{
"cells": [
{
"cell_type": "markdown",
"id": "8a790647",
"metadata": {},
"source": [
"# Notebook: Readme Examples"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "57283b99",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T02:59:59.512550Z",
"start_time": "2024-07-20T02:59:58.471353Z"
},
"code_folding": [],
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"fp.__version__='0.4.1'\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" n | \n",
" r | \n",
" CI95% | \n",
" p-val | \n",
" BF10 | \n",
" power | \n",
" var | \n",
" hl | \n",
" ll | \n",
" moerror | \n",
" group | \n",
" label | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 706 | \n",
" 0.090373 | \n",
" [0.02 0.16] | \n",
" 1.630887e-02 | \n",
" 8.390000e-01 | \n",
" 0.67 | \n",
" age | \n",
" 0.16 | \n",
" 0.02 | \n",
" 0.069627 | \n",
" age | \n",
" in years | \n",
"
\n",
" \n",
" 1 | \n",
" 706 | \n",
" 0.048081 | \n",
" [-0.03 0.12] | \n",
" 2.019484e-01 | \n",
" 1.060000e-01 | \n",
" 0.25 | \n",
" clerical | \n",
" 0.12 | \n",
" -0.03 | \n",
" 0.071919 | \n",
" occupation | \n",
" =1 if clerical worker | \n",
"
\n",
" \n",
" 2 | \n",
" 706 | \n",
" 0.041229 | \n",
" [-0.03 0.11] | \n",
" 2.739475e-01 | \n",
" 8.600000e-02 | \n",
" 0.19 | \n",
" construc | \n",
" 0.11 | \n",
" -0.03 | \n",
" 0.068771 | \n",
" occupation | \n",
" =1 if construction worker | \n",
"
\n",
" \n",
" 3 | \n",
" 706 | \n",
" -0.095004 | \n",
" [-0.17 -0.02] | \n",
" 1.155151e-02 | \n",
" 1.137000e+00 | \n",
" 0.72 | \n",
" educ | \n",
" -0.02 | \n",
" -0.17 | \n",
" 0.075004 | \n",
" labor factors | \n",
" years of schooling | \n",
"
\n",
" \n",
" 4 | \n",
" 706 | \n",
" -0.102825 | \n",
" [-0.18 -0.03] | \n",
" 6.246660e-03 | \n",
" 1.967000e+00 | \n",
" 0.78 | \n",
" gdhlth | \n",
" -0.03 | \n",
" -0.18 | \n",
" 0.072825 | \n",
" health factors | \n",
" =1 if in good or excel. health | \n",
"
\n",
" \n",
" 5 | \n",
" 706 | \n",
" -0.066997 | \n",
" [-0.14 0.01] | \n",
" 7.524015e-02 | \n",
" 2.290000e-01 | \n",
" 0.43 | \n",
" smsa | \n",
" 0.01 | \n",
" -0.14 | \n",
" 0.076997 | \n",
" area of residence | \n",
" =1 if live in smsa | \n",
"
\n",
" \n",
" 6 | \n",
" 706 | \n",
" -0.035909 | \n",
" [-0.11 0.04] | \n",
" 3.407214e-01 | \n",
" 7.400000e-02 | \n",
" 0.16 | \n",
" male | \n",
" 0.04 | \n",
" -0.11 | \n",
" 0.075909 | \n",
" other factors | \n",
" =1 if male | \n",
"
\n",
" \n",
" 7 | \n",
" 706 | \n",
" 0.027147 | \n",
" [-0.05 0.1 ] | \n",
" 4.714176e-01 | \n",
" 6.100000e-02 | \n",
" 0.11 | \n",
" prot | \n",
" 0.10 | \n",
" -0.05 | \n",
" 0.072853 | \n",
" other factors | \n",
" =1 if Protestant | \n",
"
\n",
" \n",
" 8 | \n",
" 706 | \n",
" 0.001782 | \n",
" [-0.07 0.08] | \n",
" 9.623058e-01 | \n",
" 4.700000e-02 | \n",
" 0.05 | \n",
" selfe | \n",
" 0.08 | \n",
" -0.07 | \n",
" 0.078218 | \n",
" labor factors | \n",
" =1 if self employed | \n",
"
\n",
" \n",
" 9 | \n",
" 706 | \n",
" 0.078600 | \n",
" [0. 0.15] | \n",
" 3.679946e-02 | \n",
" 4.150000e-01 | \n",
" 0.55 | \n",
" south | \n",
" 0.15 | \n",
" 0.00 | \n",
" 0.071400 | \n",
" area of residence | \n",
" =1 if live in south | \n",
"
\n",
" \n",
" 10 | \n",
" 706 | \n",
" 0.007881 | \n",
" [-0.07 0.08] | \n",
" 8.344125e-01 | \n",
" 4.800000e-02 | \n",
" 0.06 | \n",
" spsepay | \n",
" 0.08 | \n",
" -0.07 | \n",
" 0.072119 | \n",
" other factors | \n",
" spousal wage income | \n",
"
\n",
" \n",
" 11 | \n",
" 706 | \n",
" -0.321384 | \n",
" [-0.39 -0.25] | \n",
" 1.994095e-18 | \n",
" 1.961000e+15 | \n",
" 1.00 | \n",
" totwrk | \n",
" -0.25 | \n",
" -0.39 | \n",
" 0.071384 | \n",
" labor factors | \n",
" mins worked per week | \n",
"
\n",
" \n",
" 12 | \n",
" 706 | \n",
" -0.013262 | \n",
" [-0.09 0.06] | \n",
" 7.250012e-01 | \n",
" 5.000000e-02 | \n",
" 0.06 | \n",
" yngkid | \n",
" 0.06 | \n",
" -0.09 | \n",
" 0.073262 | \n",
" family factors | \n",
" =1 if children < 3 present | \n",
"
\n",
" \n",
" 13 | \n",
" 706 | \n",
" 0.063997 | \n",
" [-0.01 0.14] | \n",
" 8.928507e-02 | \n",
" 1.990000e-01 | \n",
" 0.40 | \n",
" yrsmarr | \n",
" 0.14 | \n",
" -0.01 | \n",
" 0.076003 | \n",
" family factors | \n",
" years married | \n",
"
\n",
" \n",
" 14 | \n",
" 532 | \n",
" -0.049450 | \n",
" [-0.13 0.04] | \n",
" 2.548774e-01 | \n",
" 1.040000e-01 | \n",
" 0.21 | \n",
" hrwage | \n",
" 0.04 | \n",
" -0.13 | \n",
" 0.089450 | \n",
" labor factors | \n",
" hourly wage | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" n r CI95% p-val BF10 power var \\\n",
"0 706 0.090373 [0.02 0.16] 1.630887e-02 8.390000e-01 0.67 age \n",
"1 706 0.048081 [-0.03 0.12] 2.019484e-01 1.060000e-01 0.25 clerical \n",
"2 706 0.041229 [-0.03 0.11] 2.739475e-01 8.600000e-02 0.19 construc \n",
"3 706 -0.095004 [-0.17 -0.02] 1.155151e-02 1.137000e+00 0.72 educ \n",
"4 706 -0.102825 [-0.18 -0.03] 6.246660e-03 1.967000e+00 0.78 gdhlth \n",
"5 706 -0.066997 [-0.14 0.01] 7.524015e-02 2.290000e-01 0.43 smsa \n",
"6 706 -0.035909 [-0.11 0.04] 3.407214e-01 7.400000e-02 0.16 male \n",
"7 706 0.027147 [-0.05 0.1 ] 4.714176e-01 6.100000e-02 0.11 prot \n",
"8 706 0.001782 [-0.07 0.08] 9.623058e-01 4.700000e-02 0.05 selfe \n",
"9 706 0.078600 [0. 0.15] 3.679946e-02 4.150000e-01 0.55 south \n",
"10 706 0.007881 [-0.07 0.08] 8.344125e-01 4.800000e-02 0.06 spsepay \n",
"11 706 -0.321384 [-0.39 -0.25] 1.994095e-18 1.961000e+15 1.00 totwrk \n",
"12 706 -0.013262 [-0.09 0.06] 7.250012e-01 5.000000e-02 0.06 yngkid \n",
"13 706 0.063997 [-0.01 0.14] 8.928507e-02 1.990000e-01 0.40 yrsmarr \n",
"14 532 -0.049450 [-0.13 0.04] 2.548774e-01 1.040000e-01 0.21 hrwage \n",
"\n",
" hl ll moerror group label \n",
"0 0.16 0.02 0.069627 age in years \n",
"1 0.12 -0.03 0.071919 occupation =1 if clerical worker \n",
"2 0.11 -0.03 0.068771 occupation =1 if construction worker \n",
"3 -0.02 -0.17 0.075004 labor factors years of schooling \n",
"4 -0.03 -0.18 0.072825 health factors =1 if in good or excel. health \n",
"5 0.01 -0.14 0.076997 area of residence =1 if live in smsa \n",
"6 0.04 -0.11 0.075909 other factors =1 if male \n",
"7 0.10 -0.05 0.072853 other factors =1 if Protestant \n",
"8 0.08 -0.07 0.078218 labor factors =1 if self employed \n",
"9 0.15 0.00 0.071400 area of residence =1 if live in south \n",
"10 0.08 -0.07 0.072119 other factors spousal wage income \n",
"11 -0.25 -0.39 0.071384 labor factors mins worked per week \n",
"12 0.06 -0.09 0.073262 family factors =1 if children < 3 present \n",
"13 0.14 -0.01 0.076003 family factors years married \n",
"14 0.04 -0.13 0.089450 labor factors hourly wage "
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"import pandas as pd\n",
"\n",
"pd.set_option(\"display.max_columns\", 100)\n",
"import forestplot as fp\n",
"\n",
"print(f\"{fp.__version__=}\")\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"def save_mpl_fig(savename):\n",
" savepath = os.path.join(\"../docs/images\", savename)\n",
" plt.savefig(f\"{savepath}.png\", dpi=\"figure\", bbox_inches=\"tight\")\n",
"\n",
"\n",
"df = fp.load_data(\"sleep\")\n",
"df"
]
},
{
"cell_type": "markdown",
"id": "b69b02eb",
"metadata": {},
"source": [
"## Out-of-box\n",
"\n",
"* Quickstart example\n",
"* Estimate and confidence interval will be printed on left"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0ad20902",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T03:00:03.688001Z",
"start_time": "2024-07-20T03:00:03.350989Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fp.forestplot(\n",
" df, # the dataframe with results data\n",
" estimate=\"r\", # col containing estimated effect size\n",
" ll=\"ll\",\n",
" hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
" varlabel=\"label\", # column containing variable label\n",
" ylabel=\"Confidence interval\", # y-label title\n",
" xlabel=\"Pearson correlation\", # x-label title\n",
")\n",
"save_mpl_fig(\"vanilla\")"
]
},
{
"cell_type": "markdown",
"id": "74c20706",
"metadata": {},
"source": [
"## Add variable groupings, add group order, and sort by estimate size\n",
"\n",
"* Add group labels (`groupvar`)\n",
"* Add group ordering (this is optional, `group_order`)\n",
"* Sort estimates (`sort`)\n",
"* Capitalize labels (`capitalize`)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "9bba37e1",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T03:00:07.408441Z",
"start_time": "2024-07-20T03:00:07.094688Z"
},
"code_folding": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fp.forestplot(\n",
" df, # the dataframe with results data\n",
" estimate=\"r\", # col containing estimated effect size\n",
" ll=\"ll\",\n",
" hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
" varlabel=\"label\", # column containing variable label\n",
" capitalize=\"capitalize\", # Capitalize labels\n",
" groupvar=\"group\", # Add variable groupings\n",
" # group ordering\n",
" group_order=[\n",
" \"labor factors\",\n",
" \"occupation\",\n",
" \"age\",\n",
" \"health factors\",\n",
" \"family factors\",\n",
" \"area of residence\",\n",
" \"other factors\",\n",
" ],\n",
" sort=True, # sort in ascending order (sorts within group if group is specified)\n",
")\n",
"save_mpl_fig(\"group-grouporder-sort\")"
]
},
{
"cell_type": "markdown",
"id": "853a899d",
"metadata": {},
"source": [
"## Add P-value and color alternate rows gray\n",
"* Add (formatted) p-values on the right (`pval`)\n",
"* P-values are automatically formatted\n",
"* Color alternate colors gray (`color_alt_rows`)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "54e05f72",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T03:00:09.476059Z",
"start_time": "2024-07-20T03:00:09.079410Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fp.forestplot(\n",
" df, # the dataframe with results data\n",
" estimate=\"r\", # col containing estimated effect size\n",
" ll=\"ll\",\n",
" hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
" varlabel=\"label\", # column containing variable label\n",
" capitalize=\"capitalize\", # Capitalize labels\n",
" groupvar=\"group\", # Add variable groupings\n",
" # group ordering\n",
" group_order=[\n",
" \"labor factors\",\n",
" \"occupation\",\n",
" \"age\",\n",
" \"health factors\",\n",
" \"family factors\",\n",
" \"area of residence\",\n",
" \"other factors\",\n",
" ],\n",
" sort=True, # sort in ascending order (sorts within group if group is specified)\n",
" pval=\"p-val\", # Column of p-value to be reported on right\n",
" color_alt_rows=True, # Gray alternate rows\n",
" ylabel=\"Est.(95% Conf. Int.)\", # ylabel to print\n",
" **{\"ylabel1_size\": 11}, # control size of printed ylabel\n",
")\n",
"save_mpl_fig(\"group-grouporder-pvalue-sort-colorrows\")"
]
},
{
"cell_type": "markdown",
"id": "0b12c633",
"metadata": {},
"source": [
"## Add custom annotations and make it a table\n",
"* Add more custom annotations on left and right (`annote` and `rightannote`)\n",
"* Add headers for the annotations (`annoteheaders` and `right_annoteheaders`)\n",
"* Make the plot a table (`table`)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "26f2f462",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T03:00:11.701539Z",
"start_time": "2024-07-20T03:00:11.319652Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fp.forestplot(\n",
" df, # the dataframe with results data\n",
" estimate=\"r\", # col containing estimated effect size\n",
" ll=\"ll\",\n",
" hl=\"hl\", # lower & higher limits of conf. int.\n",
" varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
" capitalize=\"capitalize\", # Capitalize labels\n",
" pval=\"p-val\", # column containing p-values to be formatted\n",
" annote=[\"n\", \"power\", \"est_ci\"], # columns to report on left of plot\n",
" annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"], # ^corresponding headers\n",
" rightannote=[\"formatted_pval\", \"group\"], # columns to report on right of plot\n",
" right_annoteheaders=[\"P-value\", \"Variable group\"], # ^corresponding headers\n",
" xlabel=\"Pearson correlation coefficient\", # x-label title\n",
" table=True, # Format as a table\n",
")\n",
"save_mpl_fig(\"leftannote-rightannote-table\")"
]
},
{
"cell_type": "markdown",
"id": "cd2a194d",
"metadata": {},
"source": [
"## Strip down all bells and whistle\n",
"* Out-of-box settings but\n",
"* Turn off reporting of confidence interval on the left\n",
"* Turn off left-flushing of variable labels"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "fb38d94e",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T03:00:14.187932Z",
"start_time": "2024-07-20T03:00:13.991593Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fp.forestplot(\n",
" df, # the dataframe with results data\n",
" estimate=\"r\", # col containing estimated effect size\n",
" ll=\"ll\",\n",
" hl=\"hl\", # lower & higher limits of conf. int.\n",
" varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
" capitalize=\"capitalize\", # Capitalize labels\n",
" ci_report=False, # Turn off conf. int. reporting\n",
" flush=False, # Turn off left-flush of text\n",
" **{\"fontfamily\": \"sans-serif\"}, # revert to sans-serif\n",
")\n",
"save_mpl_fig(\"vcoefplot\")"
]
},
{
"cell_type": "markdown",
"id": "f3972fde",
"metadata": {},
"source": [
"## Forest plot as a table, with multiple customizations\n",
"\n",
"* Multiple annotations on left and right of forest plot (`annote`, `rightannote`)\n",
"* Format p-values (`pval`)\n",
"* Add variable groupings (`groupvar`) and adjust group order (`group_order`) to report\n",
"* Make plot a table (`table`)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "60ed7bcf",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T03:00:17.119637Z",
"start_time": "2024-07-20T03:00:16.654608Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fp.forestplot(\n",
" df, # the dataframe with results data\n",
" estimate=\"r\", # col containing estimated effect size\n",
" ll=\"ll\",\n",
" hl=\"hl\", # lower & higher limits of conf. int.\n",
" varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
" capitalize=\"capitalize\", # Capitalize labels\n",
" pval=\"p-val\", # column containing p-values to be formatted\n",
" annote=[\"n\", \"power\", \"est_ci\"], # columns to report on left of plot\n",
" annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"], # ^corresponding headers\n",
" rightannote=[\"formatted_pval\", \"group\"], # columns to report on right of plot\n",
" right_annoteheaders=[\"P-value\", \"Variable group\"], # ^corresponding headers\n",
" groupvar=\"group\", # column containing group labels\n",
" group_order=[\n",
" \"labor factors\",\n",
" \"occupation\",\n",
" \"age\",\n",
" \"health factors\",\n",
" \"family factors\",\n",
" \"area of residence\",\n",
" \"other factors\",\n",
" ],\n",
" xlabel=\"Pearson correlation coefficient\", # x-label title\n",
" xticks=[-0.4, -0.2, 0, 0.2], # x-ticks to be printed\n",
" sort=True, # sort estimates in ascending order\n",
" table=True, # Format as a table\n",
" # Additional kwargs for customizations\n",
" **{\n",
" \"marker\": \"D\", # set maker symbol as diamond\n",
" \"markersize\": 35, # adjust marker size\n",
" \"xlinestyle\": (0, (10, 5)), # long dash for x-reference line\n",
" \"xlinecolor\": \".1\", # gray color for x-reference line\n",
" \"xtick_size\": 12, # adjust x-ticker fontsize\n",
" },\n",
")\n",
"save_mpl_fig(\"main\")"
]
},
{
"cell_type": "markdown",
"id": "f9eb57c4",
"metadata": {},
"source": [
"## Multiple models (`mforestplot`)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "2df54662",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T03:00:20.624948Z",
"start_time": "2024-07-20T03:00:20.600021Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" var | \n",
" coef | \n",
" se | \n",
" T | \n",
" pval | \n",
" r2 | \n",
" adj_r2 | \n",
" ll | \n",
" hl | \n",
" model | \n",
" group | \n",
" label | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" age | \n",
" 0.994889 | \n",
" 1.969249 | \n",
" 0.505213 | \n",
" 0.613625 | \n",
" 0.127289 | \n",
" 0.103656 | \n",
" -2.873825 | \n",
" 4.863603 | \n",
" all | \n",
" age | \n",
" in years | \n",
"
\n",
" \n",
" 3 | \n",
" age | \n",
" 22.634017 | \n",
" 15.495320 | \n",
" 1.460700 | \n",
" 0.149315 | \n",
" 0.178147 | \n",
" -0.013619 | \n",
" -8.361238 | \n",
" 53.629272 | \n",
" young kids | \n",
" age | \n",
" in years | \n",
"
\n",
" \n",
" 4 | \n",
" black | \n",
" -84.796612 | \n",
" 82.150125 | \n",
" -1.032215 | \n",
" 0.302454 | \n",
" 0.127289 | \n",
" 0.103656 | \n",
" -246.185715 | \n",
" 76.592491 | \n",
" all | \n",
" other factors | \n",
" =1 if black | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" var coef se T pval r2 adj_r2 \\\n",
"0 age 0.994889 1.969249 0.505213 0.613625 0.127289 0.103656 \n",
"3 age 22.634017 15.495320 1.460700 0.149315 0.178147 -0.013619 \n",
"4 black -84.796612 82.150125 -1.032215 0.302454 0.127289 0.103656 \n",
"\n",
" ll hl model group label \n",
"0 -2.873825 4.863603 all age in years \n",
"3 -8.361238 53.629272 young kids age in years \n",
"4 -246.185715 76.592491 all other factors =1 if black "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_mmodel = pd.read_csv(\"../examples/data/sleep-mmodel.csv\").query(\n",
" \"model=='all' | model=='young kids'\"\n",
")\n",
"df_mmodel.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "e6cc8f4f",
"metadata": {
"ExecuteTime": {
"end_time": "2024-07-20T03:00:22.591005Z",
"start_time": "2024-07-20T03:00:22.119516Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
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