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Created December 2, 2021 16:09
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Bayesian_Workflow.ipynb
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{
"cells": [
{
"metadata": {
"papermill": {
"duration": 0.016911,
"end_time": "2020-03-27T06:09:14.400757",
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"start_time": "2020-03-27T06:09:14.383846",
"status": "completed"
},
"tags": []
},
"cell_type": "markdown",
"source": "# Bayesian Workflow: Modeling COVID-19\n\nStrengths of Bayesian statistics that are critical here:\n* Great flexibility to quickly and iteratively build statistical models\n* Offers principled way of dealing with uncertainty\n* Don't just want most likely outcome but distribution of all possible outcomes\n* Allows expert information to guide model by using informative priors\n\nIn this lecture you'll learn:\n* How to go from data to a model idea\n* How to find priors for your model\n* How to evaluate a model\n* How to iteratively improve a model\n* How to forecast into the future\n* How powerful generative modeling can be"
},
{
"metadata": {
"papermill": {
"duration": 2.069288,
"end_time": "2020-03-27T06:09:16.527404",
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"status": "completed"
},
"tags": [],
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"cell_type": "code",
"source": "import arviz as az\nimport load_covid_data\nimport matplotlib\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\nimport pymc3 as pm\nimport seaborn as sns\nfrom IPython.display import Markdown, display",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "az.style.use(\"arviz-darkgrid\")\nsampler_kwargs = {\n \"chains\": 4,\n \"cores\": 4,\n \"return_inferencedata\": True,\n \"random_seed\": 42,\n}",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"papermill": {
"duration": 0.009784,
"end_time": "2020-03-27T06:09:16.547140",
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"start_time": "2020-03-27T06:09:16.537356",
"status": "completed"
},
"tags": []
},
"cell_type": "markdown",
"source": "## Load data\n\nFirst we'll load data on COVID-19 cases from the WHO. In order to ease analysis we will remove any days where the number of confirmed cases was below 100 (as reporting is often very noisy in this timeframe). It also allows us to align countries with each other for easier comparison."
},
{
"metadata": {
"papermill": {
"duration": 1.663552,
"end_time": "2020-03-27T06:09:18.220032",
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"start_time": "2020-03-27T06:09:16.556480",
"status": "completed"
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"tags": [],
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"cell_type": "code",
"source": "df = load_covid_data.load_data(drop_states=True, filter_n_days_100=2)\ncountries = df.country.unique()\nn_countries = len(countries)\ndf = df.loc[lambda x: (x.days_since_100 >= 0)]\ndf.head()",
"execution_count": 3,
"outputs": [
{
"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>country</th>\n <th>state</th>\n <th>type</th>\n <th>confirmed</th>\n <th>critical_estimate</th>\n <th>days_since_100</th>\n <th>deaths</th>\n </tr>\n <tr>\n <th>date</th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>2020-03-28</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>107</td>\n <td>5.35</td>\n <td>0.0</td>\n <td>4</td>\n </tr>\n <tr>\n <th>2020-03-29</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>118</td>\n <td>5.90</td>\n <td>1.0</td>\n <td>4</td>\n </tr>\n <tr>\n <th>2020-03-30</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>146</td>\n <td>7.30</td>\n <td>2.0</td>\n <td>4</td>\n </tr>\n <tr>\n <th>2020-03-31</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>175</td>\n <td>8.75</td>\n <td>3.0</td>\n <td>4</td>\n </tr>\n <tr>\n <th>2020-04-01</th>\n <td>Afghanistan</td>\n <td>NaN</td>\n <td>confirmed</td>\n <td>197</td>\n <td>9.85</td>\n <td>4.0</td>\n <td>4</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " country state type confirmed critical_estimate \\\ndate \n2020-03-28 Afghanistan NaN confirmed 107 5.35 \n2020-03-29 Afghanistan NaN confirmed 118 5.90 \n2020-03-30 Afghanistan NaN confirmed 146 7.30 \n2020-03-31 Afghanistan NaN confirmed 175 8.75 \n2020-04-01 Afghanistan NaN confirmed 197 9.85 \n\n days_since_100 deaths \ndate \n2020-03-28 0.0 4 \n2020-03-29 1.0 4 \n2020-03-30 2.0 4 \n2020-03-31 3.0 4 \n2020-04-01 4.0 4 "
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Bayesian Workflow\n\nNext, we will start developing a model of the spread. These models will start out simple and bad but we will iteratively improve them. A good workflow to adopt when developing your own models is:\n\n1. Plot the data\n2. Build model\n3. Run prior predictive check\n4. Fit model\n5. Assess convergence\n6. Run posterior predictive check\n7. Improve model\n\n### 1. Plot the data\n\nWe will look at German COVID-19 cases. At first, we will only look at the first 30 days after Germany crossed 100 cases, later we will look at the full data."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "country = \"Germany\"\ndf_country = df.loc[lambda x: (x.country == country)].iloc[:30]\n\nfig, ax = plt.subplots()\ndf_country.confirmed.plot(ax=ax)\nax.set(ylabel=\"Confirmed cases\", title=country)\nsns.despine()",
"execution_count": 10,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 720x480 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Look at the above plot and think of what type of model you would build to model the data.\n\n### 2. Build model\n\nThe above line kind of looks like an exponential. This matches with knowledge from epidemiology, where early in an epidemic it grows exponentially."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "# Get time-range of days since 100 cases were crossed\nt = df_country.days_since_100.values\n# Get number of confirmed cases for Germany\nconfirmed = df_country.confirmed.values\n\nwith pm.Model() as model_exp1:\n # Intercept\n a = pm.Normal(\"a\", mu=0, sigma=100)\n\n # Slope\n b = pm.Normal(\"b\", mu=0.3, sigma=0.3)\n\n # Exponential regression\n growth = a * (1 + b) ** t\n\n # Error term\n eps = pm.HalfNormal(\"eps\", 100)\n\n # Likelihood\n pm.Normal(\"obs\", mu=growth, sigma=eps, observed=confirmed)",
"execution_count": 5,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Just looking at the above model, what do you think? Is there anything you would have done differently?"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## 3. Run prior predictive check\n\nWithout even fitting the model to our data, we generate new potential data from our priors. Usually we have less intuition about the parameter space, where we define our priors, and more intution about what data we might expect to see. A prior predictive check thus allows us to make sure the model can generate the types of data we expect to see.\n\nThe process works as follows:\n\n1. Pick a point from the prior $\\theta_i$\n2. Generate data set $x_i \\sim f(\\theta_i)$ where $f$ is our likelihood function (e.g. normal).\n3. Rinse and repeat $n$ times."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_exp1:\n prior_pred = pm.sample_prior_predictive()",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "fig, ax = plt.subplots()\nax.plot(prior_pred[\"obs\"].T, color=\"0.5\", alpha=0.1)\nax.set(\n ylim=(-1000, 1000),\n xlim=(0, 10),\n title=\"Prior predictive\",\n xlabel=\"Days since 100 cases\",\n ylabel=\"Positive cases\",\n);",
"execution_count": 9,
"outputs": [
{
"data": {
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\n",
"text/plain": "<Figure size 720x480 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Does this look sensible? Why or why not? List the issues you can identify from this prior predictive.\n\nDespite these concerns, let's try and fit the model:"
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_exp1:\n trace = pm.sample(**sampler_kwargs)",
"execution_count": 8,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "Auto-assigning NUTS sampler...\nInitializing NUTS using jitter+adapt_diag...\nMultiprocess sampling (4 chains in 4 jobs)\nNUTS: [eps, 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='409' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 5.11% [409/8000 00:00<00:02 Sampling 4 chains, 0 divergences]\n </div>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"ename": "RuntimeError",
"evalue": "Chain 0 failed.",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mRemoteTraceback\u001b[0m Traceback (most recent call last)",
"\u001b[0;31mRemoteTraceback\u001b[0m: \n\"\"\"\nTraceback (most recent call last):\n File \"/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/parallel_sampling.py\", line 137, in run\n self._start_loop()\n File \"/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/parallel_sampling.py\", line 191, in _start_loop\n point, stats = self._compute_point()\n File \"/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/parallel_sampling.py\", line 216, in _compute_point\n point, stats = self._step_method.step(self._point)\n File \"/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/step_methods/arraystep.py\", line 276, in step\n apoint, stats = self.astep(array)\n File \"/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/step_methods/hmc/base_hmc.py\", line 147, in astep\n self.potential.raise_ok(self._logp_dlogp_func._ordering.vmap)\n File \"/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/step_methods/hmc/quadpotential.py\", line 272, in raise_ok\n raise ValueError(\"\\n\".join(errmsg))\nValueError: Mass matrix contains zeros on the diagonal. \nThe derivative of RV `eps_log__`.ravel()[0] is zero.\n\"\"\"",
"\nThe above exception was the direct cause of the following exception:\n",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;31mValueError\u001b[0m: Mass matrix contains zeros on the diagonal. \nThe derivative of RV `eps_log__`.ravel()[0] is zero.",
"\nThe above exception was the direct cause of the following exception:\n",
"\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-8-fe4bef708b0d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mmodel_exp1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtrace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0msampler_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/sampling.py\u001b[0m in \u001b[0;36msample\u001b[0;34m(draws, step, init, n_init, start, trace, chain_idx, chains, cores, tune, progressbar, model, random_seed, discard_tuned_samples, compute_convergence_checks, callback, jitter_max_retries, return_inferencedata, idata_kwargs, mp_ctx, pickle_backend, **kwargs)\u001b[0m\n\u001b[1;32m 557\u001b[0m \u001b[0m_print_step_hierarchy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 558\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 559\u001b[0;31m \u001b[0mtrace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_mp_sample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0msample_args\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mparallel_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 560\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPickleError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 561\u001b[0m \u001b[0m_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarning\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Could not pickle model, sampling singlethreaded.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/sampling.py\u001b[0m in \u001b[0;36m_mp_sample\u001b[0;34m(draws, tune, step, chains, cores, chain, random_seed, start, progressbar, trace, model, callback, discard_tuned_samples, mp_ctx, pickle_backend, **kwargs)\u001b[0m\n\u001b[1;32m 1475\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1476\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0msampler\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1477\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdraw\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msampler\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1478\u001b[0m \u001b[0mtrace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtraces\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchain\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mchain\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1479\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtrace\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msupports_sampler_stats\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstats\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/parallel_sampling.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 477\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 478\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_active\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 479\u001b[0;31m \u001b[0mdraw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mProcessAdapter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv_draw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_active\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 480\u001b[0m \u001b[0mproc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_last\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtuning\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstats\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwarns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 481\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_total_draws\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/pymc3/parallel_sampling.py\u001b[0m in \u001b[0;36mrecv_draw\u001b[0;34m(processes, timeout)\u001b[0m\n\u001b[1;32m 357\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 358\u001b[0m \u001b[0merror\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Chain %s failed.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mproc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchain\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 359\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0merror\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mold_error\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 360\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mmsg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"writing_done\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 361\u001b[0m \u001b[0mproc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_readable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mRuntimeError\u001b[0m: Chain 0 failed."
]
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "When working with Bayesian models, chances are you will encounter these crytpic error messages frequently. From the previous lecture some of those terms should ring familiar. Apparently there are zeros on the diagonal of the *mass matrix*. If you recall, the mass matrix is used for the proposal of the *kinetic energy*. This matrix is estimated during the tuning step based on the samples we have collected so far. \n\nSomething went wrong in that tuning process. It is sometimes instructive to look at a short trace that didn't fail."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_exp1:\n trace = pm.sample(tune=0, draws=500, return_inferencedata=True)",
"execution_count": 11,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "Auto-assigning NUTS sampler...\nInitializing NUTS using jitter+adapt_diag...\nMultiprocess sampling (4 chains in 4 jobs)\nNUTS: [eps, 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='2000' class='' max='2000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n 100.00% [2000/2000 00:01<00:00 Sampling 4 chains, 2,000 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 0 tune and 500 draw iterations (0 + 2_000 draws total) took 10 seconds.\nThe chain contains only diverging samples. The model is probably misspecified.\nThe acceptance probability does not match the target. It is 0.0, but should be close to 0.8. Try to increase the number of tuning steps.\nThe chain contains only diverging samples. The model is probably misspecified.\nThe acceptance probability does not match the target. It is 0.0, but should be close to 0.8. Try to increase the number of tuning steps.\nThe chain contains only diverging samples. The model is probably misspecified.\nThe acceptance probability does not match the target. It is 0.0, but should be close to 0.8. Try to increase the number of tuning steps.\nThe chain contains only diverging samples. The model is probably misspecified.\nThe acceptance probability does not match the target. It is 0.0, but should be close to 0.8. Try to increase the number of tuning steps.\nThe rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\nThe estimated number of effective samples is smaller than 200 for some parameters.\n"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "az.plot_trace(trace);",
"execution_count": 12,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:620: RuntimeWarning: invalid value encountered in double_scalars\n x_std = (((x ** 2).sum() / x_len) - (x.sum() / x_len) ** 2) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:770: UserWarning: Something failed when estimating the bandwidth. Please check your data\n warnings.warn(\"Something failed when estimating the bandwidth. Please check your data\")\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:620: RuntimeWarning: invalid value encountered in double_scalars\n x_std = (((x ** 2).sum() / x_len) - (x.sum() / x_len) ** 2) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:770: UserWarning: Something failed when estimating the bandwidth. Please check your data\n warnings.warn(\"Something failed when estimating the bandwidth. Please check your data\")\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:620: RuntimeWarning: invalid value encountered in double_scalars\n x_std = (((x ** 2).sum() / x_len) - (x.sum() / x_len) ** 2) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:770: UserWarning: Something failed when estimating the bandwidth. Please check your data\n warnings.warn(\"Something failed when estimating the bandwidth. Please check your data\")\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:620: RuntimeWarning: invalid value encountered in double_scalars\n x_std = (((x ** 2).sum() / x_len) - (x.sum() / x_len) ** 2) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:770: UserWarning: Something failed when estimating the bandwidth. Please check your data\n warnings.warn(\"Something failed when estimating the bandwidth. Please check your data\")\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: divide by zero encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n/Users/alex_andorra/opt/anaconda3/envs/bayes_workshop/lib/python3.9/site-packages/arviz/stats/density_utils.py:783: RuntimeWarning: invalid value encountered in true_divide\n pdf /= bw * (2 * np.pi) ** 0.5\n"
},
{
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"text/plain": "<Figure size 1200x600 with 6 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "As you can see, the trace is just a flat line. This means the sampler is not making any moves. So then when you try to compute the (diagonal) covariance matrix from this, the variance will be zero, which explains the error message.\n\nDuring sampling we also got the error message that there are only divergent samples and that our model is probably misspecified.\n\nThis brings us to Gelman's \"Folk Theorem of Statistical Computing\":\n\n> If you have trouble sampling, most likely you have a bad model.\n\nNote that, while these errors can be annoying, this is a huge benefit: **The sampler wants to tell you that your model is misspecified.** This by far beats the alternative where you can fit a Machine Learning model that does not do anything sensible but still fits just fine."
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### What's wrong with this model?\n\nAbove you hopefully identified a few issues with this model:\n1. Cases can't be negative\n2. Cases can not start at 0, as we set it to start at above 100.\n3. Positive cases cannot go down, because we're at the beginning of the epidemic\n\nLet's improve upon this. That the number of cases goes negative is due to us using a Normal likelihood. Instead, let's use a *Negative Binomial*, which is similar to *Poisson* which is commonly used for count-data but has an extra dispersion parameter that allows more flexiblity in modeling the variance of the data (see the Bayesian GLMs NB for a refresher).\n\nWe will also change the prior of the intercept to be centered at 100 and tighten the prior of the slope."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "t = df_country.days_since_100.values\nconfirmed = df_country.confirmed.values\n\nwith pm.Model() as model_exp2:\n # Intercept\n a = pm.Normal(\"a\", mu=100, sigma=25)\n\n # Slope\n b = pm.Normal(\"b\", mu=0.3, sigma=0.1)\n\n # Exponential regression\n growth = a * (1 + b) ** t\n\n # Likelihood\n pm.NegativeBinomial(\n \"obs\", growth, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=confirmed\n )\n \n prior_pred = pm.sample_prior_predictive()",
"execution_count": 14,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "fig, ax = plt.subplots()\nax.plot(prior_pred[\"obs\"].T, color=\"0.5\", alpha=0.1)\nax.set(\n ylim=(-100, 1000),\n xlim=(0, 10),\n title=\"Prior predictive\",\n xlabel=\"Days since 100 cases\",\n ylabel=\"Positive cases\",\n);",
"execution_count": 15,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x480 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "with model_exp2:\n trace_exp2 = pm.sample(**sampler_kwargs)",
"execution_count": 16,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "Auto-assigning NUTS sampler...\nInitializing NUTS using jitter+adapt_diag...\nMultiprocess sampling (4 chains in 4 jobs)\nNUTS: [alpha, 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 00:03<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 13 seconds.\nThe acceptance probability does not match the target. It is 0.8802051043045169, but should be close to 0.8. Try to increase the number of tuning steps.\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "That looks much better. However, we can include even more prior information. For example, we know that the intercept *cannot* be below 100 because of how we sliced the data. We can thus create a prior that does not have probability mass below 100. For this, we use the PyMC3 `TruncatedNormal` class that can add an arbitrary lower and upper bound to a Normal probability distribution. We can apply the same for the slope which we know is not going to be negative."
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "t = df_country.days_since_100.values\nconfirmed = df_country.confirmed.values\n\nwith pm.Model() as model_exp3:\n # Intercept\n a = pm.TruncatedNormal(\"a\", mu=100, sigma=25, lower=100)\n\n # Slope\n b = pm.TruncatedNormal(\"b\", mu=0.3, sigma=0.1, lower=0)\n\n # Exponential regression\n growth = a * (1 + b) ** t\n\n # Likelihood\n pm.NegativeBinomial(\n \"obs\", growth, alpha=pm.Gamma(\"alpha\", mu=6, sigma=1), observed=confirmed\n )\n\n prior_pred = az.from_pymc3(prior=pm.sample_prior_predictive())",
"execution_count": 20,
"outputs": []
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "az.plot_posterior(prior_pred, group=\"prior\", var_names=\"a\");",
"execution_count": 21,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 720x480 with 1 Axes>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": false
},
"cell_type": "code",
"source": "fig, ax = plt.subplots()\nax.plot(prior_pred.prior_predictive[\"obs\"].values.squeeze().T, color=\"0.5\", alpha=0.1)\nax.set(\n ylim=(0, 1000),\n title=\"Prior predictive samples\",\n xlabel=\"Days since 100 cases\",\n ylabel=\"Positive cases\",\n);",
"execution_count": 34,
"outputs": [
{
"data": {
"image/png": 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