1505 lines
68 KiB
Plaintext
1505 lines
68 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "strange-teens",
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||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"#!pip install kaggle\n",
|
||
"#!pip install pandas\n",
|
||
"#!pip install matplotlib\n",
|
||
"#!pip install sklearn"
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": null,
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||
"id": "another-accessory",
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||
"metadata": {},
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||
"outputs": [],
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"source": [
|
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"!kaggle datasets download -d apoorvaappz/global-super-store-dataset"
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 158,
|
||
"id": "valid-malta",
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||
"metadata": {},
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||
"outputs": [
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||
{
|
||
"name": "stdout",
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||
"output_type": "stream",
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"text": [
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"Archive: global-super-store-dataset.zip\n",
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||
" inflating: Global_Superstore2.csv \n",
|
||
" inflating: Global_Superstore2.xlsx \n"
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]
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}
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],
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"source": [
|
||
"!unzip global-super-store-dataset.zip"
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||
]
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},
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{
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"cell_type": "code",
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"execution_count": 159,
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||
"id": "noble-compilation",
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||
"metadata": {},
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||
"outputs": [
|
||
{
|
||
"data": {
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||
"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <th>Ship Mode</th>\n",
|
||
" <th>Customer ID</th>\n",
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||
" <th>Customer Name</th>\n",
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||
" <th>Segment</th>\n",
|
||
" <th>City</th>\n",
|
||
" <th>State</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Product ID</th>\n",
|
||
" <th>Category</th>\n",
|
||
" <th>Sub-Category</th>\n",
|
||
" <th>Product Name</th>\n",
|
||
" <th>Sales</th>\n",
|
||
" <th>Quantity</th>\n",
|
||
" <th>Discount</th>\n",
|
||
" <th>Profit</th>\n",
|
||
" <th>Shipping Cost</th>\n",
|
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" <th>Order Priority</th>\n",
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" <td>32298</td>\n",
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" <td>CA-2012-124891</td>\n",
|
||
" <td>31-07-2012</td>\n",
|
||
" <td>31-07-2012</td>\n",
|
||
" <td>Same Day</td>\n",
|
||
" <td>RH-19495</td>\n",
|
||
" <td>Rick Hansen</td>\n",
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||
" <td>Consumer</td>\n",
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||
" <td>New York City</td>\n",
|
||
" <td>New York</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>TEC-AC-10003033</td>\n",
|
||
" <td>Technology</td>\n",
|
||
" <td>Accessories</td>\n",
|
||
" <td>Plantronics CS510 - Over-the-Head monaural Wir...</td>\n",
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||
" <td>2309.650</td>\n",
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" <td>7</td>\n",
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" <td>0.0</td>\n",
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" <td>762.1845</td>\n",
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||
" <td>933.57</td>\n",
|
||
" <td>Critical</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>26341</td>\n",
|
||
" <td>IN-2013-77878</td>\n",
|
||
" <td>05-02-2013</td>\n",
|
||
" <td>07-02-2013</td>\n",
|
||
" <td>Second Class</td>\n",
|
||
" <td>JR-16210</td>\n",
|
||
" <td>Justin Ritter</td>\n",
|
||
" <td>Corporate</td>\n",
|
||
" <td>Wollongong</td>\n",
|
||
" <td>New South Wales</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>FUR-CH-10003950</td>\n",
|
||
" <td>Furniture</td>\n",
|
||
" <td>Chairs</td>\n",
|
||
" <td>Novimex Executive Leather Armchair, Black</td>\n",
|
||
" <td>3709.395</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>-288.7650</td>\n",
|
||
" <td>923.63</td>\n",
|
||
" <td>Critical</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>25330</td>\n",
|
||
" <td>IN-2013-71249</td>\n",
|
||
" <td>17-10-2013</td>\n",
|
||
" <td>18-10-2013</td>\n",
|
||
" <td>First Class</td>\n",
|
||
" <td>CR-12730</td>\n",
|
||
" <td>Craig Reiter</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>Brisbane</td>\n",
|
||
" <td>Queensland</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>TEC-PH-10004664</td>\n",
|
||
" <td>Technology</td>\n",
|
||
" <td>Phones</td>\n",
|
||
" <td>Nokia Smart Phone, with Caller ID</td>\n",
|
||
" <td>5175.171</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>919.9710</td>\n",
|
||
" <td>915.49</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>13524</td>\n",
|
||
" <td>ES-2013-1579342</td>\n",
|
||
" <td>28-01-2013</td>\n",
|
||
" <td>30-01-2013</td>\n",
|
||
" <td>First Class</td>\n",
|
||
" <td>KM-16375</td>\n",
|
||
" <td>Katherine Murray</td>\n",
|
||
" <td>Home Office</td>\n",
|
||
" <td>Berlin</td>\n",
|
||
" <td>Berlin</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>TEC-PH-10004583</td>\n",
|
||
" <td>Technology</td>\n",
|
||
" <td>Phones</td>\n",
|
||
" <td>Motorola Smart Phone, Cordless</td>\n",
|
||
" <td>2892.510</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.1</td>\n",
|
||
" <td>-96.5400</td>\n",
|
||
" <td>910.16</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>47221</td>\n",
|
||
" <td>SG-2013-4320</td>\n",
|
||
" <td>05-11-2013</td>\n",
|
||
" <td>06-11-2013</td>\n",
|
||
" <td>Same Day</td>\n",
|
||
" <td>RH-9495</td>\n",
|
||
" <td>Rick Hansen</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>Dakar</td>\n",
|
||
" <td>Dakar</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>TEC-SHA-10000501</td>\n",
|
||
" <td>Technology</td>\n",
|
||
" <td>Copiers</td>\n",
|
||
" <td>Sharp Wireless Fax, High-Speed</td>\n",
|
||
" <td>2832.960</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>311.5200</td>\n",
|
||
" <td>903.04</td>\n",
|
||
" <td>Critical</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
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||
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||
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||
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||
" <td>...</td>\n",
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||
" <td>...</td>\n",
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||
" <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>51285</th>\n",
|
||
" <td>29002</td>\n",
|
||
" <td>IN-2014-62366</td>\n",
|
||
" <td>19-06-2014</td>\n",
|
||
" <td>19-06-2014</td>\n",
|
||
" <td>Same Day</td>\n",
|
||
" <td>KE-16420</td>\n",
|
||
" <td>Katrina Edelman</td>\n",
|
||
" <td>Corporate</td>\n",
|
||
" <td>Kure</td>\n",
|
||
" <td>Hiroshima</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-FA-10000746</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Fasteners</td>\n",
|
||
" <td>Advantus Thumb Tacks, 12 Pack</td>\n",
|
||
" <td>65.100</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>4.5000</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51286</th>\n",
|
||
" <td>35398</td>\n",
|
||
" <td>US-2014-102288</td>\n",
|
||
" <td>20-06-2014</td>\n",
|
||
" <td>24-06-2014</td>\n",
|
||
" <td>Standard Class</td>\n",
|
||
" <td>ZC-21910</td>\n",
|
||
" <td>Zuschuss Carroll</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>Houston</td>\n",
|
||
" <td>Texas</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-AP-10002906</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Appliances</td>\n",
|
||
" <td>Hoover Replacement Belt for Commercial Guardsm...</td>\n",
|
||
" <td>0.444</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.8</td>\n",
|
||
" <td>-1.1100</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51287</th>\n",
|
||
" <td>40470</td>\n",
|
||
" <td>US-2013-155768</td>\n",
|
||
" <td>02-12-2013</td>\n",
|
||
" <td>02-12-2013</td>\n",
|
||
" <td>Same Day</td>\n",
|
||
" <td>LB-16795</td>\n",
|
||
" <td>Laurel Beltran</td>\n",
|
||
" <td>Home Office</td>\n",
|
||
" <td>Oxnard</td>\n",
|
||
" <td>California</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-EN-10001219</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Envelopes</td>\n",
|
||
" <td>#10- 4 1/8\" x 9 1/2\" Security-Tint Envelopes</td>\n",
|
||
" <td>22.920</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>11.2308</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>High</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51288</th>\n",
|
||
" <td>9596</td>\n",
|
||
" <td>MX-2012-140767</td>\n",
|
||
" <td>18-02-2012</td>\n",
|
||
" <td>22-02-2012</td>\n",
|
||
" <td>Standard Class</td>\n",
|
||
" <td>RB-19795</td>\n",
|
||
" <td>Ross Baird</td>\n",
|
||
" <td>Home Office</td>\n",
|
||
" <td>Valinhos</td>\n",
|
||
" <td>Săo Paulo</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-BI-10000806</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Binders</td>\n",
|
||
" <td>Acco Index Tab, Economy</td>\n",
|
||
" <td>13.440</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.4000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51289</th>\n",
|
||
" <td>6147</td>\n",
|
||
" <td>MX-2012-134460</td>\n",
|
||
" <td>22-05-2012</td>\n",
|
||
" <td>26-05-2012</td>\n",
|
||
" <td>Second Class</td>\n",
|
||
" <td>MC-18100</td>\n",
|
||
" <td>Mick Crebagga</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>Tipitapa</td>\n",
|
||
" <td>Managua</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-PA-10004155</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Paper</td>\n",
|
||
" <td>Eaton Computer Printout Paper, 8.5 x 11</td>\n",
|
||
" <td>61.380</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>1.8000</td>\n",
|
||
" <td>0.00</td>\n",
|
||
" <td>High</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>51290 rows × 24 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Row ID Order ID Order Date Ship Date Ship Mode \\\n",
|
||
"0 32298 CA-2012-124891 31-07-2012 31-07-2012 Same Day \n",
|
||
"1 26341 IN-2013-77878 05-02-2013 07-02-2013 Second Class \n",
|
||
"2 25330 IN-2013-71249 17-10-2013 18-10-2013 First Class \n",
|
||
"3 13524 ES-2013-1579342 28-01-2013 30-01-2013 First Class \n",
|
||
"4 47221 SG-2013-4320 05-11-2013 06-11-2013 Same Day \n",
|
||
"... ... ... ... ... ... \n",
|
||
"51285 29002 IN-2014-62366 19-06-2014 19-06-2014 Same Day \n",
|
||
"51286 35398 US-2014-102288 20-06-2014 24-06-2014 Standard Class \n",
|
||
"51287 40470 US-2013-155768 02-12-2013 02-12-2013 Same Day \n",
|
||
"51288 9596 MX-2012-140767 18-02-2012 22-02-2012 Standard Class \n",
|
||
"51289 6147 MX-2012-134460 22-05-2012 26-05-2012 Second Class \n",
|
||
"\n",
|
||
" Customer ID Customer Name Segment City \\\n",
|
||
"0 RH-19495 Rick Hansen Consumer New York City \n",
|
||
"1 JR-16210 Justin Ritter Corporate Wollongong \n",
|
||
"2 CR-12730 Craig Reiter Consumer Brisbane \n",
|
||
"3 KM-16375 Katherine Murray Home Office Berlin \n",
|
||
"4 RH-9495 Rick Hansen Consumer Dakar \n",
|
||
"... ... ... ... ... \n",
|
||
"51285 KE-16420 Katrina Edelman Corporate Kure \n",
|
||
"51286 ZC-21910 Zuschuss Carroll Consumer Houston \n",
|
||
"51287 LB-16795 Laurel Beltran Home Office Oxnard \n",
|
||
"51288 RB-19795 Ross Baird Home Office Valinhos \n",
|
||
"51289 MC-18100 Mick Crebagga Consumer Tipitapa \n",
|
||
"\n",
|
||
" State ... Product ID Category Sub-Category \\\n",
|
||
"0 New York ... TEC-AC-10003033 Technology Accessories \n",
|
||
"1 New South Wales ... FUR-CH-10003950 Furniture Chairs \n",
|
||
"2 Queensland ... TEC-PH-10004664 Technology Phones \n",
|
||
"3 Berlin ... TEC-PH-10004583 Technology Phones \n",
|
||
"4 Dakar ... TEC-SHA-10000501 Technology Copiers \n",
|
||
"... ... ... ... ... ... \n",
|
||
"51285 Hiroshima ... OFF-FA-10000746 Office Supplies Fasteners \n",
|
||
"51286 Texas ... OFF-AP-10002906 Office Supplies Appliances \n",
|
||
"51287 California ... OFF-EN-10001219 Office Supplies Envelopes \n",
|
||
"51288 Săo Paulo ... OFF-BI-10000806 Office Supplies Binders \n",
|
||
"51289 Managua ... OFF-PA-10004155 Office Supplies Paper \n",
|
||
"\n",
|
||
" Product Name Sales Quantity \\\n",
|
||
"0 Plantronics CS510 - Over-the-Head monaural Wir... 2309.650 7 \n",
|
||
"1 Novimex Executive Leather Armchair, Black 3709.395 9 \n",
|
||
"2 Nokia Smart Phone, with Caller ID 5175.171 9 \n",
|
||
"3 Motorola Smart Phone, Cordless 2892.510 5 \n",
|
||
"4 Sharp Wireless Fax, High-Speed 2832.960 8 \n",
|
||
"... ... ... ... \n",
|
||
"51285 Advantus Thumb Tacks, 12 Pack 65.100 5 \n",
|
||
"51286 Hoover Replacement Belt for Commercial Guardsm... 0.444 1 \n",
|
||
"51287 #10- 4 1/8\" x 9 1/2\" Security-Tint Envelopes 22.920 3 \n",
|
||
"51288 Acco Index Tab, Economy 13.440 2 \n",
|
||
"51289 Eaton Computer Printout Paper, 8.5 x 11 61.380 3 \n",
|
||
"\n",
|
||
" Discount Profit Shipping Cost Order Priority \n",
|
||
"0 0.0 762.1845 933.57 Critical \n",
|
||
"1 0.1 -288.7650 923.63 Critical \n",
|
||
"2 0.1 919.9710 915.49 Medium \n",
|
||
"3 0.1 -96.5400 910.16 Medium \n",
|
||
"4 0.0 311.5200 903.04 Critical \n",
|
||
"... ... ... ... ... \n",
|
||
"51285 0.0 4.5000 0.01 Medium \n",
|
||
"51286 0.8 -1.1100 0.01 Medium \n",
|
||
"51287 0.0 11.2308 0.01 High \n",
|
||
"51288 0.0 2.4000 0.00 Medium \n",
|
||
"51289 0.0 1.8000 0.00 High \n",
|
||
"\n",
|
||
"[51290 rows x 24 columns]"
|
||
]
|
||
},
|
||
"execution_count": 159,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"gssd=pd.read_csv('Global_Superstore2.csv', encoding=\"latin2\")\n",
|
||
"gssd"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 160,
|
||
"id": "multiple-council",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 161,
|
||
"id": "green-trunk",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"gssd_train, gssd_dev, gssd_test = np.split(gssd.sample(frac=1, random_state=42), [int(.6*len(gssd)), int(.8*len(gssd))])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 162,
|
||
"id": "operating-catalyst",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"51290"
|
||
]
|
||
},
|
||
"execution_count": 162,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"gssd.shape[0] # Liczba danych w całym zbiorze"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 163,
|
||
"id": "female-landscape",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"30774"
|
||
]
|
||
},
|
||
"execution_count": 163,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"gssd_train.shape[0] # Liczba danych w zbiorze do nauczania"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 164,
|
||
"id": "thirty-auckland",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"10258"
|
||
]
|
||
},
|
||
"execution_count": 164,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"gssd_dev.shape[0] # Liczba danych w zbiorze do walidacji"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 165,
|
||
"id": "mysterious-alignment",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"10258"
|
||
]
|
||
},
|
||
"execution_count": 165,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"gssd_test.shape[0] # Liczba danych w zbiorze do testowania"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 166,
|
||
"id": "stone-combining",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
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|
||
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|
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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||
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|
||
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||
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||
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||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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||
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|
||
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|
||
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|
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||
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||
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||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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|
||
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||
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||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>7.790000</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"</table>\n",
|
||
"<p>11 rows × 24 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Row ID Order ID Order Date Ship Date Ship Mode \\\n",
|
||
"count 51290.00000 51290 51290 51290 51290 \n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"std NaN NaN NaN NaN NaN ... \n",
|
||
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|
||
"25% NaN NaN NaN NaN NaN ... \n",
|
||
"50% NaN NaN NaN NaN NaN ... \n",
|
||
"75% NaN NaN NaN NaN NaN ... \n",
|
||
"max NaN NaN NaN NaN NaN ... \n",
|
||
"\n",
|
||
" Product ID Category Sub-Category Product Name \\\n",
|
||
"count 51290 51290 51290 51290 \n",
|
||
"unique 10292 3 17 3788 \n",
|
||
"top OFF-AR-10003651 Office Supplies Binders Staples \n",
|
||
"freq 35 31273 6152 227 \n",
|
||
"mean NaN NaN NaN NaN \n",
|
||
"std NaN NaN NaN NaN \n",
|
||
"min NaN NaN NaN NaN \n",
|
||
"25% NaN NaN NaN NaN \n",
|
||
"50% NaN NaN NaN NaN \n",
|
||
"75% NaN NaN NaN NaN \n",
|
||
"max NaN NaN NaN NaN \n",
|
||
"\n",
|
||
" Sales Quantity Discount Profit Shipping Cost \\\n",
|
||
"count 51290.000000 51290.000000 51290.000000 51290.000000 51290.000000 \n",
|
||
"unique NaN NaN NaN NaN NaN \n",
|
||
"top NaN NaN NaN NaN NaN \n",
|
||
"freq NaN NaN NaN NaN NaN \n",
|
||
"mean 246.490581 3.476545 0.142908 28.610982 26.375915 \n",
|
||
"std 487.565361 2.278766 0.212280 174.340972 57.296804 \n",
|
||
"min 0.444000 1.000000 0.000000 -6599.978000 0.000000 \n",
|
||
"25% 30.758625 2.000000 0.000000 0.000000 2.610000 \n",
|
||
"50% 85.053000 3.000000 0.000000 9.240000 7.790000 \n",
|
||
"75% 251.053200 5.000000 0.200000 36.810000 24.450000 \n",
|
||
"max 22638.480000 14.000000 0.850000 8399.976000 933.570000 \n",
|
||
"\n",
|
||
" Order Priority \n",
|
||
"count 51290 \n",
|
||
"unique 4 \n",
|
||
"top Medium \n",
|
||
"freq 29433 \n",
|
||
"mean NaN \n",
|
||
"std NaN \n",
|
||
"min NaN \n",
|
||
"25% NaN \n",
|
||
"50% NaN \n",
|
||
"75% NaN \n",
|
||
"max NaN \n",
|
||
"\n",
|
||
"[11 rows x 24 columns]"
|
||
]
|
||
},
|
||
"execution_count": 166,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"gssd.describe(include='all')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 167,
|
||
"id": "demanding-milwaukee",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Binders 6152\n",
|
||
"Storage 5059\n",
|
||
"Art 4883\n",
|
||
"Paper 3538\n",
|
||
"Chairs 3434\n",
|
||
"Phones 3357\n",
|
||
"Furnishings 3170\n",
|
||
"Accessories 3075\n",
|
||
"Labels 2606\n",
|
||
"Envelopes 2435\n",
|
||
"Supplies 2425\n",
|
||
"Fasteners 2420\n",
|
||
"Bookcases 2411\n",
|
||
"Copiers 2223\n",
|
||
"Appliances 1755\n",
|
||
"Machines 1486\n",
|
||
"Tables 861\n",
|
||
"Name: Sub-Category, dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 167,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"gssd[\"Sub-Category\"].value_counts()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 168,
|
||
"id": "above-script",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot:>"
|
||
]
|
||
},
|
||
"execution_count": 168,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib\n",
|
||
"gssd[\"Sub-Category\"].value_counts().plot(kind=\"bar\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 169,
|
||
"id": "abroad-durham",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Postal Code\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"#Wypisanie kolumn z wartościami NaN\n",
|
||
"for col in gssd.columns:\n",
|
||
" if gssd[col].isnull().values.any():\n",
|
||
" print(col) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 170,
|
||
"id": "centered-realtor",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#Usunięcię kolumny Postal Code, ponieważ nie ma większego znaczenia dla danych, a jest w niej sporo wartości NaN\n",
|
||
"gssd = gssd.dropna(axis='columns')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "relevant-receptor",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#Normalizacja wartości float\n",
|
||
"from sklearn import preprocessing\n",
|
||
"flcols = gssd.select_dtypes(include=['float64']).columns\n",
|
||
"x = gssd.select_dtypes(include=['float64']).values\n",
|
||
"min_max_scaler = preprocessing.MinMaxScaler()\n",
|
||
"x_scaled = min_max_scaler.fit_transform(x)\n",
|
||
"normcols = pd.DataFrame(x_scaled, columns=flcols)\n",
|
||
"for col in flcols:\n",
|
||
" gssd[col] = normcols[col]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 172,
|
||
"id": "informal-unemployment",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
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|
||
"<style scoped>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" .dataframe thead th {\n",
|
||
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|
||
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|
||
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|
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"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Row ID</th>\n",
|
||
" <th>Order ID</th>\n",
|
||
" <th>Order Date</th>\n",
|
||
" <th>Ship Date</th>\n",
|
||
" <th>Ship Mode</th>\n",
|
||
" <th>Customer ID</th>\n",
|
||
" <th>Customer Name</th>\n",
|
||
" <th>Segment</th>\n",
|
||
" <th>City</th>\n",
|
||
" <th>State</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>Product ID</th>\n",
|
||
" <th>Category</th>\n",
|
||
" <th>Sub-Category</th>\n",
|
||
" <th>Product Name</th>\n",
|
||
" <th>Sales</th>\n",
|
||
" <th>Quantity</th>\n",
|
||
" <th>Discount</th>\n",
|
||
" <th>Profit</th>\n",
|
||
" <th>Shipping Cost</th>\n",
|
||
" <th>Order Priority</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>32298</td>\n",
|
||
" <td>CA-2012-124891</td>\n",
|
||
" <td>31-07-2012</td>\n",
|
||
" <td>31-07-2012</td>\n",
|
||
" <td>Same Day</td>\n",
|
||
" <td>RH-19495</td>\n",
|
||
" <td>Rick Hansen</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>New York City</td>\n",
|
||
" <td>New York</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>TEC-AC-10003033</td>\n",
|
||
" <td>Technology</td>\n",
|
||
" <td>Accessories</td>\n",
|
||
" <td>Plantronics CS510 - Over-the-Head monaural Wir...</td>\n",
|
||
" <td>0.102006</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.490812</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" <td>Critical</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>26341</td>\n",
|
||
" <td>IN-2013-77878</td>\n",
|
||
" <td>05-02-2013</td>\n",
|
||
" <td>07-02-2013</td>\n",
|
||
" <td>Second Class</td>\n",
|
||
" <td>JR-16210</td>\n",
|
||
" <td>Justin Ritter</td>\n",
|
||
" <td>Corporate</td>\n",
|
||
" <td>Wollongong</td>\n",
|
||
" <td>New South Wales</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>FUR-CH-10003950</td>\n",
|
||
" <td>Furniture</td>\n",
|
||
" <td>Chairs</td>\n",
|
||
" <td>Novimex Executive Leather Armchair, Black</td>\n",
|
||
" <td>0.163837</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0.117647</td>\n",
|
||
" <td>0.420749</td>\n",
|
||
" <td>0.989353</td>\n",
|
||
" <td>Critical</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>25330</td>\n",
|
||
" <td>IN-2013-71249</td>\n",
|
||
" <td>17-10-2013</td>\n",
|
||
" <td>18-10-2013</td>\n",
|
||
" <td>First Class</td>\n",
|
||
" <td>CR-12730</td>\n",
|
||
" <td>Craig Reiter</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>Brisbane</td>\n",
|
||
" <td>Queensland</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>TEC-PH-10004664</td>\n",
|
||
" <td>Technology</td>\n",
|
||
" <td>Phones</td>\n",
|
||
" <td>Nokia Smart Phone, with Caller ID</td>\n",
|
||
" <td>0.228586</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>0.117647</td>\n",
|
||
" <td>0.501331</td>\n",
|
||
" <td>0.980633</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>13524</td>\n",
|
||
" <td>ES-2013-1579342</td>\n",
|
||
" <td>28-01-2013</td>\n",
|
||
" <td>30-01-2013</td>\n",
|
||
" <td>First Class</td>\n",
|
||
" <td>KM-16375</td>\n",
|
||
" <td>Katherine Murray</td>\n",
|
||
" <td>Home Office</td>\n",
|
||
" <td>Berlin</td>\n",
|
||
" <td>Berlin</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>TEC-PH-10004583</td>\n",
|
||
" <td>Technology</td>\n",
|
||
" <td>Phones</td>\n",
|
||
" <td>Motorola Smart Phone, Cordless</td>\n",
|
||
" <td>0.127753</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.117647</td>\n",
|
||
" <td>0.433564</td>\n",
|
||
" <td>0.974924</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>47221</td>\n",
|
||
" <td>SG-2013-4320</td>\n",
|
||
" <td>05-11-2013</td>\n",
|
||
" <td>06-11-2013</td>\n",
|
||
" <td>Same Day</td>\n",
|
||
" <td>RH-9495</td>\n",
|
||
" <td>Rick Hansen</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>Dakar</td>\n",
|
||
" <td>Dakar</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>TEC-SHA-10000501</td>\n",
|
||
" <td>Technology</td>\n",
|
||
" <td>Copiers</td>\n",
|
||
" <td>Sharp Wireless Fax, High-Speed</td>\n",
|
||
" <td>0.125122</td>\n",
|
||
" <td>8</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.460768</td>\n",
|
||
" <td>0.967298</td>\n",
|
||
" <td>Critical</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51285</th>\n",
|
||
" <td>29002</td>\n",
|
||
" <td>IN-2014-62366</td>\n",
|
||
" <td>19-06-2014</td>\n",
|
||
" <td>19-06-2014</td>\n",
|
||
" <td>Same Day</td>\n",
|
||
" <td>KE-16420</td>\n",
|
||
" <td>Katrina Edelman</td>\n",
|
||
" <td>Corporate</td>\n",
|
||
" <td>Kure</td>\n",
|
||
" <td>Hiroshima</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-FA-10000746</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Fasteners</td>\n",
|
||
" <td>Advantus Thumb Tacks, 12 Pack</td>\n",
|
||
" <td>0.002856</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.440300</td>\n",
|
||
" <td>0.000011</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51286</th>\n",
|
||
" <td>35398</td>\n",
|
||
" <td>US-2014-102288</td>\n",
|
||
" <td>20-06-2014</td>\n",
|
||
" <td>24-06-2014</td>\n",
|
||
" <td>Standard Class</td>\n",
|
||
" <td>ZC-21910</td>\n",
|
||
" <td>Zuschuss Carroll</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>Houston</td>\n",
|
||
" <td>Texas</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-AP-10002906</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Appliances</td>\n",
|
||
" <td>Hoover Replacement Belt for Commercial Guardsm...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.941176</td>\n",
|
||
" <td>0.439926</td>\n",
|
||
" <td>0.000011</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51287</th>\n",
|
||
" <td>40470</td>\n",
|
||
" <td>US-2013-155768</td>\n",
|
||
" <td>02-12-2013</td>\n",
|
||
" <td>02-12-2013</td>\n",
|
||
" <td>Same Day</td>\n",
|
||
" <td>LB-16795</td>\n",
|
||
" <td>Laurel Beltran</td>\n",
|
||
" <td>Home Office</td>\n",
|
||
" <td>Oxnard</td>\n",
|
||
" <td>California</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-EN-10001219</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Envelopes</td>\n",
|
||
" <td>#10- 4 1/8\" x 9 1/2\" Security-Tint Envelopes</td>\n",
|
||
" <td>0.000993</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.440749</td>\n",
|
||
" <td>0.000011</td>\n",
|
||
" <td>High</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51288</th>\n",
|
||
" <td>9596</td>\n",
|
||
" <td>MX-2012-140767</td>\n",
|
||
" <td>18-02-2012</td>\n",
|
||
" <td>22-02-2012</td>\n",
|
||
" <td>Standard Class</td>\n",
|
||
" <td>RB-19795</td>\n",
|
||
" <td>Ross Baird</td>\n",
|
||
" <td>Home Office</td>\n",
|
||
" <td>Valinhos</td>\n",
|
||
" <td>Săo Paulo</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-BI-10000806</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Binders</td>\n",
|
||
" <td>Acco Index Tab, Economy</td>\n",
|
||
" <td>0.000574</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.440160</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>Medium</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>51289</th>\n",
|
||
" <td>6147</td>\n",
|
||
" <td>MX-2012-134460</td>\n",
|
||
" <td>22-05-2012</td>\n",
|
||
" <td>26-05-2012</td>\n",
|
||
" <td>Second Class</td>\n",
|
||
" <td>MC-18100</td>\n",
|
||
" <td>Mick Crebagga</td>\n",
|
||
" <td>Consumer</td>\n",
|
||
" <td>Tipitapa</td>\n",
|
||
" <td>Managua</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>OFF-PA-10004155</td>\n",
|
||
" <td>Office Supplies</td>\n",
|
||
" <td>Paper</td>\n",
|
||
" <td>Eaton Computer Printout Paper, 8.5 x 11</td>\n",
|
||
" <td>0.002692</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.440120</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>High</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>51290 rows × 23 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Row ID Order ID Order Date Ship Date Ship Mode \\\n",
|
||
"0 32298 CA-2012-124891 31-07-2012 31-07-2012 Same Day \n",
|
||
"1 26341 IN-2013-77878 05-02-2013 07-02-2013 Second Class \n",
|
||
"2 25330 IN-2013-71249 17-10-2013 18-10-2013 First Class \n",
|
||
"3 13524 ES-2013-1579342 28-01-2013 30-01-2013 First Class \n",
|
||
"4 47221 SG-2013-4320 05-11-2013 06-11-2013 Same Day \n",
|
||
"... ... ... ... ... ... \n",
|
||
"51285 29002 IN-2014-62366 19-06-2014 19-06-2014 Same Day \n",
|
||
"51286 35398 US-2014-102288 20-06-2014 24-06-2014 Standard Class \n",
|
||
"51287 40470 US-2013-155768 02-12-2013 02-12-2013 Same Day \n",
|
||
"51288 9596 MX-2012-140767 18-02-2012 22-02-2012 Standard Class \n",
|
||
"51289 6147 MX-2012-134460 22-05-2012 26-05-2012 Second Class \n",
|
||
"\n",
|
||
" Customer ID Customer Name Segment City \\\n",
|
||
"0 RH-19495 Rick Hansen Consumer New York City \n",
|
||
"1 JR-16210 Justin Ritter Corporate Wollongong \n",
|
||
"2 CR-12730 Craig Reiter Consumer Brisbane \n",
|
||
"3 KM-16375 Katherine Murray Home Office Berlin \n",
|
||
"4 RH-9495 Rick Hansen Consumer Dakar \n",
|
||
"... ... ... ... ... \n",
|
||
"51285 KE-16420 Katrina Edelman Corporate Kure \n",
|
||
"51286 ZC-21910 Zuschuss Carroll Consumer Houston \n",
|
||
"51287 LB-16795 Laurel Beltran Home Office Oxnard \n",
|
||
"51288 RB-19795 Ross Baird Home Office Valinhos \n",
|
||
"51289 MC-18100 Mick Crebagga Consumer Tipitapa \n",
|
||
"\n",
|
||
" State ... Product ID Category Sub-Category \\\n",
|
||
"0 New York ... TEC-AC-10003033 Technology Accessories \n",
|
||
"1 New South Wales ... FUR-CH-10003950 Furniture Chairs \n",
|
||
"2 Queensland ... TEC-PH-10004664 Technology Phones \n",
|
||
"3 Berlin ... TEC-PH-10004583 Technology Phones \n",
|
||
"4 Dakar ... TEC-SHA-10000501 Technology Copiers \n",
|
||
"... ... ... ... ... ... \n",
|
||
"51285 Hiroshima ... OFF-FA-10000746 Office Supplies Fasteners \n",
|
||
"51286 Texas ... OFF-AP-10002906 Office Supplies Appliances \n",
|
||
"51287 California ... OFF-EN-10001219 Office Supplies Envelopes \n",
|
||
"51288 Săo Paulo ... OFF-BI-10000806 Office Supplies Binders \n",
|
||
"51289 Managua ... OFF-PA-10004155 Office Supplies Paper \n",
|
||
"\n",
|
||
" Product Name Sales Quantity \\\n",
|
||
"0 Plantronics CS510 - Over-the-Head monaural Wir... 0.102006 7 \n",
|
||
"1 Novimex Executive Leather Armchair, Black 0.163837 9 \n",
|
||
"2 Nokia Smart Phone, with Caller ID 0.228586 9 \n",
|
||
"3 Motorola Smart Phone, Cordless 0.127753 5 \n",
|
||
"4 Sharp Wireless Fax, High-Speed 0.125122 8 \n",
|
||
"... ... ... ... \n",
|
||
"51285 Advantus Thumb Tacks, 12 Pack 0.002856 5 \n",
|
||
"51286 Hoover Replacement Belt for Commercial Guardsm... 0.000000 1 \n",
|
||
"51287 #10- 4 1/8\" x 9 1/2\" Security-Tint Envelopes 0.000993 3 \n",
|
||
"51288 Acco Index Tab, Economy 0.000574 2 \n",
|
||
"51289 Eaton Computer Printout Paper, 8.5 x 11 0.002692 3 \n",
|
||
"\n",
|
||
" Discount Profit Shipping Cost Order Priority \n",
|
||
"0 0.000000 0.490812 1.000000 Critical \n",
|
||
"1 0.117647 0.420749 0.989353 Critical \n",
|
||
"2 0.117647 0.501331 0.980633 Medium \n",
|
||
"3 0.117647 0.433564 0.974924 Medium \n",
|
||
"4 0.000000 0.460768 0.967298 Critical \n",
|
||
"... ... ... ... ... \n",
|
||
"51285 0.000000 0.440300 0.000011 Medium \n",
|
||
"51286 0.941176 0.439926 0.000011 Medium \n",
|
||
"51287 0.000000 0.440749 0.000011 High \n",
|
||
"51288 0.000000 0.440160 0.000000 Medium \n",
|
||
"51289 0.000000 0.440120 0.000000 High \n",
|
||
"\n",
|
||
"[51290 rows x 23 columns]"
|
||
]
|
||
},
|
||
"execution_count": 172,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"gssd"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "reserved-cookie",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.8.5"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|