{
"metadata": {
"name": "",
"signature": "sha256:de86ecc7d8859fe20835394e4d08af020c07be50a10c91b6eef68945b7590357"
},
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"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# EPL 5th-7th December\n",
"\n",
"Our weekly brief look into the statistics that have been behind the weekend's games in the English Premier League."
]
},
{
"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, '05/12/2015', '07/12/2015')\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": [
"
\n",
"
\n",
" | Home | Away |
\n",
" Team | Arsenal | Sunderland |
\n",
" Goals | 3 | 1 |
\n",
" Shots | 16 | 11 |
\n",
" SOT | 7 | 4 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | Chelsea | Bournemouth |
\n",
" Goals | 0 | 1 |
\n",
" Shots | 19 | 15 |
\n",
" SOT | 6 | 5 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | Man United | West Ham |
\n",
" Goals | 0 | 0 |
\n",
" Shots | 21 | 9 |
\n",
" SOT | 1 | 2 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | Southampton | Aston Villa |
\n",
" Goals | 1 | 1 |
\n",
" Shots | 23 | 9 |
\n",
" SOT | 5 | 2 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | Stoke | Man City |
\n",
" Goals | 2 | 0 |
\n",
" Shots | 7 | 11 |
\n",
" SOT | 4 | 4 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | Swansea | Leicester |
\n",
" Goals | 0 | 3 |
\n",
" Shots | 10 | 16 |
\n",
" SOT | 2 | 5 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | Watford | Norwich |
\n",
" Goals | 2 | 0 |
\n",
" Shots | 14 | 6 |
\n",
" SOT | 7 | 1 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | West Brom | Tottenham |
\n",
" Goals | 1 | 1 |
\n",
" Shots | 11 | 9 |
\n",
" SOT | 4 | 3 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | Newcastle | Liverpool |
\n",
" Goals | 2 | 0 |
\n",
" Shots | 6 | 10 |
\n",
" SOT | 1 | 1 |
\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" | Home | Away |
\n",
" Team | Everton | Crystal Palace |
\n",
" Goals | 1 | 1 |
\n",
" Shots | 19 | 14 |
\n",
" SOT | 4 | 5 |
\n",
" \n",
"
\n",
"
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
},
{
"html": [
"Position | Team | Points |
---|
1 | Leicester | 32 |
\n",
"2 | Arsenal | 30 |
\n",
"3 | Man City | 29 |
\n",
"- | Man United | 29 |
\n",
"5 | Tottenham | 26 |
\n",
"6 | Crystal Palace | 23 |
\n",
"- | West Ham | 23 |
\n",
"- | Liverpool | 23 |
\n",
"9 | Everton | 22 |
\n",
"- | Stoke | 22 |
\n",
"- | Watford | 22 |
\n",
"12 | Southampton | 21 |
\n",
"13 | West Brom | 19 |
\n",
"14 | Chelsea | 15 |
\n",
"15 | Swansea | 14 |
\n",
"16 | Norwich | 13 |
\n",
"- | Newcastle | 13 |
\n",
"- | Bournemouth | 13 |
\n",
"19 | Sunderland | 12 |
\n",
"20 | Aston Villa | 6 |
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Arsenal 3-1 Sunderland\n",
"\n",
"So we have a relatively straightforward win for Arsenal. Sunderland though are showing signs of improvement. Here is how Sunderland's team rating has changed over the course of the season:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"after_game_no_dicts = league_analysis.collect_after_game_dicts(epl, '01/08/2015', '09/12/2015')\n",
"league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'team_rating', rankings=False, \n",
" teams=['Sunderland', 'Aston Villa', 'Newcastle', 'West Brom', 'Stoke'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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FBQUsWbIEcCbs8zrxxBMBZ1WAwsLCSsc9/vjjDXKzfsUVV2Ct5Z133mHr1q2V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"text": [
""
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"That's after playing Arsenal, one of the better teams in the league, hence the dip after game 14. Here we can see how well relative to the average team Sunderland managed against Arsenal:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"epl.compare_game_against_opponents('Arsenal', 'Sunderland', '05/12/15')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"Measure | Average Per Game for | This game for | Average Per Game against opponents |
---|
Arsenal Shots | 17.333333333333332 | 16 | 15.866666666666667 |
\n",
"Sunderland Shots | 10.666666666666666 | 11 | 10.2 |
\n",
"Arsenal SOT | 6.066666666666666 | 7 | 5.933333333333334 |
\n",
"Sunderland SOT | 3.533333333333333 | 4 | 3.933333333333333 |
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So basically Sunderland performed about as well as the average team does against Arsenal, which is not great but better than you might expect for a team second from bottom. Don't forget that is the average team in *all* of Arsenal's games, both home and away, you might expect them to be a bit better at home than on average, but you'd be wrong:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"'Home {0} vs {1} Away'.format(epl.home_team_stats['Arsenal'].team_rating, epl.away_team_stats['Arsenal'].team_rating)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"'Home 0.2035677889576883 vs 0.23808306307354452 Away'"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Still though, I think that represents a decent performance from Sunderland and for about the first time in the season relegation is not looking like a foregone conclusion."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chelsea 0-1 Bournemouth\n",
"\n",
"Strange one, you kind of feel that Chelsea did not deserve to lose here, but Bournemouth deserved a win for all the unlucky dropped points they have had. Probably what is more important here, is that whilst Bournemouth had something of a *snatched* victory here, they certainly competed well with the champions at home. That is pretty remarkable, both for Bournemouth and for understanding how poor relative to expectations Chelsea have been this season."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Manchester United 0-0 West Ham\n",
"\n",
"Well for all that has been written about Manchester United this season it is quite incredible that they managed 21 shots here. That only 1 of them was on target is also somewhat incredible. Manchester United have been noted for their efficiency this season, but it was not so here. Very difficult to understand what was going on in this game."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Southampton 1-1 Aston Villa\n",
"\n",
"This has to go down as a great away point for Aston Villa. However their underlying numbers continue to be dreadful. It is hard to see how they will manage to pull themselves out of the relegation zone. Certainly we would expect their form to **have** to change in order to allow for any chance to avoid relegation. They are now second last to Newcastle for team rating, with Sunderland just above, but seemingly improving. Whereas Aston Villa's appears to be getting worse. You would probably prefer to be Sunderland than Aston Villa at this point, but the more interesting question is; would you prefer to be Newcastle?"
]
},
{
"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": [
"Position | Team | Team Rating |
---|
1 | Man City | 0.2708969651564217 |
\n",
"2 | Arsenal | 0.22696183427738761 |
\n",
"3 | Tottenham | 0.17708261832159455 |
\n",
"4 | Man United | 0.14096564465097577 |
\n",
"5 | Leicester | 0.10621861565239474 |
\n",
"6 | Liverpool | 0.10406540203163975 |
\n",
"7 | Southampton | 0.0762860676879448 |
\n",
"8 | Watford | 0.020073977881397153 |
\n",
"9 | Everton | 0.0038201775210852593 |
\n",
"10 | Chelsea | -0.009576216819628145 |
\n",
"11 | West Ham | -0.013646339921631445 |
\n",
"12 | Crystal Palace | -0.01810932152429528 |
\n",
"13 | Bournemouth | -0.035908420695322144 |
\n",
"14 | Swansea | -0.07542771423529113 |
\n",
"15 | Norwich | -0.09941484222564156 |
\n",
"16 | Stoke | -0.13508939014202173 |
\n",
"17 | West Brom | -0.16158097148234946 |
\n",
"18 | Sunderland | -0.18195352037154197 |
\n",
"19 | Aston Villa | -0.18965992768404283 |
\n",
"20 | Newcastle | -0.23841568887835188 |
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Stoke 2-0 Manchester City\n",
"\n",
"Obviously a great win for Stoke. Like Sunderland, their team rating so far is poor, but also improving. Similar to the Bournemouth win against Chelsea I think it's more interesting that Stoke were not dominated by City in the way that City have against many other teams. In other words, this was not like the West Ham win against City."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Swansea 0-3 Leicester\n",
"\n",
"It's not like Leicester did not deserve this. Perhaps one could make the case that 0-3 is a little flattering but it certainly seems like the better team won. Much has been written about Leicester and how they will likely regress. Still, they now have a team rating which is 5th in the league. If they keep that up, top 4 is certainly not out of the question. But that is a rather large \"if\", we might expect injuries to hit Leicester hard, because of a possible lack of depth in the squad. Perhaps, but that is pure speculation. Anyway, it seems likely they will have a great season, just remains to be seen exactly **how** great.\n",
"\n",
"Swansea on the other hand are probably not in as much trouble as is perceived. Garry Monk, as others have written, was probably a little unfortunate to lose his job. Swansea probably have designs to be better than 14th in the league, but so do at least 13 other teams. They do not look in relegation form to me, just temporary duldrums (but see the team rating graph in the following section)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Watford 2-0 Norwich\n",
"\n",
"Good deserved win for Watford. This gives me a chance to plot the \"team rating\" fortunes of the lower-mid-table teams. These are teams in the bottom half of the league that are currently avoiding relagation spats. Well the teams I've gone for here are a bit creative licence since I consider Newcastle to be in the relegation battle and Southampton to be more of a top half of the table team despite their current positions. Also suspect Watford will dip into the lower half."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'team_rating', rankings=False, \n",
" teams=['Norwich', 'Swansea', 'Chelsea', 'Bournemouth', 'Watford'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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MbLeZpeE9AWQW3i0jZTVSYRTeSJZ4vOTFPv+5sQo4EbjBX+9gaKNSOKfKjHPuS+AivCe+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\nYII=\n",
"text": [
""
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Despite what I said above that is a pretty ominous decline for Swansea. Chelsea and Watford seem to be on the way up. Bournemouth a bit more difficult to pin down. Norwich certainly starting to get worrying. Draw your own conclusions but to me relegation seems to be 3 from Aston Villa, Newcastle, Sunderland, Norwich and Swansea in that order of likilhood to be relegated. West Brom and Bournemouth will also likely be looking over their shoulders for much of the season, meaning that I don't expect them to end in the top half. Chelsea and Watford, I suspect will have a good shout at making the top half."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# West Brom 1-1 Tottenham\n",
"\n",
"Perhaps one of West Brom's better games of the season:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"epl.compare_game_against_opponents('West Brom', 'Tottenham', '05/12/15')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"Measure | Average Per Game for | This game for | Average Per Game against opponents |
---|
West Brom Shots | 9.0 | 11 | 11.666666666666666 |
\n",
"Tottenham Shots | 15.333333333333334 | 9 | 14.066666666666666 |
\n",
"West Brom SOT | 3.0 | 4 | 3.3333333333333335 |
\n",
"Tottenham SOT | 6.266666666666667 | 3 | 4.4 |
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Restricting Tottenham's shots, more than the average team. Tottenham of course will look at this as two points dropped, although it has now extended their unbeaten run to 14 games."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Newcastle 2-0 Liverpool\n",
"\n",
"Others have [pointed out](http://statsbomb.com/2015/12/noticing-stoke-city-and-a-gary-neville-sized-void/) the lack of intelligent analysis of this game in the mainstream media. Nice piece, fully agree with @jair1970 there. Still, it was a very good result for what has so far been a pretty awful Newcastle side. This game was probably pretty much a coin-flip, but that is better than they could reasonably have been expecting."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Everton 1-1 Crystal Palace\n",
"\n",
"Seems like it might have been an exciting game. Two teams that will likely end up quite near each other in the league. But this game probably represents a slice of the league at the moment, in that Everton were *slightly* the better team, but the results is perhaps better for Palace. I think come the end of the season Everton will be disappointed if they remain in 9th equal whilst Crystal Palace will be delighted to remain in 6th equal. Note though, that they are only separated by a point. In fact 6th placed on 23 points are only 2 points ahead of Southampton on 21 points in 12th. Pretty tight around this upper-middle part of the table. How do they compare via team rating:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"league_analysis.plot_changing_stats(epl, after_game_no_dicts, 'team_rating', rankings=False, \n",
" teams=['Liverpool', 'West Ham', 'Crystal Palace', 'Everton',\n",
" 'Watford', 'Stoke', 'Southampton'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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88sm0a9euSPl69eoxaNAgnHPceeedZGZmRmw7Ly+v2O0l8eSTT5IW5nHx5557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\nvknjxtl3rZHxxgqJCh4gJ+540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m3gjTeUPvf000rMeOUV2L1bBSLp1EHu15A0HsQM3qOh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C+PF0fPBBLnv/fbfjlNiOHdC5Mxw9CvHx0KyZ24lEfE92VhZJa9awa9Eidi9axO7Fi9kTH09m\naipBoaHUbNuW6M6dqd25M9GdO1OrfXt9+i2lIvPYMdZ98w3xcXFs/+OP3O0NLr6YjrGxNL/+eoLz\nNdIZqakkfPUV8cOHs2vBgtztjXr2pGNsLM2uuYagEE27Vh6ozBARf6Yyw8eozDjep+3asW/lSm6b\nPZszunVzO85p2btyJaPbt3dGZ2zcSOWTTUThJ/bsgeXLT34oikigyM7KIikhgd2LF+cWF7uXLiUz\nJeWE61aMjiZlzx5niFMeJiiI6q1bOwVHp07OeceOhFdxb2Jg8W+Ht2xh2YcfsuLjj53nHBBWuTJn\n9etHh4EDqXnWWUXaz65Fi4gfPpw1n39OZpqzolfl+vVpP2AA7e+7j8g6dUrt/+DPjuzcic3K8vkR\nmSozRMSfqczwMSoz/nLs0CHeq1aNoJAQHj58mJAKFdyOdNr+d8strJ0wgU4PPcSl773ndhwROU02\nO5uktWuPLy6WLMkdsp9XVOPGRMfEUOfss4mOiSE6JoaI6tVJT05mz7Jl7FmyhN1LlrBn6VL2rVqF\nzco6YR9Vmzc/bgRH7U6dqFizZln8V8UP2exsNk2bRnxcHBt/+CF3Doya7drR6cEHaX377YRVrnxa\n+05NSmLV6NEsGz6cA+vWARAUEkKLm26i46BB1L/oIr+b18qbsrOy2LVwIRsnTyZxyhR2L1lCp8GD\nufTdd92OdlIqM0TEn6nM8DEqM/6y6eefmXjFFdQ97zzumDfP7TglsnflSka3a0dweLgzd0Y5GJ0h\nUt7Z7GwOrF/P7sWLncNFFi9mz5IlpCcnn3Ddyg0bUicmhug8xUVxSoeM1FT2rVyZW3DsXrKEfcuX\nk5WefuJ9NWhwXMER3bkzkXXrBvQbyUCXmpTEyk8+Ydnw4RzcsAGAoNBQzrz5ZjrGxnLG+ed77flh\ns7PZPH06y4YPZ/133+UWJjXatKFjbCxt+vYlPCrKK/fl69IOHGDT1KlsnDKFxB9/JHXfvtzLQiIi\nOKtfP3oOH+5iwlNTmSEi/kxlho9RmfGXOf/5D3OG7XDmmgAAIABJREFUDiXm0UfpMWyY23FK7H+9\ne7N24kS/+KRGJNBYazm4YcNxxcXuxYtJP3z4hOtWrl/fKSzyFBeRtWt7PVNWRgb7V6/OHb2xZ8kS\n9sTHFzgKpGJ0dG6xUdszgqNK48YqOMq5nQsXEh8XR8KXX/51CEiDBnQYOJB2995LZHR0qd7/4a1b\nWf7RR6z46COO7toFQGhkJG369qXjoEHUat++VO+/rFlr2bdypVNeTJ7M9jlzjhtRVaVJE5pefTVN\nr76a+t27ExoR4WLaolGZISL+TGWGj1GZ8ZeJV17JpqlTuXb8eFr27u12nBLbu2KFM3dGeDj3b9xI\npXr13I4kEpCstRxKTDyhuDh28OAJ161Ur15ucZFzuEhpv0E8meysLA6sW3fcCI49S5Zw7NChE65b\noVo1anfqdNwIjmotWmCCglxILt6SkZrKmi+/JD4ujt2LFuVub3zFFXSMjaXp1VcTFBxcppmy0tNZ\nN2kSy4YPZ+uvv+ZuP+OCC+gYG0uLG2/02xV8MlJS2DJjBhsnT2bjlCkkb9mSe1lQSAhnXHihU2D0\n6kX1Vq38rkBUmSEi/kxlho9RmeGw2dm8X706xw4dYsDWrT4/gVZRfXfzzaz7+ms6P/wwl7zzjttx\nRMo9ay2HN2/+q7jwlBc5y07mVTE62iks8hQXlerWdSF18eSWM54RHLuXLGH34sWk7t17wnVDK1Wi\ndseOuZOMRnfuTPXWrU9YzUJ8z4H16wtcNrVt//50GDiQas2bu5zQsW/VKpaNGMGq0aNzD8mKqFWL\n9vfdR/sBA6jSqJHLCU/tYGKiU15MnszWmTPJOnYs97KK0dE07dWLJr160bhnT7+fpFdlhoj4M5UZ\nPkZlhmPf6tV8etZZVK5fnwFbt7odx2v2Ll/O6A4dCKlQgfs2bvSLN0oi/sJaS/LWrScUF6n7959w\n3Yhatf4qLjwjLyrVq+d3n6oWxlrLkR07ThjBkbxt2wnXDQ4Pp1b79sfNw1GzbVu/nnS5vMjOymLj\n5MnEx8WxaerU3O3RZ59NpwcfpGWfPj57KEP6kSP8OW4c8XFx7F2+HHBW7Wl69dV0jI2l8eWX+8wo\noayMDLb/8UdugZG0Zs1xl9c555zcw0eiO3f2mdzeoDJDRPyZygwfozLDsWLkSKbedx9n9u7NdePH\nux3Hq7676SbWffMNnR95hEveftvtOCJ+b+fChcx/8UW2z5lT4GiEiJo1j19V5OyzqVy/frkpLooj\nZe/ev0ZveAqOnAkj8zJBQVSqX58qTZpQpXFjqjRpQpTnvEqTJlSqV6/MD2UIJEd372bFyJEs+/DD\n3MMaQipUoOWtt9IxNpa655zjcsKis9ayY84c4ocPZ+2ECbmT2lZp2pSOgwbR9p57iKhRo8xzHd21\ni40//sjGyZPZPG3acfPjhEVF0fiKK2h69dU0ufJKVw8tK20qM0TEn6nM8DEqMxw/3XsvK0eN4uJh\nwzj70UfdjuNVe5YtY0zHjhqdIVJCR3bu5PennmLVp5/mbqtQvfoJxUVUw4YBWVwUVdrBg+yJjz9u\nFMeBhITcVSoKEhQaSlTDhieUHDnFR8XoaD3mxWStZfvs2cTHxbF24kSyMzIAqNqsGR0GDaLt3Xe7\n8qbfm47u2cPKUaNYNmIEhzdvBpyRQS379KFTbCx1zj231J43NjubXYsWsXHKFDZOnnzcfCPgrMaS\nM/qiXrduAXPolcoMEfFnKjN8jMoMx6g2bUj6809unzuXel26uB3H67678UbWffstMUOG0OOtt9yO\nI+JXMtPSWPz228x78UUyjhwhKDSUmCFD6DBwIFWaNNGbaC/ISk/n8JYtHEpM5PCmTRxKTORQznli\nIim7d5/09iEVKuSWHAWVHRWqV9f3ySM9OZnVnsMx9q1YAXgOx7jmGudwjJ49y9VhDeAcPpP444/E\nx8WR+NNP4PmbJ7pzZzrGxtLqttsIrVixxPeTdvAgm37+mUTP0qkpe/bkXhZSoQINLrkkd/LOKo0b\nl/j+/JHKDBHxZyozfIzKDGfd9verVyc4PJzBhw757QzoJ7MnPp4xnToRUqEC9ycmElmnjtuRRHye\ntZb1kybx6+OPcygxEYBm113HxW+8QbUWLVxOF1gyUlI4vHnzCSVHTvGRlpR00tuHVa5cYMmRsy08\nKqqM/ifu2bdqFfHDh7N6zJjjJ8q8/37aP/CAX0yU6Q0HN25k2YcfsnLkyNz5bcKrVqXt3XfTYeBA\nqrdsWeR9WWvZ/+efuXNfbP/jj+OWTo1q1Ch39EWDiy/2SmHi71RmiIg/U5nhY1RmQOJPP/H1VVdR\nr1s3bp892+04pWbSDTewftIkYh59lB7DhrkdR8Sn7V2+nBlDhrB15kzAGRLe4+23adyzp8vJpCDH\nDh8ucERHzracN++FqVC9OlUaNyaqoLKjcWO/fROalZHB+kmTiI+LK3dLmJZUZloaCRMmEB8Xx855\n83K3N7rsMjoMGkTz664jKCTkhNtlpKaydebM3KVTD2/alHuZCQ7mjAsuoGmvXjS9+mpqtGmjEUH5\nqMwQEX+mMsPHqMyA2f/+N3Ofe46zH3+ci994w+04pWb30qWM7dyZkIgI7t+4UaMzRAqQsm8fs595\nhuX//S82O5sK1arR7bnn6DhwYIFvbMT3WWtJS0oqsOTI+TozLe2k+6gYHU2Vxo2pdMYZBIeFERQa\nSlBoKMGe86CwsL++zrs937/z3jb/9U64jee6Be3LBAef9E1y8rZtLP/oI5b/978c3bULgNDISNr0\n7UvHQYOo1b69Vx9jf7d76VKWDR/O6nHjyExJAaDSGWfQ/oEHaH///WSlp/+1dOqMGcc9XyJq1fpr\n6dTLL6dC1apu/Tf8gsoMEfFnKjN8jMoMmHD55WyeNo3rJk7kzJtucjtOqZp0/fWs/+47Yh57jB5v\nvul2HBGfkZWRQXxcHHOGDuXYwYOY4GA6DhpEt6FD/X4SRDk5ay0pu3cXXnZs2ZI7OaYvOVnpcSgx\nMfdwhxpt2tAxNpY2ffsGxOE0JZF28CCrx4whPi6OpIQEwJlPJP/ktNExMbmHj9Q5++xyN8dIaVKZ\nISL+TGWGjwn0MiM7K4v3q1UjPTmZgdu3U6lePbcjlaq8ozO6PP20s9FarLXOH2v5vsbztc35Ot/1\nyHtZvq9zr1PAZQVdr6DbRNSsSffXX9cf4FKqEn/6iZmPPkrSmjUANOrZkx5vvUXNs85yOZn4guys\nLI7s2MHhTZs4umsX2RkZZKWnO+cZGWTnOWUV9rXn+qe6TVH3fbKVXwCCQkJofsMNdIyNpUH37jrU\noZistWydOZOlcXGsnzSJ0IoVaXT55U6BcdVVGtlYAiozRMSfqczwMYFeZuxdsYLR7dtTuWFDBniW\nbSvvckZn+IsOgwbRMy7O7RhSDiUlJDDzscdInDIFgKrNm9Nj2DCaXnON3vyJT7PZ2U65kZ5eYIES\nUaOGRhR5SfrRowR7DiOSklOZISL+TAcci0/ZMXcuAPW6dnU5Sdm5LC6Omu3aOcOmjcEY4wyRNcb5\nd1CQ88dGAV/nv37+rznJbYu6n5zrpCcnM+2BB1g2YgRt+/Wj7nnnuf3QSTmRdvAgc597jqXvvUd2\nZiZhUVF0feYZOg0eHLCTIYp/MUFBznNVz9dSFxYZ6XYEERHxESozxKfklBlndOvmcpKyU6lePS54\n/nm3YxRJ0po1LHztNaYNHMidCxdqAkYpkeysLFZ8/DF/PP00qfv2gTG0u+8+LnjhBSKjo92OJyIi\nIiI+TDMkiU/Z6Skz6gbQyAx/0vXZZ6ncsCF74uNZ+v77bscRP7bl118ZGxPDtIEDSd23j/oXXkjf\nxYu54qOPVGSIiIiIyClpzgwfE8hzZqQmJfFBjRqEVKjA4EOHCA4LczuSFGDD99/z7XXXEVqpEv3/\n/JPK9eu7HUn8yMHERH574gnWff01AJUbNqT766/TsndvzYshIlLGNGeGiPgzjcwQn7Fz3jwAos8+\nW0WGD2t27bU0v/56Mo4cYcaQIW7HET+RfuQIv//rX3zSujXrvv6akIoVOf+55+i/Zg2tbrlFRYaI\niIiIFIvKDPEZO+bMAQJr8k9/dck77xAaGcm6r79mw+TJbscRH2azs1k1ZgwjzzyT+S+9RNaxY7S5\n807uTUig6zPPEBoR4XZEEREREfFDKjPEZwTiSib+KqphQ7r95z8ATH/oITJSUlxOJL5ox7x5jOva\nlR/79ePozp3UOeccbp8zh15jx+rwJBEREREpEZUZ4hOys7LYuWABoDLDX3R++GFqtW/P4U2bmPfC\nC27HER+SvH07U/r25fOuXdm1YAGRdety1ejR3DFvnn6+RURERMQrVGaIT9i3ciUZR45QpUkTIuvU\ncTuOFEFwaCg9R4wAYOHrr7Nv1SqXE4nbMlJTmfv884w880xWf/YZweHhnPfUU9y7di1n3XUXJki/\nckRERETEO/SXpfgEHWLin+p17Ur7Bx4gOzOTXwYNCshVeMRZfSlhwgQ+ad2a2c8+S2ZKCi1uuol7\n/vyTC198kbBKldyOKCIiIiLljMoM8Qk5ZUZdlRl+58KXXyaiVi22/f47q0aPdjuOlLHdS5fyVffu\nfH/LLRzevJla7dtzy8yZ/G3iRKo2aeJ2PBEREREpp1RmiE/QSib+K6J6dS5+800Afvv730ndv9/l\nRFIWju7Zw9T772dsTAzbfv+diJo16TliBH2XLKHhxRe7HU9EREREyjmVGeK6lL17Obh+PSEREdRq\n397tOHIa2tx5Jw0uvpjU/fuZ9eSTbseRUpSVns7CN99kZIsWrPj4Y4KCg4l59FHuXbeODgMGEBQc\n7HZEEREREQkAKjPEdTvnzQOgzjnnEBwa6nIaOR3GGC4bPpyg0FBWjBzJtj/+cDuSeJm1lg3ff8+n\nbdvy29//TvrhwzTp1Yu7V66kx7BhVKha1e2IIiIiIhJAVGaI63In/+zWzeUkUhI1WrXi3H/8A4Bp\nAweSlZHhciLxln2rV/P1lVfy7XXXcWDdOqq3asWNU6Zw0+TJVG/Z0u14IiIiIhKAVGaI67SSSflx\n3j//SdVmzdi/ahWL33rL7ThSQkd372b64MGMbt+eTT//THjVqvR4+236LV9O06uucjueiIiIiAQw\no6UUfYsxxgIBs8RldmYm71apQmZKCoN27yaydm23I0kJJU6dytdXXklIRAT3rF5NlcaN3Y4kxZR2\n4AALX3+dxe+8Q2ZKCiYoiPYDBnD+c89RsWZNt+OJiIiXGGMAsNYal6OIiBSbRmaIq/auWEFmSgpV\nmzVTkVFONLniClr26UNmairTBw8OmGKuPEhPTmbuCy/wUZMmzH/5ZTJTUmh27bXcFR9Pz7g4FRki\nIiIi4jNUZoirtCRr+dRj2DDCoqLY+MMPrP/uO7fjyClkpKayaNgwPmralNnPPMOxQ4doeOml3D53\nLjf873/UatfO7YgiIiIiIsdRmSGuypkvo67KjHKlUr16XPDiiwDMGDyY9CNHXE4kBcnKyGDZhx8y\nskULfn38cVL37aNe167cMmMGt/zyC/W6dHE7ooiIiIhIgVRmiKs0+Wf51XHQIKJjYkjeto05Q4e6\nHUfyyM7KYtXYsYxq1YppAwdyZPt2anfsyA0//MBts2fTsEcPtyOKiIiIiJyUJgD1MYE0AejRPXsY\nHh1NaGQkgw8eJCgkxO1I4mW7Fi9m3LnngjH0XbyY2h06uB0poFlrWffNN8x+9ln2r14NQPVWrTj/\nuec486abMEHqt0VEAokmABURf6a/XMU1Oz2jMuqce66KjHKqTkwMHR98EJuVxbSBA7HZ2W5HCkjW\nWjb++COfnX02/7v5ZvavXk1U48Zc+ckn3L1iBS1791aRISIiIiJ+RX+9imt0iElguOD554msW5ed\n8+ax/OOP3Y4TcLb+9htfXnQR3/Tqxe4lS4isW5dLP/iAexMSaHv33SoSRURERMQvqcwQ12glk8AQ\nXqUKPd5+G4BZTz7J0T17XE4UGHYuXMiEyy/nq4svZvsffxBRowbdX3+d+9avp1NsLMFhYW5HFBER\nERE5bZozw8cEypwZWRkZvFelCpmpqcTu3UvFmjXdjiSlyFrL11ddxaapU2nTty+9xoxxO1K5tXfF\nCmY/+yzrJ00CICwqirMff5yYIUMIj4pyOZ2IiPgSzZkhIv4s4EdmGGO6GWOmGGP2G2NSjDHLjDGP\nGGOK/NgYY5obY540xkw3xmwxxhwzxuwyxkwyxlxcivH91t5ly8hMTaVaixYqMgKAMYbLPviA4PBw\nVo8dy5aZM92OVO4cWL+eyXfcwegOHVg/aRIhERGc++ST3L9xI92efVZFhoiIiIiUKwFdZhhj/gb8\nBlwAfAO8B4QCbwFfFGNXzwMvAbWBycAbwB9AL2CGMeYhL8YuF3Lmy6irQ0wCRtVmzejy9NMA/DJo\nEJnHjrmcqHw4vHUrU++/n1GtWvHn558THBpKp8GDuX/jRi565RUiatRwO6KIiIiIiNcFbJlhjKkM\nfARkAt2ttfdba58EOgJzgZuNMbcUcXc/Ap2tte2stYOstf+y1t4MXApkAK8bY6JL4b/ht3LKjDO6\ndXM5iZSlc554guotW5KUkMDC1193O45fO7p7NzMeeYSRzZuzwjOxatv+/em/di2XvvsukXXquJxQ\nRERERKT0BGyZAfQGagJfWGuX5my01qYDTwMGGFSUHVlrx1hrlxWw/XfgVyAM0Lv2PLSSSWAKCQ/n\nsuHDAZj3wgscWL/e5UT+JzUpiVn//CcfNW3KknffJSs9nVa33so9q1dz5ciRVGnUyO2IIiIiIiKl\nLpDLjB6ABaYWcNksIAXoZowJLeH9ZHjOM0u4n3LjyM6dHN60ibDKlalx1llux5Ey1rBHD9r07UvW\nsWNMf/DBcj/ZrbekJycz94UX+LhpUxa88gqZKSk0u+46+i1bxjVffEH1M890O6KIiIiISJkJ5DKj\nped8bf4LrLVZQCIQAjQ93TswxjTCOdQkBacgEf4alVHn3HMJCg52OY24ofsbbxBetSqbfv6ZhAkT\n3I7j0zJSU1k0bBgfNW3K7Gee4dihQzS67DLumDePG777jlrt27sdUURERESkzAVymVHFc36okMtz\ntlc9nZ0bY8KAcTiHmPzbWlvY/QQcHWIikbVrc9GrrwIwc8gQjh3Sj0d+WenpxI8Ywcjmzfn18cdJ\n3bePel27csuMGfSeNo26553ndkQREREREdf4dZlhjNlkjMkuxmlMGeUKAj4DugJfWmuHlcX9+oud\nKjMEaH/ffdTt0oWjO3fyxzPPuB3HZ2RnZbFqzBhGtWrFL4MGcWTHDmp37MgNP/zAbbNn07BHD7cj\nioiIiIi4zq/LDGAdsKYYpx15bpvzUXAVCpaz/WBxAnmKjHHAzcBXQN/i3D7Pfgo9DR069HR26ROy\n0tPZtWgRAHW7dHE5jbjJBAXRc8QITHAw8R98kPu8CFQ2O5uEiRP5tF07fuzXj0OJiVRv1Yprx4+n\n7+LFNLv6aowxbscUERE/M3To0EL/phQR8WcmUCffM8aMBW4HbrfWfpXvsmCcsiMUqGStzShgFwXt\nMwT4HKfI+AzoZ4v5ABtjLFBuJ0XcuWAB4847j+qtWtH/zz/djiM+4Ne//51Fb75JdEwMd8yfH3Dz\nqFhrSfzpJ2Y//TS7lywBIKpxY7oNHUqbO+4gKCTE5YQiIlJe5RQa1lo1GyLid/x9ZEZJzMBZfvXK\nAi7rDlQEZhejyAgFJgI3AZ9aa+8qbpERCDRfhuTXbehQKtevz+7Fi4n3LNsaKLb+9htfXngh3/Tq\nxe4lS4isW5fL4uK4NyGBtv36qcgQERERESlEIJcZE4F9wK3GmJicjcaYcOAFnGVbj3tnZYyJMsa0\nNMbUybc9DJgEXAt8bK3tX9rh/dWOOXMAlRnyl7BKlbjkvfcA+OOppziyY8cpbuH/krdv55trruGr\niy9m++zZRNSoQfc33uC+DRvoOGgQwWFhbkcUEREREfFpAXuYCYAx5m/ABOAY8CWQBFwHnAlMsNbe\nmu/6/YBPcEZe9M+z/ROgH7AXpwAp6EH91Vr7WxEylevDTD5s2JDkrVvpt2IFtdq2dTuO+AhrLZP+\n9jc2fP89Lfv04dovv3Q7UqlZ8+WX/BIbS9qBA4RFRXH2448TM2QI4VFRbkcTEZEAo8NMRMSfBfQY\nZmvtd8aY7sC/gBuBCsB64FHgvcJuxollRWPPtppAYcsyWOCUZUZ5lrx9O8lbtxIWFUXNNm3cjiM+\nxBjDJe+9x+bp00n46iva3nMPTa64wu1YXpWalMT0Bx9kjaeoadKrF1eOHElknTqnuKWIiIiIiOQX\n0CMzfFF5HpmRMHEi3/fuTaOePen9889uxxEftOC115j15JNUbdaMfitWEBoR4XYkr9g0bRo/3X03\nR3bsIDQykouHDaP9/fdrJnkREXGVRmaIiD8L5DkzpIzlTv7ZrZvLScRXxTz6KDXOOouDGzYw/+WX\n3Y5TYhkpKUwfPJiJl1/OkR07qNe1K3fFx9PhgQdUZIiIiIiIlIDKDCkzO7WSiZxCcGgoPUeMAGDB\nK6+wf80alxOdvp0LFzK2c2eWvv8+QSEhXPDii9w6axbVmjd3O5qIiIiIiN9TmSFlIvPYMXYvXgxA\n3fPOczmN+LL6F1xAu3vvJTsjg19iY/3ukKusjAzm/Oc/fN61K0kJCdRo04Y7Fiygy1NPaalVERER\nEREvUZkhZWLPkiVkpadTo00bKlSt6nYc8XEXvfoqETVqsHXmTP4cN87tOEWWlJDAF+efz5yhQ7FZ\nWcQ8+ih9Fy8mulMnt6OJiIiIiJQrKjOkTOzQISZSDBE1atD9jTcAmPnYY6QdOOByopOz1rL0gw8Y\n06kTuxYupHKDBtwyYwY9hg0jpEIFt+OJiIiIiJQ7KjOkTKjMkOI6q18/6l90Eal79/L7P//pdpxC\nJW/fztdXXsn0hx4iMzWVNnfdxd0rVtCwRw+3o4mIiIiIlFsqM6RM5JQZdVVmSBEZY7hs+HCCQkJY\n9uGHuc8hX7Lmq68Y3a4dm37+mYgaNbhu4kR6jR5NeJUqbkcTERERESnXVGZIqTu8dStHtm8nvGpV\narRq5XYc8SM127ThnCeeAGDawIFkZ2a6nMiRduAAP9x+Oz/ceitpBw7QpFcv+q1YwZk33eR2NBER\nERGRgKAyQ0pd7qiMLl0wQXrKSfF0efppoho3Zu/y5Sx5912347D5l1/4tF071nzxBSEVK9Lzww+5\n8YcfqFS3rtvRREREREQCht5ZSqnbMWcOoPky5PSEVqzIZR98AMDsZ5/l8NatruTISElh+sMPM6Fn\nT45s3069rl3pt2wZHR54AGOMK5lERERERAKVygwpdZr8U0qqaa9etLjpJjKOHmXmI4+U+f3vWrSI\nsTExLH3vPYJCQrjgxRe5ddYsqjVvXuZZREREREQEjLXW7QyShzHGgrPUY3mQmZbGu1FRZGdmMvjg\nQcKjotyOJH4qeds2RrVuTcaRI9zwv//R7NprS/0+szMzmffSS8x7/nmyMzOp0aYNvcaOJbpz51K/\nbxERkdKWM7LQWqshhiLidzQyQ0rV7sWLyc7IoOZZZ6nIkBKpXL8+Fzz/PADTBw8m/ejRUr2/pLVr\n+fz885nz73+TnZlJzKOPcueiRSoyRERERER8gMoMKVW5h5h06+ZyEikPOj30ELU7duTw5s3M8xQb\n3matZWlcHGM6dmTXggVUbtCAW6ZPp8ewYYRGRJTKfYqIiIiISPGozJBSpfkyxJuCQkLoOWIEGMOi\nN99k78qVXt3/kR07+Pqqq5j+4INkpqbSpm9f+i1fTsNLLvHq/YiIiIiISMmozJBSY63VSibidXXP\nO48OAweSnZnJL4MGYbOzvbLfNePH82nbtmyaOpUK1atz7YQJ9BozhgpVq3pl/yIiIiIi4j0qM6TU\nHN68maO7dlGhenWqnXmm23GkHLnwpZeoWLs22//4g5WfflqifaUdOMDkO+7ghz59SDtwgCZXXcXd\nK1fS8uabvRNWRERERES8TmWGlJqcQ0zqdumSO1u2iDdUqFqVHm+9BcBvTzxByr59p7Wfzb/8wqft\n2vHn558TUrEiPUeM4MbJk6lUt64344qIiIiIiJepzJBSo/kypDS1uu02Gl56KWlJScz6v/8r1m0z\nUlOZ8cgjTOjZkyPbt1O3Sxf6xcfTYcAAFW8iIiIiIn5AZYaUGpUZUpqMMVwWF0dwWBgrP/mErbNm\nFel2uxYtYmznzix5912CQkK44IUXuO3336nWokUpJxYREREREW9RmSGlIiM1lb3x8ZigIOqee67b\ncaScqn7mmZz7z38C8MugQWSlpxd63ezMTOY+/zyfd+1K0po1VG/dmjvmz6fLv/5FUEhIWUUWERER\nEREvUJkhpWL3okVkZ2ZSs107wipXdjuOlGPn/eMfVG3enP2rV7No2LACr5O0di1fXHABs599luzM\nTGKGDKHv4sVEd+5cxmlFRERERMQbVGZIqdiuJVmljIRUqMBlcXEAzH3uOQ4mJuZeZq0lfvhwxnTq\nxM7586ncoAG3TJ9Oj7feIjQiwq3IIiIiIiJSQiozpFTs1HwZUoYa9+xJq9tuIzM1lekPPYS1liM7\ndvB1r178EhtLZkoKbe68k37Ll9PwkkvcjisiIiIiIiVkrLVuZ5A8jDEWnE+U/ZW1luF16pCyZw/3\nrl2riRWlTBzdtYtRrVpx7NAhOj/yCKvHjiUtKYkK1avT88MPaXnzzW5HFBER8Sk5K3hZa7WUl4j4\nHY3MEK87lJhIyp49RNSsSdXmzd2OIwEisk4dLnjpJQCWvPMOaUlJNLnqKu5euVJFhoiIiIhIOaMy\nQ7wuZ0nWul265Db+ImWhw4ABNLzkEkIjI7ls+HBunDyZSnXruh1LRERERES8TOsRitfllBlndOvm\nchIJNEHBwdw8dSo2O5vgsDC344iIiIiISCnTzsPZAAAb9UlEQVRRmSFelzP5Z11N/ikuCArRy5qI\niIiISHmnw0zEq9KPHmXPsmWY4GDqnHOO23FERERERESkHFKZIV61a+FCbFYWtdq3Jywy0u04IiIi\nIiIiUg6pzBCvyjnEpJ4OMREREREREZFSojJDvGqHygwREREREREpZSozxGustSozREREREREpNSp\nzBCvObhhA6n79lGxdm2qNG3qdhwREREREREpp1RmiNfsmDMHcEZlGGNcTiMiIiIiIiLllcoM8Zqc\nQ0zq6hATERERERERKUUqM8RrNF+GiIiIiIiIlAWVGeIV6cnJ7FuxgqCQEOqcfbbbcURERERERKQc\nU5khXrFr4UJsdja1OnQgtGJFt+OIiIiIiIhIOaYyQ7wi9xCTbt1cTiIiIiIiIiLlncoM8QrNlyEi\nIiIiIiJlRWWGlJi1VmWGiIiIiIiIlBmVGVJiB9auJS0picg6dYhq1MjtOCIiIiIiIlLOqcyQEss7\nKsMY43IaERERERERKe9UZkiJ5ZQZdXWIiYiIiIiIiJQBlRlSYpovQ0RERERERMqSygwpkWOHD7Nv\n5UqCQkOJjolxO46IiIiIiIgEAJUZUiK7FiwAa6ndqROhERFuxxEREREREZEAoDJDSmT7nDmADjER\nERERERGRsqMyQ0pE82WIiIiIiIhIWVOZIafNZmezc948QGWGiIiIiIiIlB2VGXLakhISOHbwIJXq\n1aNygwZuxxEREREREZEAoTJDTlvOISZ1u3bFGONyGhEREREREQkUKjPktOWUGWd06+ZyEhERERER\nEQkkKjPktO3QSiYiIiIiIiLiApUZclrSDh5k/+rVBIeFUbtzZ7fjiIiIiIiISABRmSGnZef8+QDU\n7tyZkPBwl9OIiIiIiIhIIFGZIaclZ74MHWIiIiIiIiIiZS3gywxjTDdjzBRjzH5jTIoxZpkx5hFj\nTJEfG2NMfWNMnDFmnjFmpzEmzRizwxgz2xgz0BhToTT/D27YqTJDREREREREXBLQZYYx5m/Ab8AF\nwDfAe0Ao8BbwRTF21Qy4DTgIfAu8AXwHnAHEAb8aY8K8l9xdNjubnfPn8zP+UWYMHTrU7Qin5A8Z\nQTm9TTm9Szm9xx8ygnJ6m3J6l7/kFBHxV8Za63YGVxhjKgMbgMpAN2vtUs/2MGAm0AW4zVo7vgj7\nCrHWZhawPRiYBnQH+llrPyvCviyAL39f9q1axadt2/IEvp0zhzHG53P6Q0ZQTm9TTu9STu/xh4yg\nnN6mnN7lDzmNMQBYa43LUUREii2QR2b0BmoCX+QUGQDW2nTgacAAg4qyo4KKDM/2LGCSZ19nlDSw\nrziUmEhopUpuxxAREREREZEAFchlRg/AAlMLuGwWkAJ0M8aEnu4deObduNpzP7+d7n58TbNrrmHw\nwYNuxxAREREREZEAFeJ2ABe19JyvzX+BtTbLGJMItAGaAglF2aExpgYw2PPPWkBPoDbwkLV2XokT\n+5Cg4GC3I4iIiIiIiEiACuQyo4rn/FAhl+dsr1qMfdYEnsUZiZFjLM68GSIiIiIiIiLiBX59mIkx\nZpMxJrsYpzGlmcdam2CtDcIpiRoBQ4DrgQXGmNaled8iIiIiIiIigcLfR2asw5nboqh25Pk6Z+RF\nlYKumGd7sSeHsM7U1duA94wxe3CWeR0K9CnqPnJml/Z1yuk9/pARlNPblNO7lNN7/CEjKKe3Kad3\n+UtOERF/5NdlhrW2ZwlungDEAGcCS/Ne4FlStQmQCWwswX0A/Og5b1/C/YiIiIiIiIgIfl5mlNAM\n4A7gSuCrfJd1ByoCv1prM0p4P/U954eLcmWt8y0iIiIiIiJycn49Z0YJTQT2AbcaY2JyNhpjwoEX\ncCbxHJ73BsaYKGNMS2NMnXzbO3mWYSXf9krAO559feP9/4KIiIiIiIhI4DHO9A6ByRjzN2ACcAz4\nEkgCrsM59GSCtfbWfNfvB3wCfGqt7Z9n+7fA+cAcYAvOPB4NgKtw5t6YBlxnrU0v7f+TiIiIiIiI\nSHkXyIeZYK39zhjTHfgXcCNQAVgPPAq8V9jNOH7pVYD/AsnAufx1iEoSMB8YZ639zPvpRURERERE\nRAJTQI/MEBERERERERH/E8hzZoiIiIiIiIiIH1KZISIiIiIiIiJ+RWWGiIiIiIiIiPgVlRlSZMaY\nm4wx7xpjZhljDhljso0xY9zOlZcxprox5j5jzDfGmHXGmBRjzEFjzO/GmP7GGON2xhzGmFeNMb8Y\nY7Z4ciYZY5YZY14wxkS7na8wxpg7Pd/7bGNM/1PfovQZYzblyZT/tMPtfPkZYy41xnxrjNlpjEkz\nxmw3xvxkjLnSB7L1O8ljmXPKcDsngHH0McbMMMZs8/wcbTDGjDfGdHE7Xw5jzP3GmHnGmGRjzBFj\nzEJjzAA3Xo9O53XcGNPNGDPFGLPf8xgvM8Y8UtCS5G7kNMaEePKMMsYsNcYcK6vXp2LmbG6MedIY\nM93zun/MGLPLGDPJGHOxj2Ssb4yJ8zxfc16fdhhjZhtjBhpjKvhCzkJu/3Ge16imvpDTGNPoFK+l\nn5dWThGRQBDQq5lIsT0NtAeOANuAVu7GKVBvYDiwA5iJs1RuNM5qNR8DVwK3uJbueEOAxcDPwB4g\nEugCPAU8YIzpZq1d72K+ExhjGuCs9JMMVHI5Tl4WOAi8BeR/g3ik7OMUzhjzGvB3YCvwHbAPqAXE\nABcDP7kWzhEPDC3ksouAHsCUMktzch8B/XEew0me8+Y4S2zfZIzpa6119c2CMWYccBuwG/gcZ+nu\nnjivU12Bu8s4UrFex42zhPlEIBX4Cmelrmtxfta6AX18IGekJ4/FeZx34iyPXhaKk/N5nN8/q4HJ\nOI9lS5zn63XGmIette+7nLEZzvN1PrDEk7EGzlLzccDdxpiLSmmp+dP+G8MYcy3Oa0FZ/G46nZzx\nOK9R+a30Yi4RkcBjrdVJpyKdcJadbZbn62xgjNu58mW8GLi6gO21gc1AFnCD2zk9mcIK2f6C57H9\n2O2MBWT7BVgHvOp5LPu7ncmTKxHY6HaOIuS83/O9HQmEFHB5sNsZT5F/juf7fsLPmAtZGnoeyx1A\njXyX5bw+rXc54w2eHOuAanm2hwD/8zyW15dxpiK/jgOVcYrWVKBTnu1hwGxP/lt8IGcocAUQ7fn3\nv8vq9amYOe8COhSw/ULgmOdxjnY54wmvS57twcAMz+N6p9uPZb7b1cQpsD7H+RAjC2jqI9/zRp7L\nR5X2c1EnnXTSKRBPOsxEisxa+5u1doPbOU7GWvurtXZyAdv3ACNwPrW/uKxzFcQW/snWeM/5GWWV\npSiMMY/gPHb34Hy6LMVgjAnDKao2AwOstZn5r2OtzSrzYEVkjGmLM3JoO74xMqOW53y+tXZ/3gus\ntb/hfEJb64Rbla3rcUYLvGmtPZCz0fO9fwbn9eihsgxUzNfx3jhvFL+w1i7Ns490nE+nDTDI+ymL\nl9Nam2GtnWqt3V0aWU5x38XJOcZau6yA7b8Dv+KURN28m7DYGU94XfJsz8IZWWAopd9NJfgb4yOc\nn7MHvRypQP7wt5CISKDQYSYSSHKO8y/wjzUfch3OH2Yz3Q6SwxjTGngZeNta+4cx5lK3MxUg3Bhz\nB84n9keB5cAsa222u7Fy9cR5cz0MsMaYq4GzgDRggbV2npvhimAAzvPyY2utdTsMsArYBZxrjKmR\nt9AwxlyEM6rgG7fCedTxnCcWcNlGz/mFxpiQwt5EuqwHzvd8agGXzcIpNbsZY0KttT4xj4of8+nf\nT575Ua7GeT785nKcXMaYu3F+Z/7NWnvAhWloiqqeMeYBnEN29gNzrbUrXM4kIuL3VGZIQDDGBAP9\ncP4Qc3tOguMYY/6Oc8x3FeAc4Dyc+T3ecjNXDs9jNxbYBPzL3TQnVQfIOwmbARKNMfdYa2e5lCmv\nc3Cef+nAUqCt59/gzGU5C7jZWrvPpXyF8kz6dwfO8O2RLscBwFqb5pnPYRyw2hgzCedNQnOcOR2m\nAgNdjAjOHB4ATQq4LGeCwhDP12vLJFHxtPScn5DNWptljEkE2uDkTyjLYOWJMaYRcClOOeQLr1UY\nY2oAgz3/rIVTxtYGHvKV4tXzuL0NjLXW/uB2nlPo6TnlMMaYX4F+1tqt7kQSEfF/KjMkULyK8yn4\nD9baaW6HyedxnD8Sc8wGvvShTzr/DXQAzrfWHnM7TCFGAb/jfFqfjPPm6iGc0QRTjDFdfeBTsNo4\nBcsTODnPB5bhvNF9A+eY//HAJW4FPIk+QFXge2vtdrfD5LEc+AT4B3Bfnu3rgdE+UAxNxplM8TFj\nzFc5h5oYY0KA5/Jcr5ob4Yqgiuf8UCGX52yvWgZZyiXP4WfjcA4x+Ze1trDHuqzVBJ7lr8IVnFLb\nJ35/elYCGo3zev+Iy3FOJgXnZ30Sf43Gao8zyfIlwC/GmI7W2lR34omI+DfNmSHlnjHmYeAxnBnk\n73I5zgmstXWttcE4IwtuxHnTO81zyISrjDHnAf8E3rDWLnA7T2Gstc975kvZa61Ns9auttbG4hzS\nUZHCV+coSzmvtxnAtdbaudbaFGvtKpzv+zagu+cx9zUP4Lyp+dDtIDk8I4ZmAC8C/8VZhSESZ1WY\nROBzY8wr7iUE4EuckWDNcEaPjDDGvI2zssH5OKstgTNBoAQYz6Ebn+GsavOltXaYy5FyWWsTrLVB\nOB96NcJZfet6YIHnsEO3PYYzcep9PlQAncDzO2motTbeWnvYc/oDp7yejzOS7L6T70VERAqjMkPK\nNWPMQzjDUFcCl1hrD7ocqVCeP3q+Ay7HOW76TTfzeN4sjsEZPv5s/ovLPtFpGeE5v8jVFI6c597S\n/MOKPZ/K5cxLcG6ZpjoFY0wbnDdb24AfXY6TV1+cXF9ba5+w1m7yFFnxOKuIbAceN8Y0diugZ76W\na3FGjuzBKVPvwvmZ6obzqTKey3xRzpvEKoVcnrPdZ19XfZWnyBgH3Iyz5G1fdxMVzDq2WWvfwxnp\nVhWXy2FjTAucyZQ/sdYWNJ+Lz/NMqPoxzu9SX/j9JCLil1RmSLlljBkCvIszFP0Sz4omPs9auwVn\nFEktY0y0i1EqAS2A1sAxY0x2zom/yo2PPdt85hPFfPZ6ziNdTeHImVOgsDd+OatdRJRBluLwtYk/\nc8Tg5Po1/wWecmgBzu+4TmUb64QsWdba1621Hay1Fa211a21N+GsatMC2Get3exmxpPIec6emf8C\nT9nZBKd43Zj/cimc5zCjL3EO3/oMuMOHJio+mZwys72rKZx5WsKB/nl/L3l+N3X3XGe9Z9t17sU8\nJV/6/SQi4pc0Z4aUS8aYJ3FW31gC9My7LKKfqIfzRu2IixmO4XxyVJDOOG8Sf8d5wzO3rEIVU1fP\nuS+82ZqO8z1tU8jlbT3nBa184QpjTDhwJ87En6NcjpNfOs6nmoUtv1orz/V80W048yR87naQk5iB\nM/HrlTijB/LqjnMI168+NL+PzzPGhAITcEbsfGqt7e9ypOKo7zk/7GoKZzLqwn43XQNE48w/dNhz\nXV/lS7+fRET8ksoMKXeMMc8A/wEWAlf44qElnmGyu621h/NtNzjDZ2sDU621R93IB85qEThzJZzA\nGPNvnDJjtLXW1Te5xphWwBZrbUq+7Y2B93EKhLFln+x41totxpjvgWuNMUOstW/nXGb+v727D7ar\nKu84/v21xb5RkYqtoiCm0qI4GAsyA9Rgi6gpndrSF3lRGRDpUJRAtTAC8lanYKlQKNVBEYEqEwqO\nJbWWAhJQYCg0GG0rTKe1sSOQUF6T8lqSp3+sfeVwck6SG3Jz7o7fz8yek+y9ztnPXufm3OznrPWs\n5O20OdSPMLtW2/l9WnHKRbOs8Ce05NDxwFFJPlNV900dSDKfVpPiKeC2CcU3FcvPVNWqoX1zgXNo\nq698YiKBbZirafEdlOTCqloCP0hyfZz2b+vTE4yvV7pin1+mJYcurqo/mHBIa0nyJuBbwyNFkmwN\nnE97zye65HFVfYvxv5sW05IZJ1XVxJMEXX8uHR7V1i1vfhytP78widgkaUtgMkMbrFsG8be6v768\ne9w7yee7Pz9YVX+8+SN7TpLDaImMZ2mrgiwYse78sqq6bHPHNuTXgbOS3EL7Jv4h2n/A9qWtxLEM\nOHpi0W2Y2VI349202ghfpw3dX0UruHgAbSjy3zPh+iMDjgHmAp9McgBtidY5wLtoP7NHDt/4TthU\n4c/PTDqQYVX11SRfpn0m3d39eTlt5MsBXbMTZ8GorOuTPEmr27OKNm3rAOBxWiHY5ZszmOl8jlfV\nqiQfoI0kuCnJQuBh4DdpU0+uqqqrJh1n1/5EYJfur3Npn09HJHlLt++WqtrkywpPM86LgPm06QX3\nd0nhYTdV1c0TjPFUYJ8kt9EK1D4B7NDFvQ1tNZMZWTa8D//HgGnHeS6wc9ef3+/27UZbyaSAU2bL\nUreS1EtV5ea2QRttic7V69j+swcxrgZunAVx7kqr53EXrfjfM7SbhNtoxQK3nnSMG9jPR8yCWObR\nCul9p+vDp4EVtIKah046vhHxvpT2Ded/0UYOPED7BnyPScc2FOcutFU2lgGZdDxjYgytpscttFok\nz9ASGtcA+006vi7GD9NGiT0MPElbNvYCYPsJxTPtz3HacPiv0JKuj9OWFD52Jn8uphsnsHg97S+Z\ndJwbEONq4NQJxzifVvj5HtpIsaeB+2n1Mt4z2342R7zGYlpieM5siBM4HFhEm0qysvsMWEabXrbP\nTPanm5ub2w/DlqrZVM9NkiRJkiRp3VzNRJIkSZIk9YrJDEmSJEmS1CsmMyRJkiRJUq+YzJAkSZIk\nSb1iMkOSJEmSJPWKyQxJkiRJktQrJjMkSZIkSVKvmMyQJEmSJEm9YjJDkiRJkiT1iskMSZIkSZLU\nKyYzJEmSJElSr5jMkCRJkiRJvWIyQ5IkSZIk9YrJDEmSNpMkpydZk2TepGORJEnqM5MZktQzSXZO\ncm6SJUkeSvJM93h7knOS/PKkY5xJSW7qEgLPJtl1TJtLuza/trnjW4/qNkmSJL0AJjMkqUeSnAbc\nDSwA1gALgU8Afw08AXwQuDPJ0RMLcuZNJQQCnLOeNpIkSdoC/dikA5AkbZgukXEa8D3g4Kq6fUSb\n7YDjgG02c3iT8B/AO5LsV1Vfm3QwkiRJ2nwcmSFJPZDkNcDJwNPA/FGJDICqerCqTgH+bOj5Oyc5\nO8mdSR5I8lSSZUkuSvLKEefbt5umcWqS3ZNcm+SRbvtSkh26dr+Q5MruNZ9IsjjJbmOu4SeTfDTJ\nN5P8b5JVSW5LctBGdstJ3eO40RmjYliT5MYxx6ampuw4sO/V3b5LksxJcnWSB5OsTHJdkjd07bZL\ncnGS+5I82fXzW9cTy2FJ7ur6bUWSzyX5+TFtt01yVpLvdO0fTXJDkv3HvO6aJO9L8s7uPXk0yeoN\n7SdJkqTZzmSGJPXDEbTRdFdV1T3ra1xVa4Z2HQgcBfw3cAVwAfBvwJHAHUleMeal9gS+QZvS8lng\nduC3gRuSvB74J+AVwGXAV4B5wHVJfmrwRZJsA9wKfBx4FvgccCmwHXBFkjPXd00jfBP4AvDGJIdt\nxPOHrWtqymto1/oy4PPAPwL7AYuT/FJ37E20aT9XArsBX03yqjGv90fAp4ClwHnAPcDhwK1JXjrY\nsEuu3AWcADwAfLo7zy7AtUneP+Zafg/4O2DlwHMkSZK2CE4zkaR+2Jt2g7p4I59/OXBuVf3f4M4k\nbwOuBU4BjhnxvPnAoVW1cOA5F9OSK7cBZ1fV2QPHTgHOAN4P/OXA65wPvBE4oao+OdD+RcA1wElJ\nrq6qb0/zuk6m3bT/SZKFVfX0NJ+/oeYBJ4+41jNpiYwvVtUxA8duoPX58cCHh14rwDuBPQevN8m5\ntClCZwMfGGh/ObADcFBVXTXQ/sXAzcAFSRZV1f8MnWM+bRTP9Rt91ZIkSbOUIzMkqR9e3j3eO3yg\nmwpxepLTBrYFg22q6v7hREa3/wbaCI13jDnvNwYTGZ3LuseHaMVHB11Ou5GeOxDfzwKHAv88mMjo\nzv8McCLt99EhY2IYq6q+D/wF8ErWThpsSstY+1qn+uFHaaMmBl1BG4Eyl9EuH5G4OR14DDgkyVYA\n3ZSdecCXBhMZAFW1klZD5SeA3xlxjr81kSFJkrZUjsyQpP7bCTiV56ZIhHbzff5goyTvAQ6jjZDY\nlnYTPmXciIYlI/bd1z0urarhaRlTyZbB6RVv7s5VXRHTYS/qHl83Job1OYs2EuSEJJ8dGqGwqYy6\n1ql++PeqenzwQFWtSbKC5/fDDw4DX19rZ9XKJEtpyYvXAd8G9uoObzOm736O9n6P6rs7x12MJElS\n35nMkKR+WE6rkbD98IGquplupF2SH6GNCHieJOfRlnO9jzat5F7gye7w4cCOw8/pPDZi37PjjlXV\n6iQAWw3snqoB8eZuG6WAnx5zbJ2qalWSM4ALaaMbRk2XeaHWda2j+ghaP2015tiKMfuXd49Tq9FM\n9d3+3TbKuL5bPmKfJEnSFsFkhiT1w63Ar9KKTl66jnZZa0fyMuBDtG/6966qJ4aOT3t6xzRN3eyf\nV1UfmaFzXAQcCxyZ5IJ1tCvG/+57ySaParyRq5bw3HSix4YeF1TVhdN4/XUVM5UkSeo9a2ZIUj9c\nSvum/3e71TOmYw7t8/76EYmMV3XHZ9IdtNVQ3jJTJ6iq1bTaG1ux7qVaH6EV03yebkTLuPoWm1qA\nfUfE8OIuhqeAu7vdU0vwzljfSZIk9ZHJDEnqgar6Lm1Z0x+nLce515im247Yt6x7/JXuph2AJFvT\nllud0VF6XQ2LLwJ7JDllMIaBWOYk2ekFnuca2jKyvwHsM6bZHcCO3Sougz4GvPqFnH+a3ptkOHly\nBm16yRVTxVqragntmg5McvioF0ryhm70jSRJ0g8Np5lIUk9U1ZldjYaPAbcmWUK7OX+YNkViJ+Bt\ntOkFNw88b0WShcC7gaVJrqPdNO9Pq5uxlFYUdCZ9EHgt7Yb9vUluodWN2J5WvHIP4GCeS7xsrI/Q\nRjO8ltHTLP6ctnLLoiRX0vpub1rf3cSIERMz5B9o7+HfAPfTRl7sA3wX+OhQ20OArwEXJzmWthTs\no7TiorsBu9IKhQ4vzSpJkrTFcmSGJPVIVZ0JvB44j7ZCyMG0ZUEPpq1s8VfA7lU1/C3+EcCf0pbx\n/EPg7cAi2o38Y4y+8V9X3YVpHauqVbREwYdoN90HAscDbwVWAscB01lGdOS5q+pOYOG4+KrqRuBd\nwL/SkjvvoyUQ9gS+N+Z1N7YfxsVZtPfvaFoSaQHwi8AlwD5V9eBQzPcCuwMn06YaHULrx726mI8C\n/mUDzitJkrTFyNorzUmSJEmSJM1ejsyQJEmSJEm9YjJDkiRJkiT1iskMSZIkSZLUKyYzJEmSJElS\nr5jMkCRJkiRJvWIyQ5IkSZIk9YrJDEmSJEmS1CsmMyRJkiRJUq+YzJAkSZIkSb1iMkOSJEmSJPWK\nyQxJkiRJktQrJjMkSZIkSVKvmMyQJEmSJEm9YjJDkiRJkiT1iskMSZIkSZLUKyYzJEmSJElSr5jM\nkCRJkiRJvfL/kKQprcg9dkUAAAAASUVORK5CYII=\n",
"text": [
""
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So Stoke the outlier here, but on an upwards trend. Otherwise Liverpool and Southampton look like they are a level above the others. Note that Watford are 3rd in this group, so they probably at least deserve their current 9th equal place."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Home Form vs Away Form\n",
"\n",
"The surprising result that Arsenal have performed better away than at home this season leads me to plot the difference in team ratings for home and away for each club. Now of course this may well be heavily influenced by which teams you have played home and away this season, but still it is interesting reading, with the league leaders performing best away from home relative to their home form:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pairs = [(team, epl.home_team_stats[team].team_rating - epl.away_team_stats[team].team_rating)\n",
" for team in epl.teams]\n",
"league_analysis.display_ranked_table(['Team', 'Home TR - Away TR'], pairs)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"Position | Team | Home TR - Away TR |
---|
1 | Norwich | 0.32485679850791954 |
\n",
"2 | Man United | 0.32377206150270266 |
\n",
"3 | Newcastle | 0.294843649548333 |
\n",
"4 | Bournemouth | 0.16790672123700587 |
\n",
"5 | Aston Villa | 0.15803606738633486 |
\n",
"6 | Chelsea | 0.15077247016397757 |
\n",
"7 | Sunderland | 0.13353432089654724 |
\n",
"8 | Crystal Palace | 0.12958062558321382 |
\n",
"9 | West Ham | 0.1247732867966876 |
\n",
"10 | Man City | 0.11251565047595963 |
\n",
"11 | Everton | 0.10974138754709882 |
\n",
"12 | Watford | 0.10642284801216836 |
\n",
"13 | West Brom | 0.09542955665991376 |
\n",
"14 | Stoke | 0.07974233776645967 |
\n",
"15 | Liverpool | 0.07400986539439441 |
\n",
"16 | Tottenham | 0.061018260631198085 |
\n",
"17 | Southampton | 0.04066482653921731 |
\n",
"18 | Arsenal | -0.034515274115856226 |
\n",
"19 | Swansea | -0.037686079369583715 |
\n",
"20 | Leicester | -0.1309142682326184 |
"
],
"metadata": {},
"output_type": "display_data",
"text": [
""
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"West Ham are also right in the middle of the table despite results suggesting some pretty encouraging away form, but of course we know to look deeper than results and a few of those away results looked, misleading at best. Still, only three teams actually have a better away team rating than their home team rating.\n",
"\n",
"Thanks for reading again."
]
}
],
"metadata": {}
}
]
}