mirror of
https://github.com/jsvine/pdfplumber.git
synced 2026-08-29 08:34:23 +08:00
662 lines
224 KiB
Plaintext
662 lines
224 KiB
Plaintext
{
|
|
"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": [
|
|
"0.10.0\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": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<pdfplumber.display.PageImage at 0x103e7fb20>"
|
|
]
|
|
},
|
|
"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 0x103e7fb20>"
|
|
]
|
|
},
|
|
"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 0x103e7fb20>"
|
|
]
|
|
},
|
|
"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 0x106052b00>"
|
|
]
|
|
},
|
|
"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": "3.10.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|