Skip to content

Instantly share code, notes, and snippets.

@chris1610

chris1610/Ipython-pandas-tips-and-tricks.ipynb

Last active October 18, 2016 15:57
Show Gist options
  • Star 7 You must be signed in to star a gist
  • Fork 4 You must be signed in to fork a gist
  • Save chris1610/f2f4a2e9181f6ec22e88 to your computer and use it in GitHub Desktop.
Save chris1610/f2f4a2e9181f6ec22e88 to your computer and use it in GitHub Desktop.
Download ZIP
Ipython Notebook from pbpython.com
Display the source blob
Display the rendered blob
Raw
Ipython-pandas-tips-and-tricks.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IPython, pandas and matplotlib have a number of useful options you can use to make it easier to view and format your data. This notebook collects a bunch of them in one place. I hope this will be a useful reference.\n",
"\n",
"The original blog posting is on http://pbpython.com/ipython-pandas-display-tips.html"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import modules and some sample data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, do our standard pandas, numpy and matplotlib imports as well as configure inline displays of plots."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One of the simple things we can do is override the default CSS to customize our DataFrame output.\n",
"\n",
"This specific example is from - [Brandon Rhodes' talk at pycon](https://www.youtube.com/watch?v=5JnMutdy6Fw \"Pandas From The Ground Up\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the purposes of the notebook, I'm defining CSS as a variable but you could easily read in from a file as well."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"CSS = \"\"\"\n",
"body {\n",
" margin: 0;\n",
" font-family: Helvetica;\n",
"}\n",
"table.dataframe {\n",
" border-collapse: collapse;\n",
" border: none;\n",
"}\n",
"table.dataframe tr {\n",
" border: none;\n",
"}\n",
"table.dataframe td, table.dataframe th {\n",
" margin: 0;\n",
" border: 1px solid white;\n",
" padding-left: 0.25em;\n",
" padding-right: 0.25em;\n",
"}\n",
"table.dataframe th:not(:empty) {\n",
" background-color: #fec;\n",
" text-align: left;\n",
" font-weight: normal;\n",
"}\n",
"table.dataframe tr:nth-child(2) th:empty {\n",
" border-left: none;\n",
" border-right: 1px dashed #888;\n",
"}\n",
"table.dataframe td {\n",
" border: 2px solid #ccf;\n",
" background-color: #f4f4ff;\n",
"}\n",
"\"\"\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now add this CSS into the current notebook's HTML."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<style>\n",
"body {\n",
" margin: 0;\n",
" font-family: Helvetica;\n",
"}\n",
"table.dataframe {\n",
" border-collapse: collapse;\n",
" border: none;\n",
"}\n",
"table.dataframe tr {\n",
" border: none;\n",
"}\n",
"table.dataframe td, table.dataframe th {\n",
" margin: 0;\n",
" border: 1px solid white;\n",
" padding-left: 0.25em;\n",
" padding-right: 0.25em;\n",
"}\n",
"table.dataframe th:not(:empty) {\n",
" background-color: #fec;\n",
" text-align: left;\n",
" font-weight: normal;\n",
"}\n",
"table.dataframe tr:nth-child(2) th:empty {\n",
" border-left: none;\n",
" border-right: 1px dashed #888;\n",
"}\n",
"table.dataframe td {\n",
" border: 2px solid #ccf;\n",
" background-color: #f4f4ff;\n",
"}\n",
"</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.core.display import HTML\n",
"HTML('<style>{}</style>'.format(CSS))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>category</th>\n",
" <th>quantity</th>\n",
" <th>unit price</th>\n",
" <th>ext price</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296809</td>\n",
" <td>Carroll PLC</td>\n",
" <td>QN-82852</td>\n",
" <td>Belt</td>\n",
" <td>13</td>\n",
" <td>44.48</td>\n",
" <td>578.24</td>\n",
" <td>0.07</td>\n",
" <td>40.4768</td>\n",
" <td>2014-09-27 07:13:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>MJ-21460</td>\n",
" <td>Shoes</td>\n",
" <td>19</td>\n",
" <td>53.62</td>\n",
" <td>1018.78</td>\n",
" <td>0.07</td>\n",
" <td>71.3146</td>\n",
" <td>2014-07-29 02:10:44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>563905</td>\n",
" <td>Kerluke, Reilly and Bechtelar</td>\n",
" <td>AS-93055</td>\n",
" <td>Shirt</td>\n",
" <td>12</td>\n",
" <td>24.16</td>\n",
" <td>289.92</td>\n",
" <td>0.07</td>\n",
" <td>20.2944</td>\n",
" <td>2014-03-01 10:51:24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>93356</td>\n",
" <td>Waters-Walker</td>\n",
" <td>AS-93055</td>\n",
" <td>Shirt</td>\n",
" <td>5</td>\n",
" <td>82.68</td>\n",
" <td>413.40</td>\n",
" <td>0.07</td>\n",
" <td>28.9380</td>\n",
" <td>2013-11-17 20:41:11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>659366</td>\n",
" <td>Waelchi-Fahey</td>\n",
" <td>AS-93055</td>\n",
" <td>Shirt</td>\n",
" <td>18</td>\n",
" <td>99.64</td>\n",
" <td>1793.52</td>\n",
" <td>0.07</td>\n",
" <td>125.5464</td>\n",
" <td>2014-01-03 08:14:27</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" account number name sku category quantity \\\n",
"0 296809 Carroll PLC QN-82852 Belt 13 \n",
"1 98022 Heidenreich-Bosco MJ-21460 Shoes 19 \n",
"2 563905 Kerluke, Reilly and Bechtelar AS-93055 Shirt 12 \n",
"3 93356 Waters-Walker AS-93055 Shirt 5 \n",
"4 659366 Waelchi-Fahey AS-93055 Shirt 18 \n",
"\n",
" unit price ext price Tax rate Tax amount date \n",
"0 44.48 578.24 0.07 40.4768 2014-09-27 07:13:03 \n",
"1 53.62 1018.78 0.07 71.3146 2014-07-29 02:10:44 \n",
"2 24.16 289.92 0.07 20.2944 2014-03-01 10:51:24 \n",
"3 82.68 413.40 0.07 28.9380 2013-11-17 20:41:11 \n",
"4 99.64 1793.52 0.07 125.5464 2014-01-03 08:14:27 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SALES=pd.read_csv(\"sample-sales-tax.csv\", parse_dates='True')\n",
"SALES.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see how the CSS is now applied to the DataFrame and how you could easily modify it to customize it to your liking.\n",
"\n",
"Jupyter notebooks do a good job of automatically displaying information but sometimes you want to force data to display. Fortunately, ipython provides and option. This is especially useful if you want to display multiple dataframes."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from IPython.display import display"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>category</th>\n",
" <th>quantity</th>\n",
" <th>unit price</th>\n",
" <th>ext price</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296809</td>\n",
" <td>Carroll PLC</td>\n",
" <td>QN-82852</td>\n",
" <td>Belt</td>\n",
" <td>13</td>\n",
" <td>44.48</td>\n",
" <td>578.24</td>\n",
" <td>0.07</td>\n",
" <td>40.4768</td>\n",
" <td>2014-09-27 07:13:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>MJ-21460</td>\n",
" <td>Shoes</td>\n",
" <td>19</td>\n",
" <td>53.62</td>\n",
" <td>1018.78</td>\n",
" <td>0.07</td>\n",
" <td>71.3146</td>\n",
" <td>2014-07-29 02:10:44</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" account number name sku category quantity unit price \\\n",
"0 296809 Carroll PLC QN-82852 Belt 13 44.48 \n",
"1 98022 Heidenreich-Bosco MJ-21460 Shoes 19 53.62 \n",
"\n",
" ext price Tax rate Tax amount date \n",
"0 578.24 0.07 40.4768 2014-09-27 07:13:03 \n",
"1 1018.78 0.07 71.3146 2014-07-29 02:10:44 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>category</th>\n",
" <th>quantity</th>\n",
" <th>unit price</th>\n",
" <th>ext price</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>304860</td>\n",
" <td>Huel-Haag</td>\n",
" <td>LL-46261</td>\n",
" <td>Shoes</td>\n",
" <td>9</td>\n",
" <td>98.22</td>\n",
" <td>883.98</td>\n",
" <td>0.07</td>\n",
" <td>61.8786</td>\n",
" <td>2014-07-26 01:10:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>LW-86841</td>\n",
" <td>Shoes</td>\n",
" <td>14</td>\n",
" <td>74.83</td>\n",
" <td>1047.62</td>\n",
" <td>0.07</td>\n",
" <td>73.3334</td>\n",
" <td>2014-06-27 05:58:33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" account number name sku category quantity \\\n",
"998 304860 Huel-Haag LL-46261 Shoes 9 \n",
"999 98022 Heidenreich-Bosco LW-86841 Shoes 14 \n",
"\n",
" unit price ext price Tax rate Tax amount date \n",
"998 98.22 883.98 0.07 61.8786 2014-07-26 01:10:57 \n",
"999 74.83 1047.62 0.07 73.3334 2014-06-27 05:58:33 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>quantity</th>\n",
" <th>unit price</th>\n",
" <th>ext price</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.00000</td>\n",
" <td>1000.000000</td>\n",
" <td>1000.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>535208.897000</td>\n",
" <td>10.328000</td>\n",
" <td>56.179630</td>\n",
" <td>579.84390</td>\n",
" <td>0.035863</td>\n",
" <td>20.058881</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>277589.746014</td>\n",
" <td>5.687597</td>\n",
" <td>25.331939</td>\n",
" <td>435.30381</td>\n",
" <td>0.025598</td>\n",
" <td>22.463583</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>93356.000000</td>\n",
" <td>1.000000</td>\n",
" <td>10.060000</td>\n",
" <td>10.38000</td>\n",
" <td>0.003000</td>\n",
" <td>0.202050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>299771.000000</td>\n",
" <td>5.750000</td>\n",
" <td>35.995000</td>\n",
" <td>232.60500</td>\n",
" <td>0.015000</td>\n",
" <td>5.327175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>563905.000000</td>\n",
" <td>10.000000</td>\n",
" <td>56.765000</td>\n",
" <td>471.72000</td>\n",
" <td>0.030000</td>\n",
" <td>13.169800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>750461.000000</td>\n",
" <td>15.000000</td>\n",
" <td>76.802500</td>\n",
" <td>878.13750</td>\n",
" <td>0.040000</td>\n",
" <td>26.302725</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>995267.000000</td>\n",
" <td>20.000000</td>\n",
" <td>99.970000</td>\n",
" <td>1994.80000</td>\n",
" <td>0.150000</td>\n",
" <td>191.250000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" account number quantity unit price ext price Tax rate \\\n",
"count 1000.000000 1000.000000 1000.000000 1000.00000 1000.000000 \n",
"mean 535208.897000 10.328000 56.179630 579.84390 0.035863 \n",
"std 277589.746014 5.687597 25.331939 435.30381 0.025598 \n",
"min 93356.000000 1.000000 10.060000 10.38000 0.003000 \n",
"25% 299771.000000 5.750000 35.995000 232.60500 0.015000 \n",
"50% 563905.000000 10.000000 56.765000 471.72000 0.030000 \n",
"75% 750461.000000 15.000000 76.802500 878.13750 0.040000 \n",
"max 995267.000000 20.000000 99.970000 1994.80000 0.150000 \n",
"\n",
" Tax amount \n",
"count 1000.000000 \n",
"mean 20.058881 \n",
"std 22.463583 \n",
"min 0.202050 \n",
"25% 5.327175 \n",
"50% 13.169800 \n",
"75% 26.302725 \n",
"max 191.250000 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(SALES.head(2))\n",
"display(SALES.tail(2))\n",
"display(SALES.describe())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using pandas settings to control output"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pandas has many different options to control how data is displayed.\n",
"\n",
"You can use max_rows to control how many rows are displayed"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pd.set_option(\"display.max_rows\",4)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>category</th>\n",
" <th>quantity</th>\n",
" <th>unit price</th>\n",
" <th>ext price</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296809</td>\n",
" <td>Carroll PLC</td>\n",
" <td>QN-82852</td>\n",
" <td>Belt</td>\n",
" <td>13</td>\n",
" <td>44.48</td>\n",
" <td>578.24</td>\n",
" <td>0.07</td>\n",
" <td>40.4768</td>\n",
" <td>2014-09-27 07:13:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>MJ-21460</td>\n",
" <td>Shoes</td>\n",
" <td>19</td>\n",
" <td>53.62</td>\n",
" <td>1018.78</td>\n",
" <td>0.07</td>\n",
" <td>71.3146</td>\n",
" <td>2014-07-29 02:10:44</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",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>304860</td>\n",
" <td>Huel-Haag</td>\n",
" <td>LL-46261</td>\n",
" <td>Shoes</td>\n",
" <td>9</td>\n",
" <td>98.22</td>\n",
" <td>883.98</td>\n",
" <td>0.07</td>\n",
" <td>61.8786</td>\n",
" <td>2014-07-26 01:10:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>LW-86841</td>\n",
" <td>Shoes</td>\n",
" <td>14</td>\n",
" <td>74.83</td>\n",
" <td>1047.62</td>\n",
" <td>0.07</td>\n",
" <td>73.3334</td>\n",
" <td>2014-06-27 05:58:33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" account number name sku category quantity \\\n",
"0 296809 Carroll PLC QN-82852 Belt 13 \n",
"1 98022 Heidenreich-Bosco MJ-21460 Shoes 19 \n",
".. ... ... ... ... ... \n",
"998 304860 Huel-Haag LL-46261 Shoes 9 \n",
"999 98022 Heidenreich-Bosco LW-86841 Shoes 14 \n",
"\n",
" unit price ext price Tax rate Tax amount date \n",
"0 44.48 578.24 0.07 40.4768 2014-09-27 07:13:03 \n",
"1 53.62 1018.78 0.07 71.3146 2014-07-29 02:10:44 \n",
".. ... ... ... ... ... \n",
"998 98.22 883.98 0.07 61.8786 2014-07-26 01:10:57 \n",
"999 74.83 1047.62 0.07 73.3334 2014-06-27 05:58:33 \n",
"\n",
"[1000 rows x 10 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SALES"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Depending on the data set, you may only want to display a smaller number of columns."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pd.set_option(\"display.max_columns\",6)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>...</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296809</td>\n",
" <td>Carroll PLC</td>\n",
" <td>QN-82852</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>40.4768</td>\n",
" <td>2014-09-27 07:13:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>MJ-21460</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>71.3146</td>\n",
" <td>2014-07-29 02:10:44</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",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>304860</td>\n",
" <td>Huel-Haag</td>\n",
" <td>LL-46261</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>61.8786</td>\n",
" <td>2014-07-26 01:10:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>LW-86841</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>73.3334</td>\n",
" <td>2014-06-27 05:58:33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" account number name sku ... \\\n",
"0 296809 Carroll PLC QN-82852 ... \n",
"1 98022 Heidenreich-Bosco MJ-21460 ... \n",
".. ... ... ... ... \n",
"998 304860 Huel-Haag LL-46261 ... \n",
"999 98022 Heidenreich-Bosco LW-86841 ... \n",
"\n",
" Tax rate Tax amount date \n",
"0 0.07 40.4768 2014-09-27 07:13:03 \n",
"1 0.07 71.3146 2014-07-29 02:10:44 \n",
".. ... ... ... \n",
"998 0.07 61.8786 2014-07-26 01:10:57 \n",
"999 0.07 73.3334 2014-06-27 05:58:33 \n",
"\n",
"[1000 rows x 10 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SALES"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can control how many decimal points of precision to display"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pd.set_option('precision',2)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>...</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296809</td>\n",
" <td>Carroll PLC</td>\n",
" <td>QN-82852</td>\n",
" <td>...</td>\n",
" <td>0.1</td>\n",
" <td>40.5</td>\n",
" <td>2014-09-27 07:13:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>MJ-21460</td>\n",
" <td>...</td>\n",
" <td>0.1</td>\n",
" <td>71.3</td>\n",
" <td>2014-07-29 02:10:44</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",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>304860</td>\n",
" <td>Huel-Haag</td>\n",
" <td>LL-46261</td>\n",
" <td>...</td>\n",
" <td>0.1</td>\n",
" <td>61.9</td>\n",
" <td>2014-07-26 01:10:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>LW-86841</td>\n",
" <td>...</td>\n",
" <td>0.1</td>\n",
" <td>73.3</td>\n",
" <td>2014-06-27 05:58:33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" account number name sku ... \\\n",
"0 296809 Carroll PLC QN-82852 ... \n",
"1 98022 Heidenreich-Bosco MJ-21460 ... \n",
".. ... ... ... ... \n",
"998 304860 Huel-Haag LL-46261 ... \n",
"999 98022 Heidenreich-Bosco LW-86841 ... \n",
"\n",
" Tax rate Tax amount date \n",
"0 0.1 40.5 2014-09-27 07:13:03 \n",
"1 0.1 71.3 2014-07-29 02:10:44 \n",
".. ... ... ... \n",
"998 0.1 61.9 2014-07-26 01:10:57 \n",
"999 0.1 73.3 2014-06-27 05:58:33 \n",
"\n",
"[1000 rows x 10 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SALES"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pd.set_option('precision',7)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>...</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296809</td>\n",
" <td>Carroll PLC</td>\n",
" <td>QN-82852</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>40.4768</td>\n",
" <td>2014-09-27 07:13:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>MJ-21460</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>71.3146</td>\n",
" <td>2014-07-29 02:10:44</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",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>304860</td>\n",
" <td>Huel-Haag</td>\n",
" <td>LL-46261</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>61.8786</td>\n",
" <td>2014-07-26 01:10:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>LW-86841</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>73.3334</td>\n",
" <td>2014-06-27 05:58:33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" account number name sku ... \\\n",
"0 296809 Carroll PLC QN-82852 ... \n",
"1 98022 Heidenreich-Bosco MJ-21460 ... \n",
".. ... ... ... ... \n",
"998 304860 Huel-Haag LL-46261 ... \n",
"999 98022 Heidenreich-Bosco LW-86841 ... \n",
"\n",
" Tax rate Tax amount date \n",
"0 0.07 40.4768 2014-09-27 07:13:03 \n",
"1 0.07 71.3146 2014-07-29 02:10:44 \n",
".. ... ... ... \n",
"998 0.07 61.8786 2014-07-26 01:10:57 \n",
"999 0.07 73.3334 2014-06-27 05:58:33 \n",
"\n",
"[1000 rows x 10 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SALES"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can also format floating point numbers using float_format"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pd.set_option('float_format', '{:.2f}'.format)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>...</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296809</td>\n",
" <td>Carroll PLC</td>\n",
" <td>QN-82852</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>40.48</td>\n",
" <td>2014-09-27 07:13:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>MJ-21460</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>71.31</td>\n",
" <td>2014-07-29 02:10:44</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",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>304860</td>\n",
" <td>Huel-Haag</td>\n",
" <td>LL-46261</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>61.88</td>\n",
" <td>2014-07-26 01:10:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>LW-86841</td>\n",
" <td>...</td>\n",
" <td>0.07</td>\n",
" <td>73.33</td>\n",
" <td>2014-06-27 05:58:33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" account number name sku ... \\\n",
"0 296809 Carroll PLC QN-82852 ... \n",
"1 98022 Heidenreich-Bosco MJ-21460 ... \n",
".. ... ... ... ... \n",
"998 304860 Huel-Haag LL-46261 ... \n",
"999 98022 Heidenreich-Bosco LW-86841 ... \n",
"\n",
" Tax rate Tax amount date \n",
"0 0.07 40.48 2014-09-27 07:13:03 \n",
"1 0.07 71.31 2014-07-29 02:10:44 \n",
".. ... ... ... \n",
"998 0.07 61.88 2014-07-26 01:10:57 \n",
"999 0.07 73.33 2014-06-27 05:58:33 \n",
"\n",
"[1000 rows x 10 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SALES"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This does apply to all the data. In our example, applying dollar signs to everything would not be correct for this example."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pd.set_option('float_format', '${:.2f}'.format)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>account number</th>\n",
" <th>name</th>\n",
" <th>sku</th>\n",
" <th>...</th>\n",
" <th>Tax rate</th>\n",
" <th>Tax amount</th>\n",
" <th>date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>296809</td>\n",
" <td>Carroll PLC</td>\n",
" <td>QN-82852</td>\n",
" <td>...</td>\n",
" <td>$0.07</td>\n",
" <td>$40.48</td>\n",
" <td>2014-09-27 07:13:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>MJ-21460</td>\n",
" <td>...</td>\n",
" <td>$0.07</td>\n",
" <td>$71.31</td>\n",
" <td>2014-07-29 02:10:44</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",
" </tr>\n",
" <tr>\n",
" <th>998</th>\n",
" <td>304860</td>\n",
" <td>Huel-Haag</td>\n",
" <td>LL-46261</td>\n",
" <td>...</td>\n",
" <td>$0.07</td>\n",
" <td>$61.88</td>\n",
" <td>2014-07-26 01:10:57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>999</th>\n",
" <td>98022</td>\n",
" <td>Heidenreich-Bosco</td>\n",
" <td>LW-86841</td>\n",
" <td>...</td>\n",
" <td>$0.07</td>\n",
" <td>$73.33</td>\n",
" <td>2014-06-27 05:58:33</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1000 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" account number name sku ... \\\n",
"0 296809 Carroll PLC QN-82852 ... \n",
"1 98022 Heidenreich-Bosco MJ-21460 ... \n",
".. ... ... ... ... \n",
"998 304860 Huel-Haag LL-46261 ... \n",
"999 98022 Heidenreich-Bosco LW-86841 ... \n",
"\n",
" Tax rate Tax amount date \n",
"0 $0.07 $40.48 2014-09-27 07:13:03 \n",
"1 $0.07 $71.31 2014-07-29 02:10:44 \n",
".. ... ... ... \n",
"998 $0.07 $61.88 2014-07-26 01:10:57 \n",
"999 $0.07 $73.33 2014-06-27 05:58:33 \n",
"\n",
"[1000 rows x 10 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SALES"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Third Party Plugins"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Qtopian has a useful plugin called qgrid - https://github.com/quantopian/qgrid\n",
"\n",
"Import it and install it."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import qgrid\n",
"qgrid.nbinstall()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Showing the data is straighforward."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<script type=\"text/javascript\">\n",
"if ($(\"#dg-css\").length == 0){\n",
" $(\"head\").append([\n",
" \"<link href='https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//lib/slick.grid.css' rel='stylesheet'>\",\n",
" \"<link href='https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//lib/slick-default-theme.css' rel='stylesheet'>\",\n",
" \"<link href='http://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.10.4/css/jquery-ui.min.css' rel='stylesheet'>\",\n",
" \"<link id='dg-css' href='https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//qgrid.css' rel='stylesheet'>\"\n",
" ]);\n",
"}\n",
"</script>\n",
"<div class='q-grid-container'>\n",
"<div id='75e9bc99-1666-43a8-9675-d8d4a5a7b01b' class='q-grid'></div>\n",
"</div>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var path_dictionary = {\n",
" jquery_drag: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//lib/jquery.event.drag-2.2\",\n",
" slick_core: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//lib/slick.core.2.2\",\n",
" slick_data_view: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//lib/slick.dataview.2.2\",\n",
" slick_check_box_column: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//lib/slick.checkboxselectcolumn\",\n",
" slick_row_selection_model: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//lib/slick.rowselectionmodel\",\n",
" slick_grid: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//lib/slick.grid.2.2\",\n",
" data_grid: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//qgrid\",\n",
" date_filter: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//qgrid.datefilter\",\n",
" slider_filter: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//qgrid.sliderfilter\",\n",
" text_filter: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//qgrid.textfilter\",\n",
" filter_base: \"https://cdn.rawgit.com/quantopian/qgrid/ddf33c0efb813cd574f3838f6cf1fd584b733621/qgrid/qgridjs//qgrid.filterbase\",\n",
" handlebars: \"https://cdnjs.cloudflare.com/ajax/libs/handlebars.js/2.0.0/handlebars.min\"\n",
"};\n",
"\n",
"var existing_config = require.s.contexts._.config;\n",
"if (!existing_config.paths['underscore']){\n",
" path_dictionary['underscore'] = \"https://cdnjs.cloudflare.com/ajax/libs/underscore.js/1.7.0/underscore-min\";\n",
"}\n",
"\n",
"if (!existing_config.paths['moment']){\n",
" path_dictionary['moment'] = \"https://cdnjs.cloudflare.com/ajax/libs/moment.js/2.8.3/moment.min\";\n",
"}\n",
"\n",
"if (!existing_config.paths['jqueryui']){\n",
" path_dictionary['jqueryui'] = \"https://ajax.googleapis.com/ajax/libs/jqueryui/1.11.1/jquery-ui.min\";\n",
"}\n",
"\n",
"require.config({\n",
" paths: path_dictionary\n",
"});\n",
"\n",
"if (typeof jQuery === 'function') {\n",
" define('jquery', function() { return jQuery; });\n",
"}\n",
"\n",
"require([\n",
" 'jquery',\n",
" 'jquery_drag',\n",
" 'slick_core',\n",
" 'slick_data_view'\n",
"],\n",
"function($){\n",
" $('#75e9bc99-1666-43a8-9675-d8d4a5a7b01b').closest('.rendered_html').removeClass('rendered_html');\n",
" require([\n",
" 'slick_check_box_column',\n",
" 'slick_row_selection_model',\n",
" 'slick_grid'\n",
" ], function(){\n",
" require([\"data_grid\"], function(dgrid){\n",
" var grid = new dgrid.QGrid('#75e9bc99-1666-43a8-9675-d8d4a5a7b01b', [{\"null\":0,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":44.48,\"ext price\":578.24,\"Tax rate\":0.07,\"Tax amount\":40.4768,\"date\":\"2014-09-27 07:13:03\"},{\"null\":1,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":53.62,\"ext price\":1018.78,\"Tax rate\":0.07,\"Tax amount\":71.3146,\"date\":\"2014-07-29 02:10:44\"},{\"null\":2,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":24.16,\"ext price\":289.92,\"Tax rate\":0.07,\"Tax amount\":20.2944,\"date\":\"2014-03-01 10:51:24\"},{\"null\":3,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":82.68,\"ext price\":413.4,\"Tax rate\":0.07,\"Tax amount\":28.938,\"date\":\"2013-11-17 20:41:11\"},{\"null\":4,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":99.64,\"ext price\":1793.52,\"Tax rate\":0.07,\"Tax amount\":125.5464,\"date\":\"2014-01-03 08:14:27\"},{\"null\":5,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":52.82,\"ext price\":897.94,\"Tax rate\":0.07,\"Tax amount\":62.8558,\"date\":\"2013-12-04 02:07:05\"},{\"null\":6,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":15.28,\"ext price\":275.04,\"Tax rate\":0.07,\"Tax amount\":19.2528,\"date\":\"2014-04-09 16:15:03\"},{\"null\":7,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":78.78,\"ext price\":551.46,\"Tax rate\":0.07,\"Tax amount\":38.6022,\"date\":\"2014-06-18 19:25:10\"},{\"null\":8,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":38.19,\"ext price\":649.23,\"Tax rate\":0.015,\"Tax amount\":9.73845,\"date\":\"2014-02-10 05:55:56\"},{\"null\":9,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":26.98,\"ext price\":323.76,\"Tax rate\":0.015,\"Tax amount\":4.8564,\"date\":\"2014-05-20 00:21:28\"},{\"null\":10,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":60.22,\"ext price\":1144.18,\"Tax rate\":0.015,\"Tax amount\":17.1627,\"date\":\"2014-03-10 06:23:31\"},{\"null\":11,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":13.12,\"ext price\":78.72,\"Tax rate\":0.015,\"Tax amount\":1.1808,\"date\":\"2013-11-03 18:38:16\"},{\"null\":12,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":59.69,\"ext price\":238.76,\"Tax rate\":0.015,\"Tax amount\":3.5814,\"date\":\"2014-01-11 21:48:28\"},{\"null\":13,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":97.25,\"ext price\":1167.0,\"Tax rate\":0.015,\"Tax amount\":17.505,\"date\":\"2014-09-19 13:20:00\"},{\"null\":14,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":81.44,\"ext price\":732.96,\"Tax rate\":0.015,\"Tax amount\":10.9944,\"date\":\"2014-08-12 08:05:27\"},{\"null\":15,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":53.33,\"ext price\":959.94,\"Tax rate\":0.015,\"Tax amount\":14.3991,\"date\":\"2014-07-15 23:21:11\"},{\"null\":16,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":35.62,\"ext price\":142.48,\"Tax rate\":0.015,\"Tax amount\":2.1372,\"date\":\"2014-10-05 23:38:16\"},{\"null\":17,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":98.23,\"ext price\":1669.91,\"Tax rate\":0.015,\"Tax amount\":25.04865,\"date\":\"2014-01-26 01:52:36\"},{\"null\":18,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":69.52,\"ext price\":1042.8,\"Tax rate\":0.015,\"Tax amount\":15.642,\"date\":\"2013-11-13 21:38:46\"},{\"null\":19,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":80.12,\"ext price\":961.44,\"Tax rate\":0.015,\"Tax amount\":14.4216,\"date\":\"2014-05-24 16:03:28\"},{\"null\":20,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":81.19,\"ext price\":1055.47,\"Tax rate\":0.015,\"Tax amount\":15.83205,\"date\":\"2014-01-08 02:45:07\"},{\"null\":21,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":48.15,\"ext price\":96.3,\"Tax rate\":0.015,\"Tax amount\":1.4445,\"date\":\"2014-04-28 07:01:04\"},{\"null\":22,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":54.94,\"ext price\":54.94,\"Tax rate\":0.015,\"Tax amount\":0.8241,\"date\":\"2014-08-09 11:22:15\"},{\"null\":23,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":57.75,\"ext price\":231.0,\"Tax rate\":0.015,\"Tax amount\":3.465,\"date\":\"2013-11-04 09:48:26\"},{\"null\":24,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":47.68,\"ext price\":667.52,\"Tax rate\":0.015,\"Tax amount\":10.0128,\"date\":\"2014-01-12 00:28:09\"},{\"null\":25,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":41.4,\"ext price\":82.8,\"Tax rate\":0.015,\"Tax amount\":1.242,\"date\":\"2014-09-23 02:36:55\"},{\"null\":26,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":58.52,\"ext price\":351.12,\"Tax rate\":0.07,\"Tax amount\":24.5784,\"date\":\"2014-03-14 02:28:57\"},{\"null\":27,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":96.62,\"ext price\":1159.44,\"Tax rate\":0.07,\"Tax amount\":81.1608,\"date\":\"2013-12-13 03:19:19\"},{\"null\":28,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":93.67,\"ext price\":1124.04,\"Tax rate\":0.07,\"Tax amount\":78.6828,\"date\":\"2014-02-19 06:03:09\"},{\"null\":29,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":72.63,\"ext price\":871.56,\"Tax rate\":0.07,\"Tax amount\":61.0092,\"date\":\"2014-02-07 03:30:14\"},{\"null\":30,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":90.8,\"ext price\":181.6,\"Tax rate\":0.07,\"Tax amount\":12.712,\"date\":\"2014-03-26 20:56:14\"},{\"null\":31,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":42.96,\"ext price\":257.76,\"Tax rate\":0.07,\"Tax amount\":18.0432,\"date\":\"2013-11-14 22:16:18\"},{\"null\":32,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":71.5,\"ext price\":71.5,\"Tax rate\":0.07,\"Tax amount\":5.005,\"date\":\"2014-04-14 16:58:07\"},{\"null\":33,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":74.43,\"ext price\":74.43,\"Tax rate\":0.03,\"Tax amount\":2.2329,\"date\":\"2014-09-20 09:49:19\"},{\"null\":34,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":35.38,\"ext price\":283.04,\"Tax rate\":0.03,\"Tax amount\":8.4912,\"date\":\"2013-12-12 02:37:57\"},{\"null\":35,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":16,\"unit price\":24.87,\"ext price\":397.92,\"Tax rate\":0.03,\"Tax amount\":11.9376,\"date\":\"2014-02-20 07:42:49\"},{\"null\":36,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":15.33,\"ext price\":214.62,\"Tax rate\":0.03,\"Tax amount\":6.4386,\"date\":\"2013-12-03 01:25:07\"},{\"null\":37,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":94.34,\"ext price\":1132.08,\"Tax rate\":0.03,\"Tax amount\":33.9624,\"date\":\"2014-09-04 13:39:04\"},{\"null\":38,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":12.78,\"ext price\":230.04,\"Tax rate\":0.03,\"Tax amount\":6.9012,\"date\":\"2014-02-20 13:18:47\"},{\"null\":39,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":28.71,\"ext price\":86.13,\"Tax rate\":0.03,\"Tax amount\":2.5839,\"date\":\"2014-01-02 12:49:41\"},{\"null\":40,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":11.21,\"ext price\":123.31,\"Tax rate\":0.03,\"Tax amount\":3.6993,\"date\":\"2013-12-10 20:13:01\"},{\"null\":41,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":29.79,\"ext price\":119.16,\"Tax rate\":0.03,\"Tax amount\":3.5748,\"date\":\"2013-11-07 17:43:31\"},{\"null\":42,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":35.82,\"ext price\":394.02,\"Tax rate\":0.03,\"Tax amount\":11.8206,\"date\":\"2014-06-21 19:49:30\"},{\"null\":43,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":55.43,\"ext price\":332.58,\"Tax rate\":0.03,\"Tax amount\":9.9774,\"date\":\"2014-08-08 13:50:43\"},{\"null\":44,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":95.75,\"ext price\":383.0,\"Tax rate\":0.03,\"Tax amount\":11.49,\"date\":\"2014-03-15 12:50:59\"},{\"null\":45,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":12.63,\"ext price\":126.3,\"Tax rate\":0.03,\"Tax amount\":3.789,\"date\":\"2014-06-05 22:34:03\"},{\"null\":46,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":26.21,\"ext price\":262.1,\"Tax rate\":0.03,\"Tax amount\":7.863,\"date\":\"2014-04-21 02:14:10\"},{\"null\":47,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":92.1,\"ext price\":1013.1,\"Tax rate\":0.03,\"Tax amount\":30.393,\"date\":\"2014-03-21 14:26:03\"},{\"null\":48,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":98.27,\"ext price\":982.7,\"Tax rate\":0.03,\"Tax amount\":29.481,\"date\":\"2014-10-02 04:41:10\"},{\"null\":49,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":65.4,\"ext price\":392.4,\"Tax rate\":0.03,\"Tax amount\":11.772,\"date\":\"2014-09-17 19:15:27\"},{\"null\":50,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":23.79,\"ext price\":237.9,\"Tax rate\":0.03,\"Tax amount\":7.137,\"date\":\"2013-11-17 23:56:36\"},{\"null\":51,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":52.01,\"ext price\":364.07,\"Tax rate\":0.03,\"Tax amount\":10.9221,\"date\":\"2014-05-23 17:49:08\"},{\"null\":52,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":13.06,\"ext price\":143.66,\"Tax rate\":0.03,\"Tax amount\":4.3098,\"date\":\"2014-03-01 08:58:41\"},{\"null\":53,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":92.43,\"ext price\":1294.02,\"Tax rate\":0.03,\"Tax amount\":38.8206,\"date\":\"2014-08-03 21:22:07\"},{\"null\":54,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":57.69,\"ext price\":807.66,\"Tax rate\":0.03,\"Tax amount\":24.2298,\"date\":\"2014-05-26 16:29:02\"},{\"null\":55,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":83.05,\"ext price\":830.5,\"Tax rate\":0.03,\"Tax amount\":24.915,\"date\":\"2014-01-05 10:16:57\"},{\"null\":56,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":26.49,\"ext price\":264.9,\"Tax rate\":0.03,\"Tax amount\":7.947,\"date\":\"2014-02-12 07:27:39\"},{\"null\":57,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":88.24,\"ext price\":1323.6,\"Tax rate\":0.03,\"Tax amount\":39.708,\"date\":\"2014-07-09 19:31:43\"},{\"null\":58,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":75.38,\"ext price\":979.94,\"Tax rate\":0.03,\"Tax amount\":29.3982,\"date\":\"2014-03-05 09:26:56\"},{\"null\":59,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":66.61,\"ext price\":1065.76,\"Tax rate\":0.03,\"Tax amount\":31.9728,\"date\":\"2014-07-25 22:56:12\"},{\"null\":60,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":99.88,\"ext price\":299.64,\"Tax rate\":0.03,\"Tax amount\":8.9892,\"date\":\"2014-08-04 23:08:09\"},{\"null\":61,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":41.75,\"ext price\":292.25,\"Tax rate\":0.03,\"Tax amount\":8.7675,\"date\":\"2014-07-08 15:01:53\"},{\"null\":62,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":22.23,\"ext price\":288.99,\"Tax rate\":0.03,\"Tax amount\":8.6697,\"date\":\"2014-01-13 18:31:57\"},{\"null\":63,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":71.38,\"ext price\":1284.84,\"Tax rate\":0.03,\"Tax amount\":38.5452,\"date\":\"2014-09-24 04:14:12\"},{\"null\":64,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":89.82,\"ext price\":808.38,\"Tax rate\":0.03,\"Tax amount\":24.2514,\"date\":\"2013-11-30 23:19:44\"},{\"null\":65,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":85.12,\"ext price\":851.2,\"Tax rate\":0.03,\"Tax amount\":25.536,\"date\":\"2014-05-17 03:23:30\"},{\"null\":66,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":75.04,\"ext price\":1275.68,\"Tax rate\":0.03,\"Tax amount\":38.2704,\"date\":\"2014-02-09 16:56:59\"},{\"null\":67,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":45.05,\"ext price\":135.15,\"Tax rate\":0.03,\"Tax amount\":4.0545,\"date\":\"2014-02-17 04:26:57\"},{\"null\":68,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":76.77,\"ext price\":1228.32,\"Tax rate\":0.03,\"Tax amount\":36.8496,\"date\":\"2014-01-05 02:40:58\"},{\"null\":69,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":99.09,\"ext price\":1089.99,\"Tax rate\":0.03,\"Tax amount\":32.6997,\"date\":\"2014-07-15 21:09:33\"},{\"null\":70,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":71.25,\"ext price\":213.75,\"Tax rate\":0.03,\"Tax amount\":6.4125,\"date\":\"2014-09-29 06:24:24\"},{\"null\":71,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":40.3,\"ext price\":564.2,\"Tax rate\":0.03,\"Tax amount\":16.926,\"date\":\"2014-01-15 18:10:47\"},{\"null\":72,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":10.38,\"ext price\":10.38,\"Tax rate\":0.03,\"Tax amount\":0.3114,\"date\":\"2014-09-12 21:26:08\"},{\"null\":73,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":69.32,\"ext price\":554.56,\"Tax rate\":0.03,\"Tax amount\":16.6368,\"date\":\"2014-08-05 15:34:59\"},{\"null\":74,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":82.74,\"ext price\":992.88,\"Tax rate\":0.03,\"Tax amount\":29.7864,\"date\":\"2014-07-28 00:55:13\"},{\"null\":75,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":81.64,\"ext price\":1387.88,\"Tax rate\":0.03,\"Tax amount\":41.6364,\"date\":\"2014-05-29 05:51:07\"},{\"null\":76,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":50.63,\"ext price\":253.15,\"Tax rate\":0.03,\"Tax amount\":7.5945,\"date\":\"2014-10-22 11:43:28\"},{\"null\":77,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":81.41,\"ext price\":488.46,\"Tax rate\":0.03,\"Tax amount\":14.6538,\"date\":\"2014-09-11 08:41:22\"},{\"null\":78,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":18.45,\"ext price\":239.85,\"Tax rate\":0.03,\"Tax amount\":7.1955,\"date\":\"2014-01-19 21:22:08\"},{\"null\":79,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":17.36,\"ext price\":295.12,\"Tax rate\":0.03,\"Tax amount\":8.8536,\"date\":\"2014-01-29 14:09:39\"},{\"null\":80,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":55.09,\"ext price\":495.81,\"Tax rate\":0.03,\"Tax amount\":14.8743,\"date\":\"2014-06-28 22:39:25\"},{\"null\":81,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":17.54,\"ext price\":52.62,\"Tax rate\":0.03,\"Tax amount\":1.5786,\"date\":\"2014-01-17 19:11:41\"},{\"null\":82,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":82.51,\"ext price\":577.57,\"Tax rate\":0.03,\"Tax amount\":17.3271,\"date\":\"2014-01-13 08:06:03\"},{\"null\":83,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":14.9,\"ext price\":44.7,\"Tax rate\":0.03,\"Tax amount\":1.341,\"date\":\"2013-11-21 14:28:29\"},{\"null\":84,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":89.05,\"ext price\":534.3,\"Tax rate\":0.03,\"Tax amount\":16.029,\"date\":\"2014-05-15 02:19:37\"},{\"null\":85,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":57.99,\"ext price\":1043.82,\"Tax rate\":0.025,\"Tax amount\":26.0955,\"date\":\"2014-09-25 06:23:20\"},{\"null\":86,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":35.82,\"ext price\":35.82,\"Tax rate\":0.025,\"Tax amount\":0.8955,\"date\":\"2014-04-01 11:12:52\"},{\"null\":87,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":56.0,\"ext price\":280.0,\"Tax rate\":0.025,\"Tax amount\":7.0,\"date\":\"2013-11-22 17:45:35\"},{\"null\":88,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":7,\"unit price\":77.52,\"ext price\":542.64,\"Tax rate\":0.025,\"Tax amount\":13.566,\"date\":\"2014-02-01 09:30:21\"},{\"null\":89,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":47.07,\"ext price\":564.84,\"Tax rate\":0.025,\"Tax amount\":14.121,\"date\":\"2014-08-08 11:08:24\"},{\"null\":90,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":70.12,\"ext price\":1262.16,\"Tax rate\":0.025,\"Tax amount\":31.554,\"date\":\"2013-10-25 03:43:33\"},{\"null\":91,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":28.61,\"ext price\":572.2,\"Tax rate\":0.025,\"Tax amount\":14.305,\"date\":\"2014-09-30 19:16:05\"},{\"null\":92,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":73.92,\"ext price\":887.04,\"Tax rate\":0.025,\"Tax amount\":22.176,\"date\":\"2014-05-15 13:22:25\"},{\"null\":93,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":38.82,\"ext price\":77.64,\"Tax rate\":0.025,\"Tax amount\":1.941,\"date\":\"2013-12-10 17:54:51\"},{\"null\":94,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":69.26,\"ext price\":969.64,\"Tax rate\":0.025,\"Tax amount\":24.241,\"date\":\"2014-01-20 20:34:55\"},{\"null\":95,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":28.54,\"ext price\":542.26,\"Tax rate\":0.025,\"Tax amount\":13.5565,\"date\":\"2013-10-26 17:03:00\"},{\"null\":96,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":79.15,\"ext price\":554.05,\"Tax rate\":0.025,\"Tax amount\":13.85125,\"date\":\"2014-03-07 09:38:37\"},{\"null\":97,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":36.19,\"ext price\":723.8,\"Tax rate\":0.025,\"Tax amount\":18.095,\"date\":\"2014-07-02 08:35:43\"},{\"null\":98,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":93.21,\"ext price\":1770.99,\"Tax rate\":0.025,\"Tax amount\":44.27475,\"date\":\"2014-04-20 18:58:11\"},{\"null\":99,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":23.76,\"ext price\":118.8,\"Tax rate\":0.03,\"Tax amount\":3.564,\"date\":\"2014-08-17 11:00:49\"},{\"null\":100,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":44.1,\"ext price\":88.2,\"Tax rate\":0.03,\"Tax amount\":2.646,\"date\":\"2014-08-09 18:31:40\"},{\"null\":101,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":41.05,\"ext price\":821.0,\"Tax rate\":0.03,\"Tax amount\":24.63,\"date\":\"2014-02-20 07:29:02\"},{\"null\":102,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":47.78,\"ext price\":907.82,\"Tax rate\":0.03,\"Tax amount\":27.2346,\"date\":\"2014-02-22 13:15:38\"},{\"null\":103,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":95.92,\"ext price\":863.28,\"Tax rate\":0.03,\"Tax amount\":25.8984,\"date\":\"2014-05-29 22:08:13\"},{\"null\":104,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":50.1,\"ext price\":200.4,\"Tax rate\":0.03,\"Tax amount\":6.012,\"date\":\"2014-08-11 02:09:32\"},{\"null\":105,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":75.51,\"ext price\":755.1,\"Tax rate\":0.03,\"Tax amount\":22.653,\"date\":\"2013-10-22 23:19:39\"},{\"null\":106,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":64.38,\"ext price\":1223.22,\"Tax rate\":0.03,\"Tax amount\":36.6966,\"date\":\"2014-09-02 21:51:04\"},{\"null\":107,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":17.42,\"ext price\":209.04,\"Tax rate\":0.03,\"Tax amount\":6.2712,\"date\":\"2014-01-22 14:25:19\"},{\"null\":108,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":81.67,\"ext price\":898.37,\"Tax rate\":0.03,\"Tax amount\":26.9511,\"date\":\"2014-09-06 11:50:34\"},{\"null\":109,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":74.08,\"ext price\":444.48,\"Tax rate\":0.03,\"Tax amount\":13.3344,\"date\":\"2014-02-28 18:37:43\"},{\"null\":110,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":25.91,\"ext price\":466.38,\"Tax rate\":0.03,\"Tax amount\":13.9914,\"date\":\"2014-08-12 22:48:01\"},{\"null\":111,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":57.32,\"ext price\":343.92,\"Tax rate\":0.03,\"Tax amount\":10.3176,\"date\":\"2013-12-20 12:38:08\"},{\"null\":112,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":78.61,\"ext price\":471.66,\"Tax rate\":0.03,\"Tax amount\":14.1498,\"date\":\"2013-12-18 12:13:25\"},{\"null\":113,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":50.85,\"ext price\":254.25,\"Tax rate\":0.03,\"Tax amount\":7.6275,\"date\":\"2014-08-02 05:30:13\"},{\"null\":114,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":72.12,\"ext price\":937.56,\"Tax rate\":0.075,\"Tax amount\":70.317,\"date\":\"2014-03-09 14:23:35\"},{\"null\":115,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":24.91,\"ext price\":348.74,\"Tax rate\":0.075,\"Tax amount\":26.1555,\"date\":\"2014-04-06 19:20:34\"},{\"null\":116,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":43.25,\"ext price\":389.25,\"Tax rate\":0.075,\"Tax amount\":29.19375,\"date\":\"2014-04-26 16:22:46\"},{\"null\":117,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":66.32,\"ext price\":795.84,\"Tax rate\":0.075,\"Tax amount\":59.688,\"date\":\"2013-11-19 04:47:16\"},{\"null\":118,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":24.3,\"ext price\":48.6,\"Tax rate\":0.075,\"Tax amount\":3.645,\"date\":\"2013-11-10 13:25:32\"},{\"null\":119,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":53.7,\"ext price\":644.4,\"Tax rate\":0.075,\"Tax amount\":48.33,\"date\":\"2014-09-27 02:51:01\"},{\"null\":120,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":80.82,\"ext price\":1293.12,\"Tax rate\":0.075,\"Tax amount\":96.984,\"date\":\"2014-08-19 00:53:50\"},{\"null\":121,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":91.71,\"ext price\":917.1,\"Tax rate\":0.075,\"Tax amount\":68.7825,\"date\":\"2014-06-25 19:11:32\"},{\"null\":122,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":16.05,\"ext price\":176.55,\"Tax rate\":0.075,\"Tax amount\":13.24125,\"date\":\"2014-09-26 03:52:52\"},{\"null\":123,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":86.18,\"ext price\":1465.06,\"Tax rate\":0.075,\"Tax amount\":109.8795,\"date\":\"2014-08-13 15:42:49\"},{\"null\":124,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":87.56,\"ext price\":1225.84,\"Tax rate\":0.075,\"Tax amount\":91.938,\"date\":\"2014-04-27 07:55:06\"},{\"null\":125,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":27.49,\"ext price\":549.8,\"Tax rate\":0.075,\"Tax amount\":41.235,\"date\":\"2014-07-02 12:51:29\"},{\"null\":126,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":73.11,\"ext price\":292.44,\"Tax rate\":0.075,\"Tax amount\":21.933,\"date\":\"2014-08-21 19:29:11\"},{\"null\":127,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":90.64,\"ext price\":997.04,\"Tax rate\":0.075,\"Tax amount\":74.778,\"date\":\"2014-05-11 06:10:17\"},{\"null\":128,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":72.17,\"ext price\":866.04,\"Tax rate\":0.075,\"Tax amount\":64.953,\"date\":\"2014-09-15 20:49:18\"},{\"null\":129,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":50.76,\"ext price\":456.84,\"Tax rate\":0.075,\"Tax amount\":34.263,\"date\":\"2014-08-29 11:32:00\"},{\"null\":130,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":21.43,\"ext price\":342.88,\"Tax rate\":0.07,\"Tax amount\":24.0016,\"date\":\"2014-05-25 00:38:58\"},{\"null\":131,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":21.09,\"ext price\":421.8,\"Tax rate\":0.07,\"Tax amount\":29.526,\"date\":\"2013-12-23 04:50:54\"},{\"null\":132,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":25.37,\"ext price\":507.4,\"Tax rate\":0.07,\"Tax amount\":35.518,\"date\":\"2014-07-19 17:18:19\"},{\"null\":133,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":29.59,\"ext price\":591.8,\"Tax rate\":0.015,\"Tax amount\":8.877,\"date\":\"2014-01-01 19:55:03\"},{\"null\":134,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":20.24,\"ext price\":344.08,\"Tax rate\":0.015,\"Tax amount\":5.1612,\"date\":\"2014-10-01 21:20:26\"},{\"null\":135,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":71.35,\"ext price\":927.55,\"Tax rate\":0.015,\"Tax amount\":13.91325,\"date\":\"2014-06-09 20:22:22\"},{\"null\":136,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":79.67,\"ext price\":1274.72,\"Tax rate\":0.015,\"Tax amount\":19.1208,\"date\":\"2013-10-25 07:31:02\"},{\"null\":137,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":60.75,\"ext price\":121.5,\"Tax rate\":0.015,\"Tax amount\":1.8225,\"date\":\"2014-05-17 13:10:42\"},{\"null\":138,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":44.47,\"ext price\":222.35,\"Tax rate\":0.015,\"Tax amount\":3.33525,\"date\":\"2014-04-11 05:00:15\"},{\"null\":139,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":86.17,\"ext price\":172.34,\"Tax rate\":0.015,\"Tax amount\":2.5851,\"date\":\"2014-03-12 14:25:12\"},{\"null\":140,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":54.5,\"ext price\":763.0,\"Tax rate\":0.015,\"Tax amount\":11.445,\"date\":\"2014-10-06 09:47:02\"},{\"null\":141,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":37.75,\"ext price\":679.5,\"Tax rate\":0.015,\"Tax amount\":10.1925,\"date\":\"2014-04-05 20:02:30\"},{\"null\":142,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":32.7,\"ext price\":654.0,\"Tax rate\":0.015,\"Tax amount\":9.81,\"date\":\"2014-04-26 05:18:02\"},{\"null\":143,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":93.06,\"ext price\":1395.9,\"Tax rate\":0.015,\"Tax amount\":20.9385,\"date\":\"2014-08-17 18:39:56\"},{\"null\":144,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":49.59,\"ext price\":843.03,\"Tax rate\":0.015,\"Tax amount\":12.64545,\"date\":\"2013-10-29 12:57:27\"},{\"null\":145,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":45.43,\"ext price\":772.31,\"Tax rate\":0.015,\"Tax amount\":11.58465,\"date\":\"2014-05-09 06:44:04\"},{\"null\":146,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":31.54,\"ext price\":63.08,\"Tax rate\":0.015,\"Tax amount\":0.9462,\"date\":\"2014-01-26 05:15:19\"},{\"null\":147,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":93.02,\"ext price\":558.12,\"Tax rate\":0.015,\"Tax amount\":8.3718,\"date\":\"2013-11-23 08:51:18\"},{\"null\":148,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":57.02,\"ext price\":912.32,\"Tax rate\":0.015,\"Tax amount\":13.6848,\"date\":\"2014-10-14 14:07:31\"},{\"null\":149,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":53.17,\"ext price\":584.87,\"Tax rate\":0.015,\"Tax amount\":8.77305,\"date\":\"2014-06-10 15:11:01\"},{\"null\":150,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":52.51,\"ext price\":630.12,\"Tax rate\":0.015,\"Tax amount\":9.4518,\"date\":\"2014-08-03 03:39:52\"},{\"null\":151,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":96.31,\"ext price\":1252.03,\"Tax rate\":0.07,\"Tax amount\":87.6421,\"date\":\"2013-12-03 04:04:40\"},{\"null\":152,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":90.97,\"ext price\":1455.52,\"Tax rate\":0.07,\"Tax amount\":101.8864,\"date\":\"2014-08-29 07:41:36\"},{\"null\":153,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":64.02,\"ext price\":448.14,\"Tax rate\":0.07,\"Tax amount\":31.3698,\"date\":\"2013-11-05 03:55:12\"},{\"null\":154,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":18.41,\"ext price\":276.15,\"Tax rate\":0.07,\"Tax amount\":19.3305,\"date\":\"2014-03-02 17:47:13\"},{\"null\":155,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":29.63,\"ext price\":59.26,\"Tax rate\":0.07,\"Tax amount\":4.1482,\"date\":\"2014-03-27 23:48:17\"},{\"null\":156,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":46.82,\"ext price\":187.28,\"Tax rate\":0.07,\"Tax amount\":13.1096,\"date\":\"2014-02-15 06:51:19\"},{\"null\":157,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":93.69,\"ext price\":843.21,\"Tax rate\":0.07,\"Tax amount\":59.0247,\"date\":\"2014-03-20 15:25:39\"},{\"null\":158,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":64.11,\"ext price\":961.65,\"Tax rate\":0.03,\"Tax amount\":28.8495,\"date\":\"2013-10-23 08:28:53\"},{\"null\":159,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":48.87,\"ext price\":146.61,\"Tax rate\":0.03,\"Tax amount\":4.3983,\"date\":\"2014-04-03 22:36:22\"},{\"null\":160,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":87.01,\"ext price\":1218.14,\"Tax rate\":0.03,\"Tax amount\":36.5442,\"date\":\"2013-12-14 16:40:16\"},{\"null\":161,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":17.98,\"ext price\":71.92,\"Tax rate\":0.03,\"Tax amount\":2.1576,\"date\":\"2014-07-22 19:10:27\"},{\"null\":162,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":93.77,\"ext price\":937.7,\"Tax rate\":0.03,\"Tax amount\":28.131,\"date\":\"2014-08-17 09:21:15\"},{\"null\":163,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":84.73,\"ext price\":508.38,\"Tax rate\":0.03,\"Tax amount\":15.2514,\"date\":\"2014-07-20 18:27:59\"},{\"null\":164,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":45.49,\"ext price\":500.39,\"Tax rate\":0.03,\"Tax amount\":15.0117,\"date\":\"2013-11-12 10:13:25\"},{\"null\":165,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":70.23,\"ext price\":1193.91,\"Tax rate\":0.03,\"Tax amount\":35.8173,\"date\":\"2014-08-14 13:57:01\"},{\"null\":166,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":51.29,\"ext price\":512.9,\"Tax rate\":0.03,\"Tax amount\":15.387,\"date\":\"2014-09-16 05:26:10\"},{\"null\":167,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":75.48,\"ext price\":1207.68,\"Tax rate\":0.03,\"Tax amount\":36.2304,\"date\":\"2014-08-23 04:04:11\"},{\"null\":168,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":56.9,\"ext price\":1081.1,\"Tax rate\":0.03,\"Tax amount\":32.433,\"date\":\"2014-10-21 08:46:48\"},{\"null\":169,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":71.89,\"ext price\":718.9,\"Tax rate\":0.03,\"Tax amount\":21.567,\"date\":\"2014-09-11 00:45:37\"},{\"null\":170,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":13.02,\"ext price\":130.2,\"Tax rate\":0.03,\"Tax amount\":3.906,\"date\":\"2014-06-30 10:31:23\"},{\"null\":171,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":79.49,\"ext price\":238.47,\"Tax rate\":0.03,\"Tax amount\":7.1541,\"date\":\"2014-06-02 13:06:24\"},{\"null\":172,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":81.53,\"ext price\":896.83,\"Tax rate\":0.03,\"Tax amount\":26.9049,\"date\":\"2014-09-01 17:46:10\"},{\"null\":173,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":18.68,\"ext price\":18.68,\"Tax rate\":0.03,\"Tax amount\":0.5604,\"date\":\"2014-05-19 18:10:49\"},{\"null\":174,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":45.32,\"ext price\":906.4,\"Tax rate\":0.03,\"Tax amount\":27.192,\"date\":\"2014-07-06 22:06:23\"},{\"null\":175,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":68.74,\"ext price\":687.4,\"Tax rate\":0.03,\"Tax amount\":20.622,\"date\":\"2014-03-27 12:14:12\"},{\"null\":176,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":90.0,\"ext price\":900.0,\"Tax rate\":0.03,\"Tax amount\":27.0,\"date\":\"2014-07-10 22:17:15\"},{\"null\":177,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":20.3,\"ext price\":121.8,\"Tax rate\":0.03,\"Tax amount\":3.654,\"date\":\"2014-05-23 10:24:32\"},{\"null\":178,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":58.67,\"ext price\":997.39,\"Tax rate\":0.03,\"Tax amount\":29.9217,\"date\":\"2013-12-08 13:43:29\"},{\"null\":179,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":12.68,\"ext price\":25.36,\"Tax rate\":0.03,\"Tax amount\":0.7608,\"date\":\"2014-04-27 03:38:16\"},{\"null\":180,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":49.68,\"ext price\":844.56,\"Tax rate\":0.03,\"Tax amount\":25.3368,\"date\":\"2014-01-28 15:37:10\"},{\"null\":181,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":95.37,\"ext price\":190.74,\"Tax rate\":0.03,\"Tax amount\":5.7222,\"date\":\"2014-03-30 08:27:54\"},{\"null\":182,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":96.98,\"ext price\":1939.6,\"Tax rate\":0.03,\"Tax amount\":58.188,\"date\":\"2014-06-13 18:23:55\"},{\"null\":183,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":23.79,\"ext price\":380.64,\"Tax rate\":0.03,\"Tax amount\":11.4192,\"date\":\"2014-02-26 18:22:57\"},{\"null\":184,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":37.86,\"ext price\":75.72,\"Tax rate\":0.03,\"Tax amount\":2.2716,\"date\":\"2014-04-04 19:30:50\"},{\"null\":185,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":66.18,\"ext price\":595.62,\"Tax rate\":0.03,\"Tax amount\":17.8686,\"date\":\"2014-01-15 11:55:40\"},{\"null\":186,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":98.89,\"ext price\":593.34,\"Tax rate\":0.03,\"Tax amount\":17.8002,\"date\":\"2014-04-22 00:24:15\"},{\"null\":187,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":25.02,\"ext price\":100.08,\"Tax rate\":0.03,\"Tax amount\":3.0024,\"date\":\"2014-05-26 06:54:22\"},{\"null\":188,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":16,\"unit price\":64.58,\"ext price\":1033.28,\"Tax rate\":0.03,\"Tax amount\":30.9984,\"date\":\"2013-12-17 23:35:15\"},{\"null\":189,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":48.7,\"ext price\":876.6,\"Tax rate\":0.03,\"Tax amount\":26.298,\"date\":\"2014-02-10 08:43:23\"},{\"null\":190,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":16,\"unit price\":24.66,\"ext price\":394.56,\"Tax rate\":0.03,\"Tax amount\":11.8368,\"date\":\"2013-12-12 00:57:07\"},{\"null\":191,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":43.15,\"ext price\":215.75,\"Tax rate\":0.03,\"Tax amount\":6.4725,\"date\":\"2014-04-06 06:24:33\"},{\"null\":192,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":54.52,\"ext price\":109.04,\"Tax rate\":0.03,\"Tax amount\":3.2712,\"date\":\"2014-08-24 09:43:19\"},{\"null\":193,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":8,\"unit price\":91.14,\"ext price\":729.12,\"Tax rate\":0.03,\"Tax amount\":21.8736,\"date\":\"2014-06-11 10:12:04\"},{\"null\":194,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":65.79,\"ext price\":855.27,\"Tax rate\":0.03,\"Tax amount\":25.6581,\"date\":\"2014-06-28 04:47:33\"},{\"null\":195,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":14.73,\"ext price\":117.84,\"Tax rate\":0.03,\"Tax amount\":3.5352,\"date\":\"2014-03-19 05:18:21\"},{\"null\":196,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":96.18,\"ext price\":1346.52,\"Tax rate\":0.03,\"Tax amount\":40.3956,\"date\":\"2014-10-04 09:49:10\"},{\"null\":197,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":81.1,\"ext price\":486.6,\"Tax rate\":0.03,\"Tax amount\":14.598,\"date\":\"2014-02-15 15:29:46\"},{\"null\":198,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":38.32,\"ext price\":459.84,\"Tax rate\":0.03,\"Tax amount\":13.7952,\"date\":\"2014-06-25 09:29:53\"},{\"null\":199,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":51.8,\"ext price\":155.4,\"Tax rate\":0.03,\"Tax amount\":4.662,\"date\":\"2014-03-31 04:17:46\"},{\"null\":200,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":40.29,\"ext price\":523.77,\"Tax rate\":0.03,\"Tax amount\":15.7131,\"date\":\"2014-09-01 23:53:15\"},{\"null\":201,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":22.17,\"ext price\":221.7,\"Tax rate\":0.03,\"Tax amount\":6.651,\"date\":\"2014-02-26 06:59:32\"},{\"null\":202,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":43.41,\"ext price\":651.15,\"Tax rate\":0.03,\"Tax amount\":19.5345,\"date\":\"2014-03-09 00:29:06\"},{\"null\":203,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":67.32,\"ext price\":740.52,\"Tax rate\":0.03,\"Tax amount\":22.2156,\"date\":\"2014-02-28 18:44:43\"},{\"null\":204,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":17.9,\"ext price\":53.7,\"Tax rate\":0.03,\"Tax amount\":1.611,\"date\":\"2014-10-14 19:22:12\"},{\"null\":205,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":44.27,\"ext price\":309.89,\"Tax rate\":0.03,\"Tax amount\":9.2967,\"date\":\"2014-10-08 13:05:13\"},{\"null\":206,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":51.72,\"ext price\":930.96,\"Tax rate\":0.03,\"Tax amount\":27.9288,\"date\":\"2014-02-14 00:05:05\"},{\"null\":207,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":22.01,\"ext price\":198.09,\"Tax rate\":0.03,\"Tax amount\":5.9427,\"date\":\"2014-04-08 03:17:21\"},{\"null\":208,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":36.38,\"ext price\":363.8,\"Tax rate\":0.03,\"Tax amount\":10.914,\"date\":\"2014-01-02 13:43:36\"},{\"null\":209,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":63.78,\"ext price\":701.58,\"Tax rate\":0.03,\"Tax amount\":21.0474,\"date\":\"2014-07-15 23:58:16\"},{\"null\":210,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":56.51,\"ext price\":565.1,\"Tax rate\":0.025,\"Tax amount\":14.1275,\"date\":\"2014-09-22 16:34:24\"},{\"null\":211,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":10.47,\"ext price\":20.94,\"Tax rate\":0.025,\"Tax amount\":0.5235,\"date\":\"2014-04-23 15:24:21\"},{\"null\":212,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":21.39,\"ext price\":171.12,\"Tax rate\":0.025,\"Tax amount\":4.278,\"date\":\"2014-03-12 11:43:23\"},{\"null\":213,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":26.49,\"ext price\":344.37,\"Tax rate\":0.025,\"Tax amount\":8.60925,\"date\":\"2014-09-09 14:59:01\"},{\"null\":214,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":95.6,\"ext price\":1912.0,\"Tax rate\":0.025,\"Tax amount\":47.8,\"date\":\"2014-10-12 20:10:43\"},{\"null\":215,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":72.91,\"ext price\":1239.47,\"Tax rate\":0.025,\"Tax amount\":30.98675,\"date\":\"2014-02-26 16:19:25\"},{\"null\":216,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":89.45,\"ext price\":1341.75,\"Tax rate\":0.025,\"Tax amount\":33.54375,\"date\":\"2014-09-09 09:21:01\"},{\"null\":217,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":63.39,\"ext price\":253.56,\"Tax rate\":0.025,\"Tax amount\":6.339,\"date\":\"2014-09-15 18:49:05\"},{\"null\":218,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":51.64,\"ext price\":774.6,\"Tax rate\":0.025,\"Tax amount\":19.365,\"date\":\"2014-09-07 02:44:53\"},{\"null\":219,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":72.98,\"ext price\":437.88,\"Tax rate\":0.025,\"Tax amount\":10.947,\"date\":\"2014-06-15 03:34:22\"},{\"null\":220,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":63.28,\"ext price\":506.24,\"Tax rate\":0.025,\"Tax amount\":12.656,\"date\":\"2014-06-21 21:09:50\"},{\"null\":221,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":63.31,\"ext price\":949.65,\"Tax rate\":0.025,\"Tax amount\":23.74125,\"date\":\"2014-04-23 06:25:35\"},{\"null\":222,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":44.59,\"ext price\":445.9,\"Tax rate\":0.025,\"Tax amount\":11.1475,\"date\":\"2014-05-04 18:52:20\"},{\"null\":223,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":41.87,\"ext price\":293.09,\"Tax rate\":0.025,\"Tax amount\":7.32725,\"date\":\"2013-12-09 01:15:23\"},{\"null\":224,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":35.0,\"ext price\":140.0,\"Tax rate\":0.03,\"Tax amount\":4.2,\"date\":\"2014-04-13 20:37:05\"},{\"null\":225,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":68.39,\"ext price\":889.07,\"Tax rate\":0.03,\"Tax amount\":26.6721,\"date\":\"2013-11-27 12:45:23\"},{\"null\":226,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":82.19,\"ext price\":657.52,\"Tax rate\":0.03,\"Tax amount\":19.7256,\"date\":\"2014-07-19 13:51:23\"},{\"null\":227,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":58.8,\"ext price\":58.8,\"Tax rate\":0.03,\"Tax amount\":1.764,\"date\":\"2014-09-06 13:00:55\"},{\"null\":228,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":16,\"unit price\":27.44,\"ext price\":439.04,\"Tax rate\":0.03,\"Tax amount\":13.1712,\"date\":\"2014-07-06 13:23:48\"},{\"null\":229,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":99.5,\"ext price\":1393.0,\"Tax rate\":0.03,\"Tax amount\":41.79,\"date\":\"2014-06-07 23:28:22\"},{\"null\":230,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":56.34,\"ext price\":169.02,\"Tax rate\":0.03,\"Tax amount\":5.0706,\"date\":\"2014-07-13 09:41:43\"},{\"null\":231,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":83.87,\"ext price\":754.83,\"Tax rate\":0.03,\"Tax amount\":22.6449,\"date\":\"2014-07-28 01:53:47\"},{\"null\":232,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":56.63,\"ext price\":1075.97,\"Tax rate\":0.03,\"Tax amount\":32.2791,\"date\":\"2013-12-08 02:40:53\"},{\"null\":233,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":56.95,\"ext price\":56.95,\"Tax rate\":0.03,\"Tax amount\":1.7085,\"date\":\"2014-03-08 15:50:55\"},{\"null\":234,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":31.81,\"ext price\":318.1,\"Tax rate\":0.03,\"Tax amount\":9.543,\"date\":\"2013-11-18 23:11:16\"},{\"null\":235,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":40.34,\"ext price\":524.42,\"Tax rate\":0.03,\"Tax amount\":15.7326,\"date\":\"2014-09-08 14:00:39\"},{\"null\":236,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":91.59,\"ext price\":915.9,\"Tax rate\":0.03,\"Tax amount\":27.477,\"date\":\"2014-03-19 14:06:11\"},{\"null\":237,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":95.78,\"ext price\":670.46,\"Tax rate\":0.03,\"Tax amount\":20.1138,\"date\":\"2014-05-16 23:44:14\"},{\"null\":238,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":90.91,\"ext price\":818.19,\"Tax rate\":0.03,\"Tax amount\":24.5457,\"date\":\"2014-10-11 20:37:05\"},{\"null\":239,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":24.09,\"ext price\":289.08,\"Tax rate\":0.075,\"Tax amount\":21.681,\"date\":\"2013-12-08 06:53:09\"},{\"null\":240,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":10.81,\"ext price\":97.29,\"Tax rate\":0.075,\"Tax amount\":7.29675,\"date\":\"2013-12-06 00:59:43\"},{\"null\":241,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":59.61,\"ext price\":178.83,\"Tax rate\":0.075,\"Tax amount\":13.41225,\"date\":\"2014-08-02 13:29:11\"},{\"null\":242,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":16,\"unit price\":16.3,\"ext price\":260.8,\"Tax rate\":0.075,\"Tax amount\":19.56,\"date\":\"2014-04-05 02:00:02\"},{\"null\":243,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":23.08,\"ext price\":92.32,\"Tax rate\":0.075,\"Tax amount\":6.924,\"date\":\"2014-09-13 11:34:24\"},{\"null\":244,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":42.01,\"ext price\":756.18,\"Tax rate\":0.15,\"Tax amount\":113.427,\"date\":\"2013-11-27 03:18:14\"},{\"null\":245,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":74.02,\"ext price\":370.1,\"Tax rate\":0.15,\"Tax amount\":55.515,\"date\":\"2013-11-10 07:30:39\"},{\"null\":246,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":77.66,\"ext price\":854.26,\"Tax rate\":0.15,\"Tax amount\":128.139,\"date\":\"2014-03-15 17:01:26\"},{\"null\":247,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":14.75,\"ext price\":103.25,\"Tax rate\":0.15,\"Tax amount\":15.4875,\"date\":\"2014-09-14 23:53:52\"},{\"null\":248,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":38.75,\"ext price\":620.0,\"Tax rate\":0.15,\"Tax amount\":93.0,\"date\":\"2014-03-20 05:48:40\"},{\"null\":249,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":53.39,\"ext price\":694.07,\"Tax rate\":0.15,\"Tax amount\":104.1105,\"date\":\"2014-02-26 15:03:04\"},{\"null\":250,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":55.51,\"ext price\":55.51,\"Tax rate\":0.15,\"Tax amount\":8.3265,\"date\":\"2014-07-15 17:41:23\"},{\"null\":251,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":16.0,\"ext price\":112.0,\"Tax rate\":0.15,\"Tax amount\":16.8,\"date\":\"2014-05-05 21:05:51\"},{\"null\":252,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":63.75,\"ext price\":1275.0,\"Tax rate\":0.15,\"Tax amount\":191.25,\"date\":\"2014-02-09 10:28:34\"},{\"null\":253,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":66.78,\"ext price\":1001.7,\"Tax rate\":0.03,\"Tax amount\":30.051,\"date\":\"2014-04-29 20:36:59\"},{\"null\":254,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":75.16,\"ext price\":150.32,\"Tax rate\":0.03,\"Tax amount\":4.5096,\"date\":\"2013-11-26 12:30:16\"},{\"null\":255,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":34.8,\"ext price\":487.2,\"Tax rate\":0.03,\"Tax amount\":14.616,\"date\":\"2014-03-08 06:35:20\"},{\"null\":256,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":14.82,\"ext price\":207.48,\"Tax rate\":0.03,\"Tax amount\":6.2244,\"date\":\"2014-04-06 19:17:38\"},{\"null\":257,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":88.99,\"ext price\":355.96,\"Tax rate\":0.075,\"Tax amount\":26.697,\"date\":\"2013-12-16 01:09:18\"},{\"null\":258,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":71.43,\"ext price\":928.59,\"Tax rate\":0.075,\"Tax amount\":69.64425,\"date\":\"2014-04-26 03:39:28\"},{\"null\":259,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":23.37,\"ext price\":140.22,\"Tax rate\":0.075,\"Tax amount\":10.5165,\"date\":\"2013-10-22 22:50:47\"},{\"null\":260,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":30.06,\"ext price\":571.14,\"Tax rate\":0.075,\"Tax amount\":42.8355,\"date\":\"2014-06-28 01:20:04\"},{\"null\":261,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":74.42,\"ext price\":148.84,\"Tax rate\":0.075,\"Tax amount\":11.163,\"date\":\"2013-12-09 09:10:44\"},{\"null\":262,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":38.69,\"ext price\":154.76,\"Tax rate\":0.15,\"Tax amount\":23.214,\"date\":\"2014-02-14 02:42:30\"},{\"null\":263,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":16.22,\"ext price\":48.66,\"Tax rate\":0.15,\"Tax amount\":7.299,\"date\":\"2014-07-11 08:17:44\"},{\"null\":264,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":63.45,\"ext price\":951.75,\"Tax rate\":0.15,\"Tax amount\":142.7625,\"date\":\"2014-10-12 09:08:07\"},{\"null\":265,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":78.34,\"ext price\":1488.46,\"Tax rate\":0.025,\"Tax amount\":37.2115,\"date\":\"2014-09-28 19:20:15\"},{\"null\":266,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":79.63,\"ext price\":716.67,\"Tax rate\":0.025,\"Tax amount\":17.91675,\"date\":\"2014-02-16 01:11:09\"},{\"null\":267,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":96.59,\"ext price\":289.77,\"Tax rate\":0.025,\"Tax amount\":7.24425,\"date\":\"2014-01-11 05:10:44\"},{\"null\":268,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":20,\"unit price\":66.27,\"ext price\":1325.4,\"Tax rate\":0.025,\"Tax amount\":33.135,\"date\":\"2014-10-05 01:36:59\"},{\"null\":269,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":16.11,\"ext price\":128.88,\"Tax rate\":0.025,\"Tax amount\":3.222,\"date\":\"2014-08-06 01:09:28\"},{\"null\":270,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":76.23,\"ext price\":533.61,\"Tax rate\":0.025,\"Tax amount\":13.34025,\"date\":\"2013-11-06 02:36:22\"},{\"null\":271,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":20.61,\"ext price\":309.15,\"Tax rate\":0.025,\"Tax amount\":7.72875,\"date\":\"2014-05-26 03:15:30\"},{\"null\":272,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":55.05,\"ext price\":330.3,\"Tax rate\":0.025,\"Tax amount\":8.2575,\"date\":\"2013-12-27 08:33:09\"},{\"null\":273,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":60.33,\"ext price\":542.97,\"Tax rate\":0.025,\"Tax amount\":13.57425,\"date\":\"2014-09-16 13:47:08\"},{\"null\":274,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":96.02,\"ext price\":1152.24,\"Tax rate\":0.025,\"Tax amount\":28.806,\"date\":\"2014-04-06 03:35:41\"},{\"null\":275,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":94.05,\"ext price\":1504.8,\"Tax rate\":0.025,\"Tax amount\":37.62,\"date\":\"2014-03-13 22:14:32\"},{\"null\":276,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":88.62,\"ext price\":1683.78,\"Tax rate\":0.025,\"Tax amount\":42.0945,\"date\":\"2014-01-29 06:44:37\"},{\"null\":277,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":38.76,\"ext price\":232.56,\"Tax rate\":0.025,\"Tax amount\":5.814,\"date\":\"2014-09-18 05:56:57\"},{\"null\":278,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":12.35,\"ext price\":123.5,\"Tax rate\":0.025,\"Tax amount\":3.0875,\"date\":\"2014-07-05 01:51:03\"},{\"null\":279,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":30.77,\"ext price\":92.31,\"Tax rate\":0.025,\"Tax amount\":2.30775,\"date\":\"2014-03-01 02:12:31\"},{\"null\":280,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":23.86,\"ext price\":334.04,\"Tax rate\":0.025,\"Tax amount\":8.351,\"date\":\"2014-09-30 12:37:58\"},{\"null\":281,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":72.43,\"ext price\":217.29,\"Tax rate\":0.025,\"Tax amount\":5.43225,\"date\":\"2014-10-03 23:46:12\"},{\"null\":282,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":91.46,\"ext price\":914.6,\"Tax rate\":0.025,\"Tax amount\":22.865,\"date\":\"2013-11-24 08:11:02\"},{\"null\":283,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":75.7,\"ext price\":1438.3,\"Tax rate\":0.025,\"Tax amount\":35.9575,\"date\":\"2014-02-15 14:11:02\"},{\"null\":284,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":95.53,\"ext price\":859.77,\"Tax rate\":0.025,\"Tax amount\":21.49425,\"date\":\"2014-03-18 14:35:55\"},{\"null\":285,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":67.57,\"ext price\":1013.55,\"Tax rate\":0.025,\"Tax amount\":25.33875,\"date\":\"2014-08-02 12:03:04\"},{\"null\":286,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":99.42,\"ext price\":298.26,\"Tax rate\":0.025,\"Tax amount\":7.4565,\"date\":\"2014-01-27 11:30:33\"},{\"null\":287,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":75.62,\"ext price\":680.58,\"Tax rate\":0.025,\"Tax amount\":17.0145,\"date\":\"2013-12-18 14:27:30\"},{\"null\":288,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":84.1,\"ext price\":756.9,\"Tax rate\":0.025,\"Tax amount\":18.9225,\"date\":\"2014-10-06 21:13:27\"},{\"null\":289,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":78.54,\"ext price\":863.94,\"Tax rate\":0.025,\"Tax amount\":21.5985,\"date\":\"2013-12-28 22:14:49\"},{\"null\":290,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":67.37,\"ext price\":202.11,\"Tax rate\":0.025,\"Tax amount\":5.05275,\"date\":\"2014-09-01 18:40:25\"},{\"null\":291,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":42.96,\"ext price\":644.4,\"Tax rate\":0.07,\"Tax amount\":45.108,\"date\":\"2014-04-06 13:20:57\"},{\"null\":292,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":62.32,\"ext price\":124.64,\"Tax rate\":0.015,\"Tax amount\":1.8696,\"date\":\"2014-03-12 11:38:47\"},{\"null\":293,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":82.95,\"ext price\":580.65,\"Tax rate\":0.015,\"Tax amount\":8.70975,\"date\":\"2014-08-05 11:34:16\"},{\"null\":294,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":40.79,\"ext price\":571.06,\"Tax rate\":0.015,\"Tax amount\":8.5659,\"date\":\"2014-01-16 02:43:35\"},{\"null\":295,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":7,\"unit price\":38.58,\"ext price\":270.06,\"Tax rate\":0.015,\"Tax amount\":4.0509,\"date\":\"2014-08-29 23:41:16\"},{\"null\":296,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":99.97,\"ext price\":99.97,\"Tax rate\":0.015,\"Tax amount\":1.49955,\"date\":\"2014-05-10 12:10:10\"},{\"null\":297,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":96.66,\"ext price\":1063.26,\"Tax rate\":0.015,\"Tax amount\":15.9489,\"date\":\"2014-02-13 11:43:17\"},{\"null\":298,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":75.69,\"ext price\":1286.73,\"Tax rate\":0.015,\"Tax amount\":19.30095,\"date\":\"2013-11-25 02:35:28\"},{\"null\":299,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":42.02,\"ext price\":756.36,\"Tax rate\":0.015,\"Tax amount\":11.3454,\"date\":\"2014-03-19 23:24:01\"},{\"null\":300,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":80.25,\"ext price\":963.0,\"Tax rate\":0.015,\"Tax amount\":14.445,\"date\":\"2013-11-06 05:25:34\"},{\"null\":301,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":70.28,\"ext price\":281.12,\"Tax rate\":0.015,\"Tax amount\":4.2168,\"date\":\"2014-01-25 23:43:12\"},{\"null\":302,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":49.68,\"ext price\":248.4,\"Tax rate\":0.015,\"Tax amount\":3.726,\"date\":\"2014-09-20 17:40:46\"},{\"null\":303,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":73.92,\"ext price\":1034.88,\"Tax rate\":0.015,\"Tax amount\":15.5232,\"date\":\"2013-11-23 17:48:24\"},{\"null\":304,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":69.41,\"ext price\":1179.97,\"Tax rate\":0.015,\"Tax amount\":17.69955,\"date\":\"2014-09-11 02:20:46\"},{\"null\":305,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":87.42,\"ext price\":1573.56,\"Tax rate\":0.015,\"Tax amount\":23.6034,\"date\":\"2014-05-31 04:28:20\"},{\"null\":306,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":74.34,\"ext price\":1486.8,\"Tax rate\":0.015,\"Tax amount\":22.302,\"date\":\"2014-01-27 19:42:12\"},{\"null\":307,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":59.12,\"ext price\":1005.04,\"Tax rate\":0.015,\"Tax amount\":15.0756,\"date\":\"2014-05-11 06:38:13\"},{\"null\":308,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":77.4,\"ext price\":1083.6,\"Tax rate\":0.015,\"Tax amount\":16.254,\"date\":\"2014-08-16 21:03:22\"},{\"null\":309,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":58.85,\"ext price\":882.75,\"Tax rate\":0.015,\"Tax amount\":13.24125,\"date\":\"2014-08-22 04:35:06\"},{\"null\":310,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":44.77,\"ext price\":44.77,\"Tax rate\":0.07,\"Tax amount\":3.1339,\"date\":\"2014-02-25 11:20:59\"},{\"null\":311,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":26.93,\"ext price\":403.95,\"Tax rate\":0.07,\"Tax amount\":28.2765,\"date\":\"2014-01-24 10:23:39\"},{\"null\":312,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":95.96,\"ext price\":1151.52,\"Tax rate\":0.07,\"Tax amount\":80.6064,\"date\":\"2014-06-12 00:58:43\"},{\"null\":313,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":31.12,\"ext price\":248.96,\"Tax rate\":0.07,\"Tax amount\":17.4272,\"date\":\"2013-12-03 14:12:26\"},{\"null\":314,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":83.84,\"ext price\":586.88,\"Tax rate\":0.07,\"Tax amount\":41.0816,\"date\":\"2014-10-20 05:47:49\"},{\"null\":315,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":19.86,\"ext price\":79.44,\"Tax rate\":0.07,\"Tax amount\":5.5608,\"date\":\"2013-11-30 16:47:24\"},{\"null\":316,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":77.07,\"ext price\":231.21,\"Tax rate\":0.07,\"Tax amount\":16.1847,\"date\":\"2014-06-14 17:54:02\"},{\"null\":317,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":46.94,\"ext price\":704.1,\"Tax rate\":0.03,\"Tax amount\":21.123,\"date\":\"2014-05-23 13:09:21\"},{\"null\":318,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":39.02,\"ext price\":429.22,\"Tax rate\":0.03,\"Tax amount\":12.8766,\"date\":\"2013-12-08 14:04:38\"},{\"null\":319,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":33.92,\"ext price\":67.84,\"Tax rate\":0.03,\"Tax amount\":2.0352,\"date\":\"2014-06-27 15:53:05\"},{\"null\":320,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":81.22,\"ext price\":893.42,\"Tax rate\":0.03,\"Tax amount\":26.8026,\"date\":\"2013-12-01 05:10:26\"},{\"null\":321,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":25.42,\"ext price\":50.84,\"Tax rate\":0.03,\"Tax amount\":1.5252,\"date\":\"2014-03-21 17:57:32\"},{\"null\":322,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":59.07,\"ext price\":236.28,\"Tax rate\":0.03,\"Tax amount\":7.0884,\"date\":\"2014-04-07 08:54:29\"},{\"null\":323,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":50.2,\"ext price\":753.0,\"Tax rate\":0.03,\"Tax amount\":22.59,\"date\":\"2013-12-29 14:24:05\"},{\"null\":324,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":24.83,\"ext price\":74.49,\"Tax rate\":0.03,\"Tax amount\":2.2347,\"date\":\"2014-05-20 15:22:35\"},{\"null\":325,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":89.95,\"ext price\":1079.4,\"Tax rate\":0.03,\"Tax amount\":32.382,\"date\":\"2013-12-28 16:19:22\"},{\"null\":326,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":67.14,\"ext price\":268.56,\"Tax rate\":0.03,\"Tax amount\":8.0568,\"date\":\"2014-01-30 10:21:27\"},{\"null\":327,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":22.67,\"ext price\":181.36,\"Tax rate\":0.03,\"Tax amount\":5.4408,\"date\":\"2013-12-30 14:16:13\"},{\"null\":328,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":50.19,\"ext price\":301.14,\"Tax rate\":0.03,\"Tax amount\":9.0342,\"date\":\"2014-04-26 22:58:25\"},{\"null\":329,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":46.71,\"ext price\":326.97,\"Tax rate\":0.03,\"Tax amount\":9.8091,\"date\":\"2014-06-15 15:52:58\"},{\"null\":330,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":75.46,\"ext price\":1282.82,\"Tax rate\":0.03,\"Tax amount\":38.4846,\"date\":\"2013-11-17 15:36:57\"},{\"null\":331,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":23.73,\"ext price\":308.49,\"Tax rate\":0.03,\"Tax amount\":9.2547,\"date\":\"2014-01-11 12:21:50\"},{\"null\":332,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":71.02,\"ext price\":781.22,\"Tax rate\":0.03,\"Tax amount\":23.4366,\"date\":\"2014-01-14 18:43:44\"},{\"null\":333,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":77.1,\"ext price\":1156.5,\"Tax rate\":0.03,\"Tax amount\":34.695,\"date\":\"2013-12-07 11:53:40\"},{\"null\":334,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":39.99,\"ext price\":119.97,\"Tax rate\":0.03,\"Tax amount\":3.5991,\"date\":\"2013-11-13 02:00:22\"},{\"null\":335,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":95.77,\"ext price\":1340.78,\"Tax rate\":0.03,\"Tax amount\":40.2234,\"date\":\"2014-05-04 10:45:11\"},{\"null\":336,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":13.93,\"ext price\":195.02,\"Tax rate\":0.03,\"Tax amount\":5.8506,\"date\":\"2014-01-23 17:49:03\"},{\"null\":337,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":42.09,\"ext price\":631.35,\"Tax rate\":0.03,\"Tax amount\":18.9405,\"date\":\"2014-10-17 03:56:02\"},{\"null\":338,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":60.51,\"ext price\":302.55,\"Tax rate\":0.03,\"Tax amount\":9.0765,\"date\":\"2014-10-22 07:16:46\"},{\"null\":339,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":41.58,\"ext price\":207.9,\"Tax rate\":0.03,\"Tax amount\":6.237,\"date\":\"2014-03-29 08:13:19\"},{\"null\":340,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":89.48,\"ext price\":1073.76,\"Tax rate\":0.03,\"Tax amount\":32.2128,\"date\":\"2014-05-23 06:43:54\"},{\"null\":341,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":18.29,\"ext price\":36.58,\"Tax rate\":0.03,\"Tax amount\":1.0974,\"date\":\"2014-01-16 20:23:03\"},{\"null\":342,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":23.12,\"ext price\":23.12,\"Tax rate\":0.03,\"Tax amount\":0.6936,\"date\":\"2014-10-17 20:09:53\"},{\"null\":343,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":53.6,\"ext price\":750.4,\"Tax rate\":0.03,\"Tax amount\":22.512,\"date\":\"2014-09-14 11:01:14\"},{\"null\":344,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":72.41,\"ext price\":1158.56,\"Tax rate\":0.03,\"Tax amount\":34.7568,\"date\":\"2014-09-19 21:41:12\"},{\"null\":345,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":33.2,\"ext price\":166.0,\"Tax rate\":0.03,\"Tax amount\":4.98,\"date\":\"2014-09-04 23:45:59\"},{\"null\":346,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":14.99,\"ext price\":299.8,\"Tax rate\":0.03,\"Tax amount\":8.994,\"date\":\"2014-06-01 20:29:08\"},{\"null\":347,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":45.6,\"ext price\":136.8,\"Tax rate\":0.03,\"Tax amount\":4.104,\"date\":\"2013-12-21 04:01:40\"},{\"null\":348,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":80.7,\"ext price\":1452.6,\"Tax rate\":0.03,\"Tax amount\":43.578,\"date\":\"2014-05-09 23:51:49\"},{\"null\":349,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":15.22,\"ext price\":60.88,\"Tax rate\":0.03,\"Tax amount\":1.8264,\"date\":\"2013-11-15 07:17:16\"},{\"null\":350,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":53.11,\"ext price\":690.43,\"Tax rate\":0.03,\"Tax amount\":20.7129,\"date\":\"2014-08-29 16:34:09\"},{\"null\":351,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":90.21,\"ext price\":90.21,\"Tax rate\":0.03,\"Tax amount\":2.7063,\"date\":\"2014-01-30 17:16:08\"},{\"null\":352,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":76.81,\"ext price\":307.24,\"Tax rate\":0.03,\"Tax amount\":9.2172,\"date\":\"2014-09-06 20:28:27\"},{\"null\":353,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":61.31,\"ext price\":1042.27,\"Tax rate\":0.03,\"Tax amount\":31.2681,\"date\":\"2014-03-19 02:46:57\"},{\"null\":354,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":33.0,\"ext price\":231.0,\"Tax rate\":0.03,\"Tax amount\":6.93,\"date\":\"2014-02-04 19:29:41\"},{\"null\":355,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":36.62,\"ext price\":146.48,\"Tax rate\":0.03,\"Tax amount\":4.3944,\"date\":\"2014-08-11 23:29:08\"},{\"null\":356,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":72.1,\"ext price\":721.0,\"Tax rate\":0.03,\"Tax amount\":21.63,\"date\":\"2014-07-19 16:40:01\"},{\"null\":357,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":23.74,\"ext price\":427.32,\"Tax rate\":0.03,\"Tax amount\":12.8196,\"date\":\"2014-06-18 06:31:15\"},{\"null\":358,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":51.13,\"ext price\":306.78,\"Tax rate\":0.03,\"Tax amount\":9.2034,\"date\":\"2014-06-13 21:32:57\"},{\"null\":359,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":58.55,\"ext price\":995.35,\"Tax rate\":0.03,\"Tax amount\":29.8605,\"date\":\"2014-05-04 23:02:26\"},{\"null\":360,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":54.27,\"ext price\":325.62,\"Tax rate\":0.03,\"Tax amount\":9.7686,\"date\":\"2014-05-15 19:28:27\"},{\"null\":361,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":77.78,\"ext price\":1011.14,\"Tax rate\":0.03,\"Tax amount\":30.3342,\"date\":\"2013-11-30 17:23:21\"},{\"null\":362,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":8,\"unit price\":69.58,\"ext price\":556.64,\"Tax rate\":0.03,\"Tax amount\":16.6992,\"date\":\"2014-04-03 01:34:49\"},{\"null\":363,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":67.36,\"ext price\":673.6,\"Tax rate\":0.03,\"Tax amount\":20.208,\"date\":\"2014-07-15 04:34:11\"},{\"null\":364,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":16.55,\"ext price\":248.25,\"Tax rate\":0.03,\"Tax amount\":7.4475,\"date\":\"2014-01-09 17:51:49\"},{\"null\":365,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":99.13,\"ext price\":1586.08,\"Tax rate\":0.03,\"Tax amount\":47.5824,\"date\":\"2014-09-26 10:54:06\"},{\"null\":366,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":69.11,\"ext price\":1174.87,\"Tax rate\":0.03,\"Tax amount\":35.2461,\"date\":\"2014-09-23 05:58:41\"},{\"null\":367,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":81.57,\"ext price\":978.84,\"Tax rate\":0.03,\"Tax amount\":29.3652,\"date\":\"2014-09-25 14:09:16\"},{\"null\":368,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":62.12,\"ext price\":1242.4,\"Tax rate\":0.03,\"Tax amount\":37.272,\"date\":\"2014-07-01 22:14:25\"},{\"null\":369,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":96.25,\"ext price\":385.0,\"Tax rate\":0.025,\"Tax amount\":9.625,\"date\":\"2014-07-09 19:18:49\"},{\"null\":370,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":71.34,\"ext price\":1284.12,\"Tax rate\":0.025,\"Tax amount\":32.103,\"date\":\"2013-11-17 00:18:08\"},{\"null\":371,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":33.1,\"ext price\":628.9,\"Tax rate\":0.025,\"Tax amount\":15.7225,\"date\":\"2014-03-04 07:23:35\"},{\"null\":372,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":38.73,\"ext price\":580.95,\"Tax rate\":0.025,\"Tax amount\":14.52375,\"date\":\"2014-02-03 03:57:26\"},{\"null\":373,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":43.1,\"ext price\":732.7,\"Tax rate\":0.025,\"Tax amount\":18.3175,\"date\":\"2014-08-19 11:22:06\"},{\"null\":374,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":16,\"unit price\":91.09,\"ext price\":1457.44,\"Tax rate\":0.025,\"Tax amount\":36.436,\"date\":\"2014-03-18 23:14:03\"},{\"null\":375,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":60.72,\"ext price\":789.36,\"Tax rate\":0.025,\"Tax amount\":19.734,\"date\":\"2014-01-18 22:40:14\"},{\"null\":376,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":64.13,\"ext price\":192.39,\"Tax rate\":0.025,\"Tax amount\":4.80975,\"date\":\"2014-08-07 15:28:03\"},{\"null\":377,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":40.86,\"ext price\":572.04,\"Tax rate\":0.025,\"Tax amount\":14.301,\"date\":\"2014-08-21 08:07:56\"},{\"null\":378,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":73.74,\"ext price\":73.74,\"Tax rate\":0.025,\"Tax amount\":1.8435,\"date\":\"2014-09-04 10:46:25\"},{\"null\":379,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":26.4,\"ext price\":158.4,\"Tax rate\":0.025,\"Tax amount\":3.96,\"date\":\"2014-09-04 09:18:54\"},{\"null\":380,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":36.32,\"ext price\":690.08,\"Tax rate\":0.025,\"Tax amount\":17.252,\"date\":\"2014-08-10 20:15:29\"},{\"null\":381,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":10.96,\"ext price\":186.32,\"Tax rate\":0.025,\"Tax amount\":4.658,\"date\":\"2014-01-19 22:01:00\"},{\"null\":382,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":88.39,\"ext price\":1502.63,\"Tax rate\":0.025,\"Tax amount\":37.56575,\"date\":\"2014-07-31 12:28:26\"},{\"null\":383,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":94.0,\"ext price\":1880.0,\"Tax rate\":0.03,\"Tax amount\":56.4,\"date\":\"2014-05-31 22:53:56\"},{\"null\":384,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":34.42,\"ext price\":137.68,\"Tax rate\":0.03,\"Tax amount\":4.1304,\"date\":\"2014-10-10 18:54:24\"},{\"null\":385,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":68.25,\"ext price\":955.5,\"Tax rate\":0.03,\"Tax amount\":28.665,\"date\":\"2014-03-16 21:35:20\"},{\"null\":386,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":89.36,\"ext price\":446.8,\"Tax rate\":0.03,\"Tax amount\":13.404,\"date\":\"2014-06-08 14:33:12\"},{\"null\":387,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":44.37,\"ext price\":133.11,\"Tax rate\":0.03,\"Tax amount\":3.9933,\"date\":\"2014-04-23 12:05:25\"},{\"null\":388,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":69.2,\"ext price\":761.2,\"Tax rate\":0.03,\"Tax amount\":22.836,\"date\":\"2014-03-14 03:16:51\"},{\"null\":389,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":92.94,\"ext price\":1115.28,\"Tax rate\":0.03,\"Tax amount\":33.4584,\"date\":\"2014-10-10 18:02:37\"},{\"null\":390,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":54.2,\"ext price\":216.8,\"Tax rate\":0.03,\"Tax amount\":6.504,\"date\":\"2014-08-28 06:28:19\"},{\"null\":391,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":42.71,\"ext price\":128.13,\"Tax rate\":0.03,\"Tax amount\":3.8439,\"date\":\"2014-06-09 12:21:47\"},{\"null\":392,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":81.46,\"ext price\":325.84,\"Tax rate\":0.03,\"Tax amount\":9.7752,\"date\":\"2013-10-25 16:52:01\"},{\"null\":393,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":22.08,\"ext price\":198.72,\"Tax rate\":0.03,\"Tax amount\":5.9616,\"date\":\"2014-01-21 05:08:12\"},{\"null\":394,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":98.01,\"ext price\":784.08,\"Tax rate\":0.03,\"Tax amount\":23.5224,\"date\":\"2014-04-11 08:23:07\"},{\"null\":395,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":83.6,\"ext price\":1086.8,\"Tax rate\":0.03,\"Tax amount\":32.604,\"date\":\"2014-08-19 20:42:22\"},{\"null\":396,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":82.28,\"ext price\":82.28,\"Tax rate\":0.03,\"Tax amount\":2.4684,\"date\":\"2014-10-05 08:28:30\"},{\"null\":397,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":44.38,\"ext price\":710.08,\"Tax rate\":0.03,\"Tax amount\":21.3024,\"date\":\"2014-09-16 05:22:44\"},{\"null\":398,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":54.96,\"ext price\":274.8,\"Tax rate\":0.075,\"Tax amount\":20.61,\"date\":\"2013-11-18 19:41:31\"},{\"null\":399,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":97.85,\"ext price\":684.95,\"Tax rate\":0.075,\"Tax amount\":51.37125,\"date\":\"2014-03-02 21:47:35\"},{\"null\":400,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":12.27,\"ext price\":134.97,\"Tax rate\":0.075,\"Tax amount\":10.12275,\"date\":\"2014-01-15 07:26:27\"},{\"null\":401,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":83.88,\"ext price\":671.04,\"Tax rate\":0.075,\"Tax amount\":50.328,\"date\":\"2014-07-03 13:24:21\"},{\"null\":402,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":31.18,\"ext price\":62.36,\"Tax rate\":0.075,\"Tax amount\":4.677,\"date\":\"2014-09-21 03:36:32\"},{\"null\":403,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":15.28,\"ext price\":198.64,\"Tax rate\":0.075,\"Tax amount\":14.898,\"date\":\"2014-07-26 14:07:00\"},{\"null\":404,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":40.48,\"ext price\":566.72,\"Tax rate\":0.075,\"Tax amount\":42.504,\"date\":\"2014-07-10 06:12:22\"},{\"null\":405,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":38.73,\"ext price\":193.65,\"Tax rate\":0.075,\"Tax amount\":14.52375,\"date\":\"2014-04-26 11:51:54\"},{\"null\":406,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":23.38,\"ext price\":116.9,\"Tax rate\":0.075,\"Tax amount\":8.7675,\"date\":\"2014-07-26 09:33:15\"},{\"null\":407,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":54.04,\"ext price\":54.04,\"Tax rate\":0.075,\"Tax amount\":4.053,\"date\":\"2014-06-09 20:05:03\"},{\"null\":408,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":25.26,\"ext price\":429.42,\"Tax rate\":0.075,\"Tax amount\":32.2065,\"date\":\"2014-06-16 10:03:35\"},{\"null\":409,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":46.0,\"ext price\":138.0,\"Tax rate\":0.075,\"Tax amount\":10.35,\"date\":\"2013-10-25 11:42:04\"},{\"null\":410,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":34.76,\"ext price\":278.08,\"Tax rate\":0.075,\"Tax amount\":20.856,\"date\":\"2013-11-19 02:20:09\"},{\"null\":411,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":93.1,\"ext price\":93.1,\"Tax rate\":0.075,\"Tax amount\":6.9825,\"date\":\"2013-12-25 10:00:14\"},{\"null\":412,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":23.43,\"ext price\":234.3,\"Tax rate\":0.075,\"Tax amount\":17.5725,\"date\":\"2014-08-20 16:25:05\"},{\"null\":413,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":7,\"unit price\":41.77,\"ext price\":292.39,\"Tax rate\":0.075,\"Tax amount\":21.92925,\"date\":\"2014-10-21 05:51:47\"},{\"null\":414,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":53.13,\"ext price\":584.43,\"Tax rate\":0.07,\"Tax amount\":40.9101,\"date\":\"2014-09-24 02:05:24\"},{\"null\":415,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":90.02,\"ext price\":810.18,\"Tax rate\":0.07,\"Tax amount\":56.7126,\"date\":\"2014-08-22 13:18:26\"},{\"null\":416,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":37.64,\"ext price\":526.96,\"Tax rate\":0.07,\"Tax amount\":36.8872,\"date\":\"2014-02-15 06:51:00\"},{\"null\":417,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":50.99,\"ext price\":917.82,\"Tax rate\":0.015,\"Tax amount\":13.7673,\"date\":\"2014-02-20 05:55:31\"},{\"null\":418,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":67.68,\"ext price\":609.12,\"Tax rate\":0.015,\"Tax amount\":9.1368,\"date\":\"2014-05-22 05:51:16\"},{\"null\":419,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":19.01,\"ext price\":342.18,\"Tax rate\":0.015,\"Tax amount\":5.1327,\"date\":\"2013-11-14 11:33:02\"},{\"null\":420,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":19.62,\"ext price\":294.3,\"Tax rate\":0.015,\"Tax amount\":4.4145,\"date\":\"2013-11-24 23:33:56\"},{\"null\":421,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":75.49,\"ext price\":1056.86,\"Tax rate\":0.015,\"Tax amount\":15.8529,\"date\":\"2014-02-18 02:07:31\"},{\"null\":422,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":69.57,\"ext price\":69.57,\"Tax rate\":0.015,\"Tax amount\":1.04355,\"date\":\"2013-12-21 16:04:44\"},{\"null\":423,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":95.08,\"ext price\":570.48,\"Tax rate\":0.015,\"Tax amount\":8.5572,\"date\":\"2014-02-01 01:28:20\"},{\"null\":424,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":20.45,\"ext price\":347.65,\"Tax rate\":0.015,\"Tax amount\":5.21475,\"date\":\"2014-08-30 03:56:20\"},{\"null\":425,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":85.3,\"ext price\":341.2,\"Tax rate\":0.015,\"Tax amount\":5.118,\"date\":\"2014-10-17 13:18:21\"},{\"null\":426,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":63.97,\"ext price\":1023.52,\"Tax rate\":0.015,\"Tax amount\":15.3528,\"date\":\"2014-02-06 19:14:35\"},{\"null\":427,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":93.72,\"ext price\":93.72,\"Tax rate\":0.015,\"Tax amount\":1.4058,\"date\":\"2014-09-30 09:16:18\"},{\"null\":428,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":64.09,\"ext price\":769.08,\"Tax rate\":0.015,\"Tax amount\":11.5362,\"date\":\"2014-04-22 14:36:05\"},{\"null\":429,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":16.59,\"ext price\":265.44,\"Tax rate\":0.015,\"Tax amount\":3.9816,\"date\":\"2014-09-07 02:26:24\"},{\"null\":430,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":52.57,\"ext price\":157.71,\"Tax rate\":0.015,\"Tax amount\":2.36565,\"date\":\"2014-08-15 13:23:42\"},{\"null\":431,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":34.4,\"ext price\":34.4,\"Tax rate\":0.015,\"Tax amount\":0.516,\"date\":\"2014-05-19 20:50:19\"},{\"null\":432,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":45.97,\"ext price\":597.61,\"Tax rate\":0.015,\"Tax amount\":8.96415,\"date\":\"2014-07-05 08:56:46\"},{\"null\":433,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":37.4,\"ext price\":374.0,\"Tax rate\":0.015,\"Tax amount\":5.61,\"date\":\"2014-05-05 05:17:28\"},{\"null\":434,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":15.58,\"ext price\":218.12,\"Tax rate\":0.015,\"Tax amount\":3.2718,\"date\":\"2013-12-23 21:32:05\"},{\"null\":435,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":45.24,\"ext price\":497.64,\"Tax rate\":0.07,\"Tax amount\":34.8348,\"date\":\"2014-08-06 01:25:27\"},{\"null\":436,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":30.49,\"ext price\":274.41,\"Tax rate\":0.07,\"Tax amount\":19.2087,\"date\":\"2014-03-02 13:04:07\"},{\"null\":437,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":90.84,\"ext price\":1635.12,\"Tax rate\":0.07,\"Tax amount\":114.4584,\"date\":\"2014-02-01 21:38:06\"},{\"null\":438,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":38.2,\"ext price\":38.2,\"Tax rate\":0.07,\"Tax amount\":2.674,\"date\":\"2013-11-23 15:45:41\"},{\"null\":439,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":8,\"unit price\":72.29,\"ext price\":578.32,\"Tax rate\":0.075,\"Tax amount\":43.374,\"date\":\"2014-02-15 21:05:44\"},{\"null\":440,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":61.03,\"ext price\":1220.6,\"Tax rate\":0.075,\"Tax amount\":91.545,\"date\":\"2013-12-23 23:07:45\"},{\"null\":441,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":77.66,\"ext price\":1397.88,\"Tax rate\":0.075,\"Tax amount\":104.841,\"date\":\"2014-10-18 18:07:37\"},{\"null\":442,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":16.01,\"ext price\":160.1,\"Tax rate\":0.07,\"Tax amount\":11.207,\"date\":\"2014-05-07 20:02:28\"},{\"null\":443,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":61.42,\"ext price\":552.78,\"Tax rate\":0.07,\"Tax amount\":38.6946,\"date\":\"2014-10-16 12:50:55\"},{\"null\":444,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":64.75,\"ext price\":1100.75,\"Tax rate\":0.07,\"Tax amount\":77.0525,\"date\":\"2014-09-13 02:51:49\"},{\"null\":445,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":50.36,\"ext price\":805.76,\"Tax rate\":0.015,\"Tax amount\":12.0864,\"date\":\"2014-01-03 07:56:48\"},{\"null\":446,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":64.91,\"ext price\":259.64,\"Tax rate\":0.015,\"Tax amount\":3.8946,\"date\":\"2014-02-20 20:48:46\"},{\"null\":447,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":65.0,\"ext price\":1040.0,\"Tax rate\":0.015,\"Tax amount\":15.6,\"date\":\"2014-05-14 17:57:45\"},{\"null\":448,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":57.28,\"ext price\":343.68,\"Tax rate\":0.015,\"Tax amount\":5.1552,\"date\":\"2014-04-09 15:32:28\"},{\"null\":449,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":71.55,\"ext price\":214.65,\"Tax rate\":0.015,\"Tax amount\":3.21975,\"date\":\"2014-02-16 04:42:01\"},{\"null\":450,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":37.74,\"ext price\":150.96,\"Tax rate\":0.015,\"Tax amount\":2.2644,\"date\":\"2014-03-21 08:21:18\"},{\"null\":451,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":41.57,\"ext price\":498.84,\"Tax rate\":0.015,\"Tax amount\":7.4826,\"date\":\"2014-05-22 08:56:14\"},{\"null\":452,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":59.59,\"ext price\":774.67,\"Tax rate\":0.015,\"Tax amount\":11.62005,\"date\":\"2013-12-04 04:11:33\"},{\"null\":453,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":62.71,\"ext price\":1254.2,\"Tax rate\":0.015,\"Tax amount\":18.813,\"date\":\"2014-03-06 22:55:08\"},{\"null\":454,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":37.88,\"ext price\":606.08,\"Tax rate\":0.015,\"Tax amount\":9.0912,\"date\":\"2013-12-05 07:33:43\"},{\"null\":455,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":83.1,\"ext price\":1662.0,\"Tax rate\":0.015,\"Tax amount\":24.93,\"date\":\"2014-09-14 18:26:11\"},{\"null\":456,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":11.81,\"ext price\":118.1,\"Tax rate\":0.015,\"Tax amount\":1.7715,\"date\":\"2014-03-13 00:31:33\"},{\"null\":457,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":59.1,\"ext price\":1182.0,\"Tax rate\":0.011,\"Tax amount\":13.002,\"date\":\"2014-10-02 05:30:08\"},{\"null\":458,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":8,\"unit price\":60.7,\"ext price\":485.6,\"Tax rate\":0.011,\"Tax amount\":5.3416,\"date\":\"2014-04-01 13:03:54\"},{\"null\":459,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":42.83,\"ext price\":42.83,\"Tax rate\":0.011,\"Tax amount\":0.47113,\"date\":\"2013-11-05 05:06:14\"},{\"null\":460,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":76.13,\"ext price\":1294.21,\"Tax rate\":0.003,\"Tax amount\":3.88263,\"date\":\"2013-11-25 14:33:27\"},{\"null\":461,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":41.09,\"ext price\":164.36,\"Tax rate\":0.011,\"Tax amount\":1.80796,\"date\":\"2014-08-24 20:22:11\"},{\"null\":462,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":32.84,\"ext price\":394.08,\"Tax rate\":0.011,\"Tax amount\":4.33488,\"date\":\"2014-09-13 15:23:40\"},{\"null\":463,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":10.81,\"ext price\":54.05,\"Tax rate\":0.011,\"Tax amount\":0.59455,\"date\":\"2014-08-28 00:56:58\"},{\"null\":464,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":26.19,\"ext price\":26.19,\"Tax rate\":0.011,\"Tax amount\":0.28809,\"date\":\"2014-01-10 05:09:07\"},{\"null\":465,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":48.63,\"ext price\":583.56,\"Tax rate\":0.003,\"Tax amount\":1.75068,\"date\":\"2014-09-17 06:25:26\"},{\"null\":466,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":51.82,\"ext price\":259.1,\"Tax rate\":0.011,\"Tax amount\":2.8501,\"date\":\"2014-01-08 02:36:38\"},{\"null\":467,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":53.36,\"ext price\":373.52,\"Tax rate\":0.011,\"Tax amount\":4.10872,\"date\":\"2014-06-02 19:58:55\"},{\"null\":468,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":56.33,\"ext price\":281.65,\"Tax rate\":0.011,\"Tax amount\":3.09815,\"date\":\"2014-09-06 01:57:32\"},{\"null\":469,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":79.58,\"ext price\":875.38,\"Tax rate\":0.003,\"Tax amount\":2.62614,\"date\":\"2013-11-21 04:46:33\"},{\"null\":470,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":58.95,\"ext price\":412.65,\"Tax rate\":0.011,\"Tax amount\":4.53915,\"date\":\"2014-03-14 04:16:55\"},{\"null\":471,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":78.44,\"ext price\":705.96,\"Tax rate\":0.011,\"Tax amount\":7.76556,\"date\":\"2013-12-18 17:23:54\"},{\"null\":472,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":54.77,\"ext price\":821.55,\"Tax rate\":0.011,\"Tax amount\":9.03705,\"date\":\"2013-11-14 11:15:21\"},{\"null\":473,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":73.45,\"ext price\":1101.75,\"Tax rate\":0.003,\"Tax amount\":3.30525,\"date\":\"2014-01-03 12:09:44\"},{\"null\":474,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":21.01,\"ext price\":294.14,\"Tax rate\":0.011,\"Tax amount\":3.23554,\"date\":\"2014-01-01 00:15:37\"},{\"null\":475,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":45.99,\"ext price\":689.85,\"Tax rate\":0.011,\"Tax amount\":7.58835,\"date\":\"2014-01-21 14:40:49\"},{\"null\":476,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":89.8,\"ext price\":987.8,\"Tax rate\":0.011,\"Tax amount\":10.8658,\"date\":\"2014-03-14 06:17:28\"},{\"null\":477,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":63.74,\"ext price\":254.96,\"Tax rate\":0.075,\"Tax amount\":19.122,\"date\":\"2014-08-31 19:57:31\"},{\"null\":478,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":36.35,\"ext price\":327.15,\"Tax rate\":0.075,\"Tax amount\":24.53625,\"date\":\"2014-01-17 22:03:57\"},{\"null\":479,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":55.99,\"ext price\":727.87,\"Tax rate\":0.075,\"Tax amount\":54.59025,\"date\":\"2013-12-27 08:36:12\"},{\"null\":480,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":12.28,\"ext price\":49.12,\"Tax rate\":0.075,\"Tax amount\":3.684,\"date\":\"2014-04-03 06:43:35\"},{\"null\":481,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":64.42,\"ext price\":644.2,\"Tax rate\":0.075,\"Tax amount\":48.315,\"date\":\"2014-09-05 03:46:20\"},{\"null\":482,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":29.87,\"ext price\":149.35,\"Tax rate\":0.07,\"Tax amount\":10.4545,\"date\":\"2014-08-02 00:25:56\"},{\"null\":483,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":66.85,\"ext price\":869.05,\"Tax rate\":0.07,\"Tax amount\":60.8335,\"date\":\"2013-11-19 07:26:52\"},{\"null\":484,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":13.07,\"ext price\":65.35,\"Tax rate\":0.07,\"Tax amount\":4.5745,\"date\":\"2014-08-30 04:09:41\"},{\"null\":485,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":5,\"unit price\":56.63,\"ext price\":283.15,\"Tax rate\":0.015,\"Tax amount\":4.24725,\"date\":\"2014-10-13 02:27:35\"},{\"null\":486,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":89.14,\"ext price\":1693.66,\"Tax rate\":0.015,\"Tax amount\":25.4049,\"date\":\"2013-11-14 18:25:50\"},{\"null\":487,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":67.31,\"ext price\":336.55,\"Tax rate\":0.015,\"Tax amount\":5.04825,\"date\":\"2013-12-16 09:59:38\"},{\"null\":488,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":11.24,\"ext price\":191.08,\"Tax rate\":0.015,\"Tax amount\":2.8662,\"date\":\"2014-04-25 15:37:03\"},{\"null\":489,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":73.82,\"ext price\":738.2,\"Tax rate\":0.015,\"Tax amount\":11.073,\"date\":\"2014-10-22 04:43:23\"},{\"null\":490,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":11.74,\"ext price\":176.1,\"Tax rate\":0.015,\"Tax amount\":2.6415,\"date\":\"2014-01-09 04:36:36\"},{\"null\":491,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":83.98,\"ext price\":419.9,\"Tax rate\":0.015,\"Tax amount\":6.2985,\"date\":\"2014-05-24 20:18:52\"},{\"null\":492,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":63.4,\"ext price\":380.4,\"Tax rate\":0.015,\"Tax amount\":5.706,\"date\":\"2013-12-09 19:01:44\"},{\"null\":493,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":80.59,\"ext price\":1208.85,\"Tax rate\":0.015,\"Tax amount\":18.13275,\"date\":\"2014-10-05 18:13:24\"},{\"null\":494,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":31.41,\"ext price\":596.79,\"Tax rate\":0.015,\"Tax amount\":8.95185,\"date\":\"2014-05-09 11:00:05\"},{\"null\":495,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":9,\"unit price\":61.39,\"ext price\":552.51,\"Tax rate\":0.015,\"Tax amount\":8.28765,\"date\":\"2014-07-15 13:04:50\"},{\"null\":496,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":96.0,\"ext price\":1440.0,\"Tax rate\":0.015,\"Tax amount\":21.6,\"date\":\"2014-10-21 15:04:18\"},{\"null\":497,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":94.51,\"ext price\":1134.12,\"Tax rate\":0.015,\"Tax amount\":17.0118,\"date\":\"2014-07-26 07:44:53\"},{\"null\":498,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":18.07,\"ext price\":271.05,\"Tax rate\":0.015,\"Tax amount\":4.06575,\"date\":\"2014-05-24 05:33:35\"},{\"null\":499,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":74.07,\"ext price\":962.91,\"Tax rate\":0.015,\"Tax amount\":14.44365,\"date\":\"2014-01-13 12:18:04\"},{\"null\":500,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":88.32,\"ext price\":1413.12,\"Tax rate\":0.015,\"Tax amount\":21.1968,\"date\":\"2014-06-17 22:27:38\"},{\"null\":501,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":77.19,\"ext price\":308.76,\"Tax rate\":0.015,\"Tax amount\":4.6314,\"date\":\"2014-04-03 19:08:57\"},{\"null\":502,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":58.56,\"ext price\":1054.08,\"Tax rate\":0.015,\"Tax amount\":15.8112,\"date\":\"2014-08-25 17:52:34\"},{\"null\":503,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":81.42,\"ext price\":977.04,\"Tax rate\":0.07,\"Tax amount\":68.3928,\"date\":\"2014-07-09 13:58:55\"},{\"null\":504,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":68.9,\"ext price\":206.7,\"Tax rate\":0.07,\"Tax amount\":14.469,\"date\":\"2014-09-13 01:40:40\"},{\"null\":505,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":39.75,\"ext price\":755.25,\"Tax rate\":0.07,\"Tax amount\":52.8675,\"date\":\"2014-05-23 15:58:55\"},{\"null\":506,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":83.22,\"ext price\":915.42,\"Tax rate\":0.07,\"Tax amount\":64.0794,\"date\":\"2014-01-03 19:04:02\"},{\"null\":507,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":17.25,\"ext price\":327.75,\"Tax rate\":0.075,\"Tax amount\":24.58125,\"date\":\"2014-02-08 14:06:56\"},{\"null\":508,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":7,\"unit price\":41.7,\"ext price\":291.9,\"Tax rate\":0.075,\"Tax amount\":21.8925,\"date\":\"2014-01-14 22:56:55\"},{\"null\":509,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":44.56,\"ext price\":891.2,\"Tax rate\":0.075,\"Tax amount\":66.84,\"date\":\"2014-02-11 11:05:35\"},{\"null\":510,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":15.24,\"ext price\":60.96,\"Tax rate\":0.07,\"Tax amount\":4.2672,\"date\":\"2014-09-12 06:29:42\"},{\"null\":511,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":66.03,\"ext price\":66.03,\"Tax rate\":0.07,\"Tax amount\":4.6221,\"date\":\"2014-03-06 19:04:47\"},{\"null\":512,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":95.99,\"ext price\":767.92,\"Tax rate\":0.07,\"Tax amount\":53.7544,\"date\":\"2014-02-28 06:46:39\"},{\"null\":513,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":18.29,\"ext price\":329.22,\"Tax rate\":0.015,\"Tax amount\":4.9383,\"date\":\"2014-05-28 10:39:07\"},{\"null\":514,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":50.58,\"ext price\":50.58,\"Tax rate\":0.015,\"Tax amount\":0.7587,\"date\":\"2014-01-10 01:35:58\"},{\"null\":515,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":47.21,\"ext price\":283.26,\"Tax rate\":0.015,\"Tax amount\":4.2489,\"date\":\"2014-01-27 15:50:35\"},{\"null\":516,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":82.06,\"ext price\":246.18,\"Tax rate\":0.015,\"Tax amount\":3.6927,\"date\":\"2014-03-14 17:54:57\"},{\"null\":517,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":36.32,\"ext price\":653.76,\"Tax rate\":0.015,\"Tax amount\":9.8064,\"date\":\"2014-03-25 15:08:27\"},{\"null\":518,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":45.33,\"ext price\":453.3,\"Tax rate\":0.015,\"Tax amount\":6.7995,\"date\":\"2013-10-23 00:45:16\"},{\"null\":519,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":30.34,\"ext price\":546.12,\"Tax rate\":0.015,\"Tax amount\":8.1918,\"date\":\"2014-06-21 11:50:51\"},{\"null\":520,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":23.57,\"ext price\":329.98,\"Tax rate\":0.015,\"Tax amount\":4.9497,\"date\":\"2014-04-11 23:10:59\"},{\"null\":521,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":16.78,\"ext price\":234.92,\"Tax rate\":0.015,\"Tax amount\":3.5238,\"date\":\"2014-04-15 00:55:47\"},{\"null\":522,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":92.05,\"ext price\":368.2,\"Tax rate\":0.015,\"Tax amount\":5.523,\"date\":\"2013-11-20 17:39:53\"},{\"null\":523,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":25.35,\"ext price\":152.1,\"Tax rate\":0.015,\"Tax amount\":2.2815,\"date\":\"2014-02-21 00:43:26\"},{\"null\":524,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":28.29,\"ext price\":367.77,\"Tax rate\":0.015,\"Tax amount\":5.51655,\"date\":\"2014-05-14 11:34:59\"},{\"null\":525,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":70.64,\"ext price\":423.84,\"Tax rate\":0.011,\"Tax amount\":4.66224,\"date\":\"2014-04-13 10:46:26\"},{\"null\":526,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":32.91,\"ext price\":230.37,\"Tax rate\":0.011,\"Tax amount\":2.53407,\"date\":\"2014-03-21 02:07:18\"},{\"null\":527,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":31.82,\"ext price\":318.2,\"Tax rate\":0.011,\"Tax amount\":3.5002,\"date\":\"2014-05-10 12:48:18\"},{\"null\":528,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":74.47,\"ext price\":893.64,\"Tax rate\":0.003,\"Tax amount\":2.68092,\"date\":\"2014-03-22 00:45:00\"},{\"null\":529,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":72.92,\"ext price\":437.52,\"Tax rate\":0.011,\"Tax amount\":4.81272,\"date\":\"2014-04-30 13:50:54\"},{\"null\":530,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":70.03,\"ext price\":980.42,\"Tax rate\":0.011,\"Tax amount\":10.78462,\"date\":\"2013-12-31 09:37:47\"},{\"null\":531,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":47.53,\"ext price\":903.07,\"Tax rate\":0.011,\"Tax amount\":9.93377,\"date\":\"2014-03-10 16:34:16\"},{\"null\":532,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":82.05,\"ext price\":410.25,\"Tax rate\":0.011,\"Tax amount\":4.51275,\"date\":\"2013-12-03 12:28:55\"},{\"null\":533,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":99.65,\"ext price\":1594.4,\"Tax rate\":0.003,\"Tax amount\":4.7832,\"date\":\"2014-10-06 23:33:32\"},{\"null\":534,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":49.12,\"ext price\":835.04,\"Tax rate\":0.011,\"Tax amount\":9.18544,\"date\":\"2014-02-24 20:49:28\"},{\"null\":535,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":52.06,\"ext price\":312.36,\"Tax rate\":0.011,\"Tax amount\":3.43596,\"date\":\"2014-02-04 19:46:55\"},{\"null\":536,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":71.7,\"ext price\":932.1,\"Tax rate\":0.011,\"Tax amount\":10.2531,\"date\":\"2014-07-08 01:00:22\"},{\"null\":537,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":37.34,\"ext price\":112.02,\"Tax rate\":0.003,\"Tax amount\":0.33606,\"date\":\"2013-11-12 01:13:29\"},{\"null\":538,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":20,\"unit price\":58.52,\"ext price\":1170.4,\"Tax rate\":0.011,\"Tax amount\":12.8744,\"date\":\"2013-11-21 18:37:52\"},{\"null\":539,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":18.08,\"ext price\":289.28,\"Tax rate\":0.011,\"Tax amount\":3.18208,\"date\":\"2013-12-12 00:31:40\"},{\"null\":540,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":81.7,\"ext price\":490.2,\"Tax rate\":0.011,\"Tax amount\":5.3922,\"date\":\"2014-10-04 16:06:25\"},{\"null\":541,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":89.53,\"ext price\":1163.89,\"Tax rate\":0.003,\"Tax amount\":3.49167,\"date\":\"2014-08-11 16:47:07\"},{\"null\":542,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":24.63,\"ext price\":172.41,\"Tax rate\":0.011,\"Tax amount\":1.89651,\"date\":\"2014-01-28 18:58:01\"},{\"null\":543,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":73.08,\"ext price\":730.8,\"Tax rate\":0.011,\"Tax amount\":8.0388,\"date\":\"2013-10-29 17:00:22\"},{\"null\":544,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":52.24,\"ext price\":626.88,\"Tax rate\":0.011,\"Tax amount\":6.89568,\"date\":\"2014-02-22 00:09:48\"},{\"null\":545,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":84.72,\"ext price\":338.88,\"Tax rate\":0.075,\"Tax amount\":25.416,\"date\":\"2013-10-22 13:54:50\"},{\"null\":546,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":37.56,\"ext price\":488.28,\"Tax rate\":0.075,\"Tax amount\":36.621,\"date\":\"2013-11-10 06:24:28\"},{\"null\":547,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":22.98,\"ext price\":413.64,\"Tax rate\":0.075,\"Tax amount\":31.023,\"date\":\"2014-06-02 14:24:05\"},{\"null\":548,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":79.87,\"ext price\":159.74,\"Tax rate\":0.075,\"Tax amount\":11.9805,\"date\":\"2014-08-15 04:36:37\"},{\"null\":549,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":59.5,\"ext price\":416.5,\"Tax rate\":0.07,\"Tax amount\":29.155,\"date\":\"2014-04-29 12:04:58\"},{\"null\":550,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":67.01,\"ext price\":938.14,\"Tax rate\":0.07,\"Tax amount\":65.6698,\"date\":\"2013-12-13 15:04:13\"},{\"null\":551,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":61.76,\"ext price\":308.8,\"Tax rate\":0.07,\"Tax amount\":21.616,\"date\":\"2013-10-30 04:16:24\"},{\"null\":552,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":33.16,\"ext price\":232.12,\"Tax rate\":0.015,\"Tax amount\":3.4818,\"date\":\"2014-08-25 05:45:04\"},{\"null\":553,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":77.22,\"ext price\":77.22,\"Tax rate\":0.015,\"Tax amount\":1.1583,\"date\":\"2014-01-21 12:40:40\"},{\"null\":554,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":8,\"unit price\":55.69,\"ext price\":445.52,\"Tax rate\":0.015,\"Tax amount\":6.6828,\"date\":\"2014-01-02 21:35:10\"},{\"null\":555,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":72.75,\"ext price\":945.75,\"Tax rate\":0.015,\"Tax amount\":14.18625,\"date\":\"2013-11-02 06:09:13\"},{\"null\":556,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":71.91,\"ext price\":1438.2,\"Tax rate\":0.015,\"Tax amount\":21.573,\"date\":\"2014-02-14 02:11:56\"},{\"null\":557,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":58.02,\"ext price\":116.04,\"Tax rate\":0.015,\"Tax amount\":1.7406,\"date\":\"2014-05-28 00:51:31\"},{\"null\":558,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":78.72,\"ext price\":1495.68,\"Tax rate\":0.015,\"Tax amount\":22.4352,\"date\":\"2014-08-01 13:54:15\"},{\"null\":559,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":44.56,\"ext price\":356.48,\"Tax rate\":0.015,\"Tax amount\":5.3472,\"date\":\"2014-10-01 13:21:06\"},{\"null\":560,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":92.34,\"ext price\":1754.46,\"Tax rate\":0.015,\"Tax amount\":26.3169,\"date\":\"2014-05-13 03:41:20\"},{\"null\":561,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":19.81,\"ext price\":237.72,\"Tax rate\":0.015,\"Tax amount\":3.5658,\"date\":\"2014-10-12 12:33:27\"},{\"null\":562,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":29.15,\"ext price\":58.3,\"Tax rate\":0.015,\"Tax amount\":0.8745,\"date\":\"2013-12-29 06:05:11\"},{\"null\":563,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":71.71,\"ext price\":573.68,\"Tax rate\":0.015,\"Tax amount\":8.6052,\"date\":\"2014-06-15 23:49:22\"},{\"null\":564,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":52.61,\"ext price\":683.93,\"Tax rate\":0.015,\"Tax amount\":10.25895,\"date\":\"2014-01-31 10:14:51\"},{\"null\":565,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":90.75,\"ext price\":363.0,\"Tax rate\":0.015,\"Tax amount\":5.445,\"date\":\"2013-10-27 22:03:05\"},{\"null\":566,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":50.33,\"ext price\":150.99,\"Tax rate\":0.015,\"Tax amount\":2.26485,\"date\":\"2014-02-25 05:11:55\"},{\"null\":567,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":96.02,\"ext price\":576.12,\"Tax rate\":0.015,\"Tax amount\":8.6418,\"date\":\"2013-12-25 18:02:41\"},{\"null\":568,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":66.37,\"ext price\":929.18,\"Tax rate\":0.015,\"Tax amount\":13.9377,\"date\":\"2013-11-05 13:34:42\"},{\"null\":569,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":59.85,\"ext price\":179.55,\"Tax rate\":0.015,\"Tax amount\":2.69325,\"date\":\"2013-10-26 04:33:08\"},{\"null\":570,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":66.63,\"ext price\":133.26,\"Tax rate\":0.07,\"Tax amount\":9.3282,\"date\":\"2013-12-07 04:15:11\"},{\"null\":571,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":94.37,\"ext price\":754.96,\"Tax rate\":0.07,\"Tax amount\":52.8472,\"date\":\"2013-12-31 01:14:11\"},{\"null\":572,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":37.1,\"ext price\":74.2,\"Tax rate\":0.07,\"Tax amount\":5.194,\"date\":\"2014-10-04 18:30:12\"},{\"null\":573,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":78.95,\"ext price\":78.95,\"Tax rate\":0.07,\"Tax amount\":5.5265,\"date\":\"2014-09-01 04:34:57\"},{\"null\":574,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":76.57,\"ext price\":535.99,\"Tax rate\":0.075,\"Tax amount\":40.19925,\"date\":\"2014-09-01 21:04:49\"},{\"null\":575,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":43.97,\"ext price\":439.7,\"Tax rate\":0.075,\"Tax amount\":32.9775,\"date\":\"2014-10-03 17:04:10\"},{\"null\":576,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":59.0,\"ext price\":354.0,\"Tax rate\":0.075,\"Tax amount\":26.55,\"date\":\"2014-08-26 02:03:17\"},{\"null\":577,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":17.63,\"ext price\":70.52,\"Tax rate\":0.07,\"Tax amount\":4.9364,\"date\":\"2013-11-06 15:35:14\"},{\"null\":578,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":40.03,\"ext price\":480.36,\"Tax rate\":0.07,\"Tax amount\":33.6252,\"date\":\"2014-09-18 02:54:50\"},{\"null\":579,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":61.73,\"ext price\":61.73,\"Tax rate\":0.07,\"Tax amount\":4.3211,\"date\":\"2013-12-19 05:37:56\"},{\"null\":580,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":38.76,\"ext price\":348.84,\"Tax rate\":0.07,\"Tax amount\":24.4188,\"date\":\"2013-11-18 18:59:05\"},{\"null\":581,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":35.73,\"ext price\":535.95,\"Tax rate\":0.07,\"Tax amount\":37.5165,\"date\":\"2014-07-29 13:03:54\"},{\"null\":582,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":80.19,\"ext price\":561.33,\"Tax rate\":0.07,\"Tax amount\":39.2931,\"date\":\"2014-05-22 07:55:43\"},{\"null\":583,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":12.35,\"ext price\":172.9,\"Tax rate\":0.07,\"Tax amount\":12.103,\"date\":\"2014-02-28 10:45:43\"},{\"null\":584,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":20,\"unit price\":38.39,\"ext price\":767.8,\"Tax rate\":0.07,\"Tax amount\":53.746,\"date\":\"2013-11-18 22:22:57\"},{\"null\":585,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":60.05,\"ext price\":660.55,\"Tax rate\":0.07,\"Tax amount\":46.2385,\"date\":\"2014-09-28 12:19:39\"},{\"null\":586,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":17.57,\"ext price\":263.55,\"Tax rate\":0.07,\"Tax amount\":18.4485,\"date\":\"2014-03-09 21:17:26\"},{\"null\":587,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":43.69,\"ext price\":393.21,\"Tax rate\":0.015,\"Tax amount\":5.89815,\"date\":\"2014-03-12 02:19:35\"},{\"null\":588,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":69.13,\"ext price\":1244.34,\"Tax rate\":0.015,\"Tax amount\":18.6651,\"date\":\"2014-02-11 23:45:29\"},{\"null\":589,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":94.18,\"ext price\":282.54,\"Tax rate\":0.015,\"Tax amount\":4.2381,\"date\":\"2014-09-09 20:05:35\"},{\"null\":590,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":80.42,\"ext price\":1367.14,\"Tax rate\":0.015,\"Tax amount\":20.5071,\"date\":\"2014-05-13 03:46:45\"},{\"null\":591,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":31.53,\"ext price\":409.89,\"Tax rate\":0.015,\"Tax amount\":6.14835,\"date\":\"2014-06-12 12:09:39\"},{\"null\":592,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":18.33,\"ext price\":109.98,\"Tax rate\":0.015,\"Tax amount\":1.6497,\"date\":\"2014-01-16 01:38:16\"},{\"null\":593,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":73.79,\"ext price\":73.79,\"Tax rate\":0.015,\"Tax amount\":1.10685,\"date\":\"2013-11-07 19:52:06\"},{\"null\":594,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":10.67,\"ext price\":32.01,\"Tax rate\":0.015,\"Tax amount\":0.48015,\"date\":\"2014-05-30 21:32:51\"},{\"null\":595,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":53.33,\"ext price\":1013.27,\"Tax rate\":0.015,\"Tax amount\":15.19905,\"date\":\"2014-05-31 08:48:28\"},{\"null\":596,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":55.23,\"ext price\":994.14,\"Tax rate\":0.015,\"Tax amount\":14.9121,\"date\":\"2013-12-02 17:42:51\"},{\"null\":597,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":7,\"unit price\":77.91,\"ext price\":545.37,\"Tax rate\":0.015,\"Tax amount\":8.18055,\"date\":\"2014-10-17 14:13:45\"},{\"null\":598,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":28.81,\"ext price\":576.2,\"Tax rate\":0.015,\"Tax amount\":8.643,\"date\":\"2014-03-19 16:59:03\"},{\"null\":599,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":31.86,\"ext price\":509.76,\"Tax rate\":0.015,\"Tax amount\":7.6464,\"date\":\"2014-09-04 05:27:45\"},{\"null\":600,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":28.32,\"ext price\":226.56,\"Tax rate\":0.015,\"Tax amount\":3.3984,\"date\":\"2014-10-01 04:15:37\"},{\"null\":601,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":88.57,\"ext price\":177.14,\"Tax rate\":0.015,\"Tax amount\":2.6571,\"date\":\"2014-06-16 02:35:22\"},{\"null\":602,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":52.58,\"ext price\":578.38,\"Tax rate\":0.015,\"Tax amount\":8.6757,\"date\":\"2014-01-22 08:06:36\"},{\"null\":603,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":14,\"unit price\":20.87,\"ext price\":292.18,\"Tax rate\":0.015,\"Tax amount\":4.3827,\"date\":\"2014-02-09 05:27:27\"},{\"null\":604,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":54.95,\"ext price\":384.65,\"Tax rate\":0.015,\"Tax amount\":5.76975,\"date\":\"2013-12-31 04:32:30\"},{\"null\":605,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":36.86,\"ext price\":405.46,\"Tax rate\":0.07,\"Tax amount\":28.3822,\"date\":\"2014-01-01 08:13:10\"},{\"null\":606,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":52.07,\"ext price\":260.35,\"Tax rate\":0.07,\"Tax amount\":18.2245,\"date\":\"2014-09-17 06:06:34\"},{\"null\":607,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":71.71,\"ext price\":1362.49,\"Tax rate\":0.07,\"Tax amount\":95.3743,\"date\":\"2013-12-29 04:27:13\"},{\"null\":608,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":71.09,\"ext price\":213.27,\"Tax rate\":0.07,\"Tax amount\":14.9289,\"date\":\"2013-11-16 02:18:39\"},{\"null\":609,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":60.04,\"ext price\":420.28,\"Tax rate\":0.07,\"Tax amount\":29.4196,\"date\":\"2013-12-14 15:26:14\"},{\"null\":610,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":55.82,\"ext price\":279.1,\"Tax rate\":0.07,\"Tax amount\":19.537,\"date\":\"2014-05-24 05:01:20\"},{\"null\":611,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":24.13,\"ext price\":386.08,\"Tax rate\":0.07,\"Tax amount\":27.0256,\"date\":\"2013-12-20 01:56:23\"},{\"null\":612,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":20,\"unit price\":62.39,\"ext price\":1247.8,\"Tax rate\":0.03,\"Tax amount\":37.434,\"date\":\"2014-04-19 16:00:54\"},{\"null\":613,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":83.01,\"ext price\":166.02,\"Tax rate\":0.03,\"Tax amount\":4.9806,\"date\":\"2014-01-05 22:32:10\"},{\"null\":614,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":58.61,\"ext price\":117.22,\"Tax rate\":0.03,\"Tax amount\":3.5166,\"date\":\"2014-04-25 18:15:52\"},{\"null\":615,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":98.54,\"ext price\":1478.1,\"Tax rate\":0.03,\"Tax amount\":44.343,\"date\":\"2014-09-04 06:01:32\"},{\"null\":616,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":20.03,\"ext price\":300.45,\"Tax rate\":0.03,\"Tax amount\":9.0135,\"date\":\"2014-09-06 09:47:38\"},{\"null\":617,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":71.32,\"ext price\":1212.44,\"Tax rate\":0.03,\"Tax amount\":36.3732,\"date\":\"2014-09-16 10:45:19\"},{\"null\":618,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":55.04,\"ext price\":550.4,\"Tax rate\":0.03,\"Tax amount\":16.512,\"date\":\"2014-08-19 17:39:10\"},{\"null\":619,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":95.37,\"ext price\":1812.03,\"Tax rate\":0.03,\"Tax amount\":54.3609,\"date\":\"2014-05-20 09:39:21\"},{\"null\":620,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":19.83,\"ext price\":317.28,\"Tax rate\":0.03,\"Tax amount\":9.5184,\"date\":\"2014-09-03 12:10:24\"},{\"null\":621,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":5,\"unit price\":50.88,\"ext price\":254.4,\"Tax rate\":0.03,\"Tax amount\":7.632,\"date\":\"2014-02-15 03:16:45\"},{\"null\":622,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":36.81,\"ext price\":625.77,\"Tax rate\":0.03,\"Tax amount\":18.7731,\"date\":\"2013-12-05 23:10:45\"},{\"null\":623,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":42.78,\"ext price\":171.12,\"Tax rate\":0.03,\"Tax amount\":5.1336,\"date\":\"2014-03-07 04:28:42\"},{\"null\":624,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":87.35,\"ext price\":524.1,\"Tax rate\":0.03,\"Tax amount\":15.723,\"date\":\"2013-12-12 21:41:39\"},{\"null\":625,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":59.42,\"ext price\":594.2,\"Tax rate\":0.03,\"Tax amount\":17.826,\"date\":\"2014-06-11 12:10:16\"},{\"null\":626,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":30.8,\"ext price\":92.4,\"Tax rate\":0.03,\"Tax amount\":2.772,\"date\":\"2014-01-29 11:47:43\"},{\"null\":627,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":74.75,\"ext price\":1046.5,\"Tax rate\":0.03,\"Tax amount\":31.395,\"date\":\"2014-02-06 23:35:03\"},{\"null\":628,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":73.7,\"ext price\":884.4,\"Tax rate\":0.03,\"Tax amount\":26.532,\"date\":\"2014-03-12 01:27:20\"},{\"null\":629,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":36.3,\"ext price\":363.0,\"Tax rate\":0.03,\"Tax amount\":10.89,\"date\":\"2014-04-14 22:51:06\"},{\"null\":630,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":75.72,\"ext price\":757.2,\"Tax rate\":0.03,\"Tax amount\":22.716,\"date\":\"2014-01-31 09:09:36\"},{\"null\":631,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":73.07,\"ext price\":1022.98,\"Tax rate\":0.03,\"Tax amount\":30.6894,\"date\":\"2013-11-29 18:17:10\"},{\"null\":632,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":76.09,\"ext price\":1445.71,\"Tax rate\":0.03,\"Tax amount\":43.3713,\"date\":\"2014-08-04 04:24:32\"},{\"null\":633,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":45.42,\"ext price\":590.46,\"Tax rate\":0.03,\"Tax amount\":17.7138,\"date\":\"2013-12-29 21:47:14\"},{\"null\":634,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":65.97,\"ext price\":659.7,\"Tax rate\":0.03,\"Tax amount\":19.791,\"date\":\"2014-03-19 04:16:23\"},{\"null\":635,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":20.06,\"ext price\":40.12,\"Tax rate\":0.03,\"Tax amount\":1.2036,\"date\":\"2014-05-31 02:07:45\"},{\"null\":636,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":62.25,\"ext price\":186.75,\"Tax rate\":0.03,\"Tax amount\":5.6025,\"date\":\"2014-03-26 00:33:22\"},{\"null\":637,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":86.2,\"ext price\":517.2,\"Tax rate\":0.03,\"Tax amount\":15.516,\"date\":\"2013-11-14 19:38:21\"},{\"null\":638,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":23.97,\"ext price\":335.58,\"Tax rate\":0.03,\"Tax amount\":10.0674,\"date\":\"2013-12-01 12:17:58\"},{\"null\":639,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":10.06,\"ext price\":100.6,\"Tax rate\":0.03,\"Tax amount\":3.018,\"date\":\"2014-03-08 10:50:44\"},{\"null\":640,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":34.71,\"ext price\":242.97,\"Tax rate\":0.03,\"Tax amount\":7.2891,\"date\":\"2014-04-29 04:10:38\"},{\"null\":641,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":31.36,\"ext price\":439.04,\"Tax rate\":0.03,\"Tax amount\":13.1712,\"date\":\"2014-01-12 16:01:32\"},{\"null\":642,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":96.74,\"ext price\":96.74,\"Tax rate\":0.03,\"Tax amount\":2.9022,\"date\":\"2014-04-30 16:25:44\"},{\"null\":643,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":93.93,\"ext price\":93.93,\"Tax rate\":0.03,\"Tax amount\":2.8179,\"date\":\"2014-03-18 14:44:49\"},{\"null\":644,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":58.32,\"ext price\":524.88,\"Tax rate\":0.03,\"Tax amount\":15.7464,\"date\":\"2013-12-16 15:10:41\"},{\"null\":645,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":58.48,\"ext price\":467.84,\"Tax rate\":0.03,\"Tax amount\":14.0352,\"date\":\"2014-05-31 00:30:56\"},{\"null\":646,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":68.7,\"ext price\":412.2,\"Tax rate\":0.03,\"Tax amount\":12.366,\"date\":\"2013-12-07 08:40:13\"},{\"null\":647,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":65.73,\"ext price\":262.92,\"Tax rate\":0.03,\"Tax amount\":7.8876,\"date\":\"2014-06-04 13:29:57\"},{\"null\":648,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":60.4,\"ext price\":483.2,\"Tax rate\":0.03,\"Tax amount\":14.496,\"date\":\"2013-12-26 04:26:05\"},{\"null\":649,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":49.97,\"ext price\":999.4,\"Tax rate\":0.03,\"Tax amount\":29.982,\"date\":\"2014-04-28 20:35:33\"},{\"null\":650,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":38.38,\"ext price\":729.22,\"Tax rate\":0.03,\"Tax amount\":21.8766,\"date\":\"2014-05-25 09:18:43\"},{\"null\":651,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":72.2,\"ext price\":794.2,\"Tax rate\":0.03,\"Tax amount\":23.826,\"date\":\"2013-11-13 21:15:53\"},{\"null\":652,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":32.24,\"ext price\":419.12,\"Tax rate\":0.03,\"Tax amount\":12.5736,\"date\":\"2013-12-22 05:25:56\"},{\"null\":653,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":95.39,\"ext price\":763.12,\"Tax rate\":0.03,\"Tax amount\":22.8936,\"date\":\"2014-01-12 00:59:09\"},{\"null\":654,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":5,\"unit price\":73.03,\"ext price\":365.15,\"Tax rate\":0.03,\"Tax amount\":10.9545,\"date\":\"2014-01-23 12:48:34\"},{\"null\":655,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":33.31,\"ext price\":366.41,\"Tax rate\":0.03,\"Tax amount\":10.9923,\"date\":\"2014-07-29 15:09:19\"},{\"null\":656,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":65.52,\"ext price\":196.56,\"Tax rate\":0.03,\"Tax amount\":5.8968,\"date\":\"2014-04-02 22:23:07\"},{\"null\":657,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":45.24,\"ext price\":226.2,\"Tax rate\":0.03,\"Tax amount\":6.786,\"date\":\"2013-12-12 03:58:09\"},{\"null\":658,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":81.79,\"ext price\":1635.8,\"Tax rate\":0.03,\"Tax amount\":49.074,\"date\":\"2014-09-23 04:52:44\"},{\"null\":659,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":91.68,\"ext price\":641.76,\"Tax rate\":0.03,\"Tax amount\":19.2528,\"date\":\"2013-11-10 14:15:25\"},{\"null\":660,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":68.37,\"ext price\":1093.92,\"Tax rate\":0.03,\"Tax amount\":32.8176,\"date\":\"2014-01-25 17:14:26\"},{\"null\":661,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":66.43,\"ext price\":1328.6,\"Tax rate\":0.03,\"Tax amount\":39.858,\"date\":\"2013-12-30 09:47:58\"},{\"null\":662,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":97.08,\"ext price\":291.24,\"Tax rate\":0.03,\"Tax amount\":8.7372,\"date\":\"2014-01-28 10:18:57\"},{\"null\":663,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":99.58,\"ext price\":1095.38,\"Tax rate\":0.03,\"Tax amount\":32.8614,\"date\":\"2014-08-16 12:51:50\"},{\"null\":664,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":63.84,\"ext price\":383.04,\"Tax rate\":0.025,\"Tax amount\":9.576,\"date\":\"2014-01-06 17:32:46\"},{\"null\":665,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":75.07,\"ext price\":825.77,\"Tax rate\":0.025,\"Tax amount\":20.64425,\"date\":\"2014-06-23 22:07:37\"},{\"null\":666,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":17.54,\"ext price\":105.24,\"Tax rate\":0.025,\"Tax amount\":2.631,\"date\":\"2014-08-19 04:51:46\"},{\"null\":667,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":71.61,\"ext price\":1360.59,\"Tax rate\":0.025,\"Tax amount\":34.01475,\"date\":\"2014-06-11 12:52:36\"},{\"null\":668,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":92.49,\"ext price\":1572.33,\"Tax rate\":0.025,\"Tax amount\":39.30825,\"date\":\"2013-12-30 08:52:54\"},{\"null\":669,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":40.04,\"ext price\":40.04,\"Tax rate\":0.025,\"Tax amount\":1.001,\"date\":\"2014-05-04 08:13:07\"},{\"null\":670,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":92.02,\"ext price\":552.12,\"Tax rate\":0.025,\"Tax amount\":13.803,\"date\":\"2014-06-20 23:33:17\"},{\"null\":671,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":66.41,\"ext price\":796.92,\"Tax rate\":0.025,\"Tax amount\":19.923,\"date\":\"2014-04-02 00:13:13\"},{\"null\":672,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":53.32,\"ext price\":693.16,\"Tax rate\":0.025,\"Tax amount\":17.329,\"date\":\"2013-11-09 01:35:47\"},{\"null\":673,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":48.69,\"ext price\":340.83,\"Tax rate\":0.025,\"Tax amount\":8.52075,\"date\":\"2014-07-29 18:34:42\"},{\"null\":674,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":75.81,\"ext price\":1364.58,\"Tax rate\":0.025,\"Tax amount\":34.1145,\"date\":\"2013-12-08 08:54:42\"},{\"null\":675,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":89.88,\"ext price\":359.52,\"Tax rate\":0.025,\"Tax amount\":8.988,\"date\":\"2014-06-28 09:15:38\"},{\"null\":676,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":73.73,\"ext price\":737.3,\"Tax rate\":0.025,\"Tax amount\":18.4325,\"date\":\"2014-10-08 20:26:26\"},{\"null\":677,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":67.1,\"ext price\":1274.9,\"Tax rate\":0.025,\"Tax amount\":31.8725,\"date\":\"2014-06-20 16:14:34\"},{\"null\":678,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":62.47,\"ext price\":1061.99,\"Tax rate\":0.03,\"Tax amount\":31.8597,\"date\":\"2014-06-16 14:44:12\"},{\"null\":679,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":29.83,\"ext price\":357.96,\"Tax rate\":0.03,\"Tax amount\":10.7388,\"date\":\"2014-01-27 07:20:04\"},{\"null\":680,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":24.57,\"ext price\":442.26,\"Tax rate\":0.03,\"Tax amount\":13.2678,\"date\":\"2014-04-03 13:47:21\"},{\"null\":681,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":27.41,\"ext price\":27.41,\"Tax rate\":0.03,\"Tax amount\":0.8223,\"date\":\"2014-08-10 21:23:09\"},{\"null\":682,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":92.9,\"ext price\":836.1,\"Tax rate\":0.03,\"Tax amount\":25.083,\"date\":\"2014-05-16 07:08:48\"},{\"null\":683,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":95.16,\"ext price\":856.44,\"Tax rate\":0.03,\"Tax amount\":25.6932,\"date\":\"2013-12-03 07:38:11\"},{\"null\":684,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":77.52,\"ext price\":542.64,\"Tax rate\":0.03,\"Tax amount\":16.2792,\"date\":\"2014-08-26 18:28:56\"},{\"null\":685,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":40.64,\"ext price\":568.96,\"Tax rate\":0.03,\"Tax amount\":17.0688,\"date\":\"2014-10-21 15:55:43\"},{\"null\":686,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":54.09,\"ext price\":270.45,\"Tax rate\":0.03,\"Tax amount\":8.1135,\"date\":\"2014-10-19 21:08:59\"},{\"null\":687,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":62.6,\"ext price\":1064.2,\"Tax rate\":0.03,\"Tax amount\":31.926,\"date\":\"2013-12-15 18:40:06\"},{\"null\":688,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":93.91,\"ext price\":1690.38,\"Tax rate\":0.03,\"Tax amount\":50.7114,\"date\":\"2014-08-11 18:42:50\"},{\"null\":689,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":29.2,\"ext price\":321.2,\"Tax rate\":0.03,\"Tax amount\":9.636,\"date\":\"2013-12-26 04:44:50\"},{\"null\":690,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":23.99,\"ext price\":215.91,\"Tax rate\":0.03,\"Tax amount\":6.4773,\"date\":\"2014-08-04 09:20:38\"},{\"null\":691,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":92.41,\"ext price\":1478.56,\"Tax rate\":0.03,\"Tax amount\":44.3568,\"date\":\"2014-05-25 15:09:33\"},{\"null\":692,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":17.89,\"ext price\":35.78,\"Tax rate\":0.03,\"Tax amount\":1.0734,\"date\":\"2014-08-30 15:52:20\"},{\"null\":693,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":47.71,\"ext price\":906.49,\"Tax rate\":0.075,\"Tax amount\":67.98675,\"date\":\"2013-12-16 00:12:31\"},{\"null\":694,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":9,\"unit price\":76.78,\"ext price\":691.02,\"Tax rate\":0.075,\"Tax amount\":51.8265,\"date\":\"2013-12-29 01:08:35\"},{\"null\":695,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":76.54,\"ext price\":1377.72,\"Tax rate\":0.075,\"Tax amount\":103.329,\"date\":\"2014-01-21 02:04:48\"},{\"null\":696,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":63.59,\"ext price\":317.95,\"Tax rate\":0.075,\"Tax amount\":23.84625,\"date\":\"2014-02-08 20:17:34\"},{\"null\":697,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":53.25,\"ext price\":1065.0,\"Tax rate\":0.075,\"Tax amount\":79.875,\"date\":\"2013-12-10 12:10:01\"},{\"null\":698,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":91.2,\"ext price\":638.4,\"Tax rate\":0.075,\"Tax amount\":47.88,\"date\":\"2014-02-28 18:14:54\"},{\"null\":699,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":95.17,\"ext price\":761.36,\"Tax rate\":0.075,\"Tax amount\":57.102,\"date\":\"2014-07-18 09:26:00\"},{\"null\":700,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":54.79,\"ext price\":602.69,\"Tax rate\":0.075,\"Tax amount\":45.20175,\"date\":\"2014-05-20 14:10:47\"},{\"null\":701,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":62.68,\"ext price\":188.04,\"Tax rate\":0.075,\"Tax amount\":14.103,\"date\":\"2014-01-14 23:34:45\"},{\"null\":702,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":72.15,\"ext price\":721.5,\"Tax rate\":0.075,\"Tax amount\":54.1125,\"date\":\"2014-04-07 09:45:23\"},{\"null\":703,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":78.93,\"ext price\":78.93,\"Tax rate\":0.075,\"Tax amount\":5.91975,\"date\":\"2014-02-24 00:46:07\"},{\"null\":704,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":37.75,\"ext price\":755.0,\"Tax rate\":0.075,\"Tax amount\":56.625,\"date\":\"2013-12-24 08:34:32\"},{\"null\":705,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":41.95,\"ext price\":251.7,\"Tax rate\":0.075,\"Tax amount\":18.8775,\"date\":\"2013-12-09 23:19:11\"},{\"null\":706,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":91.04,\"ext price\":1001.44,\"Tax rate\":0.075,\"Tax amount\":75.108,\"date\":\"2014-05-30 04:37:34\"},{\"null\":707,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":29.75,\"ext price\":535.5,\"Tax rate\":0.075,\"Tax amount\":40.1625,\"date\":\"2014-10-10 12:44:46\"},{\"null\":708,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":46.09,\"ext price\":184.36,\"Tax rate\":0.075,\"Tax amount\":13.827,\"date\":\"2014-07-23 09:02:37\"},{\"null\":709,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":94.19,\"ext price\":1601.23,\"Tax rate\":0.07,\"Tax amount\":112.0861,\"date\":\"2014-01-17 12:05:59\"},{\"null\":710,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":76.23,\"ext price\":686.07,\"Tax rate\":0.07,\"Tax amount\":48.0249,\"date\":\"2014-03-22 11:25:47\"},{\"null\":711,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":39.49,\"ext price\":473.88,\"Tax rate\":0.011,\"Tax amount\":5.21268,\"date\":\"2014-05-22 17:50:01\"},{\"null\":712,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":88.31,\"ext price\":529.86,\"Tax rate\":0.003,\"Tax amount\":1.58958,\"date\":\"2013-12-23 16:08:03\"},{\"null\":713,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":58.29,\"ext price\":641.19,\"Tax rate\":0.011,\"Tax amount\":7.05309,\"date\":\"2014-04-23 09:49:39\"},{\"null\":714,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":80.5,\"ext price\":1368.5,\"Tax rate\":0.011,\"Tax amount\":15.0535,\"date\":\"2014-08-21 15:51:34\"},{\"null\":715,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":40.8,\"ext price\":163.2,\"Tax rate\":0.011,\"Tax amount\":1.7952,\"date\":\"2014-04-26 23:38:33\"},{\"null\":716,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":73.69,\"ext price\":515.83,\"Tax rate\":0.011,\"Tax amount\":5.67413,\"date\":\"2014-09-11 02:00:52\"},{\"null\":717,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":63.58,\"ext price\":190.74,\"Tax rate\":0.003,\"Tax amount\":0.57222,\"date\":\"2014-04-20 20:45:20\"},{\"null\":718,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":65.61,\"ext price\":65.61,\"Tax rate\":0.011,\"Tax amount\":0.72171,\"date\":\"2013-10-30 09:34:40\"},{\"null\":719,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":72.07,\"ext price\":936.91,\"Tax rate\":0.011,\"Tax amount\":10.30601,\"date\":\"2014-02-22 13:36:56\"},{\"null\":720,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":36.6,\"ext price\":512.4,\"Tax rate\":0.011,\"Tax amount\":5.6364,\"date\":\"2014-07-01 22:27:00\"},{\"null\":721,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":38.93,\"ext price\":545.02,\"Tax rate\":0.003,\"Tax amount\":1.63506,\"date\":\"2013-12-23 14:57:03\"},{\"null\":722,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":51.72,\"ext price\":362.04,\"Tax rate\":0.011,\"Tax amount\":3.98244,\"date\":\"2013-12-07 09:43:31\"},{\"null\":723,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":51.11,\"ext price\":715.54,\"Tax rate\":0.011,\"Tax amount\":7.87094,\"date\":\"2013-12-18 06:44:56\"},{\"null\":724,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":93.9,\"ext price\":375.6,\"Tax rate\":0.011,\"Tax amount\":4.1316,\"date\":\"2013-11-16 08:42:24\"},{\"null\":725,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":17.68,\"ext price\":265.2,\"Tax rate\":0.003,\"Tax amount\":0.7956,\"date\":\"2013-11-04 20:12:32\"},{\"null\":726,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":85.24,\"ext price\":937.64,\"Tax rate\":0.011,\"Tax amount\":10.31404,\"date\":\"2014-07-15 19:12:33\"},{\"null\":727,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":53.38,\"ext price\":106.76,\"Tax rate\":0.011,\"Tax amount\":1.17436,\"date\":\"2014-09-12 09:29:52\"},{\"null\":728,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":39.64,\"ext price\":475.68,\"Tax rate\":0.011,\"Tax amount\":5.23248,\"date\":\"2014-10-15 01:53:52\"},{\"null\":729,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":83.6,\"ext price\":501.6,\"Tax rate\":0.075,\"Tax amount\":37.62,\"date\":\"2013-11-27 21:04:11\"},{\"null\":730,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":74.64,\"ext price\":597.12,\"Tax rate\":0.075,\"Tax amount\":44.784,\"date\":\"2014-03-06 03:36:31\"},{\"null\":731,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":13.67,\"ext price\":246.06,\"Tax rate\":0.075,\"Tax amount\":18.4545,\"date\":\"2014-05-11 20:21:19\"},{\"null\":732,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":72.69,\"ext price\":799.59,\"Tax rate\":0.075,\"Tax amount\":59.96925,\"date\":\"2013-10-23 15:54:16\"},{\"null\":733,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":7,\"unit price\":23.04,\"ext price\":161.28,\"Tax rate\":0.075,\"Tax amount\":12.096,\"date\":\"2014-09-01 01:15:01\"},{\"null\":734,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":50.86,\"ext price\":152.58,\"Tax rate\":0.07,\"Tax amount\":10.6806,\"date\":\"2014-10-04 23:43:05\"},{\"null\":735,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":17.46,\"ext price\":104.76,\"Tax rate\":0.07,\"Tax amount\":7.3332,\"date\":\"2014-05-22 06:36:25\"},{\"null\":736,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":44.93,\"ext price\":494.23,\"Tax rate\":0.07,\"Tax amount\":34.5961,\"date\":\"2014-06-19 04:21:18\"},{\"null\":737,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":44.87,\"ext price\":807.66,\"Tax rate\":0.015,\"Tax amount\":12.1149,\"date\":\"2014-07-12 18:59:33\"},{\"null\":738,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":54.49,\"ext price\":326.94,\"Tax rate\":0.015,\"Tax amount\":4.9041,\"date\":\"2014-04-14 11:01:03\"},{\"null\":739,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":41.58,\"ext price\":374.22,\"Tax rate\":0.015,\"Tax amount\":5.6133,\"date\":\"2014-06-21 21:58:56\"},{\"null\":740,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":80.6,\"ext price\":644.8,\"Tax rate\":0.015,\"Tax amount\":9.672,\"date\":\"2013-12-05 20:18:00\"},{\"null\":741,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":67.55,\"ext price\":1283.45,\"Tax rate\":0.015,\"Tax amount\":19.25175,\"date\":\"2014-06-21 20:12:03\"},{\"null\":742,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":5,\"unit price\":16.32,\"ext price\":81.6,\"Tax rate\":0.015,\"Tax amount\":1.224,\"date\":\"2013-11-17 08:52:44\"},{\"null\":743,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":21.39,\"ext price\":320.85,\"Tax rate\":0.015,\"Tax amount\":4.81275,\"date\":\"2013-12-07 12:59:30\"},{\"null\":744,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":99.9,\"ext price\":1898.1,\"Tax rate\":0.015,\"Tax amount\":28.4715,\"date\":\"2014-04-23 22:30:58\"},{\"null\":745,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":48.05,\"ext price\":336.35,\"Tax rate\":0.015,\"Tax amount\":5.04525,\"date\":\"2014-02-04 09:34:00\"},{\"null\":746,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":94.04,\"ext price\":1692.72,\"Tax rate\":0.015,\"Tax amount\":25.3908,\"date\":\"2014-07-25 18:30:19\"},{\"null\":747,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":94.0,\"ext price\":1410.0,\"Tax rate\":0.015,\"Tax amount\":21.15,\"date\":\"2014-07-22 11:45:36\"},{\"null\":748,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":26.55,\"ext price\":132.75,\"Tax rate\":0.015,\"Tax amount\":1.99125,\"date\":\"2013-11-22 05:59:05\"},{\"null\":749,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":64.85,\"ext price\":324.25,\"Tax rate\":0.015,\"Tax amount\":4.86375,\"date\":\"2014-05-13 16:03:58\"},{\"null\":750,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":5,\"unit price\":16.73,\"ext price\":83.65,\"Tax rate\":0.015,\"Tax amount\":1.25475,\"date\":\"2014-03-01 13:41:40\"},{\"null\":751,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":46.6,\"ext price\":326.2,\"Tax rate\":0.015,\"Tax amount\":4.893,\"date\":\"2014-09-06 15:20:19\"},{\"null\":752,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":48.13,\"ext price\":288.78,\"Tax rate\":0.015,\"Tax amount\":4.3317,\"date\":\"2013-11-04 03:41:41\"},{\"null\":753,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":55.6,\"ext price\":166.8,\"Tax rate\":0.015,\"Tax amount\":2.502,\"date\":\"2013-11-27 18:35:28\"},{\"null\":754,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":78.56,\"ext price\":1492.64,\"Tax rate\":0.015,\"Tax amount\":22.3896,\"date\":\"2014-07-19 20:45:37\"},{\"null\":755,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":5,\"unit price\":25.46,\"ext price\":127.3,\"Tax rate\":0.07,\"Tax amount\":8.911,\"date\":\"2013-10-23 07:39:47\"},{\"null\":756,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":9,\"unit price\":43.28,\"ext price\":389.52,\"Tax rate\":0.07,\"Tax amount\":27.2664,\"date\":\"2014-08-24 22:30:54\"},{\"null\":757,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":41.15,\"ext price\":617.25,\"Tax rate\":0.07,\"Tax amount\":43.2075,\"date\":\"2014-02-12 05:07:04\"},{\"null\":758,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":39.29,\"ext price\":746.51,\"Tax rate\":0.07,\"Tax amount\":52.2557,\"date\":\"2014-03-21 14:27:33\"},{\"null\":759,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":9,\"unit price\":46.44,\"ext price\":417.96,\"Tax rate\":0.075,\"Tax amount\":31.347,\"date\":\"2014-07-02 06:59:14\"},{\"null\":760,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":95.03,\"ext price\":95.03,\"Tax rate\":0.075,\"Tax amount\":7.12725,\"date\":\"2014-03-31 10:31:43\"},{\"null\":761,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":82.77,\"ext price\":1324.32,\"Tax rate\":0.075,\"Tax amount\":99.324,\"date\":\"2014-07-21 08:11:22\"},{\"null\":762,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":72.06,\"ext price\":432.36,\"Tax rate\":0.07,\"Tax amount\":30.2652,\"date\":\"2014-08-10 14:34:54\"},{\"null\":763,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":43.64,\"ext price\":218.2,\"Tax rate\":0.07,\"Tax amount\":15.274,\"date\":\"2014-01-30 19:04:33\"},{\"null\":764,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":76.42,\"ext price\":152.84,\"Tax rate\":0.07,\"Tax amount\":10.6988,\"date\":\"2014-09-09 14:28:18\"},{\"null\":765,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":25.74,\"ext price\":283.14,\"Tax rate\":0.015,\"Tax amount\":4.2471,\"date\":\"2014-02-06 22:09:58\"},{\"null\":766,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":40.68,\"ext price\":81.36,\"Tax rate\":0.015,\"Tax amount\":1.2204,\"date\":\"2014-06-20 03:39:40\"},{\"null\":767,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":12.66,\"ext price\":50.64,\"Tax rate\":0.015,\"Tax amount\":0.7596,\"date\":\"2014-06-01 03:07:50\"},{\"null\":768,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":21.25,\"ext price\":63.75,\"Tax rate\":0.011,\"Tax amount\":0.70125,\"date\":\"2014-03-08 05:49:21\"},{\"null\":769,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":96.47,\"ext price\":1543.52,\"Tax rate\":0.003,\"Tax amount\":4.63056,\"date\":\"2014-03-17 15:44:50\"},{\"null\":770,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":34.83,\"ext price\":313.47,\"Tax rate\":0.011,\"Tax amount\":3.44817,\"date\":\"2014-01-28 15:52:04\"},{\"null\":771,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":24.9,\"ext price\":24.9,\"Tax rate\":0.011,\"Tax amount\":0.2739,\"date\":\"2014-07-05 14:02:45\"},{\"null\":772,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":19.26,\"ext price\":211.86,\"Tax rate\":0.011,\"Tax amount\":2.33046,\"date\":\"2013-12-01 21:23:11\"},{\"null\":773,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":84.46,\"ext price\":591.22,\"Tax rate\":0.011,\"Tax amount\":6.50342,\"date\":\"2013-11-15 23:56:38\"},{\"null\":774,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":62.03,\"ext price\":868.42,\"Tax rate\":0.003,\"Tax amount\":2.60526,\"date\":\"2014-03-29 03:29:59\"},{\"null\":775,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":79.0,\"ext price\":237.0,\"Tax rate\":0.011,\"Tax amount\":2.607,\"date\":\"2013-11-26 08:15:06\"},{\"null\":776,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":31.44,\"ext price\":377.28,\"Tax rate\":0.011,\"Tax amount\":4.15008,\"date\":\"2013-12-15 21:44:27\"},{\"null\":777,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":73.96,\"ext price\":147.92,\"Tax rate\":0.011,\"Tax amount\":1.62712,\"date\":\"2013-12-08 04:33:54\"},{\"null\":778,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":18.41,\"ext price\":331.38,\"Tax rate\":0.003,\"Tax amount\":0.99414,\"date\":\"2014-05-07 04:59:51\"},{\"null\":779,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":18,\"unit price\":39.11,\"ext price\":703.98,\"Tax rate\":0.011,\"Tax amount\":7.74378,\"date\":\"2014-01-19 06:06:01\"},{\"null\":780,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":94.62,\"ext price\":473.1,\"Tax rate\":0.011,\"Tax amount\":5.2041,\"date\":\"2014-02-14 22:33:04\"},{\"null\":781,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":7,\"unit price\":50.85,\"ext price\":355.95,\"Tax rate\":0.011,\"Tax amount\":3.91545,\"date\":\"2014-07-25 14:33:33\"},{\"null\":782,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":45.14,\"ext price\":315.98,\"Tax rate\":0.003,\"Tax amount\":0.94794,\"date\":\"2014-04-13 09:02:34\"},{\"null\":783,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":15.69,\"ext price\":94.14,\"Tax rate\":0.011,\"Tax amount\":1.03554,\"date\":\"2014-05-09 02:08:03\"},{\"null\":784,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":76.76,\"ext price\":767.6,\"Tax rate\":0.011,\"Tax amount\":8.4436,\"date\":\"2013-12-08 18:53:38\"},{\"null\":785,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":53.03,\"ext price\":1060.6,\"Tax rate\":0.011,\"Tax amount\":11.6666,\"date\":\"2014-08-20 20:57:38\"},{\"null\":786,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":78.64,\"ext price\":157.28,\"Tax rate\":0.075,\"Tax amount\":11.796,\"date\":\"2014-04-24 06:13:24\"},{\"null\":787,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":72.11,\"ext price\":1370.09,\"Tax rate\":0.075,\"Tax amount\":102.75675,\"date\":\"2014-02-22 07:22:10\"},{\"null\":788,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":33.21,\"ext price\":531.36,\"Tax rate\":0.075,\"Tax amount\":39.852,\"date\":\"2014-09-05 17:43:19\"},{\"null\":789,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":59.23,\"ext price\":473.84,\"Tax rate\":0.075,\"Tax amount\":35.538,\"date\":\"2014-04-15 02:11:56\"},{\"null\":790,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":81.45,\"ext price\":1058.85,\"Tax rate\":0.075,\"Tax amount\":79.41375,\"date\":\"2013-11-02 14:31:09\"},{\"null\":791,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":61.04,\"ext price\":183.12,\"Tax rate\":0.07,\"Tax amount\":12.8184,\"date\":\"2014-05-26 22:06:38\"},{\"null\":792,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":39.31,\"ext price\":78.62,\"Tax rate\":0.07,\"Tax amount\":5.5034,\"date\":\"2014-03-05 15:04:43\"},{\"null\":793,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":60.29,\"ext price\":422.03,\"Tax rate\":0.07,\"Tax amount\":29.5421,\"date\":\"2014-08-15 15:41:54\"},{\"null\":794,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":46.43,\"ext price\":650.02,\"Tax rate\":0.015,\"Tax amount\":9.7503,\"date\":\"2014-05-17 10:02:32\"},{\"null\":795,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":15.12,\"ext price\":226.8,\"Tax rate\":0.015,\"Tax amount\":3.402,\"date\":\"2014-03-16 15:37:39\"},{\"null\":796,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":51.47,\"ext price\":411.76,\"Tax rate\":0.015,\"Tax amount\":6.1764,\"date\":\"2014-01-09 11:37:20\"},{\"null\":797,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":91.88,\"ext price\":1378.2,\"Tax rate\":0.015,\"Tax amount\":20.673,\"date\":\"2013-12-10 12:02:09\"},{\"null\":798,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":82.36,\"ext price\":1317.76,\"Tax rate\":0.015,\"Tax amount\":19.7664,\"date\":\"2014-03-24 12:29:30\"},{\"null\":799,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":84.24,\"ext price\":673.92,\"Tax rate\":0.015,\"Tax amount\":10.1088,\"date\":\"2014-04-18 19:19:35\"},{\"null\":800,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":88.36,\"ext price\":883.6,\"Tax rate\":0.015,\"Tax amount\":13.254,\"date\":\"2014-08-24 23:09:27\"},{\"null\":801,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":47.2,\"ext price\":472.0,\"Tax rate\":0.015,\"Tax amount\":7.08,\"date\":\"2014-05-05 18:51:45\"},{\"null\":802,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":20,\"unit price\":51.16,\"ext price\":1023.2,\"Tax rate\":0.015,\"Tax amount\":15.348,\"date\":\"2013-10-31 15:48:14\"},{\"null\":803,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":55.75,\"ext price\":167.25,\"Tax rate\":0.015,\"Tax amount\":2.50875,\"date\":\"2013-11-22 04:34:56\"},{\"null\":804,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":81.58,\"ext price\":1060.54,\"Tax rate\":0.015,\"Tax amount\":15.9081,\"date\":\"2014-02-10 01:33:21\"},{\"null\":805,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":13.47,\"ext price\":13.47,\"Tax rate\":0.015,\"Tax amount\":0.20205,\"date\":\"2014-08-07 04:18:29\"},{\"null\":806,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":23.33,\"ext price\":256.63,\"Tax rate\":0.015,\"Tax amount\":3.84945,\"date\":\"2013-12-29 02:31:41\"},{\"null\":807,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":84.23,\"ext price\":1010.76,\"Tax rate\":0.015,\"Tax amount\":15.1614,\"date\":\"2014-01-28 00:34:31\"},{\"null\":808,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":98.86,\"ext price\":1680.62,\"Tax rate\":0.015,\"Tax amount\":25.2093,\"date\":\"2014-05-10 02:37:09\"},{\"null\":809,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":12.07,\"ext price\":60.35,\"Tax rate\":0.015,\"Tax amount\":0.90525,\"date\":\"2013-10-24 08:39:48\"},{\"null\":810,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":87.5,\"ext price\":700.0,\"Tax rate\":0.015,\"Tax amount\":10.5,\"date\":\"2014-01-26 12:58:22\"},{\"null\":811,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":63.37,\"ext price\":506.96,\"Tax rate\":0.015,\"Tax amount\":7.6044,\"date\":\"2014-05-02 01:13:09\"},{\"null\":812,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":87.07,\"ext price\":783.63,\"Tax rate\":0.07,\"Tax amount\":54.8541,\"date\":\"2014-09-10 21:37:02\"},{\"null\":813,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":88.57,\"ext price\":177.14,\"Tax rate\":0.07,\"Tax amount\":12.3998,\"date\":\"2013-12-31 08:53:19\"},{\"null\":814,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":16.29,\"ext price\":16.29,\"Tax rate\":0.07,\"Tax amount\":1.1403,\"date\":\"2014-04-25 04:33:22\"},{\"null\":815,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":55.16,\"ext price\":441.28,\"Tax rate\":0.07,\"Tax amount\":30.8896,\"date\":\"2014-08-14 03:02:46\"},{\"null\":816,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":25.66,\"ext price\":513.2,\"Tax rate\":0.075,\"Tax amount\":38.49,\"date\":\"2014-03-24 03:39:51\"},{\"null\":817,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":19.69,\"ext price\":255.97,\"Tax rate\":0.075,\"Tax amount\":19.19775,\"date\":\"2014-01-28 23:58:09\"},{\"null\":818,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":71.28,\"ext price\":213.84,\"Tax rate\":0.075,\"Tax amount\":16.038,\"date\":\"2014-08-07 10:01:03\"},{\"null\":819,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":6,\"unit price\":57.14,\"ext price\":342.84,\"Tax rate\":0.07,\"Tax amount\":23.9988,\"date\":\"2014-08-24 06:07:33\"},{\"null\":820,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":97.92,\"ext price\":293.76,\"Tax rate\":0.07,\"Tax amount\":20.5632,\"date\":\"2014-08-03 14:44:21\"},{\"null\":821,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":60.94,\"ext price\":548.46,\"Tax rate\":0.07,\"Tax amount\":38.3922,\"date\":\"2014-09-14 01:36:31\"},{\"null\":822,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":51.18,\"ext price\":307.08,\"Tax rate\":0.015,\"Tax amount\":4.6062,\"date\":\"2014-07-31 17:50:40\"},{\"null\":823,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":62.58,\"ext price\":1126.44,\"Tax rate\":0.015,\"Tax amount\":16.8966,\"date\":\"2014-03-31 08:44:34\"},{\"null\":824,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":77.42,\"ext price\":1006.46,\"Tax rate\":0.07,\"Tax amount\":70.4522,\"date\":\"2014-07-16 00:38:04\"},{\"null\":825,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":36.49,\"ext price\":401.39,\"Tax rate\":0.07,\"Tax amount\":28.0973,\"date\":\"2013-12-26 18:47:55\"},{\"null\":826,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":57.5,\"ext price\":977.5,\"Tax rate\":0.07,\"Tax amount\":68.425,\"date\":\"2014-02-25 14:46:40\"},{\"null\":827,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":76.08,\"ext price\":1293.36,\"Tax rate\":0.07,\"Tax amount\":90.5352,\"date\":\"2013-11-14 23:35:37\"},{\"null\":828,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":11.91,\"ext price\":166.74,\"Tax rate\":0.07,\"Tax amount\":11.6718,\"date\":\"2014-03-09 23:23:06\"},{\"null\":829,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":82.86,\"ext price\":1408.62,\"Tax rate\":0.015,\"Tax amount\":21.1293,\"date\":\"2014-10-02 16:34:54\"},{\"null\":830,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":16,\"unit price\":51.93,\"ext price\":830.88,\"Tax rate\":0.015,\"Tax amount\":12.4632,\"date\":\"2014-01-17 08:36:29\"},{\"null\":831,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":96.71,\"ext price\":1644.07,\"Tax rate\":0.015,\"Tax amount\":24.66105,\"date\":\"2014-09-04 18:21:15\"},{\"null\":832,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":25.75,\"ext price\":386.25,\"Tax rate\":0.015,\"Tax amount\":5.79375,\"date\":\"2013-11-30 12:14:42\"},{\"null\":833,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":38.77,\"ext price\":232.62,\"Tax rate\":0.015,\"Tax amount\":3.4893,\"date\":\"2014-06-19 22:24:10\"},{\"null\":834,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":52.93,\"ext price\":317.58,\"Tax rate\":0.015,\"Tax amount\":4.7637,\"date\":\"2013-12-03 02:57:43\"},{\"null\":835,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":17,\"unit price\":97.99,\"ext price\":1665.83,\"Tax rate\":0.015,\"Tax amount\":24.98745,\"date\":\"2014-01-15 22:54:28\"},{\"null\":836,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":36.72,\"ext price\":367.2,\"Tax rate\":0.015,\"Tax amount\":5.508,\"date\":\"2014-06-18 14:02:05\"},{\"null\":837,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":84.43,\"ext price\":759.87,\"Tax rate\":0.015,\"Tax amount\":11.39805,\"date\":\"2014-06-23 09:12:45\"},{\"null\":838,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":68.13,\"ext price\":749.43,\"Tax rate\":0.015,\"Tax amount\":11.24145,\"date\":\"2014-05-09 09:32:44\"},{\"null\":839,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":92.62,\"ext price\":555.72,\"Tax rate\":0.015,\"Tax amount\":8.3358,\"date\":\"2014-06-19 12:30:22\"},{\"null\":840,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":51.86,\"ext price\":414.88,\"Tax rate\":0.015,\"Tax amount\":6.2232,\"date\":\"2013-11-23 02:03:48\"},{\"null\":841,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":52.45,\"ext price\":996.55,\"Tax rate\":0.015,\"Tax amount\":14.94825,\"date\":\"2014-08-08 03:00:19\"},{\"null\":842,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":32.23,\"ext price\":612.37,\"Tax rate\":0.015,\"Tax amount\":9.18555,\"date\":\"2014-10-02 01:11:44\"},{\"null\":843,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":61.06,\"ext price\":244.24,\"Tax rate\":0.015,\"Tax amount\":3.6636,\"date\":\"2014-05-09 03:27:55\"},{\"null\":844,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":44.56,\"ext price\":490.16,\"Tax rate\":0.015,\"Tax amount\":7.3524,\"date\":\"2014-02-23 05:35:58\"},{\"null\":845,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":58.03,\"ext price\":58.03,\"Tax rate\":0.015,\"Tax amount\":0.87045,\"date\":\"2013-12-11 14:01:46\"},{\"null\":846,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":39.89,\"ext price\":438.79,\"Tax rate\":0.015,\"Tax amount\":6.58185,\"date\":\"2014-05-18 15:53:12\"},{\"null\":847,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":51.46,\"ext price\":926.28,\"Tax rate\":0.07,\"Tax amount\":64.8396,\"date\":\"2014-07-08 18:37:36\"},{\"null\":848,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":92.28,\"ext price\":1107.36,\"Tax rate\":0.07,\"Tax amount\":77.5152,\"date\":\"2014-04-28 21:34:27\"},{\"null\":849,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":32.53,\"ext price\":650.6,\"Tax rate\":0.07,\"Tax amount\":45.542,\"date\":\"2014-10-22 10:04:21\"},{\"null\":850,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":67.49,\"ext price\":404.94,\"Tax rate\":0.07,\"Tax amount\":28.3458,\"date\":\"2014-09-17 12:35:31\"},{\"null\":851,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":11,\"unit price\":14.92,\"ext price\":164.12,\"Tax rate\":0.07,\"Tax amount\":11.4884,\"date\":\"2014-01-14 05:53:11\"},{\"null\":852,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":16.5,\"ext price\":49.5,\"Tax rate\":0.07,\"Tax amount\":3.465,\"date\":\"2014-08-09 14:56:26\"},{\"null\":853,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":20,\"unit price\":25.09,\"ext price\":501.8,\"Tax rate\":0.07,\"Tax amount\":35.126,\"date\":\"2014-02-15 00:17:15\"},{\"null\":854,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":72.86,\"ext price\":1457.2,\"Tax rate\":0.03,\"Tax amount\":43.716,\"date\":\"2013-12-27 03:41:18\"},{\"null\":855,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":4,\"unit price\":60.95,\"ext price\":243.8,\"Tax rate\":0.03,\"Tax amount\":7.314,\"date\":\"2014-01-20 10:14:17\"},{\"null\":856,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":47.05,\"ext price\":564.6,\"Tax rate\":0.03,\"Tax amount\":16.938,\"date\":\"2013-10-24 07:27:44\"},{\"null\":857,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":36.0,\"ext price\":720.0,\"Tax rate\":0.03,\"Tax amount\":21.6,\"date\":\"2013-11-19 04:49:59\"},{\"null\":858,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":3,\"unit price\":25.52,\"ext price\":76.56,\"Tax rate\":0.03,\"Tax amount\":2.2968,\"date\":\"2013-12-15 23:23:29\"},{\"null\":859,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":43.89,\"ext price\":131.67,\"Tax rate\":0.03,\"Tax amount\":3.9501,\"date\":\"2014-02-06 22:02:39\"},{\"null\":860,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":55.68,\"ext price\":334.08,\"Tax rate\":0.03,\"Tax amount\":10.0224,\"date\":\"2014-02-25 02:43:31\"},{\"null\":861,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":21.76,\"ext price\":282.88,\"Tax rate\":0.03,\"Tax amount\":8.4864,\"date\":\"2014-09-16 19:43:28\"},{\"null\":862,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":85.44,\"ext price\":1196.16,\"Tax rate\":0.03,\"Tax amount\":35.8848,\"date\":\"2014-06-04 14:34:07\"},{\"null\":863,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":88.71,\"ext price\":1774.2,\"Tax rate\":0.03,\"Tax amount\":53.226,\"date\":\"2014-08-14 19:08:27\"},{\"null\":864,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":32.44,\"ext price\":32.44,\"Tax rate\":0.03,\"Tax amount\":0.9732,\"date\":\"2014-06-21 04:34:22\"},{\"null\":865,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":40.53,\"ext price\":486.36,\"Tax rate\":0.03,\"Tax amount\":14.5908,\"date\":\"2014-03-06 03:01:26\"},{\"null\":866,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":41.95,\"ext price\":335.6,\"Tax rate\":0.03,\"Tax amount\":10.068,\"date\":\"2014-05-18 00:50:58\"},{\"null\":867,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":41.04,\"ext price\":123.12,\"Tax rate\":0.03,\"Tax amount\":3.6936,\"date\":\"2014-10-09 15:27:45\"},{\"null\":868,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":65.64,\"ext price\":262.56,\"Tax rate\":0.03,\"Tax amount\":7.8768,\"date\":\"2014-02-15 17:07:56\"},{\"null\":869,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":59.0,\"ext price\":236.0,\"Tax rate\":0.03,\"Tax amount\":7.08,\"date\":\"2014-08-15 07:13:09\"},{\"null\":870,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":20.01,\"ext price\":380.19,\"Tax rate\":0.03,\"Tax amount\":11.4057,\"date\":\"2013-11-20 14:26:00\"},{\"null\":871,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":37.06,\"ext price\":667.08,\"Tax rate\":0.03,\"Tax amount\":20.0124,\"date\":\"2014-07-09 17:04:57\"},{\"null\":872,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":8,\"unit price\":13.41,\"ext price\":107.28,\"Tax rate\":0.03,\"Tax amount\":3.2184,\"date\":\"2013-12-21 04:32:13\"},{\"null\":873,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":36.84,\"ext price\":699.96,\"Tax rate\":0.03,\"Tax amount\":20.9988,\"date\":\"2014-09-13 06:33:24\"},{\"null\":874,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":13.47,\"ext price\":242.46,\"Tax rate\":0.03,\"Tax amount\":7.2738,\"date\":\"2014-03-25 04:34:58\"},{\"null\":875,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":87.09,\"ext price\":957.99,\"Tax rate\":0.03,\"Tax amount\":28.7397,\"date\":\"2013-10-22 16:08:40\"},{\"null\":876,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":18.85,\"ext price\":358.15,\"Tax rate\":0.03,\"Tax amount\":10.7445,\"date\":\"2014-07-02 12:21:25\"},{\"null\":877,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":56.99,\"ext price\":398.93,\"Tax rate\":0.03,\"Tax amount\":11.9679,\"date\":\"2014-06-25 22:06:27\"},{\"null\":878,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":31.99,\"ext price\":639.8,\"Tax rate\":0.03,\"Tax amount\":19.194,\"date\":\"2014-09-15 19:14:27\"},{\"null\":879,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":27.24,\"ext price\":381.36,\"Tax rate\":0.03,\"Tax amount\":11.4408,\"date\":\"2014-03-14 04:16:47\"},{\"null\":880,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":51.07,\"ext price\":561.77,\"Tax rate\":0.03,\"Tax amount\":16.8531,\"date\":\"2014-03-06 09:21:00\"},{\"null\":881,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":40.32,\"ext price\":443.52,\"Tax rate\":0.03,\"Tax amount\":13.3056,\"date\":\"2014-02-07 07:39:54\"},{\"null\":882,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":19,\"unit price\":62.8,\"ext price\":1193.2,\"Tax rate\":0.03,\"Tax amount\":35.796,\"date\":\"2014-08-27 15:48:09\"},{\"null\":883,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":33.56,\"ext price\":167.8,\"Tax rate\":0.03,\"Tax amount\":5.034,\"date\":\"2014-09-20 07:43:39\"},{\"null\":884,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":17,\"unit price\":60.22,\"ext price\":1023.74,\"Tax rate\":0.03,\"Tax amount\":30.7122,\"date\":\"2014-09-26 18:44:51\"},{\"null\":885,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":21.41,\"ext price\":171.28,\"Tax rate\":0.03,\"Tax amount\":5.1384,\"date\":\"2014-09-11 18:45:17\"},{\"null\":886,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":43.03,\"ext price\":559.39,\"Tax rate\":0.03,\"Tax amount\":16.7817,\"date\":\"2014-01-20 19:43:09\"},{\"null\":887,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":76.8,\"ext price\":844.8,\"Tax rate\":0.03,\"Tax amount\":25.344,\"date\":\"2014-02-23 18:36:40\"},{\"null\":888,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":81.66,\"ext price\":979.92,\"Tax rate\":0.03,\"Tax amount\":29.3976,\"date\":\"2014-09-04 03:23:22\"},{\"null\":889,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":63.2,\"ext price\":1011.2,\"Tax rate\":0.03,\"Tax amount\":30.336,\"date\":\"2014-06-22 09:34:54\"},{\"null\":890,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":95.18,\"ext price\":95.18,\"Tax rate\":0.03,\"Tax amount\":2.8554,\"date\":\"2013-11-16 10:27:30\"},{\"null\":891,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":20.2,\"ext price\":202.0,\"Tax rate\":0.03,\"Tax amount\":6.06,\"date\":\"2014-10-02 18:38:33\"},{\"null\":892,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":59.34,\"ext price\":890.1,\"Tax rate\":0.03,\"Tax amount\":26.703,\"date\":\"2013-12-04 02:43:20\"},{\"null\":893,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":16,\"unit price\":91.77,\"ext price\":1468.32,\"Tax rate\":0.03,\"Tax amount\":44.0496,\"date\":\"2014-02-23 18:10:13\"},{\"null\":894,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":4,\"unit price\":87.65,\"ext price\":350.6,\"Tax rate\":0.03,\"Tax amount\":10.518,\"date\":\"2014-04-26 20:59:35\"},{\"null\":895,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":34.4,\"ext price\":447.2,\"Tax rate\":0.03,\"Tax amount\":13.416,\"date\":\"2014-04-27 02:17:28\"},{\"null\":896,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":44.89,\"ext price\":808.02,\"Tax rate\":0.03,\"Tax amount\":24.2406,\"date\":\"2014-05-28 15:41:26\"},{\"null\":897,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":15,\"unit price\":75.0,\"ext price\":1125.0,\"Tax rate\":0.03,\"Tax amount\":33.75,\"date\":\"2014-09-25 18:00:19\"},{\"null\":898,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":19.05,\"ext price\":152.4,\"Tax rate\":0.03,\"Tax amount\":4.572,\"date\":\"2014-01-08 00:39:35\"},{\"null\":899,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":5,\"unit price\":13.31,\"ext price\":66.55,\"Tax rate\":0.03,\"Tax amount\":1.9965,\"date\":\"2014-06-02 11:41:36\"},{\"null\":900,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":5,\"unit price\":58.12,\"ext price\":290.6,\"Tax rate\":0.03,\"Tax amount\":8.718,\"date\":\"2014-08-02 12:08:32\"},{\"null\":901,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":58.95,\"ext price\":1120.05,\"Tax rate\":0.03,\"Tax amount\":33.6015,\"date\":\"2014-03-12 06:27:02\"},{\"null\":902,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":51.28,\"ext price\":820.48,\"Tax rate\":0.03,\"Tax amount\":24.6144,\"date\":\"2013-12-19 05:40:26\"},{\"null\":903,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":35.44,\"ext price\":70.88,\"Tax rate\":0.03,\"Tax amount\":2.1264,\"date\":\"2013-10-25 14:47:00\"},{\"null\":904,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":79.23,\"ext price\":1267.68,\"Tax rate\":0.03,\"Tax amount\":38.0304,\"date\":\"2014-09-20 09:36:03\"},{\"null\":905,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":19.42,\"ext price\":38.84,\"Tax rate\":0.03,\"Tax amount\":1.1652,\"date\":\"2014-08-23 03:19:29\"},{\"null\":906,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":70.81,\"ext price\":637.29,\"Tax rate\":0.025,\"Tax amount\":15.93225,\"date\":\"2014-01-30 11:06:55\"},{\"null\":907,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":27.65,\"ext price\":276.5,\"Tax rate\":0.025,\"Tax amount\":6.9125,\"date\":\"2014-08-05 02:49:13\"},{\"null\":908,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":53.57,\"ext price\":964.26,\"Tax rate\":0.025,\"Tax amount\":24.1065,\"date\":\"2013-11-09 07:53:05\"},{\"null\":909,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":87.08,\"ext price\":1654.52,\"Tax rate\":0.025,\"Tax amount\":41.363,\"date\":\"2014-09-20 22:36:07\"},{\"null\":910,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":3,\"unit price\":88.25,\"ext price\":264.75,\"Tax rate\":0.025,\"Tax amount\":6.61875,\"date\":\"2013-11-22 02:08:50\"},{\"null\":911,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":74.73,\"ext price\":1195.68,\"Tax rate\":0.025,\"Tax amount\":29.892,\"date\":\"2014-10-08 07:30:19\"},{\"null\":912,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":39.14,\"ext price\":587.1,\"Tax rate\":0.025,\"Tax amount\":14.6775,\"date\":\"2014-08-02 17:24:19\"},{\"null\":913,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":63.32,\"ext price\":316.6,\"Tax rate\":0.025,\"Tax amount\":7.915,\"date\":\"2014-02-13 19:42:05\"},{\"null\":914,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":18.99,\"ext price\":132.93,\"Tax rate\":0.025,\"Tax amount\":3.32325,\"date\":\"2014-04-17 16:31:36\"},{\"null\":915,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":48.34,\"ext price\":290.04,\"Tax rate\":0.025,\"Tax amount\":7.251,\"date\":\"2014-10-07 11:12:45\"},{\"null\":916,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":76.61,\"ext price\":76.61,\"Tax rate\":0.025,\"Tax amount\":1.91525,\"date\":\"2014-05-07 10:17:28\"},{\"null\":917,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":10.12,\"ext price\":111.32,\"Tax rate\":0.025,\"Tax amount\":2.783,\"date\":\"2014-03-29 05:53:03\"},{\"null\":918,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":96.14,\"ext price\":1922.8,\"Tax rate\":0.025,\"Tax amount\":48.07,\"date\":\"2014-08-02 19:08:15\"},{\"null\":919,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":69.19,\"ext price\":691.9,\"Tax rate\":0.025,\"Tax amount\":17.2975,\"date\":\"2014-01-07 14:36:19\"},{\"null\":920,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":64.75,\"ext price\":1036.0,\"Tax rate\":0.03,\"Tax amount\":31.08,\"date\":\"2014-02-11 09:04:11\"},{\"null\":921,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":62.87,\"ext price\":62.87,\"Tax rate\":0.03,\"Tax amount\":1.8861,\"date\":\"2014-01-01 22:40:22\"},{\"null\":922,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":13.05,\"ext price\":169.65,\"Tax rate\":0.03,\"Tax amount\":5.0895,\"date\":\"2014-09-04 16:33:40\"},{\"null\":923,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":96.8,\"ext price\":193.6,\"Tax rate\":0.03,\"Tax amount\":5.808,\"date\":\"2014-07-13 09:44:29\"},{\"null\":924,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":6,\"unit price\":23.04,\"ext price\":138.24,\"Tax rate\":0.03,\"Tax amount\":4.1472,\"date\":\"2014-03-02 03:45:46\"},{\"null\":925,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":8,\"unit price\":35.98,\"ext price\":287.84,\"Tax rate\":0.03,\"Tax amount\":8.6352,\"date\":\"2014-05-20 14:38:17\"},{\"null\":926,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":14.71,\"ext price\":132.39,\"Tax rate\":0.03,\"Tax amount\":3.9717,\"date\":\"2014-03-01 13:31:22\"},{\"null\":927,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":43.85,\"ext price\":87.7,\"Tax rate\":0.03,\"Tax amount\":2.631,\"date\":\"2014-06-09 21:31:11\"},{\"null\":928,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":52.42,\"ext price\":471.78,\"Tax rate\":0.03,\"Tax amount\":14.1534,\"date\":\"2014-05-22 11:49:32\"},{\"null\":929,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":20.07,\"ext price\":301.05,\"Tax rate\":0.03,\"Tax amount\":9.0315,\"date\":\"2014-06-27 12:15:09\"},{\"null\":930,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":17,\"unit price\":56.27,\"ext price\":956.59,\"Tax rate\":0.03,\"Tax amount\":28.6977,\"date\":\"2014-02-09 14:52:49\"},{\"null\":931,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":8,\"unit price\":79.2,\"ext price\":633.6,\"Tax rate\":0.03,\"Tax amount\":19.008,\"date\":\"2014-06-07 18:59:21\"},{\"null\":932,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":97.93,\"ext price\":685.51,\"Tax rate\":0.03,\"Tax amount\":20.5653,\"date\":\"2014-04-05 00:29:44\"},{\"null\":933,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":8,\"unit price\":49.06,\"ext price\":392.48,\"Tax rate\":0.03,\"Tax amount\":11.7744,\"date\":\"2014-05-03 20:50:41\"},{\"null\":934,\"account number\":750461,\"name\":\"Volkman, Goyette and Lemke\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":62.46,\"ext price\":312.3,\"Tax rate\":0.03,\"Tax amount\":9.369,\"date\":\"2014-05-13 14:52:47\"},{\"null\":935,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":11.96,\"ext price\":239.2,\"Tax rate\":0.075,\"Tax amount\":17.94,\"date\":\"2014-09-04 18:27:56\"},{\"null\":936,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":91.33,\"ext price\":1095.96,\"Tax rate\":0.075,\"Tax amount\":82.197,\"date\":\"2014-03-01 09:46:48\"},{\"null\":937,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":3,\"unit price\":93.5,\"ext price\":280.5,\"Tax rate\":0.075,\"Tax amount\":21.0375,\"date\":\"2014-08-25 21:36:41\"},{\"null\":938,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":26.88,\"ext price\":510.72,\"Tax rate\":0.075,\"Tax amount\":38.304,\"date\":\"2014-04-07 07:12:29\"},{\"null\":939,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":49.15,\"ext price\":393.2,\"Tax rate\":0.075,\"Tax amount\":29.49,\"date\":\"2014-10-12 21:49:47\"},{\"null\":940,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":7,\"unit price\":52.04,\"ext price\":364.28,\"Tax rate\":0.075,\"Tax amount\":27.321,\"date\":\"2013-11-07 19:58:39\"},{\"null\":941,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":13,\"unit price\":97.04,\"ext price\":1261.52,\"Tax rate\":0.075,\"Tax amount\":94.614,\"date\":\"2014-06-17 08:28:31\"},{\"null\":942,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":29.88,\"ext price\":179.28,\"Tax rate\":0.075,\"Tax amount\":13.446,\"date\":\"2014-09-04 14:54:23\"},{\"null\":943,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":62.36,\"ext price\":374.16,\"Tax rate\":0.075,\"Tax amount\":28.062,\"date\":\"2014-01-07 03:14:00\"},{\"null\":944,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":88.44,\"ext price\":1326.6,\"Tax rate\":0.075,\"Tax amount\":99.495,\"date\":\"2014-10-15 01:54:05\"},{\"null\":945,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":16,\"unit price\":79.71,\"ext price\":1275.36,\"Tax rate\":0.075,\"Tax amount\":95.652,\"date\":\"2014-08-30 06:23:27\"},{\"null\":946,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":96.57,\"ext price\":1062.27,\"Tax rate\":0.075,\"Tax amount\":79.67025,\"date\":\"2014-01-09 13:36:39\"},{\"null\":947,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":12,\"unit price\":79.85,\"ext price\":958.2,\"Tax rate\":0.075,\"Tax amount\":71.865,\"date\":\"2014-01-16 11:38:27\"},{\"null\":948,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":47.74,\"ext price\":95.48,\"Tax rate\":0.075,\"Tax amount\":7.161,\"date\":\"2014-03-22 02:00:16\"},{\"null\":949,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":97.33,\"ext price\":1751.94,\"Tax rate\":0.075,\"Tax amount\":131.3955,\"date\":\"2014-01-16 12:27:14\"},{\"null\":950,\"account number\":676847,\"name\":\"Hamill-Hackett\",\"sku\":\"FK-71853\",\"category\":\"Shirt\",\"quantity\":18,\"unit price\":98.39,\"ext price\":1771.02,\"Tax rate\":0.075,\"Tax amount\":132.8265,\"date\":\"2014-01-06 08:14:31\"},{\"null\":951,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":94.06,\"ext price\":188.12,\"Tax rate\":0.07,\"Tax amount\":13.1684,\"date\":\"2013-12-16 21:29:38\"},{\"null\":952,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":11,\"unit price\":19.17,\"ext price\":210.87,\"Tax rate\":0.07,\"Tax amount\":14.7609,\"date\":\"2013-10-26 13:17:07\"},{\"null\":953,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":18,\"unit price\":20.74,\"ext price\":373.32,\"Tax rate\":0.07,\"Tax amount\":26.1324,\"date\":\"2013-10-22 20:01:38\"},{\"null\":954,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":7,\"unit price\":80.69,\"ext price\":564.83,\"Tax rate\":0.015,\"Tax amount\":8.47245,\"date\":\"2014-01-10 21:42:10\"},{\"null\":955,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":15,\"unit price\":84.23,\"ext price\":1263.45,\"Tax rate\":0.015,\"Tax amount\":18.95175,\"date\":\"2014-07-18 04:09:08\"},{\"null\":956,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":39.14,\"ext price\":352.26,\"Tax rate\":0.015,\"Tax amount\":5.2839,\"date\":\"2013-11-17 23:11:28\"},{\"null\":957,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":10,\"unit price\":67.36,\"ext price\":673.6,\"Tax rate\":0.015,\"Tax amount\":10.104,\"date\":\"2013-11-02 03:09:24\"},{\"null\":958,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":93.45,\"ext price\":1308.3,\"Tax rate\":0.015,\"Tax amount\":19.6245,\"date\":\"2014-02-10 07:13:32\"},{\"null\":959,\"account number\":201259,\"name\":\"Koelpin PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":62.68,\"ext price\":501.44,\"Tax rate\":0.015,\"Tax amount\":7.5216,\"date\":\"2013-11-10 16:34:17\"},{\"null\":960,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":13,\"unit price\":86.33,\"ext price\":1122.29,\"Tax rate\":0.015,\"Tax amount\":16.83435,\"date\":\"2013-10-23 02:35:36\"},{\"null\":961,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":1,\"unit price\":25.23,\"ext price\":25.23,\"Tax rate\":0.015,\"Tax amount\":0.37845,\"date\":\"2014-02-15 18:56:38\"},{\"null\":962,\"account number\":555594,\"name\":\"Ernser, Cruickshank and Lind\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":14,\"unit price\":93.56,\"ext price\":1309.84,\"Tax rate\":0.015,\"Tax amount\":19.6476,\"date\":\"2014-10-21 14:14:21\"},{\"null\":963,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":19,\"unit price\":22.36,\"ext price\":424.84,\"Tax rate\":0.015,\"Tax amount\":6.3726,\"date\":\"2014-07-08 00:03:47\"},{\"null\":964,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":72.82,\"ext price\":946.66,\"Tax rate\":0.015,\"Tax amount\":14.1999,\"date\":\"2014-02-10 18:44:09\"},{\"null\":965,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":4,\"unit price\":22.33,\"ext price\":89.32,\"Tax rate\":0.015,\"Tax amount\":1.3398,\"date\":\"2014-05-22 10:55:51\"},{\"null\":966,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":5,\"unit price\":41.67,\"ext price\":208.35,\"Tax rate\":0.015,\"Tax amount\":3.12525,\"date\":\"2013-12-04 08:24:01\"},{\"null\":967,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":29.69,\"ext price\":385.97,\"Tax rate\":0.015,\"Tax amount\":5.78955,\"date\":\"2014-03-25 09:03:04\"},{\"null\":968,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":20,\"unit price\":20.83,\"ext price\":416.6,\"Tax rate\":0.015,\"Tax amount\":6.249,\"date\":\"2014-09-07 19:59:58\"},{\"null\":969,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":96.49,\"ext price\":1157.88,\"Tax rate\":0.015,\"Tax amount\":17.3682,\"date\":\"2014-08-24 02:46:41\"},{\"null\":970,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":51.35,\"ext price\":770.25,\"Tax rate\":0.015,\"Tax amount\":11.55375,\"date\":\"2014-05-13 12:39:44\"},{\"null\":971,\"account number\":563905,\"name\":\"Kerluke, Reilly and Bechtelar\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":90.96,\"ext price\":1455.36,\"Tax rate\":0.015,\"Tax amount\":21.8304,\"date\":\"2013-11-02 09:19:40\"},{\"null\":972,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":22.81,\"ext price\":273.72,\"Tax rate\":0.07,\"Tax amount\":19.1604,\"date\":\"2014-09-17 02:46:57\"},{\"null\":973,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":19,\"unit price\":28.76,\"ext price\":546.44,\"Tax rate\":0.07,\"Tax amount\":38.2508,\"date\":\"2013-12-19 19:43:07\"},{\"null\":974,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":2,\"unit price\":35.71,\"ext price\":71.42,\"Tax rate\":0.07,\"Tax amount\":4.9994,\"date\":\"2014-07-03 03:16:33\"},{\"null\":975,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":32.75,\"ext price\":294.75,\"Tax rate\":0.07,\"Tax amount\":20.6325,\"date\":\"2014-02-08 10:48:21\"},{\"null\":976,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":92.23,\"ext price\":184.46,\"Tax rate\":0.07,\"Tax amount\":12.9122,\"date\":\"2014-02-18 03:57:38\"},{\"null\":977,\"account number\":524021,\"name\":\"Hegmann and Sons\",\"sku\":\"MJ-21460\",\"category\":\"Shoes\",\"quantity\":12,\"unit price\":18.24,\"ext price\":218.88,\"Tax rate\":0.07,\"Tax amount\":15.3216,\"date\":\"2014-05-01 16:46:03\"},{\"null\":978,\"account number\":305803,\"name\":\"Davis, Kshlerin and Reilly\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":6,\"unit price\":49.81,\"ext price\":298.86,\"Tax rate\":0.07,\"Tax amount\":20.9202,\"date\":\"2013-11-01 16:31:25\"},{\"null\":979,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":2,\"unit price\":22.38,\"ext price\":44.76,\"Tax rate\":0.015,\"Tax amount\":0.6714,\"date\":\"2014-01-23 23:47:01\"},{\"null\":980,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":10,\"unit price\":25.65,\"ext price\":256.5,\"Tax rate\":0.015,\"Tax amount\":3.8475,\"date\":\"2013-12-20 14:10:18\"},{\"null\":981,\"account number\":299771,\"name\":\"Kuphal, Zieme and Kub\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":12,\"unit price\":37.5,\"ext price\":450.0,\"Tax rate\":0.015,\"Tax amount\":6.75,\"date\":\"2013-12-30 04:04:50\"},{\"null\":982,\"account number\":115138,\"name\":\"Gorczany-Hahn\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":72.35,\"ext price\":1447.0,\"Tax rate\":0.015,\"Tax amount\":21.705,\"date\":\"2014-08-11 19:02:14\"},{\"null\":983,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":2,\"unit price\":48.21,\"ext price\":96.42,\"Tax rate\":0.015,\"Tax amount\":1.4463,\"date\":\"2014-09-16 16:12:02\"},{\"null\":984,\"account number\":711951,\"name\":\"Kilback-Gerlach\",\"sku\":\"VG-32047\",\"category\":\"Shirt\",\"quantity\":1,\"unit price\":91.96,\"ext price\":91.96,\"Tax rate\":0.015,\"Tax amount\":1.3794,\"date\":\"2013-10-23 15:08:31\"},{\"null\":985,\"account number\":929400,\"name\":\"Senger, Upton and Breitenberg\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":7,\"unit price\":62.27,\"ext price\":435.89,\"Tax rate\":0.015,\"Tax amount\":6.53835,\"date\":\"2013-12-30 01:55:14\"},{\"null\":986,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":20,\"unit price\":99.74,\"ext price\":1994.8,\"Tax rate\":0.07,\"Tax amount\":139.636,\"date\":\"2014-04-18 15:39:12\"},{\"null\":987,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":15,\"unit price\":82.82,\"ext price\":1242.3,\"Tax rate\":0.07,\"Tax amount\":86.961,\"date\":\"2014-03-27 04:42:40\"},{\"null\":988,\"account number\":734922,\"name\":\"Berge LLC\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":8,\"unit price\":85.04,\"ext price\":680.32,\"Tax rate\":0.07,\"Tax amount\":47.6224,\"date\":\"2014-02-26 14:43:51\"},{\"null\":989,\"account number\":995267,\"name\":\"Cole-Eichmann\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":73.24,\"ext price\":732.4,\"Tax rate\":0.07,\"Tax amount\":51.268,\"date\":\"2014-06-07 10:04:53\"},{\"null\":990,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"AS-93055\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":68.62,\"ext price\":617.58,\"Tax rate\":0.07,\"Tax amount\":43.2306,\"date\":\"2014-08-12 08:06:21\"},{\"null\":991,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"QN-82852\",\"category\":\"Belt\",\"quantity\":1,\"unit price\":57.33,\"ext price\":57.33,\"Tax rate\":0.07,\"Tax amount\":4.0131,\"date\":\"2014-08-27 11:27:28\"},{\"null\":992,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"KV-99194\",\"category\":\"Shirt\",\"quantity\":9,\"unit price\":27.16,\"ext price\":244.44,\"Tax rate\":0.07,\"Tax amount\":17.1108,\"date\":\"2014-02-08 06:22:34\"},{\"null\":993,\"account number\":659366,\"name\":\"Waelchi-Fahey\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":10,\"unit price\":56.56,\"ext price\":565.6,\"Tax rate\":0.015,\"Tax amount\":8.484,\"date\":\"2014-10-01 11:38:04\"},{\"null\":994,\"account number\":296809,\"name\":\"Carroll PLC\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":20,\"unit price\":14.37,\"ext price\":287.4,\"Tax rate\":0.015,\"Tax amount\":4.311,\"date\":\"2014-07-20 17:22:03\"},{\"null\":995,\"account number\":758133,\"name\":\"Kihn, McClure and Denesik\",\"sku\":\"WJ-02096\",\"category\":\"Belt\",\"quantity\":11,\"unit price\":60.5,\"ext price\":665.5,\"Tax rate\":0.015,\"Tax amount\":9.9825,\"date\":\"2014-08-03 10:39:51\"},{\"null\":996,\"account number\":850140,\"name\":\"Kunze Inc\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":16,\"unit price\":19.66,\"ext price\":314.56,\"Tax rate\":0.015,\"Tax amount\":4.7184,\"date\":\"2014-05-03 21:18:15\"},{\"null\":997,\"account number\":93356,\"name\":\"Waters-Walker\",\"sku\":\"GS-86623\",\"category\":\"Shoes\",\"quantity\":13,\"unit price\":90.95,\"ext price\":1182.35,\"Tax rate\":0.015,\"Tax amount\":17.73525,\"date\":\"2014-06-14 12:43:51\"},{\"null\":998,\"account number\":304860,\"name\":\"Huel-Haag\",\"sku\":\"LL-46261\",\"category\":\"Shoes\",\"quantity\":9,\"unit price\":98.22,\"ext price\":883.98,\"Tax rate\":0.07,\"Tax amount\":61.8786,\"date\":\"2014-07-26 01:10:57\"},{\"null\":999,\"account number\":98022,\"name\":\"Heidenreich-Bosco\",\"sku\":\"LW-86841\",\"category\":\"Shoes\",\"quantity\":14,\"unit price\":74.83,\"ext price\":1047.62,\"Tax rate\":0.07,\"Tax amount\":73.3334,\"date\":\"2014-06-27 05:58:33\"}], [{\"field\": null, \"type\": \"Integer\"}, {\"field\": \"account number\", \"type\": \"Integer\"}, {\"field\": \"name\"}, {\"field\": \"sku\"}, {\"field\": \"category\"}, {\"field\": \"quantity\", \"type\": \"Integer\"}, {\"field\": \"unit price\", \"type\": \"Float\"}, {\"field\": \"ext price\", \"type\": \"Float\"}, {\"field\": \"Tax rate\", \"type\": \"Float\"}, {\"field\": \"Tax amount\", \"type\": \"Float\"}, {\"field\": \"date\"}]);\n",
" grid.initialize_slick_grid();\n",
" });\n",
" });\n",
"});\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"qgrid.show_grid(SALES, remote_js=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plugin is very similar to the capability of an Excel autofilter. It can be handy to quickly filter and sort your data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Improving your plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I have mentioned before how the default pandas plots don't look so great. Fortunately, there are style sheets in matplotlib which go a long way towards improving the visualization of your data.\n",
"\n",
"Here is a simple plot with the default values."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fccbf583750>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAGgCAYAAABYEIcTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fccbf534050>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"SALES.groupby('name')['quantity'].sum().plot(kind=\"bar\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use some of the matplolib styles available to us to make this look better.\n",
"http://matplotlib.org/users/style_sheets.html"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"plt.style.use('ggplot')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fccbf509fd0>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAGnCAYAAABM/hfRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fccbf27d290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"SALES.groupby('name')['quantity'].sum().plot(kind=\"bar\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see all the styles available"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[u'dark_background', u'bmh', u'grayscale', u'ggplot', u'fivethirtyeight']"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.style.available"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"plt.style.use('bmh')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fccbf4a6810>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAGnCAYAAABM/hfRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fccbf332e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"SALES.groupby('name')['quantity'].sum().plot(kind=\"bar\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fccbd840f90>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAH4CAYAAADn3ILAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+z/9yGBv61kKGQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fccbd9131d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"SALES.groupby('name')['quantity'].sum().plot(kind=\"bar\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Each of the different styles have subtle (and not so subtle) changes. Fortunately it is easy to experiment with them and your own plots.\n",
"\n",
"\n",
"You can find other articles at [Practical Business Python](http://pbpython.com)\n",
"\n",
"This notebook is referenced in the following post - http://pbpython.com/ipython-pandas-display-tips.html"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment