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pdfplumber/examples/notebooks/extract-table-nics.ipynb
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2024-08-07 15:50:10 -04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Demonstration of `pdfplumber`'s table-extraction options\n",
"\n",
"This notebook uses a [report from the FBI's National Instant Criminal Background Check System](../pdfs/background-checks.pdf)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Import `pdfplumber`"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:50.653979Z",
"iopub.status.busy": "2022-07-18T14:47:50.653590Z",
"iopub.status.idle": "2022-07-18T14:47:50.688352Z",
"shell.execute_reply": "2022-07-18T14:47:50.688022Z"
}
},
"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": "2022-07-18T14:47:50.690282Z",
"iopub.status.busy": "2022-07-18T14:47:50.690148Z",
"iopub.status.idle": "2022-07-18T14:47:50.693123Z",
"shell.execute_reply": "2022-07-18T14:47:50.692800Z"
}
},
"outputs": [],
"source": [
"pdf = pdfplumber.open(\"../pdfs/background-checks.pdf\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get the first page"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:50.694914Z",
"iopub.status.busy": "2022-07-18T14:47:50.694698Z",
"iopub.status.idle": "2022-07-18T14:47:50.697918Z",
"shell.execute_reply": "2022-07-18T14:47:50.697541Z"
}
},
"outputs": [],
"source": [
"p0 = pdf.pages[0]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:50.699690Z",
"iopub.status.busy": "2022-07-18T14:47:50.699510Z",
"iopub.status.idle": "2022-07-18T14:47:50.932605Z",
"shell.execute_reply": "2022-07-18T14:47:50.932325Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x105cf6bd0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = p0.to_image()\n",
"im"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### What data would we get if we used the default settings?\n",
"\n",
"We can check by using `PageImage.debug_tablefinder()`:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:50.934494Z",
"iopub.status.busy": "2022-07-18T14:47:50.934380Z",
"iopub.status.idle": "2022-07-18T14:47:51.175271Z",
"shell.execute_reply": "2022-07-18T14:47:51.174997Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x105cf6bd0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im.reset().debug_tablefinder()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The default settings correctly identify the table's vertical demarcations, but don't capture the horizontal demarcations between each group of five states/territories. So:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Using custom `.extract_table`'s settings\n",
"\n",
"- Because the columns are separated by lines, we use `vertical_strategy=\"lines\"`\n",
"- Because the rows are, primarily, separated by gutters between the text, we use `horizontal_strategy=\"text\"`\n",
"- To snap together a handful of the gutters at the top which aren't fully flush with one another, we use `snap_y_tolerance`, which snaps horizontal lines within a certain distance to the same vertical alignment.\n",
"- And because the left and right-hand extremities of the text aren't quite flush with the vertical lines, we use `\"intersection_tolerance\": 15`"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.177057Z",
"iopub.status.busy": "2022-07-18T14:47:51.176941Z",
"iopub.status.idle": "2022-07-18T14:47:51.178720Z",
"shell.execute_reply": "2022-07-18T14:47:51.178476Z"
}
},
"outputs": [],
"source": [
"table_settings = {\n",
" \"vertical_strategy\": \"lines\",\n",
" \"horizontal_strategy\": \"text\",\n",
" \"snap_y_tolerance\": 5,\n",
" \"intersection_x_tolerance\": 15,\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.180163Z",
"iopub.status.busy": "2022-07-18T14:47:51.180061Z",
"iopub.status.idle": "2022-07-18T14:47:51.339711Z",
"shell.execute_reply": "2022-07-18T14:47:51.339432Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x105cf6bd0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im.reset().debug_tablefinder(table_settings)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.341430Z",
"iopub.status.busy": "2022-07-18T14:47:51.341319Z",
"iopub.status.idle": "2022-07-18T14:47:51.527088Z",
"shell.execute_reply": "2022-07-18T14:47:51.526735Z"
}
},
"outputs": [],
"source": [
"table = p0.extract_table(table_settings)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.528833Z",
"iopub.status.busy": "2022-07-18T14:47:51.528741Z",
"iopub.status.idle": "2022-07-18T14:47:51.530609Z",
"shell.execute_reply": "2022-07-18T14:47:51.530374Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['NICS Firearm Background Checks', None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]\n",
"['November - 2015', None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None]\n",
"['', '', None, None, None, None, None, 'Pre-Pawn', None, None, 'Redemption', None, None, 'Returned/Disposition', None, None, 'Rentals', None, 'Private Sale', None, None, 'Return to Seller - Private Sale', None, None, '']\n",
"['State / Territory', 'Permit', 'Handgun', 'Long Gun', '*Other', '**Multiple', 'Admin', 'Handgun', 'Long Gun', '*Other', 'Handgun', 'Long Gun', '*Other', 'Handgun', 'Long Gun', '*Other', 'Handgun', 'Long Gun', 'Handgun', 'Long Gun', '*Other', 'Handgun', 'Long Gun', '*Other', 'Totals']\n",
"['Alabama', '18,870', '23,022', '22,650', '859', '1,178', '0', '14', '15', '0', '2,179', '2,307', '11', '0', '0', '0', '', '', '13', '14', '0', '3', '2', '0', '71,137']\n"
]
}
],
"source": [
"for row in table[:5]:\n",
" print(row)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cleaning up the data\n",
"\n",
"`.extract_table` worked with our custom settings, but the table it detected contains extraneous headers and footers. Since we know that the `Alabama` row is the first, and that there are 56 rows we care about (50 states + DC + 4 territories + the \"Totals\" row), we can slice away the rest:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.532049Z",
"iopub.status.busy": "2022-07-18T14:47:51.531967Z",
"iopub.status.idle": "2022-07-18T14:47:51.533676Z",
"shell.execute_reply": "2022-07-18T14:47:51.533426Z"
}
},
"outputs": [],
"source": [
"core_table = table[4:4+56]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The first row:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.535244Z",
"iopub.status.busy": "2022-07-18T14:47:51.535160Z",
"iopub.status.idle": "2022-07-18T14:47:51.537352Z",
"shell.execute_reply": "2022-07-18T14:47:51.537122Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'Alabama • 18,870 • 23,022 • 22,650 • 859 • 1,178 • 0 • 14 • 15 • 0 • 2,179 • 2,307 • 11 • 0 • 0 • 0 • • • 13 • 14 • 0 • 3 • 2 • 0 • 71,137'"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\" • \".join(core_table[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The last:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.538797Z",
"iopub.status.busy": "2022-07-18T14:47:51.538719Z",
"iopub.status.idle": "2022-07-18T14:47:51.540722Z",
"shell.execute_reply": "2022-07-18T14:47:51.540498Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'Totals • 804,006 • 671,330 • 636,903 • 26,597 • 23,015 • 1,281 • 218 • 249 • 13 • 29,905 • 38,487 • 102 • 1,656 • 533 • 44 • 0 • 0 • 1,067 • 905 • 65 • 31 • 45 • 5 • 2,236,457'"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\" • \".join(core_table[-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, let's turn those rows into dictionaries, and also convert strings-representing-numbers to the numbers themselves, e.g., `\"18,870\" -> 18870`:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.542220Z",
"iopub.status.busy": "2022-07-18T14:47:51.542120Z",
"iopub.status.idle": "2022-07-18T14:47:51.544117Z",
"shell.execute_reply": "2022-07-18T14:47:51.543851Z"
}
},
"outputs": [],
"source": [
"COLUMNS = [\n",
" \"state\",\n",
" \"permit\",\n",
" \"handgun\",\n",
" \"long_gun\",\n",
" \"other\",\n",
" \"multiple\",\n",
" \"admin\",\n",
" \"prepawn_handgun\",\n",
" \"prepawn_long_gun\",\n",
" \"prepawn_other\",\n",
" \"redemption_handgun\",\n",
" \"redemption_long_gun\",\n",
" \"redemption_other\",\n",
" \"returned_handgun\",\n",
" \"returned_long_gun\",\n",
" \"returned_other\",\n",
" \"rentals_handgun\",\n",
" \"rentals_long_gun\",\n",
" \"private_sale_handgun\",\n",
" \"private_sale_long_gun\",\n",
" \"private_sale_other\",\n",
" \"return_to_seller_handgun\",\n",
" \"return_to_seller_long_gun\",\n",
" \"return_to_seller_other\",\n",
" \"totals\"\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.545556Z",
"iopub.status.busy": "2022-07-18T14:47:51.545454Z",
"iopub.status.idle": "2022-07-18T14:47:51.547305Z",
"shell.execute_reply": "2022-07-18T14:47:51.547053Z"
}
},
"outputs": [],
"source": [
"def parse_value(i, x):\n",
" if i == 0: return x\n",
" if x == \"\": return None\n",
" return int(x.replace(\",\", \"\"))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.548636Z",
"iopub.status.busy": "2022-07-18T14:47:51.548542Z",
"iopub.status.idle": "2022-07-18T14:47:51.550310Z",
"shell.execute_reply": "2022-07-18T14:47:51.550064Z"
}
},
"outputs": [],
"source": [
"from collections import OrderedDict\n",
"def parse_row(row):\n",
" return {COLUMNS[i]:parse_value(i, cell)\n",
" for i, cell in enumerate(row)}"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.551772Z",
"iopub.status.busy": "2022-07-18T14:47:51.551667Z",
"iopub.status.idle": "2022-07-18T14:47:51.553680Z",
"shell.execute_reply": "2022-07-18T14:47:51.553445Z"
}
},
"outputs": [],
"source": [
"data = [ parse_row(row) for row in core_table ]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now here's the first row, parsed:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.555189Z",
"iopub.status.busy": "2022-07-18T14:47:51.555095Z",
"iopub.status.idle": "2022-07-18T14:47:51.557309Z",
"shell.execute_reply": "2022-07-18T14:47:51.557061Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'state': 'Alabama',\n",
" 'permit': 18870,\n",
" 'handgun': 23022,\n",
" 'long_gun': 22650,\n",
" 'other': 859,\n",
" 'multiple': 1178,\n",
" 'admin': 0,\n",
" 'prepawn_handgun': 14,\n",
" 'prepawn_long_gun': 15,\n",
" 'prepawn_other': 0,\n",
" 'redemption_handgun': 2179,\n",
" 'redemption_long_gun': 2307,\n",
" 'redemption_other': 11,\n",
" 'returned_handgun': 0,\n",
" 'returned_long_gun': 0,\n",
" 'returned_other': 0,\n",
" 'rentals_handgun': None,\n",
" 'rentals_long_gun': None,\n",
" 'private_sale_handgun': 13,\n",
" 'private_sale_long_gun': 14,\n",
" 'private_sale_other': 0,\n",
" 'return_to_seller_handgun': 3,\n",
" 'return_to_seller_long_gun': 2,\n",
" 'return_to_seller_other': 0,\n",
" 'totals': 71137}"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sort the data\n",
"\n",
"For demonstration purposes, let's list the rows with the highest number of handgun-only background checks:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.558770Z",
"iopub.status.busy": "2022-07-18T14:47:51.558674Z",
"iopub.status.idle": "2022-07-18T14:47:51.560629Z",
"shell.execute_reply": "2022-07-18T14:47:51.560371Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Totals: 671,330 handgun-only checks\n",
"Pennsylvania: 62,752 handgun-only checks\n",
"Texas: 56,941 handgun-only checks\n",
"Florida: 50,796 handgun-only checks\n",
"California: 41,181 handgun-only checks\n",
"Ohio: 34,878 handgun-only checks\n"
]
}
],
"source": [
"for row in list(reversed(sorted(data, key=lambda x: x[\"handgun\"])))[:6]:\n",
" print(\"{state}: {handgun:,d} handgun-only checks\".format(**row))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Use `extract_text` to extract the report month\n",
"\n",
"It looks like the month of the report is listed in an area 35px to 65px from the top of the page. But there's also some other text directly above and below it. So when we crop for that area, we'll use `.within_bbox` instead of `.crop` to select only characters (and other objects) that are fully within the bounding box."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.562125Z",
"iopub.status.busy": "2022-07-18T14:47:51.562027Z",
"iopub.status.idle": "2022-07-18T14:47:51.728407Z",
"shell.execute_reply": "2022-07-18T14:47:51.728150Z"
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x106a70080>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"month_crop = p0.within_bbox((0, 35, p0.width, 65))\n",
"month_crop.to_image()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:51.729999Z",
"iopub.status.busy": "2022-07-18T14:47:51.729896Z",
"iopub.status.idle": "2022-07-18T14:47:51.735619Z",
"shell.execute_reply": "2022-07-18T14:47:51.735389Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"'November - 2015'"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"month_chars = month_crop.extract_text()\n",
"month_chars"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"---\n",
"\n",
"---"
]
}
],
"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": "3.12.4"
}
},
"nbformat": 4,
"nbformat_minor": 1
}