{ "metadata": { "name": "", "signature": "sha256:ae650cb6c54ff4d9da1cb44ccb25b76faa03dcad91739a201f3df36e33ad53f4" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# EPL 12-14th December\n", "\n", "A great weekend in the premier league, which saw the meeting between the two sides that the public continues to believe will eventually revert back to last season's form. Leicester flying high at the top of the table are expected to wane at least some of they way down the league table whilst the champions Chelsea are expected to start pulling together a string of victories to propel them up the league towards some semblance of at least competing for a champions' league spot." ] }, { "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, '12/12/2015', '14/12/2015')\n", "league_analysis.display_given_matches(weekend_matches)\n", "pairs = [(stats.teamname, stats.points) for stats in epl.team_stats.values()]\n", "league_analysis.display_ranked_table(['Team', 'Points'], pairs)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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HomeAway
TeamBournemouthMan United
Goals21
Shots1111
SOT55
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HomeAway
TeamCrystal PalaceSouthampton
Goals10
Shots1215
SOT53
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HomeAway
TeamMan CitySwansea
Goals21
Shots1313
SOT57
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HomeAway
TeamNorwichEverton
Goals11
Shots915
SOT23
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\n", "
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HomeAway
TeamSunderlandWatford
Goals01
Shots1413
SOT26
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HomeAway
TeamWest HamStoke
Goals00
Shots2212
SOT93
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HomeAway
TeamAston VillaArsenal
Goals02
Shots188
SOT24
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HomeAway
TeamLiverpoolWest Brom
Goals22
Shots284
SOT82
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HomeAway
TeamTottenhamNewcastle
Goals12
Shots208
SOT84
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HomeAway
TeamLeicesterChelsea
Goals21
Shots911
SOT55
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" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] }, { "html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Position Team Points
1 Leicester 35
2 Arsenal 33
3 Man City 32
4 Man United 29
5 Tottenham 26
- Crystal Palace 26
7 Watford 25
8 West Ham 24
- Liverpool 24
10 Everton 23
- Stoke 23
12 Southampton 21
13 West Brom 20
14 Bournemouth 16
- Newcastle 16
16 Chelsea 15
17 Swansea 14
- Norwich 14
19 Sunderland 12
20 Aston Villa 6
" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bournemouth 2-1 Manchester United\n", "\n", "Two of the more statistically interesting teams in the league. For a while stat watchers have been expecting Bournemouth to improve results since their underlying performances looked quite decent whilst their results were awful. Manchester United continued to have pretty lukewarm shots and are generally playing \"low-event\" football. I'd really like to spend a full post talking about why I think low-event football for a generally superior team is a poor strategy but for the time being Manchester United have appeared to some to be riding their luck. Whether they are really riding their luck or simply providing an excellent case study is a topic to be explored. For the interested a good couple of statsbomb articles:\n", "\n", " * [Are Manchester United and Arsenal getting lucky](http://statsbomb.com/2015/12/why-are-manchester-united-and-arsenal-about-to-slow-down/)\n", " * [Manchester United sleeping in the theatre of dreams](http://statsbomb.com/2015/12/manchester-united-sleeping-in-the-theatre-of-dreams/)\n", "\n", "\n", "I'm quite interested in Bournemouth, in the last two weeks they have shot themselves up the table to 14th with 6 points from two games they probably were not hoping for much from when eyeing up the fixture list before the season began. Here Bournemouth playing at home didn't just compete well but matched United shot for shot. Last week I said that it was probably more interesting that Bournemouth competed so well with Chelsea rather than that they won, and that carries over to this now two game streak. Bournemouth should be pleased to have competed so well with Chelsea and Manchester United, and take the 6 points as a very handy, and much needed, bonus.\n", "\n", "All this means is that the current winning streaks table looks like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pairs = [(stats.teamname, stats.current_winning_run) for stats in epl.team_stats.values()]\n", "league_analysis.display_ranked_table(['Team', 'Current Winning Streak'], pairs)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Position Team Current Winning Streak
1 Watford 3
2 Leicester 2
- Arsenal 2
- Bournemouth 2
- Newcastle 2
6 Man City 1
- Crystal Palace 1
8 Everton 0
- Swansea 0
- Aston Villa 0
- West Ham 0
- West Brom 0
- Man United 0
- Tottenham 0
- Norwich 0
- Chelsea 0
- Stoke 0
- Sunderland 0
- Liverpool 0
- Southampton 0
" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Crystal Palace 1-0 Southampton\n", "\n", "A pretty even affair. Personally think that ultimately Southampton are the better team, but they are going through a bit of a difficult patch at the moment. Here is the table for the current winless run. Obvious problems for some, but I guess the 4 next to Southampton might count as the more surprising." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pairs = [(stats.teamname, stats.current_winless_run) for stats in epl.team_stats.values()]\n", "league_analysis.display_ranked_table(['Team', 'Current Winless Run'], pairs)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
Position Team Current Winless Run
1 Aston Villa 15
2 Swansea 6
- West Ham 6
4 Norwich 4
- Southampton 4
6 Everton 3
- West Brom 3
- Man United 3
- Tottenham 3
- Chelsea 3
11 Sunderland 2
- Liverpool 2
13 Stoke 1
14 Leicester 0
- Arsenal 0
- Bournemouth 0
- Man City 0
- Newcastle 0
- Crystal Palace 0
- Watford 0
" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Manchester City 2-1 Swansea\n", "\n", "Well Swansea clearly in a bit of trouble, that is six games now without a win. But they have actually competed very well against a team that often simply blows teams out of the water at home. Most of the mainstream media have picked up on City's lukewarm form, and suggested that injuries cannot be an excuse because of the cost of the players that *are* playing. Possibly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Norwich 1-1 Everton\n", "\n", "Everton continue to frustrate their fans to some degree. This is a decent away point, and clearly they had the better of the match, though not by a great deal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sunderland 0-1 Watford\n", "\n", "Watford's third win in-a-row propels them to the top of the table, well the top of the current-winning-steak table. Still this little run has lifted Watford from getting pretty apprehensive about relegation worries to 7th in the table. They are now only 10 points off the top of the table and 4 from champions' league qualification. Pretty astounding, but probably goes more to show what an exciting season we may be in for." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# West Ham 0-0 Stoke\n", "\n", "Just when West Ham have actually started to shoot, their shooting-percentage has crashed and burned. So they are in the position of actually improving their underlying performances whilst seeing their results hit something of a bump in the road. That six game run without a win is starting to look mighty ugly. Their good results early on in the season mean that they are not worried about relegation for the time being, and I would have to believe their improved performances will bear fruit at some point. But this has gotten interesting. Here is how West Ham's shooting percentage (ratio of shots on target to goals) has declined over the course of the season, but their tsr has gotten better until roughly levelling out recently." ] }, { "cell_type": "code", "collapsed": false, "input": [ "after_game_no_dicts = league_analysis.collect_after_game_dicts(epl, '01/08/2015', '15/12/2015')\n", "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'goals_sot_for_ratio', teams=['West Ham'])\n", "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'tsr', teams=['West Ham'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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48eN3TakSE33pySef5Nxzz+X+++/fdUGek5PDhg0buO+++zj88MP59a9/nXTb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oxPPPP8+cOXPIzs4mIyODs88+m4yMDK677roRjWm4KQEgIiIyClR1dvBwRTmX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\nPYfyM//JIOt+QQkCj4qISZnZEuNCtLGW/nyqxnt4CeX34cqay3lURPw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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Aston Villa 0-2 Arsenal\n", "\n", "An amazing shock. Okay so Aston Villa didn't win, they have not done that since the first day of the season, but they did have 18 shots:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'shots_for', teams=['Aston Villa'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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bt+4ojvjDH/4Qd09o8cCOKOkXEREREUkhLe58v2gNb9dUk5+ezncnT2VEZmay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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay when you graph it it does not look all that interesting. I had kind of expected the jump up to look like a ramp. Oh well. Still a potential for hope? Probably not, but at this point Villa will have to take anything they can get." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Liverpool 2-2 West Brom\n", "\n", "Liverpool are starting to look pretty good from a shots point of view. They may have required a very late equaliser to salvage a home point against opposition they may have hoped to retain all three points against. However, Liverpool clearly somewhat dominated the game, perhaps having more shots from being in a losing position. One might argue that Liverpool are showing signs of having difficulty in breaking down teams that are set up to frustrate them." ] }, { "cell_type": "code", "collapsed": false, "input": [ "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'tsr', teams=['Liverpool'], rankings=True)\n", "pairs = [(stats.teamname, stats.tsr) for stats in epl.team_stats.values()]\n", "league_analysis.display_ranked_table(['Team', 'TSR'], pairs)\n", "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'team_rating', teams=['Liverpool'], rankings=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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SJEkqlC3f7WTLt9RNzJqVW72nT4exY2Ho0KIrkiSpXWz5luqLLd+S\n6tO11+bgPWQI7Lhj0dVIkiSph7Plu51s+Za6gblzYcMN80znd98Ne+9ddEWSJLWbLd9SfbHlW1L9\nGTkyB+/NNoM99yy6GkmSJMnwLanOLFwIF1yQH598MjT4nzlJkiQVz3+VSqovo0bBs8/C2mvDIYcU\nXY0kSZIEGL4l1ZOU4Kc/zY9/8APo06fYeiRJkqQSJ1xrJydck7qwsWNh551h5ZXhpZdgwICiK5Ik\nqcOccE2qL7Z8S6ofI0bk+xNOMHhLkiSpS7Hlu51s+Za6qPHjYautcuh+6aXc+i1JUjdmy7dUX2z5\nllQfyjOcf/ObBm9JkiR1ObZ8t5Mt31IX9MILsNFG0KsXTJoEa61VdEWSJHWaLd9SfelddAGqgn//\nGy6/vOgq2qZPHzj6aNhgg6IrUXd20UV5fe8jjzR4S5IkqUuy5budukXL95gxMGxY0VW03VZbwbhx\n0NvvgtQBb7wB664Lc+fChAmw6aZFVyRJUkXY8i3VF9NOPdpgA7j44qKraJv/+R/4+9/h0kvhxBOL\nrkbd0SWXwAcfwBe/aPCWJElSl2XLdzt1i5bv7uSee2CvvfIM1c88A4MHF12RupN3382/MzNmwOOP\nw6c/XXRFkiRVjC3fUn1xtnMVa8894Utfglmz4PjjwS811B5XXZWD97BhBm9JkiR1abZ8t5Mt31Xw\n2muwySYwcybccUfuPiwtzZw5eaz3m2/C6NHwuc8VXZEkSRVly7dUX2z5VvHWXBN++tP8+Nvfzi2Z\n0tJcf30O3lttBbvuWnQ1kiRJUqsM3+oajjkGtt0WXn0Vzjyz6GrU1c2fDxdemB+fcgqEDQKSJEnq\n2ux23k52O6+i8eNh663zes1PPAHbbFN0ReqqbrkFDj44z+w/cSL06lV0RZIkVZzdzqX6Ysu3uo4t\nt8zLjaUERx+dWzelplKCESPy45NOMnhLkiSpW7Dlu51s+a6yWbNgs81gypS8Vrlrf6up0aNh991h\n9dVh8mTo27foiiRJqgpbvqX6Ysu3upYBA+Dyy/PjM8/MIVxqrNzqfeKJBm9JkiR1G7Z8t5Mt3zVy\nwAFw++2w115w991OqKXs8cdhyBAYODB/MbPCCkVXJElS1djyLdUXW77VNV1yCSy/PIwaBXfdVXQ1\n6iouuCDfH3ecwVuSJEndii3f7WTLdw1dfjkcfzwMGgTPPGPY6umefTbPB7DssvDSS7DaakVXJElS\nVdnyLdWXirR8R8TgiFi9EueSFnHtbzVWXtf7a18zeEuSJKnbqUjLd0QsAK5PKX2t8yV1bbZ815hr\nfwvg5Zdh/fXz78Hzz+fHkiTVOVu+pfpSqTHf7wD/qdC5pMVc+1uQl52bPx8OOsjgLUmSpG6pUi3f\nvweWSSnt2vmSujZbvgvg2t8927RpMHgwvP9+7gnxiU8UXZEkSTVhy7dUXyrV8n0OsGNEfKNC55MW\nc+3vnu2yy3Lw3mMPg7ckSZK6rUq1fJ8FbAfsCowHxgFvAE1PnlJKP+n0BQtky3eBXPu755k1K7d6\nT58OY8fC0KFFVyRJUs3Y8i3Vl0qF74Vt3DWllHp1+oIFMnwX6LXXYJNNYOZMuOMO+OIXi65I1XbJ\nJfDd78KQIfDYY37hIknqUQzfUn2pVPjeqa37ppTGdvqCBTJ8F8y1v3uOuXNhww3zTOd33w177110\nRZIk1ZThW6ovFQnfPYnhu2ALFsB228G4cXDCCbllVPXp+uvhK1/Jk+09/TQ0VGqKCkmSugfDt1Rf\nDN/tZPjuAlz7u/4tXAibbw7PPptD+BFHFF2RJEk1Z/iW6ktFmpIiYt2I+HxEDGi0rXdE/Cgi/hER\nf44IB+iqMlz7u/6NGpWD99prwyGHFF2NJEmS1GmV6sd5NnAj8EGjbWcAZwJbAJ8Bbo2Iz1Toeurp\nzjknz4L997/DpZcWXY0qKSX46U/z4x/8APr0KbYeSZIkqQIqNeHav4D/l1I6sPS8gbzU2H+AzwGr\nA38ERqeUDur0BQtkt/Mu5J578rJjAwbkydcGDy66IlXC2LGw886w8srw0kv55ytJUg9kt3OpvlSq\n5Xs14KVGz7cEVgEuTym9klJ6CrgbcHCuKmfPPeFLX8prQR9/fG4xVfc3YkS+P+EEg7ckSZLqRqXC\ndx+gcfLZvvT8oUbbXgHWqND1pOySS2D55fMY4bvuKroaddb48XD//Tl0f+tbRVcjSZIkVUylwvcr\nwMcbPf888J+U0rONtn0UmFGh60nZmmsuHh/87W/DDH/FurULLsj33/xm7nYuSZIk1YlKhe97gF0j\n4qKIOBfYFfhdk3024sNd06XKOOYY2HZbePVVOPPMoqtRR73wAtx6a55g7XvfK7oaSZIkqaIqFb4v\nBCYD3wNOA14nz4AOQER8FBgCPFKh60mL9eoFV1+d7y+9FJ58suiK1BEXXZTX9z78cFhrraKrkSRJ\nkiqqIrOdA0REP2B46enYlNLMRq9tRm4NH51S+ldFLlgQZzvvwn74wxzgttoKxo2D3r2Lrkht9cYb\nsO66MHcuTJgAm25adEWSJBXO2c6l+lKx8N1TGL67sFmzYLPNYMoUuPhiOPHEoitSW516ap7l/Itf\nhDvuKLoaSZK6BMO3VF8q0u08IhZERKuDbSPi9IiYX4nrSc0aMAAuvzw/PvPMHMLV9b37LlxxRX58\n8snF1iJJkiRVSaXGfEfp1pb9pOpx7e/u56qr8iz1w4bBpz9ddDWSJElSVVQqfLfFisCcGl5PPZVr\nf3cfc+bAf/93fnzKKcXWIkmSJFVRh8N3RAwt30qb1m28rdFtWEQcCRwGTKxI1fn6+0fELyLikYh4\nNyIWRsQNSzlmu4i4NyKmRcT7EfGPiPhORNTySwhVm2t/dx/XXw9vvpknydt116KrkSRJkqqmwxOu\nRcRCoK0HB7AQOCKldFOHLrjk9f8OfBx4D3gF2AT4TUrpiBb23we4HZgN3AJMB/YqHXdbSumgNl7X\nCde6gwULYLvt8qznJ5yQW8PVtcyfDxtvDJMmwS23wIEHFl2RJEldihOuSfWlM+H7HHL4DuAsYAww\ntpldFwDTgIcrucxYROwEvJJSeqH0+GHg/5oL3xGxPPACsDywXUrp76Xty5SO+wxwSErp1jZc1/Dd\nXYwfD1tvndeOfuIJ2GaboitSY7fcAgcfDBtsABMn5nXaJUnSIoZvqb50eCHklNI55celbuV3pZR+\nUYmi2nj95oJ+Sw4AVgGuKwfv0jnmRsQZwIPAscBSw7e6kS23zMuNXXQRHH20a393JSnlpcUATjrJ\n4C1JkqS6V5Gxziml9WoZvDtgGLmVfnQzrz0CvA9sFxF9alqVqu+cc2DwYPj73+HSS4uuRmV/+EPu\nmbD66nBEsyNFJEmSpLrSUyYa27h0/1zTF1JKC4DJ5F4A69eyKNWAa393TeVW7xNPhL59i61FkiRJ\nqoGeEr4Hlu7fbeH18vaP1KAW1Zprf3ctjz8OY8bAwIFwzDFFVyNJkiTVhANg1TNccgmMHr147e8v\nfrHoiirrxRdzF/t7780TzHVl77+f7487DlZYodhaJEmSpBrpKeG73LI9sIXXy9vfaesJy7NPNufs\ns8/mnHPOaeupVAvltb+PPz6v/T18eH0Ev6lT4bzz4MorYe7coqtpu1VXhe98p+gqJEkq3DnnnMOP\nfvSjosuQVAMdXmqsK2nDUmM3AocCh6aUbmnyWi9yOO8DLJdSmreUa7nUWHdVT2t/z5wJF1+cZ3J/\n7z2IgMMOg9NOy8G2q1thBVhmmaKrkCSpS3OpMam+9JSW74eAw4DdgVuavLYT0B8Ys7TgrW6uVy+4\n+uq89vell8Lhh3e/tb8/+CC/h3PPza3eAF/4Apx/Pnz848XWJkmSJKlFPWXCtduB/wAHR8Snyhsj\nYlngXPIyZFcWVJtqqbz2d0p57e/584uuqG0WLIAbb4RNNsndtadOza34jzwC99xj8JYkSZK6uIp2\nO4+IrYFtgRWBXs3sklJKP6nQtfYB9i09XR3YDZgE/Km07T8ppR822f824APgZmA6sDewEXBbSung\nNl7Xbufd3axZsNlmedmxiy/OYbyrSgl+//vcnfzpp/O2j30st3TvtVfubi5JkuqS3c6l+lKR8B0R\nKwB3AMOA1v7jkFJKzYXyjlzzbOCsVnZ5MaW0QZNjhgCnA0OAvsC/gV8Bl6Y2fhCG7zpxzz05vA4Y\nAM88A4MHF13Rkh57DE45BR59ND8fPBh+/OPcXb5XRf6MJElSF2b4lupLpcL31cBR5FbnXwMvA832\n500pje30BQtk+K4jBxwAt9+eQ/jdd3edVuSnn4bTT8/LogGsskp+fuyxsOyyxdYmSZJqxvAt1ZdK\nhe83gFeAbVNKXXyR4c4xfNeR117LY6hnzoQ77ih+7e8XX4Szz85ju1PKrfLf/36+1cOyaJIkqV0M\n31J9qdSEawOBh+s9eKvOlNf+hrz294wZxdQxdSp897uw8cZwww3Qu3euZ9Ik+NGPDN6SJElSHahU\n+H4eWK1C55Jq55hjYNtt4dVX4cwza3vtmTNzuF5//bzm+Lx5eTz3xInwi1/ARz9a23okSZIkVU2l\nup0fDYwANk8pvdrpE3ZhdjuvQ+PH57W/Fy6EJ56o/trfrtUtSZLawG7nUn2pVMv3fcAfgMci4qsR\n8fGIGNzcrULXkyqnVmt/u1a3JEmS1GNVquV7IZDIy4y1dsKUUurd6QsWyJbvOlXNtb9dq1uSJHWA\nLd9SfalU+L6O1kP3Iimlr3b6ggUyfNexaqz97VrdkiSpgwzfUn2pSPjuSQzfda5Sa3+7VrckSeok\nw7dUXwzf7WT4rnOdXfvbtbolSVKFGL6l+mL4bifDdw9w+eVw/PEwaFDuft6W0Dx1Kpx3Hlx5Jcyd\nC3365GXMzjjDJcMkSVKHGL6l+tKh8B0R/0se431aSunN0vO2SCmlr7f7gl2I4bsHWLAgz0I+bhyc\ncEJeg7slM2fmCdouugjeey93Uz/ssDyue731alezJEmqO4Zvqb50NHyXZzffNKX0XOl5W6SUUree\nZcrw3UMsbe1v1+qWJElVZviW6ktHw/c6pYevppTmN3q+VCmll9p9wS7E8N2D/PCHuUV7q61yK3jv\n3rlV/Kab4Kyz8vhuyK3kI0bAjjsWWq4kSaovhm+pvjjmu50M3z1I47W/f/5z2Ggj1+qWJEk1Y/iW\n6ovhu50M3z1Mee3vxlyrW5Ik1YDhW6ovDUUXIHVpe+4JX/pSfrzKKvDf/w3PPQdHHmnwliRJktRm\ntny3ky3fPdDs2XD//TB8uGt1S5KkmrHlW6ovhu92MnxLkiSpFgzfUn2x27kkSZIkSVVm+JYkSZIk\nqcoqEr4jYtk27rduJa4nSZIkSVJ3UqmW798sbYeIWBt4qELXkyRJkiSp26hU+N4vIi5p6cWIWJ0c\nvAdV6HqSJEmSJHUblQrflwLHR8QPmr4QER8FHgbWA46o0PUkSZIkSeo2KrLUWOR1EG4H9gEOTynd\nXNq+EjAG+Bjw1ZTSDZ2+WMFcakySJEm14FJjUn2p2DrfpUnXHgS2BnYH/k7uar4VcExK6ZcVuVDB\nDN+SJEmqBcO3VF8qFr5hUUv3Y8DqwCRy8D4xpdTiePDuxvAtSZKkWjB8S/WlouEbICIGA38hB/DT\nUkoXVPQCBTN8S5IkqRYM31J96VD4joj/XcoumwD/BYxqsj2llL7e7gt2IYZvSZIk1YLhW6ovHQ3f\nCzt4vZRS6tXBY7sEw7ckSZJqwfAt1ZfeHTxuvYpWIUmSJElSHav4mO96Z8u3JEmSasGWb6m+NBRd\ngCRJkiRJ9a6j3c6bFRG9gI2BFYFmx3anlB6p5DUlSZIkSerqKha+I+JM4ERg4FJ27dYTrkmSJEmS\n1F4VCd8RcRLwI+Bd4EbgZWB+Jc4tSZIkSVJ3V5EJ1yLieaAv8MmU0tROn7ALc8I1SZIk1YITrkn1\npVITrq0N3FXvwVuSJEmSpI6oVPh+kwpP3iZJkiRJUr2oVPi+Fdg1Ipat0PkkSZIkSaoblRrz3R8Y\nDbwDnJBSmtzpk3ZRjvmWJElSLTjmW6ovlQrfk4A+wJqlTe+Sg3hTKaW0QacvWCDDtyRJkmrB8C3V\nl0qN024gLy02pdG25v4j4X84JEmSJEk9TkVavnsSW74lSZJUC7Z8S/WlUhOuSZIkSZKkFhi+JUmS\nJEmqsoquzV1aamwbYBDQ7LJjKaUbKnlNSZIkSZK6uoqN+Y6IrwEXAiu2tAt5tvNeFblgQRzzLUmS\npFpwzLdUXyrS7TwidgeuBV4HfkAO2ncDpwMPlJ7fBnytEteTJEmSJKk7qdSY7+8D04DtUkr/Xdo2\nPqU0IqW0O3AUsB/wQoWuJ0mSJElSt1Gp8P1JYFRKaWZz504p/Qp4jNwSLkmSJElSj1Kp8D2A3OW8\nbA6wQpN9ngI+XaHrSZIkSZLUbVQqfL8BrNro+evAxk32GQh068nWJEmSJEnqiEqF7wl8OGz/CRge\nETsCRMTmwIGl/SRJkiRJ6lEqFb7vA7aPiDVLzy8EFgBjImIq8A9geeDcCl1PkiRJkqRuoyLrfEdE\nH2Al4O2U0tzSts8AZwAbAC8C/5NSGt3pixXMdb4lSZJUC67zLdWXioTvnsTwLUmSpFowfEv1pVLd\nztskIlZd+l6SJEmSJNWXmoTviBgYEecDL9TiepIkSZIkdSW9O3uCiFgX+BTwAfBESmlqo9f6AicC\nPwBWBN7v7PUkSZIkSepuOtXyHRGXAv8GbgXuBl6MiCNKr+0E/Is8w3l/4BJg/U5VK0mSJElSN9Th\nCdci4kjg18BCcsgG2IS8xNiRwHVAL+Aa4NyU0mudLbYrcMI1SZIk1YITrkn1pTPh+2FgCDAspfSX\n0rahwAPkFvVXgb1SSk9XqNYuwfAtSZKkWjB8S/WlM93OPw7cWQ7eACmlR4C7Suf9Wr0Fb0mSJEmS\nOqIz4Xsgebx3U8+X7v/SzGuSJEmSJPU4nQnfDcC8ZrbPA0gpze7EufX/27vzOFnK+t7jn28ENaJB\nBMS4IooSJahBTcQICBLlGsQdd4QgxrhAXMKNIhyJ96oxokHiEhEFhaDgHo0LsoMIV0FjNIkbEkBR\nUBZl08Pv/vHUSNOn+5wzMDXVM+fzfr3q1edUVU//prqnqr/1PPWUJEmSJGnZuLX3+fbCZ0mSJEmS\n1uDWDLh2I/MP31VVt/re4kNywDVJkiQtBgdck5aXWxuE57sjcMchSZIkSVrn3OLwXVW3tsu6JEmS\nJEnrBAO0JEmSJEk9M3xLkiRJktQzw7ckSZIkST0zfEuSJEmS1DPDtyRJkiRJPTN8S5IkSZLUM8O3\nJEgqe5YAAB+ESURBVEmSJEk9M3xLkiRJktQzw7ckSZIkST0zfEuSJEmS1DPDtyRJkiRJPTN8S5Ik\nSZLUM8O3JEmSJEk9M3xLkiRJktQzw7ckSZIkST0zfEuSJEmS1DPDtyRJkiRJPTN8S5IkSZLUM8O3\nJEmSJEk9M3xLkiRJktQzw7ckSZIkST0zfEuSJEmS1DPDtyRJkiRJPTN8S5IkSZLUM8O3JEmSJEk9\nM3xLkiRJktSzJRu+kzwtyWFJTktyZZIbkxw9Zd37dMunTccudv2SJEmSpHXHekMXcCscCGwD/BK4\nCNhqLZ5zPvDJCfO/tYB1SZIkSZJ0M0s5fO8PXFRV30+yA3DyWjzn/Ko6pOe6JEmSJEm6mSUbvqvq\n1KFrkCRJkiRpbSzZ8H0L3T3JvsDGwOXAV6rq3weuSZIkSZK0zK1r4XuXbpqTJKcAe1bV/wxTkiRJ\nkiRpuVuyo53P0zXAIcC2wEbdtANwErAjcGKS3x2sOkmSJEnSsrZOhO+q+llVraiq86vqqm46A3g8\n8FXg/sA+w1YpSZIkSVqu1onwPU1VrQSOAAJsP3A5kiRJkqRlap0O352fdY8bzOdJSaZOK1asWPgq\nJUmStOysWLFi6ndKSctLqmroGm61kft8f7iqXjDP574JOAB4V1W9bC3WL4DlsN0kSZI0u+YCeFWZ\nxKVlYJ1o+U7ysEw4fZhkZ2B/oIAPL3phkiRJkqR1wpK91ViS3YEnd/+9W/e4XZIPdP++rKpe0/37\nUGDLJGcBF3XztgF2ogXvA6vq7EUoW5IkSZK0Dlqy3c6THAwctJpVLqiq+3Xr7gU8Bdga2ARYH7gU\nOAv4p6o6cx6va7dzSZIk9c5u59LysmTD91AM35IkSVoMhm9peVknrvmWJEmSJGlIhm9JkiRJknpm\n+JYkSZIkqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIk\nqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mS\nJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4\nliRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4liRJkiSp\nZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIk\nSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviW\nJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKln\nhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJ\nknpm+JYkSZIkqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYk\nSZIkqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeG\nb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmS\nemb4liRJkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4liRJ\nkiSpZ4ZvSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4liRJkiSpZ4Zv\nSZIkSZJ6ZviWJEmSJKlnhm9JkiRJknpm+JYkSZIkqWeGb0mSJEmSemb4liRJkiSpZ4ZvSZIkSZJ6\nZviWJEmSJKlnSzJ8J7lLkn2SfDzJd5Nck+SKJKcn2TtJpjxvuySfS3J595xvJNkvyZLcDpIkSZKk\npSFVNXQN85bkxcC7gUuAk4ELgc2ApwJ3Bk6oqmeOPWd34ATgWuAjwM+B3YCtgOOrao+1fO0CWIrb\nTZIkSUvHXHtSVU1sWJK0tCzV8L0jsEFVfXZs/l2Bc4F7Ak+vqk908+8EfB+4E7BdVZ3Xzb8tLbz/\nCfDsqvroWry24VuSJEm9M3xLy8uS7G5dVaeMB+9u/k+B9wABdhxZ9AxgE+Bf5oJ3t/4NwIHd+i/p\ns2ZJkiRJ0rprSYbvNfh19/ibkXmPBQr4woT1TwOuAbZLsn7PtUmSJEmS1kHLKnwnuQ2wJy1of35k\n0QO7x/8ef05VrQR+CKwHbNF3jZIkSZKkdc+yCt/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Position Team TSR
1 Man City 0.6617647058823529
2 Arsenal 0.6104783599088838
3 Liverpool 0.6089108910891089
4 Tottenham 0.5773672055427251
5 Man United 0.5545171339563862
6 Southampton 0.5494252873563218
7 Chelsea 0.539568345323741
8 Bournemouth 0.5386666666666666
9 Leicester 0.5369928400954654
10 Watford 0.5126262626262627
11 Swansea 0.4835443037974684
12 West Ham 0.4793028322440087
13 Everton 0.47465437788018433
14 Norwich 0.4621026894865526
15 Crystal Palace 0.44924406047516197
16 Aston Villa 0.4413265306122449
17 Sunderland 0.40941176470588236
18 Stoke 0.3932038834951456
19 West Brom 0.36772486772486773
20 Newcastle 0.3526570048309179
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bV+3xyZMn8/nnn5NIJBg8ePD2xw899FAOOOAAAMaNG5d2n8lZ0Pfbbz8OP/zw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\nDSJiqcwciHEBhthAvz9V1/tvQ/l7uKDlch4XEbtR3jO3y8y/tjCswni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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "These two graphs clearly show some steady improvement from Liverpool over the course of the season. Only Manchester City and Arsenal have a better TSR than Liverpool now and both have been somewhat prolific." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tottenham 1-2 Newcastle\n", "\n", "And so the league's longest running lossless streak comes to an end. Newcastle have been involved in some funny games, winning against both Bournemouth and now Tottenham whilst having very poor shot statistics, and also a strange game against Norwich in which they scored all 6 of their shots on target. But Newcastle also lost to Sunderland whilst dominating them. So, interesting times for Newcastle. However, two wins in two for Newcastle may well give their manager some breathing space, but I'd still be worried if I were him:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'tsr', teams=['Tottenham', 'Newcastle'], rankings=True)\n", "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'team_rating', teams=['Tottenham', 'Newcastle'], rankings=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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6AAAAAAASEAk9AAAAAAAJiIQeAAAAAIAEREIPAAAAAEACIqEHAAAAACABkdAD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\nu9lXXQYfy8xZ/ZYHpSvhK4CLM/PvddQHZRZxytjpl4iIwymB/keZWWv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fS5cuVUlJSZXLunXr0hZrrGuvvVYLFixQt27d9OSTT+rrr79WYWGhVq9erZUr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\nyy4J5KWXXur6Qbz+pJNO6nK9eueJJ57IZZddNseOHZszZ86sOo7U9BY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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So Newcastle stuck to the bottom of both TSR and team rating leagues. Hmm. Tottenham though look fine." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Leicester 2-1 Chelsea\n", "\n", "So, their manager has not lasted to meet Sunderland on Saturday. What are the chances of Chelsea actually being relegated? We looked at the three game winning streak of Watford and how it has propelled them up the league. It is really quite possible that Chelsea could pull off something similar. Their next three fixtures are Sunderland, Watford and Manchester United. Equally though, their current position is not born of unprecedented bad luck. They are, currently, at best a mid-table team, so they may be a bit below where they should be but they are not playing as a champions' league team (despite progressing to the knock-out stages in that competition this year). So a bit of bad luck could see them in the relegation zone. I expect them to dominate Sunderland on Saturday, and probably win, whoever is in charge.\n", "\n", "Leicester of course are great. They are just as surely sitting higher than they really should be, but I make them now 6th in team rating. As I've said before, 6th in team rating winning the league is unlikely, but it certainly makes a champions' league position attainable. They have some signs of worry, their PDO is pretty high. Still, I don't see any sign that they will drop off the charts in the sort of style that West Ham managed last season. I'd be surprised if they don't manage a top 7 finish." ] }, { "cell_type": "code", "collapsed": false, "input": [ "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'pdo', teams=['Leicester', 'Chelsea'], rankings=True)\n", "league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'team_rating', teams=['Leicester', 'Chelsea'], rankings=True)\n", "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": [ { "metadata": {}, "output_type": "display_data", "png": 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Tdu3akZiYyO7du6lfvz5dunThkUceYeXKlQW2mTVrFvfddx+dOnWiSZMmZGZm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ataUuubm5/PWvf2WPPfZg9erV9OrVi6lTp7Jly5bCen766SfGjRvHfvvtx7Rp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\nVTGr+4ADvjyre+RIWGGFrh9jttlgv/3i+qmndv316p2zvYt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MI0fCL38JTz0Vt/3gB3DH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Position Team Team Rating
1 Man City 0.25766710697656986
2 Arsenal 0.21703248135278053
3 Tottenham 0.17595241245418936
4 Liverpool 0.1263101779679136
5 Man United 0.12211932559623334
6 Leicester 0.10337819282437974
7 Southampton 0.07089137106539248
8 Watford 0.02548303917201781
9 Everton 0.011819813166359619
10 West Ham -0.0008522610531197863
11 Chelsea -0.012242329020571242
12 Crystal Palace -0.013376844502607255
13 Bournemouth -0.027157809742699213
14 Swansea -0.07449639775056417
15 Norwich -0.10235648817576626
16 Stoke -0.14474600376770494
17 Aston Villa -0.17842641866164266
18 Sunderland -0.17932147750893024
19 West Brom -0.1814467882305324
20 Newcastle -0.23133447185281183
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