Skip to content

Instantly share code, notes, and snippets.

@GStechschulte
Last active April 23, 2023 14:05
Show Gist options
  • Select an option

  • Save GStechschulte/345a700cb5b9fb702878c5c98fe222fe to your computer and use it in GitHub Desktop.

Select an option

Save GStechschulte/345a700cb5b9fb702878c5c98fe222fe to your computer and use it in GitHub Desktop.
This Jupyter provides several examples of the `plots_cap` function for a variety of GLMs
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 226,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"import arviz as az\n",
"import bambi as bmb\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"from bambi.plots import plot_cap\n",
"from bambi.utils import extract_argument_names\n",
"import importlib\n",
"import sys\n",
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Linear Regression"
]
},
{
"cell_type": "code",
"execution_count": 246,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [mpg_sigma, hp, wt, hp:wt, cyl, gear]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n"
]
}
],
"source": [
"data = bmb.load_data('mtcars')\n",
"data[\"cyl\"] = data[\"cyl\"].replace({4: \"low\", 6: \"medium\", 8: \"high\"})\n",
"data[\"gear\"] = data[\"gear\"].replace({3: \"A\", 4: \"B\", 5: \"C\"})\n",
"data[\"cyl\"] = pd.Categorical(data[\"cyl\"], categories=[\"low\", \"medium\", \"high\"], ordered=True)\n",
"\n",
"model = bmb.Model(\"mpg ~ 0 + hp * wt + cyl + gear\", data)\n",
"idata = model.fit(draws=1000, target_accept=0.95, random_seed=1234)"
]
},
{
"cell_type": "code",
"execution_count": 247,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"plot_cap(model, idata, \"hp\", pps=False, ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"plot_cap(model, idata, \"hp\", pps=True, ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"plot_cap(model, idata, [\"hp\", \"wt\"], ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"plot_cap(model, idata, [\"hp\", \"wt\"], pps=True, ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 2000x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Could be more useful to plot subplots for each `wt` when\n",
"# credible intervals overlap\n",
"fig, axes = plot_cap(\n",
" model=model, \n",
" idata=idata, \n",
" covariates={\"horizontal\": \"hp\", \"color\": \"wt\", \"panel\": \"wt\"},\n",
" pps=True,\n",
" legend=False,\n",
" fig_kwargs={\"figsize\": (20, 8), \"sharey\": True}\n",
")\n",
"plt.tight_layout();"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# categorical covariate\n",
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"plot_cap(model, idata, [\"gear\"], pps=False, ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 147,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# posterior predictive uncertainty is larger than posterior uncertainty (above plot)\n",
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"plot_cap(model, idata, [\"gear\"], pps=True, ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"plot_cap(model, idata, [\"gear\", \"cyl\"], pps=False, ax=ax);"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# posterior predictive uncertainty is larger than posterior uncertainty (above plot)\n",
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"plot_cap(model, idata, [\"gear\", \"cyl\"], pps=True, ax=ax);"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Regression for binary responses\n",
"\n",
"https://bambinos.github.io/bambi/notebooks/alternative_links_binary.html"
]
},
{
"cell_type": "code",
"execution_count": 258,
"metadata": {},
"outputs": [],
"source": [
"dose = np.array([1.6907, 1.7242, 1.7552, 1.7842, 1.8113, 1.8369, 1.8610, 1.8839])\n",
"num_beetles = np.array([59, 60, 62, 56, 63, 59, 62, 60])\n",
"num_killed = np.array([6, 13, 18, 28, 52, 53, 61, 60])\n",
"prop = num_killed / num_beetles\n",
"\n",
"data = pd.DataFrame(\n",
" {\"dose\": dose, \n",
" \"num_beetles\": num_beetles,\n",
" \"num_killed\": num_killed,\n",
" \"prop_dead\": prop\n",
" }\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 259,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [Intercept, dose]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
]
}
],
"source": [
"model_logit = bmb.Model(\n",
" \"p(num_killed, num_beetles) ~ dose\", \n",
" data, \n",
" family=\"binomial\",\n",
" link=\"logit\"\n",
")\n",
"idata_logit = model_logit.fit(draws=1000, chains=4)"
]
},
{
"cell_type": "code",
"execution_count": 260,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"fig, ax = plot_cap(\n",
" model=model_logit, \n",
" idata=idata_logit,\n",
" covariates=\"dose\",\n",
" pps=False,\n",
" ax=ax\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 261,
"metadata": {},
"outputs": [
{
"ename": "KeyError",
"evalue": "'num_beetles'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/pandas/core/indexes/base.py:3802\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3801\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> 3802\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_engine\u001b[39m.\u001b[39;49mget_loc(casted_key)\n\u001b[1;32m 3803\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/pandas/_libs/index.pyx:138\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/pandas/_libs/index.pyx:165\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
"File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5745\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
"File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5753\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
"\u001b[0;31mKeyError\u001b[0m: 'num_beetles'",
"\nThe above exception was the direct cause of the following exception:\n",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[261], line 3\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[39m# NEED to have num_beetles b/c of proportion\u001b[39;00m\n\u001b[1;32m 2\u001b[0m fig, ax \u001b[39m=\u001b[39m plt\u001b[39m.\u001b[39msubplots(figsize\u001b[39m=\u001b[39m(\u001b[39m7\u001b[39m, \u001b[39m3\u001b[39m), dpi\u001b[39m=\u001b[39m\u001b[39m120\u001b[39m)\n\u001b[0;32m----> 3\u001b[0m fig, axes \u001b[39m=\u001b[39m plot_cap(\n\u001b[1;32m 4\u001b[0m model\u001b[39m=\u001b[39;49mmodel_logit, \n\u001b[1;32m 5\u001b[0m idata\u001b[39m=\u001b[39;49midata_logit,\n\u001b[1;32m 6\u001b[0m covariates\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mdose\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m 7\u001b[0m pps\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m,\n\u001b[1;32m 8\u001b[0m ax\u001b[39m=\u001b[39;49max\n\u001b[1;32m 9\u001b[0m );\n",
"File \u001b[0;32m~/Documents/repos/bambi/bambi/plots/plot_cap.py:214\u001b[0m, in \u001b[0;36mplot_cap\u001b[0;34m(model, idata, covariates, target, pps, use_hdi, hdi_prob, transforms, legend, ax, fig_kwargs)\u001b[0m\n\u001b[1;32m 211\u001b[0m response_transform \u001b[39m=\u001b[39m transforms\u001b[39m.\u001b[39mget(response_name, identity)\n\u001b[1;32m 213\u001b[0m \u001b[39mif\u001b[39;00m pps:\n\u001b[0;32m--> 214\u001b[0m idata \u001b[39m=\u001b[39m model\u001b[39m.\u001b[39;49mpredict(idata, data\u001b[39m=\u001b[39;49mcap_data, inplace\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m, kind\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mpps\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n\u001b[1;32m 215\u001b[0m y_hat \u001b[39m=\u001b[39m response_transform(idata\u001b[39m.\u001b[39mposterior_predictive[response_name])\n\u001b[1;32m 216\u001b[0m y_hat_mean \u001b[39m=\u001b[39m y_hat\u001b[39m.\u001b[39mmean((\u001b[39m\"\u001b[39m\u001b[39mchain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mdraw\u001b[39m\u001b[39m\"\u001b[39m))\n",
"File \u001b[0;32m~/Documents/repos/bambi/bambi/models.py:785\u001b[0m, in \u001b[0;36mModel.predict\u001b[0;34m(self, idata, kind, data, inplace, include_group_specific)\u001b[0m\n\u001b[1;32m 782\u001b[0m required_kwargs \u001b[39m=\u001b[39m {\u001b[39m\"\u001b[39m\u001b[39mmodel\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39mself\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mposterior\u001b[39m\u001b[39m\"\u001b[39m: idata\u001b[39m.\u001b[39mposterior}\n\u001b[1;32m 783\u001b[0m optional_kwargs \u001b[39m=\u001b[39m {\u001b[39m\"\u001b[39m\u001b[39mdata\u001b[39m\u001b[39m\"\u001b[39m: data}\n\u001b[0;32m--> 785\u001b[0m pps \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mfamily\u001b[39m.\u001b[39;49mposterior_predictive(\u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mrequired_kwargs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49moptional_kwargs)\n\u001b[1;32m 786\u001b[0m pps \u001b[39m=\u001b[39m pps\u001b[39m.\u001b[39mto_dataset(name\u001b[39m=\u001b[39mresponse_aliased_name)\n\u001b[1;32m 788\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mposterior_predictive\u001b[39m\u001b[39m\"\u001b[39m \u001b[39min\u001b[39;00m idata:\n",
"File \u001b[0;32m~/Documents/repos/bambi/bambi/families/univariate.py:18\u001b[0m, in \u001b[0;36mBinomialBaseFamily.posterior_predictive\u001b[0;34m(self, model, posterior, **kwargs)\u001b[0m\n\u001b[1;32m 16\u001b[0m trials \u001b[39m=\u001b[39m model\u001b[39m.\u001b[39mresponse_component\u001b[39m.\u001b[39mresponse_term\u001b[39m.\u001b[39mdata[:, \u001b[39m1\u001b[39m]\n\u001b[1;32m 17\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m---> 18\u001b[0m trials \u001b[39m=\u001b[39m model\u001b[39m.\u001b[39;49mresponse_component\u001b[39m.\u001b[39;49mdesign\u001b[39m.\u001b[39;49mresponse\u001b[39m.\u001b[39;49mevaluate_new_data(data)\u001b[39m.\u001b[39mastype(\u001b[39mint\u001b[39m)\n\u001b[1;32m 19\u001b[0m \u001b[39m# Prepend 'draw' and 'chain' dimensions\u001b[39;00m\n\u001b[1;32m 20\u001b[0m trials \u001b[39m=\u001b[39m trials[np\u001b[39m.\u001b[39mnewaxis, np\u001b[39m.\u001b[39mnewaxis, :]\n",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/formulae/matrices.py:145\u001b[0m, in \u001b[0;36mResponseMatrix.evaluate_new_data\u001b[0;34m(self, data)\u001b[0m\n\u001b[1;32m 143\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mevaluate_new_data\u001b[39m(\u001b[39mself\u001b[39m, data):\n\u001b[1;32m 144\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mkind \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mproportion\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[0;32m--> 145\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mterm\u001b[39m.\u001b[39;49mterm\u001b[39m.\u001b[39;49meval_new_data(data)\n\u001b[1;32m 146\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mCan\u001b[39m\u001b[39m'\u001b[39m\u001b[39mt evaluate response term with kind different to \u001b[39m\u001b[39m'\u001b[39m\u001b[39mproportion\u001b[39m\u001b[39m'\u001b[39m\u001b[39m\"\u001b[39m)\n",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/formulae/terms/terms.py:496\u001b[0m, in \u001b[0;36mTerm.eval_new_data\u001b[0;34m(self, data)\u001b[0m\n\u001b[1;32m 492\u001b[0m result \u001b[39m=\u001b[39m reduce(\n\u001b[1;32m 493\u001b[0m get_interaction_matrix, [c\u001b[39m.\u001b[39meval_new_data(data) \u001b[39mfor\u001b[39;00m c \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcomponents]\n\u001b[1;32m 494\u001b[0m )\n\u001b[1;32m 495\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[0;32m--> 496\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcomponents[\u001b[39m0\u001b[39;49m]\u001b[39m.\u001b[39;49meval_new_data(data)\n\u001b[1;32m 497\u001b[0m \u001b[39mreturn\u001b[39;00m result\n",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/formulae/terms/call.py:282\u001b[0m, in \u001b[0;36mCall.eval_new_data\u001b[0;34m(self, data_mask)\u001b[0m\n\u001b[1;32m 280\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39meval_new_data_offset(data_mask)\n\u001b[1;32m 281\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mkind \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mproportion\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[0;32m--> 282\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49meval_new_data_proportion(data_mask)\n\u001b[1;32m 284\u001b[0m \u001b[39mreturn\u001b[39;00m result\n",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/formulae/terms/call.py:342\u001b[0m, in \u001b[0;36mCall.eval_new_data_proportion\u001b[0;34m(self, data_mask)\u001b[0m\n\u001b[1;32m 339\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 340\u001b[0m \u001b[39m# Extract name of the second component\u001b[39;00m\n\u001b[1;32m 341\u001b[0m name \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcall\u001b[39m.\u001b[39margs[\u001b[39m1\u001b[39m]\u001b[39m.\u001b[39mname\n\u001b[0;32m--> 342\u001b[0m values \u001b[39m=\u001b[39m data_mask[name]\n\u001b[1;32m 343\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(values, pd\u001b[39m.\u001b[39mSeries):\n\u001b[1;32m 344\u001b[0m values \u001b[39m=\u001b[39m values\u001b[39m.\u001b[39mvalues\n",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/pandas/core/frame.py:3807\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3805\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mnlevels \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[1;32m 3806\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3807\u001b[0m indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mget_loc(key)\n\u001b[1;32m 3808\u001b[0m \u001b[39mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3809\u001b[0m indexer \u001b[39m=\u001b[39m [indexer]\n",
"File \u001b[0;32m~/miniforge3/envs/bambinos/lib/python3.11/site-packages/pandas/core/indexes/base.py:3804\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3802\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_engine\u001b[39m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m 3803\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n\u001b[0;32m-> 3804\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m 3805\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[1;32m 3806\u001b[0m \u001b[39m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3807\u001b[0m \u001b[39m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3808\u001b[0m \u001b[39m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3809\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_check_indexing_error(key)\n",
"\u001b[0;31mKeyError\u001b[0m: 'num_beetles'"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# NEED to have num_beetles b/c of proportion\n",
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"fig, axes = plot_cap(\n",
" model=model_logit, \n",
" idata=idata_logit,\n",
" covariates=\"dose\",\n",
" pps=True,\n",
" ax=ax\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {},
"outputs": [],
"source": [
"# should be\n",
"proportion_aliases = [\"proportion\", \"prop\", \"p\"]\n",
"response = model_logit.response_component.response_term.name\n",
"if any([prp in response for prp in proportion_aliases]):\n",
" names = extract_argument_names(expr=response, accepted_funcs=proportion_aliases)\n",
"\n",
" # new data\n",
" x_seq = np.linspace(1.6, 2, num=200)\n",
" num_beet_seq = np.linspace(50, 70, num=200)\n",
" cap_data = pd.DataFrame(\n",
" {\n",
" \"num_beetles\": num_beet_seq,\n",
" \"dose\": x_seq\n",
" }\n",
" )\n",
"\n",
"model_logit.predict(idata_logit, data=cap_data, kind=\"pps\")"
]
},
{
"cell_type": "code",
"execution_count": 243,
"metadata": {},
"outputs": [],
"source": [
"# proportiom by dividing by N (num_beetles)\n",
"prop = (idata_logit\n",
" .posterior_predictive[response]\n",
" .mean((\"chain\", \"draw\")) / cap_data[names[1]].max()\n",
")\n",
"\n",
"prop_std = (idata_logit\n",
" .posterior_predictive[response]\n",
" .std((\"chain\", \"draw\")) / cap_data[names[1]].max()\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7, 3), dpi=120)\n",
"plt.plot(x_seq, prop, color=\"blue\", label=\"y_hat_mu\")\n",
"plt.fill_between(\n",
" x_seq,\n",
" prop - prop_std*2,\n",
" prop + prop_std*2,\n",
" color=\"grey\",\n",
" alpha=0.5,\n",
" label=\"y_hat_std\"\n",
")\n",
"plt.ylabel(\"p(num_killed, num_beetles)\")\n",
"plt.title(\"Posterior Predictive Distribution With Proportion\");"
]
},
{
"cell_type": "code",
"execution_count": 236,
"metadata": {},
"outputs": [],
"source": [
"# not computing proportion (p(y, n)) example\n",
"y_hat_mu = (idata_logit\n",
" .posterior_predictive[response]\n",
" .mean((\"chain\", \"draw\"))\n",
" )\n",
"\n",
"y_hat_std = (idata_logit\n",
" .posterior_predictive[response]\n",
" .std((\"chain\", \"draw\"))\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# not computing proportion (p(y, n)) give you obs. values\n",
"plt.figure(figsize=(7, 3), dpi=120)\n",
"plt.plot(x_seq, y_hat_mu, color=\"blue\", label=\"y_hat_mu\")\n",
"plt.fill_between(\n",
" x_seq,\n",
" y_hat_mu - y_hat_std * 2,\n",
" y_hat_mu + y_hat_std * 2,\n",
" color=\"grey\",\n",
" alpha=0.5,\n",
" label=\"y_hat_std\"\n",
")\n",
"plt.ylabel(\"num_killed\")\n",
"plt.title(\"Posterior Predictive Distribution Without Proportion\");"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Negative Binomial"
]
},
{
"cell_type": "code",
"execution_count": 254,
"metadata": {},
"outputs": [],
"source": [
"data = pd.read_stata(\"https://stats.idre.ucla.edu/stat/stata/dae/nb_data.dta\")\n",
"data[\"prog\"] = data[\"prog\"].map({1: \"General\", 2: \"Academic\", 3: \"Vocational\"})"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Interaction"
]
},
{
"cell_type": "code",
"execution_count": 255,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [daysabs_alpha, prog, scale(math), prog:scale(math)]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
]
}
],
"source": [
"model_interaction = bmb.Model(\n",
" \"daysabs ~ 0 + prog + scale(math) + prog:scale(math)\", \n",
" data,\n",
" family=\"negativebinomial\"\n",
")\n",
"idata_interaction = model_interaction.fit(\n",
" draws=1000, target_accept=0.95, random_seed=1234, chains=4\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 256,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"fig, ax = plot_cap(\n",
" model_interaction, \n",
" idata_interaction, \n",
" \"math\", \n",
" ax=ax, \n",
" pps=False\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 257,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"fig, ax = plot_cap(\n",
" model_interaction, \n",
" idata_interaction, \n",
" \"math\", \n",
" ax=ax, \n",
" pps=True\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 273,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 840x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 3), dpi=120)\n",
"fig, ax = plot_cap(\n",
" model_interaction, \n",
" idata_interaction, \n",
" [\"math\", \"prog\"], \n",
" ax=ax, \n",
" pps=False\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 274,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment