{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A Hierarchical model for Rugby prediction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on the following blog post: [Daniel Weitzenfeld's](http://danielweitzenfeld.github.io/passtheroc/blog/2014/10/28/bayes-premier-league/), which based on the work of [Baio and Blangiardo](http://discovery.ucl.ac.uk/16040/1/16040.pdf).\n",
"\n",
"In this example, we're going to reproduce the first model described in the paper using PyMC3.\n",
"\n",
"Since I am a rugby fan I decide to 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": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"!date\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"try:\n",
" from StringIO import StringIO\n",
"except ImportError:\n",
" from io import StringIO\n",
"import pymc3 as pm, theano.tensor as tt\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.ticker import StrMethodFormatter\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"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": 5,
"metadata": {},
"outputs": [],
"source": [
"try:\n",
" df_all = pd.read_csv('../data/rugby.csv')\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 paremeters (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. \n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"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": 7,
"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": 8,
"metadata": {},
"outputs": [],
"source": [
"df_all['difference'] = np.abs(df_all['home_score']-df_all['away_score'])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"(df_all.groupby('year')['difference']\n",
" .mean()\n",
" \n",
" .plot(kind='bar', title='Average magnitude of scores difference Six Nations', yerr=df_all.groupby('year')['difference'].std())\n",
" .set_ylabel('Average (abs) point difference'));\n",
" \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": 10,
"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": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"(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",
");\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": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"(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",
");\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": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"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\")"
]
},
{
"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.\n"
]
},
{
"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 $def_{t} \\; \\tilde\\;\\;Normal(\\mu_{def},\\tau_{def})$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We restrict to only the useful columns for this model."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"df = df_all[['home_team', 'away_team', 'home_score', 'away_score']]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"teams = df.home_team.unique()\n",
"teams = pd.DataFrame(teams, columns=['team'])\n",
"teams['i'] = teams.index\n",
"\n",
"df = pd.merge(df, teams, left_on='home_team', right_on='team', how='left')\n",
"df = df.rename(columns = {'i': 'i_home'}).drop('team', 1)\n",
"df = pd.merge(df, teams, left_on='away_team', right_on='team', how='left')\n",
"df = df.rename(columns = {'i': 'i_away'}).drop('team', 1)\n",
"\n",
"observed_home_goals = df.home_score.values\n",
"observed_away_goals = df.away_score.values\n",
"\n",
"home_team = df.i_home.values\n",
"away_team = df.i_away.values\n",
"\n",
"num_teams = len(df.i_home.drop_duplicates())\n",
"num_games = len(home_team)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* 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\n",
"\n",
"## Building of the model \n",
"* We now build the model in PyMC3, specifying the global parameters, and the team-specific parameters and the likelihood function \n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as model:\n",
" # global model parameters\n",
" home = pm.Flat('home')\n",
" sd_att = pm.HalfStudentT('sd_att', nu=3, sigma=2.5)\n",
" sd_def = pm.HalfStudentT('sd_def', nu=3, sigma=2.5)\n",
" intercept = pm.Flat('intercept')\n",
" \n",
" # team-specific model parameters\n",
" atts_star = pm.Normal(\"atts_star\", mu=0, sigma=sd_att, shape=num_teams)\n",
" defs_star = pm.Normal(\"defs_star\", mu=0, sigma=sd_def, shape=num_teams)\n",
" \n",
" atts = pm.Deterministic('atts', atts_star - tt.mean(atts_star))\n",
" defs = pm.Deterministic('defs', defs_star - tt.mean(defs_star))\n",
" home_theta = tt.exp(intercept + home + atts[home_team] + defs[away_team])\n",
" away_theta = tt.exp(intercept + atts[away_team] + defs[home_team])\n",
" \n",
" # likelihood of observed data\n",
" home_points = pm.Poisson('home_points', mu=home_theta, observed=observed_home_goals)\n",
" away_points = pm.Poisson('away_points', mu=away_theta, observed=observed_away_goals)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* We specified the model and the likelihood function\n",
"\n",
"* All this runs on a Theano graph under the hood"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (3 chains in 3 jobs)\n",
"NUTS: [defs_star, atts_star, intercept, sd_def, sd_att, home]\n",
"Sampling 3 chains, 0 divergences: 100%|████████████████████████████████████████| 6000/6000 [00:12<00:00, 479.34draws/s]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"with model:\n",
" trace = pm.sample(1000, tune=1000, cores=3)\n",
"\n",
"pm.traceplot(trace, var_names=['intercept', 'home', 'sd_att', 'sd_def']);"
]
},
{
"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": 22,
"metadata": {},
"outputs": [],
"source": [
"bfmi = np.max(pm.stats.bfmi(trace))\n",
"max_gr = max(np.max(gr_stats) for gr_stats in pm.stats.rhat(trace).values()).values"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(pm.energyplot(trace, legend=False, figsize=(6, 4))\n",
" .set_title(\"BFMI = {}\\nGelman-Rubin = {}\".format(bfmi, max_gr)));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our model has converged well and the Gelman-Rubin statistic 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": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.0914411 , 0.24983955],\n",
" [-0.17489496, -0.00180749],\n",
" [ 0.02865188, 0.18533115],\n",
" [-0.20199572, -0.02297896],\n",
" [-0.43666135, -0.22646324],\n",
" [ 0.18200205, 0.3341145 ]])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.stats.hpd(trace['atts'])"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.17246227, -0.08510157, 0.10761194, -0.11491148, -0.33435058,\n",
" 0.25571298])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.quantile(trace['atts'], 0.5, axis=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results\n",
"From the above we can start to understand the different distributions of attacking strength and defensive strength.\n",
"These are probabilistic estimates and help us better understand the uncertainty in sports analytics"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_hpd = pd.DataFrame(pm.stats.hpd(trace['atts']), \n",
" columns=['hpd_low', 'hpd_high'], \n",
" index=teams.team.values)\n",
"df_median = pd.DataFrame(np.quantile(trace['atts'], 0.5, axis=0), \n",
" columns=['hpd_median'], \n",
" index=teams.team.values)\n",
"df_hpd = df_hpd.join(df_median)\n",
"df_hpd['relative_lower'] = df_hpd.hpd_median - df_hpd.hpd_low\n",
"df_hpd['relative_upper'] = df_hpd.hpd_high - df_hpd.hpd_median\n",
"df_hpd = df_hpd.sort_values(by='hpd_median')\n",
"df_hpd = df_hpd.reset_index()\n",
"df_hpd['x'] = df_hpd.index + .5\n",
"\n",
"\n",
"fig, axs = plt.subplots(figsize=(10,4))\n",
"axs.errorbar(df_hpd.x, df_hpd.hpd_median, \n",
" yerr=(df_hpd[['relative_lower', 'relative_upper']].values).T, \n",
" fmt='o')\n",
"axs.set_title('HPD of Attack Strength, by Team')\n",
"axs.set_xlabel('Team')\n",
"axs.set_ylabel('Posterior Attack Strength')\n",
"_= axs.set_xticks(df_hpd.index + .5)\n",
"_= axs.set_xticklabels(df_hpd['index'].values, rotation=45)"
]
},
{
"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": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"_, ax = pm.forestplot(trace, var_names=['defs'])\n",
"ax[0].set_yticklabels(teams['team'].tolist())\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": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm.plot_posterior(trace, var_names=['defs']);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We know Ireland is defs_2 so let's talk about that one. We can see that it's mean is -0.39 \n",
"which means we expect Ireland to have a strong defense. Which is what we'd expect, Ireland generally even in games it loses doesn't lose by say 50 points.\n",
"And we can see that the 95% HPD is between -0.491, and -0.28 \n",
"\n",
"In comparison with Italy, we see a strong positive effect 0.58 mean and a HPD of 0.51 and 0.65. This means that we'd expect Italy to concede a lot of points, compared to what it scores. \n",
"Given that Italy often loses by 30 - 60 points, this seems correct. \n",
"\n",
"We see here also that this informs what other priors we could bring into this. We could bring some sort of world ranking as a prior. \n",
"\n",
"As of December 2017 the [rugby rankings](https://www.worldrugby.org/rankings/mru) indicate that England is 2nd in the world, Ireland 3rd, Scotland 5th, Wales 7th, France 9th and Italy 14th. We could bring that into a model and it can explain some of the fact that Italy is apart from a lot of the other teams. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's simulate who wins over 1000 seasons."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|█████████████████████████████████████████████████████████████████████████████| 3000/3000 [00:03<00:00, 825.05it/s]\n"
]
}
],
"source": [
"with model:\n",
" pp_trace = pm.sample_posterior_predictive(trace)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"home_sim_df = pd.DataFrame({\n",
" 'sim_points_{}'.format(i): 3 * home_won\n",
" for i, home_won in enumerate(pp_trace['home_points'] > pp_trace['away_points'])\n",
"})\n",
"home_sim_df.insert(0, 'team', df['home_team'])\n",
"\n",
"away_sim_df = pd.DataFrame({\n",
" 'sim_points_{}'.format(i): 3 * away_won\n",
" for i, away_won in enumerate(pp_trace['home_points'] < pp_trace['away_points'])\n",
"})\n",
"away_sim_df.insert(0, 'team', df['away_team'])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"sim_table = (home_sim_df.groupby('team')\n",
" .sum()\n",
" .add(away_sim_df.groupby('team')\n",
" .sum())\n",
" .rank(ascending=False, method='min', axis=0)\n",
" .reset_index()\n",
" .melt(id_vars='team', value_name='rank')\n",
" .groupby('team')\n",
" ['rank']\n",
" .value_counts()\n",
" .unstack(level='rank')\n",
" .fillna(0))\n",
"n_samples = sim_table.sum(axis=1).values[0] # will be the same for all teams\n",
"sim_table = sim_table.div(n_samples)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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"\n",
"
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" \n",
"
\n",
"
rank
\n",
"
1.0
\n",
"
2.0
\n",
"
3.0
\n",
"
4.0
\n",
"
5.0
\n",
"
6.0
\n",
"
\n",
"
\n",
"
team
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
England
\n",
"
0.455667
\n",
"
0.419333
\n",
"
0.123667
\n",
"
0.001333
\n",
"
0.000000
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
France
\n",
"
0.000000
\n",
"
0.002333
\n",
"
0.035667
\n",
"
0.906667
\n",
"
0.055333
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
Ireland
\n",
"
0.623333
\n",
"
0.303667
\n",
"
0.072333
\n",
"
0.000667
\n",
"
0.000000
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
Italy
\n",
"
0.000000
\n",
"
0.000000
\n",
"
0.000000
\n",
"
0.000000
\n",
"
0.001667
\n",
"
0.998333
\n",
"
\n",
"
\n",
"
Scotland
\n",
"
0.000000
\n",
"
0.000000
\n",
"
0.000000
\n",
"
0.126000
\n",
"
0.874000
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
Wales
\n",
"
0.096667
\n",
"
0.237333
\n",
"
0.652000
\n",
"
0.014000
\n",
"
0.000000
\n",
"
0.000000
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
"rank 1.0 2.0 3.0 4.0 5.0 6.0\n",
"team \n",
"England 0.455667 0.419333 0.123667 0.001333 0.000000 0.000000\n",
"France 0.000000 0.002333 0.035667 0.906667 0.055333 0.000000\n",
"Ireland 0.623333 0.303667 0.072333 0.000667 0.000000 0.000000\n",
"Italy 0.000000 0.000000 0.000000 0.000000 0.001667 0.998333\n",
"Scotland 0.000000 0.000000 0.000000 0.126000 0.874000 0.000000\n",
"Wales 0.096667 0.237333 0.652000 0.014000 0.000000 0.000000"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sim_table"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = sim_table.loc[:, 1.0].plot(kind='barh')\n",
"\n",
"ax.xaxis.set_major_formatter(StrMethodFormatter('{x:.1%}'));\n",
"ax.set_xlabel(\"Probability of finishing with the most points\\n(including ties)\");\n",
"\n",
"ax.set_ylabel(\"Team\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see according to this model that Ireland finishes with the most points about 60% of the time, and England finishes with the most points 45% of the time and Wales finishes with the most points about 10% of the time. (Note that these probabilities do not sum to 100% since there is a non-zero chance of a tie atop the table.)\n",
"As an Irish rugby fan - I like this model. However it indicates some problems with shrinkage, and bias. Since recent form suggests England will win. \n",
"Nevertheless the point of this model was to illustrate how a Hierachical model could be applied to a sports analytics problem, and illustrate the power of PyMC3. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Covariates\n",
"We should do some exploration of the variables"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"df_trace = pm.trace_to_dataframe(trace)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['Wales', 'France', 'Ireland', 'Scotland', 'Italy', 'England'],\n",
" dtype=object)"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"teams.team.values"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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