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A Fair Price for the Republic Gunship? A Bayesian Analysis of Ultimate Collector Series Prices in Python with PyMC3
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{
"cells": [
{
"cell_type": "markdown",
"id": "bd93de4f",
"metadata": {},
"source": [
"---\n",
"title: A Fair Price for the Republic Gunship? A Bayesian Analysis of Ultimate Collector Series Prices in Python with PyMC3\n",
"tags: Lego, Python, PyMC3, Bayesian\n",
"---"
]
},
{
"cell_type": "markdown",
"id": "2223ca25",
"metadata": {},
"source": [
"Since my last [post](https://austinrochford.com/posts/2021-06-10-lego-pymc3.html) on modeling Lego prices, Lego has [announced](https://www.youtube.com/watch?v=vHx8oEI9rzY) the release of [73509](https://www.lego.com/en-us/product/republic-gunship-75309), an Ultimate Collector Series Republic Gunship from the Battle of Geonosis.\n",
"\n",
"<center>\n",
" <table>\n",
" <tr>\n",
" <td><img src=\"https://www.lego.com/cdn/cs/set/assets/blt4b90c515304ac9da/75309_alt1.jpg\" width=300/></td>\n",
" <td><img src=\"https://static.wikia.nocookie.net/swfanon/images/c/cd/LAAT_Gunship.jpg\" width=370 /></td>\n",
" </tr>\n",
" </table>\n",
"</center>\n",
"\n",
"As with [75296](https://www.lego.com/en-us/product/darth-vader-meditation-chamber-75296), Darth Vader Meditation Chamber, we can [ask](https://austinrochford.com/posts/2021-06-03-vader-meditation.html) whether the $349.99 recommended retail price of this set is fair given its number of pieces, Star Wars theme, and Ultimate Collector Series status. This post will update the model from the previous one to include random effects for subtheme (in Lego collector jargon, the theme of 75309 is \"Star Wars\" and the subtheme is \"Ultimate Collector Series\") to answer this question. In addition, we will explore the effect of different themes and subthemes on set prices.\n",
"\n",
"First we make some Python imports and do a bit of housekeeping."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0c5dc8cc",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7d37fbb1",
"metadata": {},
"outputs": [],
"source": [
"import datetime\n",
"from functools import reduce\n",
"from warnings import filterwarnings"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a982fbab",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"You are running the v4 development version of PyMC3 which currently still lacks key features. You probably want to use the stable v3 instead which you can either install via conda or find on the v3 GitHub branch: https://github.com/pymc-devs/pymc3/tree/v3\n"
]
}
],
"source": [
"from aesara import shared, tensor as at\n",
"import arviz as az\n",
"from matplotlib import MatplotlibDeprecationWarning, pyplot as plt\n",
"from matplotlib.ticker import StrMethodFormatter\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pymc3 as pm\n",
"from sklearn.preprocessing import StandardScaler\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "40295112",
"metadata": {},
"outputs": [],
"source": [
"filterwarnings('ignore', category=MatplotlibDeprecationWarning, module='pandas')\n",
"filterwarnings('ignore', category=UserWarning, module='aesara')\n",
"filterwarnings('ignore', category=UserWarning, module='arviz')\n",
"filterwarnings('ignore', category=UserWarning, module='pandas')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "ffc25e4b",
"metadata": {},
"outputs": [],
"source": [
"FIGSIZE = (8, 6)\n",
"\n",
"plt.rcParams['figure.figsize'] = FIGSIZE\n",
"sns.set(color_codes=True)\n",
"\n",
"dollar_formatter = StrMethodFormatter(\"${x:,.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "46a92a55",
"metadata": {},
"source": [
"## Load the Data\n",
"\n",
"We begin the real work by loading the data scraped from Brickset. See the [first post](https://austinrochford.com/posts/2021-06-03-vader-meditation.html) in this series for more background on the data."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "1e60da8c",
"metadata": {},
"outputs": [],
"source": [
"DATA_URL = 'https://austinrochford.com/resources/lego/brickset_01011980_06012021.csv.gz'"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2a188d33",
"metadata": {},
"outputs": [],
"source": [
"def to_datetime(year):\n",
" return np.datetime64(f\"{round(year)}-01-01\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c01cc63f",
"metadata": {},
"outputs": [],
"source": [
"full_df = (pd.read_csv(DATA_URL,\n",
" usecols=[\n",
" \"Year released\", \"Set number\",\n",
" \"Name\", \"Set type\", \"Theme\", \"Subtheme\",\n",
" \"Pieces\", \"RRP\"\n",
" ])\n",
" .dropna(subset=[\n",
" \"Year released\", \"Set number\",\n",
" \"Name\", \"Set type\", \"Theme\",\n",
" \"Pieces\", \"RRP\"\n",
" ]))\n",
"full_df[\"Year released\"] = full_df[\"Year released\"].apply(to_datetime)\n",
"full_df = (full_df.set_index([\"Year released\", \"Set number\"])\n",
" .sort_index())"
]
},
{
"cell_type": "markdown",
"id": "3a76aa02",
"metadata": {},
"source": [
"We see that the data set contains information on approximately 8,500 Lego sets produced between 1980 and June 2021."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d31bec12",
"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>Name</th>\n",
" <th>Set type</th>\n",
" <th>Theme</th>\n",
" <th>Pieces</th>\n",
" <th>RRP</th>\n",
" <th>Subtheme</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year released</th>\n",
" <th>Set number</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">1980-01-01</th>\n",
" <th>1041-2</th>\n",
" <td>Educational Duplo Building Set</td>\n",
" <td>Normal</td>\n",
" <td>Dacta</td>\n",
" <td>68.0</td>\n",
" <td>36.50</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1075-1</th>\n",
" <td>LEGO People Supplementary Set</td>\n",
" <td>Normal</td>\n",
" <td>Dacta</td>\n",
" <td>304.0</td>\n",
" <td>14.50</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1101-1</th>\n",
" <td>Replacement 4.5V Motor</td>\n",
" <td>Normal</td>\n",
" <td>Service Packs</td>\n",
" <td>1.0</td>\n",
" <td>5.65</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1123-1</th>\n",
" <td>Ball and Socket Couplings &amp; One Articulated Joint</td>\n",
" <td>Normal</td>\n",
" <td>Service Packs</td>\n",
" <td>8.0</td>\n",
" <td>16.00</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1130-1</th>\n",
" <td>Plastic Folder for Building Instructions</td>\n",
" <td>Normal</td>\n",
" <td>Service Packs</td>\n",
" <td>1.0</td>\n",
" <td>14.00</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name \\\n",
"Year released Set number \n",
"1980-01-01 1041-2 Educational Duplo Building Set \n",
" 1075-1 LEGO People Supplementary Set \n",
" 1101-1 Replacement 4.5V Motor \n",
" 1123-1 Ball and Socket Couplings & One Articulated Joint \n",
" 1130-1 Plastic Folder for Building Instructions \n",
"\n",
" Set type Theme Pieces RRP Subtheme \n",
"Year released Set number \n",
"1980-01-01 1041-2 Normal Dacta 68.0 36.50 NaN \n",
" 1075-1 Normal Dacta 304.0 14.50 NaN \n",
" 1101-1 Normal Service Packs 1.0 5.65 NaN \n",
" 1123-1 Normal Service Packs 8.0 16.00 NaN \n",
" 1130-1 Normal Service Packs 1.0 14.00 NaN "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"full_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "5e0e1bd8",
"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>Name</th>\n",
" <th>Set type</th>\n",
" <th>Theme</th>\n",
" <th>Pieces</th>\n",
" <th>RRP</th>\n",
" <th>Subtheme</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year released</th>\n",
" <th>Set number</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">2021-01-01</th>\n",
" <th>80022-1</th>\n",
" <td>Spider Queen's Arachnoid Base</td>\n",
" <td>Normal</td>\n",
" <td>Monkie Kid</td>\n",
" <td>1170.0</td>\n",
" <td>119.99</td>\n",
" <td>Season 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80023-1</th>\n",
" <td>Monkie Kid's Team Dronecopter</td>\n",
" <td>Normal</td>\n",
" <td>Monkie Kid</td>\n",
" <td>1462.0</td>\n",
" <td>149.99</td>\n",
" <td>Season 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80024-1</th>\n",
" <td>The Legendary Flower Fruit Mountain</td>\n",
" <td>Normal</td>\n",
" <td>Monkie Kid</td>\n",
" <td>1949.0</td>\n",
" <td>169.99</td>\n",
" <td>Season 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80106-1</th>\n",
" <td>Story of Nian</td>\n",
" <td>Normal</td>\n",
" <td>Seasonal</td>\n",
" <td>1067.0</td>\n",
" <td>79.99</td>\n",
" <td>Chinese Traditional Festivals</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80107-1</th>\n",
" <td>Spring Lantern Festival</td>\n",
" <td>Normal</td>\n",
" <td>Seasonal</td>\n",
" <td>1793.0</td>\n",
" <td>119.99</td>\n",
" <td>Chinese Traditional Festivals</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name Set type \\\n",
"Year released Set number \n",
"2021-01-01 80022-1 Spider Queen's Arachnoid Base Normal \n",
" 80023-1 Monkie Kid's Team Dronecopter Normal \n",
" 80024-1 The Legendary Flower Fruit Mountain Normal \n",
" 80106-1 Story of Nian Normal \n",
" 80107-1 Spring Lantern Festival Normal \n",
"\n",
" Theme Pieces RRP \\\n",
"Year released Set number \n",
"2021-01-01 80022-1 Monkie Kid 1170.0 119.99 \n",
" 80023-1 Monkie Kid 1462.0 149.99 \n",
" 80024-1 Monkie Kid 1949.0 169.99 \n",
" 80106-1 Seasonal 1067.0 79.99 \n",
" 80107-1 Seasonal 1793.0 119.99 \n",
"\n",
" Subtheme \n",
"Year released Set number \n",
"2021-01-01 80022-1 Season 2 \n",
" 80023-1 Season 2 \n",
" 80024-1 Season 2 \n",
" 80106-1 Chinese Traditional Festivals \n",
" 80107-1 Chinese Traditional Festivals "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"full_df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "702a9504",
"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>Pieces</th>\n",
" <th>RRP</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>8502.000000</td>\n",
" <td>8502.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>258.739591</td>\n",
" <td>31.230506</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>481.627846</td>\n",
" <td>44.993559</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>32.000000</td>\n",
" <td>7.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>98.000000</td>\n",
" <td>17.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>300.000000</td>\n",
" <td>39.990000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>11695.000000</td>\n",
" <td>799.990000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Pieces RRP\n",
"count 8502.000000 8502.000000\n",
"mean 258.739591 31.230506\n",
"std 481.627846 44.993559\n",
"min 0.000000 0.000000\n",
"25% 32.000000 7.000000\n",
"50% 98.000000 17.000000\n",
"75% 300.000000 39.990000\n",
"max 11695.000000 799.990000"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"full_df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6d4f31cb",
"metadata": {},
"outputs": [],
"source": [
"CPI_URL = 'https://austinrochford.com/resources/lego/CPIAUCNS202100401.csv'"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "74c1e791",
"metadata": {},
"outputs": [],
"source": [
"years = pd.date_range('1979-01-01', '2021-01-01', freq='Y') \\\n",
" + datetime.timedelta(days=1)\n",
"cpi_df = (pd.read_csv(CPI_URL, index_col=\"DATE\", parse_dates=[\"DATE\"])\n",
" .loc[years])\n",
"cpi_df[\"to2021\"] = cpi_df.loc[\"2021-01-01\"] / cpi_df"
]
},
{
"cell_type": "markdown",
"id": "0f1bea52",
"metadata": {},
"source": [
"We now add a column `RRP2021`, which is `RRP` adjusted to 2021 dollars."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "a2eced1d",
"metadata": {},
"outputs": [],
"source": [
"full_df[\"RRP2021\"] = (pd.merge(full_df, cpi_df,\n",
" left_on=[\"Year released\"],\n",
" right_index=True)\n",
" .apply(lambda df: df[\"RRP\"] * df[\"to2021\"],\n",
" axis=1))"
]
},
{
"cell_type": "markdown",
"id": "9443cc9a",
"metadata": {},
"source": [
"Based on the exploratory data analysis in the first post in this series, we filter `full_df` down to approximately 6,300 sets to be included in our analysis."
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "6ef7b139",
"metadata": {},
"outputs": [],
"source": [
"FILTERS = [\n",
" full_df[\"Set type\"] == \"Normal\",\n",
" full_df[\"Pieces\"] > 10,\n",
" full_df[\"Theme\"] != \"Duplo\",\n",
" full_df[\"Theme\"] != \"Service Packs\",\n",
" full_df[\"Theme\"] != \"Bulk Bricks\",\n",
" full_df[\"RRP\"] > 0\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "21671449",
"metadata": {},
"outputs": [],
"source": [
"df = full_df[reduce(np.logical_and, FILTERS)].copy()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "edeeda9f",
"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>Name</th>\n",
" <th>Set type</th>\n",
" <th>Theme</th>\n",
" <th>Pieces</th>\n",
" <th>RRP</th>\n",
" <th>Subtheme</th>\n",
" <th>RRP2021</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Year released</th>\n",
" <th>Set number</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"5\" valign=\"top\">1980-01-01</th>\n",
" <th>1041-2</th>\n",
" <td>Educational Duplo Building Set</td>\n",
" <td>Normal</td>\n",
" <td>Dacta</td>\n",
" <td>68.0</td>\n",
" <td>36.50</td>\n",
" <td>NaN</td>\n",
" <td>122.721632</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1075-1</th>\n",
" <td>LEGO People Supplementary Set</td>\n",
" <td>Normal</td>\n",
" <td>Dacta</td>\n",
" <td>304.0</td>\n",
" <td>14.50</td>\n",
" <td>NaN</td>\n",
" <td>48.752429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5233-1</th>\n",
" <td>Bedroom</td>\n",
" <td>Normal</td>\n",
" <td>Homemaker</td>\n",
" <td>26.0</td>\n",
" <td>4.50</td>\n",
" <td>NaN</td>\n",
" <td>15.130064</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6305-1</th>\n",
" <td>Trees and Flowers</td>\n",
" <td>Normal</td>\n",
" <td>Town</td>\n",
" <td>12.0</td>\n",
" <td>3.75</td>\n",
" <td>Accessories</td>\n",
" <td>12.608387</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6306-1</th>\n",
" <td>Road Signs</td>\n",
" <td>Normal</td>\n",
" <td>Town</td>\n",
" <td>12.0</td>\n",
" <td>2.50</td>\n",
" <td>Accessories</td>\n",
" <td>8.405591</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Name Set type Theme \\\n",
"Year released Set number \n",
"1980-01-01 1041-2 Educational Duplo Building Set Normal Dacta \n",
" 1075-1 LEGO People Supplementary Set Normal Dacta \n",
" 5233-1 Bedroom Normal Homemaker \n",
" 6305-1 Trees and Flowers Normal Town \n",
" 6306-1 Road Signs Normal Town \n",
"\n",
" Pieces RRP Subtheme RRP2021 \n",
"Year released Set number \n",
"1980-01-01 1041-2 68.0 36.50 NaN 122.721632 \n",
" 1075-1 304.0 14.50 NaN 48.752429 \n",
" 5233-1 26.0 4.50 NaN 15.130064 \n",
" 6305-1 12.0 3.75 Accessories 12.608387 \n",
" 6306-1 12.0 2.50 Accessories 8.405591 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "d556e953",
"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>Pieces</th>\n",
" <th>RRP</th>\n",
" <th>RRP2021</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>6312.000000</td>\n",
" <td>6312.000000</td>\n",
" <td>6312.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>337.177440</td>\n",
" <td>37.038246</td>\n",
" <td>45.795998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>535.619271</td>\n",
" <td>49.657704</td>\n",
" <td>58.952563</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>11.000000</td>\n",
" <td>0.600000</td>\n",
" <td>0.971220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>68.000000</td>\n",
" <td>9.990000</td>\n",
" <td>11.866173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>177.000000</td>\n",
" <td>19.990000</td>\n",
" <td>26.712319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>400.000000</td>\n",
" <td>49.500000</td>\n",
" <td>55.952471</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>11695.000000</td>\n",
" <td>799.990000</td>\n",
" <td>897.373477</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Pieces RRP RRP2021\n",
"count 6312.000000 6312.000000 6312.000000\n",
"mean 337.177440 37.038246 45.795998\n",
"std 535.619271 49.657704 58.952563\n",
"min 11.000000 0.600000 0.971220\n",
"25% 68.000000 9.990000 11.866173\n",
"50% 177.000000 19.990000 26.712319\n",
"75% 400.000000 49.500000 55.952471\n",
"max 11695.000000 799.990000 897.373477"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "markdown",
"id": "da90cf5b",
"metadata": {},
"source": [
"## Exploratory Data Analysis\n",
"\n",
"The first post in this series does quite a lot of exploratory data analysis (EDA) on this data which we will not repeat here. For this post our EDA will focus on subtheme.\n",
"\n",
"We see that there are a bit less than 500 subthemes and that just under a quarter of sets have no subtheme associated with them on Brickset."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "b44a3494",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"count 4896\n",
"unique 482\n",
"top 3 in 1\n",
"freq 189\n",
"Name: Subtheme, dtype: object"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Subtheme\"].describe()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "903ec91f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.22433460076045628"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"Subtheme\"].isnull().mean()"
]
},
{
"cell_type": "markdown",
"id": "1bb3d1e0",
"metadata": {},
"source": [
"We see that there are many [Technic](https://www.lego.com/en-us/themes/technic) sets with no subtheme, and a few other themes also stand out for having many sets with no subtheme."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "d89e7806",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x1152 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = (df[df[\"Subtheme\"].isnull()]\n",
" [\"Theme\"]\n",
" .value_counts()\n",
" .plot.barh(figsize=(8, 16)))\n",
"\n",
"ax.set_xscale('log');\n",
"ax.set_xlabel(\"Number of sets with no subtheme\");\n",
"\n",
"ax.invert_yaxis();\n",
"ax.set_ylabel(\"Theme\");"
]
},
{
"cell_type": "markdown",
"id": "97efeebf",
"metadata": {},
"source": [
"When we introduce subtheme-based random effects we will treat these sets with null subtheme values carefully.\n",
"\n",
"Now we check whether or not each subtheme is only ever paired with one theme."
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "63d00f23",
"metadata": {},
"outputs": [],
"source": [
"sub_n_themes = (df.groupby(\"Subtheme\")\n",
" [\"Theme\"]\n",
" .nunique())"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "d254c817",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = (sub_n_themes.value_counts()\n",
" .plot.bar(rot=0))\n",
"\n",
"ax.set_xlabel((\"Number of themes associated\\n\"\n",
" \"with the subtheme\"));\n",
"\n",
"ax.set_yscale('log');\n",
"ax.set_ylabel(\"Number of subthemes\");"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "0823dcae",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9190871369294605"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(sub_n_themes == 1).mean()"
]
},
{
"cell_type": "markdown",
"id": "531ed33c",
"metadata": {},
"source": [
"This plot and calculation show that the vast majority (about 92%) of subthemes are associated with only one theme. We now examine the subthemes that are associated with more than one theme."
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "ba87aa23",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x648 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = (sub_n_themes[sub_n_themes > 1]\n",
" .sort_values()\n",
" .plot.barh(figsize=(8, 9)))\n",
"\n",
"ax.set_xlabel((\"Number of themes associated\\n\"\n",
" \"with the subtheme\"));"
]
},
{
"cell_type": "markdown",
"id": "24babbca",
"metadata": {},
"source": [
"The subthemes associated with the most themes make sense, many themes will have \"Miscellaneous,\" \"Promotional,\" \"Seasonal,\" and \"Accessories\" sets. Of the remaining such subthemes, I personally am curious about the themes that the \"Star Wars\" subtheme is associated with."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "5010e500",
"metadata": {},
"outputs": [],
"source": [
"STAR_WARS = \"Star Wars\""
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "79e61d46",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = (df[df[\"Subtheme\"] == STAR_WARS]\n",
" [\"Theme\"]\n",
" .value_counts()\n",
" .plot.barh())\n",
"\n",
"ax.set_xlabel((\"Number of sets with\\n\"\n",
" \"\\\"Star Wars\\\" subtheme\"))\n",
"\n",
"ax.invert_yaxis();\n",
"ax.set_ylabel(\"Theme\");"
]
},
{
"cell_type": "markdown",
"id": "242e718e",
"metadata": {},
"source": [
"These themes make sense, there are \"BrickHeadz\" of many sorts (in addition to Star Wars, Disney, Harry Potter, and Pets come to mind immediately) and the same reasoning applies to \"Brick Sketches\" and \"Mindstorms.\"\n",
"\n",
"In order to truly remain faithful to the source data, we will treat theme and subtheme as if they are not nested, even though in reality they are."
]
},
{
"cell_type": "markdown",
"id": "fe3b9358",
"metadata": {},
"source": [
"## Modeling\n",
"\n",
"### Time-varying intercepts, theme-based random effects and slopes\n",
"\n",
"We begin by rebuilding the final model from the previous post, which models the relationship between log RRP in 2021 dollars and log piece count using time-varying intercepts and time-constant slopes with theme-based random effects. For full details of this model please consult the previous post.\n",
"\n",
"First we build the feature vector $x$ (standardized log price) and the target vector $y$ (log RRP in 2021 dollars)."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "1fb9cda9",
"metadata": {},
"outputs": [],
"source": [
"pieces = df[\"Pieces\"].values\n",
"log_pieces = np.log(df[\"Pieces\"].values)\n",
"\n",
"rrp2021 = df[\"RRP2021\"].values\n",
"log_rrp2021 = np.log(rrp2021)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "51207d22",
"metadata": {},
"outputs": [],
"source": [
"scaler = StandardScaler().fit(log_pieces[:, np.newaxis])\n",
"\n",
"def scale_log_pieces(log_pieces, scaler=scaler):\n",
" return scaler.transform(log_pieces[:, np.newaxis])[:, 0]\n",
"\n",
"std_log_pieces = scale_log_pieces(log_pieces)\n",
"std_log_pieces_ = shared(std_log_pieces)"
]
},
{
"cell_type": "markdown",
"id": "95d59a8b",
"metadata": {},
"source": [
"We also encode the themes as integer indices and calculate the (standardize) mean log piece count per theme in order to make an adjustment to satisfy the Gauss-Markov criteria."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "10f7a981",
"metadata": {},
"outputs": [],
"source": [
"theme_id, theme_map = df[\"Theme\"].factorize(sort=True)\n",
"n_theme = theme_map.size\n",
"\n",
"theme_id_ = shared(theme_id)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "269abb27",
"metadata": {},
"outputs": [],
"source": [
"theme_mean_std_log_pieces = (pd.Series(std_log_pieces, index=df.index)\n",
" .groupby(df[\"Theme\"])\n",
" .mean())"
]
},
{
"cell_type": "markdown",
"id": "3ca6631c",
"metadata": {},
"source": [
"Finally we encode the year (in years since 1960) that the set was released for the time-varying component of the intercept."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "adbe1b9f",
"metadata": {},
"outputs": [],
"source": [
"year = df.index.get_level_values(\"Year released\").year.values\n",
"t = year - year.min()\n",
"n_year = int(t.max() + 1)\n",
"\n",
"t_ = shared(t)"
]
},
{
"cell_type": "markdown",
"id": "ac4c115e",
"metadata": {},
"source": [
"We now define the final model of the previous post in PyMC3."
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "5e028d15",
"metadata": {},
"outputs": [],
"source": [
"def hierarchical_normal(name, shape, μ=None):\n",
" if μ is None:\n",
" μ = pm.Normal(f\"μ_{name}\", 0., 2.5)\n",
"\n",
" Δ = pm.Normal(f\"Δ_{name}\", 0., 1., shape=shape)\n",
" σ = pm.HalfNormal(f\"σ_{name}\", 2.5)\n",
" \n",
" return pm.Deterministic(name, μ + Δ * σ)\n",
"\n",
"def hierarchical_normal_with_mean(name, x_mean, shape,\n",
" μ=None, mean_name=\"γ\"):\n",
" mean_coef = pm.Normal(f\"{mean_name}_{name}\", 0., 2.5)\n",
" \n",
" return pm.Deterministic(\n",
" name,\n",
" hierarchical_normal(f\"_{name}\", shape, μ=μ) \\\n",
" + mean_coef * x_mean\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "728ea45e",
"metadata": {},
"outputs": [],
"source": [
"def gaussian_random_walk(name, shape, innov_scale=1.):\n",
" Δ = pm.Normal(f\"Δ_{name}\", 0., innov_scale, shape=shape)\n",
"\n",
" return pm.Deterministic(name, Δ.cumsum())"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "dcf69912",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as model:\n",
" β0_0 = pm.Normal(\"β0_0\", 0., 2.5)\n",
" \n",
" β0_t = gaussian_random_walk(\"β0_t\", n_year, innov_scale=0.1)\n",
" \n",
" β0_theme = hierarchical_normal_with_mean(\n",
" \"β0_theme\",\n",
" at.constant(theme_mean_std_log_pieces),\n",
" n_theme, μ=0.\n",
" )\n",
" β0_i = β0_0 + β0_t[t_] + β0_theme[theme_id_]\n",
"\n",
" \n",
" β_pieces_0 = pm.Normal(\"β_pieces_0\", 0., 2.5)\n",
" \n",
" β_pieces_theme = hierarchical_normal_with_mean(\n",
" \"β_pieces_theme\",\n",
" at.constant(theme_mean_std_log_pieces),\n",
" n_theme, μ=0.\n",
" )\n",
" \n",
" β_pieces = β_pieces_0 + β_pieces_theme\n",
" \n",
" σ = pm.HalfNormal(\"σ\", 5.)\n",
" μ = β0_i + β_pieces_theme[theme_id_] * std_log_pieces_ - 0.5 * σ**2\n",
" \n",
" obs = pm.Normal(\"obs\", μ, σ, observed=log_rrp2021)"
]
},
{
"cell_type": "markdown",
"id": "06280661",
"metadata": {},
"source": [
"We are finally ready to sample from the posterior distribution of this model given the Brickset data."
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "32cd87b7",
"metadata": {},
"outputs": [],
"source": [
"CHAINS = 3\n",
"SEED = 123456789\n",
"\n",
"SAMPLE_KWARGS = {\n",
" 'cores': CHAINS,\n",
" 'random_seed': [SEED + i for i in range(CHAINS)],\n",
" 'return_inferencedata': True\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "0a81b0e0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (3 chains in 3 jobs)\n",
"NUTS: [β0_0, Δ_β0_t, γ_β0_theme, Δ__β0_theme, σ__β0_theme, β_pieces_0, γ_β_pieces_theme, Δ__β_pieces_theme, σ__β_pieces_theme, σ]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='6000' class='' max='6000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [6000/6000 09:51<00:00 Sampling 3 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 3 chains for 1_000 tune and 1_000 draw iterations (3_000 + 3_000 draws total) took 592 seconds.\n",
"The estimated number of effective samples is smaller than 200 for some parameters.\n"
]
}
],
"source": [
"with model:\n",
" trace = pm.sample(**SAMPLE_KWARGS)"
]
},
{
"cell_type": "markdown",
"id": "05686478",
"metadata": {},
"source": [
"The standard sampling diagnostics show no cause for concern."
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "053428ff",
"metadata": {},
"outputs": [],
"source": [
"def plot_diagnostics(trace, axes=None, min_mult=0.995, max_mult=1.005):\n",
" if axes is None:\n",
" fig, axes = plt.subplots(ncols=2, sharex=False, sharey=False,\n",
" figsize=(16, 6))\n",
" \n",
" az.plot_energy(trace, ax=axes[0])\n",
" \n",
" \n",
" rhat = az.rhat(trace).max()\n",
" axes[1].barh(np.arange(len(rhat.variables)), rhat.to_array(),\n",
" tick_label=list(rhat.variables.keys()))\n",
" axes[1].axvline(1, c='k', ls='--')\n",
"\n",
" axes[1].set_xlim(\n",
" min_mult * min(rhat.min().to_array().min(), 1),\n",
" max_mult * max(rhat.max().to_array().max(), 1)\n",
" )\n",
" axes[1].set_xlabel(r\"$\\hat{R}$\")\n",
"\n",
" axes[1].set_ylabel(\"Variable\")\n",
" \n",
" return fig, axes"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "b845bf55",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_diagnostics(trace);"
]
},
{
"cell_type": "markdown",
"id": "74ba09cf",
"metadata": {},
"source": [
" We now sample from the posterior predictive distribution of the model and visualize the resulting residuals."
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "b62aec83",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [3000/3000 00:01<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with model:\n",
" pp_data = pm.sample_posterior_predictive(trace)\n",
"\n",
"df[\"pred\"] = pp_data[\"obs\"].mean(axis=0)\n",
"df[\"resid\"] = log_rrp2021 - df[\"pred\"]"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "3fcc91c3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(x=\"Pieces\", y=\"resid\",\n",
" data=df.reset_index(),\n",
" color='C0', alpha=0.1);\n",
"(df.groupby(df[\"Pieces\"].round(-2))\n",
" [\"resid\"]\n",
" .mean()\n",
" .plot(c='k', label=\"Bucketed average\",\n",
" ax=ax));\n",
"\n",
"ax.set_xscale('log');\n",
"\n",
"ax.set_ylim(-2, 2);\n",
"ax.set_ylabel(\"Log RRP residual (2021 $)\");\n",
"\n",
"ax.legend(loc='upper left');"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "9813e484",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = (df.groupby(level=\"Year released\")\n",
" [\"resid\"]\n",
" .mean()\n",
" .plot(c='k', label=\"Year average\"));\n",
"\n",
"strip_ax = ax.twiny()\n",
"sns.stripplot(x=\"Year released\", y=\"resid\",\n",
" data=df.reset_index(),\n",
" jitter=1.5,\n",
" color='C0', alpha=0.1,\n",
" ax=strip_ax);\n",
"\n",
"strip_ax.set_axis_off();\n",
"\n",
"ax.set_ylim(-2, 2);\n",
"ax.set_ylabel(\"Log RRP residual (2021 $)\");\n",
"\n",
"ax.legend(loc='upper left');"
]
},
{
"cell_type": "markdown",
"id": "753eecfd",
"metadata": {},
"source": [
"The residuals are reasonably well-centered around zero when grouped by piece and year as expected from the previous post."
]
},
{
"cell_type": "markdown",
"id": "1fb5ca94",
"metadata": {},
"source": [
"### Adding subtheme-based random effects and slopes\n",
"\n",
"We now encode subthemes as integer identifiers."
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "b970ff50",
"metadata": {},
"outputs": [],
"source": [
"sub_id, sub_map = df[\"Subtheme\"].factorize(sort=True)\n",
"n_sub = sub_map.size\n",
"\n",
"sub_id_ = shared(sub_id)"
]
},
{
"cell_type": "markdown",
"id": "9ab7489e",
"metadata": {},
"source": [
"Note that [`factorize`](https://pandas.pydata.org/docs/reference/api/pandas.factorize.html) encodes null values as `-1` by default, so we see that the number of such entries in `sub_id` matches the number of sets with null subtheme."
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "a091bd8c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1416"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(sub_id == -1).sum()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "9165d95f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1416"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(df[\"Subtheme\"]\n",
" .isnull()\n",
" .sum())"
]
},
{
"cell_type": "markdown",
"id": "50f9ba69",
"metadata": {},
"source": [
"We build a mask indicating which subthemes are null."
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "5229b902",
"metadata": {},
"outputs": [],
"source": [
"sub_isnull = sub_id == -1\n",
"sub_isnull_ = shared(sub_isnull)"
]
},
{
"cell_type": "markdown",
"id": "91c16134",
"metadata": {},
"source": [
"We also calculate the average (standardized) log number of pieces for each set in a subtheme."
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "39e1fb16",
"metadata": {},
"outputs": [],
"source": [
"sub_mean_std_log_pieces = (pd.Series(std_log_pieces, index=df.index)\n",
" .groupby(df[\"Subtheme\"])\n",
" .mean())"
]
},
{
"cell_type": "markdown",
"id": "76742179",
"metadata": {},
"source": [
"Recall from the previous post that $j(i)$ represents the index of the theme of the $i$-th set. In similar fashion, let $k(i)$ denote the index of the subtheme of the $i$-th set.\n",
"\n",
"Our model with additional random effects and slopes for subthemes is as follows.\n",
"\n",
"The expected value of the slope is $\\beta_0^0 \\sim N(0, 2.5^2)$."
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "27dca287",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as sub_model:\n",
" β0_0 = pm.Normal(\"β0_0\", 0., 2.5)"
]
},
{
"cell_type": "markdown",
"id": "c310e7d7",
"metadata": {},
"source": [
"The time-varying component of the intercept is\n",
"\n",
"$$\\beta_{0, t} \\sim \\text{GaussianRandomWalk}\\left(0, (0.1)^2\\right).$$"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "09def850",
"metadata": {},
"outputs": [],
"source": [
"with sub_model:\n",
" β0_t = gaussian_random_walk(\"β0_t\", n_year, innov_scale=0.1)"
]
},
{
"cell_type": "markdown",
"id": "4a98b107",
"metadata": {},
"source": [
"$$\n",
"\\begin{align*}\n",
" \\gamma_0\n",
" & \\sim N(0, 2.5^2) \\\\\n",
" \\sigma_0^{\\text{theme}}\n",
" & \\sim \\textrm{HalfNormal}(2.5^2) \\\\\n",
" \\beta_{0, j}^{\\text{theme}}\n",
" & \\sim N\\left(\\gamma_0 \\cdot \\bar{\\tilde{x}}_j, \\left(\\sigma_0^{\\text{theme}}\\right)^2\\right).\n",
"\\end{align*}\n",
"$$\n",
"\n",
"Recall that here $\\tilde{x}_i$ is the standardized log piece count of the $i$-th set and $\\bar{\\tilde{x}}_j$ is the average standardized log piece count of all sets in the $j$-th theme."
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "b4e6ada9",
"metadata": {},
"outputs": [],
"source": [
"with sub_model:\n",
" β0_theme = hierarchical_normal_with_mean(\n",
" \"β0_theme\",\n",
" at.constant(theme_mean_std_log_pieces),\n",
" n_theme, μ=0.\n",
" )"
]
},
{
"cell_type": "markdown",
"id": "29d168a6",
"metadata": {},
"source": [
"We now include the sub-theme based random intercepts. All sets with null subtheme are given the same subtheme effect, $\\beta_{0, -1}^{\\text{sub}}$. We use\n",
"\n",
"$$\n",
"\\begin{align*}\n",
" \\beta_{0, -1}^{\\text{sub}}, \\lambda_0^{\\text{pieces}}\n",
" & \\sim N(0, 2.5^2) \\\\\n",
" \\sigma_0^{\\text{sub}}\n",
" & \\sim \\text{HalfNormal}(2.5^2) \\\\\n",
" \\beta_{0, k}^{\\text{sub}}\n",
" & \\sim N\\left(\\lambda_0^{\\text{pieces}} \\cdot \\check{\\tilde{x}}_k, \\left(\\sigma_0^{\\text{sub}}\\right)^2\\right).\n",
"\\end{align*}\n",
"$$\n",
"\n",
"Here $\\check{\\tilde{x}}_k$ is the average standardized log piece count of all sets in the $k$-th subtheme."
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "9be63ce1",
"metadata": {},
"outputs": [],
"source": [
"with sub_model:\n",
" β0_sub_null = pm.Normal(\"β0_sub_null\", 0., 2.5)\n",
" β0_sub_nn = hierarchical_normal_with_mean(\n",
" \"β0_sub_nn\",\n",
" at.constant(sub_mean_std_log_pieces),\n",
" n_sub, μ=0., mean_name=\"λ\"\n",
" )\n",
" β0_sub_i = at.switch(\n",
" sub_isnull_,\n",
" β0_sub_null,\n",
" β0_sub_nn[at.clip(sub_id_, 0, n_sub)]\n",
" )"
]
},
{
"cell_type": "markdown",
"id": "51bf0f8c",
"metadata": {},
"source": [
"Assembling the intercept terms, we get\n",
"\n",
"$$\\beta_{0, i} = \\beta_{0, 0} + \\beta_{0, t(i)} + \\beta_{0, j(i)}^{\\text{theme}} + \\beta_{0, k(i)}^{\\text{sub}}.$$"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "a5645237",
"metadata": {},
"outputs": [],
"source": [
"with sub_model:\n",
" β0_i = β0_0 + β0_t[t_] + β0_theme[theme_id_] + β0_sub_i"
]
},
{
"cell_type": "markdown",
"id": "24ddc568",
"metadata": {},
"source": [
"The varying slopes, $\\beta_{\\text{pieces}, i}$, are defined similarly, just without a time-varying component."
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "4233e13e",
"metadata": {},
"outputs": [],
"source": [
"with sub_model:\n",
" β_pieces_0 = pm.Normal(\"β_pieces_0\", 0., 2.5)\n",
" \n",
" β_pieces_theme = hierarchical_normal_with_mean(\n",
" \"β_pieces_theme\",\n",
" at.constant(theme_mean_std_log_pieces),\n",
" n_theme, μ=0.\n",
" )\n",
" \n",
" β_pieces_sub_null = pm.Normal(\"β_pieces_sub_null\", 0., 2.5)\n",
" β_pieces_sub_nn = hierarchical_normal_with_mean(\n",
" \"β_pieces_sub_nn\",\n",
" at.constant(sub_mean_std_log_pieces),\n",
" n_sub, μ=0., mean_name=\"λ\"\n",
" )\n",
" β_pieces_sub_i = at.switch(\n",
" sub_isnull_,\n",
" β_pieces_sub_null,\n",
" β_pieces_sub_nn[at.clip(sub_id_, 0, n_sub)]\n",
" )\n",
"\n",
" β_pieces_i = β_pieces_0 + β_pieces_theme[theme_id_] + β_pieces_sub_i"
]
},
{
"cell_type": "markdown",
"id": "77fc477c",
"metadata": {},
"source": [
"Finally, we specify the likelihood of this model and sample from its posterior distribution."
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "555e383c",
"metadata": {},
"outputs": [],
"source": [
"with sub_model:\n",
" σ = pm.HalfNormal(\"σ\", 5.)\n",
" μ = β0_i + β_pieces_i * std_log_pieces_ - 0.5 * σ**2\n",
" \n",
" obs = pm.Normal(\"obs\", μ, σ, observed=log_rrp2021)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "512c106a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (3 chains in 3 jobs)\n",
"NUTS: [β0_0, Δ_β0_t, γ_β0_theme, Δ__β0_theme, σ__β0_theme, β0_sub_null, λ_β0_sub_nn, Δ__β0_sub_nn, σ__β0_sub_nn, β_pieces_0, γ_β_pieces_theme, Δ__β_pieces_theme, σ__β_pieces_theme, β_pieces_sub_null, λ_β_pieces_sub_nn, Δ__β_pieces_sub_nn, σ__β_pieces_sub_nn, σ]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='6000' class='' max='6000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [6000/6000 17:10<00:00 Sampling 3 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 3 chains for 1_000 tune and 1_000 draw iterations (3_000 + 3_000 draws total) took 1031 seconds.\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
}
],
"source": [
"with sub_model:\n",
" sub_trace = pm.sample(**SAMPLE_KWARGS)"
]
},
{
"cell_type": "markdown",
"id": "0a347069",
"metadata": {},
"source": [
"The sampling diagnostics show no cause for concern."
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "f14d51c5",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_diagnostics(sub_trace);"
]
},
{
"cell_type": "markdown",
"id": "1a33c70e",
"metadata": {},
"source": [
"We now sample from the posterior predictive distribution of the model and compare the resulting residuals to those of the baseline model."
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "ff44326c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [3000/3000 00:02<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sub_model:\n",
" pp_sub_data = pm.sample_posterior_predictive(sub_trace)\n",
"\n",
"df[\"sub_pred\"] = pp_sub_data[\"obs\"].mean(axis=0)\n",
"df[\"sub_resid\"] = log_rrp2021 - df[\"sub_pred\"]"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "33c97e42",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1152x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax, sub_ax) = plt.subplots(\n",
" ncols=2, sharex=True, sharey=True,\n",
" figsize=(2 * FIGSIZE[0], FIGSIZE[1])\n",
")\n",
"\n",
"sns.scatterplot(x=\"Pieces\", y=\"resid\",\n",
" data=df.reset_index(),\n",
" color='C0', alpha=0.1,\n",
" ax=ax);\n",
"(df.groupby(df[\"Pieces\"].round(-2))\n",
" [\"resid\"]\n",
" .mean()\n",
" .plot(c='k', label=\"Bucketed average\",\n",
" ax=ax));\n",
"\n",
"ax.set_xscale('log');\n",
"\n",
"ax.set_ylim(-2, 2);\n",
"ax.set_ylabel(\"Log RRP residual (2021 $)\");\n",
"\n",
"ax.legend(loc='upper left');\n",
"ax.set_title(\"Baseline model\");\n",
"\n",
"sns.scatterplot(x=\"Pieces\", y=\"sub_resid\",\n",
" data=df.reset_index(),\n",
" color='C0', alpha=0.1,\n",
" ax=sub_ax);\n",
"(df.groupby(df[\"Pieces\"].round(-2))\n",
" [\"sub_resid\"]\n",
" .mean()\n",
" .plot(c='k', ax=sub_ax));\n",
"\n",
"sub_ax.set_title(\"Subtheme model\");\n",
"\n",
"fig.tight_layout();"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "0661fcaf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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