From d6d16bf166e334baabf81caaa59d6fd02601fc48 Mon Sep 17 00:00:00 2001 From: Farhan Reynaldo Date: Sat, 3 Aug 2024 13:43:13 -0400 Subject: [PATCH 1/5] Add notebook, stan, and data folder --- jupyter/car-iar-poisson/car-iar-poisson.ipynb | 1034 +++++++++++++++++ .../data/nycTracts10/nycTracts10.RData | Bin 0 -> 791289 bytes .../data/nycTracts10/nycTracts10.dbf | Bin 0 -> 323513 bytes .../data/nycTracts10/nycTracts10.shp | Bin 0 -> 1094860 bytes .../data/nycTracts10/nycTracts10.shx | Bin 0 -> 17444 bytes jupyter/car-iar-poisson/data/nyc_subset.json | 1 + .../car-iar-poisson/data/scotland_data.json | 1 + .../stan/bym_predictor_plus_offset | Bin 0 -> 3085584 bytes .../stan/bym_predictor_plus_offset.stan | 48 + jupyter/car-iar-poisson/stan/pois | Bin 0 -> 2812232 bytes jupyter/car-iar-poisson/stan/pois.stan | 19 + jupyter/car-iar-poisson/stan/pois_icar | Bin 0 -> 2976328 bytes jupyter/car-iar-poisson/stan/pois_icar.stan | 39 + jupyter/car-iar-poisson/stan/pois_re | Bin 0 -> 2930848 bytes jupyter/car-iar-poisson/stan/pois_re.stan | 23 + 15 files changed, 1165 insertions(+) create mode 100644 jupyter/car-iar-poisson/car-iar-poisson.ipynb create mode 100644 jupyter/car-iar-poisson/data/nycTracts10/nycTracts10.RData create mode 100644 jupyter/car-iar-poisson/data/nycTracts10/nycTracts10.dbf create mode 100644 jupyter/car-iar-poisson/data/nycTracts10/nycTracts10.shp create mode 100644 jupyter/car-iar-poisson/data/nycTracts10/nycTracts10.shx create mode 100644 jupyter/car-iar-poisson/data/nyc_subset.json create mode 100644 jupyter/car-iar-poisson/data/scotland_data.json create mode 100755 jupyter/car-iar-poisson/stan/bym_predictor_plus_offset create mode 100644 jupyter/car-iar-poisson/stan/bym_predictor_plus_offset.stan create mode 100755 jupyter/car-iar-poisson/stan/pois create mode 100644 jupyter/car-iar-poisson/stan/pois.stan create mode 100755 jupyter/car-iar-poisson/stan/pois_icar create mode 100644 jupyter/car-iar-poisson/stan/pois_icar.stan create mode 100755 jupyter/car-iar-poisson/stan/pois_re create mode 100644 jupyter/car-iar-poisson/stan/pois_re.stan diff --git a/jupyter/car-iar-poisson/car-iar-poisson.ipynb b/jupyter/car-iar-poisson/car-iar-poisson.ipynb new file mode 100644 index 000000000..f7f61873b --- /dev/null +++ b/jupyter/car-iar-poisson/car-iar-poisson.ipynb @@ -0,0 +1,1034 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fitting the Model to the Scotland Lip Cancer Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import cmdstanpy\n", + "from cmdstanpy import CmdStanModel\n", + "import numpy as np\n", + "import json" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'json' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[5], line 5\u001b[0m\n\u001b[1;32m 2\u001b[0m cmdstanpy\u001b[38;5;241m.\u001b[39minstall_cmdstan()\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata/scotland_data.json\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m file:\n\u001b[0;32m----> 5\u001b[0m scotland_data \u001b[38;5;241m=\u001b[39m \u001b[43mjson\u001b[49m\u001b[38;5;241m.\u001b[39mload(file)\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmungeCARdata4stan\u001b[39m(adjBUGS, numBUGS):\n\u001b[1;32m 8\u001b[0m N \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(numBUGS)\n", + "\u001b[0;31mNameError\u001b[0m: name 'json' is not defined" + ] + } + ], + "source": [ + "if not cmdstanpy.cmdstan_path():\n", + " cmdstanpy.install_cmdstan()\n", + "\n", + "with open(\"data/scotland_data.json\") as file:\n", + " scotland_data = json.load(file)\n", + "\n", + "def mungeCARdata4stan(adjBUGS, numBUGS):\n", + " N = len(numBUGS)\n", + " nn = numBUGS\n", + " N_edges = len(adjBUGS) // 2\n", + " node1 = np.zeros(N_edges, dtype=int)\n", + " node2 = np.zeros(N_edges, dtype=int)\n", + " iAdj = 0\n", + " iEdge = 0\n", + " \n", + " for i in range(N):\n", + " for j in range(nn[i]):\n", + " iAdj += 1\n", + " if i + 1 < adjBUGS[iAdj - 1]:\n", + " iEdge += 1\n", + " node1[iEdge - 1] = i + 1\n", + " node2[iEdge - 1] = adjBUGS[iAdj - 1]\n", + " \n", + " return {\n", + " \"N\": N,\n", + " \"N_edges\": N_edges,\n", + " \"node1\": node1,\n", + " \"node2\": node2\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'mungeCARdata4stan' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m nbs \u001b[38;5;241m=\u001b[39m \u001b[43mmungeCARdata4stan\u001b[49m(\n\u001b[1;32m 2\u001b[0m scotland_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124madj\u001b[39m\u001b[38;5;124m\"\u001b[39m], scotland_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnum\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 3\u001b[0m )\n\u001b[1;32m 5\u001b[0m scotland_data_subset \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 6\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m: scotland_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m 7\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m: scotland_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mE\u001b[39m\u001b[38;5;124m\"\u001b[39m: scotland_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mE\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 9\u001b[0m }\n\u001b[1;32m 11\u001b[0m data \u001b[38;5;241m=\u001b[39m {\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mnbs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mscotland_data_subset}\n", + "\u001b[0;31mNameError\u001b[0m: name 'mungeCARdata4stan' is not defined" + ] + } + ], + "source": [ + "nbs = mungeCARdata4stan(\n", + " scotland_data[\"adj\"], scotland_data[\"num\"]\n", + ")\n", + "\n", + "scotland_data_subset = {\n", + " \"y\": scotland_data[\"y\"],\n", + " \"x\": scotland_data[\"x\"],\n", + " \"E\": scotland_data[\"E\"]\n", + "}\n", + "\n", + "data = {**nbs, **scotland_data_subset}\n", + "bym_model = CmdStanModel(stan_file=\"stan/bym_predictor_plus_offset.stan\")\n", + "bym_scot_stanfit = bym_model.sample(data=data, show_progress=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'bym_scot_stanfit' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[4], line 13\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28mvars\u001b[39m \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m 2\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlp__\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 3\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mbeta0\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtheta[5]\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 12\u001b[0m ]\n\u001b[0;32m---> 13\u001b[0m \u001b[43mbym_scot_stanfit\u001b[49m\u001b[38;5;241m.\u001b[39msummary()\u001b[38;5;241m.\u001b[39mloc[\u001b[38;5;28mvars\u001b[39m]\n", + "\u001b[0;31mNameError\u001b[0m: name 'bym_scot_stanfit' is not defined" + ] + } + ], + "source": [ + "vars = [\n", + " \"lp__\",\n", + " \"beta0\",\n", + " \"beta1\",\n", + " \"sigma_phi\",\n", + " \"tau_phi\",\n", + " \"sigma_theta\",\n", + " \"tau_theta\",\n", + " \"mu[5]\",\n", + " \"phi[5]\",\n", + " \"theta[5]\",\n", + "]\n", + "bym_scot_stanfit.summary().loc[vars]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bigger data: from 56 counties in Scotland to 1921 census tracts in New York City" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/farhanreynaldo/Documents/Open Sources/example-models/.venv/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log\n" + ] + }, + { + "data": { + "image/png": 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" + }, + "metadata": { + "image/png": { + "height": 480, + "width": 640 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import plotnine as p9\n", + "\n", + "p9.theme_set(\n", + " p9.theme_grey()\n", + " + p9.theme(\n", + " text=p9.element_text(size=10),\n", + " plot_title=p9.element_text(size=14),\n", + " axis_title_x=p9.element_text(size=12),\n", + " axis_title_y=p9.element_text(size=12),\n", + " axis_text_x=p9.element_text(size=8),\n", + " axis_text_y=p9.element_text(size=8),\n", + " )\n", + ")\n", + "\n", + "nyc_subset = pd.read_json(\"data/nyc_subset.json\", dtype={\"nyc_tractIDs\": str})\n", + "\n", + "(\n", + " p9.ggplot(data=nyc_subset, mapping=p9.aes(x=\"pop_2001\", y=\"events_2001\")) + \n", + " p9.geom_point() + \n", + " p9.scale_x_continuous(trans=\"log\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import geopandas as gpd\n", + "import libpysal as sa\n", + "\n", + "nyc_shp = gpd.read_file(\"data/nycTracts10/nycTracts10.shp\")\n", + "nyc_tractIDs = nyc_subset[\"nyc_tractIDs\"]\n", + "nyc_shp_subset = nyc_shp.merge(\n", + " nyc_subset, how=\"inner\", left_on=\"GEOID10\", right_on=\"nyc_tractIDs\"\n", + ").assign(log_pop_2001=lambda df: np.log(df[\"pop_2001\"] + 0.1))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from splot.libpysal import plot_spatial_weights\n", + "import matplotlib.pyplot as plt\n", + "\n", + "nyc_nbs = sa.weights.Rook(nyc_shp_subset['geometry'])\n", + "plot_spatial_weights(nyc_nbs, nyc_shp_subset)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the following plot, the first panel shows the 2001 log population per census tract and the second panel shows the raw number of 2001 events." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nyc_shp_subset.plot(column=\"log_pop_2001\", legend=True, cmap=\"Blues\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MeanMCSEStdDev5%50%95%N_EffN_Eff/sR_hat
beta0-6.122830.0002230.008125-6.13639-6.12260-6.110201323.6176.61081.00208
mu[1]10.545100.0023540.08562610.4026010.5471010.678701323.5176.60511.00208
mu[2]4.645530.0010370.0377214.582784.646414.704411323.5776.60901.00208
mu[3]7.140400.0015940.0579807.043957.141747.230891323.5676.60821.00208
mu[500]15.879000.0035440.12893715.6645015.8820016.080201323.5876.60911.00208
mu[1000]8.087480.0018050.0656707.978248.089018.189981323.5576.60781.00208
mu[1500]5.452310.0012170.0442735.378665.453345.521411323.5676.60821.00208
mu[1900]13.905900.0031040.11291513.7181013.9085014.082101323.5376.60661.00208
\n", + "
" + ], + "text/plain": [ + " Mean MCSE StdDev 5% 50% 95% N_Eff \\\n", + "beta0 -6.12283 0.000223 0.008125 -6.13639 -6.12260 -6.11020 1323.61 \n", + "mu[1] 10.54510 0.002354 0.085626 10.40260 10.54710 10.67870 1323.51 \n", + "mu[2] 4.64553 0.001037 0.037721 4.58278 4.64641 4.70441 1323.57 \n", + "mu[3] 7.14040 0.001594 0.057980 7.04395 7.14174 7.23089 1323.56 \n", + "mu[500] 15.87900 0.003544 0.128937 15.66450 15.88200 16.08020 1323.58 \n", + "mu[1000] 8.08748 0.001805 0.065670 7.97824 8.08901 8.18998 1323.55 \n", + "mu[1500] 5.45231 0.001217 0.044273 5.37866 5.45334 5.52141 1323.56 \n", + "mu[1900] 13.90590 0.003104 0.112915 13.71810 13.90850 14.08210 1323.53 \n", + "\n", + " N_Eff/s R_hat \n", + "beta0 76.6108 1.00208 \n", + "mu[1] 76.6051 1.00208 \n", + "mu[2] 76.6090 1.00208 \n", + "mu[3] 76.6082 1.00208 \n", + "mu[500] 76.6091 1.00208 \n", + "mu[1000] 76.6078 1.00208 \n", + "mu[1500] 76.6082 1.00208 \n", + "mu[1900] 76.6066 1.00208 " + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vars = [\n", + " \"beta0\",\n", + " \"mu[1]\",\n", + " \"mu[2]\",\n", + " \"mu[3]\",\n", + " \"mu[500]\",\n", + " \"mu[1000]\",\n", + " \"mu[1500]\",\n", + " \"mu[1900]\",\n", + "]\n", + "\n", + "pois_model_summary = pois_model_stanfit.summary()\n", + "pois_model_summary.loc[vars]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mu_index = pois_model_summary.index.str.contains(\"mu\")\n", + "mu_mean = pois_model_summary.loc[mu_index, \"Mean\"].reset_index(drop=True)\n", + "nyc_shp_subset.assign(mu = mu_mean).plot(column=\"mu\", legend=True, cmap=\"Blues\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Adding a vector of random effects (heterogeneous variation only)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "19:01:23 - cmdstanpy - INFO - compiling stan file /var/folders/q1/wt8mfyzs73l2r5977rk_mkxm0000gn/T/tmpfs1l1teg/tmp1glbh49y.stan to exe file /Users/farhanreynaldo/Documents/Open Sources/example-models/jupyter/car-iar-poisson/stan/pois_re\n", + "19:01:42 - cmdstanpy - INFO - compiled model executable: /Users/farhanreynaldo/Documents/Open Sources/example-models/jupyter/car-iar-poisson/stan/pois_re\n", + "19:01:42 - cmdstanpy - INFO - CmdStan start processing\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ea7b6bb03811433985eb50287aee60ee", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "chain 1 | | 00:00 Status" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b50b3c7550e041a38c61934c98d8f059", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "chain 2 | | 00:00 Status" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5ef1f2656dfa4d198f838e1635fccc8e", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "chain 3 | | 00:00 Status" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b54b8df835c94dc88b6ad73b55518db6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "chain 4 | | 00:00 Status" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " " + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "19:02:11 - cmdstanpy - INFO - CmdStan done processing.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "pois_re_model = CmdStanModel(stan_file=\"stan/pois_re.stan\")\n", + "pois_re_model_stanfit = pois_re_model.sample(data=data)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MeanMCSEStdDev5%50%95%N_EffN_Eff/sR_hat
beta0-6.5901300.0009970.030344-6.640660-6.589910-6.541410926.79417.62901.007140
mu[1]18.2817000.0438024.18037011.90430017.97620025.6859009108.530173.25800.999745
mu[2]0.9846620.0112840.8082230.1679160.7507992.5741005130.27097.58560.999884
mu[3]3.2740700.0190611.6525301.1366902.9550306.4816707516.290142.97100.999811
mu[500]29.2110000.0542255.38415020.95620028.85500038.6756009859.080187.53500.999334
mu[1000]4.2043900.0216961.9058301.6632603.9102407.7637607716.170146.77300.999865
mu[1500]1.6600700.0127461.0556900.4093571.4287603.6691106860.270130.49300.999301
mu[1900]1.4200700.0112020.9622080.3296471.1949503.3339607378.160140.34400.999603
theta[1]0.8264380.0023750.1945950.4950360.8334761.1371306715.150127.73201.000610
theta[2]-1.1665400.0084620.696200-2.360560-1.130520-0.0944276768.960128.75600.999202
theta[3]-0.3672020.0052120.435974-1.147020-0.3401270.3136716996.840133.09100.999895
theta[500]0.8837710.0019330.1574130.6131810.8886651.1377306630.590126.12401.000190
theta[1000]-0.2435410.0047720.394815-0.930487-0.2143080.3486866844.490130.19300.999429
theta[1500]-0.7707420.0062310.555950-1.761800-0.7279630.0661347960.680151.42400.999687
theta[1900]-1.7010000.0065400.586832-2.740930-1.662320-0.8000918051.710153.15600.999185
\n", + "
" + ], + "text/plain": [ + " Mean MCSE StdDev 5% 50% 95% \\\n", + "beta0 -6.590130 0.000997 0.030344 -6.640660 -6.589910 -6.541410 \n", + "mu[1] 18.281700 0.043802 4.180370 11.904300 17.976200 25.685900 \n", + "mu[2] 0.984662 0.011284 0.808223 0.167916 0.750799 2.574100 \n", + "mu[3] 3.274070 0.019061 1.652530 1.136690 2.955030 6.481670 \n", + "mu[500] 29.211000 0.054225 5.384150 20.956200 28.855000 38.675600 \n", + "mu[1000] 4.204390 0.021696 1.905830 1.663260 3.910240 7.763760 \n", + "mu[1500] 1.660070 0.012746 1.055690 0.409357 1.428760 3.669110 \n", + "mu[1900] 1.420070 0.011202 0.962208 0.329647 1.194950 3.333960 \n", + "theta[1] 0.826438 0.002375 0.194595 0.495036 0.833476 1.137130 \n", + "theta[2] -1.166540 0.008462 0.696200 -2.360560 -1.130520 -0.094427 \n", + "theta[3] -0.367202 0.005212 0.435974 -1.147020 -0.340127 0.313671 \n", + "theta[500] 0.883771 0.001933 0.157413 0.613181 0.888665 1.137730 \n", + "theta[1000] -0.243541 0.004772 0.394815 -0.930487 -0.214308 0.348686 \n", + "theta[1500] -0.770742 0.006231 0.555950 -1.761800 -0.727963 0.066134 \n", + "theta[1900] -1.701000 0.006540 0.586832 -2.740930 -1.662320 -0.800091 \n", + "\n", + " N_Eff N_Eff/s R_hat \n", + "beta0 926.794 17.6290 1.007140 \n", + "mu[1] 9108.530 173.2580 0.999745 \n", + "mu[2] 5130.270 97.5856 0.999884 \n", + "mu[3] 7516.290 142.9710 0.999811 \n", + "mu[500] 9859.080 187.5350 0.999334 \n", + "mu[1000] 7716.170 146.7730 0.999865 \n", + "mu[1500] 6860.270 130.4930 0.999301 \n", + "mu[1900] 7378.160 140.3440 0.999603 \n", + "theta[1] 6715.150 127.7320 1.000610 \n", + "theta[2] 6768.960 128.7560 0.999202 \n", + "theta[3] 6996.840 133.0910 0.999895 \n", + "theta[500] 6630.590 126.1240 1.000190 \n", + "theta[1000] 6844.490 130.1930 0.999429 \n", + "theta[1500] 7960.680 151.4240 0.999687 \n", + "theta[1900] 8051.710 153.1560 0.999185 " + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vars = [\n", + " \"beta0\",\n", + " \"mu[1]\",\n", + " \"mu[2]\",\n", + " \"mu[3]\",\n", + " \"mu[500]\",\n", + " \"mu[1000]\",\n", + " \"mu[1500]\",\n", + " \"mu[1900]\",\n", + " \"theta[1]\", \n", + " \"theta[2]\", \"theta[3]\", \n", + " \"theta[500]\", \n", + " \"theta[1000]\", \n", + " \"theta[1500]\", \n", + " \"theta[1900]\"\n", + "]\n", + "\n", + "pois_re_model_summary = pois_re_model_stanfit.summary()\n", + "pois_re_model_summary.loc[vars]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mu_index = pois_re_model_summary.index.str.contains(\"mu\")\n", + "mu_mean = pois_re_model_summary.loc[mu_index, \"Mean\"].reset_index(drop=True)\n", + "nyc_shp_subset.assign(mu = mu_mean).plot(column=\"mu\", legend=True, cmap=\"Blues\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Adding an ICAR component (spatial smoothing only)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "stan-example", 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b/jupyter/car-iar-poisson/stan/bym_predictor_plus_offset.stan @@ -0,0 +1,48 @@ +// use for Scotland dataset +data { + int N; + int N_edges; + array[N_edges] int node1; // node1[i] adjacent to node2[i] + array[N_edges] int node2; // and node1[i] < node2[i] + + array[N] int y; // count outcomes + vector[N] x; // predictor + vector[N] E; // exposure +} +transformed data { + vector[N] log_E = log(E); +} +parameters { + real beta0; // intercept + real beta1; // slope + + real tau_theta; // precision of heterogeneous effects + real tau_phi; // precision of spatial effects + + vector[N] theta; // heterogeneous effects + vector[N] phi; // spatial effects +} +transformed parameters { + real sigma_theta = inv(sqrt(tau_theta)); // convert precision to sigma + real sigma_phi = inv(sqrt(tau_phi)); // convert precision to sigma +} +model { + y ~ poisson_log(log_E + beta0 + beta1 * x + phi * sigma_phi + + theta * sigma_theta); + + // NOTE: no prior on phi_raw, it is used to construct phi + // the following computes the prior on phi on the unit scale with sd = 1 + target += -0.5 * dot_self(phi[node1] - phi[node2]); + // soft sum-to-zero constraint on phi) + sum(phi) ~ normal(0, 0.001 * N); // equivalent to mean(phi) ~ normal(0,0.001) + + beta0 ~ normal(0, 5); + beta1 ~ normal(0, 5); + theta ~ normal(0, 1); + tau_theta ~ gamma(3.2761, 1.81); // Carlin WinBUGS priors + tau_phi ~ gamma(1, 1); // Carlin WinBUGS priors +} +generated quantities { + vector[N] mu = exp(log_E + beta0 + beta1 * x + phi * sigma_phi + + theta * sigma_theta); +} \ No newline at end of file diff --git a/jupyter/car-iar-poisson/stan/pois b/jupyter/car-iar-poisson/stan/pois new file mode 100755 index 0000000000000000000000000000000000000000..9aa00b070ab4ceaee1d37ef5b4414960ca7746f7 GIT binary patch literal 2812232 zcmeEvdwf*I`Tj0RAY4ySA^`+~0!a2BD0oSaGatVxksMEU7GA|uUk3}X2Ql*GTB9QW)+ZZm*Kb9m`p(HO+% zZ%PoE7>*8QXP_WFn3I$5_RPo+Mm2}`%7+O8-isy>hQt5Gn($hikvTbY=g)QLEXd8x zpX~ZI-r6^1Nrofn*9;)w<-7Cd&cDZuZw_zzzq$)}!|szA 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