scraping/batting_career.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scraping Career Data of a Player\n",
    "\n",
    "The following program scrapes data from the stats pages of priemer sports website espncricinfo, and returns a json data containing extensive data player's career match-by-match."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```requests library is required to fetch the data from webserver via http```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import bs4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "``` bs4/beautifulsoup is required to parse data from html```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_url = 'http://stats.espncricinfo.com/ci/engine/player/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "player_id = '253802'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```player_id is the id of the player in espncricinfo```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "match_class = '2'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "match_class determines the match type in espncricinfo\n",
    "* 1 - Test\n",
    "* 2 - ODI\n",
    "* 3 - T20I\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = [\n",
    "    ('class', match_class),\n",
    "    ('template', 'results'),\n",
    "    ('type', 'batting'),\n",
    "    ('view', 'match')\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = base_url + player_id + '.html'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "response = requests.get(url=url, params=params)\n",
    "soup = bs4.BeautifulSoup(response.text,'lxml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = soup.find_all(\"table\")[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "rows = bs4.BeautifulSoup(str(table))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "match_data = rows.find_all('tr')[1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Finds basic batting details for each match played"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "i = 0\n",
    "for match in match_data:\n",
    "    i = i+1\n",
    "    isDismissed = False\n",
    "    didNotBat = False\n",
    "\n",
    "    cols = bs4.BeautifulSoup(str(match))\n",
    "    \n",
    "    score_cell = cols.find_all('td')[0]\n",
    "    soup = bs4.BeautifulSoup(str(score_cell))\n",
    "    score = soup.get_text()\n",
    "    if score == \"DNB\" or score == \"TDNB\":\n",
    "        didNotBat = True\n",
    "        runs = 0\n",
    "    elif \"*\" in score:\n",
    "        runs = int(score[:-1])\n",
    "    else:\n",
    "        isDismissed = True\n",
    "        runs =  int(score)\n",
    "        \n",
    "\n",
    "    bf_cell = cols.find_all('td')[2]\n",
    "    soup = bs4.BeautifulSoup(str(bf_cell))\n",
    "    balls = soup.get_text()\n",
    "    if balls == \"-\":\n",
    "        ball = 0\n",
    "        strikeRate = 0\n",
    "    else:\n",
    "        ball = balls\n",
    "        if(int(balls)>0):\n",
    "            strikeRate = round(int(runs)/int(balls) * 100,2)\n",
    "        \n",
    "    fours_cell  = cols.find_all('td')[4]\n",
    "    soup = bs4.BeautifulSoup(str(fours_cell))\n",
    "    fours = soup.get_text()\n",
    "    if fours == \"-\":\n",
    "        four = 0\n",
    "    else:\n",
    "        four = fours\n",
    "    \n",
    "    sixes_cell  = cols.find_all('td')[5]\n",
    "    soup = bs4.BeautifulSoup(str(sixes_cell))\n",
    "    sixes = soup.get_text()\n",
    "    if sixes == \"-\":\n",
    "        six = 0\n",
    "    else:\n",
    "        six = sixes\n",
    "        \n",
    "    \n",
    "    opposition_cell  = cols.find_all('td')[7]\n",
    "    soup = bs4.BeautifulSoup(str(opposition_cell))\n",
    "    opposition = soup.get_text()[2:]\n",
    "    \n",
    "    ground_cell  = cols.find_all('td')[8]\n",
    "    soup = bs4.BeautifulSoup(str(ground_cell))\n",
    "    ground = soup.get_text()\n",
    "    \n",
    "    date_cell  = cols.find_all('td')[9]\n",
    "    soup = bs4.BeautifulSoup(str(date_cell))\n",
    "    date = soup.get_text()\n",
    "    \n",
    "    id_cell  = cols.find_all('td')[10]\n",
    "    soup = bs4.BeautifulSoup(str(id_cell))\n",
    "    matchID = soup.get_text().split(\"#\",1)[1] \n",
    "    \n",
    "    entry = {\n",
    "        'balls': int(ball),\n",
    "        'batPosition': None,\n",
    "        'captained': False,\n",
    "        'date': date,\n",
    "        'didNotBat': didNotBat,\n",
    "        'dismissalType': None,\n",
    "        'dismissedAgainst': None,\n",
    "        'dismissalBowlerHand': None,\n",
    "        'matchID': int(matchID),\n",
    "        'minutes': 0,\n",
    "        'fours': int(four),\n",
    "        'firstBat': False,\n",
    "        'ground': ground,\n",
    "        'match': int(i),\n",
    "        'notOut': not isDismissed,\n",
    "        'opposition': opposition,\n",
    "        'runs': int(runs),\n",
    "        'sixes': int(six),\n",
    "        'strikeRate': int(strikeRate),\n",
    "        'won': False\n",
    "    }\n",
    "    data.append(entry)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "``` pandas library is required to handle large amount of data easily ```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = pd.DataFrame(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Finds matches won among played matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = [\n",
    "    ('class', match_class),\n",
    "    ('template', 'results'),\n",
    "    ('type', 'batting'),\n",
    "    ('view', 'match'),\n",
    "    ('result','1')\n",
    "]\n",
    "response = requests.get(url=url, params=params)\n",
    "soup = bs4.BeautifulSoup(response.text,'lxml')\n",
    "table = soup.find_all(\"table\")[3]\n",
    "match_data = table.find_all('tr')[1:]\n",
    "\n",
    "won = []\n",
    "for match in match_data:\n",
    "    id_cell  = match.find_all('td')[10]\n",
    "    soup = bs4.BeautifulSoup(str(id_cell))\n",
    "    matchID = soup.get_text().split(\"#\",1)[1]\n",
    "    won.append(int(matchID))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Finds matches as captain among played matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = [\n",
    "    ('captain','1'),\n",
    "    ('class', match_class),\n",
    "    ('filter','advanced'),\n",
    "    ('template', 'results'),\n",
    "    ('type', 'batting'),\n",
    "    ('view', 'match'),\n",
    "]\n",
    "response = requests.get(url=url, params=params)\n",
    "soup = bs4.BeautifulSoup(response.text,'lxml')\n",
    "table = soup.find_all(\"table\")[3]\n",
    "match_data = table.find_all('tr')[1:]\n",
    "\n",
    "captained = []\n",
    "for match in match_data:\n",
    "    id_cell  = match.find_all('td')[10]\n",
    "    soup = bs4.BeautifulSoup(str(id_cell))\n",
    "    matchID = soup.get_text().split(\"#\",1)[1]\n",
    "    captained.append(int(matchID))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Finds Batting Position, Batting Innings, Minutes Batted, Dismissal Type in played matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = [\n",
    "    ('class', match_class),\n",
    "    ('filter','advanced'),\n",
    "    ('template', 'results'),\n",
    "    ('type', 'batting'),\n",
    "    ('view', 'innings'),\n",
    "]\n",
    "response = requests.get(url=url, params=params)\n",
    "soup = bs4.BeautifulSoup(response.text,'lxml')\n",
    "table = soup.find_all(\"table\")[3]\n",
    "match_data = table.find_all('tr')[1:]\n",
    "\n",
    "batPosition = []\n",
    "batFirst = []\n",
    "dismissalType = []\n",
    "minutes = []\n",
    "for match in match_data:\n",
    "\n",
    "    id_cell  = match.find_all('td')[13]\n",
    "    soup = bs4.BeautifulSoup(str(id_cell))\n",
    "    matchID = soup.get_text().split(\"#\",1)[1]\n",
    "\n",
    "    position_cell  = match.find_all('td')[6]\n",
    "    soup = bs4.BeautifulSoup(str(position_cell))\n",
    "    batPosition.append({\n",
    "        \"id\": int(matchID),\n",
    "        \"pos\": soup.get_text()\n",
    "    })\n",
    "    \n",
    "    minutes_cell  = match.find_all('td')[1]\n",
    "    soup = bs4.BeautifulSoup(str(minutes_cell))\n",
    "    if soup.get_text() != '-':\n",
    "        minutes.append({\n",
    "            \"id\": int(matchID),\n",
    "            \"min\": soup.get_text()\n",
    "        })\n",
    "    \n",
    "    dismissal_cell  = match.find_all('td')[7]\n",
    "    soup = bs4.BeautifulSoup(str(dismissal_cell))\n",
    "    if soup.get_text() != '-' or soup.get_text() != 'not out':\n",
    "        dismissalType.append({\n",
    "            \"id\": int(matchID),\n",
    "            \"type\": soup.get_text()\n",
    "        })\n",
    "    \n",
    "    innings_cell  = match.find_all('td')[8]\n",
    "    soup = bs4.BeautifulSoup(str(innings_cell))\n",
    "    if soup.get_text() == '1':  \n",
    "        batFirst.append(int(matchID))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Finds Dismissal against Pace/Spin Bowlers in played matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "dismissedAgainst = []\n",
    "\n",
    "params = [\n",
    "    ('class', match_class),\n",
    "    ('bowling_pacespin','1'),\n",
    "    ('filter','advanced'),\n",
    "    ('template', 'results'),\n",
    "    ('type', 'batting'),\n",
    "    ('view', 'dismissal_list'),\n",
    "]\n",
    "response = requests.get(url=url, params=params)\n",
    "soup = bs4.BeautifulSoup(response.text,'lxml')\n",
    "table = soup.find_all(\"table\")[3]\n",
    "match_data = table.find_all('tr')[1:]\n",
    "\n",
    "for match in match_data:\n",
    "\n",
    "    id_cell  = match.find_all('td')[9]\n",
    "    soup = bs4.BeautifulSoup(str(id_cell))\n",
    "    matchID = soup.get_text().split(\"#\",1)[1]\n",
    "    dismissedAgainst.append({\n",
    "        \"type\": \"pace\",\n",
    "        \"id\": int(matchID)\n",
    "    })\n",
    "    \n",
    "params = [\n",
    "    ('class', match_class),\n",
    "    ('bowling_pacespin','2'),\n",
    "    ('filter','advanced'),\n",
    "    ('template', 'results'),\n",
    "    ('type', 'batting'),\n",
    "    ('view', 'dismissal_list'),\n",
    "]\n",
    "response = requests.get(url=url, params=params)\n",
    "soup = bs4.BeautifulSoup(response.text,'lxml')\n",
    "table = soup.find_all(\"table\")[3]\n",
    "match_data = table.find_all('tr')[1:]\n",
    "\n",
    "for match in match_data:\n",
    "\n",
    "    id_cell  = match.find_all('td')[9]\n",
    "    soup = bs4.BeautifulSoup(str(id_cell))\n",
    "    matchID = soup.get_text().split(\"#\",1)[1]\n",
    "    dismissedAgainst.append({\n",
    "        \"type\": \"spin\",\n",
    "        \"id\": int(matchID)\n",
    "    })\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Finds Dismissal against Right/Left-Handed Bowlers in played matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dismissalBowlerHand = []\n",
    "\n",
    "params = [\n",
    "    ('class', match_class),\n",
    "    ('bowling_hand','1'),\n",
    "    ('filter','advanced'),\n",
    "    ('template', 'results'),\n",
    "    ('type', 'batting'),\n",
    "    ('view', 'dismissal_list'),\n",
    "]\n",
    "response = requests.get(url=url, params=params)\n",
    "soup = bs4.BeautifulSoup(response.text,'lxml')\n",
    "table = soup.find_all(\"table\")[3]\n",
    "match_data = table.find_all('tr')[1:]\n",
    "\n",
    "for match in match_data:\n",
    "\n",
    "    id_cell  = match.find_all('td')[9]\n",
    "    soup = bs4.BeautifulSoup(str(id_cell))\n",
    "    matchID = soup.get_text().split(\"#\",1)[1]\n",
    "    dismissalBowlerHand.append({\n",
    "        \"hand\": \"right\",\n",
    "        \"id\": int(matchID)\n",
    "    })\n",
    "    \n",
    "params = [\n",
    "    ('class', match_class),\n",
    "    ('bowling_hand','2'),\n",
    "    ('filter','advanced'),\n",
    "    ('template', 'results'),\n",
    "    ('type', 'batting'),\n",
    "    ('view', 'dismissal_list'),\n",
    "]\n",
    "response = requests.get(url=url, params=params)\n",
    "soup = bs4.BeautifulSoup(response.text,'lxml')\n",
    "table = soup.find_all(\"table\")[3]\n",
    "match_data = table.find_all('tr')[1:]\n",
    "\n",
    "for match in match_data:\n",
    "\n",
    "    id_cell  = match.find_all('td')[9]\n",
    "    soup = bs4.BeautifulSoup(str(id_cell))\n",
    "    matchID = soup.get_text().split(\"#\",1)[1]\n",
    "    dismissalBowlerHand.append({\n",
    "        \"hand\": \"left\",\n",
    "        \"id\": int(matchID)\n",
    "    })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Adds the new data found into the existing match-wise dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "for match in won:\n",
    "    dataset.loc[dataset['matchID'] == match, 'won'] = True\n",
    "for match in captained:\n",
    "    dataset.loc[dataset['matchID'] == match, 'captained'] = True\n",
    "for match in batFirst:\n",
    "    dataset.loc[dataset['matchID'] == match, 'firstBat'] = True\n",
    "for match in dismissalType:\n",
    "    dataset.loc[dataset['matchID'] == match['id'], 'dismissalType'] = match['type']\n",
    "for match in dismissedAgainst:\n",
    "    dataset.loc[dataset['matchID'] == match['id'], 'dismissedAgainst'] = match['type']\n",
    "for match in dismissalBowlerHand:\n",
    "    dataset.loc[dataset['matchID'] == match['id'], 'dismissalBowlerHand'] = match['hand']\n",
    "for match in minutes:\n",
    "    dataset.loc[dataset['matchID'] == match['id'], 'minutes'] = match['min']\n",
    "for match in batPosition:\n",
    "    dataset.loc[dataset['matchID'] == match['id'], 'batPosition'] = match['pos']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Converts the dataset in Pandas to JSON"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{\"balls\":22,\"batPosition\":\"2\",\"captained\":false,\"date\":\"18 Aug 2008\",\"didNotBat\":false,\"dismissalBowlerHand\":\"right\",\"dismissalType\":\"lbw\",\"dismissedAgainst\":\"pace\",\"firstBat\":true,\"fours\":1,\"ground\":\"Dambulla\",\"match\":1,\"matchID\":2742,\"minutes\":\"33\",\"notOut\":false,\"opposition\":\"Sri Lanka\",\"runs\":12,\"sixes\":0,\"strikeRate\":54,\"won\":false},{\"balls\":67,\"batPosition\":\"2\",\"captained\":false,\"date\":\"20 Aug 2008\",\"didNotBat\":false,\"dismissalBowlerHand\":\"left\",\"dismissalType\":\"caught\",\"dismissedAgainst\":\"pace\",\"firstBat\":false,\"fours\":6,\"ground\":\"Dambulla\",\"match\":2,\"matchID\":2745,\"minutes\":\"82\",\"notOut\":false,\"opposition\":\"Sri Lanka\",\"runs\":37,\"sixes\":0,\"strikeRate\":55,\"won\":true},{\"balls\":38,\"batPosition\":\"1\",\"captained\":false,\"date\":\"24 Aug 2008\",\"didNotBat\":false,\"dismissalBowlerHand\":null,\"dismissalType\":\"run out\",\"dismissedAgainst\":null,\"firstBat\":true,\"fours\":4,\"ground\":\"Colombo (RPS)\",\"match\":3,\"matchID\":2750,\"minutes\":\"40\",\"notOut\":false,\"opposition\":\"Sri Lanka\",\"runs\":25,\"sixes\":0,\"strikeRate\":65,\"won\":true},{\"balls\":66,\"batPosition\":\"1\",\"captained\":false,\"date\":\"27 Aug 2008\",\"didNotBat\":false,\"dismissalBowlerHand\":\"left\",\"dismissalType\":\"bowled\",\"dismissedAgainst\":\"pace\",\"firstBat\":true,\"fours\":7,\"ground\":\"Colombo (RPS)\",\"match\":4,\"matchID\":2755,\"minutes\":\"87\",\"notOut\":false,\"opposition\":\"Sri Lanka\",\"runs\":54,\"sixes\":0,\"strikeRate\":81,\"won\":true},{\"balls\":46,\"batPosition\":\"1\",\"captained\":false,\"date\":\"29 Aug 2008\",\"didNotBat\":false,\"dismissalBowlerHand\":\"right\",\"dismissalType\":\"lbw\",\"dismissedAgainst\":\"pace\",\"firstBat\":false,\"fours\":3,\"ground\":\"Colombo (RPS)\",\"match\":5,\"matchID\":2756,\"minutes\":\"45\",\"notOut\":false,\"opposition\":\"Sri 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2019\",\"didNotBat\":false,\"dismissalBowlerHand\":\"right\",\"dismissalType\":\"caught\",\"dismissedAgainst\":\"pace\",\"firstBat\":true,\"fours\":1,\"ground\":\"Mohali\",\"match\":226,\"matchID\":4111,\"minutes\":0,\"notOut\":false,\"opposition\":\"Australia\",\"runs\":7,\"sixes\":0,\"strikeRate\":116,\"won\":false},{\"balls\":22,\"batPosition\":\"3\",\"captained\":true,\"date\":\"13 Mar 2019\",\"didNotBat\":false,\"dismissalBowlerHand\":\"right\",\"dismissalType\":\"caught\",\"dismissedAgainst\":\"pace\",\"firstBat\":false,\"fours\":2,\"ground\":\"Delhi\",\"match\":227,\"matchID\":4113,\"minutes\":0,\"notOut\":false,\"opposition\":\"Australia\",\"runs\":20,\"sixes\":0,\"strikeRate\":90,\"won\":false}]\n"
     ]
    }
   ],
   "source": [
    "json = dataset.to_json(orient='records')\n",
    "print(json)"
   ]
  }
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