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pdfplumber/examples/notebooks/extract-table-ca-warn-report.ipynb
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Jeremy Singer-Vine d7e4915c11 Update example notebooks
2024-08-07 15:50:10 -04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Demonstration of `pdfplumber`'s `extract_table` method.\n",
"\n",
"This notebook uses `pdfplumber` to extract data from an [California Worker Adjustment and Retraining Notification (WARN) report](../pdfs/ca-warn-report.pdf)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import `pdfplumber`"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.044463Z",
"iopub.status.busy": "2022-07-18T14:47:49.043937Z",
"iopub.status.idle": "2022-07-18T14:47:49.090608Z",
"shell.execute_reply": "2022-07-18T14:47:49.090181Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.11.3\n"
]
}
],
"source": [
"import pdfplumber\n",
"print(pdfplumber.__version__)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Load the PDF"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.093045Z",
"iopub.status.busy": "2022-07-18T14:47:49.092881Z",
"iopub.status.idle": "2022-07-18T14:47:49.115547Z",
"shell.execute_reply": "2022-07-18T14:47:49.115279Z"
}
},
"outputs": [],
"source": [
"pdf = pdfplumber.open(\"../pdfs/ca-warn-report.pdf\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get the first page"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.117150Z",
"iopub.status.busy": "2022-07-18T14:47:49.117042Z",
"iopub.status.idle": "2022-07-18T14:47:49.124602Z",
"shell.execute_reply": "2022-07-18T14:47:49.124365Z"
}
},
"outputs": [],
"source": [
"p0 = pdf.pages[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Display the first page"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.126047Z",
"iopub.status.busy": "2022-07-18T14:47:49.125940Z",
"iopub.status.idle": "2022-07-18T14:47:49.353507Z",
"shell.execute_reply": "2022-07-18T14:47:49.353248Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x107a93a40>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = p0.to_image()\n",
"im"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Use `.extract_table` to get the data from the largest table on the page"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.355260Z",
"iopub.status.busy": "2022-07-18T14:47:49.355148Z",
"iopub.status.idle": "2022-07-18T14:47:49.541985Z",
"shell.execute_reply": "2022-07-18T14:47:49.541545Z"
}
},
"outputs": [],
"source": [
"table = p0.extract_table()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`.extract_table` returns a list of lists, with each inner list representing a row in the table. Here are the first three rows:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.543952Z",
"iopub.status.busy": "2022-07-18T14:47:49.543825Z",
"iopub.status.idle": "2022-07-18T14:47:49.546726Z",
"shell.execute_reply": "2022-07-18T14:47:49.546289Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[['Notice Date',\n",
" 'Effective',\n",
" 'Received',\n",
" 'Company',\n",
" 'City',\n",
" 'No. Of',\n",
" 'Layoff/Closure'],\n",
" ['06/22/2015',\n",
" '0 3 / 2 5 / 2 0 16',\n",
" '0 7 / 0 1 / 2 0 15',\n",
" 'Maxim Integrated Product',\n",
" 'San Jose',\n",
" '150',\n",
" 'Closure Permanent'],\n",
" ['06/30/2015',\n",
" '0 8 / 2 9 / 2 0 15',\n",
" '0 7 / 0 1 / 2 0 15',\n",
" 'McGraw-Hill Education',\n",
" 'Monterey',\n",
" '137',\n",
" 'Layoff Unknown at this time']]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"table[:3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Basic cleanup\n",
"\n",
"We can use `pandas` to render the list as a DataFrame, and to remove the extra spaces within some of the dates."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.548595Z",
"iopub.status.busy": "2022-07-18T14:47:49.548470Z",
"iopub.status.idle": "2022-07-18T14:47:49.829681Z",
"shell.execute_reply": "2022-07-18T14:47:49.829370Z"
}
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.831501Z",
"iopub.status.busy": "2022-07-18T14:47:49.831343Z",
"iopub.status.idle": "2022-07-18T14:47:49.836849Z",
"shell.execute_reply": "2022-07-18T14:47:49.836593Z"
}
},
"outputs": [],
"source": [
"df = pd.DataFrame(table[1:], columns=table[0])\n",
"for column in [\"Effective\", \"Received\"]:\n",
" df[column] = df[column].str.replace(\" \", \"\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.838270Z",
"iopub.status.busy": "2022-07-18T14:47:49.838160Z",
"iopub.status.idle": "2022-07-18T14:47:49.844983Z",
"shell.execute_reply": "2022-07-18T14:47:49.844735Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Notice Date</th>\n",
" <th>Effective</th>\n",
" <th>Received</th>\n",
" <th>Company</th>\n",
" <th>City</th>\n",
" <th>No. Of</th>\n",
" <th>Layoff/Closure</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>06/22/2015</td>\n",
" <td>03/25/2016</td>\n",
" <td>07/01/2015</td>\n",
" <td>Maxim Integrated Product</td>\n",
" <td>San Jose</td>\n",
" <td>150</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>06/30/2015</td>\n",
" <td>08/29/2015</td>\n",
" <td>07/01/2015</td>\n",
" <td>McGraw-Hill Education</td>\n",
" <td>Monterey</td>\n",
" <td>137</td>\n",
" <td>Layoff Unknown at this time</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>06/30/2015</td>\n",
" <td>08/30/2015</td>\n",
" <td>07/01/2015</td>\n",
" <td>Long Beach Memorial Medical Center</td>\n",
" <td>Long Beach</td>\n",
" <td>90</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>07/01/2015</td>\n",
" <td>09/02/2015</td>\n",
" <td>07/01/2015</td>\n",
" <td>Leidos</td>\n",
" <td>El Segundo</td>\n",
" <td>72</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>07/01/2015</td>\n",
" <td>09/30/2016</td>\n",
" <td>07/01/2015</td>\n",
" <td>Bosch Healthcare Systems, Inc.</td>\n",
" <td>Palo Alto</td>\n",
" <td>55</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>06/29/2015</td>\n",
" <td>09/01/2015</td>\n",
" <td>07/02/2015</td>\n",
" <td>Encompass Digital Media, Inc.</td>\n",
" <td>Los Angeles</td>\n",
" <td>41</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>07/02/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>07/02/2015</td>\n",
" <td>Alphatec Spine</td>\n",
" <td>Carlsbad</td>\n",
" <td>99</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>06/30/2015</td>\n",
" <td>08/07/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>Symantec Corporation</td>\n",
" <td>Mountain View</td>\n",
" <td>60</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>06/30/2015</td>\n",
" <td>08/31/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>Fusion Contacts Centers, LLC</td>\n",
" <td>Santa Maria</td>\n",
" <td>50</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>06/30/2015</td>\n",
" <td>09/15/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>KLA-Tencor Corporation</td>\n",
" <td>Milpitas</td>\n",
" <td>213</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>07/01/2015</td>\n",
" <td>09/04/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>Southern California Edison Company</td>\n",
" <td>San Clemente</td>\n",
" <td>100</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>07/02/2015</td>\n",
" <td>09/01/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>State Fish Company, Inc.</td>\n",
" <td>Wilmington</td>\n",
" <td>76</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>07/02/2015</td>\n",
" <td>09/04/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>Boeing Company</td>\n",
" <td>Long Beach</td>\n",
" <td>56</td>\n",
" <td>Layoff Unknown at this time</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>07/06/2015</td>\n",
" <td>09/04/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>Bridgepoint Education, Inc.</td>\n",
" <td>San Diego</td>\n",
" <td>7</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>07/06/2015</td>\n",
" <td>09/04/2015</td>\n",
" <td>07/06/2015</td>\n",
" <td>Bridgepoint Education, Inc.</td>\n",
" <td>San Diego</td>\n",
" <td>15</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>07/01/2015</td>\n",
" <td>06/29/2015</td>\n",
" <td>07/07/2015</td>\n",
" <td>BAE Systems</td>\n",
" <td>San Francisco</td>\n",
" <td>4</td>\n",
" <td>Layoff Temporary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>07/01/2015</td>\n",
" <td>06/29/2015</td>\n",
" <td>07/07/2015</td>\n",
" <td>BAE Systems</td>\n",
" <td>San Francisco</td>\n",
" <td>78</td>\n",
" <td>Layoff Temporary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>07/01/2015</td>\n",
" <td>09/07/2015</td>\n",
" <td>07/07/2015</td>\n",
" <td>Bay Bread LLC dba Bakery Los Angeles</td>\n",
" <td>San Fernando</td>\n",
" <td>50</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>07/01/2015</td>\n",
" <td>09/25/2015</td>\n",
" <td>07/07/2015</td>\n",
" <td>Bay Bread LLC dba New French Bakery</td>\n",
" <td>South San</td>\n",
" <td>121</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>07/02/2015</td>\n",
" <td>06/12/2015</td>\n",
" <td>07/07/2015</td>\n",
" <td>Hewlett-Packard Company</td>\n",
" <td>Palo Alto</td>\n",
" <td>65</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>07/08/2015</td>\n",
" <td>09/06/2015</td>\n",
" <td>07/08/2015</td>\n",
" <td>Microsoft Corporation</td>\n",
" <td>San Diego</td>\n",
" <td>129</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>06/25/2015</td>\n",
" <td>10/09/2015</td>\n",
" <td>07/10/2015</td>\n",
" <td>Aramark Healthcare Support Services,</td>\n",
" <td>Culver City</td>\n",
" <td>53</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>07/01/2015</td>\n",
" <td>09/10/2015</td>\n",
" <td>07/10/2015</td>\n",
" <td>Maxim Integrated Product</td>\n",
" <td>San Jose</td>\n",
" <td>20</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>07/06/2015</td>\n",
" <td>09/04/2015</td>\n",
" <td>07/10/2015</td>\n",
" <td>ProCourier, Inc.</td>\n",
" <td>San Diego</td>\n",
" <td>22</td>\n",
" <td>Layoff Unknown at this time</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>07/06/2015</td>\n",
" <td>09/04/2015</td>\n",
" <td>07/10/2015</td>\n",
" <td>ProCourier, Inc.</td>\n",
" <td>Los Angeles</td>\n",
" <td>71</td>\n",
" <td>Layoff Unknown at this time</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>07/07/2015</td>\n",
" <td>09/04/2015</td>\n",
" <td>07/10/2015</td>\n",
" <td>ProCourier, Inc.</td>\n",
" <td>Irvine</td>\n",
" <td>22</td>\n",
" <td>Layoff Unknown at this time</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>07/09/2015</td>\n",
" <td>07/22/2015</td>\n",
" <td>07/10/2015</td>\n",
" <td>Berkeley Pyramid Alehouse</td>\n",
" <td>Berkeley</td>\n",
" <td>63</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>07/09/2015</td>\n",
" <td>09/14/2015</td>\n",
" <td>07/10/2015</td>\n",
" <td>Fireman's Fund Insurance Company</td>\n",
" <td>Novato</td>\n",
" <td>35</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>06/30/2015</td>\n",
" <td>08/31/2015</td>\n",
" <td>07/13/2015</td>\n",
" <td>First Transit</td>\n",
" <td>San Bernardino</td>\n",
" <td>127</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>06/30/2015</td>\n",
" <td>08/31/2015</td>\n",
" <td>07/13/2015</td>\n",
" <td>First Transit</td>\n",
" <td>Rancho</td>\n",
" <td>71</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>07/10/2015</td>\n",
" <td>07/14/2015</td>\n",
" <td>07/13/2015</td>\n",
" <td>11 Main LLC</td>\n",
" <td>San Mateo</td>\n",
" <td>35</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>07/10/2015</td>\n",
" <td>07/14/2015</td>\n",
" <td>07/13/2015</td>\n",
" <td>11 Main LLC</td>\n",
" <td>Chico</td>\n",
" <td>44</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>07/15/2015</td>\n",
" <td>07/15/2015</td>\n",
" <td>07/15/2015</td>\n",
" <td>TaylorMade Golf Company</td>\n",
" <td>Carlsbad</td>\n",
" <td>64</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>07/08/2015</td>\n",
" <td>09/06/2015</td>\n",
" <td>07/16/2015</td>\n",
" <td>Southern California Edison Company</td>\n",
" <td>Rosemead</td>\n",
" <td>38</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>07/14/2015</td>\n",
" <td>09/18/2015</td>\n",
" <td>07/20/2015</td>\n",
" <td>Actavis, Inc.</td>\n",
" <td>Corona</td>\n",
" <td>45</td>\n",
" <td>Layoff Permanent</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>07/17/2015</td>\n",
" <td>07/13/2015</td>\n",
" <td>07/21/2015</td>\n",
" <td>American Management Services LLC</td>\n",
" <td>Monterey</td>\n",
" <td>56</td>\n",
" <td>Closure Permanent</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Notice Date Effective Received Company \\\n",
"0 06/22/2015 03/25/2016 07/01/2015 Maxim Integrated Product \n",
"1 06/30/2015 08/29/2015 07/01/2015 McGraw-Hill Education \n",
"2 06/30/2015 08/30/2015 07/01/2015 Long Beach Memorial Medical Center \n",
"3 07/01/2015 09/02/2015 07/01/2015 Leidos \n",
"4 07/01/2015 09/30/2016 07/01/2015 Bosch Healthcare Systems, Inc. \n",
"5 06/29/2015 09/01/2015 07/02/2015 Encompass Digital Media, Inc. \n",
"6 07/02/2015 07/06/2015 07/02/2015 Alphatec Spine \n",
"7 06/30/2015 08/07/2015 07/06/2015 Symantec Corporation \n",
"8 06/30/2015 08/31/2015 07/06/2015 Fusion Contacts Centers, LLC \n",
"9 06/30/2015 09/15/2015 07/06/2015 KLA-Tencor Corporation \n",
"10 07/01/2015 09/04/2015 07/06/2015 Southern California Edison Company \n",
"11 07/02/2015 09/01/2015 07/06/2015 State Fish Company, Inc. \n",
"12 07/02/2015 09/04/2015 07/06/2015 Boeing Company \n",
"13 07/06/2015 09/04/2015 07/06/2015 Bridgepoint Education, Inc. \n",
"14 07/06/2015 09/04/2015 07/06/2015 Bridgepoint Education, Inc. \n",
"15 07/01/2015 06/29/2015 07/07/2015 BAE Systems \n",
"16 07/01/2015 06/29/2015 07/07/2015 BAE Systems \n",
"17 07/01/2015 09/07/2015 07/07/2015 Bay Bread LLC dba Bakery Los Angeles \n",
"18 07/01/2015 09/25/2015 07/07/2015 Bay Bread LLC dba New French Bakery \n",
"19 07/02/2015 06/12/2015 07/07/2015 Hewlett-Packard Company \n",
"20 07/08/2015 09/06/2015 07/08/2015 Microsoft Corporation \n",
"21 06/25/2015 10/09/2015 07/10/2015 Aramark Healthcare Support Services, \n",
"22 07/01/2015 09/10/2015 07/10/2015 Maxim Integrated Product \n",
"23 07/06/2015 09/04/2015 07/10/2015 ProCourier, Inc. \n",
"24 07/06/2015 09/04/2015 07/10/2015 ProCourier, Inc. \n",
"25 07/07/2015 09/04/2015 07/10/2015 ProCourier, Inc. \n",
"26 07/09/2015 07/22/2015 07/10/2015 Berkeley Pyramid Alehouse \n",
"27 07/09/2015 09/14/2015 07/10/2015 Fireman's Fund Insurance Company \n",
"28 06/30/2015 08/31/2015 07/13/2015 First Transit \n",
"29 06/30/2015 08/31/2015 07/13/2015 First Transit \n",
"30 07/10/2015 07/14/2015 07/13/2015 11 Main LLC \n",
"31 07/10/2015 07/14/2015 07/13/2015 11 Main LLC \n",
"32 07/15/2015 07/15/2015 07/15/2015 TaylorMade Golf Company \n",
"33 07/08/2015 09/06/2015 07/16/2015 Southern California Edison Company \n",
"34 07/14/2015 09/18/2015 07/20/2015 Actavis, Inc. \n",
"35 07/17/2015 07/13/2015 07/21/2015 American Management Services LLC \n",
"\n",
" City No. Of Layoff/Closure \n",
"0 San Jose 150 Closure Permanent \n",
"1 Monterey 137 Layoff Unknown at this time \n",
"2 Long Beach 90 Layoff Permanent \n",
"3 El Segundo 72 Layoff Permanent \n",
"4 Palo Alto 55 Closure Permanent \n",
"5 Los Angeles 41 Closure Permanent \n",
"6 Carlsbad 99 Layoff Permanent \n",
"7 Mountain View 60 Layoff Permanent \n",
"8 Santa Maria 50 Closure Permanent \n",
"9 Milpitas 213 Layoff Permanent \n",
"10 San Clemente 100 Closure Permanent \n",
"11 Wilmington 76 Closure Permanent \n",
"12 Long Beach 56 Layoff Unknown at this time \n",
"13 San Diego 7 Layoff Permanent \n",
"14 San Diego 15 Layoff Permanent \n",
"15 San Francisco 4 Layoff Temporary \n",
"16 San Francisco 78 Layoff Temporary \n",
"17 San Fernando 50 Closure Permanent \n",
"18 South San 121 Closure Permanent \n",
"19 Palo Alto 65 Layoff Permanent \n",
"20 San Diego 129 Layoff Permanent \n",
"21 Culver City 53 Closure Permanent \n",
"22 San Jose 20 Layoff Permanent \n",
"23 San Diego 22 Layoff Unknown at this time \n",
"24 Los Angeles 71 Layoff Unknown at this time \n",
"25 Irvine 22 Layoff Unknown at this time \n",
"26 Berkeley 63 Closure Permanent \n",
"27 Novato 35 Layoff Permanent \n",
"28 San Bernardino 127 Layoff Permanent \n",
"29 Rancho 71 Layoff Permanent \n",
"30 San Mateo 35 Closure Permanent \n",
"31 Chico 44 Layoff Permanent \n",
"32 Carlsbad 64 Layoff Permanent \n",
"33 Rosemead 38 Layoff Permanent \n",
"34 Corona 45 Layoff Permanent \n",
"35 Monterey 56 Closure Permanent "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How did it work?\n",
"\n",
"We can use `pdfplumber`'s visual debugging to show how the table was extracted. The red lines represent the lines `pdfplumber` found on the page; the blue circles represent the intersections of those lines, and the light-blue shading indicates the cells derived from those intersections."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:49.846583Z",
"iopub.status.busy": "2022-07-18T14:47:49.846481Z",
"iopub.status.idle": "2022-07-18T14:47:49.897806Z",
"shell.execute_reply": "2022-07-18T14:47:49.896920Z"
}
},
"outputs": [
{
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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x107a93a40>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im.debug_tablefinder()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"---\n",
"\n",
"---"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.12.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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