data_scraping.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cafd7e6e-331c-4cc7-8934-375ff4aa2e68",
   "metadata": {},
   "outputs": [],
   "source": [
    "#import modules and packages\n",
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "39ff41c7-f314-468f-bc23-b0254a55c9e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter your match ID:  27012\n"
     ]
    }
   ],
   "source": [
    "#scrape single game shots\n",
    "base_url = 'https://understat.com/match/'\n",
    "match = str(input(\"Enter your match ID: \"))\n",
    "url = base_url + match"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c59c36ee-7b46-4627-9eea-79fdea7b7f5b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<script>\n",
       " \t\t\tvar THEME = localStorage.getItem(\"theme\") || 'DARK';\n",
       " \t\t\tdocument.body.className = \"theme-\" + THEME.toLowerCase();\n",
       " \t\t</script>,\n",
       " <script>\n",
       " \tvar shotsData \t= 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     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = requests.get(url)\n",
    "soup = BeautifulSoup(res.content, 'lxml')\n",
    "span = soup.find('span')\n",
    "script = soup.find_all('script')\n",
    "script"
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  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4f052ef8-9baa-4029-a840-d18fe72bc7b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "string = script[1].string\n",
    "string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "28fe993c-a999-4cae-8833-2922b8064a83",
   "metadata": {},
   "outputs": [],
   "source": [
    "#strip symbols so we only have json data\n",
    "index_start = string.index(\"('\") + 2\n",
    "index_end = string.index(\"')\")\n",
    "\n",
    "json_data = string[index_start:index_end]\n",
    "json_data = json_data.encode('utf8').decode('unicode_escape')\n",
    "data = json.loads(json_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5faf62c9-4929-424a-8c9e-bef29a0d1143",
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert each team into separate dataframes\n",
    "df_h = pd.DataFrame(data['h'])\n",
    "df_a = pd.DataFrame(data['a'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b4c9cccc-99c4-4bb4-b84c-c1eaa885fb4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the home and awayteam DataFrame to a CSV file\n",
    "df_h.to_csv('home_team_shots.csv', index=False)\n",
    "df_a.to_csv('away_team_shots.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d131c23a-8050-400a-85ff-fae1b33d5cc2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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  "kernelspec": {
   "display_name": "Python (myenv)",
   "language": "python",
   "name": "myenv"
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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