{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "45ef0eb0",
   "metadata": {},
   "source": [
    "# 📍 Recipe: xG per Player in a Single Match\n",
    "\n",
    "In this example, we'll load event data for a match from StatsBomb's open dataset, filter for shots, and calculate each player's total expected goals (xG).\n",
    "\n",
    "We'll then visualize the result using matplotlib.\n",
    "\n",
    "## 🧰 What You'll Learn\n",
    "\n",
    "- How to access StatsBomb data using `Flow.statsbomb` methods\n",
    "- How to filter and summarize data with `.filter()` and `.group_by().summary()`\n",
    "- How to convert the output to a pandas DataFrame for plotting\n",
    "\n",
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "db187083",
   "metadata": {},
   "outputs": [],
   "source": [
    "from penaltyblog.matchflow import Flow, where_equals\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66763a1e",
   "metadata": {},
   "source": [
    "## Load the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "71eec8f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load events for a StatsBomb match\n",
    "match_id = 22912  # Champions League Final 2018/2019\n",
    "\n",
    "flow = Flow.statsbomb.events(match_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1be2de1a",
   "metadata": {},
   "source": [
    "## Calculate xG by player"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8c1d4cec",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/martin/repos/penaltyblog/venv/lib/python3.13/site-packages/statsbombpy/api_client.py:21: NoAuthWarning: credentials were not supplied. open data access only\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'total_xg': np.float64(0.937532585), 'player': 'Mohamed Salah'}\n",
      "{'total_xg': np.float64(0.33853526), 'player': 'Bamidele Alli'}\n",
      "{'total_xg': np.float64(0.20356458), 'player': 'Lucas Rodrigues Moura da Silva'}\n",
      "{'total_xg': np.float64(0.12390858299999999), 'player': 'Heung-Min Son'}\n",
      "{'total_xg': np.float64(0.077972755), 'player': 'Divock Okoth Origi'}\n"
     ]
    }
   ],
   "source": [
    "xg_summary = (\n",
    "    flow.filter(where_equals(\"type.name\", \"Shot\"))\n",
    "    .group_by(\"player.name\")\n",
    "    .summary({\"total_xg\": (\"sum\", \"shot.statsbomb_xg\")})\n",
    "    .sort_by(\"total_xg\", ascending=False)\n",
    "    .rename(\n",
    "        **{\n",
    "            \"player.name\": \"player\",\n",
    "        }\n",
    "    )\n",
    "    .collect()\n",
    ")\n",
    "\n",
    "for row in xg_summary[:5]:\n",
    "    print(row)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e5a361b",
   "metadata": {},
   "source": [
    "## Plot as Bar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "aa75fcfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "players = [x[\"player\"] for x in xg_summary]\n",
    "xg = [x[\"total_xg\"] for x in xg_summary]\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.barh(players, xg)\n",
    "plt.xlabel(\"Total xG\")\n",
    "plt.title(\"Expected Goals by Player\")\n",
    "plt.gca().invert_yaxis()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}