{
 "metadata": {
  "name": "",
  "signature": "sha256:ae6c07f61406bc4505b45540aafb930a340cb6e314c39cb3b6c149230cd52aca"
 },
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# EPL November 28-29th 2015\n",
      "\n",
      "Another brief look at the shot statistics that were behind the results in the top flight of English football over the weekend."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "import league_analysis\n",
      "from IPython.display import display, HTML\n",
      "epl = league_analysis.epl\n",
      "weekend_matches = league_analysis.get_matches(epl, '28/11/2015', '29/11/2015')\n",
      "league_analysis.display_given_matches(weekend_matches)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Aston Villa</td><td>Watford</td></tr>\n",
        "      <tr><td>Goals</td><td>2</td><td>3</td></tr>\n",
        "      <tr><td>Shots</td><td>12</td><td>14</td></tr>\n",
        "      <tr><td>SOT</td><td>6</td><td>6</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Bournemouth</td><td>Everton</td></tr>\n",
        "      <tr><td>Goals</td><td>3</td><td>3</td></tr>\n",
        "      <tr><td>Shots</td><td>19</td><td>11</td></tr>\n",
        "      <tr><td>SOT</td><td>10</td><td>6</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Crystal Palace</td><td>Newcastle</td></tr>\n",
        "      <tr><td>Goals</td><td>5</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>19</td><td>7</td></tr>\n",
        "      <tr><td>SOT</td><td>8</td><td>2</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Leicester</td><td>Man United</td></tr>\n",
        "      <tr><td>Goals</td><td>1</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>7</td><td>10</td></tr>\n",
        "      <tr><td>SOT</td><td>3</td><td>2</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Man City</td><td>Southampton</td></tr>\n",
        "      <tr><td>Goals</td><td>3</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>16</td><td>12</td></tr>\n",
        "      <tr><td>SOT</td><td>9</td><td>8</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Sunderland</td><td>Stoke</td></tr>\n",
        "      <tr><td>Goals</td><td>2</td><td>0</td></tr>\n",
        "      <tr><td>Shots</td><td>18</td><td>7</td></tr>\n",
        "      <tr><td>SOT</td><td>5</td><td>3</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Liverpool</td><td>Swansea</td></tr>\n",
        "      <tr><td>Goals</td><td>1</td><td>0</td></tr>\n",
        "      <tr><td>Shots</td><td>10</td><td>8</td></tr>\n",
        "      <tr><td>SOT</td><td>2</td><td>0</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Norwich</td><td>Arsenal</td></tr>\n",
        "      <tr><td>Goals</td><td>1</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>7</td><td>12</td></tr>\n",
        "      <tr><td>SOT</td><td>2</td><td>3</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Tottenham</td><td>Chelsea</td></tr>\n",
        "      <tr><td>Goals</td><td>0</td><td>0</td></tr>\n",
        "      <tr><td>Shots</td><td>9</td><td>5</td></tr>\n",
        "      <tr><td>SOT</td><td>4</td><td>1</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>\n",
        "<div style=\"display:inline-block;\">\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>West Ham</td><td>West Brom</td></tr>\n",
        "      <tr><td>Goals</td><td>1</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>17</td><td>7</td></tr>\n",
        "      <tr><td>SOT</td><td>6</td><td>3</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    </div>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f92b02c3400>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Aston Villa', 'Watford', '28/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Aston Villa 2 - 3 Watford</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Aston Villa</td><td>Watford</td></tr>\n",
        "      <tr><td>Goals</td><td>2</td><td>3</td></tr>\n",
        "      <tr><td>Shots</td><td>12</td><td>14</td></tr>\n",
        "      <tr><td>SOT</td><td>6</td><td>6</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f92b02adfd0>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Obviously worrying times for Aston Villa, who still have not won since the first day of the season."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "after_game_no_dicts = league_analysis.collect_after_game_dicts(epl, '01/08/2015', '30/11/2015')\n",
      "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'current_winless_run', rankings=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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viqjTkyNTBUqqOOf/1/7yiJwPpbDM/7OopI7nh1keOH5risgLcnGpelU25XbNc85dHxgZ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tUqOnbsyNWrV9m5c6feIQthFdZOODwArFJKLVRK5VnZIIQQFUlSYgIvdG/Fjk598A5PIt7TgcAF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\no0cLcym67t27A0CBe0B06dIFDRo0M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       "text": [
        "<matplotlib.figure.Figure at 0x7f92b02c3128>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "So a current winless run of 13, the next closest current is the rather unfortunate Bournemouth with 8, and even the next longest in the league at all is the 9 Sunderland accumulated before winning their 10th game.\n",
      "\n",
      "## This Game\n",
      "\n",
      "However, on the face of it this wasn't actually that terrible a defeat. Though it says something that to look for the positive in a **home** game against a promoted side Villa have to suggest that they weren't dominated.\n",
      "\n",
      "Watford though are starting to see a bit of an increase in return for what were at least acceptable performances."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Bournemouth', 'Everton', '28/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Bournemouth 3 - 3 Everton</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Bournemouth</td><td>Everton</td></tr>\n",
        "      <tr><td>Goals</td><td>3</td><td>3</td></tr>\n",
        "      <tr><td>Shots</td><td>19</td><td>11</td></tr>\n",
        "      <tr><td>SOT</td><td>10</td><td>6</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f92b02c3048>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Bournemouth just cannot seem to catch a break. I know they were behind for a lot of this game and may well feel pretty pleased about getting a point in the end, but the fact remains they are just not getting the rewards for their efforts."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pairs = [(stats.teamname, stats.pdo) for stats in epl.team_stats.values()]\n",
      "league_analysis.display_ranked_table(['Team', 'PDO'], pairs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th>Position</th> <th>Team</th> <th>PDO</th></tr><tr><td>1</td> <td>Man United</td> <td>0.16459253311922925</td></tr>\n",
        "<tr><td>2</td> <td>Everton</td> <td>0.15298507462686567</td></tr>\n",
        "<tr><td>3</td> <td>West Ham</td> <td>0.10745115856428894</td></tr>\n",
        "<tr><td>4</td> <td>Arsenal</td> <td>0.06753246753246753</td></tr>\n",
        "<tr><td>5</td> <td>Leicester</td> <td>0.05851548269581058</td></tr>\n",
        "<tr><td>6</td> <td>Watford</td> <td>0.04583333333333334</td></tr>\n",
        "<tr><td>7</td> <td>Crystal Palace</td> <td>0.03807418324735937</td></tr>\n",
        "<tr><td>8</td> <td>Stoke</td> <td>0.03324808184143224</td></tr>\n",
        "<tr><td>9</td> <td>West Brom</td> <td>0.03135888501742162</td></tr>\n",
        "<tr><td>10</td> <td>Tottenham</td> <td>0.02460582895365504</td></tr>\n",
        "<tr><td>11</td> <td>Sunderland</td> <td>0.009457441513190612</td></tr>\n",
        "<tr><td>12</td> <td>Man City</td> <td>0.004678362573099393</td></tr>\n",
        "<tr><td>13</td> <td>Chelsea</td> <td>-0.021198830409356717</td></tr>\n",
        "<tr><td>14</td> <td>Swansea</td> <td>-0.06832694763729247</td></tr>\n",
        "<tr><td>15</td> <td>Aston Villa</td> <td>-0.06986301369863013</td></tr>\n",
        "<tr><td>16</td> <td>Southampton</td> <td>-0.07598784194528879</td></tr>\n",
        "<tr><td>17</td> <td>Newcastle</td> <td>-0.07870370370370366</td></tr>\n",
        "<tr><td>18</td> <td>Norwich</td> <td>-0.08705357142857145</td></tr>\n",
        "<tr><td>19</td> <td>Liverpool</td> <td>-0.09243697478991597</td></tr>\n",
        "<tr><td>20</td> <td>Bournemouth</td> <td>-0.22807017543859648</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292d988d0>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Crystal Palace', 'Newcastle', '28/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Crystal Palace 5 - 1 Newcastle</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Crystal Palace</td><td>Newcastle</td></tr>\n",
        "      <tr><td>Goals</td><td>5</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>19</td><td>7</td></tr>\n",
        "      <tr><td>SOT</td><td>8</td><td>2</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f92b02ade48>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "As much as it might be bad for Aston Villa, Newcastle's fortunate wins over Bournemouth and slightly less so Norwich have masked a very worrying start to the season as a continuation of the year. James Yorke at stats bomb [looked at whether or not Swansea should sack Garry Monk](http://statsbomb.com/2015/11/should-swansea-sack-garry-monk/) concluding, probably not. But he goes on to say that Steve McClaren's position is not looking great. Though it was a good point that two obvious candidates to replace him for the rest of the season in Tony Pulis and Sam Allardyce are already employed in the EPL. Newcastle are now bottom of the league for team rating, a measure that combines a team's TSR, TSOTT and PDO, weighted by how much we think is skills based."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pairs = [(stats.teamname, stats.team_rating) for stats in epl.team_stats.values()]\n",
      "league_analysis.display_ranked_table(['Team', 'Team Rating'], pairs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th>Position</th> <th>Team</th> <th>Team Rating</th></tr><tr><td>1</td> <td>Man City</td> <td>0.29239331169424077</td></tr>\n",
        "<tr><td>2</td> <td>Arsenal</td> <td>0.22431918297581915</td></tr>\n",
        "<tr><td>3</td> <td>Tottenham</td> <td>0.19031953443599622</td></tr>\n",
        "<tr><td>4</td> <td>Man United</td> <td>0.12735348228262694</td></tr>\n",
        "<tr><td>5</td> <td>Liverpool</td> <td>0.12064013918772673</td></tr>\n",
        "<tr><td>6</td> <td>Leicester</td> <td>0.08609224121172165</td></tr>\n",
        "<tr><td>7</td> <td>Southampton</td> <td>0.06216626593476378</td></tr>\n",
        "<tr><td>8</td> <td>West Ham</td> <td>0.00021128442561606925</td></tr>\n",
        "<tr><td>9</td> <td>Everton</td> <td>-0.002121729096430526</td></tr>\n",
        "<tr><td>10</td> <td>Watford</td> <td>-0.007960047499524472</td></tr>\n",
        "<tr><td>11</td> <td>Chelsea</td> <td>-0.008806477945233936</td></tr>\n",
        "<tr><td>12</td> <td>Crystal Palace</td> <td>-0.013656516412672935</td></tr>\n",
        "<tr><td>13</td> <td>Bournemouth</td> <td>-0.040032476975535074</td></tr>\n",
        "<tr><td>14</td> <td>Swansea</td> <td>-0.048565472932468004</td></tr>\n",
        "<tr><td>15</td> <td>Norwich</td> <td>-0.078970963500586</td></tr>\n",
        "<tr><td>16</td> <td>Stoke</td> <td>-0.15151490294853057</td></tr>\n",
        "<tr><td>17</td> <td>West Brom</td> <td>-0.1752089770842564</td></tr>\n",
        "<tr><td>18</td> <td>Sunderland</td> <td>-0.1757943713246106</td></tr>\n",
        "<tr><td>19</td> <td>Aston Villa</td> <td>-0.18250534925485665</td></tr>\n",
        "<tr><td>20</td> <td>Newcastle</td> <td>-0.25591529726823836</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292d988d0>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Leicester', 'Man United', '28/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Leicester 1 - 1 Man United</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Leicester</td><td>Man United</td></tr>\n",
        "      <tr><td>Goals</td><td>1</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>7</td><td>10</td></tr>\n",
        "      <tr><td>SOT</td><td>3</td><td>2</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f92b02c3160>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Well, Jamie Vardy made his 11th straight game in the EPL with at least one goal. More importantly for those doubting that Leicester can maintain their level this was a pretty important point at home against a team in a similar league position, and not only that but it seems like the game merited a draw, they certainly were not unequivocally out-shot. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pairs = [(stats.teamname, stats.sot_for / stats.shots_for) for stats in epl.team_stats.values()]\n",
      "league_analysis.display_ranked_table(['Team', 'SOTs/All Shots'], pairs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th>Position</th> <th>Team</th> <th>SOTs/All Shots</th></tr><tr><td>1</td> <td>Tottenham</td> <td>0.4117647058823529</td></tr>\n",
        "<tr><td>2</td> <td>Everton</td> <td>0.38953488372093026</td></tr>\n",
        "<tr><td>3</td> <td>Man City</td> <td>0.3861788617886179</td></tr>\n",
        "<tr><td>4</td> <td>Crystal Palace</td> <td>0.3791208791208791</td></tr>\n",
        "<tr><td>5</td> <td>Newcastle</td> <td>0.36363636363636365</td></tr>\n",
        "<tr><td>6</td> <td>Man United</td> <td>0.363013698630137</td></tr>\n",
        "<tr><td>7</td> <td>Leicester</td> <td>0.36</td></tr>\n",
        "<tr><td>8</td> <td>Southampton</td> <td>0.3482587064676617</td></tr>\n",
        "<tr><td>9</td> <td>Arsenal</td> <td>0.3442622950819672</td></tr>\n",
        "<tr><td>10</td> <td>West Brom</td> <td>0.33064516129032256</td></tr>\n",
        "<tr><td>11</td> <td>Sunderland</td> <td>0.3288590604026846</td></tr>\n",
        "<tr><td>12</td> <td>West Ham</td> <td>0.328042328042328</td></tr>\n",
        "<tr><td>13</td> <td>Liverpool</td> <td>0.3269230769230769</td></tr>\n",
        "<tr><td>14</td> <td>Bournemouth</td> <td>0.32386363636363635</td></tr>\n",
        "<tr><td>15</td> <td>Norwich</td> <td>0.3218390804597701</td></tr>\n",
        "<tr><td>16</td> <td>Stoke</td> <td>0.32167832167832167</td></tr>\n",
        "<tr><td>17</td> <td>Swansea</td> <td>0.32142857142857145</td></tr>\n",
        "<tr><td>18</td> <td>Chelsea</td> <td>0.2923076923076923</td></tr>\n",
        "<tr><td>19</td> <td>Aston Villa</td> <td>0.273972602739726</td></tr>\n",
        "<tr><td>20</td> <td>Watford</td> <td>0.2727272727272727</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292aafb38>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pairs = [(stats.teamname, stats.tsr - stats.sotr) for stats in epl.team_stats.values()]\n",
      "league_analysis.display_ranked_table(['Team', 'TSR - SOTR'], pairs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th>Position</th> <th>Team</th> <th>TSR - SOTR</th></tr><tr><td>1</td> <td>Chelsea</td> <td>0.09532961752834901</td></tr>\n",
        "<tr><td>2</td> <td>Aston Villa</td> <td>0.08314344761803827</td></tr>\n",
        "<tr><td>3</td> <td>Watford</td> <td>0.059853549824896546</td></tr>\n",
        "<tr><td>4</td> <td>Bournemouth</td> <td>0.051724137931034475</td></tr>\n",
        "<tr><td>5</td> <td>Arsenal</td> <td>0.027807805569016297</td></tr>\n",
        "<tr><td>6</td> <td>Sunderland</td> <td>0.027571449147136884</td></tr>\n",
        "<tr><td>7</td> <td>Man United</td> <td>0.012750929368029684</td></tr>\n",
        "<tr><td>8</td> <td>West Ham</td> <td>0.012315599124393284</td></tr>\n",
        "<tr><td>9</td> <td>Norwich</td> <td>0.010045662100456598</td></tr>\n",
        "<tr><td>10</td> <td>Swansea</td> <td>0.007653061224489777</td></tr>\n",
        "<tr><td>11</td> <td>Man City</td> <td>-0.0027472527472527375</td></tr>\n",
        "<tr><td>12</td> <td>Leicester</td> <td>-0.00516035396802994</td></tr>\n",
        "<tr><td>13</td> <td>Stoke</td> <td>-0.00628654970760234</td></tr>\n",
        "<tr><td>14</td> <td>Everton</td> <td>-0.012298046780805427</td></tr>\n",
        "<tr><td>15</td> <td>West Brom</td> <td>-0.013862671071259991</td></tr>\n",
        "<tr><td>16</td> <td>Newcastle</td> <td>-0.015336266499057172</td></tr>\n",
        "<tr><td>17</td> <td>Liverpool</td> <td>-0.03391215526046987</td></tr>\n",
        "<tr><td>18</td> <td>Southampton</td> <td>-0.06371613020549194</td></tr>\n",
        "<tr><td>19</td> <td>Crystal Palace</td> <td>-0.08744959677419356</td></tr>\n",
        "<tr><td>20</td> <td>Tottenham</td> <td>-0.09020760261636174</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292aafd30>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Leicester are currently 6th in the league for team rating as the table above shows. Would it be so surprising if that is where they ended up? Certainly it seems that their current position is a bit of an over-performance. But suppose they end the season in 6th place for team rating, it would not take **that** much luck for them to finish in the top four."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Man City', 'Southampton', '28/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Man City 3 - 1 Southampton</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Man City</td><td>Southampton</td></tr>\n",
        "      <tr><td>Goals</td><td>3</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>16</td><td>12</td></tr>\n",
        "      <tr><td>SOT</td><td>9</td><td>8</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f92b02adf98>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Fairly routine home win, but generally Southampton did pretty reasonably here. They probably didn't earmark this game for any points anyway. They allowed a little more shots than is average for Manchester City (but that is both home and away average), particularly so for shots on target. However they managed more shots and shots on target than the average team against Man City does. Meaning that they competed pretty well, on another day could have sneaked a draw."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "epl.compare_game_against_opponents('Man City', 'Southampton', '28/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th>Measure</th> <th>Average Per Game for</th> <th>This game for</th> <th>Average Per Game against opponents</th></tr><tr><td>Man City Shots</td> <td>17.571428571428573</td> <td>16</td> <td>12.5</td></tr>\n",
        "<tr><td>Southampton Shots</td> <td>14.357142857142858</td> <td>12</td> <td>8.428571428571429</td></tr>\n",
        "<tr><td>Man City SOT</td> <td>6.785714285714286</td> <td>9</td> <td>3.357142857142857</td></tr>\n",
        "<tr><td>Southampton SOT</td> <td>5.0</td> <td>8</td> <td>3.2142857142857144</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f92b02adf98>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Southampton in general are pretty similar at home to how they are away, they have the exact same points per game. They shoot a bit more often at home and have a slighlty better tsr, but they actually have a better sotr away from home."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.compare_home_away_form(epl, 'Southampton')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th>Stat</th> <th>Home</th> <th>Away</th></tr><tr><td>points-avg</td> <td>1.4285714285714286</td> <td>1.4285714285714286</td></tr>\n",
        "<tr><td>goals_for-avg</td> <td>1.7142857142857142</td> <td>1.1428571428571428</td></tr>\n",
        "<tr><td>goals_against-avg</td> <td>1.4285714285714286</td> <td>1.0</td></tr>\n",
        "<tr><td>Shots For</td> <td>114</td> <td>87</td></tr>\n",
        "<tr><td>Shots Against</td> <td>95</td> <td>80</td></tr>\n",
        "<tr><td>TSR</td> <td>0.5454545454545454</td> <td>0.5209580838323353</td></tr>\n",
        "<tr><td>SOTR</td> <td>0.5901639344262295</td> <td>0.6071428571428571</td></tr>\n",
        "<tr><td>Goals For</td> <td>12</td> <td>8</td></tr>\n",
        "<tr><td>Goals Against</td> <td>10</td> <td>7</td></tr>\n",
        "<tr><td>SOT For</td> <td>36</td> <td>34</td></tr>\n",
        "<tr><td>SOT Against</td> <td>25</td> <td>22</td></tr>\n",
        "<tr><td>SOT For Ratio</td> <td>0.3157894736842105</td> <td>0.39080459770114945</td></tr>\n",
        "<tr><td>SOT Against Ratio</td> <td>0.2631578947368421</td> <td>0.275</td></tr>\n",
        "<tr><td>TSOTR</td> <td>0.05263157894736842</td> <td>0.11580459770114943</td></tr>\n",
        "<tr><td>Goals SOT For Ratio</td> <td>0.3333333333333333</td> <td>0.23529411764705882</td></tr>\n",
        "<tr><td>Goals SOT Against Ratio</td> <td>0.4</td> <td>0.3181818181818182</td></tr>\n",
        "<tr><td>PDO</td> <td>-0.06666666666666671</td> <td>-0.08288770053475936</td></tr>\n",
        "<tr><td>Team Rating</td> <td>0.07156299840510358</td> <td>0.05332824623664344</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f92b02ade48>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Sunderland', 'Stoke', '28/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Sunderland 2 - 0 Stoke</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Sunderland</td><td>Stoke</td></tr>\n",
        "      <tr><td>Goals</td><td>2</td><td>0</td></tr>\n",
        "      <tr><td>Shots</td><td>18</td><td>7</td></tr>\n",
        "      <tr><td>SOT</td><td>5</td><td>3</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292cd5978>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Did not see this coming, but unlike a couple of recent victories for Sunderland, they actually deserved this one, at least in as far as shot counts are concerned. Are there signs of improvement for Sunderland? Arguably. Here is team rating plotted over the course of the season for the bottom 7 teams. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "teams = ['Sunderland', 'Newcastle', 'Aston Villa', 'Bournemouth', 'Norwich', 'Swansea', 'Chelsea' ]\n",
      "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'team_rating', teams=teams)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2+8c//lEmSYHrrrsO5xxvv/02P/30U4HyZcuWsWTJkuAcEfm3jY+PZ/fu3Ywe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BQ5eVL1GhkzRiQwsOzn5eEh8uCDqvBz4EDVfU7hJyLkKY/HpI/dPGnbKlsUpaQdDvZ66dfjT3nr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sXw64pXpcH2xo9tHArsCa1e9frPs1tJ/5DwQ2b7F8e+DV6m+yZoPzL/T6WS1fFri2+lt8uKn5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\n357H662LAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f9292aaf2e8>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Liverpool', 'Swansea', '29/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Liverpool 1 - 0 Swansea</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Liverpool</td><td>Swansea</td></tr>\n",
        "      <tr><td>Goals</td><td>1</td><td>0</td></tr>\n",
        "      <tr><td>Shots</td><td>10</td><td>8</td></tr>\n",
        "      <tr><td>SOT</td><td>2</td><td>0</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292d988d0>"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If you don't get any of your shots on target you are not going to score often. A good victory for Liverpool, but their fans may well feel like it was not as dominant as their victory over Manchester City."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Norwich', 'Arsenal', '29/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Norwich 1 - 1 Arsenal</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Norwich</td><td>Arsenal</td></tr>\n",
        "      <tr><td>Goals</td><td>1</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>7</td><td>12</td></tr>\n",
        "      <tr><td>SOT</td><td>2</td><td>3</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292cc44a8>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "I still think Arsenal are title contenders. They were on top here, but arguably Norwich did enough to earn a draw."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'Tottenham', 'Chelsea', '29/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>Tottenham 0 - 0 Chelsea</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>Tottenham</td><td>Chelsea</td></tr>\n",
        "      <tr><td>Goals</td><td>0</td><td>0</td></tr>\n",
        "      <tr><td>Shots</td><td>9</td><td>5</td></tr>\n",
        "      <tr><td>SOT</td><td>4</td><td>1</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292cc44a8>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Interesting, Chelsea somewhat snuffed the game out here. Given that a win was probably more urgent for the champions than their hosts that somewhat tells you where the two teams currently are. Tottenham fans should be more flattered than peeved."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.display_match(epl, 'West Ham', 'West Brom', '29/11/15')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<h1>West Ham 1 - 1 West Brom</h1>\n",
        "    <table>\n",
        "      <tr><th></th><th>Home</th><th>Away</th></tr>\n",
        "      <tr><td>Team</td><td>West Ham</td><td>West Brom</td></tr>\n",
        "      <tr><td>Goals</td><td>1</td><td>1</td></tr>\n",
        "      <tr><td>Shots</td><td>17</td><td>7</td></tr>\n",
        "      <tr><td>SOT</td><td>6</td><td>3</td></tr>\n",
        "      \n",
        "    </table>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292cc44a8>"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "I pretty much give up trying to figure out West Ham. I guess they are good enough to be in the top half of the division.\n",
      "\n",
      "They have significantly more points per game away from home than they do at home. But they are a better team at home. For sure there are some score-effects in play here, in particular big wins away to Arsenal and Manchester City contribute here."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "league_analysis.compare_home_away_form(epl, 'West Ham')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table><tr><th>Stat</th> <th>Home</th> <th>Away</th></tr><tr><td>points-avg</td> <td>1.2857142857142858</td> <td>1.8571428571428572</td></tr>\n",
        "<tr><td>goals_for-avg</td> <td>1.7142857142857142</td> <td>1.8571428571428572</td></tr>\n",
        "<tr><td>goals_against-avg</td> <td>1.5714285714285714</td> <td>1.4285714285714286</td></tr>\n",
        "<tr><td>Shots For</td> <td>101</td> <td>88</td></tr>\n",
        "<tr><td>Shots Against</td> <td>84</td> <td>122</td></tr>\n",
        "<tr><td>TSR</td> <td>0.5459459459459459</td> <td>0.41904761904761906</td></tr>\n",
        "<tr><td>SOTR</td> <td>0.4852941176470588</td> <td>0.4461538461538462</td></tr>\n",
        "<tr><td>Goals For</td> <td>12</td> <td>13</td></tr>\n",
        "<tr><td>Goals Against</td> <td>11</td> <td>10</td></tr>\n",
        "<tr><td>SOT For</td> <td>33</td> <td>29</td></tr>\n",
        "<tr><td>SOT Against</td> <td>35</td> <td>36</td></tr>\n",
        "<tr><td>SOT For Ratio</td> <td>0.32673267326732675</td> <td>0.32954545454545453</td></tr>\n",
        "<tr><td>SOT Against Ratio</td> <td>0.4166666666666667</td> <td>0.29508196721311475</td></tr>\n",
        "<tr><td>TSOTR</td> <td>-0.08993399339933994</td> <td>0.03446348733233978</td></tr>\n",
        "<tr><td>Goals SOT For Ratio</td> <td>0.36363636363636365</td> <td>0.4482758620689655</td></tr>\n",
        "<tr><td>Goals SOT Against Ratio</td> <td>0.3142857142857143</td> <td>0.2777777777777778</td></tr>\n",
        "<tr><td>PDO</td> <td>0.04935064935064937</td> <td>0.17049808429118773</td></tr>\n",
        "<tr><td>Team Rating</td> <td>0.05462131406190808</td> <td>-0.04905410174587675</td></tr></table>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x7f9292d988d0>"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "As always thanks for reading."
     ]
    }
   ],
   "metadata": {}
  }
 ]
}