Cubs and Sox splits from baseball-reference.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "br-scraper from https://github.com/andrewblim/br-scraper is a nice little baseball-reference.com scraping utility."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import brscraper\n",
    "scraper = brscraper.BRScraper()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's download all the games from April for the Cubs and Sox."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1907\n",
      "1907\n",
      "1909\n",
      "1909\n",
      "1909\n",
      "1909\n",
      "1933\n",
      "1933\n",
      "1935\n",
      "1935\n",
      "1944\n",
      "1944\n",
      "1944\n",
      "1944\n",
      "1945\n",
      "1945\n",
      "1945\n",
      "1945\n",
      "1946\n",
      "1946\n",
      "1954\n",
      "1954\n",
      "1955\n",
      "1955\n",
      "1955\n",
      "1955\n",
      "1956\n",
      "1956\n",
      "1956\n",
      "1956\n",
      "1957\n",
      "1957\n",
      "1957\n",
      "1957\n",
      "1961\n",
      "1961\n",
      "1961\n",
      "1961\n",
      "1962\n",
      "1962\n",
      "1962\n",
      "1962\n",
      "1963\n",
      "1963\n",
      "1965\n",
      "1965\n",
      "1968\n",
      "1968\n",
      "1969\n",
      "1969\n",
      "1969\n",
      "1969\n",
      "1969\n",
      "1969\n",
      "1971\n",
      "1971\n",
      "1972\n",
      "1972\n",
      "1973\n",
      "1973\n",
      "1973\n",
      "1973\n",
      "1974\n",
      "1974\n",
      "1975\n",
      "1975\n",
      "1981\n",
      "1981\n",
      "1984\n",
      "1984\n",
      "1990\n",
      "1990\n",
      "1997\n",
      "1997\n",
      "2000\n",
      "2000\n",
      "2001\n",
      "2001\n",
      "2002\n",
      "2002\n",
      "2005\n",
      "2005\n",
      "2011\n",
      "2011\n",
      "2014\n",
      "2014\n",
      "1944\n",
      "1944\n",
      "1944\n",
      "1944\n",
      "1945\n",
      "1945\n",
      "1945\n",
      "1945\n",
      "1946\n",
      "1946\n",
      "1946\n",
      "1946\n",
      "1947\n",
      "1947\n",
      "1948\n",
      "1948\n",
      "1949\n",
      "1949\n",
      "1949\n",
      "1949\n",
      "1949\n",
      "1949\n",
      "1950\n",
      "1950\n",
      "1951\n",
      "1951\n",
      "1952\n",
      "1952\n",
      "1952\n",
      "1952\n",
      "1952\n",
      "1952\n",
      "1953\n",
      "1953\n",
      "1954\n",
      "1954\n",
      "1955\n",
      "1955\n",
      "1955\n",
      "1955\n",
      "1959\n",
      "1959\n",
      "1960\n",
      "1960\n",
      "1961\n",
      "1961\n",
      "1962\n",
      "1962\n",
      "1962\n",
      "1962\n",
      "1963\n",
      "1963\n",
      "1963\n",
      "1963\n",
      "1963\n",
      "1963\n",
      "1965\n",
      "1965\n",
      "1967\n",
      "1967\n",
      "1967\n",
      "1967\n",
      "1968\n",
      "1968\n",
      "1969\n",
      "1969\n",
      "1970\n",
      "1970\n",
      "1971\n",
      "1971\n",
      "1971\n",
      "1971\n",
      "1972\n",
      "1972\n",
      "1972\n",
      "1972\n",
      "1973\n",
      "1973\n",
      "1975\n",
      "1975\n",
      "1977\n",
      "1977\n",
      "1981\n",
      "1981\n",
      "1982\n",
      "1982\n",
      "1982\n",
      "1982\n",
      "1982\n",
      "1982\n",
      "1997\n",
      "1997\n",
      "1997\n",
      "1997\n",
      "1999\n",
      "1999\n",
      "2004\n",
      "2004\n",
      "2008\n",
      "2008\n",
      "2009\n",
      "2009\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/bs4/element.py:1413: UserWarning: has_key is deprecated. Use has_attr(\"class\") instead.\n",
      "  key))\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "teams = {'CHC': [], 'CHW': []}\n",
    "for team in teams:\n",
    "    for year in range(1901, 2016):\n",
    "        data = scraper.parse_tables(\"teams/%s/%d-schedule-scores.shtml\" % (team, year))\n",
    "        last_date = None\n",
    "        for game in data['team_schedule']:\n",
    "            if game['Date']:\n",
    "                date = datetime.strptime(game['Date'], '%A, %b %d')\n",
    "                game['parsed_date'] = date\n",
    "                game['year'] = year\n",
    "                last_date = date\n",
    "                if date.month < 5:\n",
    "                    teams[team].append(game)\n",
    "                else:\n",
    "                    break\n",
    "            else:\n",
    "                game['parsed_date'] = None\n",
    "                game['year'] = year\n",
    "                print year\n",
    "                teams[team].append(game)\n",
    "                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cubs have 1871 games, Sox have 1800\n"
     ]
    }
   ],
   "source": [
    "print 'Cubs have %d games, Sox have %d' % (len(teams['CHC']), len(teams['CHW']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CHC (1901): 3-6-0 (.0.333)\n",
      "CHW (1901): 4-2-0 (.0.667)\n",
      "-----\n",
      "CHC (1902): 6-3-0 (.0.667)\n",
      "CHW (1902): 4-2-0 (.0.667)\n",
      "-----\n",
      "CHC (1903): 7-4-0 (.0.636)\n",
      "CHW (1903): 3-3-0 (.0.500)\n",
      "-----\n",
      "CHC (1904): 5-5-1 (.0.455)\n",
      "CHW (1904): 7-6-1 (.0.500)\n",
      "-----\n",
      "CHC (1905): 7-6-0 (.0.538)\n",
      "CHW (1905): 7-5-0 (.0.583)\n",
      "-----\n",
      "CHC (1906): 10-6-0 (.0.625)\n",
      "CHW (1906): 7-6-0 (.0.538)\n",
      "-----\n",
      "CHC (1907): 11-2-0 (missing some) (.0.846)\n",
      "CHW (1907): 9-4-0 (.0.692)\n",
      "-----\n",
      "CHC (1908): 8-3-0 (.0.727)\n",
      "CHW (1908): 7-7-0 (.0.500)\n",
      "-----\n",
      "CHC (1909): 7-4-0 (missing some) (.0.636)\n",
      "CHW (1909): 6-5-0 (.0.545)\n",
      "-----\n",
      "CHC (1910): 6-4-0 (.0.600)\n",
      "CHW (1910): 4-5-0 (.0.444)\n",
      "-----\n",
      "CHC (1911): 9-6-2 (.0.529)\n",
      "CHW (1911): 7-7-0 (.0.500)\n",
      "-----\n",
      "CHC (1912): 5-7-0 (.0.417)\n",
      "CHW (1912): 10-4-1 (.0.667)\n",
      "-----\n",
      "CHC (1913): 12-4-1 (.0.706)\n",
      "CHW (1913): 10-8-0 (.0.556)\n",
      "-----\n",
      "CHC (1914): 5-8-1 (.0.357)\n",
      "CHW (1914): 7-7-0 (.0.500)\n",
      "-----\n",
      "CHC (1915): 8-6-1 (.0.533)\n",
      "CHW (1915): 10-7-0 (.0.588)\n",
      "-----\n",
      "CHC (1916): 8-5-0 (.0.615)\n",
      "CHW (1916): 9-9-0 (.0.500)\n",
      "-----\n",
      "CHC (1917): 9-7-0 (.0.562)\n",
      "CHW (1917): 10-6-0 (.0.625)\n",
      "-----\n",
      "CHC (1918): 6-3-0 (.0.667)\n",
      "CHW (1918): 5-2-0 (.0.714)\n",
      "-----\n",
      "CHC (1919): 3-3-0 (.0.500)\n",
      "CHW (1919): 6-1-0 (.0.857)\n",
      "-----\n",
      "CHC (1920): 4-8-0 (.0.333)\n",
      "CHW (1920): 7-2-0 (.0.778)\n",
      "-----\n",
      "CHC (1921): 6-5-0 (.0.545)\n",
      "CHW (1921): 4-6-0 (.0.400)\n",
      "-----\n",
      "CHC (1922): 11-5-0 (.0.688)\n",
      "CHW (1922): 8-6-1 (.0.533)\n",
      "-----\n",
      "CHC (1923): 7-6-0 (.0.538)\n",
      "CHW (1923): 2-9-1 (.0.167)\n",
      "-----\n",
      "CHC (1924): 9-6-0 (.0.600)\n",
      "CHW (1924): 7-6-0 (.0.538)\n",
      "-----\n",
      "CHC (1925): 8-6-0 (.0.571)\n",
      "CHW (1925): 9-6-0 (.0.600)\n",
      "-----\n",
      "CHC (1926): 8-7-1 (.0.500)\n",
      "CHW (1926): 11-6-0 (.0.647)\n",
      "-----\n",
      "CHC (1927): 7-7-0 (.0.500)\n",
      "CHW (1927): 9-7-0 (.0.562)\n",
      "-----\n",
      "CHC (1928): 9-10-0 (.0.474)\n",
      "CHW (1928): 7-10-1 (.0.389)\n",
      "-----\n",
      "CHC (1929): 7-5-0 (.0.583)\n",
      "CHW (1929): 6-6-0 (.0.500)\n",
      "-----\n",
      "CHC (1930): 8-8-0 (.0.500)\n",
      "CHW (1930): 6-4-0 (.0.600)\n",
      "-----\n",
      "CHC (1931): 8-3-0 (.0.727)\n",
      "CHW (1931): 6-6-0 (.0.500)\n",
      "-----\n",
      "CHC (1932): 11-3-0 (.0.786)\n",
      "CHW (1932): 5-11-0 (.0.312)\n",
      "-----\n",
      "CHC (1933): 5-7-0 (missing some) (.0.417)\n",
      "CHW (1933): 10-6-0 (.0.625)\n",
      "-----\n",
      "CHC (1934): 10-2-0 (.0.833)\n",
      "CHW (1934): 4-6-0 (.0.400)\n",
      "-----\n",
      "CHC (1935): 8-5-0 (missing some) (.0.615)\n",
      "CHW (1935): 9-3-0 (.0.750)\n",
      "-----\n",
      "CHC (1936): 8-6-0 (.0.571)\n",
      "CHW (1936): 4-8-0 (.0.333)\n",
      "-----\n",
      "CHC (1937): 2-6-0 (.0.250)\n",
      "CHW (1937): 3-3-0 (.0.500)\n",
      "-----\n",
      "CHC (1938): 8-4-0 (.0.667)\n",
      "CHW (1938): 5-5-0 (.0.500)\n",
      "-----\n",
      "CHC (1939): 6-4-0 (.0.600)\n",
      "CHW (1939): 6-4-0 (.0.600)\n",
      "-----\n",
      "CHC (1940): 7-7-0 (.0.500)\n",
      "CHW (1940): 3-7-0 (.0.300)\n",
      "-----\n",
      "CHC (1941): 5-7-0 (.0.417)\n",
      "CHW (1941): 9-4-0 (.0.692)\n",
      "-----\n",
      "CHC (1942): 7-9-0 (.0.438)\n",
      "CHW (1942): 3-12-0 (.0.200)\n",
      "-----\n",
      "CHC (1943): 3-4-0 (.0.429)\n",
      "CHW (1943): 1-4-0 (.0.200)\n",
      "-----\n",
      "CHC (1944): 1-5-0 (missing some) (.0.167)\n",
      "CHW (1944): 2-3-0 (missing some) (.0.400)\n",
      "-----\n",
      "CHC (1945): 5-2-0 (missing some) (.0.714)\n",
      "CHW (1945): 3-0-0 (missing some) (.1.000)\n",
      "-----\n",
      "CHC (1946): 5-5-0 (missing some) (.0.500)\n",
      "CHW (1946): 4-5-0 (missing some) (.0.444)\n",
      "-----\n",
      "CHC (1947): 8-5-0 (.0.615)\n",
      "CHW (1947): 6-2-0 (missing some) (.0.750)\n",
      "-----\n",
      "CHC (1948): 4-6-0 (.0.400)\n",
      "CHW (1948): 2-5-0 (missing some) (.0.286)\n",
      "-----\n",
      "CHC (1949): 5-6-0 (.0.455)\n",
      "CHW (1949): 4-3-0 (missing some) (.0.571)\n",
      "-----\n",
      "CHC (1950): 3-2-0 (.0.600)\n",
      "CHW (1950): 1-4-0 (missing some) (.0.200)\n",
      "-----\n",
      "CHC (1951): 5-5-0 (.0.500)\n",
      "CHW (1951): 5-3-0 (missing some) (.0.625)\n",
      "-----\n",
      "CHC (1952): 9-4-0 (.0.692)\n",
      "CHW (1952): 3-5-0 (missing some) (.0.375)\n",
      "-----\n",
      "CHC (1953): 5-4-0 (.0.556)\n",
      "CHW (1953): 7-5-0 (missing some) (.0.583)\n",
      "-----\n",
      "CHC (1954): 3-5-0 (missing some) (.0.375)\n",
      "CHW (1954): 7-5-0 (missing some) (.0.583)\n",
      "-----\n",
      "CHC (1955): 6-7-0 (missing some) (.0.462)\n",
      "CHW (1955): 8-4-0 (missing some) (.0.667)\n",
      "-----\n",
      "CHC (1956): 2-5-0 (missing some) (.0.286)\n",
      "CHW (1956): 5-1-0 (.0.833)\n",
      "-----\n",
      "CHC (1957): 2-5-0 (missing some) (.0.286)\n",
      "CHW (1957): 8-2-0 (.0.800)\n",
      "-----\n",
      "CHC (1958): 8-5-0 (.0.615)\n",
      "CHW (1958): 3-9-0 (.0.250)\n",
      "-----\n",
      "CHC (1959): 8-8-0 (.0.500)\n",
      "wtf: \n",
      "CHW (1959): 7-6-0 (missing some) (.0.538)\n",
      "-----\n",
      "CHC (1960): 3-10-0 (.0.231)\n",
      "CHW (1960): 5-4-0 (missing some) (.0.556)\n",
      "-----\n",
      "CHC (1961): 7-5-0 (missing some) (.0.583)\n",
      "CHW (1961): 6-5-0 (missing some) (.0.545)\n",
      "-----\n",
      "CHC (1962): 2-14-0 (missing some) (.0.125)\n",
      "CHW (1962): 9-5-0 (missing some) (.0.643)\n",
      "-----\n",
      "CHC (1963): 8-9-0 (missing some) (.0.471)\n",
      "CHW (1963): 6-4-0 (missing some) (.0.600)\n",
      "-----\n",
      "CHC (1964): 4-7-0 (.0.364)\n",
      "CHW (1964): 5-4-0 (.0.556)\n",
      "-----\n",
      "CHC (1965): 7-6-1 (missing some) (.0.500)\n",
      "CHW (1965): 7-3-0 (missing some) (.0.700)\n",
      "-----\n",
      "CHC (1966): 3-12-0 (.0.200)\n",
      "CHW (1966): 10-3-0 (.0.769)\n",
      "-----\n",
      "CHC (1967): 8-6-0 (.0.571)\n",
      "CHW (1967): 6-6-0 (missing some) (.0.500)\n",
      "-----\n",
      "CHC (1968): 6-10-0 (missing some) (.0.375)\n",
      "CHW (1968): 2-10-0 (missing some) (.0.167)\n",
      "-----\n",
      "CHC (1969): 14-3-0 (missing some) (.0.824)\n",
      "CHW (1969): 6-8-0 (missing some) (.0.429)\n",
      "-----\n",
      "CHC (1970): 13-5-0 (.0.722)\n",
      "CHW (1970): 7-10-0 (missing some) (.0.412)\n",
      "-----\n",
      "CHC (1971): 8-11-0 (missing some) (.0.421)\n",
      "CHW (1971): 6-11-0 (missing some) (.0.353)\n",
      "-----\n",
      "CHC (1972): 4-8-0 (missing some) (.0.333)\n",
      "CHW (1972): 6-3-0 (missing some) (.0.667)\n",
      "-----\n",
      "CHC (1973): 10-6-0 (missing some) (.0.625)\n",
      "CHW (1973): 9-4-0 (missing some) (.0.692)\n",
      "-----\n",
      "CHC (1974): 6-10-0 (missing some) (.0.375)\n",
      "CHW (1974): 8-11-2 (.0.381)\n",
      "-----\n",
      "CHC (1975): 12-3-0 (missing some) (.0.800)\n",
      "CHW (1975): 5-13-0 (missing some) (.0.278)\n",
      "-----\n",
      "CHC (1976): 9-10-0 (.0.474)\n",
      "wtf: \n",
      "CHW (1976): 5-6-0 (.0.455)\n",
      "-----\n",
      "CHC (1977): 7-9-0 (.0.438)\n",
      "CHW (1977): 9-7-0 (missing some) (.0.562)\n",
      "-----\n",
      "CHC (1978): 11-9-0 (.0.550)\n",
      "CHW (1978): 6-12-0 (.0.333)\n",
      "-----\n",
      "wtf: \n",
      "CHC (1979): 8-8-0 (.0.500)\n",
      "CHW (1979): 9-11-0 (.0.450)\n",
      "-----\n",
      "CHC (1980): 9-6-0 (.0.600)\n",
      "CHW (1980): 12-6-0 (.0.667)\n",
      "-----\n",
      "CHC (1981): 1-13-0 (missing some) (.0.071)\n",
      "CHW (1981): 9-6-0 (missing some) (.0.600)\n",
      "-----\n",
      "CHC (1982): 7-14-0 (.0.333)\n",
      "CHW (1982): 7-6-0 (missing some) (.0.538)\n",
      "-----\n",
      "CHC (1983): 6-14-0 (.0.300)\n",
      "CHW (1983): 8-10-0 (.0.444)\n",
      "-----\n",
      "CHC (1984): 11-7-0 (missing some) (.0.611)\n",
      "CHW (1984): 8-13-0 (.0.381)\n",
      "-----\n",
      "CHC (1985): 12-6-0 (.0.667)\n",
      "CHW (1985): 9-8-0 (.0.529)\n",
      "-----\n",
      "CHC (1986): 7-12-0 (.0.368)\n",
      "CHW (1986): 7-12-0 (.0.368)\n",
      "-----\n",
      "CHC (1987): 10-10-0 (.0.500)\n",
      "CHW (1987): 6-12-0 (.0.333)\n",
      "-----\n",
      "wtf: \n",
      "CHC (1988): 10-11-0 (.0.476)\n",
      "CHW (1988): 11-10-0 (.0.524)\n",
      "-----\n",
      "CHC (1989): 12-11-0 (.0.522)\n",
      "CHW (1989): 8-16-0 (.0.333)\n",
      "-----\n",
      "CHC (1990): 7-10-0 (missing some) (.0.412)\n",
      "CHW (1990): 10-6-0 (.0.625)\n",
      "-----\n",
      "CHC (1991): 10-11-0 (.0.476)\n",
      "CHW (1991): 11-6-0 (.0.647)\n",
      "-----\n",
      "CHC (1992): 7-13-0 (.0.350)\n",
      "CHW (1992): 11-8-0 (.0.579)\n",
      "-----\n",
      "CHC (1993): 11-11-0 (.0.500)\n",
      "CHW (1993): 13-9-0 (.0.591)\n",
      "-----\n",
      "CHC (1994): 6-15-0 (.0.286)\n",
      "CHW (1994): 13-10-0 (.0.565)\n",
      "-----\n",
      "CHC (1995): 4-1-0 (.0.800)\n",
      "CHW (1995): 1-4-0 (.0.200)\n",
      "-----\n",
      "CHC (1996): 13-14-0 (.0.481)\n",
      "CHW (1996): 15-10-0 (.0.600)\n",
      "-----\n",
      "CHC (1997): 5-18-0 (missing some) (.0.217)\n",
      "CHW (1997): 7-16-0 (missing some) (.0.304)\n",
      "-----\n",
      "CHC (1998): 14-13-0 (.0.519)\n",
      "CHW (1998): 10-15-1 (.0.385)\n",
      "-----\n",
      "CHC (1999): 10-10-0 (.0.500)\n",
      "CHW (1999): 9-9-0 (missing some) (.0.500)\n",
      "-----\n",
      "CHC (2000): 10-15-0 (missing some) (.0.400)\n",
      "CHW (2000): 17-8-0 (.0.680)\n",
      "-----\n",
      "CHC (2001): 13-9-0 (missing some) (.0.591)\n",
      "CHW (2001): 8-15-0 (.0.348)\n",
      "-----\n",
      "CHC (2002): 8-14-0 (missing some) (.0.364)\n",
      "CHW (2002): 16-10-0 (.0.615)\n",
      "-----\n",
      "CHC (2003): 15-12-0 (.0.556)\n",
      "CHW (2003): 14-13-0 (.0.519)\n",
      "-----\n",
      "CHC (2004): 13-9-0 (.0.591)\n",
      "CHW (2004): 13-8-0 (missing some) (.0.619)\n",
      "-----\n",
      "CHC (2005): 11-10-0 (missing some) (.0.524)\n",
      "CHW (2005): 17-7-0 (.0.708)\n",
      "-----\n",
      "CHC (2006): 13-10-0 (.0.565)\n",
      "CHW (2006): 17-7-0 (.0.708)\n",
      "-----\n",
      "CHC (2007): 10-14-0 (.0.417)\n",
      "CHW (2007): 12-11-0 (.0.522)\n",
      "-----\n",
      "CHC (2008): 17-10-0 (.0.630)\n",
      "CHW (2008): 13-12-0 (missing some) (.0.520)\n",
      "-----\n",
      "CHC (2009): 10-11-0 (.0.476)\n",
      "CHW (2009): 10-9-0 (missing some) (.0.526)\n",
      "-----\n",
      "CHC (2010): 11-13-0 (.0.458)\n",
      "CHW (2010): 9-14-0 (.0.391)\n",
      "-----\n",
      "CHC (2011): 11-13-0 (missing some) (.0.458)\n",
      "CHW (2011): 10-18-0 (.0.357)\n",
      "-----\n",
      "CHC (2012): 8-15-0 (.0.348)\n",
      "CHW (2012): 11-11-0 (.0.500)\n",
      "-----\n",
      "CHC (2013): 10-16-0 (.0.385)\n",
      "CHW (2013): 10-15-0 (.0.400)\n",
      "-----\n",
      "CHC (2014): 9-15-0 (missing some) (.0.375)\n",
      "CHW (2014): 14-15-0 (.0.483)\n",
      "-----\n",
      "CHC (2015): 12-8-0 (.0.600)\n",
      "CHW (2015): 8-11-0 (.0.421)\n",
      "-----\n"
     ]
    }
   ],
   "source": [
    "def create_totals():\n",
    "    return {'CHC': {'wins': 0, 'losses': 0, 'ties': 0}, 'CHW': {'wins': 0, 'losses': 0, 'ties': 0}}\n",
    "\n",
    "for year in range(1901, 2016):\n",
    "    totals = create_totals()\n",
    "    for team in totals.keys():\n",
    "        missing_games = False\n",
    "        for game in teams[team]:\n",
    "            if not game['parsed_date'] and game['year'] == year:\n",
    "                missing_games = True\n",
    "            elif game['year'] == year:\n",
    "                if game['W/L'].lower().startswith('w'):\n",
    "                    totals[team]['wins'] += 1\n",
    "                elif game['W/L'].lower().startswith('l'):\n",
    "                    totals[team]['losses'] += 1\n",
    "                elif game['W/L'].lower().startswith('t'):\n",
    "                    totals[team]['ties'] += 1\n",
    "                else:\n",
    "                    print 'wtf: %s' % game['W/L']\n",
    "        denominator = float(totals[team]['wins'] + totals[team]['losses'] + totals[team]['ties'])\n",
    "        if denominator != 0:\n",
    "            print '%s (%d): %d-%d-%d %s(.%.3f)' % (\n",
    "                team,\n",
    "                year,\n",
    "                totals[team]['wins'],\n",
    "                totals[team]['losses'],\n",
    "                totals[team]['ties'],\n",
    "                '' if not missing_games else '(missing some) ',\n",
    "                float(totals[team]['wins'])/denominator\n",
    "            )\n",
    "    print '-----'"
   ]
  },
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   "source": []
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