{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Team-level Pass Sonars for the FIFA WWC 2019" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Motivation\n", "I have been tweeting these pass sonars recently and had enough people ask me about code/methodology and hence this notebook. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What even is a pass sonar and why should I care?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pass sonars are these neat visualizations which I first saw from [Eliot McKinley](https://twitter.com/etmckinley). I'm not sure if he's the one who first came up with this and he doesn't take credit but for me he is, so well, I call them Eliot's sonars. Anyway, the sonars themselves are just bar plots on a polar axes. As with bar charts, the height of the bars shows some value $a$. While colors are usually meaningless in bar charts on the conventional cartesian axes, they come together to look really neat on a polar axes (along with representing some value, say, $b$).\n", "\n", "I like $a$ to be the **frequency** and $b$ to be the **average length** of the passes in certain direction (again, this is the ASA way, not my original idea). So north is the opponent's goal, Ssouth is your own goal and the directions and counts in the sonars should be interpreted that way. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Code" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import json\n", "import pandas as pd\n", "from pandas import json_normalize\n", "import numpy as np\n", "\n", "import requests\n", "from tqdm import tqdm\n", "from sklearn.preprocessing import minmax_scale\n", "\n", "from matplotlib import cm\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are quite a few Statsbomb APIs, dataloaders, convenience functions etc. (check [here](https://github.com/statsbomb/statsbombpy), [here](https://github.com/Torvaney/statsbombapi), [here](https://github.com/imrankhan17/statsbomb-parser)) people have put together for the Statsbomb data. We don't really need any of those for such a simple task so I'll just load in the data writing our own functions as the Lord intended. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def get_match_ids(competition_id=72, season_id=30):\n", " \"\"\"Get the match ids for a certain season or certain tournament. Default competition and season values are for the FIFA WWC 2019.\n", " Returns:\n", " list of all match_ids\n", " \"\"\"\n", " \n", " match_ids_dict = requests.get(f\"https://raw.githubusercontent.com/statsbomb/open-data/master/data/matches/{competition_id}/{season_id}.json\").json()\n", " return [match[\"match_id\"] for match in match_ids_dict]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`get_match_ids` will give us our list of match_ids. The next bit is to loop over the match_ids and pull all the data into a single `dataframe`. Why do we need to do that? So that we can loop over all the teams and then plot their sonars later on.\n", "\n", "***Note***: \n", "1. *I'm fairly certain using the remote data you've git cloned is faster than making http requests 52 times (which is the total number of matches in the FIFA WWC 2019 dataset) but I'm assuming everyone hasn't.*\n", "2. *Also, pulling everything into a single dataframe is not ideal but definitely faster than opening and closing files/making requests for every team 52 times. (Ideally, I guess, you'd probably want to create a relational database out of all events first)*" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def get_all_passes(match_ids_list):\n", " \"\"\"Gives all passes of a list of matches concatenated in a dataframe\n", " Args:\n", " match_ids_list: list of match_ids\n", " Returns:\n", " dataframe of all passes \n", " \"\"\"\n", " dflist = []\n", " for match_id in tqdm(match_ids_list, desc = \"Loading matches\"):\n", " data = requests.get(f\"https://raw.githubusercontent.com/statsbomb/open-data/master/data/events/{match_id}.json\").json()\n", " dflist.append(json_normalize(data, sep=\"_\"))\n", " _df = pd.concat(dflist, ignore_index=True)\n", " return _df.loc[(_df.type_name == 'Pass')].dropna(how=\"all\", axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`get_all_passes` gets us all passes. Now we just need to define a function to plot polar bar plots and then loop over the teams and plot them. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def pass_sonar(team_name, ax):\n", " \"\"\"Plots the sonar for a team on a matplotlib axes\n", " \"\"\"\n", "\n", "##some data wrangling\n", " pdf = df.loc[df.team_name == team_name] ##filter only passes for the team in question\n", " df1 = pdf.loc[:, [\"pass_length\", \"pass_angle\"]] ##just take in lengths and angles of passes\n", " bins = np.linspace(-np.pi, np.pi, 24) ##change 24 to something else if you want more/less bins\n", " df1['bins'] = pd.cut(df1['pass_angle'], bins, include_lowest=True, right = True)\n", " df1[\"bin_mids\"] = df1[\"bins\"].apply(lambda x: x.mid)\n", " A = df1.groupby([\"bin_mids\"]).agg(frequency=(\"pass_length\", \"size\"), alength = (\"pass_length\", \"mean\")).reset_index()\n", " A[\"freq\"] = minmax_scale(A.frequency) ##scale to [0,1]\n", "\n", "##plot sonar \n", " bars = ax.bar(A[\"bin_mids\"], A[\"freq\"], width=0.27, bottom=0.01) \n", " cm_ = cmap(norm(np.array(A[\"alength\"]))) ##get our color values from the lengths for the bars\n", " \n", " ##set color\n", " [bar.set(facecolor=r, edgecolor=\"white\", linewidth=.5) for r, bar in zip(cm_, bars)]\n", " \n", "##Some axes cosmetics\n", " ax.set(rlim = [0,1], theta_zero_location = \"N\") ##orient upwards\n", " ax.title.set(text=team_name[:-8], color=\"k\", fontweight=\"bold\", size=7)\n", " ax.set_axis_off()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Everything's set. All we gotta do is run everything. Then we get our `figure` and `axes` instances. There were a total of 24 teams and hence, we'll create 24 axes (4x6). Lastly we just need to loop over the axes and team_names and plot them sequentially. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading matches: 100%|█████████████████████████████████████████████████████████████████| 52/52 [03:11<00:00, 3.69s/it]\n" ] } ], "source": [ "##Call our functions\n", "match_ids = get_match_ids()\n", "df = get_all_passes(match_ids)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=4, ncols=6, figsize=(13,8),subplot_kw={\"projection\":\"polar\"}) \n", "axes = axes.flatten()\n", "norm = plt.Normalize() ##default of (0,1) is perfect for us\n", "cmap = cm.get_cmap(\"viridis\")\n", "\n", "teams = sorted(df.team_name.unique())\n", "for team_name, ax in zip(teams, axes):\n", " pass_sonar(team_name, ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks acceptable so far. With knock-out tournaments there's obviously the issue of imbalanced data. Teams which keep qualifing play more matches and hence more passes and we only need to look at the sonars above to see that there's some direct relation between number of passes and sideways passing (and more fanned-out sonars). \n", "Also, I've made a pretty stupid mistake by not filtering out non-open-play passes. But, I'll leave it up to the reader(coder?) to fix. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.1 64-bit", "language": "python", "name": "python38164bitb0e9b99bd50844cbad2f603548cf64e8" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.1" } }, "nbformat": 4, "nbformat_minor": 4 }