{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter 9 - Hierarchical Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [9.2.4 - Example: Therapeutic touch](#9.2.4---Example:-Therapeutic-touch) \n", " - [Shrinkage](#Shrinkage)\n", "- [9.5.1 - Example: Baseball batting abilities by position (subjects within categories)](#9.5.1---Example:-Baseball-batting-abilities-by-position) " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import seaborn as sns\n", "#import warnings\n", "#warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "\n", "from IPython.display import Image\n", "from matplotlib import gridspec\n", "\n", "plt.style.use('seaborn-white')\n", "color = '#87ceeb'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "arviz : 0.14.0\n", "matplotlib: 3.5.1\n", "numpy : 1.23.1\n", "pandas : 1.4.3\n", "pymc : 5.0.0\n", "seaborn : 0.12.2\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -p arviz,matplotlib,numpy,pandas,pymc,seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 9.2.3 - Example: Multiple Coins form a Single Mint" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# data from coin #1\n", "n_heads1 = 3\n", "n_tails1 = 12\n", "\n", "n_flips1 = n_heads1 + n_tails1\n", "data1 = np.repeat([1, 0], [n_heads1, n_tails1])\n", "\n", "# coin #2\n", "n_heads2 = 4\n", "n_tails2 = 1\n", "\n", "n_flips2 = n_heads2 + n_tails2\n", "data2 = np.repeat([1, 0], [n_heads2, n_tails2])\n", "\n", "# now pack all those outcomes into a single vector\n", "outcomes = np.hstack((data1, data2))\n", "\n", "# and create a vector of 'coin IDs' so that we can connect each flip\n", "# with the corresponding coin's value of theta\n", "coin = np.hstack((np.zeros_like(data1), np.ones_like(data2)))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "outcomes" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# build the model\n", "with pm.Model() as oneminttwocoins_model:\n", " omega = pm.Beta(\"omega\", 2.0, 2.0)\n", " # Kruschke uses these parameters in the chapter, but they yield very poor sampling\n", " # kappa_minus2 = pm.Gamma('kappa_minus2', 0.01, 0.01)\n", " kappa_minus2 = pm.Gamma(\"kappa_minus2\", 0.5, 0.5)\n", " kappa = pm.Deterministic(\"kappa\", kappa_minus2 + 2)\n", "\n", " theta = pm.Beta(\n", " \"theta\",\n", " alpha=omega * (kappa - 2) + 1,\n", " beta=(1 - omega) * (kappa - 2) + 1,\n", " shape=2,\n", " )\n", "\n", " y = pm.Bernoulli(\"y\", theta[coin], observed=outcomes)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\ncluster2\n\n2\n\n\ncluster20\n\n20\n\n\n\nkappa\n\nkappa\n~\nDeterministic\n\n\n\ntheta\n\ntheta\n~\nBeta\n\n\n\nkappa->theta\n\n\n\n\n\nkappa_minus2\n\nkappa_minus2\n~\nGamma\n\n\n\nkappa_minus2->kappa\n\n\n\n\n\nomega\n\nomega\n~\nBeta\n\n\n\nomega->theta\n\n\n\n\n\ny\n\ny\n~\nBernoulli\n\n\n\ntheta->y\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(oneminttwocoins_model)" ] }, { "cell_type": "code", "execution_count": 7, "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: [omega, kappa_minus2, theta]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 6 seconds.\n" ] } ], "source": [ "# sample!\n", "with oneminttwocoins_model:\n", " idata_1m2c = pm.sample(5000, target_accept=0.9)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata_1m2c, var_names=[\"~kappa_minus2\"])\n", "plt.tight_layout();" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
omega0.4890.2130.1050.8740.0020.00114235.010575.01.0
kappa_minus20.8751.2040.0003.0030.0100.0078910.06626.01.0
theta[0]0.2450.1010.0650.4310.0010.00113963.09605.01.0
theta[1]0.6940.1590.4130.9750.0010.00113944.09962.01.0
kappa2.8751.2042.0005.0030.0100.0078910.06626.01.0
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" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "omega 0.489 0.213 0.105 0.874 0.002 0.001 14235.0 \n", "kappa_minus2 0.875 1.204 0.000 3.003 0.010 0.007 8910.0 \n", "theta[0] 0.245 0.101 0.065 0.431 0.001 0.001 13963.0 \n", "theta[1] 0.694 0.159 0.413 0.975 0.001 0.001 13944.0 \n", "kappa 2.875 1.204 2.000 5.003 0.010 0.007 8910.0 \n", "\n", " ess_tail r_hat \n", "omega 10575.0 1.0 \n", "kappa_minus2 6626.0 1.0 \n", "theta[0] 9605.0 1.0 \n", "theta[1] 9962.0 1.0 \n", "kappa 6626.0 1.0 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(idata_1m2c)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'omega' (chain: 4)>\n",
       "array([0.94458231, 0.59855322, 0.7121015 , 0.60482133])\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 0 1 2 3\n",
       "    draw     int64 0
" ], "text/plain": [ "\n", "array([0.94458231, 0.59855322, 0.7121015 , 0.60482133])\n", "Coordinates:\n", " * chain (chain) int64 0 1 2 3\n", " draw int64 0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata_1m2c.posterior['omega'].sel(draw=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given that this is our first legitimate MCMC trace object, let's see how one can interogate the raw trace to extract information we might want." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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arviz.InferenceData
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      <xarray.Dataset>\n",
             "Dimensions:       (chain: 4, draw: 5000, theta_dim_0: 2)\n",
             "Coordinates:\n",
             "  * chain         (chain) int64 0 1 2 3\n",
             "  * draw          (draw) int64 0 1 2 3 4 5 6 ... 4994 4995 4996 4997 4998 4999\n",
             "  * theta_dim_0   (theta_dim_0) int64 0 1\n",
             "Data variables:\n",
             "    omega         (chain, draw) float64 0.9446 0.03773 0.782 ... 0.8624 0.8764\n",
             "    kappa_minus2  (chain, draw) float64 0.1657 0.3463 0.4307 ... 1.194 0.1706\n",
             "    theta         (chain, draw, theta_dim_0) float64 0.08418 0.7549 ... 0.7013\n",
             "    kappa         (chain, draw) float64 2.166 2.346 2.431 ... 3.145 3.194 2.171\n",
             "Attributes:\n",
             "    created_at:                 2023-03-04T16:14:45.659138\n",
             "    arviz_version:              0.14.0\n",
             "    inference_library:          pymc\n",
             "    inference_library_version:  5.0.0\n",
             "    sampling_time:              6.138545513153076\n",
             "    tuning_steps:               1000

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      <xarray.Dataset>\n",
             "Dimensions:                (chain: 4, draw: 5000)\n",
             "Coordinates:\n",
             "  * chain                  (chain) int64 0 1 2 3\n",
             "  * draw                   (draw) int64 0 1 2 3 4 5 ... 4995 4996 4997 4998 4999\n",
             "Data variables: (12/17)\n",
             "    perf_counter_diff      (chain, draw) float64 0.0003155 ... 0.0007621\n",
             "    process_time_diff      (chain, draw) float64 0.0003156 ... 0.0007625\n",
             "    index_in_trajectory    (chain, draw) int64 2 -4 6 6 4 0 ... 10 -5 9 -3 -2 2\n",
             "    tree_depth             (chain, draw) int64 2 3 3 3 3 2 3 3 ... 3 4 4 4 4 4 3\n",
             "    lp                     (chain, draw) float64 -21.4 -20.69 ... -17.56 -18.2\n",
             "    diverging              (chain, draw) bool False False False ... False False\n",
             "    ...                     ...\n",
             "    max_energy_error       (chain, draw) float64 -0.1459 -0.2902 ... 0.293\n",
             "    energy                 (chain, draw) float64 23.61 24.48 ... 19.03 19.11\n",
             "    acceptance_rate        (chain, draw) float64 1.0 0.9896 ... 0.9346 0.8853\n",
             "    largest_eigval         (chain, draw) float64 nan nan nan nan ... nan nan nan\n",
             "    n_steps                (chain, draw) float64 3.0 7.0 7.0 ... 15.0 15.0 7.0\n",
             "    step_size              (chain, draw) float64 0.5166 0.5166 ... 0.3903 0.3903\n",
             "Attributes:\n",
             "    created_at:                 2023-03-04T16:14:45.675453\n",
             "    arviz_version:              0.14.0\n",
             "    inference_library:          pymc\n",
             "    inference_library_version:  5.0.0\n",
             "    sampling_time:              6.138545513153076\n",
             "    tuning_steps:               1000

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             "Coordinates:\n",
             "  * y_dim_0  (y_dim_0) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19\n",
             "Data variables:\n",
             "    y        (y_dim_0) int64 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 0\n",
             "Attributes:\n",
             "    created_at:                 2023-03-04T16:14:45.677605\n",
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\n", " " ], "text/plain": [ "Inference data with groups:\n", "\t> posterior\n", "\t> sample_stats\n", "\t> observed_data" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata_1m2c" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset>\n",
       "Dimensions:       (theta_dim_0: 2)\n",
       "Coordinates:\n",
       "    chain         int64 0\n",
       "    draw          int64 0\n",
       "  * theta_dim_0   (theta_dim_0) int64 0 1\n",
       "Data variables:\n",
       "    omega         float64 0.9446\n",
       "    kappa_minus2  float64 0.1657\n",
       "    theta         (theta_dim_0) float64 0.08418 0.7549\n",
       "    kappa         float64 2.166\n",
       "Attributes:\n",
       "    created_at:                 2023-03-04T16:14:45.659138\n",
       "    arviz_version:              0.14.0\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.0.0\n",
       "    sampling_time:              6.138545513153076\n",
       "    tuning_steps:               1000
" ], "text/plain": [ "\n", "Dimensions: (theta_dim_0: 2)\n", "Coordinates:\n", " chain int64 0\n", " draw int64 0\n", " * theta_dim_0 (theta_dim_0) int64 0 1\n", "Data variables:\n", " omega float64 0.9446\n", " kappa_minus2 float64 0.1657\n", " theta (theta_dim_0) float64 0.08418 0.7549\n", " kappa float64 2.166\n", "Attributes:\n", " created_at: 2023-03-04T16:14:45.659138\n", " arviz_version: 0.14.0\n", " inference_library: pymc\n", " inference_library_version: 5.0.0\n", " sampling_time: 6.138545513153076\n", " tuning_steps: 1000" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# let's look at the first MCMC sample\n", "idata_1m2c.posterior.sel(draw=0, chain=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that there are **2** values of theta in this first step (one for each coin). They are stored together, because we asked for an array of theta parameters. Let's calculate the mean value of the $\\theta$ parameter associated with the first coin." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'theta' ()>\n",
       "array(0.24490743)\n",
       "Coordinates:\n",
       "    theta_dim_0  int64 0
" ], "text/plain": [ "\n", "array(0.24490743)\n", "Coordinates:\n", " theta_dim_0 int64 0" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata_1m2c.posterior['theta'].mean(dim=['draw','chain'])[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And for the second coin." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'theta' ()>\n",
       "array(0.69440541)\n",
       "Coordinates:\n",
       "    theta_dim_0  int64 1
" ], "text/plain": [ "\n", "array(0.69440541)\n", "Coordinates:\n", " theta_dim_0 int64 1" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata_1m2c.posterior['theta'].mean(dim=['draw','chain'])[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What if we have 'reference' values against which we wish to compare our parameter estimate? We can, among other things, ask what proportion of samples took on a value greater than/less than that reference value. In the case of coins, which might wish to compare $\\theta$ to a value of 0.5 (i.e., to ask how likely it is that each coin is 'fair')." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'theta' ()>\n",
       "array(0.0132)\n",
       "Coordinates:\n",
       "    theta_dim_0  int64 0
" ], "text/plain": [ "\n", "array(0.0132)\n", "Coordinates:\n", " theta_dim_0 int64 0" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# coin 1\n", "(idata_1m2c.posterior['theta']>.5).mean(dim=['draw','chain'])[0]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'theta' ()>\n",
       "array(0.8729)\n",
       "Coordinates:\n",
       "    theta_dim_0  int64 1
" ], "text/plain": [ "\n", "array(0.8729)\n", "Coordinates:\n", " theta_dim_0 int64 1" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# coin 2\n", "(idata_1m2c.posterior['theta']>.5).mean(dim=['draw','chain'])[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's ask about our mint parameter, $\\omega$. Here too we calculate the mean posterior estimate." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'omega' ()>\n",
       "array(0.48896697)
" ], "text/plain": [ "\n", "array(0.48896697)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata_1m2c.posterior['omega'].mean(dim=['draw','chain'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also again compare $\\omega$ against our 'reference' value of 0.5. The interpretation of $\\omega$ is somewhat different than the interpretation of $\\theta$. Asking about $p(\\omega > 0.5)$ tells us whether the _mint tends to generate fair coins_." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'omega' ()>\n",
       "array(0.482)
" ], "text/plain": [ "\n", "array(0.482)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(idata_1m2c.posterior['omega']>.5).mean(dim=['draw','chain'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also inspect $\\kappa$, which will tell us how consistent the mint is in generating coins with values of $\\theta$ near $\\omega$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'kappa' ()>\n",
       "array(2.8750322)
" ], "text/plain": [ "\n", "array(2.8750322)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata_1m2c.posterior['kappa'].mean(dim=['draw','chain'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 9.2.4 - Example: Therapeutic touch" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 280 entries, 0 to 279\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 y 280 non-null int64 \n", " 1 s 280 non-null category\n", "dtypes: category(1), int64(1)\n", "memory usage: 2.8 KB\n" ] } ], "source": [ "df = pd.read_csv(\"data/TherapeuticTouchData.csv\", dtype={\"s\": \"category\"})\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " y s\n", "0 1 S01\n", "1 0 S01\n", "2 0 S01\n", "3 0 S01\n", "4 0 S01" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 9.9" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_proportions = df.groupby(\"s\")[\"y\"].apply(lambda x: x.sum() / len(x))\n", "\n", "ax = sns.displot(df_proportions, bins=8, color=\"gray\")\n", "ax.set(xlabel=\"Proportion Correct\", ylabel=\"# Practitioners\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model (Kruschke, 2015)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 23, "metadata": { "image/png": { "width": 200 } }, "output_type": "execute_result" } ], "source": [ "Image('images/fig9_7.png', width=200)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# create a factor for practitioner ID\n", "practitioner_idx, practitioner_codes = pd.factorize(df[\"s\"])\n", "n_practitioners = df[\"s\"].nunique()\n", "\n", "with pm.Model() as therapeutictouch_model:\n", " omega = pm.Beta(\"omega\", 1.0, 1.0)\n", " kappa_minus2 = pm.Gamma(\"kappa_minus2\", 0.05, 0.05)\n", " kappa = pm.Deterministic(\"kappa\", kappa_minus2 + 2)\n", "\n", " theta = pm.Beta(\n", " \"theta\",\n", " alpha=omega * (kappa - 2) + 1,\n", " beta=(1 - omega) * (kappa - 2) + 1,\n", " shape=n_practitioners,\n", " )\n", "\n", " y = pm.Bernoulli(\"y\", theta[practitioner_idx], observed=df[\"y\"])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\ncluster28\n\n28\n\n\ncluster280\n\n280\n\n\n\nkappa\n\nkappa\n~\nDeterministic\n\n\n\ntheta\n\ntheta\n~\nBeta\n\n\n\nkappa->theta\n\n\n\n\n\nkappa_minus2\n\nkappa_minus2\n~\nGamma\n\n\n\nkappa_minus2->kappa\n\n\n\n\n\nomega\n\nomega\n~\nBeta\n\n\n\nomega->theta\n\n\n\n\n\ny\n\ny\n~\nBernoulli\n\n\n\ntheta->y\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(therapeutictouch_model)" ] }, { "cell_type": "code", "execution_count": 26, "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: [omega, kappa_minus2, theta]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 7 seconds.\n" ] } ], "source": [ "with therapeutictouch_model:\n", " idata_tt = pm.sample(5000)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
omega0.4320.0430.3500.5110.0000.0009305.012376.01.0
kappa_minus221.88015.4192.22949.6120.2890.2133241.04697.01.0
theta[0]0.3230.0960.1370.4950.0010.0019949.011267.01.0
theta[1]0.3580.0940.1780.5300.0010.00114217.012034.01.0
theta[2]0.3920.0930.2130.5620.0010.00017563.012283.01.0
theta[3]0.3930.0930.2190.5680.0010.00116857.012282.01.0
theta[4]0.3920.0940.2190.5690.0010.00019531.013241.01.0
theta[5]0.3930.0940.2140.5670.0010.00019346.012920.01.0
theta[6]0.3920.0930.2170.5670.0010.00018621.012593.01.0
theta[7]0.3920.0930.2130.5620.0010.00116700.012687.01.0
theta[8]0.3920.0940.2130.5660.0010.00018461.013237.01.0
theta[9]0.3920.0940.2160.5680.0010.00017684.012168.01.0
theta[10]0.4260.0920.2520.6020.0010.00018931.012931.01.0
theta[11]0.4260.0930.2500.6020.0010.00021075.013544.01.0
theta[12]0.4260.0930.2520.6040.0010.00021353.014090.01.0
theta[13]0.4260.0930.2450.5950.0010.00019969.013935.01.0
theta[14]0.4260.0920.2490.5960.0010.00023769.012982.01.0
theta[15]0.4620.0940.2820.6340.0010.00018895.014055.01.0
theta[16]0.4610.0930.2890.6420.0010.00019901.013972.01.0
theta[17]0.4620.0940.2810.6360.0010.00021700.014377.01.0
theta[18]0.4600.0940.2820.6350.0010.00021224.014588.01.0
theta[19]0.4610.0940.2860.6450.0010.00020032.013546.01.0
theta[20]0.4610.0950.2780.6330.0010.00022139.013607.01.0
theta[21]0.4610.0940.2890.6440.0010.00021210.014212.01.0
theta[22]0.4950.0960.3180.6770.0010.00117342.013390.01.0
theta[23]0.4950.0960.3190.6790.0010.00118370.013357.01.0
theta[24]0.5300.0990.3470.7170.0010.00115174.013050.01.0
theta[25]0.5300.0990.3420.7110.0010.00113885.012395.01.0
theta[26]0.5300.0980.3500.7170.0010.00113383.011788.01.0
theta[27]0.5640.1030.3720.7590.0010.00111089.011820.01.0
kappa23.88015.4194.22951.6120.2890.2133241.04697.01.0
\n", "
" ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", "omega 0.432 0.043 0.350 0.511 0.000 0.000 9305.0 \n", "kappa_minus2 21.880 15.419 2.229 49.612 0.289 0.213 3241.0 \n", "theta[0] 0.323 0.096 0.137 0.495 0.001 0.001 9949.0 \n", "theta[1] 0.358 0.094 0.178 0.530 0.001 0.001 14217.0 \n", "theta[2] 0.392 0.093 0.213 0.562 0.001 0.000 17563.0 \n", "theta[3] 0.393 0.093 0.219 0.568 0.001 0.001 16857.0 \n", "theta[4] 0.392 0.094 0.219 0.569 0.001 0.000 19531.0 \n", "theta[5] 0.393 0.094 0.214 0.567 0.001 0.000 19346.0 \n", "theta[6] 0.392 0.093 0.217 0.567 0.001 0.000 18621.0 \n", "theta[7] 0.392 0.093 0.213 0.562 0.001 0.001 16700.0 \n", "theta[8] 0.392 0.094 0.213 0.566 0.001 0.000 18461.0 \n", "theta[9] 0.392 0.094 0.216 0.568 0.001 0.000 17684.0 \n", "theta[10] 0.426 0.092 0.252 0.602 0.001 0.000 18931.0 \n", "theta[11] 0.426 0.093 0.250 0.602 0.001 0.000 21075.0 \n", "theta[12] 0.426 0.093 0.252 0.604 0.001 0.000 21353.0 \n", "theta[13] 0.426 0.093 0.245 0.595 0.001 0.000 19969.0 \n", "theta[14] 0.426 0.092 0.249 0.596 0.001 0.000 23769.0 \n", "theta[15] 0.462 0.094 0.282 0.634 0.001 0.000 18895.0 \n", "theta[16] 0.461 0.093 0.289 0.642 0.001 0.000 19901.0 \n", "theta[17] 0.462 0.094 0.281 0.636 0.001 0.000 21700.0 \n", "theta[18] 0.460 0.094 0.282 0.635 0.001 0.000 21224.0 \n", "theta[19] 0.461 0.094 0.286 0.645 0.001 0.000 20032.0 \n", "theta[20] 0.461 0.095 0.278 0.633 0.001 0.000 22139.0 \n", "theta[21] 0.461 0.094 0.289 0.644 0.001 0.000 21210.0 \n", "theta[22] 0.495 0.096 0.318 0.677 0.001 0.001 17342.0 \n", "theta[23] 0.495 0.096 0.319 0.679 0.001 0.001 18370.0 \n", "theta[24] 0.530 0.099 0.347 0.717 0.001 0.001 15174.0 \n", "theta[25] 0.530 0.099 0.342 0.711 0.001 0.001 13885.0 \n", "theta[26] 0.530 0.098 0.350 0.717 0.001 0.001 13383.0 \n", "theta[27] 0.564 0.103 0.372 0.759 0.001 0.001 11089.0 \n", "kappa 23.880 15.419 4.229 51.612 0.289 0.213 3241.0 \n", "\n", " ess_tail r_hat \n", "omega 12376.0 1.0 \n", "kappa_minus2 4697.0 1.0 \n", "theta[0] 11267.0 1.0 \n", "theta[1] 12034.0 1.0 \n", "theta[2] 12283.0 1.0 \n", "theta[3] 12282.0 1.0 \n", "theta[4] 13241.0 1.0 \n", "theta[5] 12920.0 1.0 \n", "theta[6] 12593.0 1.0 \n", "theta[7] 12687.0 1.0 \n", "theta[8] 13237.0 1.0 \n", "theta[9] 12168.0 1.0 \n", "theta[10] 12931.0 1.0 \n", "theta[11] 13544.0 1.0 \n", "theta[12] 14090.0 1.0 \n", "theta[13] 13935.0 1.0 \n", "theta[14] 12982.0 1.0 \n", "theta[15] 14055.0 1.0 \n", "theta[16] 13972.0 1.0 \n", "theta[17] 14377.0 1.0 \n", "theta[18] 14588.0 1.0 \n", "theta[19] 13546.0 1.0 \n", "theta[20] 13607.0 1.0 \n", "theta[21] 14212.0 1.0 \n", "theta[22] 13390.0 1.0 \n", "theta[23] 13357.0 1.0 \n", "theta[24] 13050.0 1.0 \n", "theta[25] 12395.0 1.0 \n", "theta[26] 11788.0 1.0 \n", "theta[27] 11820.0 1.0 \n", "kappa 4697.0 1.0 " ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(idata_tt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 9.10 - Marginal posterior distributions" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'theta' ()>\n",
       "array(0.32320841)\n",
       "Coordinates:\n",
       "    theta_dim_0  int64 0
" ], "text/plain": [ "\n", "array(0.32320841)\n", "Coordinates:\n", " theta_dim_0 int64 0" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "idata_tt.posterior[\"theta\"].mean(dim=[\"chain\", \"draw\"]).sel(theta_dim_0=0)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 12))\n", "\n", "# Define gridspec\n", "gs = gridspec.GridSpec(4, 6)\n", "ax1 = plt.subplot(gs[0, :3])\n", "ax2 = plt.subplot(gs[0, 3:])\n", "ax3 = plt.subplot(gs[1, :2])\n", "ax4 = plt.subplot(gs[1, 2:4])\n", "ax5 = plt.subplot(gs[1, 4:6])\n", "ax6 = plt.subplot(gs[2, :2])\n", "ax7 = plt.subplot(gs[2, 2:4])\n", "ax8 = plt.subplot(gs[2, 4:6])\n", "ax9 = plt.subplot(gs[3, :2])\n", "ax10 = plt.subplot(gs[3, 2:4])\n", "ax11 = plt.subplot(gs[3, 4:6])\n", "\n", "# thetas and theta pairs to plot\n", "thetas = (0, 13, 27)\n", "theta_pairs = ((0, 13), (0, 27), (13, 27))\n", "\n", "font_d = {\"size\": 14}\n", "\n", "# kappa & omega posterior plots\n", "for var, ax in zip([\"kappa\", \"omega\"], [ax1, ax2]):\n", " az.plot_posterior(\n", " idata_tt.posterior[var], point_estimate=\"mode\", ax=ax, color=color, round_to=2\n", " )\n", " ax.set_xlabel(\"$\\{}$\".format(var), fontdict={\"size\": 20, \"weight\": \"bold\"})\n", "ax1.set(xlim=(0, 500))\n", "\n", "# theta posterior plots\n", "for var, ax in zip(thetas, [ax3, ax7, ax11]):\n", " az.plot_posterior(\n", " idata_tt.posterior[\"theta\"].sel(theta_dim_0=var),\n", " point_estimate=\"mode\",\n", " ax=ax,\n", " color=color,\n", " )\n", " ax.set_xlabel(\"theta[{}]\".format(var), fontdict=font_d)\n", "\n", "# theta scatter plots\n", "for var, ax in zip(theta_pairs, [ax6, ax9, ax10]):\n", " ax.scatter(\n", " idata_tt.posterior[\"theta\"].sel(theta_dim_0=var[0]),\n", " idata_tt.posterior[\"theta\"].sel(theta_dim_0=var[1]),\n", " alpha=0.02,\n", " color=color,\n", " facecolor=\"none\",\n", " )\n", " ax.plot([0, 1], [0, 1], \":k\", transform=ax.transAxes, alpha=0.5)\n", " ax.set_xlabel(\"theta[{}]\".format(var[0]), fontdict=font_d)\n", " ax.set_ylabel(\"theta[{}]\".format(var[1]), fontdict=font_d)\n", " ax.set(xlim=(0, 1), ylim=(0, 1), aspect=\"equal\")\n", "\n", "# theta posterior differences plots\n", "for var, ax in zip(theta_pairs, [ax4, ax5, ax8]):\n", " az.plot_posterior(\n", " idata_tt.posterior[\"theta\"].sel(theta_dim_0=var[0])\n", " - idata_tt.posterior[\"theta\"].sel(theta_dim_0=var[1]),\n", " point_estimate=\"mode\",\n", " ax=ax,\n", " color=color,\n", " )\n", " ax.set_xlabel(\"theta[{}] - theta[{}]\".format(*var), fontdict=font_d)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shrinkage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a model with just the theta estimations per practitioner, without the influence of a higher level distribution. Then we can compare the theta values with the hierarchical model above." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as unpooled_model:\n", "\n", " theta = pm.Beta(\"theta\", 1, 1, shape=n_practitioners)\n", "\n", " y = pm.Bernoulli(\"y\", theta[practitioner_idx], observed=df[\"y\"])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\ncluster28\n\n28\n\n\ncluster280\n\n280\n\n\n\ntheta\n\ntheta\n~\nBeta\n\n\n\ny\n\ny\n~\nBernoulli\n\n\n\ntheta->y\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(unpooled_model)" ] }, { "cell_type": "code", "execution_count": 33, "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: [theta]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 3 seconds.\n" ] } ], "source": [ "with unpooled_model:\n", " unpooled_idata = pm.sample(5000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we concatenate the trace results (thetas) from both models into a dataframe. Next we shape the data into a format that we can use with Seaborn's pointplot." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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thetaModelvalue
0theta[0]unpooled0.166
1theta[1]unpooled0.250
2theta[2]unpooled0.333
3theta[3]unpooled0.333
4theta[4]unpooled0.333
\n", "
" ], "text/plain": [ " theta Model value\n", "0 theta[0] unpooled 0.166\n", "1 theta[1] unpooled 0.250\n", "2 theta[2] unpooled 0.333\n", "3 theta[3] unpooled 0.333\n", "4 theta[4] unpooled 0.333" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_shrinkage = pd.concat(\n", " [az.summary(unpooled_idata).iloc[:, 0], az.summary(idata_tt).iloc[2:-1, 0]], axis=1\n", ").reset_index()\n", "df_shrinkage.columns = [\"theta\", \"unpooled\", \"hierarchical\"]\n", "df_shrinkage = pd.melt(\n", " df_shrinkage, \"theta\", [\"unpooled\", \"hierarchical\"], var_name=\"Model\"\n", ")\n", "df_shrinkage.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The below plot shows that the theta estimates on practitioner level are pulled towards the group mean of the hierarchical model." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 9))\n", "plt.scatter(\n", " 1,\n", " az.summary(idata_tt).iloc[0, 0],\n", " s=100,\n", " c=\"r\",\n", " marker=\"x\",\n", " zorder=999,\n", " label=\"Group mean\",\n", ")\n", "sns.pointplot(x=\"Model\", y=\"value\", hue=\"theta\", data=df_shrinkage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 9.5.1 - Example: Baseball batting abilities by position" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 948 entries, 0 to 947\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Player 948 non-null object \n", " 1 PriPos 948 non-null category\n", " 2 Hits 948 non-null int64 \n", " 3 AtBats 948 non-null int64 \n", "dtypes: category(1), int64(2), object(1)\n", "memory usage: 23.6+ KB\n" ] } ], "source": [ "df2 = pd.read_csv(\n", " \"data/BattingAverage.csv\", usecols=[0, 1, 2, 3], dtype={\"PriPos\": \"category\"}\n", ")\n", "df2.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The DataFrame contains records for 948 players in the 2012 regular season of Major League Baseball.\n", "- One record per player\n", "- 9 primary field positions" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PlayerPriPosHitsAtBatsBatAv
0Fernando AbadPitcher170.142857
1Bobby AbreuLeft Field532190.242009
2Tony Abreu2nd Base18700.257143
3Dustin Ackley2nd Base1376070.225700
4Matt Adams1st Base21860.244186
5Nathan AdcockPitcher010.000000
6Jeremy AffeldtPitcher010.000000
7Brandon Allen1st Base2200.100000
8Yonder Alonso1st Base1505490.273224
9Jose Altuve2nd Base1675760.289931
\n", "
" ], "text/plain": [ " Player PriPos Hits AtBats BatAv\n", "0 Fernando Abad Pitcher 1 7 0.142857\n", "1 Bobby Abreu Left Field 53 219 0.242009\n", "2 Tony Abreu 2nd Base 18 70 0.257143\n", "3 Dustin Ackley 2nd Base 137 607 0.225700\n", "4 Matt Adams 1st Base 21 86 0.244186\n", "5 Nathan Adcock Pitcher 0 1 0.000000\n", "6 Jeremy Affeldt Pitcher 0 1 0.000000\n", "7 Brandon Allen 1st Base 2 20 0.100000\n", "8 Yonder Alonso 1st Base 150 549 0.273224\n", "9 Jose Altuve 2nd Base 167 576 0.289931" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2[\"BatAv\"] = df2.Hits.divide(df2.AtBats)\n", "df2.head(10)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PriPos\n", "1st Base 0.258851\n", "2nd Base 0.255676\n", "3rd Base 0.265036\n", "Catcher 0.247404\n", "Center Field 0.263513\n", "Left Field 0.259077\n", "Pitcher 0.129148\n", "Right Field 0.263555\n", "Shortstop 0.255186\n", "dtype: float64" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# batting average by primary field positions calculated from the data\n", "df2.groupby(\"PriPos\")[[\"Hits\", \"AtBats\"]].sum().pipe(lambda x: x.Hits / x.AtBats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model (Kruschke, 2015)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 39, "metadata": { "image/png": { "width": 300 } }, "output_type": "execute_result" } ], "source": [ "Image('images/fig9_13.png', width=300)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "pripos_idx, pripos_codes = pd.factorize(df2[\"PriPos\"])\n", "\n", "n_pripos = df2[\"PriPos\"].nunique()\n", "n_players = df2[\"Player\"].nunique()\n", "\n", "with pm.Model() as hierarchical_model2:\n", " # hyper parameters\n", " omega = pm.Beta(\"omega\", 1, 1)\n", " kappa_minus2 = pm.Gamma(\"kappa_minus2\", 0.1, 0.1)\n", " kappa = pm.Deterministic(\"kappa\", kappa_minus2 + 2)\n", "\n", " # parameters for categories (Primary field positions)\n", " omega_c = pm.Beta(\n", " \"omega_c\",\n", " omega * (kappa - 2) + 1,\n", " (1 - omega) * (kappa - 2) + 1,\n", " shape=n_pripos,\n", " )\n", "\n", " kappa_c_minus2 = pm.Gamma(\"kappa_c_minus2\", 0.01, 0.01, shape=n_pripos)\n", " kappa_c = pm.Deterministic(\"kappa_c\", kappa_c_minus2 + 2)\n", "\n", " # parameter for individual players\n", " theta = pm.Beta(\n", " \"theta\",\n", " omega_c[pripos_idx] * (kappa_c[pripos_idx] - 2) + 1,\n", " (1 - omega_c[pripos_idx]) * (kappa_c[pripos_idx] - 2) + 1,\n", " shape=n_players,\n", " )\n", "\n", " y2 = pm.Binomial(\"y2\", n=df2.AtBats.values, p=theta, observed=df2[\"Hits\"])" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": "\n\n\n\n\n\n\n\ncluster9\n\n9\n\n\ncluster948\n\n948\n\n\n\nkappa\n\nkappa\n~\nDeterministic\n\n\n\nomega_c\n\nomega_c\n~\nBeta\n\n\n\nkappa->omega_c\n\n\n\n\n\nkappa_minus2\n\nkappa_minus2\n~\nGamma\n\n\n\nkappa_minus2->kappa\n\n\n\n\n\nomega\n\nomega\n~\nBeta\n\n\n\nomega->omega_c\n\n\n\n\n\ntheta\n\ntheta\n~\nBeta\n\n\n\nomega_c->theta\n\n\n\n\n\nkappa_c\n\nkappa_c\n~\nDeterministic\n\n\n\nkappa_c->theta\n\n\n\n\n\nkappa_c_minus2\n\nkappa_c_minus2\n~\nGamma\n\n\n\nkappa_c_minus2->kappa_c\n\n\n\n\n\ny2\n\ny2\n~\nBinomial\n\n\n\ntheta->y2\n\n\n\n\n\n", "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(hierarchical_model2)" ] }, { "cell_type": "code", "execution_count": 47, "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: [omega, kappa_minus2, omega_c, kappa_c_minus2, theta]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 27 seconds.\n" ] } ], "source": [ "with hierarchical_model2:\n", " idata2 = pm.sample(5000)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata2, var_names=[\"omega\", \"kappa\", \"omega_c\", \"kappa_c\"])\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 9.17" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Posterior distribution of hyper parameter omega after sampling." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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+Z71mdnb2ef28hAh2mvpth6QIKycrnbz1UxHXt42jc5Ll3E+oglNXvPRDPpnNohjQMqaWSyhEeJHuizDnXbLTfP6/CiaDRpNIoyxMJEQtkFAOc0V2d3dCYoDrXvxW0ygTJ+TWUEJcMAnlMFdkc2ExaEQaL2yucbNoE2UOnXKHLBYkxIWQUA5zRXYXCRbDWXOZA9X09A1XpQtDiAsjoRzmimx6wEt2VsVzubWEshAXRkI5jCmlKLa7SAzgFlDViTIZiI8wSL+yEBdIQjmMlTp0XAoS/bxZ6rk0jTJJS1mICyShHMaKTt8stTZaygCpUUYKrC5cMvVdiPMmoRzGik7fLPVCp8N5NIk0ouO+i4kQ4vxIKIexIpsLDYi/gAtHfi0l0j3Yl2eVUBbifEkoh7Eiu0682YDxAqfDeTSJdLe482SwT4jzJqEcxopstTPzwiPCoJFoNpBvlcE+Ic6XhHIYK7K7am3mhUeTSKN0XwhxASSUw5TNpVPhVLXaUgZ3v3KBzYUuMzCEOC8SymHKMx2uNq7m+7WUSCMudeb8QojASCiHqdqeDueRcnoNjDzpVxbivEgohynPOsqJtTQdzqOJRabFCXEhJJTDVJFdx2LUiDTV7q+A2agRH2EgX0JZiPMioRymimwukmp5kM8jOdIoV/UJcZ4klMNUXUyH80iySCgLcb4klMOQrhTFdr3Wp8N5JJoNVLoUVqfMwBAiUBLKYajUoaOr2p954eGZZietZSECJ6EchrwzL+qw+wKgUOYqCxEwCeUw5L2DdV11X3hC2S4tZSECJaEchopsLgzU3pKdvxVh0IiLMFAg0+KECJiEchgqsrmINxsw1NKSnVWRGRhCnB8J5TBUaK+dO1jXJNFsoFi6L4QImIRymFFKUWhz1XkoJ1iMlDsVTl1WixMiEBLKYcbqUthcqs6mw3kknO6vLrHLDAwhAiGhHGY8/bxJdTQdziPh9MwO6cIQIjASymHGG8p1NB3OwzOzo1haykIEREI5zHgu6Kjr7ou4CAMGpKUsRKAklMNMoc1FXIQBk6HupsMBGDSNOLNBWspCBEhCOcwU2et+5oVHgtkoLWUhAiShHGbc0+Hq521PMBtk9oUQAZJQDiOeO1jXZ0u51KHLXGUhAiChHEbqa5DPwzNXudQhrWUh/CWhHEaK6mk6nMeZaXHSryyEvySUw0hhHa+j/FtnLiCRlrIQ/pJQDiN5Vvd0OIuxft72eLMBDSiW1eKE8JuEchjJszpJiayfrgs4PVc5QuYqCxEICeUwoStFvtVVr6EM7tZyiUNaykL4S0I5TBTbdZwKUqJM9fq67gtIpKUshL8klMNEntUJUO8t5QSzgVK7jq5krrIQ/pBQDhN5le4uhCb13n1hRCFzlYXwl4RymPDMvIisp5kXHrLYvRCBkVAOE/U988JDLiARIjASymGgoWZegLv7AqSlLIS/JJTDQEPNvACIMGhEmzRpKQvhJwnlMNBQMy884s1GaSkL4ScJ5TBw6vTMi4YK5QS5A4kQfpNQDgOnKp3Em+tvzYvfio8wUGJ3oWSushDnJKEcBvKsLlIbqJUM7qv6nAoqnBLKQpyLhHKIc+numRepDTDI5xHvnassg31CnIuEcogrsLnQocFbygDFclWfEOckoRzi8qyeQb6GaynLVX1C+E9COcSdqnSiUf9rXvyaxahhNshcZSH8IaEc4k5ZXSRbjJgMWoOVQdM0EswGaSkL4QcJ5RCXZ3WSEtVwrWSPeLNBWspC+EFCOYTZXYpCm05qA/YneyTIVX1C+EVCOYTl29yXV6cGSUvZ6lLYXBLMQtREQjmEeS6vDpaWMsgMDCHORUI5hOVZXRg1SLQ0/Nt8Zl1lCWUhatLwf62izpyqdC9sb9AabuaFx5mWsgz2CVETCeUQlmd1NehFI78WY9IwatJSFuJcJJRDlNWpU+rQg2KQD9xzleNOrxYnhKiehHKIOmUNnkE+jwSzUVrKQpyDhHKIOlUZPNPhPOLNBkpkUSIhaiShHKLyrC4sBneXQbBIMBspc+i4dFlXWYjqBM9frKhVp05fXq0FwcwLD++6ytJaFqJaEsohSCnFyUpXUPUnAyRa3F0pRTYZ7BOiOhLKIajYrmNzKZpFB09/MkDy6VAukFAWoloSyiHo+OlBvuYNeAuoqsSY3OsqF0ooC1EtCeUQdLLCvbB9Q96XryqappFoMUgoC1EDCeUQdOL05dUNubB9dZIsRum+EKIGEsoh6HiFk6ZB1kr2SLYYKbbp6EqmxQlRFQnlEFPm0Cl3KppHB2coJ1mM6MgaGEJUR0I5xJyocA/yNQvSlnLS6RkY0q8sRNUklEPMidMzL5oG2XQ4D5kWJ0TNJJRDzIlKJ4lmA5HG4Hxro2VanBA1Cs6/XHHeciuctAjS/mRwT4tLshgotEooC1EVCeUQUuHQKbHrQTvI55FkMVIo6yoLUSUJ5RDivZIvyEM52WKkyKbjlNXihDiLhHIIya1oHKGcEmlCIYN9QlRFQjmEHK9wkmwxYgnSQT6PlNML7+dJv7IQZwnuv14RkONBPsjnkWwxogF5p7tbhBBnSCiHiDKH+0apwd51AWAyaCRZjNJSFqIKEsoh4ngj6U/2SImUUBaiKhLKISK3woFG8F5e/VspUUYKbS6ZgSHEb0goh4jjFU6aRBoxG4Nvuc6qpJ6egZEvrWUhfEgohwClFMcrnI2m6wLc3RcAeVYZ7BPi1ySUQ0CwL9dZlWSLEQMyLU6I35JQbgRyc3N5+OGH+cMf/kD37t254447OHTo0Jn9pwf5WkSbsNvtXHfddQwePNi7v7i4mLvuuosePXpw8803c/ToUZ/z//zzzwwdOpSCgoIay5GVlcWYMWOq3Pfwww8zduxY7+OxY8fSqVMnMjIySE9Pp1evXowePZp33nkHu92O0aCRdHqwb+zYsTz88MMB/1yECEUSykHO5XJxzz33kJ+fz0cffcTGjRvp2rUrd911FzabDXD3J2tA0ygT8+fPJzc31+ccb731FiaTic2bN9OlSxfmzZvn3afrOllZWUybNo3k5ORaLfu1115LdnY2u3fv5ssvv2TixImsWLGC0aNHU1JSQtNIIydlrrIQPiSUg9yhQ4fYt28fU6ZMoVmzZsTExPDAAw/gdDr5+uuvAThW7qRplJG9/97DBx98wLhx43zOsXv3bq644grMZjMDBw7khx9+8O5bsGAB7dq1Y8iQIXVajyZNmjBgwAAWLVpEcXExL730Es2iTRTbdVxyayghvCSUg5ymuWdT6PqZ2ycZDAYSEhLIzs7GpSuOlTtoYYFp06bx4IMP0rJlyyrPAe6Wt8Hgftv37dvHsmXLuP766xk9ejQjRoxg4cKFdVqf2NhYxowZw8qVK0m1uMvhcEkoC+EhoRzk2rZtS4cOHZgzZw65ublYrVb+/ve/c+TIEYqKisitcOJU8N3iBSQlJXHrrbeedY7u3buzfv16bDYb69ato2fPnjgcDrKysnjiiSeYNWsWY8aMYdGiRSxYsIB9+/ZVW56dO3eSkZFx1teqVav8rlP79u0pLS3FYisFwC5zlYXwklAOckajkVdeeYXo6GhGjhzJVVddxalTp/jDH/6AyWTiSJmDvAM/8vmyJTzzzDM+rWKPcePGYTAYuPzyyzl8+DCTJ0/m1VdfpXv37nTt2pWffvqJIUOGEB8fT69evdi6dWu15enRowfZ2dlnfV177bV+18nlcs+4iLVEEB9hwC4tZSG8Gs8cqjDWpk0bXnvtNZ9tN954I507d+ZQUQX/fP1Z/vzgg7Rp06bK58fGxvLqq696H+/evZs1a9awbNkyioqKAIiOjgYgKiqK4uLiuqnIaXv27CE1NZXExESaFZRIS1mIX5GWciOwZs0aDhw44H188uRJfvzxRy677DJ27Pye/JyDzJs3j8zMTDIzM3n66afJzc0lMzOT7du3+5zLbrczbdo0Zs6cSVRUFLGxsQDeIC4sLPRuqwuFhYUsXbqUG264AXCv1eHUQXJZCDdpKTcCy5Ytw2q1MnfuXACmT59Onz59aNWpG0muk7y54ks6JFq8x69Zs4a3336bJUuWnDXNbfbs2VxxxRX07NkTgLi4OC699FI+//xzhgwZws6dO3nooYdqvQ4Oh4OtW7fy3HPP0bp1ayZOnAicWavD6tJreroQYUNCuRF45plnePzxxxkyZAhGo5FBgwbx2GOPsa/MgTHCTPffNSPebPQeHx8fj9FopHnz5j7n2b59Oxs3buSjjz7y2T5z5kweffRR5syZw/jx4+nUqVOtlHvVqlV88cUXgHvGyEUXXcR1113HuHHjMJvNADSLdpfb6pSmshAAmlIySbSx+vhgCScrnUzoUrsXfdQnpRQv7y6gbZyZ69rGNXRxhGhw0qfcSCmlOFLmoE1sREMX5YJomkaL6AjvetBChDsJ5UYq3+qi0qUafSiDe7Av3+bCJv3KQkgoN1Y5ZQ6AkAhlz30FpbUshIRyo3WkzEFshIFEc+N/C1vEuEM5V0JZCAnlxkgpxZFyJ21iTFVewdfYRJsMJJgNEspCIKHcKBXZdcocekh0XXi0iDZJKAuBhHKjdCSE+pM9WkSbKLHrVDhksE+ENwnlRuhImYMoo+a9z10o8NzKSlrLItxJKDdCOWUOWsdGhER/soeEshBuEsqNTLHdRbFd5+IQ6roAsBgNNIk0klvhaOiiCNGgJJQbmZxSd2hdFBdaoQzufuXjFU7kyn8RziSUG5mc0/3JqSHUn+zRItpEuVNRKoN9IoxJKDcyOafXuwil/mSPFtKvLISEcmNSZHP3J4di1wVA0ygTBiSURXiTUG5EPOtdXBRig3weJoNGapSR3HIJZRG+JJQbkZwyB1Gm0OxP9mgRHcHxShnsE+FLQrkRySlzcFGI9id7tIgxYXMpCm0y2CfCk4RyI1Fkc1Fi10O268LjzGCfzFcW4UlCuZE4WGIHoG2IDvJ5pEQaMWky2CfCl4RyI3GwxEGC2UCyJXT7kwEMmkYzWTFOhDEJ5UbAqSsOl9lpH28O6f5kjxbRJk5UONFlsE+EIQnlRuBomQOHDu3iQ7vrwqNFtAmngjyrq6GLIkS9k1BuBPYW24kwwMWx5oYuSr1oEe3+z0e6MEQ4klAOcrpS7C2y0T7ejNkY+l0XAEkWAxajJheRiLAkoRzkckodVDgVnZIsDV2UeqNpGs2jTDItToQlCeUgl11gw2zQ+F18eHRdeLSONXGy0kWlUy4iEeFFQjmIldpd/Fhoo2sTCxGG8Oi68Ggfb0ZxZn62EOFCQjmIbc+zooDeqVENXZR61yLaRLRJ40CJdGGI8CKhHKQKrC62nqykU5KFxBC/YKQqmubusjlYYpf5yiKsSCgHIaeuWJ1TismgMbhVTEMXp8FcmmDG6lL8XCqtZRE+JJSDjK4Uqw6XcrTcyfDWscRGhO9b1D7eTKRRIzvf2tBFEaLehO9ffJD6+lg5PxbZGdQyms7J4TMNriomg0bnJAv7i+1YZRaGCBMSykHk+zwr209Z6Z0aSWaz6IYuTlDIaGLBqWBPoa2hiyJEvZBQDhKFNhdrj5bRLi4irPuRf6tFdAQtok1sP2WVu5GIsCChHASUUnx5pAyjpnHNxbEYwmAluED0To2kwObikAz4iTAgoRwEcsocHCp18IcW0cRFhN/0t3PpmGghxqSx/VRlQxdFiDonoRwENp2oJMak0SMlsqGLEpSMBo3uKZEcKHFQIMt5ihAXlqFcWVnJjBkzGDx4ML169eKWW25h48aN53ze6tWr6du3L2PHjq3xuO3bt9OpUyfmzZt3znMer3ByqNRBn6ZRmMLsUupA9EiJwqDBjryaW8sul4vZs2czfPhwevTowciRI/nss89qfM6///1v7rzzTi677DL69u3Lfffdx5EjR7z7i4qKmDFjBoMGDaJbt27cfPPN/PDDD7VSLyF+KyxD+amnnmLnzp0sXLiQf/7zn4waNYoJEyZw8ODBap/z0EMP8dprr9G2bdsaz221Wpk+fToxMf4N1m06UYHldEtQVC82wkDHRAu78m3YXNVPj3v11Vf55JNPeOmll9i8eTOTJk1i2rRpbN68ucrjT548ybhx4+jcuTPffvstq1evxmazMXnyZO8xU6dOZefOnbz99tts2bKFkSNHctddd5GXl1fr9RQi7EK5uLiYzz77jMmTJ9OuXTssFgujR4+mffv2LF68uNrntWnTho8++ojWrVvXeP6XXnqJdu3a0alTp3OWpcDqYm+RnR4pkUQaw+6tCFjv1EjsuuKH/KqnxymleP/997njjjvo0qULZrOZoUOHMmDAAN57770qn3PixAmGDh3Kn//8Z6KiokhOTmbMmDH8+OOPFBcXU1FRwYYNGxg/fjxt27bFYrFw6623cskll7B8+fK6rK4IU2GXBHv27MHhcJCRkeGzvWvXrjV+JH3wwQcxm2tePnPbtm2sWLGCJ5980q+ybDpZgUGD3k3Db8Gh89EyJoKLYiPYcrISp3729LicnBwKCgro2rWrz/aa3tuMjAyeffZZjMYzA6xHjhwhNjaW2NhYwL0Oh677ts4TExPJzs6+0CoJcZawC+WCggLA/Uf1a0lJSeTn55/3eSsrK5k+fTqPPvoozZo1O+fxRTYXu/NtdGsSGdaXUgfq982iKHPo7C44u7XseW8TEhJ8ticlJXn3ncvevXuZN28ekydPxmg0Eh0dTf/+/XnzzTc5cOAAdrudzz//nO3bt1NYWHjhFRLiNyQNfuVC7hT90ksv0bZtW2644Qa/jt94vAJNg77NpJUciIvjImgebWLTiQpcAVxM4s97+69//YvbbruN2267jXHjxnm3P//883Ts2JGxY8cyaNAgtmzZwnXXXUdERHjcyFbUL1NDF6C+NWnSBHCPqP+6RVtYWEhKSsp5ndPTbXGuUX6Pw6V2sgtsZDaNIt4s85IDoWka/ZtH89HBEnaesvp0/Xjev6KiIp/nFBYWet/36vzf//0fzz77LI899hh//OMfffYlJyfz4osv+mybMmUKLVu2vICaCFG1sGspp6enYzab+f77732279ixg969e5/XOZctW0ZFRQXXX389mZmZZGZmsmPHDhYsWMCoUaN8ji136KzOKSPRbKB/C1nf4ny0j4+gbVwE3x2v8LldVOvWrUlNTT2r/3j79u01vrcrVqzg+eef58033zwrkAHWr1/Prl27vI9tNhubN28mMzOzFmojhK+wC+W4uDhuvPFG5s2bx6FDh6isrGThwoUcO3aM0aNHA+4R+auuuoqdO3f6dc6srCy++uorVqxY4f1KT09n9OjRvPHGG97jrE6djw6WUO7Qub5tXNjd4qm2aJrGkFYx2FyKDbkVPttvv/123nrrLXbv3o3dbmflypX885//9OmOuOqqq1izZg0Aubm5zJgxg//5n/+pNrjXrVvHo48+yvHjx6moqGDGjBkkJyczfPjwOq2nCE9h130BMH36dF544QVuvfVWysvL6dSpEwsWLKBVq1YAOBwOb2ADbN26lTvvvBMAp9OJUso7e+Ott96iT58+Zw0umc1mYmNjSU1NBaDY7uKjAyXk21yMahdHyxjpj7wQqVEmeqZGsv2UlbREMxfHuWfG3H333dhsNu677z4KCgpo164dc+bM8ZmRcejQIUpLSwFYvnw5FRUVTJo06azXePrppxk5ciRTp07liSee4LrrrsPlcpGZmcnChQvPORtHiPOhKVl6q07pSrEr38Y/filHKRjVLo52YXZn6rpidyne3luIS4c7OyYSaQq7D34iBEko1xGXrvgh38rmk5UU23VaxZj4r4vjSArD++3VpV/KHSzaV8ylCWZGtYu7oBk0QgQDCeU6UOHQ+fhQCUfLnbSMNtGveRSXxJslMOrIlpOVrDtWTt9mUQxsKWtRi8YtLPuU69LJSicfHSyhwqFz3cWxdE6ySBjXsT6pkRTaXGw6UUlchIFeqTL3WzReEsq1aF+RjZWHyzAbNP50aQItZDCvXmiaxtDWMZQ5dNYeLUcBvSWYRSMl3Re1oMKh893xCnbkWWkeZeLG38URJxeF1DuXrvjk51L2F9sZ0iqGPrKmiGiEJJTPQ6VTJ7fCSW6Fk6NlDo6UOXAq9ypmA1rGyPzjBuRSihWHStlXbOcPLaL5fbMo6T4SjYqEsp+UUhwpc7Izr5K9xXY8i5SlRhppExtBz9RIUiKlNygYuJRi9eEy9hTa6NrEwrDWsXIDAdFoSChXw6krCmwu8qwuTlQ4+anIRrFdx2LUyEi2cGmCmWbRJlkHOUgp5b7a758nKkmNNDKsTSxtYqWPXwQ/CWXc61GcrHSe/nJxstJJvtWFZ1UFDWgbF0HnJAsdkyy10j0xY8YMv9ddFlV74oknmDFjRo3HHCi28/mRMsocOm3jIuiZEkn7eDNGaTmLIBU0n7eVUpQ5dTzryxg1iDBomAwaJu3cSy8qpbDrCptL4dAVLgWRRo1ok8Hno6uuFHlWFzllDg6XOvil3EG588z/S7ERBppGGWmfYKZppImUKCPJFqN8/G2k2ieYuTcuiR2nKtlyspKPD5USbdJoH2/m4rgIUiJNJFkMWOQTjwgSDRLKTl1R5tAptLk4Uu7gaJmTExVObFXcTcLDpIHJoJ0OajBpGkZNw6brWJ0Kq0tR3bOjTBqxpy/BLbK7cJwO/gSzgbZx7m6IplFGmkaZiJZLdUNOhEEjs1k0fZpGcbDEwe4CK/uL3cunekSbNBLMRhLNBhItRhLNRpIijbSINsnArahXddJ9UWx38cmhUmwuha4UOqCUu5XqVGBznXlJDWgaZaRlTASpkUbMRvcfgFN3h7dDVziVwqnj/l53n8Ohu89tMRqwGDUiT39ZjAYiDO7b0lud7vAvc+iUOXU0IN5soEW0idYxESTKJc9hSynFKauLApuLQquLYrtOkd1Fkc1FiV33dl0ZNWgRbaJNrPtWVM2jTUQaNZnRIepMnYRyuUPnm1/KceoKg6ahaWDQwICG0QAxJgOxEQZvQMpHRxFMdKUosevkWV0cKXOQU+bgeIXT+0nMoLk/qSmUu7EBoNyfyGIiDMSYDESZDEQaNfTTjRGXz7/uGSK6Ah2FSTvTTWcynP29UXM3XsDdjacB2ultZ77XTu8/s/3Xj8F9THX/l6gqHlT12bO6sKgqRao6tsrnq5r3V1mO83k9Vf1xv92ulKJzsoW4iPpvuMlAnxB+sLl0jpW7B4DLnTouXXlby54mRaXL/ams0qmocOrYXApNA6OmuRslp783amA4/a+mnflU6FKc/iSovNv06osk6tjItnF0TLLU++tKKAsRxDyta6XcLUYFoNytOuX5F7ytdvDdB2ee++t9Pg1mzecffHedvbW61nZNHTpVPae647UqDqiyHOcqQ431qvnFPZ9eGoKEshBCBBHpzBVCiCAioSyEEEFEQlkIIYKIhLIQQgQRCWUhhAgiEspCCBFEql37Qtd1SkpK6rMsQggRMuLj4zEYAm/3VhvKJSUlzJkz54IKJYQQ4eqBBx4gMTEx4OdVe/HI+bSU58yZwwMPPBBwIYJdKNYrFOsEoVmvUKwThH69ar2lbDAYzivlz+c5jUEo1isU6wShWa9QrBNIvapSqwN9AwYMqM3TBY1QrFco1glCs16hWCeQelVH1r4QQoggIlPihBAiiEgoCyFEEJFQFkKIIBJQKOfm5jJhwgQyMzMZMGAATz31FHa7vcpj16xZw4gRI+jRowfXX389X375Za0UuLYFUieA999/n27dujFv3rx6LGXgAqnX2rVrGTlyJD169ODKK69kwYIF9Vxa/wVSr4ULFzJ06FC6d+/OsGHDeOutt+q5tP4J9HcQoLy8nIEDB5KVlVVPpQycv/X6+OOPSUtLIyMjw+drx44dDVDqmgXyXuXl5TFlyhR69OhBZmYmTz/99DnfVwBUAG644QaVlZWliouL1dGjR9XIkSPViy++eNZxP/74o0pPT1dr165VVqtVffXVVyojI0Pt3bs3kJerF/7WSSml7r//fnXbbbepoUOHqrlz59ZzSQPjb71++OEHlZ6erj7//HPlcDjU1q1bVbdu3dTnn3/eAKU+N3/rtXTpUtW/f3/1448/KpfLpbZs2aIyMjLU2rVrG6DUNQvkd9DjueeeU7169VKPPvpoPZUycP7Wa9myZWrQoEENUMLA+VsnXdfVLbfcoh5//HFVXFyscnJy1K233qq++OKLc76G36G8a9cu1bFjR5Wfn+/d9vnnn6s+ffool8vlc+yTTz6p7r33Xp9t99xzj5o5c6a/L1cvAqmTUkrNmzdPOZ1ONWrUqKAO5UDq9e2336p58+b5bLvzzjvV008/XS9lDUQg9dq6davasmWLz7aRI0eeVdeGFujvoFLuRs/ll1+unnnmmaAN5UDq1VhCOZA6bdmyRfXp00dVVlYG/Dp+d1/s2bOHFi1akJyc7N3WpUsXiouLycnJOevYLl26+Gzr3Lkz2dnZ/r5cvQikTgCTJk3CaKz/u9sGKpB6XXHFFUyaNMn7WCnFiRMnaNq0ab2V11+B1Kt379706dMHALvdzurVqzly5AiDBw+u1zKfS6C/g0opZsyYwUMPPURcXFx9FjUggdarvLyciRMnkpmZyaBBg1i6dGl9FtcvgdRp27ZtdOjQgfnz59OvXz8GDhzIyy+/jK6f+1a4fodyUVER8fHxPtsSEhIAKCws9OvY3x7X0AKpU2NyIfV64403KCoq4uabb66z8p2v86nX888/T9euXZk5cyazZs2ic+fOdV7OQARapyVLlhAREcGoUaPqpXznK5B6JScnk5aWxvjx49mwYQNZWVk8+eSTfPvtt/VWXn8EUqfjx4+TnZ1NVFQU69at4/nnn+edd95h2bJl53ydgAb6VADXmQRybENqLOUM1PnUa/78+bz11lu88cYbQXv5a6D1evTRR9m1axdPPfUUjz32GOvWraujkp0/f+uUn5/PvHnzmDFjRt0WqJb4W6+BAwfy3nvv0bNnT8xmM8OHD+fKK69kxYoVdVzCwPlbJ6UUsbGx3HfffURFRZGZmcmIESNYtWrVOZ/rdygnJydTVFTks83zuEmTJj7bk5KSqjz2t8c1tEDq1JgEWi+lFI8//jjLly/ngw8+CLrWpMf5vl9ms5mhQ4cyfPhw3n///TosYeACqdOsWbP44x//SPv27eupdOfvQv+2WrVqxcmTJ+ugZOcvkDqlpqZ6W9Ee/tbJ71BOT0/nxIkTnDp1yrtt165dNGnShDZt2px17O7du322ZWdn061bN39frl4EUqfGJNB6zZo1i++//57FixcH9R98IPV64IEHeO2113y2aZpGREREvZTVX4HU6dNPP+XDDz8kMzOTzMxMFixYwKpVq8jMzKzvYp9TIPX68MMPWb16tc+2AwcOBN3fYCB1uuSSSzh69CilpaXebUePHqVly5bnfqFARgVvueUWNXXqVFVSUqJycnLUNddco15++WWllFLDhw9XmzZtUkoptX//fpWenq6+/PJLZbPZ1OrVq1XXrl3Vzz//HPBIZF3zt06/FuyzL5Tyv17bt29XPXv2VLm5uQ1ZXL/5W69FixapzMxMtWPHDuV0OtW2bdtUr1691NKlSxuy+FXyt065ubk+X88++6yaMmVK0L53/tbrnXfeUX379lW7du1SdrtdffbZZ6pTp07qhx9+aMjiV8nfOlmtVjVo0CCVlZWlSktL1Y4dO1TPnj39mmoaUCgfP35c3Xvvvapbt24qMzNTzZo1SzmdTqWUUh06dFDr1q3zHrt27Vp11VVXqS5duqhrr71Wffvtt4G8VL3xt05btmxR6enpKj09XaWlpalOnTqp9PR0dccddzRk8avlb72mTZumOnbs6K2b56ux10vXdbVw4UI1YMAAlZGRoYYNG6YWLFjQkEWvViB/V782d+7coJ0Sp1Rg79X8+fPVoEGDVHp6urrqqquqrXNDC+S9+s9//qP+9Kc/qYyMDHX55Zer9957z6/XkFXihBAiiMjaF0IIEUQklIUQIohIKAshRBCRUBZCiCAioSyEEEFEQlkIIYKIhLIQQgQRCWUhhAgiEspCCBFEJJRFvTlx4gSTJk2ib9++9OzZk4kTJ3L8+HGOHj1KWloa69at45prrqFbt27893//N0eOHGHMmDF0796dsWPH+qxZ+8EHH3iPHT58uM+CNgUFBdx+++107dqV6667jg0bNpCWlsa+ffsAOHLkCPfeey+ZmZn06dOHiRMnBt2KZCJ8SSiLenP//fcTERHB2rVrWbduHU6nk4ceesi7f/ny5SxevJj33nuPVatW8ec//5nnnnuOtWvXcvDgQZYvXw7AV199xZw5c5g1axY7duwgKyuLRx55hAMHDgDw2GOPYbPZ+Pbbb3n55ZeZM2eOTzn+8pe/EBcXx4YNG1i3bh1lZWU8//zz9feDEKIGEsqiXvz0009kZ2fz6KOPEhcXR2JiIpMnT2bbtm3epRBvvPFG4uPj6datGykpKWRmZtK2bVtSU1NJT0/n559/BmDp0qXccMMNdO3aFaPRyKBBg+jfvz+ffPIJuq6zYcMGxo0bR1JSEhdffDF/+tOffMry+uuvM3PmTMxmM3FxcQwePPispWaFaCimhi6ACA9HjhwhJiaG5s2be7dddNFFPsf8ep/FYqFZs2Y+jz23Z8/JyWHjxo38/e9/9+5XShEXF0dRUREOh4NWrVp593Xt2tXndXbv3s3s2bP56aefsNvt6Lru81pCNCQJZVEvPIFaFU3TADAYfD+4/faxR2RkJA888AD33HPPWfvy8/MBfBaz95wfoLi4mHvuuYebbrqJV199lfj4eN59913effdd/ysjRB2S7gtRL9q0aUN5eTknTpzwbjt48CCaplUbvtW56KKL2Lt3r8+2X375BV3XSUxMxGg0cuzYMe++Xbt2+bxmeXk5d911l/cmmHv27DmfKglRJySURb3IyMigQ4cOvPDCC5SXl5Ofn8/cuXMZMGCAzy3b/TFmzBi++OILvvrqK5xOJzt27GDkyJFs3rwZo9FI7969effddykpKSEnJ4clS5Z4n9uyZUsMBgM7d+6ksrKSJUuWcOjQIYqLi7FarbVdbSECJqEs6oWmacyfP5/i4mIGDx7MyJEjadWqFX/7298CPle/fv2YPn06zz33HD179mT69OlMnTqVfv36AfDMM89QUVFB//79mTp1KhMmTADc3SHNmjXjkUce4YknnmDAgAEcOHCAuXPnkpiYyLBhw2q1zkKcD7nziAhJdrsds9kMwM6dOxk9ejTbtm0jLi6ugUsmRM2kpSxCzvTp07nrrrsoLi6mtLSUN998kx49ekggi0ZBQlmEnKlTp5KcnMyVV17J0KFDcblcvPjiiw1dLCH8It0XQggRRKSlLIQQQURCWQghgoiEshBCBBEJZSGECCISykIIEUQklIUQIoj8f6TaVROOUp/EAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(idata2.posterior[\"omega\"], point_estimate=\"mode\", color=color)\n", "plt.title(\"Overall\", fontdict={\"fontsize\": 16, \"fontweight\": \"bold\"})\n", "plt.xlabel(\"omega\", fontdict={\"fontsize\": 14});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Posterior distributions of the omega_c parameters after sampling." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3, 3, figsize=(14, 8))\n", "\n", "for i, ax in enumerate(axes.T.flatten()):\n", " az.plot_posterior(\n", " idata2.posterior[\"omega_c\"].sel(omega_c_dim_0=i),\n", " ax=ax,\n", " point_estimate=\"mode\",\n", " color=color,\n", " )\n", " ax.set_title(pripos_codes[i], fontdict={\"fontsize\": 16, \"fontweight\": \"bold\"})\n", " ax.set_xlabel(\"omega_c__{}\".format(i), fontdict={\"fontsize\": 14})\n", " ax.set_xlim(0.10, 0.30)\n", "\n", "plt.tight_layout(h_pad=3);" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }