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@mamacneil
Created April 9, 2021 14:32
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Gamma GLM in PyMC3
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"# Example of Gamma GLM in PyMC2\n",
"\n",
"Example of Gamma GLM, based on simulated data from [Sean Anderson's blog](http://seananderson.ca/2014/04/08/gamma-glms.html)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Import python packages\n",
"%matplotlib inline\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pymc3 as pm\n",
"import theano as T\n",
"import theano.tensor as tt\n",
"import seaborn as sns\n",
"import scipy as sp\n",
"import pdb\n",
"import arviz as az"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Helper functions\n",
"def indexall(L):\n",
" poo = []\n",
" for p in L:\n",
" if not p in poo:\n",
" poo.append(p)\n",
" Ix = np.array([poo.index(p) for p in L])\n",
" return poo,Ix\n",
"\n",
"# Helper functions\n",
"def indexall_B(L,B):\n",
" poo = []\n",
" for p in L:\n",
" if not p in poo:\n",
" poo.append(p)\n",
" Ix = np.array([poo.index(p) for p in L])\n",
" a, b = poo.index(B), 0\n",
" poo[b], poo[a] = poo[a], poo[b]\n",
" \n",
" Ix[Ix==b] = -1\n",
" Ix[Ix==a] = 0\n",
" Ix[Ix==-1] = a\n",
" return poo,Ix\n",
"\n",
"def subindexall(short,long):\n",
" poo = []\n",
" out = []\n",
" for s,l in zip(short,long):\n",
" if not l in poo:\n",
" poo.append(l)\n",
" out.append(s)\n",
" return indexall(out)\n",
"\n",
"match = lambda a, b: np.array([ b.index(x) if x in b else None for x in a ])\n",
"grep = lambda s, l: np.array([i for i in l if s in i])\n",
"\n",
"# Function to standardize covariates\n",
"def stdize(x):\n",
" return (x-np.mean(x))/(2*np.std(x))\n",
"\n",
"# Coefficient of variation\n",
"cv = lambda x: np.var(x) / np.mean(x)\n",
"\n",
"def plot_ppc_loopit(idata, title):\n",
" fig = plt.figure(figsize=(12,9))\n",
" ax_ppc = fig.add_subplot(211)\n",
" ax1 = fig.add_subplot(223); ax2 = fig.add_subplot(224)\n",
" az.plot_ppc(idata, ax=ax_ppc);\n",
" for ax, ecdf in zip([ax1, ax2], (False, True)):\n",
" az.plot_loo_pit(idata, y=\"Yi\", ecdf=ecdf, ax=ax);\n",
" ax_ppc.set_title(title)\n",
" ax_ppc.set_xlabel(\"\")\n",
" return np.array([ax_ppc, ax1, ax2])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"Simulate data under shape-rate configuration of the gamma used in PyMC3\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"N = 100\n",
"x = np.random.uniform(-1,1,N)\n",
"a_true = 0.5\n",
"b_true = 1.2\n",
"y_true = np.exp(a_true+b_true*x)\n",
"shape_true = 10\n",
"with pm.Model() as model2:\n",
" g = pm.Gamma('g', alpha=shape_true, beta=shape_true/y_true, shape=N) \n",
"y = g.random()\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x,y);"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as Model_1:\n",
" # Priors\n",
" α = pm.Normal('a', 0, 0.5)\n",
" β = pm.Normal('b', 0, 0.5)\n",
" shape = pm.Uniform('shape', 0, 50)\n",
"\n",
" # Model\n",
" μ = pm.math.exp(α+β*x)\n",
"\n",
" # Likelihood\n",
" Yi = pm.Gamma('Yi', alpha=shape, beta=shape/μ, observed=y)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"with Model_1:\n",
" prior = pm.sample_prior_predictive(700)\n",
" Model_1_priorp = az.from_pymc3(prior=prior)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"az.plot_ppc(Model_1_priorp, group=\"prior\")\n",
"plt.xlim(0,10)\n",
"plt.ylim(0,10);"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaronmacneil/anaconda3/lib/python3.8/site-packages/pymc3/sampling.py:465: FutureWarning: In an upcoming release, pm.sample will return an `arviz.InferenceData` object instead of a `MultiTrace` by default. You can pass return_inferencedata=True or return_inferencedata=False to be safe and silence this warning.\n",
" warnings.warn(\n",
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [shape, b, a]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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 24 seconds.\n"
]
}
],
"source": [
"nsamp = 1000\n",
"with Model_1:\n",
" trace = pm.sample(nsamp)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaronmacneil/anaconda3/lib/python3.8/site-packages/arviz/data/io_pymc3.py:88: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
" warnings.warn(\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(trace);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/aaronmacneil/anaconda3/lib/python3.8/site-packages/arviz/data/io_pymc3.py:88: FutureWarning: Using `from_pymc3` without the model will be deprecated in a future release. Not using the model will return less accurate and less useful results. Make sure you use the model argument or call from_pymc3 within a model context.\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_3%</th>\n",
" <th>hdi_97%</th>\n",
" <th>mcse_mean</th>\n",
" <th>mcse_sd</th>\n",
" <th>ess_mean</th>\n",
" <th>ess_sd</th>\n",
" <th>ess_bulk</th>\n",
" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>a</th>\n",
" <td>0.523</td>\n",
" <td>0.032</td>\n",
" <td>0.465</td>\n",
" <td>0.584</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>5109.0</td>\n",
" <td>5068.0</td>\n",
" <td>5124.0</td>\n",
" <td>2967.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>b</th>\n",
" <td>1.251</td>\n",
" <td>0.051</td>\n",
" <td>1.157</td>\n",
" <td>1.350</td>\n",
" <td>0.001</td>\n",
" <td>0.001</td>\n",
" <td>4828.0</td>\n",
" <td>4828.0</td>\n",
" <td>4827.0</td>\n",
" <td>2722.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>shape</th>\n",
" <td>10.825</td>\n",
" <td>1.542</td>\n",
" <td>7.842</td>\n",
" <td>13.587</td>\n",
" <td>0.023</td>\n",
" <td>0.017</td>\n",
" <td>4492.0</td>\n",
" <td>4340.0</td>\n",
" <td>4508.0</td>\n",
" <td>2714.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_mean ess_sd \\\n",
"a 0.523 0.032 0.465 0.584 0.000 0.000 5109.0 5068.0 \n",
"b 1.251 0.051 1.157 1.350 0.001 0.001 4828.0 4828.0 \n",
"shape 10.825 1.542 7.842 13.587 0.023 0.017 4492.0 4340.0 \n",
"\n",
" ess_bulk ess_tail r_hat \n",
"a 5124.0 2967.0 1.0 \n",
"b 4827.0 2722.0 1.0 \n",
"shape 4508.0 2714.0 1.0 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.summary(trace)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [4000/4000 00:05<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"posterior_predictive = pm.sample_posterior_predictive(trace, model=Model_1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"data_checks = az.from_pymc3(\n",
" model=Model_1,\n",
" trace=trace,\n",
" prior=prior,\n",
" posterior_predictive=posterior_predictive)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x648 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_ppc_loopit(data_checks,'data_checks');"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(trace['a'])\n",
"plt.axvline(a_true,c='red');"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(trace['b'])\n",
"plt.axvline(b_true,c='red');"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(trace['shape'])\n",
"plt.axvline(shape_true,c='red');"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"# Sample random lines from the posterior\n",
"nnew = 100\n",
"nindx = np.random.randint(0,nsamp,nnew)\n",
"xnew = np.linspace(min(x),max(x),1000)\n",
"ynew = np.exp(np.array([trace['a'][n]+trace['b'][n]*xnew for n in nindx]))\n",
"ymu = ynew.mean(axis=0)\n",
"ytrue = np.exp(a_true+b_true*xnew)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot data and model\n",
"plt.figure(figsize=(10,7))\n",
"plt.scatter(x, y, c=\"dodgerblue\",s=30)\n",
"[plt.plot(xnew, y, c=\"grey\",linewidth=1, alpha=0.1) for y in ynew]\n",
"plt.plot(xnew, ymu, c=\"black\",linewidth=1.5, label='Estimated')\n",
"plt.plot(xnew, ytrue, c=\"red\",linewidth=1.5, label='True')\n",
"plt.legend();"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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