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@AustinRochford
Created August 23, 2022 16:59
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Bayesian Age/Period/Cohort Models in Python with PyMC
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{
"cells": [
{
"cell_type": "markdown",
"id": "868e2a44-295c-4d22-a6b9-36945cb41cfd",
"metadata": {},
"source": [
"For my [day job](https://monetate.com), I spend a lot of time thinking about e-commerce analytics and [cohort analysis](https://en.wikipedia.org/wiki/Cohort_analysis) in particular. Statistical [age-period-cohort](https://www.publichealth.columbia.edu/research/population-health-methods/age-period-cohort-analysis) (APC) models are important in many fields such as epidemiology, demography, marketing, and many more. These models also pose some interesting inferential challenges for the unwary. This post shows how to use [`pymc`](https://www.pymc.io/welcome.html) to build Bayesian APC models in Python and presents a series of increasingly sophistocated systems of priors to resolve the inferential challenges these models pose.\n",
"\n",
"First we make the necessary Python imports and do some light housekeeping."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "d37b0e89-1ac9-47d0-8de0-c6d8c36f8194",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = \"retina\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "2659ed7f-5af8-4669-abc7-db94fd3d2bac",
"metadata": {},
"outputs": [],
"source": [
"from warnings import filterwarnings"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c2313fb8-83aa-4de1-abc2-4c401bc20d48",
"metadata": {},
"outputs": [],
"source": [
"from aesara import tensor as at\n",
"import arviz as az\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pymc as pm\n",
"import scipy as sp\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "91c5979d-fe2f-4582-bfab-d543f5c31acb",
"metadata": {},
"outputs": [],
"source": [
"filterwarnings(\"ignore\", category=UserWarning, module=\"pymc\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3d4afa62-f4b7-4e53-ad2f-53875d5b0ed1",
"metadata": {},
"outputs": [],
"source": [
"plt.rc(\"figure\", figsize=(8, 6))\n",
"sns.set(color_codes=True)"
]
},
{
"cell_type": "markdown",
"id": "2e1bdedd-8e59-4c95-aaa5-bb59c29164a5",
"metadata": {},
"source": [
"## Load the data\n",
"\n",
"For illustrative purposes, we use data from the [US General Social Survey 1974-2002](https://vincentarelbundock.github.io/Rdatasets/doc/AER/GSS7402.html) in this post. This dataset is available from Vincent Arel-Bundock's excellent [`Rdatasets`](https://vincentarelbundock.github.io/Rdatasets/index.html) repository and is originally from the [AER (Applied Econometrics with R)](https://cran.r-project.org/web/packages/AER/index.html) R package."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "64ef137c-e37b-43c9-8c2e-7ca265c51475",
"metadata": {},
"outputs": [],
"source": [
"DATA_URL = \"https://vincentarelbundock.github.io/Rdatasets/csv/AER/GSS7402.csv\""
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "123e148b-f7b6-4e7c-8d52-a8fa29ccc852",
"metadata": {},
"outputs": [],
"source": [
"df = (pd.read_csv(DATA_URL, usecols=[\"kids\", \"age\", \"year\"])\n",
" [[\"age\", \"year\", \"kids\"]])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f431eecc-3810-4185-81f6-0af0ee623c08",
"metadata": {},
"outputs": [
{
"data": {
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" <thead>\n",
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" <td>1998</td>\n",
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" <tr>\n",
" <th>9117</th>\n",
" <td>59</td>\n",
" <td>1998</td>\n",
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],
"text/plain": [
" age year kids\n",
"0 25 2002 0\n",
"1 30 2002 1\n",
"2 55 2002 1\n",
"3 57 2002 2\n",
"4 71 2002 2\n",
"... ... ... ...\n",
"9115 30 1998 3\n",
"9116 37 1998 2\n",
"9117 59 1998 3\n",
"9118 73 1998 2\n",
"9119 40 1998 0\n",
"\n",
"[9120 rows x 3 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "markdown",
"id": "d5cc9c4e-5c3e-4132-8b55-25963253bcd5",
"metadata": {},
"source": [
"## Exploratory data analysis\n",
"\n",
"From the [`Rdatasets` site](https://vincentarelbundock.github.io/Rdatasets/doc/AER/GSS7402.html), this data set contains\n",
"\n",
"> [c]ross-section data for 9120 women taken from every fourth year of the US General Social Survey between 1974 and 2002 to investigate the determinants of fertility.\n",
"\n",
"The columns of this data frame are\n",
"\n",
"* `age`: the age at which the woman was surveyed,\n",
"* `year`: the year the woman was surveyed, and\n",
"* `kids`: the number of children the woman had at the time she was surveyed.\n",
"\n",
"These columns contain all the information we need to build an APC model of how the average number of children has varied as a function of the woman's age, the year, and when she was born. Obviously the `age` column corresponds to the \"age\" component of the APC model, and the `year` column corresponds to the \"period\" component of the APC model. For this data set, the \"cohort\" component corresponds to they year in which the woman was born, which is simply calculated as the difference between the woman's age and the current year."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "02b35ac3-a3a6-4fd6-9a1b-98e58a29295e",
"metadata": {},
"outputs": [],
"source": [
"df[\"cohort\"] = df[\"year\"] - df[\"age\"]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e1e2a8a3-55de-4c4c-a1e2-b977d6f637be",
"metadata": {},
"outputs": [
{
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" <td>2</td>\n",
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"</table>\n",
"<p>9120 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" age year kids cohort\n",
"0 25 2002 0 1977\n",
"1 30 2002 1 1972\n",
"2 55 2002 1 1947\n",
"3 57 2002 2 1945\n",
"4 71 2002 2 1931\n",
"... ... ... ... ...\n",
"9115 30 1998 3 1968\n",
"9116 37 1998 2 1961\n",
"9117 59 1998 3 1939\n",
"9118 73 1998 2 1925\n",
"9119 40 1998 0 1958\n",
"\n",
"[9120 rows x 4 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "markdown",
"id": "0187714b-b618-4e05-9fc9-3286c89474ff",
"metadata": {},
"source": [
"It is this relationship between `age`, `year`, and `cohort` that will make a naively parametrized APC model [unidentified](https://en.wikipedia.org/wiki/Identifiability), causing inferential challenges.\n",
"\n",
"The following plots show how the average number of childen women varies with age, period (year), and cohort."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "b4c44ede-5df4-4bae-92a8-58b2fcd8ab9d",
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 864x288 with 6 Axes>"
]
},
"metadata": {
"image/png": {
"height": 286,
"width": 855
}
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(ncols=3, nrows=2, figsize=(12, 4),\n",
" gridspec_kw={\"height_ratios\": (1, 5)})\n",
"\n",
"axes[0, 0].sharex(axes[1, 0]);\n",
"axes[0, 1].sharex(axes[1, 1]);\n",
"axes[0, 2].sharex(axes[1, 2]);\n",
"\n",
"axes[0, 0].sharey(axes[0, 1]);\n",
"axes[0, 1].sharey(axes[0, 2]);\n",
"\n",
"axes[1, 0].sharey(axes[1, 1]);\n",
"axes[1, 1].sharey(axes[1, 2]);\n",
"\n",
"# age\n",
"\n",
"axes[0, 0].hist(\n",
" df[\"age\"],\n",
" bins=np.arange(df[\"age\"].min(), df[\"age\"].max() - 1, 3),\n",
" lw=0\n",
");\n",
"\n",
"axes[0, 0].set_ylabel(\"Number\\nof women\");\n",
"\n",
"(df.groupby(\"age\")\n",
" [\"kids\"]\n",
" .mean()\n",
" .plot(ax=axes[1, 0]));\n",
"\n",
"axes[1, 0].set_xlabel(\"Age\");\n",
"axes[1, 0].set_ylabel(\"Average number\\nof children\");\n",
"\n",
"# year\n",
"\n",
"axes[0, 1].hist(\n",
" df[\"year\"],\n",
" bins=np.arange(df[\"year\"].min(), df[\"year\"].max() - 1),\n",
" lw=0\n",
");\n",
"\n",
"(df.groupby(\"year\")\n",
" [\"kids\"]\n",
" .mean()\n",
" .plot(ax=axes[1, 1]));\n",
"\n",
"axes[1, 1].set_xlabel(\"Year\");\n",
"\n",
"# cohort\n",
"\n",
"axes[0, 2].hist(\n",
" df[\"cohort\"],\n",
" bins=np.arange(df[\"cohort\"].min(), df[\"cohort\"].max() - 1, 5),\n",
" lw=0\n",
");\n",
"\n",
"(df.groupby(\"cohort\")\n",
" [\"kids\"]\n",
" .mean()\n",
" .plot(ax=axes[1, 2]));\n",
"\n",
"axes[1, 2].set_xlabel(\"Cohort (birth year)\");\n",
"axes[1, 2].set_ylim(0, 4);\n",
"\n",
"fig.tight_layout();"
]
},
{
"cell_type": "markdown",
"id": "95ac8faf-d068-46b5-a38f-80d75e96a18e",
"metadata": {},
"source": [
"The relationship with age is not surprising: throughout the twenties and thirties the average number of children increases at a relatively stable rate and then levels out from the forties onward. The most notable feature of the period relationship is that it is relatively small compared to the age and cohort relationship. The relationship with cohort is perhaps the most interesting. The year a woman is born determines when she enters the prime chilbearing years of twenty to forty, so the peaks and troughs in the cohort relationship roughly corresponding to economic and societal conditions when the women in that cohort are in prime childbearing years."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "b90a20a2-c2db-458a-9efd-d98478c362a0",
"metadata": {},
"outputs": [],
"source": [
"GREAT_DEPRESSION = np.array([1929, 1939])\n",
"BABY_BOOM = np.array([1946, 1964])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9ad87dbf-67d7-4f60-8b0a-97d3987c71f6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 379,
"width": 501
}
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"\n",
"ax.axvspan(GREAT_DEPRESSION[0] - 30, GREAT_DEPRESSION[1] - 20,\n",
" color=\"C3\", alpha=0.5, label=\"Great Depression\");\n",
"ax.axvspan(BABY_BOOM[0] - 30, BABY_BOOM[1] - 20,\n",
" color=\"C2\", alpha=0.5, label=\"Post-WWII Baby Boom\");\n",
"\n",
"(df.groupby(\"cohort\")\n",
" [\"kids\"]\n",
" .mean()\n",
" .plot(label=\"_nolegend_\", ax=ax));\n",
"\n",
"ax.set_xlabel(\"Cohort (birth year)\");\n",
"\n",
"ax.set_ylim(0, 4);\n",
"ax.set_ylabel(\"Average number of children\");\n",
"\n",
"ax.legend(loc=\"upper right\", title=\"Chilbearing age during\");"
]
},
{
"cell_type": "markdown",
"id": "090d9f61-6987-4902-bcfb-2b7f32e1b8f9",
"metadata": {},
"source": [
"Taking a closer look at the cohort relationship, we see that the first trough corresponds to women that would be having most of their children during the [Great Depression](https://en.wikipedia.org/wiki/Great_Depression), and the subsequent peak corresponds to women having children during the post-World War II [baby boom](https://en.wikipedia.org/wiki/Baby_boom#United_States).\n",
"\n",
"Taken together, it is reasonable to hypothesize that biological factors related to age and socioeconomic factors related to cohort are sufficient to explain the variation in the number of children without considering period (year). The APC models we build in this post will allow us to evaluate the credibility of this hypothesis.\n",
"\n",
"It is important to note at this point that I am not a demographer and even if I was, it is best not to draw deep demographic conclusions from any analysis conducted on this data set. The purpose of this post is to use this data set as a simple example to illustrate some of the subtleties involved in inference using APC models."
]
},
{
"cell_type": "markdown",
"id": "dc5add80-b643-4307-814d-4eb0a5612afa",
"metadata": {},
"source": [
"### Dispersion\n",
"\n",
"Since the number of children is discrete, we being by checking its [index of dispersion](https://en.wikipedia.org/wiki/Index_of_dispersion) in order to determine which probability distribution is best suited to model it."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "cc08c8d5-8b93-4d05-9708-cdab374bf4f5",
"metadata": {},
"outputs": [],
"source": [
"def index_of_dispersion(x):\n",
" return x.var() / x.mean()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "c45676ef-0d95-49c4-9bae-f6e566659d29",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.5694754102397794"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"index_of_dispersion(df[\"kids\"])"
]
},
{
"cell_type": "markdown",
"id": "3fcf59d5-5459-4d74-a10b-91b7a0cc7716",
"metadata": {},
"source": [
"We see that the number of children is overdispersed across all responses."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "c4ce2a1d-322f-4a5a-9369-ffb6876fbdb3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 3 Axes>"
]
},
"metadata": {
"image/png": {
"height": 277,
"width": 853
}
},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(ncols=3, sharey=True, figsize=(12, 4))\n",
"\n",
"index_of_dispersion(df.groupby(\"age\")[\"kids\"]).plot(label=\"_nolegend_\", ax=axes[0]);\n",
"axes[0].axhline(1, c=\"k\", ls=\"--\", label=\"Unit dispersion (Poisson)\");\n",
"\n",
"axes[0].set_xlabel(\"Age\");\n",
"axes[0].set_ylabel(\"Index of dispersion\");\n",
"axes[0].legend(loc=\"upper left\");\n",
"\n",
"index_of_dispersion(df.groupby(\"year\")[\"kids\"]).plot(ax=axes[1]);\n",
"axes[1].axhline(1, c=\"k\", ls=\"--\");\n",
"\n",
"axes[1].set_xlabel(\"Year\");\n",
"\n",
"index_of_dispersion(df.groupby(\"cohort\")[\"kids\"]).plot(ax=axes[2]);\n",
"axes[2].axhline(1, c=\"k\", ls=\"--\");\n",
"\n",
"axes[2].set_xlabel(\"Year\");\n",
"\n",
"fig.tight_layout();"
]
},
{
"cell_type": "markdown",
"id": "1ca8556d-7c42-4bc5-89ea-53215c9645d8",
"metadata": {},
"source": [
"The number of children continues to be overdispersed (without about the same index) across each of the APC dimensions, so we will use the overdispersed [negative binomial distribution](https://en.wikipedia.org/wiki/Negative_binomial_distribution) in our models."
]
},
{
"cell_type": "markdown",
"id": "60e8fbcf-2a2e-4bb6-91a8-c8d49c21b2ae",
"metadata": {},
"source": [
"## Modeling\n",
"\n",
"We now start to build APC models of the number of children reported. [Recall](https://en.wikipedia.org/wiki/Negative_binomial_distribution#Distribution_of_a_sum_of_geometrically_distributed_random_variables) that if $X \\sim \\operatorname{NB}(\\mu_X, \\nu)$ and $Y \\sim \\operatorname{NB}(\\mu_Y, \\nu)$ then $X + Y \\sim \\operatorname{NB}(\\mu_X + \\mu_Y, \\nu).$ Using this fact, we reduce the size of the observed data in our model by grouping by the age/period/cohort combination of each observation, counting the number of women with that combination, and summing their number of children."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "41ebe698-ec50-4140-90a2-470a2820bd3a",
"metadata": {},
"outputs": [],
"source": [
"apc_df = (df.groupby([\"age\", \"year\", \"cohort\"])\n",
" [\"kids\"]\n",
" .agg((\"size\", \"sum\")))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "622b1238-cace-4e40-af75-38bae4f0e29c",
"metadata": {},
"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></th>\n",
" <th></th>\n",
" <th>size</th>\n",
" <th>sum</th>\n",
" </tr>\n",
" <tr>\n",
" <th>age</th>\n",
" <th>year</th>\n",
" <th>cohort</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">18</th>\n",
" <th>1974</th>\n",
" <th>1956</th>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1978</th>\n",
" <th>1960</th>\n",
" <td>7</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1982</th>\n",
" <th>1964</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1986</th>\n",
" <th>1968</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1990</th>\n",
" <th>1972</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">89</th>\n",
" <th>1986</th>\n",
" <th>1897</th>\n",
" <td>5</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1990</th>\n",
" <th>1901</th>\n",
" <td>8</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1994</th>\n",
" <th>1905</th>\n",
" <td>14</td>\n",
" <td>35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998</th>\n",
" <th>1909</th>\n",
" <td>10</td>\n",
" <td>31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002</th>\n",
" <th>1913</th>\n",
" <td>9</td>\n",
" <td>11</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>571 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" size sum\n",
"age year cohort \n",
"18 1974 1956 3 2\n",
" 1978 1960 7 3\n",
" 1982 1964 2 0\n",
" 1986 1968 1 0\n",
" 1990 1972 2 0\n",
"... ... ...\n",
"89 1986 1897 5 10\n",
" 1990 1901 8 11\n",
" 1994 1905 14 35\n",
" 1998 1909 10 31\n",
" 2002 1913 9 11\n",
"\n",
"[571 rows x 2 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"apc_df"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "0cfc7bd9-f579-4d1a-b13f-c1e07f1078df",
"metadata": {},
"outputs": [],
"source": [
"N = apc_df[\"size\"].values\n",
"kids = apc_df[\"sum\"].values"
]
},
{
"cell_type": "markdown",
"id": "da4e28af-0721-4583-97b3-ac07d9967fec",
"metadata": {},
"source": [
"Here `apc_df[\"size\"]` and `N` are the number of women surveyed at that specific age/period/cohort combination and `apc_df[\"sum\"]` and `kids` are their total number of children.\n",
"\n",
"For convenience we encode `age`, `year`, and `cohort` as ordinal factors."
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "890b2487-5fc6-45df-962a-78437b5e7bc9",
"metadata": {},
"outputs": [],
"source": [
"i, age_map = apc_df.index.get_level_values(\"age\").factorize(sort=True)\n",
"j, year_map = apc_df.index.get_level_values(\"year\").factorize(sort=True)\n",
"k, cohort_map = apc_df.index.get_level_values(\"cohort\").factorize(sort=True)"
]
},
{
"cell_type": "markdown",
"id": "80f379cf-be4f-489b-a6c8-f7918c88bbd7",
"metadata": {},
"source": [
"### Flat priors\n",
"\n",
"We are now ready to build our first APC model, which will use [flat priors](https://en.wikipedia.org/wiki/Prior_probability#Uninformative_priors) for the age, period, and cohort effects. Throughout this post, let $i$ denote a sample's age, $j$ denote its period, and $k$ denote its cohort. All of our models will take the form\n",
"\n",
"$$\\begin{align*}\n",
"\\eta_{ijk}\n",
" & = \\eta_0 + \\alpha_i + \\beta_j + \\gamma_k, \\\\\n",
"y_{ijk}\n",
" & \\sim \\operatorname{NB}(N_{ijk} \\cdot \\exp(\\eta_{ijk}), \\nu).\n",
"\\end{align*}$$\n",
"\n",
"Here $N_{ijk}$ is the number of women in the relevant age/period/cohort combination, $y_{ijk}$ is the total number of children they have, and $\\nu$ controls the amount of overdispersion. Note that this is a negative binomial regression model with an [offset](https://en.wikipedia.org/wiki/Poisson_regression#%22Exposure%22_and_offset) term.\n",
"\n",
"Using `pymc` we specify the flat prior distributions\n",
"\n",
"$$\\pi(\\eta_0), \\pi(\\alpha_i), \\pi(\\beta_i), \\pi(\\gamma_i) \\propto 1.$$"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "e88ea6b3-ceff-4710-b098-2ae91ad97fbb",
"metadata": {},
"outputs": [],
"source": [
"coords = {\n",
" \"age\": age_map,\n",
" \"year\": year_map,\n",
" \"cohort\": cohort_map\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "2bf4ed60-d574-4c00-b0c5-018bd72d9b56",
"metadata": {},
"outputs": [],
"source": [
"SEED = 1234567890 # for reproducibility"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "4cd0dc60-2207-4a79-a5e7-bc5ba9fd8fdf",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model(coords=coords, rng_seeder=SEED) as flat_model:\n",
" η0 = pm.Flat(\"η0\")\n",
" α = pm.Flat(\"α\", dims=\"age\")\n",
" β = pm.Flat(\"β\", dims=\"year\")\n",
" γ = pm.Flat(\"γ\", dims=\"cohort\")"
]
},
{
"cell_type": "markdown",
"id": "76e0fd54-31cc-49ac-9e68-3d4fb4c89196",
"metadata": {},
"source": [
"Using the prior $\\nu \\sim \\operatorname{Half-}N(2.5^2)$, we specify $\\eta_{ijk}$ and the observational likelihood as above."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "5acdd228-5d5f-4a22-a27e-94cd9426827b",
"metadata": {},
"outputs": [],
"source": [
"with flat_model:\n",
" η = η0 + α[i] + β[j] + γ[k]\n",
" \n",
" ν = pm.HalfNormal(\"ν\", 2.5)\n",
" pm.NegativeBinomial(\"kids\", N * at.exp(η), ν, observed=kids)"
]
},
{
"cell_type": "markdown",
"id": "d96f991d-37af-4e88-b11d-4d0a3b4ad386",
"metadata": {},
"source": [
"We are now ready to sample from the posterior distribution of this model."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "a86869fc-71a2-4c8e-99f4-ca9e25ef5ffa",
"metadata": {},
"outputs": [],
"source": [
"CHAINS = 6\n",
"\n",
"SAMPLE_KWARGS = {\n",
" \"cores\": CHAINS,\n",
" \"random_seed\": [SEED + i for i in range(CHAINS)]\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "68a2839a-a9a4-48fa-9561-040b54e6ac4e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (6 chains in 6 jobs)\n",
"NUTS: [η0, α, β, γ, ν]\n"
]
},
{
"data": {
"text/html": [
"\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:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
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"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
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},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='12000' class='' max='12000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [12000/12000 06:47&lt;00:00 Sampling 6 chains, 3,014 divergences]\n",
" </div>\n",
" "
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{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 6 chains for 1_000 tune and 1_000 draw iterations (6_000 + 6_000 draws total) took 428 seconds.\n",
"The chain contains only diverging samples. The model is probably misspecified.\n",
"The acceptance probability does not match the target. It is 0.3571, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The chain contains only diverging samples. The model is probably misspecified.\n",
"The acceptance probability does not match the target. It is 0.1821, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The acceptance probability does not match the target. It is 0.9528, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
"The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
"There were 14 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
"The chain contains only diverging samples. The model is probably misspecified.\n",
"The acceptance probability does not match the target. It is 0.2558, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
"The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
]
}
],
"source": [
"with flat_model:\n",
" flat_trace = pm.sample(**SAMPLE_KWARGS)"
]
},
{
"cell_type": "markdown",
"id": "2ad8c1ae-1767-4ac9-b656-15c1e948e34b",
"metadata": {},
"source": [
"We see quite a few warnings as a result of sampling, most notably over half of the post-tuning samples resulted in divergences, and the $\\hat{R}$ statistics are well above the acceptable diagnostic threshold of 1.01. For simplicty, we focus on the $\\hat{R}$ statistics."
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "08bc6141-868a-4dff-83e6-7e77560e616d",
"metadata": {},
"outputs": [],
"source": [
"flat_rhat = az.rhat(flat_trace)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "971d8dac-39e3-43f4-9982-fec79cc48281",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 379,
"width": 482
}
},
"output_type": "display_data"
}
],
"source": [
"ax = (flat_rhat.max()\n",
" .to_array()\n",
" .to_series()\n",
" .plot(kind=\"barh\"))\n",
"ax.axvline(1, c=\"k\", ls=\"--\");\n",
"\n",
"ax.set_xlabel(r\"$\\hat{R}$\");\n",
"\n",
"ax.invert_yaxis();\n",
"ax.set_ylabel(None);"
]
},
{
"cell_type": "markdown",
"id": "dd55780c-57e2-4ab9-8add-c7f01a5fa22a",
"metadata": {},
"source": [
"We see that all of the parameters have $\\hat{R}$ statistics significantly above one (two are above five) that are indicative of severe problems with inference. Focusing on the component of $\\alpha$ with the highest $\\hat{R}$ statistic we see that the chains are not very well mixed; they have explored completely different portions of the parameter space."
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "4f9e4ae3-e2f8-4a20-8a3f-83af5c3de0d4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x144 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 156,
"width": 684
}
},
"output_type": "display_data"
}
],
"source": [
"α_worst = flat_rhat[\"α\"].idxmax()\n",
"\n",
"az.plot_trace(flat_trace, var_names=\"α\", coords={\"age\": α_worst}, divergences=False);"
]
},
{
"cell_type": "markdown",
"id": "0ca7c767-eed6-4ef9-8a10-3b08689eaa13",
"metadata": {},
"source": [
"To quote the [folk theorem of statistical computing](https://statmodeling.stat.columbia.edu/2008/05/13/the_folk_theore/):\n",
"\n",
"> When you have computational problems, often there’s a problem with your model.\n",
"\n",
"With this wisdom in mind, experience indicates that this behavior in the sampler often arises when our model is [not identified](https://en.wikipedia.org/wiki/Identifiability), so it is time to return to our observation above that the relationship between `age`, `year`, and `cohort` would lead to inference problems."
]
},
{
"cell_type": "markdown",
"id": "18a07e99-58a5-4181-baeb-95f6ea03d90b",
"metadata": {},
"source": [
"### Lack of identification\n",
"\n",
"Briefly, a model is not identified if two different sets of parameters lead to the same (log) likelihood of the observed data. To illustrate the fact that this flat model is not identified, first we evaluate its log likelihood function when $\\eta_0 = \\alpha_i = \\beta_j = \\gamma_k = 0$ and $\\nu = 1$."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "0c976014-efa8-4e08-af1f-45bb13c19e08",
"metadata": {},
"outputs": [],
"source": [
"zero_pt = {\n",
" \"η0\": 0,\n",
" \"α\": np.zeros_like(age_map),\n",
" \"β\": np.zeros_like(year_map),\n",
" \"γ\": np.zeros_like(cohort_map),\n",
" \"ν_log__\": 0\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "71161932-3179-42c7-be5a-28039c1c81a9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(-2731.94778354)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flat_logp = flat_model.compile_logp()\n",
"flat_logp(zero_pt)"
]
},
{
"cell_type": "markdown",
"id": "15ad4d0e-3708-4411-bc80-f958f4788877",
"metadata": {},
"source": [
"Since a woman's cohort (birth year) is the year she was surveyed minus her age at the time of survey, we have the following constraint between age, period and cohort."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "ed5a73fe-91d6-4b03-8e48-58cd8493dd3c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all((df[\"age\"] - df[\"year\"] + df[\"cohort\"]) == 0)"
]
},
{
"cell_type": "markdown",
"id": "e32c8efa-f91f-41f3-ac27-86dc26667424",
"metadata": {},
"source": [
"Due to this constraint and the linearity of our model,\n",
"\n",
"$$\\eta_{ijk} = \\eta_0 + \\alpha_i + \\beta_j + \\gamma_k,$$\n",
"\n",
"the following function produces parameters has the same likelihood as those above, given the observed data."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "ab6587a1-e28b-4567-b33c-1d23732f4326",
"metadata": {},
"outputs": [],
"source": [
"def get_unident_pt(c=1):\n",
" return {\n",
" \"η0\": 0,\n",
" \"α\": c * age_map,\n",
" \"β\": -c * year_map,\n",
" \"γ\": c * cohort_map,\n",
" \"ν_log__\": 0\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "d2d8fa0b-5751-47db-84ab-25462ccbc298",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(-2731.94778354)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flat_logp(get_unident_pt())"
]
},
{
"cell_type": "markdown",
"id": "919c454f-8476-4fb1-93f1-92cf1981fdfd",
"metadata": {},
"source": [
"We test this assertion for 100 random values of `c` in the interval $[-10, 10]$."
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "4b91f885-207a-4748-b38b-b3f50020c300",
"metadata": {},
"outputs": [],
"source": [
"rng = np.random.default_rng(SEED)\n",
"\n",
"for c in rng.uniform(-10, 10, size=100):\n",
" np.testing.assert_allclose(flat_logp(zero_pt), flat_logp(get_unident_pt(c=c)))"
]
},
{
"cell_type": "markdown",
"id": "19ebabd5-bae4-4a5b-937f-741087c0d54d",
"metadata": {},
"source": [
"This experiment confirms there are infinitely many parameter values that lead to the same likelihood.\n",
"\n",
"Unidentified models such as the APC model with flat priors lead to both theoretical and practical challenges. From a theoretical perspective, we should be wary of a interpreting a model that produces infinitely many sets of parameters that are equally compatible with our data. From a computational perspective, many inference algorithms struggle with unidentified models (recall the folk theorem of statistical computing). It is important to note that these computational issues are not unique to the Bayesian approach to inference using this APC model. With flat priors, the [maximum a posteriori (MAP) estimator](https://en.wikipedia.org/wiki/Maximum_a_posteriori_estimation) for this model is the same as the [maximum likelihood estimator (MLE)](https://en.wikipedia.org/wiki/Maximum_likelihood_estimation)."
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "c2ce895a-61c3-4a64-b4dd-32ad5a4679ab",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\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:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='21' class='' max='21' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [21/21 00:00&lt;00:00 logp = -2,867, ||grad|| = 1,577.9]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"with flat_model:\n",
" flat_mle, opt_result = pm.find_MAP(return_raw=True)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "2a878ed5-bfe8-4947-a8ed-371442511682",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"opt_result.success"
]
},
{
"cell_type": "markdown",
"id": "a69fc97e-c70d-4381-96f8-5ccb6f6995b1",
"metadata": {},
"source": [
"We see that `scipy`'s numerical optimizer has failed to find the MLE/MAP due to the unidentified nature of this model."
]
},
{
"cell_type": "markdown",
"id": "b803fa16-261c-4d08-b2a5-11f252ffbb1e",
"metadata": {},
"source": [
"### Normal priors\n",
"\n",
"[Regularization](https://en.wikipedia.org/wiki/Regularization_(mathematics)) is a common approach to resolving model identification problems. From a Bayesian perspective, regularization is equivalent to using non-flat priors on our parameters $\\eta_0$, $\\alpha_i$, $\\beta_j$, and $\\gamma_k$. It is reasonable to start with normally-distributed priors on these parameters. These normal priors are, in fact, equivalent to [Tikhonov regularization](https://en.wikipedia.org/wiki/Tikhonov_regularization)/[ridge regression](https://en.wikipedia.org/wiki/Ridge_regression).\n",
"\n",
"For this model, we let $\\eta_0, \\alpha_i, \\beta_j, \\gamma_k \\sim N(0, 2.5^2)$."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "9e47be17-2776-4437-81c4-9f680cb7aa88",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model(coords=coords, rng_seeder=SEED) as norm_model:\n",
" η0 = pm.Normal(\"η0\", 0, 2.5)\n",
" α = pm.Normal(\"α\", 0, 2.5, dims=\"age\")\n",
" β = pm.Normal(\"β\", 0, 2.5, dims=\"year\")\n",
" γ = pm.Normal(\"γ\", 0, 2.5, dims=\"cohort\")"
]
},
{
"cell_type": "markdown",
"id": "360ac986-61ff-49e8-9a5d-078c6b4910d3",
"metadata": {},
"source": [
"Since these normal priors assign the higest probability density to zero, they favor smaller parameter values if all other factors are equal, just as in Tikhonov regularization/ridge regression.\n",
"\n",
"The rest of the model is defined as before."
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "381b1937-1db1-418b-9b2a-bc4566b4a78a",
"metadata": {},
"outputs": [],
"source": [
"with norm_model:\n",
" η = η0 + α[i] + β[j] + γ[k]\n",
" \n",
" ν = pm.HalfNormal(\"ν\", 2.5)\n",
" pm.NegativeBinomial(\"kids\", N * at.exp(η), ν, observed=kids)"
]
},
{
"cell_type": "markdown",
"id": "cce356f6-a86d-4220-a4de-6bd8c506a94f",
"metadata": {},
"source": [
"We now sample from the posterior distribution of this model."
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "9b8eb43a-fb00-4e4a-ae5f-cb841abff157",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (6 chains in 6 jobs)\n",
"NUTS: [η0, α, β, γ, ν]\n"
]
},
{
"data": {
"text/html": [
"\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:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='12000' class='' max='12000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [12000/12000 03:05&lt;00:00 Sampling 6 chains, 801 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 6 chains for 1_000 tune and 1_000 draw iterations (6_000 + 6_000 draws total) took 206 seconds.\n",
"The acceptance probability does not match the target. It is 0.9187, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"There were 800 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The acceptance probability does not match the target. It is 0.6221, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n",
"The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
"The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
]
}
],
"source": [
"with norm_model:\n",
" norm_trace = pm.sample(**SAMPLE_KWARGS)"
]
},
{
"cell_type": "markdown",
"id": "16ea27b2-71fb-45c1-9b90-c3354c2e5159",
"metadata": {},
"source": [
"We see that overall there are fewer warnings than when we sampled from the flat model, but there are still hundreds of divergences. The $\\hat{R}$ statistics are much closer to their ideal value of one, but still larger than 1.01, so we should continue to be a skeptical of the quality of these samples."
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "e322f19c-3db0-4741-90c7-6e1a03460d40",
"metadata": {},
"outputs": [],
"source": [
"norm_rhat = az.rhat(norm_trace)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "35d3a164-d3e0-4439-b18c-6b9d807d61db",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 379,
"width": 493
}
},
"output_type": "display_data"
}
],
"source": [
"ax = (norm_rhat.max()\n",
" .to_array()\n",
" .to_series()\n",
" .plot(kind=\"barh\"))\n",
"ax.axvline(1, c=\"k\", ls=\"--\");\n",
"\n",
"ax.set_xlim(0.99, 1.08);\n",
"ax.set_xlabel(r\"$\\hat{R}$\");\n",
"\n",
"ax.invert_yaxis();\n",
"ax.set_ylabel(None);"
]
},
{
"cell_type": "markdown",
"id": "efb06a69-6c25-479c-974a-910fab5a19ac",
"metadata": {},
"source": [
"To demonstrate the impact of these elevated $\\hat{R}$ statistics, we visualize the samples from the $\\alpha_i$ component with the highest $\\hat{R}$ statistic below."
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "ba8ca7c6-c9fb-4414-98a2-cb1efbb2133b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x144 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 156,
"width": 683
}
},
"output_type": "display_data"
}
],
"source": [
"α_worst = norm_rhat[\"α\"].idxmax()\n",
"\n",
"az.plot_trace(norm_trace, var_names=\"α\", coords={\"age\": α_worst}, divergences=False);"
]
},
{
"cell_type": "markdown",
"id": "57afc694-5b8d-4b1e-a603-0c51e09620f5",
"metadata": {},
"source": [
"In the kernel density estimates on the left, we see at least one chain that is meandering around the parameter space."
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "dbace635-8b6b-4d8e-a922-4e328c29778a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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