{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "nwglFsshedmq"
},
"source": [
"(GLM-ordinal-features.ipynb)=\n",
"# GLM-ordinal-features\n",
"\n",
":::{post} Oct 27, 2024\n",
":tags: ordinal-features, ordinal-regression, glm, bayesian-workflow, r-datasets\n",
":category: intermediate, reference\n",
":author: Jonathan Sedar\n",
":::"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "R_cn0vgIJaf9"
},
"source": [
"## Ordinal Exogenous Feature: Worked Example with Bayesian Workflow\n",
"\n",
"Here we use an **ordinal exogenous predictor feature** within a model:\n",
"\n",
"```\n",
"y ~ x + e\n",
"y: Numeric\n",
"x: Ordinal Category\n",
"```\n",
"\n",
"... this is in contrast to estimating an **ordinal endogenous target feature**,\n",
"which we show in another notebook\n",
"\n",
"\n",
"**Disclaimer:**\n",
"+ This Notebook is a worked example only, it's not intended to be an academic reference\n",
"+ The theory and math may be incorrect, incorrectly notated, or incorrectly used\n",
"+ The code may contain errors, inefficiencies, legacy methods, and the text may have typos\n",
"+ Use at your own risk!\n",
"\n",
"## Contents\n",
"\n",
"+ [Discussion](#Discussion)\n",
"\n",
"+ [Setup](#Setup)\n",
"\n",
"+ [0. Curate Dataset](#0.-Curate-Dataset)\n",
"\n",
"+ [1. Model A: The Wrong Way - Simple Linear Coefficients](#1.-Model-A:-The-Wrong-Way---Simple-Linear-Coefficients)\n",
"\n",
"+ [2. Model B: A Better Way - Dirichlet Hyperprior Allocator](#2.-Model-B:-A-Better-Way---Dirichlet-Hyperprior-Allocator)\n",
"\n",
"---\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MW3UCyzRJaf-"
},
"source": [
"# Discussion"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "w8amu0EQJaf_"
},
"source": [
"## Problem Statement\n",
"\n",
"Human action and economics is all about expressing our ordinal preferences between limited options in the real-world.\n",
"\n",
"We often encounter real-world situations and datasets where a predictor feature is an ordinal category recording a\n",
"preference or summarizing a metric value, and is particularly common in insurance and health. For example:\n",
"\n",
"+ As a totally subjective opinion which can be different between observations (e.g. `[\"bad\", \"medium\", \"good\", \"better\",\n",
" \"way better\", \"best\", \"actually the best\"]`) - these are difficult to work with and a symptom of poor data design\n",
"+ On a subjective but standardized scale (e.g. `[\"strongly disagree\", \"disagree\", \"agree\", \"strongly agree\"]`) \n",
" this is the approach of the familar [Likert scale](https://en.wikipedia.org/wiki/Likert_scale)\n",
"+ As a summary binning of a real objective value on a metric scale (e.g. binning ages into age-groups \n",
" `[\"<30\", \"30 to 60\", \"60+\"]`), or a subjective value that's been mapped to a metric scale (e.g. medical health\n",
" self-scoring `[\"0-10%\", ..., \"90-100%\"]`) - these are typically a misuse of the metric because the data has been\n",
" compressed (losing information), and the reason for the binning and the choices of bin-edges are usually not known\n",
"\n",
"In all these cases the critical issue is that the categorical values and their ordinal rank doesn't necessarily relate\n",
"linearly to the target variable. For example in a 4-value Likert scale (shown above) the relative effect of \n",
"`\"strongly agree\"` (rank `4`) is probably not `\"agree\"` (rank 3) plus 1: `3+1 != 4`. \n",
"\n",
"Another way to put it is the metric distance between ordinal categories is not known and can be unequal. For example in\n",
"that 4-value Likert scale (shown above) the difference between `\"disagree\" vs \"agree\"` is probably not the same as \n",
"between `\"agree\" vs \"strongly agree\"`. \n",
"\n",
"These properties can unfortunately encourage modellers to incorporate ordinal features as either a categorical (with\n",
"infinite degrees of freedom - so we lose ordering / rank information), or as a numeric coefficient (which ignores the \n",
"unequal spacing, non-linear response). Both are poor choices and have subtly negative effects on the model performance.\n",
"\n",
"A final nuance is that we might not see the occurence of all valid categorial ordinal levels in the training dataset. \n",
"For example we might know a range is measured `[\"c0\", \"c1\", \"c2\", \"c3\"]` but only see `[\"c0\", \"c1\", \"c3\"]`. This is a \n",
"missing data problem which could further encourage the misuse of a numeric coefficient to average or \"interpolate\" a\n",
"value. What we should do is incorporate our knowledge of the data domain into the model structure to autoimpute a\n",
"coefficient value. This is actually the case in this dataset here (see Section 0)! \n",
"\n",
"\n",
"## Data & Models Demonstrated\n",
"\n",
"Our problem statement is that when faced with such ordinal features we want to:\n",
"\n",
"1. **Infer** a series of prior allocators that transform the ordinal categories into a linear (polynomial) scale\n",
"2. **Predict** the endogenous feature as usual, having captured the information from the ordinals\n",
" \n",
" \n",
"This notebook takes the opportunity to:\n",
"\n",
"+ Demonstrate a general method using a constrained Dirichlet prior, based on {cite:p}`burkner2018` and demonstrated in a \n",
" pymc-specific example by Austin Rochford {cite:p}`rochford2018`\n",
"+ Improve upon both those methods by structurally correcting for a missing level value in an ordinal feature\n",
"+ Demonstrate a reasonably complete Bayesian workflow {cite:p}`gelman2020bayesian` including data curation and grabbing\n",
" data from an RDataset \n",
"\n",
"This notebook is a partner to another notebook (TBD) where we estimate an **ordinal endogenous target feature**."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CemVRXjtJaf_"
},
"source": [
"---\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "32SMEqWMJaf_"
},
"source": [
"# Setup"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4YE-JcFC9I8Q"
},
"source": [
":::{include} ../extra_installs.md\n",
":::"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "CQixNaaKJ8fH"
},
"outputs": [],
"source": [
"# uncomment to install in a Google Colab environment\n",
"# !pip install pyreadr watermark"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "KHonk2PdJagA",
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"from copy import deepcopy\n",
"\n",
"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 pyreadr\n",
"import pytensor.tensor as pt\n",
"\n",
"from matplotlib import gridspec\n",
"from pymc.testing import assert_no_rvs\n",
"\n",
"import warnings # isort:skip # suppress seaborn, it's far too chatty\n",
"\n",
"warnings.simplefilter(action=\"ignore\", category=FutureWarning) # isort:skip\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "1bkE8AVFJagA"
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"sns.set_theme(\n",
" style=\"darkgrid\",\n",
" palette=\"muted\",\n",
" context=\"notebook\",\n",
" rc={\"figure.dpi\": 72, \"savefig.dpi\": 144, \"figure.figsize\": (12, 4)},\n",
")\n",
"\n",
"# set target_accept quite high to minimise divergences in mdlb\n",
"SAMPLE_KWS = dict(\n",
" progressbar=True,\n",
" draws=500,\n",
" tune=2000,\n",
" chains=4,\n",
" idata_kwargs=dict(log_likelihood=True),\n",
")\n",
"\n",
"USE_LOCAL_DATASET = False"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YemOGTYcJagA"
},
"source": [
"---\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "APsFdavWJagA"
},
"source": [
"# 0. Curate Dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use the same health dataset as in {cite:p}`burkner2018`, named `ICFCoreSetCWP.RData`, available in an R package \n",
"[ordPens](https://github.com/cran/ordPens)\n",
"\n",
"Per the Bürkner paper (Section 4: Case Study) this dataset is from a study ** of Chronic Widespread Pain(CWP) wherein\n",
"420 patients were self-surveyed on 67 health features (each a subjective ordinal category) and also assigned a \n",
"differently generated (and also subjective) measure of physical health. In the dataset these 67 features are named e.g.\\\n",
"`b1602`, `b102`, ... `d450`, `d455`, ... `s770` etc, and the target feature is named `phcs`.\n",
"\n",
"Per the Bürkner paper we will subselect 2 features `d450`, `d455` (which measure an impairment of patient\n",
"walking ability on a scale `[0 to 4]` [`\"no problem\"` to `\"complete problem\"`]) and use them to predict `phcs`.\n",
"\n",
"Quite interestingly, for feature `d450`, the highest ordinal level value `4` is not seen in the dataset, so we have a \n",
"missing data problem which could further encourage the misuse of a numeric coefficient to average or \"interpolate\" a\n",
"value. What we should do is incorporate our knowledge of the data domain into the model structure to auto-impute a\n",
"coefficient value. This means that our model can make predictions on new data where a `d450=4` value might be seen.\n",
"\n",
"** _Just for completness (but not needed for this notebook) that study is reported in \n",
"Gertheiss, J., Hogger, S., Oberhauser, C., & Tutz, G. (2011). Selection of ordinally\n",
"784 scaled independent variables with applications to international classification of functioning\n",
"785 core sets. Journal of the Royal Statistical Society: Series C (Applied Statistics), 60 (3),\n",
"786 377–395._\n",
"\n",
"NOTE some boilerplate steps are included but ~~struck through~~ with and explanatory comment \n",
"e.g. \"Not needed in this simple example\". This is to preserve the logical workflow which is \n",
"more generally useful"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fiQFFNqhJagB"
},
"source": [
"## 0.1 Extract"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pwNFAyKzJagB"
},
"source": [
"Annoyingly but not suprisingly for an R project, despite being a small, simple table, the dataset is only available in \n",
"an obscure R binary format, and tarred, so we'll download, unpack and store locally as a normal CSV file.\n",
"This uses the rather helpful [`pyreadr`](https://github.com/ofajardo/pyreadr) package."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "-hJ0BqsHJagB"
},
"outputs": [],
"source": [
"if USE_LOCAL_DATASET:\n",
" dfr = pd.read_csv(\"icf_core_set_cwp.csv\", index_col=\"rownames\")\n",
"else:\n",
" import os\n",
" import tarfile\n",
" import urllib.request\n",
"\n",
" url = \"https://cran.r-project.org/src/contrib/ordPens_1.1.0.tar.gz\"\n",
" filehandle, _ = urllib.request.urlretrieve(url)\n",
" rbytes = tarfile.open(filehandle).extractfile(member=\"ordPens/data/ICFCoreSetCWP.RData\").read()\n",
" fn = \"ICFCoreSetCWP.RData\"\n",
" with open(fn, \"wb\") as f:\n",
" f.write(rbytes)\n",
" dfr = pyreadr.read_r(fn)[\"ICFCoreSetCWP\"]\n",
" os.remove(fn)\n",
" dfr.to_csv(\"icf_core_set_cwp.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 691
},
"id": "HbZvu2rDJagB",
"outputId": "d8487bb5-acbe-4cfa-f5a1-5f7d9f42f377"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(420, 68)\n"
]
},
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68 rows × 10 columns
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" count mean std min 25% 50% 75% max 0 \\\n",
"b1602 420.0 0.542857 0.901111 0.00 0.00 0.000 1.0000 3.00 0 \n",
"b122 420.0 0.533333 0.871908 0.00 0.00 0.000 1.0000 4.00 0 \n",
"b126 420.0 0.866667 0.982585 0.00 0.00 1.000 2.0000 3.00 0 \n",
"b130 420.0 1.180952 1.075045 0.00 0.00 1.000 2.0000 4.00 0 \n",
"b134 420.0 1.352381 1.147632 0.00 0.00 1.000 2.0000 4.00 0 \n",
"... ... ... ... ... ... ... ... ... .. \n",
"e575 420.0 0.350000 1.466857 -4.00 0.00 0.000 1.0000 4.00 0 \n",
"e580 420.0 1.080952 1.648929 -4.00 0.00 1.000 2.0000 4.00 0 \n",
"e590 420.0 0.190476 1.391040 -4.00 0.00 0.000 0.0000 4.00 0 \n",
"s770 420.0 0.890476 1.023544 0.00 0.00 1.000 2.0000 4.00 0 \n",
"phcs 420.0 32.407548 8.167084 10.08 26.58 31.865 37.5475 53.17 0 \n",
"\n",
" 1 \n",
"b1602 int32 \n",
"b122 int32 \n",
"b126 int32 \n",
"b130 int32 \n",
"b134 int32 \n",
"... ... \n",
"e575 int32 \n",
"e580 int32 \n",
"e590 int32 \n",
"s770 int32 \n",
"phcs float64 \n",
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"rownames \n",
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"\n",
"[5 rows x 68 columns]"
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(dfr.shape)\n",
"display(pd.concat((dfr.describe(include=\"all\").T, dfr.isnull().sum(), dfr.dtypes), axis=1))\n",
"display(dfr.head())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MOVXxEJPJagB"
},
"source": [
"**Observe:**\n",
"\n",
"+ Looks okay - if this was a proper project we'd want to know what those cryptic column headings actually mean\n",
"+ For this purpose we'll only use a couple of the features [`d450`, `d455`] and will press ahead"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "M7oFbrrsJagB"
},
"source": [
"## 0.2 Clean"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 364
},
"id": "5kFxNzDQJagB",
"outputId": "74ffd824-5a3c-442b-8968-4638f575de39"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" count \n",
" mean \n",
" std \n",
" min \n",
" 25% \n",
" 50% \n",
" 75% \n",
" max \n",
" 0 \n",
" 1 \n",
" \n",
" \n",
" \n",
" \n",
" d450 \n",
" 420.0 \n",
" 0.940476 \n",
" 0.998223 \n",
" 0.00 \n",
" 0.00 \n",
" 1.000 \n",
" 2.0000 \n",
" 3.00 \n",
" 0 \n",
" int32 \n",
" \n",
" \n",
" d455 \n",
" 420.0 \n",
" 1.585714 \n",
" 1.224174 \n",
" 0.00 \n",
" 1.00 \n",
" 2.000 \n",
" 2.0000 \n",
" 4.00 \n",
" 0 \n",
" int32 \n",
" \n",
" \n",
" phcs \n",
" 420.0 \n",
" 32.407548 \n",
" 8.167084 \n",
" 10.08 \n",
" 26.58 \n",
" 31.865 \n",
" 37.5475 \n",
" 53.17 \n",
" 0 \n",
" float64 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" count mean std min 25% 50% 75% max 0 \\\n",
"d450 420.0 0.940476 0.998223 0.00 0.00 1.000 2.0000 3.00 0 \n",
"d455 420.0 1.585714 1.224174 0.00 1.00 2.000 2.0000 4.00 0 \n",
"phcs 420.0 32.407548 8.167084 10.08 26.58 31.865 37.5475 53.17 0 \n",
"\n",
" 1 \n",
"d450 int32 \n",
"d455 int32 \n",
"phcs float64 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
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" \n",
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" d450 \n",
" d455 \n",
" phcs \n",
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" rownames \n",
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" 1 \n",
" 0 \n",
" 2 \n",
" 44.33 \n",
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" 3 \n",
" 3 \n",
" 21.09 \n",
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" 3 \n",
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" 41.74 \n",
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],
"text/plain": [
" d450 d455 phcs\n",
"rownames \n",
"1 0 2 44.33\n",
"2 3 3 21.09\n",
"3 0 2 41.74\n",
"4 3 2 33.96\n",
"5 0 0 46.29"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fts_austin = [\"d450\", \"d455\", \"phcs\"]\n",
"df = dfr[fts_austin].copy()\n",
"display(pd.concat((df.describe(include=\"all\").T, df.isnull().sum(), df.dtypes), axis=1))\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "GhWmbmkPJagB"
},
"source": [
"### ~~0.2.1 Clean Observations~~"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "g6-FYfnTJagB"
},
"source": [
"Not needed in this simple example"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "v0lm92QsJagB"
},
"source": [
"### 0.2.2 Clean Features"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YDccQXALJagB"
},
"source": [
"#### ~~0.2.2.1 Rename Features~~"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DM_lzCesJagB"
},
"source": [
"Nothing really needed, will rename the index when we force dtype and set index"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9zAlkU82JagB"
},
"source": [
"### ~~0.2.2.2 Correct Features~~"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not needed in this simple example"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DxzUSnI4JagC"
},
"source": [
"### 0.2.2.3 Force Datatypes"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-arZiqyMJagC"
},
"source": [
"##### Force `d450` to string representation and ordered categorical dtype (supplied as an int which is unhelpful)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "dfIcUcOEJagC",
"outputId": "10fe2f37-4f50-41a5-f8bb-fb40bb1f647a"
},
"outputs": [
{
"data": {
"text/plain": [
"array(['c0', 'c3', 'c1', 'c2'], dtype=object)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ft = \"d450\"\n",
"idx = df[ft].notnull()\n",
"df.loc[idx, ft] = df.loc[idx, ft].apply(lambda x: f\"c{x}\")\n",
"df[ft].unique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"NOTE force the categorical levels to include c4 which is valid in the data domain but unobserved"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Hk-DR6akJagC",
"outputId": "bb70e394-2623-470a-8621-efacdb107b72"
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['c0', 'c1', 'c2', 'c3', 'c4'], dtype='object')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lvls = [\"c0\", \"c1\", \"c2\", \"c3\", \"c4\"]\n",
"df[ft] = pd.Categorical(df[ft].values, categories=lvls, ordered=True)\n",
"df[ft].cat.categories"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JZAtKDQMJagC"
},
"source": [
"##### Force `d455` to string representation and ordered categorical dtype (supplied as an int which is unhelpful)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "wzNpQLS9JagC",
"outputId": "2da81148-a046-4c95-c314-5d80d88b408f"
},
"outputs": [
{
"data": {
"text/plain": [
"array(['c2', 'c3', 'c0', 'c1', 'c4'], dtype=object)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ft = \"d455\"\n",
"idx = df[ft].notnull()\n",
"df.loc[idx, ft] = df.loc[idx, ft].apply(lambda x: f\"c{x}\")\n",
"df[ft].unique()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Yiwey6naJagC",
"outputId": "7ccd7545-9cf4-48f2-ded8-34383d40bd3e"
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['c0', 'c1', 'c2', 'c3', 'c4'], dtype='object')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lvls = [\"c0\", \"c1\", \"c2\", \"c3\", \"c4\"]\n",
"df[ft] = pd.Categorical(df[ft].values, categories=lvls, ordered=True)\n",
"df[ft].cat.categories"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "I1yJMuuIJagC"
},
"source": [
"### 0.2.2.4 Create and set indexes"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"id": "SpWZQVjKJagC"
},
"outputs": [],
"source": [
"df0 = df.reset_index()\n",
"df0[\"oid\"] = df0[\"rownames\"].apply(lambda n: f\"o{str(n).zfill(3)}\")\n",
"df = df0.drop(\"rownames\", axis=1).set_index(\"oid\").sort_index()\n",
"assert df.index.is_unique"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "p_8ozyA2JagC"
},
"source": [
"## 0.3 Very limited quick EDA"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 382
},
"id": "o81OeFEKJagC",
"outputId": "955dc115-301d-49e1-a56e-f9549293a6fe"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(420, 3)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" count \n",
" unique \n",
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" mean \n",
" std \n",
" min \n",
" 25% \n",
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" 75% \n",
" max \n",
" 0 \n",
" 1 \n",
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" d450 \n",
" 420 \n",
" 4 \n",
" c0 \n",
" 189 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" category \n",
" \n",
" \n",
" d455 \n",
" 420 \n",
" 5 \n",
" c2 \n",
" 113 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" category \n",
" \n",
" \n",
" phcs \n",
" 420.0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 32.407548 \n",
" 8.167084 \n",
" 10.08 \n",
" 26.58 \n",
" 31.865 \n",
" 37.5475 \n",
" 53.17 \n",
" 0 \n",
" float64 \n",
" \n",
" \n",
"
\n",
"
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],
"text/plain": [
" count unique top freq mean std min 25% 50% \\\n",
"d450 420 4 c0 189 NaN NaN NaN NaN NaN \n",
"d455 420 5 c2 113 NaN NaN NaN NaN NaN \n",
"phcs 420.0 NaN NaN NaN 32.407548 8.167084 10.08 26.58 31.865 \n",
"\n",
" 75% max 0 1 \n",
"d450 NaN NaN 0 category \n",
"d455 NaN NaN 0 category \n",
"phcs 37.5475 53.17 0 float64 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
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" oid \n",
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" o001 \n",
" c0 \n",
" c2 \n",
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" o002 \n",
" c3 \n",
" c3 \n",
" 21.09 \n",
" \n",
" \n",
" o003 \n",
" c0 \n",
" c2 \n",
" 41.74 \n",
" \n",
" \n",
" o004 \n",
" c3 \n",
" c2 \n",
" 33.96 \n",
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" o005 \n",
" c0 \n",
" c0 \n",
" 46.29 \n",
" \n",
" \n",
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],
"text/plain": [
" d450 d455 phcs\n",
"oid \n",
"o001 c0 c2 44.33\n",
"o002 c3 c3 21.09\n",
"o003 c0 c2 41.74\n",
"o004 c3 c2 33.96\n",
"o005 c0 c0 46.29"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(df.shape)\n",
"display(pd.concat((df.describe(include=\"all\").T, df.isnull().sum(), df.dtypes), axis=1))\n",
"display(df.head())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "k7wl-XBoJagD"
},
"source": [
"### 0.3.1 Univariate target `phcs`"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 186
},
"id": "FYfSlaV1JagD",
"outputId": "80c8b2a4-f9c8-45d6-fa7c-c953c9d8ea5d"
},
"outputs": [
{
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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 172,
"width": 852
}
},
"output_type": "display_data"
}
],
"source": [
"fts = [\"phcs\"]\n",
"v_kws = dict(data=df, cut=0)\n",
"cs = sns.color_palette(n_colors=len(fts))\n",
"f, axs = plt.subplots(len(fts), 1, figsize=(12, 1 + 1.4 * len(fts)), squeeze=False)\n",
"for i, ft in enumerate(fts):\n",
" ax = sns.violinplot(x=ft, **v_kws, ax=axs[0][i], color=cs[i])\n",
" _ = ax.set_title(ft)\n",
"_ = f.suptitle(\"Univariate numerics\")\n",
"_ = f.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "haVg8sLoLUpG"
},
"source": [
"**Observe:**\n",
"\n",
"+ `phcs` is a subjective scored measure of physical healt, see {cite:p}`burkner2018` for details\n",
"+ Seems well-behaved, unimodal, smooth"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "p43qjcvJJagH"
},
"source": [
"### 0.3.2 Target `phcs` vs `['d450', 'd455']`"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
},
"id": "H-cc0MBLJagH",
"outputId": "d2336185-7f78-41b0-d676-16327d6f8b43"
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 214,
"width": 856
}
},
"output_type": "display_data"
},
{
"data": {
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rXbt22Lt3L7y8vHDt2jX8/fffqFixoniuPX/+XFxOds2QJTIbNmwoXi9y810kIiIiosLHllhERERERVj79u0xePBg/PvvvwDSW8zcvXsXAFC2bFk0aNAADRs2RJMmTVCzZs1CiSkpKQnt2rXD+vXrxRY5xsbGWLJkCXr37g0AePPmDaZOnSrXWkDWldmYMWOQkpICLy8vdOvWrdDWL0vuVK9eHdu2bZPrmq1s2bKoW7cuNDQ04OLigtjYWPj4+KBx48YKj8HYsWPRr18/AICJiYl47Hv06IGDBw8iNTUVbm5uCls4yMYrq1GjBurUqaP4IH/h9u3biI6OBgD8/fffcnEZGRlh1apViIiIwN27d3Hq1ClMnjwZAMR9lB1HTU3NTK2H9u7di48fPwIA1qxZgyZNmojzypQpA0tLS9SpU0dMuN24cUNMmuVk/efOnQMAdO/eXa51XJkyZTB48GDo6enhjz/+QGhoKO7fvy+3fWW0tbXFfzIlSpSQ23ZMTAyWLl0KIL2rvQMHDsh1Kefg4IBmzZph/PjxuH79Ovbu3YvOnTvD1tZW4TZXrlwpPuzOSwuP+fPnIzAwEHXr1sWECRNyvXxWFixYIJ4fAwYMkJsnS5hm15VfqVKlxJ8ztv7JzvHjx8UWkUOGDMHMmTPFeUZGRhgyZAhatGiB3r17Iz4+HrNmzcLZs2flur2U0dLSwq5du+S6oHN2dkaDBg3g7OyMxMRE/P333zh48KA4vyDOr5xKTExEgwYN4OLiInbdamRkhIkTJyIpKQnbtm3Dx48fcevWLXTo0CHH6122bBk+f/4MbW1t/Pvvv3JdEvbo0QONGzeGs7Mz4uLiFC6/adMmAIChoSF2794td94bGRmhVq1aKFOmDJYsWQKpVApPT0+x5WjJkiXlro3a2tqZvtNfs34/Pz/4+fkBSH8xI2OL1TJlymDu3Llia9aLFy/i8+fPYjwPHz4UE1jDhg3D9OnT5eJycnKCg4MDnJ2d8fbtW/z55584fPiwuB/a2tpia0sNDY1iM44eERER0feOLbGIiIiIirhZs2ZhzZo1qFy5stz0yMhIXLp0CX///Te6d++ONm3aYOfOnfne2kCRsWPHZupSrl69etDR0QEA6OnpYdCgQZmWy9hFmbKWWAWx/vj4eDg5OaFbt26YOHGi0rGFMj7gVtS1noyy7sHq1q0LS0tLAMCpU6cyzf/48aPYYiWrMbO+lPEzjYyMzDRfTU0Nf/75J3bv3o09e/bkeL0AYGFhgb59+6JPnz5KH/DXqlVL7KIuq+OiiCx2WZLlS507d8bGjRtx8uRJsWVUfjhz5oz4kH/WrFkKx0TS0tLCwoULxQSEi4uLwnWZmJh8VWuN06dPw9XVFXp6elixYgU0NfPvXcLVq1eLrbBq166NgQMHys2XdaOY1XhaX87//Plzjrd/4MABAICZmRmmTJmisIyFhQXGjx8PIL3rTQ8PD4Xl+vXrp3AMpWrVqmHw4MEAgAcPHuD169fiPFWdXzJjxoyRG3tQpn379uLPwcHBOV5ffHy8eI3o2bOnwjG1KleujJEjRypcXhAEtGjRAs7OzpgwYYLSscByeq3L7/Vndy0DgF9++QU7duzAqVOn5BLVsu+noaGhmKj/kpGRkXiu+fj4iN1pEhEREVHxxZZYRERERMXAjz/+iI4dO+LBgwe4fv06vLy88PTpU7mxY0JDQ7F06VIcOnQIO3fulOseLD+VKFFCaasvIyMjvH37FhKJROFYTxlbe3w5RlFBrl9fXz/b7t9CQkLkHnh+OdaLjJ6eHqpVq6Z0PU5OTli+fDmePn2K169fi90gAumtRpKTk6GhoYGuXbtmGU9G9evXh5aWFqRSKaZNmwYvLy+0adMGjRs3Fse/kkgkOV5fRo6OjpnGGcooPj4eDx8+FFvOKDsuytjZ2eHq1au4du0aBgwYgK5du6J58+ZiF4R6enpo27ZtnmLPipeXF4D0c6Jly5ZKy5UrVw52dna4efMmbt++rbBM7dq18xxHcHAw/vrrLwDA7NmzUaVKlTyvKyNBELBs2TLs3LkTQPp+bNiwIdP3Ql1dHampqbkax0xRKylFPn78iGfPngFIT9ooSubIdO7cWWwZd/v2bYWfSceOHZUu36ZNG7EFkLe3t/i9UtX5JaMsMZZxLKdPnz7leH137twRr+utWrVSWq5du3b4559/Mk1XU1PD2LFjs9zG+/fv5bp1zPh3JDtfu35LS0uUKVMGMTExWLlyJV68eIH27dujadOmYqK8UqVKCru/lH0/raysIJVKlcadMRF6586dr/r+EhEREZHqMYlFREREVEyoqanB1tZW7O7s8+fP8PHxgbe3N65evSomYAICAjB06FCcOXNGYaLnaxkaGopdMn1J9vBb2fg9ypYrzPV/+PABHh4eeP36NYKCghASEoI3b95k6kJNEASFy5cpUybL9Xfr1g3//PMPUlNT5br2A/7XleAPP/yAcuXKZRurTLly5TB9+nQsWrQIycnJOHjwIA4ePAgtLS00aNAAP/zwA9q2bYsaNWrkeJ1fSktLg7e3N549e4bAwECEhIQgICAAoaGhcsdC2XFRZubMmXjy5AkiIiJw584d3LlzB0B6F3/NmjVDq1at0LRp03w/V9++fQsgvfvI7BI4FhYWuHnzJqKiopCUlCS2+JPJ7jNXJiUlBVOnTkV8fDw6duyInj175mk9X/r8+TNmzpyJs2fPAkhvBbV7926UL18+U1k9PT18+PAh29ZVGed/uf/KvH37VjwfMiZrFTE1NUWpUqUQFxeHsLAwhWWyWkfGxLFsnC9AdecXkH49MjQ0VDgv4/Zy852RnbcAMrW+zahatWriuFvKfPr0CR4eHvDz80NwcDCCg4Px5s0bREVF5TierORl/To6OliwYAEmT54MqVSK06dP4/Tp09DQ0EDt2rXxww8/oE2bNpla5CUkJIjjDN6+fVtpt59fUnauEREREVHxwSQWERERUTFVokQJ2Nvbw97eHhMnTsTdu3cxbdo0hIaGIjAwECdOnECfPn3yfbu6urr5vs7CWH9CQgL++ecfHDt2LFPLCNkD1MqVK4tj7CiT3cNwExMTtGjRAteuXcOZM2fw66+/Qk1NDcHBwWLrBNn4UrkxcOBA1KlTB7t27cL169fx6dMnSKVSeHt7w9vbG6tWrUKDBg0wf/78XLfKOnXqFDZs2ICAgIBM80xNTdGsWTP8999/uRorSaZKlSo4c+YMdu7ciTNnzogJiICAAAQEBGD//v0oU6YMJk+enK/na3x8PADkaNwbWWs2IP08+TKJk9cEyLp16/DgwQOYmppi/vz5eVrHl969e4fx48fjyZMnANITP9u3bxdbHn2pVKlS+PDhg9Lxk2Qyzs9p0k52jIGcH+e4uDgkJiYqna9MxutCxoSbqs4vAPnaLaSMbHw6IOvjoa6uLh7PL0mlUmzcuBH79+9HbGys3Dw1NTVYWlqibt26OH78eJ5i/Nr1t2/fHidPnsT27dtx+fJlfPz4EampqXj06BEePXqETZs2oUaNGvjrr7/Ebjwznmu5kd15T0RERERFH5NYREREREWUh4cH7ty5g9jYWMydOzfbVkaNGjXCpk2bxG7qHj58mOuHtrnp9qo4SU1NxahRo3D37l0A6V3vOTg4QCKRoHr16rC0tESJEiVw69atbJNYOeHk5IRr164hJCQE9+/fR8OGDXHq1CkIgoDSpUujXbt2eVpv/fr1sWbNGiQnJ+Pu3bu4ffs2vLy88OjRI6SlpeHBgwcYNGgQzp49q3Ssmi8dOnQIc+fOBQAxNhsbG/G4mJiYAABatmyZpyQWkN667rfffsNvv/2GV69ewdPTU4w9Li4OMTExmDt3LjQ1NdGjR488beNLsgRAQkJCtmUzlskqcZBbp0+fBpA+Ppu9vX2WZU+cOIETJ04AAJYsWQJnZ+dMZR4+fIjx48eLYwk1bdoUa9euFbthU6R69eoICQmRa72kSMb55ubmWZaVyZi4yslxliUilCWqP3/+rDRhmDHxlbHbUEA151dBydiyK7tjqqxL1hkzZuDMmTMA0j/Ltm3bwtraWvxO6+vrIzAwMM9JrPxYv4WFBZYsWYIFCxbAx8cHXl5e8PLywoMHDyCVSuHn54fhw4fj2LFj4vVZZvjw4Zg2bVqeYiciIiKi4odJLCIiIqIi6tatW9ixYwcAoFevXrCxscl2GSsrK3G8kS+7D5N1xZfV+CcxMTFfEXHRdeHCBTGB1adPH8ybN09hF3PR0dH5sr02bdrA0NAQsbGxuHTpEho2bIiLFy8CAH766aev7tpMW1sbzZo1Q7NmzQAAkZGRWLJkCc6cOYOYmBicPHkSQ4cOzXY9SUlJWLlyJQCgfPnyOHLkiJi0yigtLS1Ti4u8srS0hKWlJQYOHAipVAo3Nzf88ccfkEql2L17d74lGczNzfH8+XO8efMGaWlpWY7z5OfnBwAwNjaWe1helFy/fh2TJk0Sv9d9+vQREzNZsba2xo0bNxAQEICEhASlLaZkLbu0tLRy3C1lhQoVoKamBkEQ8Pr16yzLvn37VkzKKBuvLzQ0VGlC7tWrV+LPWY0rVljnV0HJ2CXkmzdvUL16dYXlwsPDkZycnGm6j4+PmGBycHDAhg0bFI5VltdrXX6vX1NTEw0bNkTDhg0xfvx4xMXFYcOGDdi1axc+f/6MgwcP4o8//kDp0qXF7ih9fX3zFDsRERERFU85G7GXiIiIiApd48aNxZ/37NmTo2Wio6PF7qgsLS3l5slaP2SVqJJ1d/etuXfvnvjzgAEDlI6RdPPmTfHntLS0PG9PW1sbXbp0AQBcuXIFoaGhePHiBQAobGGTnW3btqFr165o27atwvF1ypYtizlz5oi/v3v3Lkfr9fPzE1tXderUSWECCwDu3r0rtvrIzfg+z549Q//+/dG0aVPcuHEj03wtLS10794dzZs3B5D+YD6/yL4/cXFxcHd3V1ru/fv34vmR03F2csrNzQ3379/P8p8soeno6ChOk7WmlPH09MT48ePx+fNnqKurY+bMmZg/f36OurNr3bo1gPTk9fXr1xWWSUlJwX///QcAsLe3z3GXnqVLl4a1tTUA4OLFi1kmyGXjdwHKj7OHh4fS5c+fPw8gvbs62WeryvOroNjZ2YmtAWWJb0WUfZYZr3V9+/ZVmGACsr7WZTWG3Neu39XVFc7OzrC3t1fY1V+pUqUwffp0cdxD2bVMTU1N7Frw9u3bWV7jzp07h/r16+PHH38UzxsiIiIiKr6YxCIiIiIqolq2bCm2iDh58iQ2bNiA1NRUpeVTUlIwf/58pKamQltbGz179pSbX7VqVQDpiYuXL19mWv7evXu4du1avsVflGTsijFji46Mrl69CldXV/H3rB7I54QsWRUUFITNmzcDSO/arV69erlel46ODnx9fRESEoJTp04pLPPs2TPx5y9bqsgeNH+5TxmTIMqOS3R0NObNmyf+rui4KFu/mZkZfHx8EB0djX///VdhYjA5OVlsxZNVC5vc6tatm5gMWLx4scKWISkpKZg7d64Yd+/evfNt+0B64rhkyZJZ/pPR1NQUp2X8XMLDw/Hbb79BKpVCTU0NS5cuxZAhQ3Icg62trdiaZ82aNQq7hNy+fbvYneCIESNytY99+/YV41yxYoXCMm/evMGmTZsApLc0atGihcJyGePI6NGjR9i/fz8AoFWrVmJLLlWeXwVFV1cXnTt3BpDeHaWnp2emMlFRUVi/fr3C5XNyrXv8+DG2b98u/p7VdeHLeV+7/lKlSuHp06eIjY2Fi4uLwuUDAwPFVnsZP7N+/fqJ65s9e7bClmgxMTFYvXo1Pn36hNDQ0EzXW2XXKiIiIiIqupjEIiIiIiqiNDQ0sHbtWpQtWxYAsHbtWnTr1g27du3Cs2fPEBkZiejoaLx48QL79u1D165dxfGc/vjjD5iamsqtr0OHDgDSW9KMGTMGly9fRlRUFPz9/bFp0yYMGzYs01gz34qWLVuKP8+fPx8nTpxAaGgoIiMjcffuXcyZMwfjxo2TewiecQyevKhduzasrKwAAEeOHAGQPlZWXjg7O4utpObMmYPVq1fjxYsXiImJQUBAAA4ePIjff/8dAFCmTJlMLXlk4+zcuXMHvr6+iIqKQkpKCmrUqAEzMzMAwI0bNzBv3jy8fPkSMTExeP36NXbv3o1u3brJPaxWNE6PsvUbGRmJiSEPDw+MGjUKnp6eCA8PR3h4OG7duoXhw4cjKCgIADB48OA8HR9FDA0NMXPmTABAQEAAevbsCVdXV4SHhyM6Oho3btzAwIEDcfXqVQDp3fNlPE+KimXLlokJuCFDhqBt27ZISEjI8t+XyW7ZmGcBAQHo27cvrl69iujoaLx+/RoLFizA6tWrAaS32mratGmu4uvRo4fYMmr37t2YMGEC7t69i5iYGISEhGDPnj3o27cv4uLioKGhgRUrVijtTjMuLg4///wzTp48iffv3+Pdu3fYs2cPhg4dCqlUilKlSmH27NlieVWeXwVpypQpMDExQVpaGsaMGYOtW7ciJCQE0dHROH/+PPr06YP3798rbDHVvHlzsevM9evXY8+ePQgKCkJ0dDQePXqEpUuXol+/fnLjH355rTM0NBTXffHiRbx9+1Ych+1r19+6dWvxurhu3TosWLAAT548QXR0NIKDg3H69GkMHz4cgiBAW1sbP//8s7hsy5YtxRauHh4e+Pnnn8W/Y2/fvsXZs2fRr18/BAQEAADGjBkj1z2jbN8AwNfXF3fv3kV0dLTSscWIiIiIqGjgmFhERERERVj16tWxd+9e/PXXX/Dy8oKfnx/+/vtvpeWNjIwwY8YMdOvWLdO8zp074/z587h8+TJCQ0Mxfvx4ufkmJiZYsWJFsXnQmxvNmzeHs7Mzjh8/jpiYGMyYMSNTGQ0NDYwZMwa7d+/G58+fxQehX8PZ2RlLliyBIAhQV1dX+LnkhL6+PtavX4/Ro0cjNjYWmzZtElu2ZGRkZIQtW7aIXXHJNGvWDA8fPkR4eLiY4Nq3bx8aNWqExYsXY8yYMUhOTsb+/fvFFi8ZNWzYEKVLl8bVq1cRHByM1NRUuRYZWa1/6tSp8Pf3x61bt+Du7q6waz81NTWMGTNGfECdX3r37o3Pnz9j6dKlCA0NxfTp0xVue/DgwWISsCgJDw8XE9MAsGvXLuzatSvb5fbs2QN7e3vx96ZNm+Kvv/7CggUL8Pr1a4wZMybTMo0aNcKqVatyHaOmpiY2btyIyZMnw8PDA5cuXcKlS5cylTMyMsLff/8tdgmnyOzZs7Fw4UJMmzYt0zxjY2Ns2rQJlSpVkpuuyvOroBgaGuLff//FqFGjEBISgpUrV4pj18lMmTIFGzduzJSAsrCwwPjx47Fu3Tp8/vwZixYtwqJFizJto3fv3vD09ERwcDD8/f3l5uno6KBhw4a4e/cuPDw80KpVK2hra+PBgwdfvX51dXWsXbsWw4YNQ2hoKPbu3Yu9e/dmWl5PTw8rV67M9HkvXrwYmpqacHV1xdOnTzP9HQPSP++hQ4di3LhxmeY1a9YMbm5uSExMRP/+/QEAS5cuRffu3TOVJSIiIqKigUksIiIioiKuWrVq+Pfff+Ht7Y1r167h7t27eP/+PWJjYyEIAoyNjWFhYYFWrVrB0dERpUuXVrgedXV1rF+/HidPnsTx48fx/PlzJCUloUKFCmjbti1GjBiRq/GOipslS5agSZMmOHbsGJ4/f46EhATo6uqiQoUKaNSoEfr27QuJRIJnz57hxo0buHDhAqZNm6a01UhOdO3aFStWrIBUKkWzZs0ytY7Ljfr16+Ps2bPYu3cv3N3dERAQgMTERJQqVQpVq1ZFq1atMGDAAIWt6caOHYvk5GS4ubkhMjISpUqVEscH+uGHH3D8+HFs374d3t7eiIiIgJqaGsqWLQsrKyt07dpVHFvm6tWr+PjxI9zd3dGqVascrV9XVxc7d+7E6dOn4ebmJnYlpqmpCVNTU9jZ2aFPnz6wsbHJ87HJyqBBg9CqVSu4uLjA09NT7K7OzMwMdnZ26NWrV4Ft+2s9fPgwyy5Ec6Nv376wtbXF7t274eXlhYiICGhra0MikcDR0RF9+vTJ0RhbipQuXRo7duzAlStX4OrqKnbxV6pUKVSuXBkdO3aEk5MTypQpk+V6evbsCSsrK2zZsgU+Pj74/PkzzM3N0b59ewwbNgwGBgaZllH1+VVQLCwscPLkSRw8eBBnz55FQEAA1NXVUbt2bQwdOhStWrXCxo0bFS47YcIE1KlTB/v27cOjR4/w8eNH6OjowNTUFPXr10efPn3QoEED/PXXXzhw4AA8PT0RHR0NIyMjcR2rVq3C4sWL4enpiYSEBBgZGeHt27eoVKnSV6+/atWqOHXqFA4cOICrV6/i9evXiIuLQ8mSJWFubo4WLVpgwIABKFeuXKZ909HRwdKlS9GrVy8cPnwY9+7dQ2RkJNLS0lCuXDk0btwYP//8M+rXr6/w2PTo0QMxMTE4cuQIwsLCULJkSYVdjRIRERFR0aEmfMtPKoiIiIiIVCg2NhbNmzeHVCrFypUri01LECIiIiIiIqKigGNiEREREREVEDc3N0ilUhgaGqJ9+/aqDoeIiIiIiIioWGESi4iIiIioAMTGxmL37t0A0sfG0tHRUW1ARERERERERMUMx8QiIiIiIsonHh4e8PHxgbq6OlxdXREUFARdXV0MHjxY1aERERERERERFTtMYhERERER5ZPIyEisXbtWbtqMGTNgZmamooiIiIiIiIiIii8msYiIiIiI8om1tTUqVqyIiIgIVK1aFSNHjkTXrl1VHRYRERERERFRsaQmCIKg6iCIiIiIiIiIiIiIiIiIMlJXdQBEREREREREREREREREX2ISi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIiIiIiIiIiIiIiIocJrGIiIiIiIiIiIiIiIioyGESi4iIKIdCQkJgZWWl8J+NjQ3s7Ozg7OyMVatW4e3bt0rXI1vm5cuXXx3T69evc72Mou3PmDEDVlZWWLp06VfHlBNpaWnw9/eXm3b79m1YWVnB3t6+UGIoDKmpqVi3bh3atGkDGxsb/PDDD3B1dS30OAr78y0OlJ1vbdq0gZWVFa5evZrjda1btw5WVlaYNGlSfodZLBw/fhxWVlZwdnZWdSgAgKVLl8LKygozZszItqxUKoWjoyOsrKxw+/ZthWUuXLig9Nov+3fr1i25ZQRBgK2tbZbLTJkyJV/2tzApunYTERFRzoWHh2Pt2rXo1asXGjZsiNq1a6NZs2YYPnw4XF1dkZqaquoQ8yw5ORnBwcEFuo3vvd5dGK5evQorKyu0adMmR+Xnzp0LKysrrFu3TuH8mJiYbOvSq1atyrTcmDFjslymZcuWX7WfqpKXZzgEaKo6ACIiouLIxsYG2tra4u9SqRTR0dF49uwZnj59ChcXFyxevBg//vhjgWw/IiICixYtQnBwMI4dO1Yg2ygojx8/xp9//gl7e3tMnz5d1eEUqM2bN2P9+vUAAEtLS6irq6N8+fJKyz9//hwDBgxAfHw8xo0bh19++aWwQi10R48exezZswEAu3fvRtOmTVUcERUVa9euxYYNG6ChoQE3NzdUq1atwLa1efPmbF8okM2vVKkSTExMFJYpVaqU3O+hoaFISEiAnp4erK2tFS6Tcb/evn2Ln3/+Ge/evUO3bt2wbNmy3OxGofiert1EREQF4ciRI1iwYAGSkpKgrq4OU1NTVK5cGaGhofDw8ICHhwf27NmDjRs3wszMTNXh5srNmzcxb948DBo0CAMGDFB1ON81Dw8PjBkzBlKpFIsWLULPnj0LbFu3b9/G4cOHsywjq0sbGhqievXqCstUrFhR6XL169eHunrmdjjGxsbiz8nJyRg9ejRu3bqFSpUq4dy5c9DS0srxfhSG4vwMpyhgEouIiCgP1qxZA3Nz80zT3717h2XLlsHNzQ1TpkyBgYFBpofzZ8+eBZD+QDSv3N3dce7cOdSuXTvXy+bH9r/Gvn378PTp00wtYOrWrYuzZ89CU/PbqZ6cP38eQPpbZJMnT862fM2aNbFhwwaMHDkSu3fvxoABA+Qq59+Snj17IjIyEqtWrcKqVasKPYmVn+db//798dNPP0FfXz8fIqNJkyYhMjIShw4dwpo1a7B69eoC2Y6vry+2bNmSo3IAMHXqVHTs2DHH6wYAe3t7bN68Odvy5cuXx/bt29G/f3+cPn0aI0aMgEQiydG2CouyazcRERFlb/ny5di+fTu0tLQwcuRIDBs2DEZGRuL869evY9GiRXj69CkGDx6Mo0ePZnpJpijbvHkzAgMDVR0GAWjevDkWL16MadOmYf369ejatavcC7j55dOnT/jjjz8gCEKW5WT14i5dumDOnDk5Wnd8fDxCQ0NRsmRJHDx4EGpqalmW19bWxrp16zBo0CA8ffoUR44cQb9+/XK2I4Xka57hELsTJCIiyldmZmZYuXIlOnbsCKlUitmzZ0MqlcqVsbCwgIWFRYFUJHNC1dtXRldXFxYWFqhSpYqqQ8k30dHRAIBGjRrleJkmTZpg2bJl+Pz5c44efhdnY8aMwYABA+Dj44PLly8X6rbz83wzMjKChYUFTE1N8yEyAoA///wTbdu2xfnz5/Hs2bN8X39qaipmzZoFQRCyfUtT9haopaVljtefl2Vq1KiBjRs3QktLq8ASd0RERFT4PDw8sGPHDmhoaGDFihWYMmWKXAILABwcHODi4oIyZcogICBAaddsRDnRtWtXTJs2DW/fvsX+/fsLZBurVq1CUFAQSpQokWW5vNSLZYkvS0vLbBNYMvr6+ti2bRsqV66MjRs34vPnzzneHhV9TGIRERHlMzU1Nfz555/Q0dFBaGgozpw5o+qQSEVSUlIAINcJw06dOuH58+did3vfsjlz5sDX1xft2rVTdShUhGhoaGDjxo148eIFatWqle/r37FjB548eYKhQ4eiZMmSSst9+vQJwcHB0NLSylXCMy8360B6wvvRo0fYuHFjrpYjIiKioiktLQ3z5s2DIAhwcnLKsrt5U1NTjBo1CkB614OJiYmFFSZ9g4YNGwZfX18MGTIk39f94MEDuLi4oEGDBmjRokWWZWX14ho1auR4/XmtSxsbG+PSpUvw8PDINrlGxQuTWERERAXA2NgYrVu3BpA+MGpGsoFIvxyH5fbt2xg/fjzatWsHGxsbNG3aFMOHDxe7/5Np06YNZs6cCQB4+vSp3KCrISEhsLKyQpcuXfDq1Sv06dMHderUQfPmzbF3794sty/j4+ODYcOGoUGDBmjUqBGGDRuG69evZyp3/PhxWFlZwdnZWeF69u7dCysrKwwcOFAuthMnTgAAdu7cCSsrK8yYMUPcfysrK4VdVSUlJWHXrl3o2bMnGjRogHr16qFLly5YvXo1Pnz4kKn8jBkzYGVlhfPnz+PFixeYOHEimjRpgjp16qBz587YvHkzkpOTFcadlYsXL2L48OGws7ODjY0NWrdujVmzZsHf31+u3MCBA2FlZYXY2FgAwKBBg+T29WtYWVmhTp06SEtLw86dO9GxY0fUrVsXbdu2xYIFCxAeHp7l8r6+vpg0aRKaNGmCunXr4qeffsKWLVsytRiUCQ4OxqJFi9ChQwfUrVsXdnZ2GD58ODw8PDKVjYqKwpIlS9CtWzc0aNAAtra26NatG1avXi0ei68RHx8PGxsbWFlZKRw0umfPnrCyssLUqVMzzfvvv/9gZWWFwYMHA8j6fJO5fPkyBgwYAFtbW9ja2uLnn3/GuXPnMpVTNMB0xu9iSkoKtm3bhi5duqBu3bqwt7fHuHHj8Pjx4zwdg/Xr18PR0RH16tUT4zp8+LDSgcDj4+OxdetW/Pzzz7C3t0ft2rVhZ2eHAQMG4MiRI0hLS1O4nK+vL2bPno02bdqI16QJEybg0aNHSuOLjo7GwoUL0bp1a9jY2KBVq1b466+/EBUVlet9zc7t27cxYsQINGnSBLa2thg+fHiWscm8efMG69evR9WqVTFx4sQsy/r5+SEtLQ3VqlXLVdeTsrdHc3Oz/rVy810FgLt372LKlClo06YN6tWrh3r16qFdu3aYM2eOXHdA2V27ZaKiorB06VLxmtS4cWMMHjxY7FZVkQ8fPmDNmjX48ccfUbduXbRs2RILFixAbGyseB29fft2puW8vLwwfvx4NGvWDDY2NmjevDkmT56s8Dsl+1s1f/58XLx4Ee3bt0edOnXQoUMHrF+/HlZWVrCzs1P6N8HV1RVWVlYF8gCIiIi+fd7e3ggKCgKQnlTIjpOTE5YuXQo3Nzfo6enJzfv48SPWrVsn1gMbNGgAZ2dnbN++XWGrkzZt2sDKyirT/aiMvb19pr+1Gf9uRkdHY/78+WjVqhVsbGzg4OCAP//8E+/fvxfLy+rU3t7eAIAFCxbAysoqxy3J0tLScPToUfTv3x8NGzYU/0YvWrQo2/uaN2/eYMKECWjcuDEaNGiAvn374tSpUwrLxsfHY+3atejRowcaN26M+vXro1OnTjnaTkayev/WrVvx+vVrjBkzBo0bN0bjxo3Rr1+/LOs9ua3Hyz6/oKAgTJ48GfXr10fjxo0xbdq0HMeblaCgIMycOROtWrVCvXr14OTkpPT4ZZScnIzZs2dDQ0MDCxcuVDhelYwgCPDz8wOQt5ZYhVmXlt0zOTk5wdbWFvXr10ePHj2wf/9+hfdLsrq3o6MjbG1txTrp+PHj4eXlJVc2q2c4MsnJydi9ezd69OiBBg0aoH79+nBycsKOHTuQlJSkMObU1FQcOXIEPXv2hK2tLezs7DBhwgT4+fmJ56qi72JAQADmzp0r3ufZ2dlh6NChCu91s3rGtH79evH+XNm9bWhoKKytrWFra4tPnz4pPvg58O0MOkFERFTENGjQAOfPn8fdu3ezLXv69GlMmzYNaWlpMDMzg5WVFSIjI8UBfh8/fozp06cDAGxsbKClpYWAgADo6enB2toaJiYmcuuLi4vD8OHD8fHjR1haWuLNmzewsLDINo67d+/CxcUFACCRSBAZGYmbN2/i5s2bmDRpEsaPH5+HI5FOR0cHtra2CAwMRFRUFExNTVGxYkVUrVo1y+Wio6MxZMgQ+Pr6Qk1NDdWrV4e2tjb8/PywadMmnDx5Etu3b1e4f15eXpgyZQoAoFq1atDV1cWrV6+watUq+Pj4YNOmTTmKPS0tDdOmTcPp06cBpI9fU6lSJfj7++PYsWM4c+YMVqxYgQ4dOgBIP3YpKSl49OgRUlJSIJFIoK+vn+2+5sacOXNw9OhRGBkZwdLSEq9evcLevXtx8eJF7N69W+HxuH37Nvbu3QtBEGBhYYHY2Fi8fv0a//zzDx48eJCp+8KbN2/il19+QVxcHPT09GBpaYmIiAjxvMw4UHBUVBR69uyJsLAwlCxZElWqVEFKSgpevXqFFy9e4OzZszhy5AgMDAzyvM/6+vpo1KgRPD094enpKTeuW1xcnNjt3J07dzIt6+7uDgBicjk7W7duxf3791GqVClUqVIFoaGhePDgAR48eIB3795h6NChOVpPSkoKRo8eDQ8PD5QtWxYWFhZ49eoVrly5And3d7i4uKB+/fo5WldISAiGDRuGwMBAaGpqomrVqkhLSxPjunjxIjZu3CjX8i8sLAyDBg1CcHAwtLW1UblyZZQvXx7BwcG4c+cO7ty5g8ePH2P+/Ply23J1dcWcOXOQnJyM0qVLQyKRICwsDJcuXcLVq1exZcsWNG/eXG6Z6Oho9OjRA2FhYahWrRrMzc0RGBiIAwcO4Pr16zh58iRKly6do33Nzr59+7BgwQIIgoBy5cqhQoUK8Pb2Rr9+/bJsuSUIAmbPno3k5GTMnz8fOjo6WW4n4w20p6cnzp49i6CgIOjp6aFRo0bo1atXpn1KTk5GYGAg1NXVoauri/Xr14vXgurVq8PJySnf+8LPzXcVADZu3Ig1a9YAAExMTGBpaYmYmBiEhITg8OHD4ve1evXqObp2P336FCNHjkRUVBS0tbVRrVo1fPr0CV5eXvDy8oKzszMWL14s1x1MeHg4hgwZgjdv3kBLSwsSiQSxsbHYu3cv3N3dlXbzuHLlSmzduhUAULZsWVhbWyM4OBhnz57F+fPnMXv2bIUDyvv4+ODQoUMwNDRE1apVERISgiFDhmDfvn2Ijo6Gh4dHpocJAMSHOd26dcv9B0NERN892cNsExOTHN2PlSlTBt27d880PSAgAEOHDkVYWBg0NDRQo0YNpKWl4dmzZ3j69ClOnTqFHTt2ZLovzKv379/D2dkZ7969E//u+/n54eDBg3B3d4erqytKly6NUqVKwdbWFi9fvkR8fDwqVaoEExMTlC9fPtttfP78GaNHjxaPUZUqVaCvr49Xr15hz549OHnyJDZu3Kiwa3Z/f3/07t0bCQkJqFGjBhITE3H//n3cv38fXl5eWLx4sdx2Bg4ciGfPnkFHRwdVqlSBuro6/P39sWfPHpw5cwaHDx/O1ZjRfn5+2LJlCxISEiCRSBAfH4979+7h3r17GDx4MGbNmiVXPi/1eJmpU6fi8ePHkEgkePfuHSpUqJDjOJW5f/8+Ro8ejY8fP0JfXx+WlpYICQnB1KlTs+0Kf/369Xj9+jUmTpyYbWIqODgYiYmJMDExQVRUFLZv347nz58DAKytrdGrVy+F98iyF24rVKiA/fv3w8vLCx8+fICZmRnat2+f7714hIaGYuTIkXj9+jU0NDRgYWEBqVSKJ0+e4MmTJ/Dx8cHSpUvF8h4eHhg/fjw+f/6MUqVKoXLlykhKSkJwcDAuX76MK1euYMWKFejSpQuA7J/hxMbGYuTIkXj06BHU1dVRqVIllChRAr6+vnj27Bnc3NywY8cOlClTRlxGKpXi999/x4ULFwAA1atXh6amJi5fvgx3d3c0bNhQ4b5evnwZv//+Oz5//gw9PT1YWVkhJiYGt27dwq1bt3D58mUsW7YMGhoacsspesbUsGFDODg44PLly3Bzc0OdOnUybe/06dMQBAEdO3aErq5u3j8kgYiIiHIkODhYkEgkgkQiEYKDg7Mtf/HiRbF8cnKyOF02zdfXVxAEQUhNTRWaNWsmSCQSwc3NTW4dJ06cEKysrARra2u5bR47dkyQSCSCk5OT0hg7dOggREZGCoIgCDExMUJaWprC7QuCIEyfPl2c3rNnT+Ht27eCIAhCWlqa4OLiIlhZWQlWVlbCvXv3so1BxsXFRZBIJMKAAQPkpsu29ffff8tN9/LyEiQSiWBnZyc3fdCgQYJEIhG6dOkivHr1Spz+7t07cV6HDh2Ez58/K9yfUaNGCREREeK8f//9V5zn4+OjMPYvrVu3TpBIJELDhg2F//77T5z+6dMnYfHixYJEIhHq1Kkjd0wFQRDs7OwEiUQieHl55Wg7OSGLXSKRCCtWrBCkUqkgCIIQFRUlDBw4UJBIJIKzs7P4eQuC/PEYMmSIEB4eLs7bs2ePOO/hw4fi9KioKMHe3l6QSCTCH3/8IcTHxwuCkH5O7Nq1S5BIJELt2rXF8/Lvv/8WJBKJMGnSJCEhIUFcT1BQkNC+fXtBIpEI69ev/+r9l237l19+kZt+6dIluWMTFBQkN79t27aCRCIRAgICBEFQfr61bt1aXMfff/8tJCYmCoIgCElJScJvv/0mSCQSoUGDBnLf6bVr1woSiUSYOHGiOC3jd7F+/fpy3+3w8HDhp59+EiQSiTBy5Mgc7XdKSorQvXt3QSKRCGPGjJE7p/38/IROnToJEolEWLhwodxyEyZMECQSidC/f38hKipKnJ6UlCR+ZlZWVsL79+/Fea9fvxZsbGwEiUQirFmzRtzX5ORkYcmSJYJEIhEaNWokfs6ya4FEIhFat24t9716+PChUK9ePUEikQhbtmzJ0b5m5+XLl0KtWrUEKysrYc+ePeK5HhkZKX4HJBKJMH369EzLyr7/c+bMEadl9T1duHCh+BlmPL9k/5o2bSrcv39fbplnz54JEolEqFWrllCnTp1My1hZWQn//PNPvhwLQcj9d/X58+eCtbW1ULNmTeH06dNy63r+/LnQsmVLQSKRCH/++afcPGXX7o8fPwoODg6CRCIRZs+eLcTFxYnz7t69KzRv3lyQSCTCrl275JYbNWqU+DcnLCxMnH7hwgWhbt264vHK+LmcOHFC3J8jR46In31KSoqwdetW8W+Vh4eHuEzG83PixIni+Sz7PixYsECQSCTC5MmTMx3b9+/fCzVr1hTq1asnt19EREQ5NXHiREEikQhDhw7N8zqSk5OFjh07ivdWsns1QRCEN2/eCI6OjoJEIhH69esnt5ysXpvx/iUjRXWgjH83O3ToIDx58kScd+/ePbFet23bNrl1DRgwQJBIJIKLi0uO92vGjBmCRCIRWrRoITx48ECc/uHDB2Hy5MmCRCIR7O3t5eqpsnq3RCIR2rVrJ3d/eP78ebEOe+bMGXH63r17BYlEIvTt21eIiYkRp0dGRgq9e/cWJBKJMHPmzBzFnHH7rVu3lrv/O336tFC7dm1BIpEIV65cEafntR4v+/xsbGzE+mZycvJX10k+f/4srnvq1Kly9zuye1vZ/n3pyZMnQq1atYTOnTsLSUlJgiD87xxfu3ZtpvKye7S6desKNWvWzFQvrl27tnDgwIFMyzVq1CjLOviIESPEOm9+kJ2/vXv3FkJCQsTpt2/fFmM4efKkIAjpx0lWv128eLF4HARBECIiIoQhQ4YIEolE6NSpk9w2snp+Mnr0aEEikQh9+vQRAgMDxelhYWFCv379BIlEIowdO1Zume3bt4vfkbt374rTfX19hXbt2onHKuPn8ubNG/H+ZMGCBeJnLwiCcP36dfG4r1q1Spye3TMm2XOvFi1aCKmpqZn2TXbfe+vWLcUHP4fYnSAREVEByTjOiqIu72SioqIQGRkJAwMDdOrUSW5e9+7d0bt3b3Tu3Bnx8fG52v6wYcNgbGwMADA0NMzRgKglS5bExo0bYWZmBiB9fK8BAwagR48eEAQBu3btylUMX+vu3bvw8vKCjo4ONm/eLPf2oqmpKTZs2AAzMzMEBATg2LFjmZY3NDTEmjVrULZsWXHaoEGDULlyZQDAw4cPs40hMTERO3fuBADMnz9friVPiRIlMHPmTLRt2xZJSUmFOo5N+/bt8fvvv4tdnBkZGWHt2rUwMDDAkydPcPPmzUzLGBgYYO3atShXrpw4beDAgeIbdA8ePBCnHz58GDExMahXrx7mz58vns9qamoYMmQIWrVqBalUKnZ3KXtbztHRUa7rk0qVKoldlmV8cyyvHBwcAKS/1SoIgjhd9ganra0tAPnWWP7+/ggODkb16tVzPK5RkyZNMH36dPFtMW1tbfGNyoSEBLFbjJwYO3YsfvrpJ/H3cuXKieMd5OQcBNK7snz27BmqVq2K1atXy53TlpaWWL16NdTV1XHgwAGx676kpCT4+PhATU0N8+bNkxtAXFtbG1OmTIG2tjYEQcCbN2/Eebt27UJycjI6deqESZMmiS1itLS0MH36dEgkEnz8+FFh1zTLli1D3bp1xd/r1asnvk2c8fz6Gjt37kRKSgq6d++OgQMHitc2Y2NjrF27Vmlrr+DgYKxatQrlypVT2OWkIrKWWIIgYMaMGWLL2IMHD8LOzg5RUVEYM2YM3r59m2mZlJQUtGrVCq6urnj8+DGuXr2KsWPHQk1NDZs3b8a+ffu+5jCIcvtdvXXrFjQ1NfHjjz+Kb4fKWFtbo0+fPgCA169f52j7hw4dwtu3b2FnZ4cFCxZAX19fnNewYUMsXLgQQHrrRlm3pc+ePcO1a9egp6eHDRs2yL2t3aFDB6Wfz/r16wEAkyZNQs+ePcXPXkNDAyNHjsTAgQMhCAJWr16tcPnJkyeL57Ps+yA7P//7779MY4+4ubkhNTUVbdu2ldsvIiKinIqLiwOQfl+SV25ubvD390fZsmXl7tWA9N4mtm7dCj09Pdy9e1dhN/B5tWzZMrnW47a2tujcuTOAnNdhlQkJCYGrqyuA9C76MvZMULp0aSxfvhy1a9dGTEwMdu/enWl5NTU1rF+/Xu7+sGPHjhg7diyA9PFPZWR1sw4dOsh9DsbGxpgxYwYcHBxQsWLFXMWvpqaGDRs2QCKRiNO6dOki1vFlrcaBvNXjM+rQoQMaNGgAIL0+/rV1knPnziE0NBRVq1bFokWL5O53Zs6cicaNGytcTiqVYtasWUhLS8OiRYtyNO7zixcvAKS3huvVqxfOnTuHx48f48KFC+jTpw+kUin++usvufuKsLAwfPz4EQBQuXJl7NixAw8ePMDt27exZMkSGBoa4saNG2L3fF/r/v378Pb2hp6eHjZu3Ch3Lsi65wOAkydPAgCePHmCxMREmJqaYtq0aXLHoWzZsmLvNf7+/kq7bc9Idp9gaGiIjRs3is8qgPQeYNauXYuSJUviypUr4vFMSUkRz7FFixbJtbqSSCRYt26dwuc/27ZtQ1JSElq0aIE//vhDrmVUy5YtsWTJEgDp94MxMTGZllf0jMnBwQGGhoYIDw/P1CPKs2fP8OrVK5iZmWXZjX9OMIlFRERUQDKOMZRVAqlMmTIoVaoUPnz4gFmzZmV6OD5//nysWLEC1tbWudp+Trsoy6hdu3YKu6CQjXt18+ZNpePuFIRr164BgNIbC319fTE2WdmM7OzsFA7oWq1aNQDIUWLw7t27SEhIgJGRkdKBmGXjft24caPQjo9smxkZGhqiffv2ABQfD3t7e5QqVSrTdNnNX8aKqmx5Z2dnhefvvHnzcPnyZYwYMQIAxMr2ihUrcP36dbnxZTp06IBNmzahX79+Odw75apVq4bKlSsjJiZGrMQDgKenJ3R1dcVuxDJWoHPblSAAhV1UGBsbize+uRnjS5Z4yyg35yCQ/oAdSE9eKuoCTyKRQCKRQCqVigk9HR0d3LhxAw8fPlTYfU1SUpLYvWPGcRRkn32PHj0yLaOmpoaNGzfi+vXr4kMMGUNDQ4Xdj8iSpPkxLhrwv8+za9eumeYZGhoq7V5kzpw5SExMxJ9//qnwe6BI27Zt0b17d2zevBlDhw6FiYkJtLW10aBBA+zYsQO1a9dGbGysXNek5ubm6N+/P8aPH4+1a9eiZs2a0NbWRoUKFfDrr7+KCZo1a9YoHL8it3L7XR02bBgePXqEv//+W+H6ZDezOe2zXnZu/vTTTwq337JlSxgYGCAqKgpPnz6VW6ZVq1ZySXWZnj17Znow8vr1awQHB0NdXR0///yzwlgGDRoEAHj06FGmh0CGhobi9y4jGxsb1KhRA58+fcKVK1fk5rErQSIi+lqye5GUlJQ8r0OWmHJ0dFRYh5F1sQYovgfIC0NDQ9SrVy/T9NzWYZVxd3dHWloaateurXA7Ghoa4r2Don1q2LAhrKysMk2X1V+fPn0q1gVk9ynbt2/H2bNnkZCQIJZv0KABtm7dmutu8xs3boyaNWtmmt67d28A6d0YR0dHA8hbPT6jvNzXZ0VWl/7xxx8Vdt+csQvqjLZu3YoXL15g4MCBCj8zRWrXro0+ffpgzpw5mDdvnjg0QNWqVTF//nwMGDAAgiDIddWnrq6OYcOGieNRNW/eHHp6ejA0NISzszO2bdsGdXV1XLhw4auTqcD/vl+tW7cWEzQZ9enTB25ubmJ939bWFvfu3cPFixczdbkH/K8unZaWpnQsq4xk9c9mzZrJvXQoY2xsjCZNmgBIf94ApL8cGBsbCxMTE4XdYVtbWyvsTlC2vLL78nbt2qFChQr4/Plzjs9FbW1t8YXNM2fOyM2TDcfg6OiY5dhpOcExsYiIiApIxop9Vg9MNTU1MWnSJCxatAjHjx/H8ePHUb58efzwww9wcHBAixYt8tR3cF76Q1dUEQf+N6BqQkICIiIi5N7+K0gBAQFZxgVAfDtQVjYjU1NThcvIbiZz8maUbL1WVlZKK16yGBISEhAZGal0u/nJxsZG4XTZZxUYGJhpnqKHxQDEllMZE0/BwcFy6/vSl+fAsGHDcPbsWfj7+2PUqFHQ1dVFo0aN0KJFC7Rt2xbm5ubZ7FHOOTg4wMXFBbdu3ULNmjURERGBV69eoXnz5uKbg7LBpYG8JbGUHauSJUsiNjY2RzckMorOB9k5mNOkp6xVzPnz53Hv3j2FZd69ewcg/a2/L7cVEhKCBw8eIDAwECEhIfDz84Ovr6+YbJd9F5KSksTBujO+WZqRsvECsju/cnPMlPn06RMiIiIAQOm4EooeaBw+fBienp748ccfc9WH/uDBg5XO09bWxrBhw/D777/LvT3aqFGjLMcSGDBgANavX48PHz7g3r17+OGHH3IcjyK5/a4C/3uxwtPTE69evUJwcDACAwPx7Nkz8fPPyfUR+N+56eLionQwcNl55u/vj/r164st/xR9VkD6OVutWjXxzWngf9dic3Nzpa3tKlWqhFKlSiEuLg4BAQFyDyKy+pvYtWtXrFy5Em5ubnB0dASQPlj806dPUbZs2a/+jIiI6Psl+/ujqFVDTuXknqhWrVo4efKkwnuivFBWr8ttHVaZr73PU7acqampWBfw9/eHsbExevXqhUOHDiEoKEhsld2gQQO0aNECbdq0yXZcJ0WU3YuZmZmJ2w8JCYGRkdFX1eOBvN3XZ0V2PJXtt6L6mWw86ooVK+LXX3/N8bZat26d5T3Y6NGjsXfvXvj7+yMgIABVq1aFmZmZOB64InXr1kWzZs3g4eGBq1evfnWSLygoCIDyurRszLAvlShRAk+fPsWzZ88QFBSEoKAgvHz5Uu4zzEl9WnZ+3L17F3379lVYJiQkBMD/zg/ZMhKJROkL0zVr1pQbnz0+Pl68j8pqDOGaNWsiLCxM4fdO2bnYvXt37N+/HxcvXsTcuXOhpaWFtLQ0Maml6OXD3GISi4iIqIDIHtKZm5tn29R+0KBBqFKlCnbv3g1vb2+8ffsWR48exdGjR1GyZEmMGDEC48aNy9X2Fb3llZ2M3cApm57Tt/Pzg+wtuYxdM35JFlvGN+pkFL1ZllHG7ujyIwYgvXJY0EksTU1NpfHIpsu6LskoJ10+yMhazWS13xlVqlRJHHz54sWLiImJgbu7O9zd3bF48WI4ODhgwYIF+XJsWrVqJSaxhg8fLr4lZm9vj3LlyqFatWrw9/fH27dvYWRkBG9vbxgaGopdDeZEbo5VdrI7D3NClhQPDg4WkxbKZPzsw8LCsGjRIly5ckXufDcxMUHHjh3h7u4u191pxtZSyq4HyuTHfmZH1rUIoDy+LxMc4eHhWLZsGQwMDDBnzpx8jUf2AOX9+/eQSqU5Ogba2tqwsLDAo0ePEBYW9tUx5Pa7CqR3AbhhwwaEh4eL07S0tFCzZk1YWVmJid+ckJ2bOel+UHZuymLO6gWNL/cnJ9diIP28iIuLy/Q3IavvdLdu3bBq1Sp4eHggNjYWhoaGYpcxXbp0UfiWLRERUU5UrVoVQM676QXSu7+rXr26WK/Iyd9A2TxF90R5UdD1utzcY6WkpCApKUnu/jareqqsLiBr8W5gYICjR49i8+bNcHNzQ3h4OLy9veHt7Y2VK1eiQYMGWLhwYa6SWcpeqJHtU1xcnFjvyWs9XiYv9/VZkcWjrB725Qu4qampmDVrFqRSKebPn5/re4SslCtXDsbGxoiKikJYWJj4fcmOtbU1PDw8EBoa+tUxyOqludmvO3fuYMmSJWIvA0D6S2JVqlSBo6Oj0he7FJF9Hu/fvxdfJlMmP+rSiuZllNXzFWXnYr169cR7cHd3d7Rp0wZeXl54//49atWqpfTlyNxgEouIiKiAyMZ/yembQQ4ODnBwcEBcXBxu376NW7du4erVqwgLC8OaNWtQsmTJLFsF5AdlCaqMFZisKuw5WVduyCpQWXVXIavI5WdlOq8xALl7kJxXKSkpSh+Yyz6rrx1/qkSJEoiPj880RkxWzMzMMH/+fPz11194/PgxPD09cePGDdy/fx/Xr1/HmDFjcPz48RyNz5YVOzs76Onp4d69e0hOTpZLYsn+9/f3x+3bt2FsbIzPnz+jXbt2xfpBtOwGZe3atejYsWOOlvn06ROGDBmCwMBAmJubo2/fvrCxsYGFhYX4Fl3z5s3llsnY/WZiYmKOu90rLBnHMVAW35dd9N28eVP8jmbVokbWFd2ECRMwceJEufUp6pYU+F8iXF1dXRyfDki/2U9LS1P6AEi2XH48IMrtd/Xw4cOYO3cugPTkjYODA2rUqIGqVatCW1sbhw4dylUSS1dXF3FxcTh27JjSt5IVLQNk/aDty3k5uRYDefubYGpqiiZNmuDWrVu4dOkSevXqJY4hxq4EiYjoazg4OGDp0qWIioqCr6+v0lbIMgkJCejRowe0tLSwdu1atGjR4qvviZS9uJcf3RrnVW72SVNTM9PD86zqPbI6RMb7VgMDA0yfPh3Tp0/Hixcv4OXlBXd3d3h5eeHBgwcYOnQoLl68mOMeULI6drJ9kt2P5aUeX5Bkx0XZMfyy94S3b9/i0aNHAIDhw4crXe/69euxfv162NnZwcXFRZwulUqhrq6u9F5MUb1YEARIpVKlLyHld10ayPnzi5cvX2LYsGFITk5Go0aN0K1bN1hZWcHCwgL6+vrw9/fPVRJLdn5Mnz4dw4YNy9UyealLA+nnqLL7PNn5m9vnK926dcPq1atx9uxZtGnTRmyFlV91aY6JRUREVADevn0LT09PAECnTp2yLJucnIyXL1/i+fPnANLffGrXrh3mzp2LK1euwMnJCQByVRHKK0XdFwAQYytTpozYPZOsEpqxC7qMZE3Vv4asz3XZ9hWRvf2UcQDU/CSLwdfXV2l3ALIYdHV1lXa9kd+Uvc0pGycqL91iZJTdW6NXr15F//79sX79egDp5/ytW7cgCALU1dVRr149jBkzBvv378euXbsA/G9g16+lra2NJk2a4NOnT/Dx8cGdO3egp6cndjkiS2Z5e3uL/X4r6iu8OKlSpQqArN/iffDgAV6+fCneVF++fBmBgYEwNDTE0aNHMWLECDRp0kRMYCUlJWUap8rAwEC84Va2rUOHDmHw4ME4cODA1+5Wruno6KB8+fIAlF8XZK1gZYyNjWFra6v0nyz5JJFIYGtrK67/xYsXaNCgAerVqyfXYikjWQzVq1cXk7M///wzateujZ07dypcJjk5WTy21atXz83uK5Tb76psoPOJEydi2bJl6Ny5MyQSifiQQNadTU7l5Ny8ffs2Xr9+Lf69kF2fXr58qbB8cnJypi5RZdfi0NBQuRZ5Gfn7+4sPZGRx5ZTsBvvy5ct49eoVgoKCUKNGjSy7WyEiIsqOhYWF+Hdv9+7d2ZY/ceIEpFIpUlJSxLptXu+Jsrpf+/jxo0qTWLnZJ0VdWSvrNjE4OBjx8fFQV1cX61kRERG4ffu2WEewtrbGkCFDsGPHDri6uqJEiRJ4//49bt++neP4ld3ThISEID4+HlpaWuJnkZd6fEHK7th/GaeOjk6WdWnZS2bly5eHra2tXKsbBwcH2NjY4Ny5cwq3FR4eLo4dJvu8VqxYARsbG4wdO1bpPsjueZV1L54bsrq0ss80KioKPXv2xG+//YaUlBS4uLggOTkZTZs2xZ49e9C7d2/Uq1cP+vr6AAqmLv3s2TM8f/5cTDDJril+fn5Kk9RfjrVeqlQp8T7w2bNnCpcRBEGcl5e6tJqamjg+9vXr16GhoZFpHOW8YhKLiIioACxYsABpaWmwtLTMdhyeS5cuwdHREb///numCoi6uro4iGfGBMrXDoqpzOXLlxW+DSd7WJ1xXwwMDACkP1D88m2tlJQUcYDUL8ke9OakK79WrVoBSB9sVVFXAfHx8XB1dQWQuUVJfmnYsCH09fURExOD8+fPKyyzb98+AECTJk0K7LP50okTJzJNi46OxuXLlwFAHNw5r2THU9al1pdOnz6Nu3fv4sOHD0hOTkaXLl0wdOhQ+Pj4ZCrbqFEj8S25r+0/X0Z2bpw6dQqBgYFo1KiRmIywt7eHmpqamMTS1NREixYt8mW7qiLbX1dXV4VjSwUHB2PAgAFwdHQUW4HKvjMVKlRQ2DLv5MmT4lhFGT8X2Wcv+25lJAgCTpw4AS8vr3wZ4yov2rZtCwA4cuRIpnmJiYmZvqcODg44cOCA0n+yG84//vgDBw4cEAezrl69uvjwR9H3IDU1FXv27AGQPjC2jEQigSAIOHPmjHh8Mzp06BASExNRqVKlHLdcykpuvqvA/84LRWNJfP78GW5ubgAyf1eVXbtl5+bhw4cVXtfv3r2LQYMGoXPnzmL3ibLP8Pr16+Kg6xmdOXMm00McCwsLVK5cGWlpaTh48KDCfZVdiyUSSa7Hj+jQoQP09PTg6ekpPmjJj/77iYiIxo8fDyC9bnXlyhWl5YKDg7Fu3ToAQO/evWFkZAQgvS4DpP99VNTd3Lt378T1ZrwnkrW4UfSi4n///ZeXXVEqN/d4ANCiRQuoq6vj2bNnePjwYab5qamp4t97Rfd5t2/fxtu3bzNNl923NmrUSKzjDRw4EIMGDZIbw1SmRo0aKFu2rLjNnLp586bClzZl9dOmTZuK289LPb4gyephbm5uCltjHT9+XO53ExOTLOvSshcIe/TogQMHDsh13y1Ltii6rwAgvuxoZ2cnvixbs2ZNpKSkwNvbW+EzgBcvXsDT0xPq6ur50rJNdp947dq1TC/4AenPax4/fozXr19DU1NTjMnKykph67KjR4+KP2c8p5Q9J5CdHxcvXhQTehnFxcVhyJAh6N69u1hHbdSoEQwNDREZGSm+tJlRUFAQ7ty5k2l6y5YtAUDpy4iXL19GeHg4NDU1xc81pypUqIDGjRvj48eP2L17NyIjI9GsWbN8G9ONSSwiIqJ8FBAQgEmTJuHKlSvQ0tLCggULsu3CrFWrVihZsiRev36NxYsXyzVjDwsLE9+al1U4gP817X7//r3SllB5ERkZicmTJ4tvuaempmLDhg04f/48dHR0MGLECLFs3bp1oaGhgcTERKxatUqsoMXFxWH27NlK346TdbeXk7FgGjVqBHt7eyQnJ2PMmDFybyeFh4dj/PjxCA8PR6VKldCrV6+87naWSpYsiaFDhwIA5s6di2vXronzkpKSsGTJEvz333/Q0tLCpEmTCiQGRfbu3StXQY6IiMDEiRMRFxeHVq1aoW7dul+1/v79+6N06dK4c+cOFi9eLN5wCYIAFxcXuLm5QUtLC/3794e2tjY6dOgAID0RkPFGOTk5Gf/88w+kUikqVqz41S3EZGQ387JkXsZKtrGxMWrUqIHg4GAEBATA1tY2x91gFlVdunRB1apVERgYiIkTJ8rdNAcEBGDcuHFISUlBzZo10bRpUwD/e6vQ19dX7kGFVCrFkSNHsHjxYnFaxhvqESNGQEtLC6dOncL27dvF77ZUKsXKlSvx4MEDGBoaonv37gW4x8oNHz4cenp6uHz5MtauXYuUlBQA6W8U//bbb/nSChRIb/E3YMAAAMC6devkkmNxcXGYNm0aHj16BFNTUwwZMkScN3jwYGhpaeHly5eYM2eO2JWHIAhwdXXFsmXLAABTpkzJl6R3br6rwP/Oi71798q9tBAUFIQxY8aILaC+fMii7Nrdr18/lClTBnfv3sWsWbPkHq49fvwYkydPBpD+wES27bp166J58+ZITEzEhAkT5Fq63bx5U+7czEj2EHDt2rU4duyY+KAsNTUV27dvx969ewEAv/32W04OnRw9PT106NABSUlJ2LlzJ9TV1eHo6Jjr9RAREX3pp59+QpcuXZCWloaJEydizZo1cg+r09LScPHiRfTt2xexsbGoWrWq+PdTtny1atUQGRmJcePGybX08Pf3x6hRo/Dp0yc0aNBATFAAQIMGDQCk/83PeB9169YtLFmyJF/3UXZ/mtPxPs3NzcW65C+//CKXyPr48SOmTp2KZ8+ewcDAQO4eVCY5OTlTHeLIkSPYvXs31NTUxDoDkF6PBoAlS5bg8ePH4vS0tDT8+++/CAkJgZ6eHho2bJjj/f306RMmTpwoN4bRiRMnsGPHDqirq2PChAly289tPb4gtWvXDrVq1UJ4eDgmT54svuiUmpqK9evXK0z25ZWs+0F3d3esXLlSfHaRmpqKHTt2YPfu3dDQ0MCUKVPEZdq3b4/KlSsjOTkZkyZNkhtH7NGjRxg7dizS0tLQt29fha30cqtZs2aoV68e4uLiMGnSJLnPRzZuGgDxmYCsPnv27Fm5ngM+fPiAxYsXi93oAfL1aWXPcOzt7cXkz+jRo+XWGR4ejnHjxuHDhw8wMTER66Y6OjrisZ09e7bci6RBQUEYP368wqTs8OHDUaJECbi7u2PhwoVyz55u3LiB2bNnA0i/n5Eld3ND9p3etGkTgPztlptjYhEREeXBL7/8Itc/c1JSEt6/fy9WePT19bF8+XLY2tpmu66SJUti2bJlmDBhAvbs2YNjx46JlbbAwECxK4mRI0eKy9SoUQNqamqIiIhAx44dYWZmli9de7Vt2xZXr16Fg4MDqlWrhvDwcERGRkJTUxNLliyRa65vZGSEQYMGYdeuXdi1axfOnDmDcuXKwd/fH0lJSRg7dqxYeclI1g/8hQsX4OjoCDs7O7m3tb60cuVKDBs2DC9fvkTnzp1hYWEBLS0t+Pn5ISUlBRUrVsT69evFN90KwtixY/HmzRu4ublh9OjRqFChAoyNjfHmzRskJCRAV1cXCxcuLNRup6pVq4bZs2dj3bp1MDY2xsuXLyGVSmFlZYUFCxZ89frLlSuHf/75BxMnTsS///6L48ePo0qVKnj79i2ioqKgoaGB+fPni5X46dOn4969e/Dz80Pnzp1RqVIllCxZEsHBwfj48SN0dHSwePFiuXGDvoaZmRmsra3FriS+fFPM3t5e7KqsuHclCKQnVDZs2IDhw4fj+vXraNWqFSwtLSGVShEQEIDU1FSYmZlh48aN4jLt2rVD7dq18fTpU4wdOxaVKlVC6dKlxc/E0NAQlStXhq+vr9wNuLW1NebPn48//vgDy5cvx/bt21GxYkUEBwfjw4cPKFGiBFauXCk3PlVhqlChApYuXYrff/8dGzZswMGDB1G+fHm8efMGnz59QqtWreSSzV9j/PjxePHiBa5evYpffvkF5cqVg4mJCV6/fo3Pnz+jTJky2Lp1q1yf8hYWFli4cCFmz56NEydO4Pz58+KDJ9lxnjx5slzrra+R2+/qpEmTMGnSJNy6dQstWrRAtWrVkJCQgMDAQAiCgCZNmsDLywuRkZEQBEF8s1rZtdvY2Bjr1q3DuHHjcPz4cbi5ucHS0hLx8fHiTbiVlVWmh2WLFy9G3759cf/+fbRt2xYSiURcxsrKCm/evIFUKpV7EaR79+54+fIlduzYgVmzZmHVqlUwMzNDcHAwYmNjoaGhgalTp2bbAlqZ7t27w9XVFYmJiWjSpInYtSQREdHXWrJkCUqUKIGjR49i48aN2Lp1KypWrIhSpUqJdSwg/UWPL+9tZPXAESNGwNvbG23btoWlpSXS0tLE7sSsrKywatUqub+bQ4YMwenTpxEZGYmuXbuKf59DQkLQoEEDlCxZEh4eHvmyf1ZWVrh69Sr+/fdfeHp6olOnThg9enSWy8yZMwehoaG4ffs2+vTpg6pVq6JkyZJ49eoVkpKSYGhoiNWrV8PMzCzTsi1atMCdO3fQtm1b1KhRAzExMWLLrGnTpom9mQDAqFGj4OHhgQcPHqBnz54wNzeHgYEB3r59i+joaKirq2PevHm5qttWrlwZT58+RZs2bSCRSBATE4OwsDCoq6tj1qxZqFevnlg2L/X4gqShoYGVK1di6NChuHbtGhwcHGBhYSHWHVu3bp1viaxmzZph8uTJWLVqFbZu3YoDBw6gcuXKCAsLQ0xMDDQ1NbFo0aJMx2vdunUYOnQonjx5gh9//BFVq1ZFamqq+LJk69atMWPGjHyJEQBWrVqFIUOG4Pbt22jdujVq1KiBuLg4MYHWs2dPMUEzdOhQnD59Gu/fv8dPP/0kdoMYEBCA5ORkWFtb4927d4iNjcX79+/FlkhZPcNZuXIlhg8fjkePHqFjx46wtLSEurq6WB/W19fHtm3b5MbpHTZsGO7evYvr16+jd+/ecs9J9PT0UKVKFQQGBspdEywsLLB8+XJMmTIFLi4uOHbsGCwsLBAdHS22MOvUqZNcEj03OnbsiAULFiAxMRF6enpo165dntajCFtiERER5cGTJ09w//598Z+vry9SUlLQsGFD/Prrr7h06VKuHpy3a9cOe/fuRYcOHVCyZEn4+fkhPDwctWrVwvTp03Hw4EG5G5lq1aph4cKFqFy5MiIiIhAcHIzIyMiv3q/WrVtj586dsLa2xuvXryGVStG2bVscOnRIYV/G06dPx8KFC2FjYyNW8uzs7HDgwAGlTfudnJwwZMgQGBsbIyAgQExCKGNiYoLDhw9j6tSpqFWrFsLCwhAYGAgLCwv88ssvOHHiBKytrb9637Miq+ivWrUKzZo1Q0JCAnx9fWFsbIx+/frhxIkT4ht+hWXp0qWYOHEiNDQ08OrVK1SuXBm//vor9u/fn2/jcrVo0QInT55Ez549oa+vD19fX6SmpqJdu3Y4cOAAnJ2dxbKGhoY4ePAghg0bhmrVquHdu3fw8/ND6dKl0bt3b5w+fVruZjI/yLpe0NfXz5RAzJjUkpUr7iwtLXHy5EmMHTsW1atXR0BAAIKCglC5cmUMGzYMJ06cQIUKFcTympqacHFxwfjx41GjRg1ERkbizZs3MDExwbBhw3D69Gn069cPQOYuZZydnXHkyBF07twZmpqa8PX1hba2NhwdHXH8+PEC674zpzp06IBDhw6hY8eOUFNTw+vXr2FlZYVt27bl6+etpaWFjRs3YuHChbC1tUVCQgL8/PzE1ldnz55VeP3p3r07jhw5gi5dukBfX19Murdt2xYuLi4YM2ZMvsUI5O672qFDB+zbtw/NmzdHyZIl4evri7i4OPzwww9Yt24d/v33X5QrVw5xcXFy3ZBkde1u3LgxTp8+jUGDBqF8+fJ49eoV3r17B4lEgokTJ+LAgQOZWkOampri+PHjGDx4MMqVK4eXL18iKSkJQ4YMEbsFBCB3sw6kP5jatWsXWrdujZSUFLx48QIlS5ZE9+7dcfjwYfEt2bywt7eHqakpgPx9c5SIiEhbWxuLFi3CoUOH0KtXL/E+7sWLF9DS0oKDgwNWrFiBgwcPin+LMrKwsICrqyvGjh2LatWqISAgAG/fvkWdOnUwa9YsHDlyJNPLF+bm5jh69CicnJxQpkwZsTu0iRMnYs+ePdDR0cm3/Rs1ahScnJygr6+PN2/eKB33MiM9PT3s3LkT8+fPh62tLSIjI/H69WtUrFgRI0eOxKlTp5S2TKpdu7bYlV1AQAA+fvyIZs2aYdeuXWILFRltbW3s2LEDkyZNQq1atRAdHY2XL1+KddujR4/mugvhmjVrYv/+/bC3t4e/vz8+f/6M1q1bw8XFBQMHDsxUPrf1+IJWvXp1HD16FIMGDYKRkRFevnyJ0qVLY/bs2Zg6dWq+bmvMmDH4999/0aZNG2hqauLly5fQ0tJCly5dcOzYMYW9O1hbW+PUqVMYMmQIKlasiMDAQERGRqJhw4ZYvHgxNm3aJPdS8deqWLEijh8/jvHjx6NKlSp4/fo1oqKiYGtrixUrVmDRokVi2UqVKsHV1RVOTk4oX748/P398fbtW1hbW2PmzJk4cuQIfvjhBwCQSwZm9QzH1NQUR44cwdSpU1G7dm2EhobizZs3KFeuHPr06YOTJ09m6gpcU1MTGzduxMyZM2FlZYXQ0FC8ffsW7du3x9GjR8VWal/WpTt06ABXV1f07NkThoaGePHiBZKSktCiRQusW7cOq1evFocCyC19fX2xNWjHjh2hq6ubp/UooibktLNSIiIiIlI5WWuI06dPyw2aS0T0rfj8+bP4Ru6NGzcUPswrCImJifjhhx8gCAI8PDwKtIUvERERFT/r1q3D+vXr0bFjR6xdu1bV4RAp1atXLzx69AjLly8v1HFeBw4cCG9vb+zevTtfu8dkSywiIiIiIiIqNNevX0f79u3x119/KZzv7u4OIL3b2sJKYAHAuXPnkJiYiB9//JEJLCIiIiIqkhISEtCiRQsMHDhQblwrmYiICDx//hwACnXIg+DgYNy5cwcVK1bM915YmMQiIiIiIiKiQlOrVi2Ehobi0KFDcHNzk5v36NEjzJs3DwDw888/F3gsgYGBCAkJwY0bN7Bs2TIAwIABAwp8u0REREREeVGyZEkYGBjA29sbq1evRlJSkjjv3bt3mDx5MqRSKRo1agRLS8sCjSUyMhL+/v54/vw5fv31VwiCgIEDB4rj6uaX/BlZm4iIiIiIiCgHTExMMGHCBKxZswa//fYblixZAlNTU8TExIiDSrds2RJjx44t8FgOHz6M7du3i7/36NEDNjY2Bb5dIiIiIqK8mjVrFkaPHo3du3fj2LFjqFy5Mj59+oSgoCCkpKSgSpUqWLp0aYHH8fTpU4waNUr83cLCAv3798/37TCJRURERERERIVq3LhxaNy4Mf7991+8ePECL1++RKlSpWBnZwcnJyd0794d6uoF33FI7dq1oa+vD01NTXTp0gXTp08v8G0SEREREX2NZs2awc3NDTt37sSdO3fg7+8PDQ0N1KhRAx06dMDAgQNRqlSpAo+jWrVqMDExQXx8POzs7DB//nxoa2vn+3bUBEEQ8n2tRERERERERERERERERF+BY2IRERERERERERERERFRkcMkFhERERERERERERERERU5TGIRERERERERERERERFRkcMkFhERERERERERERERERU5TGIRERERERERERERERFRkcMkFhERERERERERERERERU5TGIRERERERERERERERFRkaOp6gC+B2lpAlJSUlUdRr7S1k4/dZKTU1QcCREVRbxGEFF2eJ0gouzwOkFEWeE1gvJCU1MD6upqqg7jm3xWSLnH6xh96Vs5J/L7WsskViFISUnFhw+fVB1GvjIxKQUA39x+EVH+4DWCiLLD6wQRZYfXCSLKCq8RlBcGBrriQ2JV+hafFVLu8TpGX/pWzon8vtayO0EiIiIiIiIiIiIiIiIqclT/6gEREVEhGzdumKpDIBVITEwEAOjp6ak4EioMGzfuVHUIREREREQKaWtrii0uqOBERMSpOgQiygdMYhEREdE3TxAEREdHAwB0dXWhpqb6fvCJiIiIiIiIiChrTGIRERHRN+/Dhw+QSqUAgI8fP8LAwEDFERERERER0fcq9HUEXLdcV3UY36zxy3qqOgQiykdMYhER0XetVbU+qg7hu3fN/5D4c0F8HolJcTgetE38Pe5DPNrX7Ac9Hf183xapVsZziYiIiIiIiIiKP3VVB0BERERUkO6+vgZpajIcHBzQsmVLSFOTcff1NVWHRURERERERERE2WBLLCIiIvpmhX8Iwet3T6GtrY3JkycDALy8vPD63RNYVawPUwNzFUdIRERERERERETKsCUWERERfZPShDTcfnkJADBw4ECYm5vD3NwcAwYMAADcfnkZaUKaKkMkIiIiIiIiIqIsMIlFRERE3yS/sEeIiguHqakphgwZIk4fOnQoTE1NERX3Dn5hj1QXIBERERERERERZYlJLCIiIvrmJEk/4d6b6wCAX3/9Fbq6uuI8XV1d/PLLLwCAe2+uI0n6WSUxEhERERERERFR1pjEIqJcuXz5PGbOnIzLl8+rOhQiIqUe+LsjSfoJDRs2RLt27TLNb9++PWxtbZEk/YQH/u4qiJCI6NvGOiMREREREeUHJrGIKFfc3E7iw4cPcHM7qepQiIgUio5/jxchD6ChoYGpU6dCTU0tUxk1NTVMnToV6urqeBF6H9Hx71UQKRHRt4t1RiIiIiIiyg/fbRIrNjYWzZs3h5WVlapDIQIApKSk4Ny50zh37jRSUlJUHY5SSUlJcv8TERUlgiDg9stLECCgZ8+esLS0VFq2Ro0a6Nmz5/8vcxmCIBRipERE37aiUmcsLnVsIiIiIiJSTFPVAajKvHnzEBERoeowiEQ3bvyH06dPAAB0dEqgTZv2Ko6IiKj48X//Au9ig2FoaIjRo0dnW3706NG4cOEC3sUGIeD9C1QzrVkIURIRUWFhHZuIiIiIqHj7LltinTlzBmfPnlV1GESi+Pg4uLmdEn93czuJ+Pg4FUZERFT8SFOTcefVfwCA8ePHo3Tp0tkuY2BggPHjxwMAvF/9B2lqcoHGSEREhYd1bCIiIiKi4u+7S2KFh4djwYIFaNCgATQ0NFQdDhEA4MwZV3z6lCj+/ulTIscPICLKpUcBXkhMikPNmjXRtWvXHC/XrVs3WFtbIzEpDo8DvQowQiIiKkysYxMRERERFX/fRBLr3LlzGDRoEOzt7dGoUSP06tULrq6uSEtLy1R29uzZSEpKwtKlS1UQKVFmYWEhcHe/lmm6u/s1hIWFFm4wRETF1MfEGDwJug0AmDp1aq5eVNHQ0MDUqVMBAE+CbiPuU2xBhEhERIWIdWwiIiIiom9DsU9izZ07F7/++isePHgAGxsbNGrUCK9evcL06dOxePFiubL79++Hu7s7pkyZgipVqqgoYqL/EQQBR48egiAImealpaXh2LGDCucREZE871dXkCakonPnzqhbt26ul69Xrx5++uknpKalwtvvSgFESEREhYV1bCIiIiKib0exTmJdvHgRhw4dgrm5Oc6ePYsdO3Zg8+bNOHfuHMzMzODi4gIfHx8AQFBQEJYvX44mTZqgf//+Ko6cKN2TJz548eKp0vnPnz/FkyePCjEiIqLiJyTqDYIjX0FPTw8TJ07M83omTZoEPT09BEX6ITTqTT5GSEREhYl1bCIiIiKib4emqgP4GgcOHAAA/PHHH6hUqZI43czMDOPHj8eePXvg7+8PGxsbTJs2DWpqaliyZAnU1NRUFTKRKCUlBceOHcq23LFjB1GzZm1oaha9r+u4ccNUHQIRfedS01Jx2+8yAGDkyJEoW7ZsntdVtmxZjBgxAmvXroWX32V0LzMcGuocP7O44t8oou/Tt1DHJiIiIiKi/ym2NXZBEHDnzh1oaWmhefPmmeb37t0bvXv3BgBs2bIFDx48wMKFC1GhQoXCDpWIiIiKGb7uQkRERERERESkesW2O8GYmBhIpVKULVsWWlpaSsu9ePEC69atg4ODA3r16lWIERJlTVNTEz169Mm2XI8eP/MNUSIiJTTUNWBfox0AYNu2bYiMjMzzuiIiIrB9+3YAgH2NdmyFRURUDLGOTURERET0bSm2tfbU1NQclVu1ahWkUilSUlIwZcoUuXlpaWkAIE6fNWsWjIyM8jdQoizY2NSDtXVtpX3216xZGzY2dQs5qpzbuHGnqkOgIsrEpBQAICIiTsWRKMZuxr4t5sbVUamsJYIjX2HdunWYN29entazbt06JCYmonLZGqhoXD2fo6TCxr9RRKqlyr+1xb2OTURERERE/1NsW2IZGBhAS0sLkZGRSElJyTQ/JiYGBw8exM2bNwEAN2/exOnTp+X+CYIAAOLviYmJhboPRGpqaujZ82eF47Spq6ujRw/F84iISJ6dZVtoqGvAzc0NPj4+uV7ex8cHZ8+ehYa6BuxqtC2ACImIqLCwjk1ERERE9O0otkksbW1t2NjYQCqVwtPTM9P8a9eu4c8//0SvXr3g6+ur8J+GRno3QbLfzc3NC3s3iFChQkW0aNEq0/QWLVqhQoWKhR8QEVExVFqvDGpXsgcArFixIscttoH01t3Lly8HANhUtkcpXcOCCJGIiAoR69hERERERN+GYpvEAoD+/fsDABYtWoTw8HBx+rt377B27VqoqanB0dFRVeER5ViXLt2hq6sn/q6rq4fOnbupMCIiouKnbtUm0NMphefPn+PUqVM5Xu7kyZN48eIFSuqURp0qTQowQiIiKkysYxMRERERFX/FOonl6OgIZ2dn+Pv748cff8To0aMxYsQIdOrUCWFhYRg9ejRsbW1VHSZRtvT1S6Fz567i7507d4O+fikVRkREVPxoaWijsWUbAMCGDRvw8ePHbJf58OEDNmzYAABobNkaWhraBRojEREVHtaxiYiIiIiKP01VB/C1Fi9eDDs7Oxw6dAje3t5ITU2FRCLBgAED0L17d1WHR5RjLVu2QVJSEgDAwaG1iqMhIiqeqpWzhm/ofbyLDcaWLVswderULMtv2bIFHz58gJlhZVQtZ11IURIRUWFhHZuIiIiIqHgr9kksNTU1ODk5wcnJKdfLPnv2rAAiIsobTU1NdOrE7i+JiL6Gmpoa7CXtccp7F44ePQonJydYWloqLOvn54ejR4/+/zLtoKamVsjREhFRQWMdm4iIiIioeCvW3QkSUeHT0dGR+5+IqKgx0i8Ha/MGSE1NxfLlyyEIQqYygiBg+fLlSEtLg3VFWxjpl1NBpERE3y7WGYmIiIiIKD8wiUVEudK5czcYGBhwUGwiKtIaVGsBHS1d3Lt3D5cvX840/9KlS7h//z50tHTRoFoLFURIRPRtY52RiIiIiIjyQ7HvTpCICle7dj+iXbsfVR0GEVGWdLR00bC6A275nsfq1avRvHlz6OrqAgA+ffqENWvWAAAaVneAjlYJVYZKRPRNYp2RiIiIiIjyA1tiERER0TepRoW6MC5livDwcOzevVucvmvXLoSHh8O4lBlqVKirugCJiIiIiIiIiChLTGIRERHRN0ldTR32kvYAABcXF4SEhCAkJAQuLi4AgCaS9lBXY1WIiIiIiIiIiKioYneCRERE9M0yNTCHhVltvH73FKtWrYIgCJBKpbAws0E5g4qqDo+IiIiIiIiIiLLAJBYRERF90xpZtEZQhB+uX78OANDS0EYji1aqDYqIiIiIiIiIiLLFPnSIiIjom6ano496VX8Qf69X7Qfo6eirMCIiIiIiIiIiIsoJtsQiIqLv2jX/Q6oOgTIoqM9DEARoaWkBACJT/HHNP6BAtkNERERERJSdihYmGL+sp6rDICIqFpjEIiIiom+empoajIyMxJ+JiIiIiIiIiKjoYxKLiIiIvgt6enqqDoGIiIiIiAjJySn48OGTqsMgIioWmMQiIqLvzsaNO1UdAtF3z8SkFAAgIiJOxZEQERERERERUVGlruoAiIiIiIiIiIiIiIiIiL7EJBYREREREREREREREREVOUxiERERERERERERERERUZHDJBYREREREREREREREREVOUxiERERERERERERERERUZHDJBYREREREREREREREREVOZqqDoCIiIiyN27cMFWHQIUgMTERAKCnp6fiSAgANm7cqeoQiIiIiOgbpK2tCROTUqoOg4qIonouRETEqToEIgBMYhEREREVCYIgIDo6GgCgq6sLNTU1FUdERERERERERKRaTGIRERERFQEfPnyAVCoFAHz8+BEGBgYqjoiIiIiIiArCRz8/PFu/XtVhECnUZM0aVYdAJIdJLCIiomLm9woVVB0C5bPYpCQsCAoSf0/48AG/W1jAQFs7y+VWhoWJP/O8yB8ZjykRERERERERqZa6qgMgIiIi+t6dCgxEUmoqHBwc0LJlSySlpuJkQICqwyIiIiIiIiIiUim2xCIiIiJSoTcfP8I7IgLa2tqYPHkyAMDLywveERFobmaG6qVLqzhCIiIiIiIiIiLVYEssIiIiIhVJEwQcefMGADBw4ECYm5vD3NwcAwYMAAAcefMGaYKgyhCJiIiIiIiIiFSGSSwiIiIiFbkVHo7ghASYmppiyJAh4vShQ4fC1NQUwQkJ8AwPV12AREREREREREQqxCQWERERkQokSKU4HRgIAPj111+hq6srztPV1cUvv/wCADgdGIjElBSVxEhEREREREREpEpMYhFRobt8+TxmzpyMy5fPqzoUIiKVcQsORkJKCho2bIh27dplmt++fXvY2toiPiUFbkFBKoiQiL4XrJsREREREVFRxSQWERU6N7eT+PDhA9zcTqo6FCIilQhNSID727fQ0NDA1KlToaamlqmMmpoapk6dCnV1dbi/e4fQhAQVREpE3wPWzYiIiIiIqKj6bpJYqamp2LNnD7p27Yo6derAzs4Ow4YNw7Vr11QdGlGxkZKSgnPnTuPcudNIyUHXVsrKJyUlyf1PRPQ9EQQBR968gQCgZ8+esLS0VFq2Ro0a6NmzJ9IEAUffvIEgCIUXKBF9N5TVzXJb9/tWfK/7TURERERUFGmqOoDCMnPmTJw8eRL6+vpo2rQppFIpvL29cfPmTUyaNAnjx49XdYhERd6NG//h9OkTAAAdnRJo06Z9vpYnIvoe3I+MxKuPH2FoaIjRo0dnW3706NG4cOEC/D58wIOoKNiWLVsIURIRfb91ue91v4mIiIiIiqLvoiXW2bNncfLkSVSrVg0XLlzA1q1bsWvXLpw4cQKlSpXC+vXrERAQoOowiYq0+Pg4uLmdEn93czuJ+Pi4fCtPRPQ9SEpNxYn/r3OMHz8epUuXznYZAwMD8WWb4/7+SEpNLcgQiYgAfL91ue91v4mIiIiIiqrvIol16lT6TciUKVNQNsPbyzVq1ICjoyPS0tJw8+ZNVYVHVCycOeOKT58Sxd8/fUrMctyE3JYnIvoeXAwJQWxyMmrWrImuXbvmeLlu3brB2toascnJuBQSUoAREhGl+17rct/rfhMRERERFVXfRBLr3LlzGDRoEOzt7dGoUSP06tULrq6uSEtLAwCsXbsWp0+fRsuWLTMtm/D/g6RraGgUasxExUlYWAjc3a9lmu7ufg1hYaFfXZ6I6HsQ8ekTroSmXwOnTp2aq7qHhoYGpk6dCgC4HBaGyM+fCyRGIiLg+63Lfa/7TURERERUlBX7JNbcuXPx66+/4sGDB7CxsUGjRo3w6tUrTJ8+HYsXLwYAaGtrQyKRQFtbW27Zq1ev4vz589DT00O7du1UET5RkScIAo4ePQRBEDLNS0tLw7FjB+Xm5aQ8EdH36HhAAFIEAZ07d0bdunVzvXy9evXw008/ISUtDcf9/QsgQiKi3Nf9vhXf634TERERERV1xTqJdfHiRRw6dAjm5uY4e/YsduzYgc2bN+PcuXMwMzODi4sLfHx85Jb5/PkzJk2ahJ9++gljxoyBsbExtm7dKtfNIBH9z5MnPnjx4qnS+c+fP8WTJ49yVZ6I6HvzLCYGj6OjUVJPDxMnTszzeiZNmgQ9PT08io7Gs5iYfIyQiChdbut+34rvdb+JiIiIiIo6TVUH8DUOHDgAAPjjjz9QqVIlcbqZmRnGjx+PPXv2wN/fH/Xq1RPnhYWF4cKFC3Lr8fX1RePGjQsnaKJiJCUlBceOHcq23LFjB1GzZu3//zn78hmNGzcsT7ERERUXKWlpOPrmDQBgxMiRX/XiTNmyZTFixAisXbsWR9+8gZ6ZGdTU1PIrVPoC/0bR9yg3dT9NzWJ9OynKbZ33W9lvIiIiIqLioNjWvgVBwJ07d6ClpYXmzZtnmt+7d2/07t0703QzMzN4eXlBXV0dt27dwqJFi7BgwQIkJiZi1KhRhRE6ERER0Vdj8oqIiIiIiIiIvnXFtjvBmJgYSKVSlC1bFlpaWjleTk9PD2XKlIGBgQE6deqE9evXQ01NDVu2bEFSUlIBRkxU/GhqaqJHjz7ZluvR42doamrmuDwR0fdEU10dPatXBwBs27YNkZGReV5XREQEtm/fDgDoUa0aE1lElO9yU/f7VuS2zktERERERIWn2NbAU1NT82U99evXR+XKlREYGIjg4GBYWlrmy3qJvhU2NvVgbV1b6RgBNWvWho1N3VyVzzgu1saNO/M3YCoSTExKAQAiIuJUHMm3g92aFW+1ypRBHSMjPI6Oxrp16zBv3rw8rWfdunVITExEXSMj1CpTBuc+fcrnSCkj/o2i70XGvzG5rft9K77X/SYiIiIiKuqKbUssAwMDaGlpITIyEikpKZnmx8TE4ODBg3jw4AGWLVuGyZMnKywHANra2gCgdD7R90xNTQ09e/6s8G1/dXV19OghPy8n5YmIvkfOVatCU10dbm5u8PHxyfXyPj4+OHv2LDTV1eFcrVoBREhElPu637fie91vIiIiIqKirtgmsbS1tWFjYwOpVApPT89M869du4Y///wTp06dwpUrV3D27FncvHkzU7ng4GD4+/tDT08P1fhAiEihChUqokWLVpmmt2jRChUqVPzq8kRE3wMTXV20rVABALBixYpctSpPTU3F8uXLAQDtKlRA2RIlCiRGIiLg+63Lfa/7TURERERUlBXbJBYA9O/fHwCwaNEihIeHi9PfvXuHtWvXQk1NDY6OjujduzcAYOHChXj37p1YLjw8HL/99htSUlLQr18/6OjoFO4OEBUjXbp0h66unvi7rq4eOnfulm/liYi+Bx3MzWGorY3nz5/j1KlTOV7u5MmTePHiBcpoa6O9uXkBRkhElO57rct9r/tNRERERFRUFesklqOjI5ydneHv748ff/wRo0ePxogRI9CpUyeEhYVh9OjRsLW1xaBBg+Dg4ICgoCB06tQJw4cPx5AhQ/Djjz/i0aNHcHBwwC+//KLq3SEq0vT1S6Fz567i7507d4O+fql8K09E9D3Q0dCAU9WqAIANGzbg48eP2S7z4cMHbNiwAQDgVK0adDQ0CjJEIiIA329d7nvdbyIiIiKiokpT1QF8rcWLF8POzg6HDh2Ct7c3UlNTIZFIMGDAAHTv3h0AoKWlhU2bNmH//v04fvw47ty5A3V1dUgkEjg7O6N3795QVy/W+TyiQtGyZRskJSUBABwcWud7eSKi74Ft2bJwf/cOr2JjsWXLFkydOjXL8lu2bMGHDx9Qo3RpNDA2LqQoiYi+37rc97rfRERERERFUbFPYqmpqcHJyQlOTk5ZltPQ0MDAgQMxcODAQoqM6NujqamJTp0cC6w8EdH3QE1NDb2qV8ffDx/i6NGjcHJygqWlpcKyfn5+OHr0KNTV1NCzenWoqakVcrRE9D37Xuty3+t+ExEREREVRWx+RESFTjb+HMehI6LvVcWSJdGifHmkpqZi+fLlEAQhUxlBELB8+XKkpaWhhZkZKpYsqYJIieh7wLoZEREREREVVUxiEVGh69y5GwwMDDhINhF91zpXqoSSmpq4d+8eLl++nGn+pUuXcP/+fehraqJ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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 214,
"width": 856
}
},
"output_type": "display_data"
}
],
"source": [
"def plot_numeric_vs_cat(df, ftnum=\"phcs\", ftcat=\"d450\") -> plt.figure:\n",
" f = plt.figure(figsize=(12, 3))\n",
" gs = gridspec.GridSpec(1, 2, width_ratios=[4, 1], figure=f)\n",
" ax0 = f.add_subplot(gs[0])\n",
" ax1 = f.add_subplot(gs[1], sharey=ax0)\n",
" _ = ax0.set(title=f\"Distribution of `{ftnum}` wihin each `{ftcat}` category\")\n",
" _ = ax1.set(title=f\"Count obs per `{ftcat}` category\", ylabel=False)\n",
"\n",
" kws_box = dict(\n",
" orient=\"h\",\n",
" showmeans=True,\n",
" whis=(3, 97),\n",
" meanprops=dict(markerfacecolor=\"w\", markeredgecolor=\"#333333\", marker=\"d\", markersize=12),\n",
" )\n",
"\n",
" _ = sns.boxplot(x=ftnum, y=ftcat, data=df, **kws_box, ax=ax0) # hue=ftcat,\n",
" _ = sns.countplot(y=ftcat, data=df, ax=ax1) # hue=ftcat, seaborn >= 0.13\n",
" _ = ax0.invert_yaxis()\n",
" _ = ax1.yaxis.label.set_visible(False)\n",
" _ = plt.setp(ax1.get_yticklabels(), visible=False)\n",
" _ = f.suptitle(f\"Summary stats for {len(df)} obs in dataset\")\n",
" _ = f.tight_layout()\n",
"\n",
"\n",
"f = plot_numeric_vs_cat(df, ftnum=\"phcs\", ftcat=\"d450\")\n",
"f = plot_numeric_vs_cat(df, ftnum=\"phcs\", ftcat=\"d455\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NFP5H1oeJagH"
},
"source": [
"**Observe:**\n",
"\n",
"`phcs vs d450`:\n",
"+ `c0` wider and higher: possibly a catch-all category because heavily observed too\n",
"+ `c3` fewer counts\n",
"+ `c4` is not observed: it's missing from the data despite being valid in the data domain\n",
"\n",
"`phcs vs d455`:\n",
"+ `c1` and `c2` look very similar\n",
"+ `c4` fewer counts"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1e8KEDMmJagH"
},
"source": [
"## 0.4 Transform dataset to `dfx` for model input"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "v5ZQFkmhJagH"
},
"source": [
"**IMPORTANT NOTE**\n",
"\n",
"+ Reminder that Bayesian inferential methods **do not need** a `test` dataset (nor k-fold cross validation)\n",
" to fit parameters. We also do not need a `holdout` (out-of-sample) dataset to evaluate model performance,\n",
" because we can use in-sample PPC, LOO-PIT and ELPD evaluations\n",
"+ So we use the entire dataset `df` as our model input\n",
"+ Depending on the real-world model implementation we might:\n",
" + Separate out a `holdout` set (even though we dont need it) to eyeball the predictive outputs, but here we have a summarized dataset, so this isn't possible nor suitable\n",
" + Create a `forecast` set to demonstrate how we would use the model and it's predictive outputs in Production.\n",
"\n",
"**NOTE:**\n",
"\n",
"+ This is an abbreviated / simplified transformation process which still allows\n",
" for the potential to add more features in future"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4aWXz6j_JagH"
},
"source": [
"Map ordinal categorical to an ordinal numeric (int) based on its preexisting categorical order"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"id": "8C5fJCB_JagH"
},
"outputs": [],
"source": [
"df[\"d450_idx\"] = df[\"d450\"].cat.codes.astype(int)\n",
"df[\"d450_num\"] = df[\"d450_idx\"].copy()\n",
"\n",
"df[\"d455_idx\"] = df[\"d455\"].cat.codes.astype(int)\n",
"df[\"d455_num\"] = df[\"d455_idx\"].copy()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fQrHcXvfJagH"
},
"source": [
"Transform (zscore and scale) numerics"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"id": "LcENp7I3JagH"
},
"outputs": [],
"source": [
"fts_num = [\"d450_num\", \"d455_num\"]\n",
"fts_non_num = [\"d450_idx\", \"d455_idx\"]\n",
"fts_y = [\"phcs\"]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"id": "IJrcR2AkJagH",
"outputId": "2aa8d64b-dbfd-46f4-e3d2-a428f6f4884c"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" phcs \n",
" intercept \n",
" d450_idx \n",
" d455_idx \n",
" d450_num \n",
" d455_num \n",
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"
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"text/plain": [
" phcs intercept d450_idx d455_idx d450_num d455_num\n",
"oid \n",
"o152 33.40 1.0 0 0 -0.943274 -1.296879\n",
"o351 45.42 1.0 1 1 0.059701 -0.479027\n",
"o185 31.40 1.0 2 3 1.062676 1.156676\n",
"o395 29.01 1.0 2 2 1.062676 0.338824\n",
"o449 23.32 1.0 2 0 1.062676 -1.296879"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"MNS = np.nanmean(df[fts_num], axis=0)\n",
"SDEVS = np.nanstd(df[fts_num], axis=0)\n",
"dfx_num = (df[fts_num] - MNS) / SDEVS\n",
"\n",
"icpt = pd.Series(np.ones(len(df)), name=\"intercept\", index=dfx_num.index)\n",
"\n",
"# concat including y_idx which will be used as observed\n",
"dfx = pd.concat((df[fts_y], icpt, df[fts_non_num], dfx_num), axis=1)\n",
"dfx.sample(5, random_state=42)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BytWql8rJagH"
},
"source": [
"## 0.5 Create `forecast` set and convert to `dffx` for model input"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hdJJvqc0JagH"
},
"source": [
"**NOTE:** We depart from the datasets used in {cite:p}`rochford2018` and {cite:p}`burkner2018` to make sure our \n",
"`forecast` dataset contains all valid levels of `d450` and `d455`. Specifically, the observed dataset does not contain \n",
"the domain-valid `d450 = 4`, so we will make sure that our forecast set does include it."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"id": "_cs_cls9JagI",
"outputId": "9cc9cb72-52e0-4c7f-9bb0-06e17d4c4a39"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"text/plain": [
" d450 d455 phcs\n",
"oid \n",
"o000 c0 c0 0.0\n",
"o001 c0 c1 0.0\n",
"o002 c0 c2 0.0\n",
"o003 c0 c3 0.0\n",
"o004 c0 c4 0.0"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"LVLS_D450_D455 = [\"c0\", \"c1\", \"c2\", \"c3\", \"c4\"]\n",
"dff = pd.merge(\n",
" pd.Series(LVLS_D450_D455, name=\"d450\"), pd.Series(LVLS_D450_D455, name=\"d455\"), how=\"cross\"\n",
")\n",
"dff[\"d450\"] = pd.Categorical(dff[\"d450\"].values, categories=LVLS_D450_D455, ordered=True)\n",
"dff[\"d455\"] = pd.Categorical(dff[\"d455\"].values, categories=LVLS_D450_D455, ordered=True)\n",
"dff[\"phcs\"] = 0.0\n",
"dff[\"oid\"] = [f\"o{str(n).zfill(3)}\" for n in range(len(dff))]\n",
"dff.set_index(\"oid\", inplace=True)\n",
"dff.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "W2cYxoGuJagI"
},
"source": [
"Convert to `dffx` for model input"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"id": "DBretpaKJagI",
"outputId": "62e65d97-17c3-43bc-e291-7621a477df89"
},
"outputs": [
{
"data": {
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"text/plain": [
" phcs intercept d450_idx d455_idx d450_num d455_num\n",
"oid \n",
"o008 0.0 1.0 1 3 0.059701 1.156676\n",
"o016 0.0 1.0 3 1 2.065651 -0.479027\n",
"o000 0.0 1.0 0 0 -0.943274 -1.296879\n",
"o023 0.0 1.0 4 3 3.068627 1.156676\n",
"o011 0.0 1.0 2 1 1.062676 -0.479027"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dff[\"d450_idx\"] = dff[\"d450\"].cat.codes.astype(int)\n",
"dff[\"d455_idx\"] = dff[\"d455\"].cat.codes.astype(int)\n",
"dff[\"d450_num\"] = dff[\"d450_idx\"].copy()\n",
"dff[\"d455_num\"] = dff[\"d455_idx\"].copy()\n",
"\n",
"dffx_num = (dff[fts_num] - MNS) / SDEVS\n",
"icptf = pd.Series(np.ones(len(dff)), name=\"intercept\", index=dffx_num.index)\n",
"\n",
"# # concat including y_idx which will be used as observed\n",
"dffx = pd.concat((dff[fts_y], icptf, dff[fts_non_num], dffx_num), axis=1)\n",
"dffx.sample(5, random_state=42)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_yElRoLOJagI"
},
"source": [
"---\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N2cUJGMIJagI"
},
"source": [
"# 1. Model A: The Wrong Way - Simple Linear Coefficients"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lGfgwVD1JagI"
},
"source": [
"This is a simple linear model where we acknowledge that the categorical features are ordered, but ignore that the\n",
"impact of the factor-values on the coefficient might not be equally-spaced, and instead just assume equal spacing:\n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\sigma_{\\beta} &\\sim \\text{InverseGamma}(11, 10) \\\\\n",
"\\beta &\\sim \\text{Normal}(0, \\sigma_{\\beta}, \\text{shape}=j) \\\\\n",
"\\\\\n",
"\\text{lm} &= \\beta^{T}\\mathbb{x}_{i,j} \\\\\n",
"\\epsilon &\\sim \\text{InverseGamma}(11, 10) \\\\\n",
"\\hat{y_{i}} &\\sim \\text{Normal}(\\mu=\\text{lm}, \\epsilon) \\\\\n",
"\\end{align}\n",
"$$\n",
"\n",
"where:\n",
"+ Observations $i$ contain numeric features $j$, and $\\hat{y_{i}}$ is our estimate, here of `phcs`\n",
"+ The linear sub-model $\\beta^{T}\\mathbb{x}_{ij}$ lets us regress onto those features\n",
"+ Notably:\n",
" + $\\mathbb{x}_{i,d450}$ is treated as a numeric feature\n",
" + $\\mathbb{x}_{i,d455}$ is treated as a numeric feature"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4NTdcod5JagI"
},
"source": [
"## 1.1 Build Model Object"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"id": "WgA3vejIJagI"
},
"outputs": [],
"source": [
"ft_y = \"phcs\"\n",
"fts_x = [\"intercept\", \"d450_num\", \"d455_num\"]\n",
"\n",
"COORDS = dict(oid=dfx.index.values, y_nm=ft_y, x_nm=fts_x)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "aejLD20fJagI",
"outputId": "52fea489-cf9c-4dbd-bfa7-ab39d5513bfa"
},
"outputs": [],
"source": [
"with pm.Model(coords=COORDS) as mdla:\n",
" # 0. create (Mutable)Data containers for obs (Y, X)\n",
" y = pm.Data(\"y\", dfx[ft_y].values, dims=\"oid\") # (i, )\n",
" x = pm.Data(\"x\", dfx[fts_x].values, dims=(\"oid\", \"x_nm\")) # (i, x)\n",
"\n",
" # 1. define priors for numeric exogs\n",
" b_s = pm.InverseGamma(\"beta_sigma\", alpha=11, beta=10) # (1, )\n",
" b = pm.Normal(\"beta\", mu=0, sigma=b_s, dims=\"x_nm\") # (x, )\n",
"\n",
" # 2. define likelihood\n",
" epsilon = pm.InverseGamma(\"epsilon\", alpha=11, beta=10)\n",
" _ = pm.Normal(\"phcs_hat\", mu=pt.dot(x, b.T), sigma=epsilon, observed=y, dims=\"oid\")\n",
"\n",
"RVS_PPC = [\"phcs_hat\"]\n",
"RVS_SIMPLE_COMMON = [\"beta_sigma\", \"beta\", \"epsilon\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Verify the built model structure matches our intent, and validate the parameterization"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 720
},
"id": "sxvwwMBPJagI",
"outputId": "7f26512f-5051-404a-ee5d-63810ba08850"
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n",
"\n",
"clusteroid (420) \n",
" \n",
"oid (420) \n",
" \n",
"\n",
"clusteroid (420) x x_nm (3) \n",
" \n",
"oid (420) x x_nm (3) \n",
" \n",
"\n",
"clusterx_nm (3) \n",
" \n",
"x_nm (3) \n",
" \n",
"\n",
"\n",
"y \n",
" \n",
"y \n",
"~ \n",
"Data \n",
" \n",
"\n",
"\n",
"phcs_hat \n",
"\n",
"phcs_hat \n",
"~ \n",
"Normal \n",
" \n",
"\n",
"\n",
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"\n",
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"\n",
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"\n",
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'unobserved': [beta_sigma ~ InverseGamma(11, 10),\n",
" beta ~ Normal(0, beta_sigma),\n",
" epsilon ~ InverseGamma(11, 10)],\n",
" 'observed': [phcs_hat ~ Normal(f(beta), epsilon)]}"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"point={'beta_sigma_log__': array(0.), 'beta': array([0., 0., 0.]), 'epsilon_log__': array(0.)}\n",
"\n",
"No problems found\n",
"point={'beta_sigma_log__': array(0.), 'beta': array([0., 0., 0.]), 'epsilon_log__': array(0.)}\n",
"\n",
"No problems found\n"
]
}
],
"source": [
"display(pm.model_to_graphviz(mdla, formatting=\"plain\"))\n",
"display(dict(unobserved=mdla.unobserved_RVs, observed=mdla.observed_RVs))\n",
"assert_no_rvs(mdla.logp())\n",
"mdla.debug(fn=\"logp\", verbose=True)\n",
"mdla.debug(fn=\"random\", verbose=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TcfwZvsQJagI"
},
"source": [
"## 1.2 Sample Prior Predictive, View Diagnostics"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"id": "tQi_IDRuJagI"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling: [beta, beta_sigma, epsilon, phcs_hat]\n"
]
}
],
"source": [
"with mdla:\n",
" ida = pm.sample_prior_predictive(\n",
" var_names=RVS_PPC + RVS_SIMPLE_COMMON,\n",
" samples=2000,\n",
" return_inferencedata=True,\n",
" random_seed=42,\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DSnsELyLJagI"
},
"source": [
"### 1.2.1 In-Sample Prior PPC (Retrodictive Check)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 255
},
"id": "a6YDSKYMJagI",
"outputId": "9c0b5535-743d-46ca-97ac-42f2b0b8866c"
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 237,
"width": 687
}
},
"output_type": "display_data"
}
],
"source": [
"def plot_ppc_retrodictive(idata, group=\"prior\", mdlname=\"mdla\", ynm=\"y\") -> plt.figure:\n",
" \"\"\"Convenience plot PPC retrodictive KDE\"\"\"\n",
" f, axs = plt.subplots(1, 1, figsize=(12, 3))\n",
" _ = az.plot_ppc(idata, group=group, kind=\"kde\", var_names=RVS_PPC, ax=axs, observed=True)\n",
" _ = f.suptitle(f\"In-sample {group.title()} PPC Retrodictive KDE on `{ynm}` - `{mdlname}`\")\n",
" return f\n",
"\n",
"\n",
"f = plot_ppc_retrodictive(ida, \"prior\", \"mdla\", \"phcs\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Mz8ftR_VJagI"
},
"source": [
"**Observe:**\n",
"\n",
"+ Values are wrong as expected, but range is reasonable"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hRlR2bPDJagI"
},
"source": [
"### 1.2.2 Quick look at selected priors"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 173
},
"id": "FN8eOipFJagI",
"outputId": "700d6da8-e867-43f5-db71-ffd0956d825e"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 156,
"width": 851
}
},
"output_type": "display_data"
}
],
"source": [
"def plot_posterior(\n",
" idata,\n",
" group=\"prior\",\n",
" rvs=RVS_SIMPLE_COMMON,\n",
" coords=None,\n",
" mdlname=\"mdla\",\n",
" n=1,\n",
" nrows=1,\n",
") -> plt.figure:\n",
" \"\"\"Convenience plot posterior (or prior) KDE\"\"\"\n",
" m = int(np.ceil(n / nrows))\n",
" f, axs = plt.subplots(nrows, m, figsize=(2.4 * m, 0.8 + nrows * 1.4))\n",
" _ = az.plot_posterior(idata, group=group, ax=axs, var_names=rvs, coords=coords)\n",
" _ = f.suptitle(f\"{group.title()} distributions for rvs {rvs} - `{mdlname}\")\n",
" _ = f.tight_layout()\n",
" return f\n",
"\n",
"\n",
"f = plot_posterior(ida, \"prior\", rvs=RVS_SIMPLE_COMMON, mdlname=\"mdla\", n=1 + 3 + 1, nrows=1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Rx_YsUCwJagJ"
},
"source": [
"**Observe:**\n",
"\n",
"+ `beta_sigma`, `beta: (levels)`, `epsilon` all have reasonable prior ranges as specified"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PMUtbh_aJagJ"
},
"source": [
"## 1.3 Sample Posterior, View Diagnostics"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TmiH-SbMJagJ"
},
"source": [
"### 1.3.1 Sample Posterior and PPC"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 100,
"referenced_widgets": [
"06cc3d00728540e5b575070062775484",
"0a4168d5e6624e969ad00bedd2857e3a",
"24f3c3466b984e90871abe6010a00a2b",
"a013b3649b4f4cffac7cba760e293ce9",
"75baebed1bf74beca21c1286c418236b",
"7b9eaf22b36d4d24b61b1e776f0c3048",
"525e4c51751f461889ce090e0a6d8942",
"a9b2452905344c76b4d5eaf98f62cbac",
"2663c7804b6c4d47a9f0c7f5120f0258",
"28295446a86f427792864bfb5e310ba6"
]
},
"id": "NDZ1i4wwJagJ",
"outputId": "d6c45daa-aae2-41b6-cc49-fe3cd82d8d10"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [beta_sigma, beta, epsilon]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c812bc840e7142d48e43c065c8b14752",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" \n"
],
"text/plain": [
"\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 2_000 tune and 500 draw iterations (8_000 + 2_000 draws total) took 2 seconds.\n",
"Sampling: [phcs_hat]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "703fa5165b7d4d09b06c97a2d8aa22c6",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" \n"
],
"text/plain": [
"\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mdla:\n",
" ida.extend(pm.sample(**SAMPLE_KWS), join=\"right\")\n",
" ida.extend(\n",
" pm.sample_posterior_predictive(trace=ida.posterior, var_names=RVS_PPC),\n",
" join=\"right\",\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UuMXkGdkJagJ"
},
"source": [
"### 1.3.2 Traces"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 619
},
"id": "m6lCwXTjJagJ",
"outputId": "9980067e-fe78-47e2-f486-6e0854f14e23"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" mean \n",
" sd \n",
" hdi_3% \n",
" hdi_97% \n",
" mcse_mean \n",
" mcse_sd \n",
" ess_bulk \n",
" ess_tail \n",
" r_hat \n",
" \n",
" \n",
" \n",
" \n",
" beta_sigma \n",
" 9.709 \n",
" 2.129 \n",
" 6.372 \n",
" 13.737 \n",
" 0.041 \n",
" 0.032 \n",
" 3311.0 \n",
" 1415.0 \n",
" 1.0 \n",
" \n",
" \n",
" beta[intercept] \n",
" 32.368 \n",
" 0.344 \n",
" 31.719 \n",
" 32.972 \n",
" 0.007 \n",
" 0.005 \n",
" 2221.0 \n",
" 1565.0 \n",
" 1.0 \n",
" \n",
" \n",
" beta[d450_num] \n",
" -2.995 \n",
" 0.396 \n",
" -3.730 \n",
" -2.246 \n",
" 0.010 \n",
" 0.007 \n",
" 1549.0 \n",
" 1522.0 \n",
" 1.0 \n",
" \n",
" \n",
" beta[d455_num] \n",
" -1.790 \n",
" 0.406 \n",
" -2.592 \n",
" -1.090 \n",
" 0.010 \n",
" 0.007 \n",
" 1760.0 \n",
" 1470.0 \n",
" 1.0 \n",
" \n",
" \n",
" epsilon \n",
" 6.925 \n",
" 0.246 \n",
" 6.439 \n",
" 7.360 \n",
" 0.005 \n",
" 0.004 \n",
" 2189.0 \n",
" 1643.0 \n",
" 1.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"beta_sigma 9.709 2.129 6.372 13.737 0.041 0.032 3311.0 \n",
"beta[intercept] 32.368 0.344 31.719 32.972 0.007 0.005 2221.0 \n",
"beta[d450_num] -2.995 0.396 -3.730 -2.246 0.010 0.007 1549.0 \n",
"beta[d455_num] -1.790 0.406 -2.592 -1.090 0.010 0.007 1760.0 \n",
"epsilon 6.925 0.246 6.439 7.360 0.005 0.004 2189.0 \n",
"\n",
" ess_tail r_hat \n",
"beta_sigma 1415.0 1.0 \n",
"beta[intercept] 1565.0 1.0 \n",
"beta[d450_num] 1522.0 1.0 \n",
"beta[d455_num] 1470.0 1.0 \n",
"epsilon 1643.0 1.0 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 298,
"width": 851
}
},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 116,
"width": 683
}
},
"output_type": "display_data"
}
],
"source": [
"def plot_traces_and_display_summary(idata, rvs, coords=None, mdlname=\"mdla\") -> plt.figure:\n",
" \"\"\"Convenience to plot traces and display summary table for rvs\"\"\"\n",
" _ = az.plot_trace(idata, var_names=rvs, coords=coords, figsize=(12, 1.4 * len(rvs)))\n",
" f = plt.gcf()\n",
" _ = f.suptitle(f\"Posterior traces of {rvs} - `{mdlname}`\")\n",
" _ = f.tight_layout()\n",
" _ = az.plot_energy(idata, fill_alpha=(0.8, 0.6), fill_color=(\"C0\", \"C8\"), figsize=(12, 1.6))\n",
" display(az.summary(idata, var_names=rvs))\n",
" return f\n",
"\n",
"\n",
"f = plot_traces_and_display_summary(ida, rvs=RVS_SIMPLE_COMMON, mdlname=\"mdla\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nm1bL8HqJagJ"
},
"source": [
"**Observe:**\n",
"\n",
"+ Samples well-mixed and well-behaved\n",
" + `ess_bulk` is good, `r_hat` is good\n",
"+ Marginal energy | energy transition looks reasonable\n",
" + `E-BFMI > 0.3` so [apparently reasonable](https://python.arviz.org/en/stable/api/generated/arviz.bfmi.html#arviz.bfmi)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "P5oMtpRUJagJ"
},
"source": [
"### 1.3.3 In-Sample Posterior PPC (Retrodictive Check)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 255
},
"id": "4XRuM0y6JagJ",
"outputId": "4b1370cc-865a-462d-850e-801d38cbf460"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 237,
"width": 692
}
},
"output_type": "display_data"
}
],
"source": [
"f = plot_ppc_retrodictive(ida, \"posterior\", \"mdla\", \"phcs\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ip_usejdJagJ"
},
"source": [
"**Observe:**\n",
"\n",
"+ In-sample PPC `phcs_hat` tracks the observed `phcs` moderately well: slightly overdispersed, perhaps a likelihood\n",
" with fatter tails would be more appropriate (e.g. StudentT)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "k91trZaJJagJ"
},
"source": [
"### 1.3.4 In-Sample PPC LOO-PIT"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 187
},
"id": "4-MDBU4fJagJ",
"outputId": "14deb0a9-e51d-44e2-91f7-acbf7e1faca0"
},
"outputs": [
{
"data": {
"image/png": 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