{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A Hierarchical model for Rugby prediction\n", "\n", ":::{post} 19 Mar, 2022\n", ":tags: hierarchical model, sports \n", ":category: intermediate, how-to\n", ":author: Peadar Coyle, Meenal Jhajharia, Oriol Abril-Pla\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we're going to reproduce the first model described in {cite:t}`baio2010bayesian` using PyMC. Then show how to sample from the posterior predictive to simulate championship outcomes from the scored goals which are the modeled quantities.\n", "\n", "We apply the results of the paper to the Six Nations Championship, which is a competition between Italy, Ireland, Scotland, England, France and Wales." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Motivation\n", "Your estimate of the strength of a team depends on your estimates of the other strengths\n", "\n", "Ireland are a stronger team than Italy for example - but by how much?\n", "\n", "Source for Results 2014 are Wikipedia. I've added the subsequent years, 2015, 2016, 2017. Manually pulled from Wikipedia.\n", "\n", "* We want to infer a latent parameter - that is the 'strength' of a team based only on their **scoring intensity**, and all we have are their scores and results, we can't accurately measure the 'strength' of a team.\n", "* Probabilistic Programming is a brilliant paradigm for modeling these **latent** parameters\n", "* Aim is to build a model for the upcoming Six Nations in 2018." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../extra_installs.md\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sáb 02 abr 2022 03:24:55 EEST\r\n" ] } ], "source": [ "!date\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 pytensor.tensor as pt\n", "import seaborn as sns\n", "\n", "from matplotlib.ticker import StrMethodFormatter\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "az.style.use(\"arviz-darkgrid\")\n", "plt.rcParams[\"figure.constrained_layout.use\"] = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a Rugby prediction exercise. So we'll input some data. We've taken this from Wikipedia and BBC sports." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "try:\n", " df_all = pd.read_csv(\"../data/rugby.csv\", index_col=0)\n", "except:\n", " df_all = pd.read_csv(pm.get_data(\"rugby.csv\"), index_col=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What do we want to infer?\n", "\n", "* We want to infer the latent parameters (every team's strength) that are generating the data we observe (the scorelines).\n", "* Moreover, we know that the scorelines are a noisy measurement of team strength, so ideally, we want a model that makes it easy to quantify our uncertainty about the underlying strengths.\n", "* Often we don't know what the Bayesian Model is explicitly, so we have to 'estimate' the Bayesian Model'\n", "* If we can't solve something, approximate it.\n", "* Markov-Chain Monte Carlo (MCMC) instead draws samples from the posterior.\n", "* Fortunately, this algorithm can be applied to almost any model.\n", "\n", "## What do we want?\n", "\n", "* We want to quantify our uncertainty\n", "* We want to also use this to generate a model\n", "* We want the answers as distributions not point estimates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualization/EDA\n", "We should do some some exploratory data analysis of this dataset.\n", "\n", "The plots should be fairly self-explantory, we'll look at things like difference between teams in terms of their scores." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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home_scoreaway_scoreyear
count60.00000060.00000060.000000
mean23.50000019.9833332015.500000
std14.01996212.9110281.127469
min0.0000000.0000002014.000000
25%16.00000010.0000002014.750000
50%20.50000018.0000002015.500000
75%27.25000023.2500002016.250000
max67.00000063.0000002017.000000
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" ], "text/plain": [ " home_score away_score year\n", "count 60.000000 60.000000 60.000000\n", "mean 23.500000 19.983333 2015.500000\n", "std 14.019962 12.911028 1.127469\n", "min 0.000000 0.000000 2014.000000\n", "25% 16.000000 10.000000 2014.750000\n", "50% 20.500000 18.000000 2015.500000\n", "75% 27.250000 23.250000 2016.250000\n", "max 67.000000 63.000000 2017.000000" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_all.describe()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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home_teamaway_teamhome_scoreaway_scoreyear
55ItalyFrance18402017
56EnglandScotland61212017
57ScotlandItaly2902017
58FranceWales20182017
59IrelandEngland1392017
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" ], "text/plain": [ " home_team away_team home_score away_score year\n", "55 Italy France 18 40 2017\n", "56 England Scotland 61 21 2017\n", "57 Scotland Italy 29 0 2017\n", "58 France Wales 20 18 2017\n", "59 Ireland England 13 9 2017" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's look at the tail end of this dataframe\n", "df_all.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a few things here that we don't need. We don't need the year for our model.\n", "But that is something that could improve a future model.\n", "\n", "Firstly let us look at differences in scores by year." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "df_all[\"difference\"] = np.abs(df_all[\"home_score\"] - df_all[\"away_score\"])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(\n", " df_all.groupby(\"year\")[\"difference\"]\n", " .mean()\n", " .plot(\n", " kind=\"bar\",\n", " title=\"Average magnitude of scores difference Six Nations\",\n", " yerr=df_all.groupby(\"year\")[\"difference\"].std(),\n", " )\n", " .set_ylabel(\"Average (abs) point difference\")\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the standard error is large. So we can't say anything about the differences.\n", "Let's look country by country." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df_all[\"difference_non_abs\"] = df_all[\"home_score\"] - df_all[\"away_score\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us first loook at a Pivot table with a sum of this, broken down by year." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
year2014201520162017
home_team
England7.00000020.6666677.50000021.333333
France6.6666670.000000-2.3333334.000000
Ireland28.0000008.50000017.6666677.000000
Italy-21.000000-31.000000-23.500000-33.666667
Scotland-11.000000-12.0000002.50000016.666667
Wales25.6666671.00000022.0000004.000000
\n", "
" ], "text/plain": [ "year 2014 2015 2016 2017\n", "home_team \n", "England 7.000000 20.666667 7.500000 21.333333\n", "France 6.666667 0.000000 -2.333333 4.000000\n", "Ireland 28.000000 8.500000 17.666667 7.000000\n", "Italy -21.000000 -31.000000 -23.500000 -33.666667\n", "Scotland -11.000000 -12.000000 2.500000 16.666667\n", "Wales 25.666667 1.000000 22.000000 4.000000" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_all.pivot_table(\"difference_non_abs\", \"home_team\", \"year\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's first plot this by home team without year." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(\n", " df_all.pivot_table(\"difference_non_abs\", \"home_team\")\n", " .rename_axis(\"Home_Team\")\n", " .plot(kind=\"bar\", rot=0, legend=False)\n", " .set_ylabel(\"Score difference Home team and away team\")\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that Italy and Scotland have negative scores on average. You can also see that England, Ireland and Wales have been the strongest teams lately at home." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(\n", " df_all.pivot_table(\"difference_non_abs\", \"away_team\")\n", " .rename_axis(\"Away_Team\")\n", " .plot(kind=\"bar\", rot=0, legend=False)\n", " .set_ylabel(\"Score difference Home team and away team\")\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This indicates that Italy, Scotland and France all have poor away from home form.\n", "England suffers the least when playing away from home. This aggregate view doesn't take into account the strength of the teams." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us look a bit more at a timeseries plot of the average of the score difference over the year.\n", "\n", "We see some changes in team behaviour, and we also see that Italy is a poor team." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(df_all, col=\"home_team\", col_wrap=2, height=5)\n", "g.map(sns.scatterplot, \"year\", \"difference_non_abs\")\n", "g.fig.autofmt_xdate()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(df_all, col=\"away_team\", col_wrap=2, height=5)\n", "g = g.map(plt.scatter, \"year\", \"difference_non_abs\").set_axis_labels(\"Year\", \"Score Difference\")\n", "g.fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see some interesting things here like Wales were good away from home in 2015.\n", "In that year they won three games away from home and won by 40 points or so away from home to Italy.\n", "\n", "So now we've got a feel for the data, we can proceed on with describing the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What assumptions do we know for our 'generative story'?\n", "\n", "* We know that the Six Nations in Rugby only has 6 teams - they each play each other once\n", "* We have data from the last few years\n", "* We also know that in sports scoring is modelled as a Poisson distribution\n", "* We consider home advantage to be a strong effect in sports" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The model.\n", "\n", "The league is made up by a total of T= 6 teams, playing each other once\n", "in a season. We indicate the number of points scored by the home and the away team in the g-th game of the season (15 games) as $y_{g1}$ and $y_{g2}$ respectively.

\n", "The vector of observed counts $\\mathbb{y} = (y_{g1}, y_{g2})$ is modelled as independent Poisson:\n", "$y_{gi}| \\theta_{gj} \\tilde\\;\\; Poisson(\\theta_{gj})$\n", "where the theta parameters represent the scoring intensity in the g-th game for the team playing at home (j=1) and away (j=2), respectively.

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We model these parameters according to a formulation that has been used widely in the statistical literature, assuming a log-linear random effect model:\n", "$$log \\theta_{g1} = home + att_{h(g)} + def_{a(g)} $$\n", "$$log \\theta_{g2} = att_{a(g)} + def_{h(g)}$$\n", "\n", "\n", "* The parameter home represents the advantage for the team hosting the game and we assume that this effect is constant for all the teams and throughout the season\n", "* The scoring intensity is determined jointly by the attack and defense ability of the two teams involved, represented by the parameters att and def, respectively\n", "\n", "* Conversely, for each t = 1, ..., T, the team-specific effects are modelled as exchangeable from a common distribution:\n", "\n", "* $att_{t} \\; \\tilde\\;\\; Normal(\\mu_{att},\\tau_{att})$ and $def_{t} \\; \\tilde\\;\\;Normal(\\mu_{def},\\tau_{def})$\n", "\n", "* We did some munging above and adjustments of the data to make it **tidier** for our model.\n", "* The log function to away scores and home scores is a standard trick in the sports analytics literature" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building of the model\n", "We now build the model in PyMC, specifying the global parameters, the team-specific parameters and the likelihood function" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "plt.rcParams[\"figure.constrained_layout.use\"] = True\n", "home_idx, teams = pd.factorize(df_all[\"home_team\"], sort=True)\n", "away_idx, _ = pd.factorize(df_all[\"away_team\"], sort=True)\n", "coords = {\"team\": teams}" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "/home/oriol/miniconda3/envs/arviz/lib/python3.9/site-packages/pymc/pytensorf.py:1005: UserWarning: The parameter 'updates' of pytensor.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", " pytensor_function = pytensor.function(\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [home, sd_att, sd_def, intercept, atts_star, defs_star]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [10000/10000 00:24<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 1_500 tune and 1_000 draw iterations (6_000 + 4_000 draws total) took 25 seconds.\n" ] } ], "source": [ "with pm.Model(coords=coords) as model:\n", " # constant data\n", " home_team = pm.ConstantData(\"home_team\", home_idx, dims=\"match\")\n", " away_team = pm.ConstantData(\"away_team\", away_idx, dims=\"match\")\n", "\n", " # global model parameters\n", " home = pm.Normal(\"home\", mu=0, sigma=1)\n", " sd_att = pm.HalfNormal(\"sd_att\", sigma=2)\n", " sd_def = pm.HalfNormal(\"sd_def\", sigma=2)\n", " intercept = pm.Normal(\"intercept\", mu=3, sigma=1)\n", "\n", " # team-specific model parameters\n", " atts_star = pm.Normal(\"atts_star\", mu=0, sigma=sd_att, dims=\"team\")\n", " defs_star = pm.Normal(\"defs_star\", mu=0, sigma=sd_def, dims=\"team\")\n", "\n", " atts = pm.Deterministic(\"atts\", atts_star - pt.mean(atts_star), dims=\"team\")\n", " defs = pm.Deterministic(\"defs\", defs_star - pt.mean(defs_star), dims=\"team\")\n", " home_theta = pt.exp(intercept + home + atts[home_idx] + defs[away_idx])\n", " away_theta = pt.exp(intercept + atts[away_idx] + defs[home_idx])\n", "\n", " # likelihood of observed data\n", " home_points = pm.Poisson(\n", " \"home_points\",\n", " mu=home_theta,\n", " observed=df_all[\"home_score\"],\n", " dims=(\"match\"),\n", " )\n", " away_points = pm.Poisson(\n", " \"away_points\",\n", " mu=away_theta,\n", " observed=df_all[\"away_score\"],\n", " dims=(\"match\"),\n", " )\n", " trace = pm.sample(1000, tune=1500, cores=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* We specified the model and the likelihood function\n", "\n", "* All this runs on an PyTensor graph under the hood" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace, var_names=[\"intercept\", \"home\", \"sd_att\", \"sd_def\"], compact=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us apply good *statistical workflow* practices and look at the various evaluation metrics to see if our NUTS sampler converged." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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atts[France]0.0010.0005441.03286.01.0
atts[Ireland]0.0010.0005257.03260.01.0
atts[Italy]0.0010.0015157.02957.01.0
atts[Scotland]0.0010.0014926.03003.01.0
atts[Wales]0.0010.0004537.03306.01.0
defs[England]0.0010.0014779.03293.01.0
defs[France]0.0010.0014183.02917.01.0
defs[Ireland]0.0010.0014766.03227.01.0
defs[Italy]0.0010.0004419.03561.01.0
defs[Scotland]0.0010.0004068.03290.01.0
defs[Wales]0.0010.0014177.03164.01.0
\n", "
" ], "text/plain": [ " mcse_mean mcse_sd ess_bulk ess_tail r_hat\n", "home 0.001 0.001 2694.0 2250.0 1.0\n", "intercept 0.001 0.000 2743.0 2455.0 1.0\n", "atts_star[England] 0.004 0.003 1243.0 1121.0 1.0\n", "atts_star[France] 0.004 0.003 1247.0 1111.0 1.0\n", "atts_star[Ireland] 0.004 0.003 1208.0 1160.0 1.0\n", "atts_star[Italy] 0.004 0.003 1352.0 1375.0 1.0\n", "atts_star[Scotland] 0.004 0.003 1318.0 1178.0 1.0\n", "atts_star[Wales] 0.004 0.003 1252.0 1122.0 1.0\n", "defs_star[England] 0.007 0.005 1110.0 899.0 1.0\n", "defs_star[France] 0.007 0.006 1091.0 876.0 1.0\n", "defs_star[Ireland] 0.007 0.005 1113.0 881.0 1.0\n", "defs_star[Italy] 0.007 0.006 1075.0 846.0 1.0\n", "defs_star[Scotland] 0.007 0.006 1081.0 854.0 1.0\n", "defs_star[Wales] 0.007 0.006 1098.0 889.0 1.0\n", "sd_att 0.004 0.003 1767.0 1709.0 1.0\n", "sd_def 0.006 0.004 1762.0 1662.0 1.0\n", "atts[England] 0.001 0.000 5489.0 3204.0 1.0\n", "atts[France] 0.001 0.000 5441.0 3286.0 1.0\n", "atts[Ireland] 0.001 0.000 5257.0 3260.0 1.0\n", "atts[Italy] 0.001 0.001 5157.0 2957.0 1.0\n", "atts[Scotland] 0.001 0.001 4926.0 3003.0 1.0\n", "atts[Wales] 0.001 0.000 4537.0 3306.0 1.0\n", "defs[England] 0.001 0.001 4779.0 3293.0 1.0\n", "defs[France] 0.001 0.001 4183.0 2917.0 1.0\n", "defs[Ireland] 0.001 0.001 4766.0 3227.0 1.0\n", "defs[Italy] 0.001 0.000 4419.0 3561.0 1.0\n", "defs[Scotland] 0.001 0.000 4068.0 3290.0 1.0\n", "defs[Wales] 0.001 0.001 4177.0 3164.0 1.0" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(trace, kind=\"diagnostics\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our model has converged well and $\\hat{R}$ looks good." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us look at some of the stats, just to verify that our model has returned the correct attributes. We can see that some teams are stronger than others. This is what we would expect with attack" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'atts' (team: 6, hdi: 2)>\n",
       "array([[ 0.18302232,  0.33451681],\n",
       "       [-0.16672247,  0.00056686],\n",
       "       [ 0.02480029,  0.18070957],\n",
       "       [-0.44275554, -0.2336128 ],\n",
       "       [-0.20865349, -0.03104828],\n",
       "       [ 0.09821099,  0.25031702]])\n",
       "Coordinates:\n",
       "  * team     (team) <U8 'England' 'France' 'Ireland' 'Italy' 'Scotland' 'Wales'\n",
       "  * hdi      (hdi) <U6 'lower' 'higher'
" ], "text/plain": [ "\n", "array([[ 0.18302232, 0.33451681],\n", " [-0.16672247, 0.00056686],\n", " [ 0.02480029, 0.18070957],\n", " [-0.44275554, -0.2336128 ],\n", " [-0.20865349, -0.03104828],\n", " [ 0.09821099, 0.25031702]])\n", "Coordinates:\n", " * team (team) \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'atts' (team: 6)>\n",
       "array([ 0.25676819, -0.08392998,  0.10809197, -0.33498374, -0.11633869,\n",
       "        0.17182582])\n",
       "Coordinates:\n",
       "  * team     (team) <U8 'England' 'France' 'Ireland' 'Italy' 'Scotland' 'Wales'
" ], "text/plain": [ "\n", "array([ 0.25676819, -0.08392998, 0.10809197, -0.33498374, -0.11633869,\n", " 0.17182582])\n", "Coordinates:\n", " * team (team) " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(figsize=(12, 6))\n", "\n", "ax.scatter(teams, trace.posterior[\"atts\"].median(dim=(\"chain\", \"draw\")), color=\"C0\", alpha=1, s=100)\n", "ax.vlines(\n", " teams,\n", " trace_hdi[\"atts\"].sel({\"hdi\": \"lower\"}),\n", " trace_hdi[\"atts\"].sel({\"hdi\": \"higher\"}),\n", " alpha=0.6,\n", " lw=5,\n", " color=\"C0\",\n", ")\n", "ax.set_xlabel(\"Teams\")\n", "ax.set_ylabel(\"Posterior Attack Strength\")\n", "ax.set_title(\"HDI of Team-wise Attack Strength\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is one of the powerful things about Bayesian modelling, we can have *uncertainty quantification* of some of our estimates.\n", "We've got a Bayesian credible interval for the attack strength of different countries.\n", "\n", "We can see an overlap between Ireland, Wales and England which is what you'd expect since these teams have won in recent years.\n", "\n", "Italy is well behind everyone else - which is what we'd expect and there's an overlap between Scotland and France which seems about right.\n", "\n", "There are probably some effects we'd like to add in here, like weighting more recent results more strongly.\n", "However that'd be a much more complicated model." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# subclass arviz labeller to omit the variable name\n", "class TeamLabeller(az.labels.BaseLabeller):\n", " def make_label_flat(self, var_name, sel, isel):\n", " sel_str = self.sel_to_str(sel, isel)\n", " return sel_str" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_forest(trace, var_names=[\"atts\"], labeller=TeamLabeller())\n", "ax[0].set_title(\"Team Offense\");" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = az.plot_forest(trace, var_names=[\"defs\"], labeller=TeamLabeller())\n", "ax[0].set_title(\"Team Defense\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Good teams like Ireland and England have a strong negative effect defense. Which is what we expect. We expect our strong teams to have strong positive effects in attack and strong negative effects in defense." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This approach that we're using of looking at parameters and examining them is part of a good statistical workflow.\n", "We also think that perhaps our priors could be better specified. However this is beyond the scope of this article.\n", "We recommend for a good discussion of 'statistical workflow' you visit [Robust Statistical Workflow with RStan](http://mc-stan.org/users/documentation/case-studies/rstan_workflow.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do some other plots. So we can see our range for our defensive effect.\n", "I'll print the teams below too just for reference" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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