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pdfplumber/examples/notebooks/ag-energy-roundup-curves.ipynb
2024-08-07 15:50:10 -04:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Demo: Extracting curve data from PDFs\n",
"\n",
"The notebook demonstrates how to extract `curve` objects from PDFs using `pdfplumber`."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:47.791399Z",
"iopub.status.busy": "2022-07-18T14:47:47.791036Z",
"iopub.status.idle": "2022-07-18T14:47:47.843627Z",
"shell.execute_reply": "2022-07-18T14:47:47.843245Z"
}
},
"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\n",
"\n",
"Here, we're using the USDA's \"[National Weekly Ag Energy Round-Up](https://www.ams.usda.gov/mnreports/lswagenergy.pdf)\", a weekly one-page report."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:47.861557Z",
"iopub.status.busy": "2022-07-18T14:47:47.861408Z",
"iopub.status.idle": "2022-07-18T14:47:47.867570Z",
"shell.execute_reply": "2022-07-18T14:47:47.867282Z"
}
},
"outputs": [],
"source": [
"report = pdfplumber.open(\"../pdfs/ag-energy-round-up-2017-02-24.pdf\").pages[0]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:47.869114Z",
"iopub.status.busy": "2022-07-18T14:47:47.869002Z",
"iopub.status.idle": "2022-07-18T14:47:48.098598Z",
"shell.execute_reply": "2022-07-18T14:47:48.098319Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x10608f3e0>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = report.to_image()\n",
"im"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Examine the `curve` objects\n",
"\n",
"`Page` objects have a `.curves` property, which contains a list of `curve` objects found on the page. This report contains 9 curves, three per chart:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:48.100515Z",
"iopub.status.busy": "2022-07-18T14:47:48.100407Z",
"iopub.status.idle": "2022-07-18T14:47:48.223351Z",
"shell.execute_reply": "2022-07-18T14:47:48.223069Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"9"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(report.curves)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's what the first `curve` object looks like:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:48.225026Z",
"iopub.status.busy": "2022-07-18T14:47:48.224899Z",
"iopub.status.idle": "2022-07-18T14:47:48.227523Z",
"shell.execute_reply": "2022-07-18T14:47:48.227254Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'x0': 585.31,\n",
" 'y0': 462.31,\n",
" 'x1': 607.67,\n",
" 'y1': 472.87,\n",
" 'width': 22.360000000000014,\n",
" 'height': 10.560000000000002,\n",
" 'pts': [(585.31, 139.44),\n",
" (588.48, 143.16000000000003),\n",
" (591.72, 143.88),\n",
" (594.84, 149.69),\n",
" (598.08, 145.2),\n",
" (601.32, 139.13),\n",
" (604.44, 141.12),\n",
" (607.67, 142.56)],\n",
" 'linewidth': 2.25,\n",
" 'stroke': True,\n",
" 'fill': False,\n",
" 'evenodd': False,\n",
" 'stroking_color': (1, 0, 0),\n",
" 'non_stroking_color': (1,),\n",
" 'mcid': 278,\n",
" 'tag': 'P',\n",
" 'object_type': 'curve',\n",
" 'page_number': 1,\n",
" 'stroking_pattern': None,\n",
" 'non_stroking_pattern': None,\n",
" 'path': [('m', (585.31, 139.44)),\n",
" ('l', (588.48, 143.16000000000003)),\n",
" ('l', (591.72, 143.88)),\n",
" ('l', (594.84, 149.69)),\n",
" ('l', (598.08, 145.2)),\n",
" ('l', (601.32, 139.13)),\n",
" ('l', (604.44, 141.12)),\n",
" ('l', (607.67, 142.56))],\n",
" 'dash': None,\n",
" 'top': 139.13,\n",
" 'bottom': 149.69,\n",
" 'doctop': 139.13}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"report.curves[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Display the curves\n",
"\n",
"We can get a quick sense of where the curves are by passing them to `PageImage.draw_lines`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:48.229012Z",
"iopub.status.busy": "2022-07-18T14:47:48.228913Z",
"iopub.status.idle": "2022-07-18T14:47:48.260458Z",
"shell.execute_reply": "2022-07-18T14:47:48.260212Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x10608f3e0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im.draw_lines(report.curves, stroke=\"green\", stroke_width=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can get a more better sense of the curves by cycling through a three-color palette:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:48.261945Z",
"iopub.status.busy": "2022-07-18T14:47:48.261841Z",
"iopub.status.idle": "2022-07-18T14:47:48.295861Z",
"shell.execute_reply": "2022-07-18T14:47:48.295616Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x10608f3e0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im.reset()\n",
"colors = [ \"red\", \"blue\", \"green\" ]\n",
"for i, curve in enumerate(report.curves):\n",
" stroke = colors[i%len(colors)]\n",
" im.draw_circles(curve[\"pts\"], radius=3, stroke=stroke, fill=\"white\")\n",
" im.draw_line(curve[\"pts\"], stroke=stroke, stroke_width=2)\n",
"im"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also use `pdfplumber` to identify the horizontal gridlines:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2022-07-18T14:47:48.297377Z",
"iopub.status.busy": "2022-07-18T14:47:48.297276Z",
"iopub.status.idle": "2022-07-18T14:47:48.328915Z",
"shell.execute_reply": "2022-07-18T14:47:48.328677Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<pdfplumber.display.PageImage at 0x10608f3e0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gridlines = [ x for x in report.lines\n",
" if x[\"width\"] > 10 and x[\"x0\"] > report.width / 2 ]\n",
"\n",
"im.reset().draw_lines(gridlines)"
]
},
{
"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": 2
}