{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "The purpose of this notebook is to look at how xGF and GF compare by team--are there some teams beating the expectations more than we'd think?\n", "\n", "Data from [Corsica](http://corsica.hockey/team-stats/?season=20172018,20162017,20152016,20142015,20132014,20122013,20112012,20102011,20092010,20082009,20072008&team=&game_state=5v5&options=Adjust&session=Regular&venue=Any&report=Summary&tab=Main\n", "), 5v5 only, and [adjusted](http://www.corsica.hockey/blog/2016/06/19/adjustments-explained/) (which I'll assume gives the best picture here--but it's possible it may not)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TeamSeasonGFxGFGAxGAGoals above expectedGoals against below expected
0ANA2007102.53104.3590.54109.55-1.82-19.01
1ANA2008138.35129.44123.57123.608.91-0.03
2ANA2009137.55126.01135.02148.3511.54-13.33
3ANA2010128.90117.52147.57148.6311.38-1.06
4ANA2011131.38128.21147.32143.273.174.05
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" ], "text/plain": [ " Team Season GF xGF GA xGA Goals above expected \\\n", "0 ANA 2007 102.53 104.35 90.54 109.55 -1.82 \n", "1 ANA 2008 138.35 129.44 123.57 123.60 8.91 \n", "2 ANA 2009 137.55 126.01 135.02 148.35 11.54 \n", "3 ANA 2010 128.90 117.52 147.57 148.63 11.38 \n", "4 ANA 2011 131.38 128.21 147.32 143.27 3.17 \n", "\n", " Goals against below expected \n", "0 -19.01 \n", "1 -0.03 \n", "2 -13.33 \n", "3 -1.06 \n", "4 4.05 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from pylab import *\n", "%matplotlib inline\n", "\n", "# Exported and downloaded 5v5 data\n", "df = pd.read_csv('C://Users//Muneeb Alam//Downloads//team_stats_2018-01-03.csv')\n", "df = df[['Team', 'Season', 'GF', 'xGF', 'GA', 'xGA']]\n", "\n", "# Calculate goals above and below expected\n", "df.loc[:, 'Goals above expected'] = df.GF - df.xGF\n", "df.loc[:, 'Goals against below expected'] = df.GA - df.xGA\n", "\n", "# Change seasons to numbers\n", "df.loc[:, 'Season'] = df.Season.apply(lambda x: int(x[:4]))\n", "\n", "# Change ATL to WPG\n", "df.loc[:, 'Team'] = df.Team.apply(lambda x: 'WPG' if x == 'ATL' else x)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, it's good to look at the distribution of goals above expected (excluding 2012-13 and the current year).\n", "\n", "It's not centered at zero--I don't know why that is. (Maybe related to adjustments?) There have been ~1k more goals scored than expected (a deficit of ~2.5%). The median difference is ~3 goals. \n", "\n", "It's small enough that I feel comfortable ignoring it (and the methodology I use here shouldn't need a zero-centered distribution)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist(df.query('Season != 2012 & Season != 2017')['Goals above expected'])\n", "xlabel('Count')\n", "ylabel('Goals above expected')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use a dotplot to go team-by-team and see if any consistently exceed expectations." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sort by sum of goals above expected\n", "f = figure(figsize=[6, 6])\n", "order = df[['Team', 'Goals above expected']].groupby('Team', as_index=False).sum() \\\n", " .sort_values('Goals above expected') \\\n", " .assign(Order=1)\n", "order.loc[:, 'Order'] = order.Order.cumsum()\n", "df2 = df.merge(order[['Team', 'Order']], how='inner', on='Team') \\\n", " .query('Season != 2012 & Season != 2017')\n", "for i in range(2):\n", " tmp = df2[df2.Order % 2 == i]\n", " plot(tmp['Goals above expected'], tmp.Order, marker='^', ls='None')\n", "plot([0, 0], [0, 32], color='k')\n", "ylim(0, 32)\n", "yticks(order.Order, order.Team, fontsize=8);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Intuitively, with 30-odd teams, *some* will do unlikely things. (My rule of thumb: with 30 teams, you can expect an event or two with only a 3% likelihood.) But here, there are quite a few.\n", "\n", "There are nine seasons plotted here. Let's say we expected a team to be 50/50 to be above or below expectation in a given year. That puts Tampa Bay's performance (above expectation 9 times in 9 seasons) at around ~0.2% chance. Pittsburgh and Minnesota are in similar situations, as are Carolina, San Jose, and the Islanders. That's a lot of extremes--implying that something systemic could be at play here, too.\n", "\n", "In other words, it seems like beating your expectation seems a little sustainable--which it shouldn't be. Furthermore, the teams at the extremes match the eye test--which suggests there's something track-able that's missing from xG.\n", "\n", "Below, I plotted the distribution of goals above expected (summed over the 9 seasons) versus a simulation. The simulation works like this: pick nine team-seasons randomly from the blue histogram above and sum them up to get one simulated goals-above-expected difference. If beating (or failing to beat) your expectation is sustainable, we should see \"fatter tails\" in the actual data. \n", "\n", "We can see that at the top, and it's even more noticeable at the bottom." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Team distributions in these nine seasons\n", "\n", "# Simulate a bunch of teams\n", "# Find a random integer from 0 to 269 inclusive. Take that row's goals above expected from df2. Do this nine times.\n", "# Repeat 1000 times\n", "reps = 9 * 1000\n", "xgd = [_ for i in range(reps)]\n", "np.random.seed(8)\n", "rows = [int(len(df2) * x) for x in np.random.random(size=reps)]\n", "for i in range(len(rows)):\n", " xgd[i] = df2[['Goals above expected']].iloc[rows[i], 0]\n", "\n", "# Sum over groups of 9\n", "tmp = pd.DataFrame({'xGD': xgd}).assign(Row=1)\n", "tmp.loc[:, 'Row'] = tmp.Row.cumsum()\n", "tmp.loc[:, 'TeamSim'] = tmp.Row.apply(lambda x: x % int(reps/9))\n", "tmp2 = tmp.groupby('TeamSim', as_index=False).sum()\n", "\n", "# Plot\n", "hist(tmp2.xGD, label='Simulated', bins=range(-200, 200, 25), alpha=0.5, normed=True)\n", "hist(df2.groupby('Team').sum()['Goals above expected'], label='Actual', bins=range(-200, 200, 25), alpha=0.5, normed=True)\n", "legend(loc=1)\n", "title('Sum of goals scored above expected')\n", "ylabel('Normed proportion')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My suspicion is that shooter, shot type, and shot location (along with *some* rush and rebound flagging) just isn't enough to get a good picture of shot quality. There's likely at least one, big sustainable piece missing.\n", "\n", "Expected goals are still better than Fenwick, Corsi, scoring chances, etc, but it's worth keeping in mind that xG is still fallible and is not be as accurate as we'd like it to be. This is more and more true the finer and finer things get sliced.\n", "\n", "There's one big gap we know about with xG models: east-west passes. Hopefully [the new tool](https://hockey-graphs.com/2018/01/02/an-introduction-to-new-tracking-technology/) can help remedy that. I'm sure there are other \"hockey\" things missing from xG as well, though those could be minor. (It's hard to interpret and analyze models when they're not made fully public.)\n", "\n", "Here's team-level information by year, with some teams I found notable bolded." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# List teams by old divisions--5 per plot is nice\n", "divisions = {'ATL': ['PIT', 'PHI', 'NYR', 'NYI', 'N.J'],\n", " 'NE': ['BOS', 'BUF', 'MTL', 'OTT', 'TOR'],\n", " 'SE': ['WSH', 'WPG', 'CAR', 'T.B', 'FLA'],\n", " 'CEN': ['DET', 'CHI', 'NSH', 'CBJ', 'STL'],\n", " 'PAC': ['L.A', 'S.J', 'ARI', 'DAL', 'ANA'],\n", " 'NW': ['VAN', 'CGY', 'EDM', 'MIN', 'COL']}" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Plot by division\n", "def plot_div(div, *highlights):\n", " title('Old {0:s} division'.format(div))\n", " for team in divisions[div]:\n", " tmp = df.query('Team == \"{0:s}\"'.format(team))\n", " if team in highlights:\n", " lw = 3\n", " ls = '-'\n", " else:\n", " lw = 1\n", " ls = '--'\n", " plot(tmp['Season'], tmp['Goals above expected'], label=team, lw=lw, ls=ls)\n", " legend(loc=2, bbox_to_anchor=(1, 1))\n", " xlimits = xlim()\n", " plot(xlimits, [0, 0], color='k', lw=2)\n", " xlim(*xlimits)\n", " ylabel('GF - xGF')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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TW+DQMrj9S9j6LuxbaPk5qsmYMH9ev7moVNSm48m89usxu8i0knY1n083x5jb\n04a3o5mnSwVnKEojhOC9CeG09dFqROYWGHl80T4yTBVcFAp7o6LyT9ZEKcRiLI9MQG/y2ujdqol1\nzHK+neHuReDpA30ehb3zwWh7E+UDA1vzWLFYtSW740uUVbIVn26OISNH++EOaebO/QNa2Vageoqn\niyNf3RthrtQRfzmb6csPNrhyYIqGQ3nln6yJzeMQ7QWDUbJ0T1ER4Kl9Lbw6NBphyywYMA0CIrS+\nwAjNbBrzO3QcY9n5asA/R4eSlJnL6oNayMkHv5/Ez8t2gfunUrL4YVeRg9PMMZ1wcaz/VTpsRTvf\nRrw/MZwnF+8HYHN0CvO2nKqX2YoUdcf2FTEtD21O8C9sj3+h53GAnz/cb04gHD48KHHQxPYXvn3x\nr265VwqcAJr4u2dPeb3f8Q3zj4acikwxJ+e+9+3+h72auVVqnihe/snNza1O9nCUQjSx9URKiarr\nY4rtuViEvz+BuJ0w9JWS/bfOhUYWnquGODgI3p8QTuqVPLsI3H977XFz+rJ+bZoyqkudWk8aJGPD\n/Hl0SBu+3qZVPPlo00m6BTXmhjqqFKKofwya2P7CoIntr8kT+tSXw64p//SPDwZfU/5p1MNd40Y9\njEXLP1kLZTI1sajYSmRiRKBlVyIJe2DX53DnN6ArdQ/SoitknIN026X3Kk5h4H6oyVxcGLh/5Fzd\nOv9sO3nRnGlFCPj3zSrMwlK8PKoj/do0BUBKeHbZARIuq5JVCvvjuin/ZE8kXM5m68mL5vYUS2em\nybygrQS9ywnSPv4b7PjMsnPWgsLA/YDGbgDmwP26qvOnNxhLxMtNigiiS0v7zqJTn3DUOTB3ck/8\nvDTnpPTsAp5YvI/cAtvvZSsUpSld/mnx4sXezz33XEsAvV6Ps7OzxTbClUIElu6JNxeaHdy+OSHN\nPCxzYSk1r9LOt1W8R9jrQTj8I+RlWWZeC2DxwH0pYefnkHelUieipXsTOJl8BQAPZx0vjFJhFpbG\np5ELn0+NwEmnrbqPns/k9dW2jYtVKAopq/xTYXmnqVOnZnzyyScXAI4cOeLWunXrPEvNe90rxHy9\nkeWRRc40Fg212DsfNr4GRn3F47wDofUQTSnaEWUF7v9jYQ0D9+N2wN5vIPUkfDNMWzWXQUZOAR9v\nPGluP3ljO3wbqfyb1iAipAmvFQu3+TEygWV77MN0r1BUxqRJk0JWrFjRdPr06RbLd33dK8QNx5JI\nvaKtelqj5sAYAAAgAElEQVR4uTI81ELOI4mHYes7MHEB6JwqHz/mPQifYpm5LUjpwP0D8TUM3P/r\nQxj4HLTsoa2Y548sM1PPZ3/EmFehAY3d+Meg1rV9C4oKuKdfCHf0CDC3X1t9jEMJ6TaUSKGoGsuX\nL487fPhwdIcOHSyWb/K6V4jFnWnu7hOEo6WqJ+ydD6PegWZtqzbeyx8u7Ifz+y0zvwWpdeB+5gVI\nOwvhkzUPmcHTYeSbsOEVKHaN2NSrLNgRa27PHBuKq5MKs7AmQgjeHh9mdqLKNxh5cvF+u81pq6gT\njEajscF6sJneW5l39Ne1QjyVksXus1qqVJ2D4O7eFnKmyc2Amz+B8Luqd17qSdj2gWVksDC1Ctz3\naglP7QHHYjUlwybAPT9DXiYc+wWA2euOU2DQFGSvkCaMC/Mv62oKC+PmrOOreyNoZNovPp+ew7PL\nDphDXhTXHUcvXrzo3RCVotFoFBcvXvQGjpZ1/LqOQ1xULG/piE6+lqkVd+hH2L8QHlxX/XO73QWb\n/w/S4qCJfRW+hRoG7qdEw74FMKaMoiUODpB9GTa9TkL0Xn6P6g9o30EVZlG3hDTz4JO7uvOPhZEA\n/BWTyscbT/LiqI42lkxR1+j1+oeTkpLmJyUldaXhLZqMwFG9Xv9wWQevW4WYk29gZbGs/xZxprl0\nGjbMhPtqWMLR2QO6T9Gca254ufbyWJjCwP2LWXnsOK0F7s9cdQRfL9fyA7u3fwzNK8iE0rQ1hgd/\n5+qnN/O+42Fe0j/GHT0CCW9gNSjrA8M7+fHMsHbM+UNb+X+25RTdAr25qUv1Ekcsi15GfFY8rjpX\nnun5DDsv7GTbuW1ItBXn1E5TcdW5Mv/IfHNfP/9+DAsexmcHPiM9T9vD9HHz4bHwx1gfu569iXvN\nY6f1mMbl3MssOr7IbLYf3Xo0/fz78dWhr+jp15Nwn3Ccdc5lSKeojIiIiBTgVlvLYQsamvavMieS\ns3AwrUBCmrkzsG0t4z6lhNVPwdCZ0CKs5tcZOhMGv1A7WayIs6MDX95bFLivN0qeWLSv7MD9tFiI\n2QC9y7wZM/PTiTxuvzqTtca+uDrpeGlkmwrHK6zHsyM6MKTYzc0Lyw9x1lRppCokZCXw+cHP8XP3\nw8ddu04j50a09GxJgGcAgZ6BuOhccHJwItgrmBCvEEK8QmjqqiUKCPYKpm3jtrRt3JbARlrcrq+b\nLx2adKBjk46ENg3FycEJDycPOjXtROdmnenSvAtNXZsipSTPkMfH+z5m8LLBfHZAi+2Nz4ynwKgS\nmSsqR9hDRYPa0qtXLxkZGVnt83ILDKw5nIizowO3hlug7mF6PHgHQW1Nfac2gz4PQsfWXiYrkZyZ\ny/h5f3MhIxeA5p4u/PzkAIKauhcNOrEeUqI0J5pyuJKnZ+j7W0m9ooUSvd3PwNTzs2Hqcmhs4QQJ\niiqRdjWfm+duN6cy7OjXiJ+fGoC7c+UGpeyCbE6nnybMpxY3hRYgKz+LjLwMAhsF8tjGxzh88TA9\nfHswPHg4d3a406ay2RNCiH1Syl62lsNeuG5XiACuTjomRATWXhlGr4ONr2s/4JbY95ISts4u4YFp\nb/h5ubLwoT7FAvfzuP+7YoH7RgN0HF2hMgT4fMspszJs4eXK+LFjIeJ++PYmuHCgwnMV1qGJhzNf\n3hNhjj89kZzFzFVHKvUqllJy8OJBujTvUhdiVkgj50bmFeZXI79i3R3rGN9+PA5Ce0+vbn+VZ/94\nlsXHF3Mq7ZRdlDpT2B6bKkQhxHdCiBQhxNFifU2FEBuFEDGm5ya2lLFSMs7Bb89A6DjLXbPtMMjP\nhoTdlrumFSgduH+meOD+pjdg99cVnp9wOZv528+a2/8c01FbhfR7Asa+rxVSVj9UNiEs0JtZt3U1\nt1cfvMDCYiExZRF9OZq3dr6FwP6coZq4NmFkyEjGtx8PwHM9n+OmVjdxMu0ks/fMRgjB5vjNrDi5\ngrjMOKUgr1PKVYhCiLqwVy0ARpfqmwFsllK2Bzab2vaJQQ8rH4Z+T0JQH8td18EB+jwCMRstd00r\n0ad1Uz4pFbg/Y9GfyP3/rbSk1bvro8nXa+FA4YHe3BZeFCBOp1tgynLISYODS60lvqICJvUOYnKf\nIg/iWWuPExl7udzx686uY2zrsfXCO9jH3Ydxbcbx5oA3+W7UdwC46lw5kHyAhzY8xE0rbyK7IJvk\nq8kkXkms8Fq5J04Qc+MwTo0ahT4tjdyoKJLf/Q+XvvuejDVrKUhKQkqJMVslULd3KtoU+AXoCSCE\nWCmltLjhXUq5TQjRqlT3bcBQ0+uFwFbgn5ae2yIIAT3v18IlLE2fxzTFWA8Yawrcf+M3LSF3yOnF\n7PcdQE/vwHLXCntjL7P2cNEPzWu3dMbBodRoIbT8rn99CCnHYMRb9eYzaSi8fksXjl3I5PC5DPSm\nyidrnhl0TTo9g9HAurPr+HpkxVYBe2ZgwEAGBgxESsn5K+dxd3Jna8JW/rP3P3g4edCnRR+e7P4k\nPm4+ZqVvvHqVc9Oewefpp3Hr2QOdlxfGzEwcfXzQJyeTc+Qwjj4+OHh6EjNwEMLZGUdfX7xvHkfz\nJ54gbflyZF4+jr6+OLXwwy08HCllvbipaIiU61QjhDggpexR+rXFBdAU4hopZVdTO11K2dj0WgBp\nhe1S5z0KPAoQHBwcERdXo3JbNSd2u7ZP1uYG680RswkunYJ+j1tvDgvyzrrjfLXtDBN0f7LP2IEJ\nNw3lqRvbXTPOaJTc/vnfHDZ5pt7czZ/PpvQs/8LZl2HZVPAOgDu+scw+raLKnEvL5pa520nL1jw1\n+7RuyuKH++JULKuTURo5kHKACL8IW4lpNaSUnEo/xZ6kPdza9lb2Je/j430f06dFH/q26EP3C840\nH1D574CUEmNmJvqUFHB0xKV1a9KWLycv+gT6iylIvYGgLz7n4py5pC1diqOfH46+PrR47TWEkzNX\n/tiMo68vjr6+OIeEoPPyqvV7U041JalIIe6XUvYs/driAlSgEE3tNCllhfuINfUyrTFXLsJXg+H2\nz7X9PmuREg3/vRWeO1oyy4udYjRK3lq8gQXH9BQG2H8wMZwJESXLXq3cd44XVhwCtDCOP164gcAm\n7qUvV5KCXDi3R0uCXpADTm7WeAuKcvgr5iL3fbfHvKX78KDW/KtYOr8DKQfo2KQj7k6V/B0bAAaj\ngRNpJ0j4ci77vC8zauLLdG7WmXxDPt4utS9TJo1GDGlp6FNS0Kek4BbRC8OlVC59+525r8mUyXjf\neSexd91N6+U1LwqgFGJJKrI/hQshMoUQWUA30+tMIUSWECLTijIlCyH8AUzPFstkbhGMRvjlcS0v\npzWVIYBvKPh0hOO/WnceC+FgzOf1lOeYGHzF3Ddj5WH+LFZrMjtfz3sbos3tRwa3rlwZAji5asrw\nwgH4YqCWBEFRNvp8+O1ZWPEAJJWZoaraDG7vw4s3FWWtmb/9LGsOaxmL8g35TPtjGpn51vxZsB90\nDjqCj6XS5vfjvDRpLhF+Eaw8uZIXtr6AvrLKNlVAODjg2KwZrp064XnDDeg8PXAOCcH/rTcJ+vIL\nWq9aSeMJEwAI+nxeredTFFGuQpRS6qSUXlLKRlJKR9Prwnbt1+rl8ytwv+n1/UAN075YiexL4NkC\nbnylbubr+7gWy1cfOLgY0SKMfz905zWB+0fPa+bRL/88Q3KmFmbh08iFJ4Zea1KtkJY9YMA0+G40\nxNu3F26dkp4A296HyO80a0LLHhDYG34YDwcWWWSKJ25oy4hOfub2yz8dJiY5i7/O/0X7xu1p4VG9\njDb1lfyEBC7MfIWAjz/CyVerjjM5dDKODo58tO+jOpNDCIFj8zopJH/dUOXAfCFEAFBYeuCClLLW\nt0JCiKVoDjTNgWTgdTRnnuVAMBAHTJJSlu/aRh2aTFNjoJE/uHhaf676hkEPc3vCHV9DcL8yA/c/\nn9qT+77bTW6B5ln63p3dmNS7gjyoFRGzUcsZO+mHSvcUsy7nEr0zkV5jWzU8ZwWjARZP0FbOXcZr\nTl4tuxcdz7sCxgK4mgo7P4MhL2t7sTUkI6eA2z7bTuwlzWOyjY8HXbuvZnDQACZ2mFjbd1MvKEhK\nIufgQbxGj0ZKycIdsaw7msRdfZryfewLfDz0Y9o3qSBdoR2hTKYlqWgPcSbgJKV8y9SOBzIAJ2Ch\nlPKdOpOyEupEIeakw1dDtPi4DqOsO1dpTv8BJzfAmP/U7bzVwWiAM1uh3XBzV0xyFnd+sYPMXO3e\nSYiisMIuLb349elB6Ep7llYHKeFKCkSvgV4PlasYty45QdRf5xn1SFfa9rRQvUtbYTRC3N9waCl4\nNIeRb2kOXgG9NLNyeWRfhr8/gX0Locc9MOQlcKtZvtjopExun/e3+cZmUOc85t013CL7Z/aMlJLL\nCxbS+I7x6Ly9yS0wMGPlYX4xJbt3c9Kx9eUB+DXyIlefi6uj/Re2VgqxJBXtIU4EPizWviSlDAO6\nABaMQq8HSKntybQfWffKEKBFuBaLdzW17ueuCkYjHP8N2txYort04H7xe69/39y5dsoQNAVo1Gu1\nJ9e9qK1Sy6DHyCBGPxZGSlw93uMyFGif85eD4H//BN9O0O8p7VirQRUrQwD3ppryfHIXSFMpuPR4\nyK3+ZxLawot37+gGgINLEn+fzGXZLjv937QgaYuXkLF6NcLZmdQreUydv9usDAFyCgysP3KZ+Mx4\nxq8ez6WcSzaUVlETKgzqklIWz+r7qanPAFxfLn6JB+HyGbjpbYtdMiUuk62Lo9m+IoZdq09z/mQa\nACd2J3FidxKnD6SQeErL+p+V58HloMlkbltKTlY+0t7q1J1Yp1W1KGOFVjpwH2B0lxb0a9PMMnN7\nB8BD67XwlJUPXZPZ5uzhVHSOOtp096H/+HZkZ9ajwre5mbD/v9p+6a/PaDGYU5fDE39r+6iN/Cq/\nRmm8/GH0O9rqMGq1Zube8ZnmuVsNbu8RwAMDWuHiuxadWxz/WR/NjlMNVylm799P6hdfEDjnU2Iy\n9Nw+72/2xaVdM27x7jiCGgUxpvUYXvzzRZVUvJ5RkUL0FEI4FTaklAsAhBAugDWdauwLfZ7moPDw\n5srvwquIlJLmgZ74BDfCs4kLOkcH8+/4xbgs4o5e4sSuJE7t0xxsj/99gfXRY/l5YzuWvLmbnCsF\nnDl4kS+nbWX+C9tYOPNvTu1LwWiUrHp/H79+eoB1XxzmwEat3uPRbefZ+fNp9q49y8FN8eWJVdM3\nowXOD36hXJPl2DB/3rqtK046gZ+XC6+O62RZGVy9YepP0H9aUTA/kJ+r54+FxzGYsuEYjZKV7+8z\n33zYJUYDZCVrn+u3N2mm8gHT4JZPtePegZaLwxwwDe77FeJ3woJx1U6T9+iNPjh7nEd/JRSjhGlL\nD3AhvXqKtb5QkJBAy9lv83e2K3d+sYNzadr7FAJeGtURd2fNveJk8hUi49J4qvtTuDq68v3R720p\ntqKaVLSHOBtoATwtpcw29XkAnwFJUsqZdSZlJVhtDzH/KswfAeO/Av9uFrnklbQ81n1xmNue74GL\nWw3KURoN4KBDGiV6vRF9vgF9vhEXN0ecXHQknskw97l5OuHfrjGn96eQnpKNPt+IQW9kwB3tMBqM\nOOgskPUlfjf8+jQ8ubvSLDJpV/Nxc9bh6qSrcFytOL8fVtwPU1Zw4JA7KXGZjHq4KCfnmQMX2fnL\nae76V28crSlHdbl4Eg4tgcPLod0IuHWOFj5RV/Gn2ZfBrQms/Ad0HAtd7qj077koahH7k46ybccI\nc4L27kGN+fGxfrg42tFnWwtkQQFXd+7EY/Bgvv87lllroyg00Hg465gzuQfDO/kxc9URlu7RbjZv\n796ST+7uQWZ+Jjqhw93R3W6dudQeYkkqUog64G3gYTRvT9A8P78F/mUJL1NLYTWFuPppbe/mjq8s\ncjl9voGfP9xP6+4+9BrTqvoXiNupudbfu6pWcpw9nMqJXYmMftQCJXqk1EJRPOzI/fvQMuSGf7Ek\n/Wtuerw3PsGNShz+31dH8AnypNfY1jYS0EROGqTFaV6hP9wBfp0hfIr2bCvObIXNb2mWkVGzK8zE\nlHQ1iQJDAedT3Zk6fzcGk6a4p18ws263bfknS5H09mzy4uP5etSTLN6TYO4PaOzG/Pt70clfM5Yd\nPZ/BzXO3A+Csc2DXK8Np6uGMlJJHfn+E5yKeo2vzrmXOYUuUQixJRXGIBinlDCAIeMD0CJZSzrAn\nZWg1otdC3A4Y94HFLvnXjyfx9nUnYnRIzS4QEAHJRyHleK3kCAxtQuKpDFLPXal8cEWc3wcHl9iX\nMgQIvxsx4Vsmhq+4RhkC3DC5I12HBJZxYh0RsxGW3w+fdIOjP2l9966Cm2bZVhkCtBmqbQ/c+IoW\nrmHQQ/yua4ZdzL5IRl4GQV5B9GvTjJljQs3HFu2K58e9FjbN24CM39aQuWUrb4VNLKEMewQ35pen\nBpqVIUDXAG/CgzSv3XyDkZ/2aeOFEEwOnczzW58nNafh7rE2FKpiM3sFOC6lPCKlzBFCeAkhGr5h\nvM1QuOcncLn2B7WmhI8IZti9oTU3nzg6Q8SDsOebWsnh5Kyj+8hgIteerXxwRfz5Pujtb89IGiV/\nRfrDbXO18lw7PiuxP+bu5QwCtv14EmNdOSglHYXja7TXZ7ZqWXeeO6wpQXtDCK2cWbsRkJEAPz+m\nBfif328e8lPMT6yKKbJU/GNQa8aF+Zvb/1x5hKeX7CfJFIda35BSkvTrWt7qcx+bzxW9h1vDW7L0\nkX74NHK55pypfYsKBC3ZHW/+3xoeMpzb2t7GS3++pMpK2TlV2cRyBHYLIR4E/ND2EOdaVSpbos+H\n1U/C6HehaRuLXPLs4VQSY9IZcGc1s7KURcQDWgxaLek6RAvOrnFm/aSjWjD4xAW1lsXSnD2cSuKp\nDJxcdFDgCEeWw6mNWoahUbPhShIuOz4n9eANHE1eS7dbIjQFtfZFLSRBOGgp8/o8Avt/MGUKEpqi\nGPkWJB6CqF+0cQjoNkkrDr39E22McIAWYZpSifwOIr/XzMp9HtUEHGU5b2Wr07Q1PLUXDvwAy6bA\nlB+RLbqx7sw63h5U9D6EEPxnQjdOJmcRk6JZHtYcTmRLdArPjmjPgwNbl0gGbs8YMjPZeyqFxwLH\nk5FT5CU6fWQHpg1rV+735ZZuLfm/NVFk5eqJvZTNjtOXGNRes5482f1JjqUes9u9RIVGpQpRSjlT\nCLEJ2A2kAUOklKesLpmt2PSGVpzX3TJhAZfOX+GP/x5n3FOWccrBy1+rQp+boXlX1hAnFx09RgaT\nlnSVJi08qn+B039A/6cs5nlrKaSUHPg9jp6jQrQfn0Yt4IF1cOJ/mgnQ0QVcGyNC+nKjVwGrfu1K\n64KmNAIttk8atdWkV0vtgh7NNc/Own4AnTO4NgakSYGaHEgcdNoYaSyK9cOkRFsP0Y7XRxydofc/\noPtUcHQhatts9FlJhOlKOpt7ujiy9NF+zFoTZY7Pu5pvYPa6aFZEnuPN27owoK2dmddLIY1GIh99\nhnW5XmSEajHHLo4OfDgpnJu7tazwXDdnHXf2DGSBqZDy4t1xZoXoIBwI8wljxckVOApHc6FihX1R\naeo2IcQQ4AtgERAGNAH+IaW8UOGJdYjFnGpOrNcCvB/bpgUy15K87AKWz95Ln1va0LGvBfM8Jh2B\n5ffB0/tqVR9QX2Dgv6/u5LZnu9MsoAbp6KS0u1JMV9PzWP/1Eca/GHFtfcUyOLQ5gWYBHgSG1v7v\nfb1wNSuR+L8/pNOhn6DrBC2DUillv+vMJV5bfZSTySX3qW8Nb8mr4zrh52VfN1IABqPkl+ffwhi5\nmxkDH8fgoMOnkQvf3NeL7kFVy+oTk5zFyI+3AaBzEOyYMazEez2TcYYH1z/I3GFz6eZjoZvkWqCc\nakpSlV/TD4CJUsp3pJRTgG+AP6wrlo1w9oA7v7WIMgRwdnXkhskdLasMAfy6grOntkqrBY5OOrqP\nCGLv2tjqnbj+FTi9xe6UIYBHYxfueKlqyhAgfHgQAR2bkJlqf3uh9ojBaOBg5hlCR72vmVL9u2nK\n8PQfmtesiX5tmrH2mcH8a1wnPJyLlOWvhy4w/MM/mf/XGQoMxrKmsAlX8/RM/2IzjbdvZHbvezE4\n6Ojk78XqpwZWWRmClp2pT2vt98NglCzfm1DieBvvNrzR/w2mb52unGzskKooxP5SSnO5BSnlKmCg\n9USyAUaDluMxZAAE97XIJXf+fIqLCVkEd7FQRpbiCKHtR+2pfXXysBsCuXAqnUsXquhxmnEODi4G\n//Baz21pLp2/wob5R6u9T3P5wlVWvr+P3Ksqq0hlRCZH8un+T7XP2NMHet6nHYjZCHMjtCQN+VqC\nKyedAw8PbsMfLw7l1vAic+OVPD2z1h7n5jnb2X3G9unNzqfnMGXuVlYn5PH4sJdIc/ViRCc/fnq8\nPy0bVz8pV3HnmqV74s3hKIXcGHwjM/rMwN2x4deOrG9UqhBNqdpK99n+v9iSbHu/yP3dAhzZeo6z\nhy/R2NeK//BhE6DjmGpnFymNk4uOW58Jp7FPFWXd8ZmWHNpCq2hLsv/3OJoHVt/02yzAk7Y9fPl7\nZcPdGrcUa8+sZVybMlIZj34HHvpdc7ba9GaJQ35ersyZ3IMlD/elnW/R3+dEchZ3fb2L5388SEqW\nbbxRD8SnMfGTLTyy/B3CLp6iQOfIY0Pa8NW9EXi41CBxBjC6awuaemgJFS5k5LL1xLUlXUeEjOBy\n7mW+Plz7m1qF5agfbl/WJHa75gl4xzcWcXo4F32ZvWvPMu7JMJxrkommqji5aaV+Lp+p9aWaBzbi\n3Mk00pKuVj5YGrWUX3ZG5qUc4o5eMnvPVpd+t7fh3PHLJMfW4wTgVibPkMfm+M2MbjW67AHN28HE\n7zXlmHoKMhNLHB7QrjnrnhnMzDGh5lRnAD8fOM/wD/7ku+1n0dehGfW3Qxe4+6udTNm+mDivFkT7\nteO9Cd2YObZTrRLPuzjqmNirKM518e6yYzIbuzRm7Zm1/HTScjfjitqhFGLMRrjtc80b0QJ4NHZh\n9KNheFd1xVUbMs9rqeXyq6DIKiE1IYu9ayqJS8zPhrHvWeyzsiRX0/PpNaYVLu5OlQ8uA2dXR+58\nOQLfEMvFnTY0dELHvOHz8POoJKm4gw5OroclE815ZQtxdnTgsRvasvmFGxjXrShuMStPz1trorh5\n7nb2xlZY/rTWSCn5dFMM05YeoHf8QVpnJrJwwGR+eLgfk3rVsD5nKab0KTKbbjmRwrm07GvGeDp7\n8umNnzL3wFwOphy0yLyK2lEthSiEaHjr+5FvQvsRtb5Mfo6eHatO4eXjRsv2NaszV20aB0Fwfzj8\nY60vFTY0kHMn0ricWI5yzc2AOT20nJd2hqHASIvWXnQfEVz54ArwbOLKhZPp7FsfaxnBGhj7k/cT\n2jS08oGgheS07AkrHiizLJe/txvzpvRk0T/60sanKOwnOimLiV/u5IXlh7iYlWchyYvILTDw7LKD\nfLzpJEjJTv+ufHPLsyx/5kbLVWABQpp5MNgUciEl/FjKuaaQVt6teHvQ26oqhp1Q3RWics8tA6NR\nsvH7KPJzDejqOvi4zyNa5ppa7iU6uzoSPjyI6B2JZQ/Y+62W19IO9w73bYhj96+1Nx0DNG7hzqHN\nCVxMyKp88HVEVn4Wz255ljxDFZWUEDDuQy1W9lL5e7OD2jdn/bND+OfoUNyKJVtfuf8cwz7cysId\nsRYzo6Zk5XL317v49dAFmuRm8vG2OdzQyouFL4ylVfMaxOJWwtS+RSkal+1NKNerdlDAICL8Ilh+\nYjn5huqVJ9u1+rTykLYg1f31vnZ32EoIIUYLIU4IIU4JIWbU1bw1YffqM+Tn6Bl8V/u6n7zNUBj+\neq0VIkD3EcH0H9/22gP52bDrCxj0fK3nsDQFeQaO/nmOjv0sZPL2dqHf7W3Zuii67tK61QM2xW2i\nT4s+eLtUIxmEzgkmfAfNO8DZv8od5uzowBND27LphRsY07Xo75iVq+f1X49x62dl1x6sDscTMxk/\nbwcHE9LRGQ28svcH8iP68dVjQ/CuoZm9MoZ38sXPS0vxdjErj01RyRWO33lhJ7N3z65yerfUc1kc\n35GopSJUWIRqKUQpZTm76ZbFVGljHjAG6AxMFkLYOOtx+bh7OzP6sa51vzoE7U687TCI31HrS+kc\nHbh04Qo7VpW6ozcWwIg3tEwudsbxHRfwb9u4Ztl2yqHTAH8COjYhL1uZsQpZe7Yc79KqkJMGPz8O\nRyp2Hglo7MYX90Sw8KE+tC62YotKzOTOL3bw8k+HuHSl+mbUzceTmfDFDs6bajU+FLWWgIDmTPz0\ndaumk3PSOXBXsT3J8pxrQMtkM2vQLA5dPMSKkyuqdH1HJx1Dp4bi6FxPMyDZIZVmqrEFQoj+wBtS\nylGm9kwAKeU75Yy3vzehUCgU9o/KVFMMe/UyDQCK70KfM/WZEUI8KoSIFEJYoRCiQqFQKK43rBgo\nZ12klF8DX4MVCwSXQ60L/VqD1Bj4fgw8f0xLYF0L8nP0bFoQxaiHO6H7oi/c8im0HmwhQS2DlJIf\nZ+2h/x3tCLFGNiDAYDCy4p1IeowMtnz6vXrE3Wvu5pmezzCg5QDLXDA5Cjx8tEw3VWTLiRTe+PUY\ncZdKhi/c3TuIl0eHmgPhAdKz83li0X52FsuCM8jPmX+veY8Wzz2D9y231P49VIMt0Sk8uGAvAE3c\nndg5cziuThWbOb87+h0bYzeyYMwCXHQlv89pSVdZ9cF+7p3VH2fX2v2Eq+obJSl3hSiE+L3Y65l1\nI46Z82iFiQsJNPXZBblX9QR1alrzQr/WoHl7uG+1Vomhlji7OTL2iW4Q9ZtW9aPVIAsIaFnijl4C\nBMGdref1qtM5cOM9oexefQaDHeXdrEtiM2JJzk6mbwvLpDQEtOLbS+/SnLWqyI0dfdnw3BCmj+yA\ni7vXvRcAACAASURBVGPRz9ayvQkM+3ArS3ZrKdLOXLzC+M93lFCGd4T7MytqBd7DbqxzZQgwpIMP\nAaYUcGnZBaw/mlTpOQ92eRB/T3/+b+f/XeNks399HN1uDKy1MlRcS0Um0+K3bxOtLUgp9gLthRCt\nhRDOwN3Ar3UsQ5mcPpCCs5uOfre3tb+7q2bttAr2FkAaJT/+3IL0wXPtMon3gd/j6XFTsNX/Bn6t\nvJj0Sm/bOEzZAevOrmN0q9HoLFm6asiL0Kw9rHxYyyNcRVyddDwzvD2bpt/AiE5FyQHSswt45ecj\n3DZvO+M/38HZ1KJY2pdGdeSDid3wunEofi+/ZLn3UA10DoIpxfKbLt4dV+k5QghmDZxFcnYyKdkl\nnft739yabsMsk0BAUZKKvuU2c1SRUuqBp4ENwHFguZTymK3kKeTs4VT++jGG/Jyqf4nrFAdH+PM/\ncK725mNxPpL2HSSRO+1zZdR/fFva9fKtk7lcPZ3Y+ctp4qMaVgrfqnB7u9u5v8v9lr2oEHDrXK3O\nYlpstU8PaurO/Pt78e39vQhqWpR8++j5THNBX1cnB76Y2pP7nZLJPXSIplOmIJysE15RFSb2CsTR\nlA5ub2waJ5Iqj3N1d3Lnm5u+oblbc+IzNQ/VE7sScXTW4WLNtJDXMRUpxDZCiF+FEL8Ve21+WFsw\nKeU6KWUHKWVbKaXNS4xfunCFLT8cZ8xjYXg2qd0endVw0EHvh2tfBUNK+P1VunVIIu7oJdJTqm7a\nqgtO7UuhWYBnna7aWrZvzNbFJyjIs9ObIStwLusc2QXZtPCwwv6pozNMXABNWlUYo1gRwzv5sfH5\nG3huRHuci5lR/bxcWPHYAIZ7F3Dhn/8EYfvVvW8jV0Z1Kfocl1RhlVhI1KUo7l9/P6cT4vlrRQwO\nOvuz2DQUKvpPuQ34EK0eYuHr4o/riuSzmQyc0B6/1l6VD7YlPe6BkxsgJ73m14jbAVcv4tLzdm6Y\n3NFyslmAtKSrbFt2os7nDenSjBZtvNnzm2Uy4tQHFh9fzIa4Ddad5OpFWPUIRNXsHtvVScdzIzqw\n8fkhTO4TxISIQFY/NYguzZw598yzNH/iCdx79rCw0DWjeFmoVfvPk51/bUq7sgjzCeO+zvfx3aLV\ndBzgh6uH7Va6DZ1y191Syj/rUhB7xWAwknQ6g84DW1Y+2B5wbwrT9oNbLfKp7v+vlpXGQUe7CF9y\nsvK5mpGHh7ftV8YHNsbT9YZAnFzqPhh58KT2HC8vtV0Dw2A0sD52Pd+P+t66EzVqAZOXwqI7oZE/\nBPWu0WVCmnnwzh1FFejzExLwHDKEJlOnWErSWtO/bTPaNPfgTOpVsvL0/HboAnf1rlr+3ant7+WL\nixtIHnscMN2kSqn5DHSbpGUFUtSairxMbxNCPFWsvVsIccb0mFA34tme7T/GcHBTQpXTKdkFbo1h\ny2ww1DDTym2fQfhkc/PotvPs+uW0hYSrOblXCzh7MJVuQwMrH2wF3Bo503NUCImnMxq81+mepD34\nufvRyruV9Sdr2QNu/wJOrLPI5a7u2IGjjw++05+3K8c3IUo715SfuaY0zi6OPPbOCO7sdhsZeRma\nMvzfyxD5LRSoXKaWoiKT6cuU9Ox0AXoDQ4EnrCiT3XD0z3OcP5nGyAc729UXq1IcdNq+TPSa6p+7\n6Q1Iiytxx9ntxkBiD18i46Jt9xJdPZyY+mY/XD1teze8d+1ZDm0qu3pBQ6Fr867MGjir7ibsMApG\nvA6Jh2pVUSV7/37Ov/Qy+tRUCwpnOe7sGWje7zx8LoPD5yrf2riakcemBVG4ODujN+q5e83d7Fk3\nDc7/f3vnHR5VsTbw32Sz6Z2EEhIIhC4gIB2kiRQLiEpRsFy9tgsIXr2fl+tF7lVs14ZiV2yAIkqv\nUqUKkd4hpEBCek82ydb5/tgAiQmpu9kNzO95zgOZM2fmnd095z0z85ZD8NAK8HDybZwGRGUK0U1K\nWfqu3y2lzJRSXgRsHxreybBYJHHHMrjjb13tm+jXXvR5EvbX0Lgm7QwcXgR+zcoUu3tp6TykOQc3\nVN8QwNboC438vjIGd2/HfxeDH2jP4U0XHf6CYC+KTcWcyDhBm8A29d/5qdXw4wNgLK7xpca0NC7N\nfI7Q11/DLcwxqwhVEejtxl1drt5fP1Rjlnhk80XcPF0RQqB1cWVO39m8mH+UpHs/sWYTUdiMyhRi\nYOk/pJTTSv1Z/RATDZC8zCKMxSbunt6NgMb1kOjXHnS4C/KTIbcG8Qz2zIM+T4Fb+fedbreF0/OO\nCNvJV0NO7LxEQXaxU8zU/UM86T6yBYd+rf6SV0NiZ+JOvj7xtWM6H/qS9YVs5dNgqdmytG7PXgLG\nj8dn8GA7CWcbJve9umy6+mgSecXX3tooyjdwem8yPUa0sC6TrnuevjF7eLTLX5l7+IP6EPeGojKF\nuF8I8cSfC4UQTwFR9hPJsRiKTKz96BhxR51zyaXaaLQw7Q/wb151XbDuN+YlQa9yXzlgnSW6umk4\n83v9G5WYjGaObUukxwjniQzU7bZwBk1s52gx7MK62HXc0eqOWl0rpST2SDpJ0TmYDLVwUXFxgXs+\nA2mB/KTq92uxEDDuHkKmT6u6soPp0SKQDk19ASg0mFl1+NovrdkpOjoPbo5PgDusex5SjkPvp3i4\n08O8cesbmCymhmXf4ORUphCfA/4ihNguhHi35PgNeBSYWR/C1TeXE/2GtvG3WX49h+LiCmtmWtPv\nlCIxP5E8Q175uo+srtQ61UUj2P1LdL0nJE2Lz6NZpD+NmvvUa7+V4VLiA7n8nYMU5tUsqaszk6vP\nJSoliuEth9fq+sxLOqLWxLHnl2gWvLCLCycyMRrMnN2fQm56YfUe3loPmPA9+DSpto/ipef+TsGu\n3bWSub4RQpRxwVi8/2KFn4vFbCG0bSB9x0bCyeVWZThlGXj4IYTA392fRacWkVl84wWMsBdVpn8S\nQgwDbir586SUcpvdpaohtgrunRKby/7Vsdw1/ebrJ1TX8iehaRfoPx2A9MJ0Fp5eSExODPOHzcdF\nuEB+CiweD09sB03le3T7VsVQlGdg6EM1z41oKSxEeHggXGr+2UopnWK59M/sXXaeghw9Ix6/qerK\nDQCjxci5rHPcFFyz8ZhNFi6cyKR1txCkRSJchHWGKECvM7Fr6TlSYvOwmC30vSeSTgNCSYnLJaiZ\n97VjcuYkwFe3wZiPoN2Ia/ZddPwEidOmEfnrRlw8PGokt6PILzbS5/WtFJbMopc9049bWpaNy7t/\nTSyuroJb+kgIiABTMbjZdgtHCKHSP5WiyieTlHKblHJ+yeF0ytBWFGQX07S1P2Oe7Xb9KEOA3k9C\n1JdgMSOl5LFfH2Nw2GAKDAV8cuQTa53fP4YW/apUhgDdbmvBxdNZGIqr51QsjUb00dEAxE+ZQuZX\nC2okfsyhNA6sj3dKZQjQ6+5WpMblEn+8gS+xlxCVHEXbwLY1usaoN7P+02Oc+T35ijIEcHXT4KrV\n4B3gzqgnu/DomwOY8K9etOgUhMUi2bvsPN/8326WzI3iyBbrfmxRvuHqbCkgHCYuhpXPQNKRa/af\n/uGHBD/9VINRhgC+HlrGdrvq27x4X9n9aH2RiRO/JdIm90vY8KJ1KdnGylBRnuvoyV97UuPyWPr6\nHxTlG67czNcNYT2tmTAyYziUdgghBD0a9+DdIe+yLWEbWdmxcHghDHi2Ws15+GiZ8krVaWeKT50i\n5fXXiR4ylLT35wHQ/O23yfr2W8wFBdXqS0rJwY0XCAp1XqNmrZuG2x7phLtXw3eMTtWl8n87/w9Z\ngzDG+kIjqz84gpevG6Oe7Fzl/eMT6IFPoAcuLoJ7X7iFv747iKGTO9A4wuo6sOWbUyx4YRdr5h/l\n8KaLEN4Leef7EL2pwvak2YxXr14E3Hdf9QfqJDzY++qe+NrjyWTrri69H992kZYBcfjrDsD9DjJw\nugG54RWiLkfPhs+PM2RyBzx96546ySmZsgxC2rHs3DLua3sfQgiCPYP55e5fCDRbyOo/Hfyrb6au\ncXVh6/eny+0lGlNSyN+yBYC8DRvR+PoR8cNiwj/5GAD3yEi8+/cne9HiavWTeDYbk8FMq67B1ZbN\nEYS2DaBxC9+SlFRl0e2PwpyXV8FVzsfG+I3c1uK2cvn3KsPF1YV2vZsw7OGOV/ZVa4JG60KTVn6E\ntrHuXd/9bDceeLkPNw0MRethjUb025F2/LhjMNs+28Wp7ecxG63Wp1JKDLGxBD/5BMKt4d27XcL8\n6RpmdZswmCwsO5R45Zy/r56ezfdZ7113X0eJeMNxwyvEqHVxdB7cnNbdrmtPElj2BMMCOnJ35NV8\ncC7GYvbpLvJIxm/kG6qOvl8abz83Dv5q9UvM27SJC3/5C7Fj70G3bz8AjZ//OyHTp+HWsqxlaON/\nvEDA+OoFOirMNdDrrlYNYtZu1JvZ9v1pUuJyr5alpJDw5JMkPjsDaXB+w5t1seu4o3X1rEtz04tY\n/aF1GbPLkDCbfkfe/u607h5C50FWC+lBk9ox/NFOhMgTJG9bj5BGzvyezIpXfmP77KXEH09vsEHX\nyxnXWMzkbP+BNv3aEPDYp0oZ1jM3vEIcNKGdcyX6tRMJPoEMuniEII9SG/cHFtDv0M/0adaHf+36\nFxZZPb8vaTbTxi+Z83sTyMsswpJfQODEibTduYOm/36p0mu1TZpg0enI21TxEthlzCYL7fs0pW3P\nJpXWcxY8fLQMuL8Nvy06cyWsmyYggPDPP8fF05OcFSsdLGHVzO47m15Nqo4lmnmpgBXvHKT1zcFo\n3ewfU1ajcSGkhS9dnnqS2zr9jsu6GbTsHETo2XV49urFkS2J6HL0ZF4q4NSe6rtqOAN33xyKr7t1\n+yE+I5+khVNZvsyX7OTcKq5U2IMbXiFqtC5Oa7BhK6SUzCw8w6GzK0BfMhM0FsPej6DvM7zY60Vy\nDblsiq9cSQFkLVzE+aHDyP94Hh3DCshOKSTgvnvxGzUKF/fqLbVJs5mUOf/BnH/tWemWb04RfSC1\nWu05C217NcEn0IOEk1kYEhIoOnIU7759aD7vfQLG348513kfckfSjhDmG1ZlImCj3szaj44y4P62\ndB5cz9FgXDRw31dg0GHatZ7GuvMMem449zzXnYAmXmjdNexbFculc9lVt+UkeLm5cm+P5ggsvO66\ngNNn/Ai9KYygFs69TXC9csMrxBuBk5kn0VkM9O44EbLirIVHf4BmXaFZV7QaLZ/c9gkjI0Zi/FNA\ncFNGBlnffUfijJlIKXFv344WXy+g1bJfGDhrHC06BV3Z06ku7q1a4TPoVrIWLqzwfG56IYlnsmnZ\nuVGtxusohBCMfqYLEV2DSXv/A4oOHwK48qJw4eFHyF23zpEiVoiUklm7ZpGkq3x2lZteiNZdw4SX\netG2l4Nm7m7eMHEh3oOGEfZ/D5Vx4fEL9mT4ox3ZtOAkBdl6x8hXCx7s0xKJ4KylJYdyRtB6aPUy\nYChsj1KINwC/nPuF+9reh8voN6w+iVJa3Sxuf+VKHR83H4pMRYxbPY6Y7PMApM2bR8zoOyg+dZrA\nSRMB8O7dG/c2V2NcnthxiV0/R9dYpkZPP03e2nXICsJzHd6cwE23hlZpyeqMaDQuXNx+jN2p7QiY\n/NCVcuHiQuj/3iJ17msUHjrkQAnLczzjOK4urnQK6nTNOtEHUln2v4PocvV4+jjWgEW3dy/FB3fj\ntvdFiP2tzLkWnRrRc3QERQXOv2cLgMVC+8NzGd88m2/NI1jpbWRzcsOZ4V5vOEQhCiHGCyFOCiEs\nQoiefzo3SwhxXghxVggx0hHyXW+MiRzDuLbjrH/88hjs/RC8GkHjq8710mKBIyd5aVsAiWPuJb84\nj4D77qPtjt8IfetNvPv1q3Bpuc0tjTl/IJX8rJoFY3Zv1YrWq1ZW6KQfEu5D12HhNRukE+G6fTmy\nWQvOHStrXerRvj2h/3uLlDlzkGbnMQK5bExzra2DEzsvsefnaMbM6O7wnJjSZCLllVexuAbA+G/h\nl8ch9WSZOl2GhBHUzJvzB9McI2R1sVhgzXRIPsatvXrT2aAhSWPhh/0XMVtUODZH4KgZ4gngXmBn\n6UIhRCdgEtbIOKOAT4QQ9Z8J9joiJieGyIBIgj1L9iRaDYLNL1vDQAGmTKurQOprr5Pyyqu06zaU\nqFl38uaBt3ALD8fFq3JnYE9fNzoNCOXQxlpkwhCCxOnTy7gl5KYX0mlgKF5+Dc+M/jLNZr/E8Km9\n2bcqBl1u2aU7n1tvJeKnn0AIzAU6B0lYlimdpjC+3fgKz0mLJO1CHuNe6EFwmOND5+WuXoNrcDDe\n/ftDxEAY9Sac31qunsloYd+qGM7sc+KEzltetm5hTP6ZFkVedLa4goBLOUXsPJfuaOluSByiEKWU\np6WUZys4NRZYIqXUSynjgPNA7/qV7vri5T0vczT96NWCrhMx951FdlQa8RMnET9xEtJkovELz9Nq\n9SoaPf44M0e+wtRuU6/d6J/odnsLmrSueU424eqKi7cPWd9b9xINxSZ+efMg+Zk1T/3jDEgpSfr3\nvzGmphHSKojBD7ZH41r+FnPx8iJ39WoSn34ai4PdMWJzYzFZTFdfmEqQUnJgfTy6XD3DHuqIf4hz\nREnJW7eOkJkzrs5mu463BpW4uP+qwRjg7unK6Ke6sOeX86RfrJlLkd2xWMBsgh6PwoNLMbt6cWxz\nAoG9rrp+Ld7vuFRrNzLOtofYHCidgzGxpKwcQognhRAHhBAH0tPV21RFnMs+R0phCv1D+yMtFopO\nngQ3LzJPuVN44A+C//YMkRs3WBWTp+eVh4xWoyXUJ5RXf3+VHQk7quzHy8+N9r2bkp5Q8wdP8DNP\nk71oEea8PE7uSiKsYyB+wZ41bscZ0O3ZS9HBQ2ibWg1OIrs3xmyysGnBSTISy0bn8R8zBk1gICmz\nZzs0W8GC4wvYc2lPmTKL2cK2709z4UQGrvXgVlETwr/4HK+eFYTePPYT/PwXq6IpoVFzHwZNasfF\nU04U/NpigdXTYe8HENwG3H1IOJmFf2NPJoy6uje/7UwaSTn1G0RfYUeFKITYIoQ4UcEx1hbtSym/\nkFL2lFL2DAm5zp3qa8myc8uYGDyCnK++IWbkKJL/PRuLXk/jvz9H8/few2fwYITrtQ1X7o68m5f3\nvkx8bnyVfRXrjKx6/3CNrfvcWrYkYNJEiuIucnRrglOleKoJUkrS33+fkBnPXvlMTRYTx3OPEtDc\nnTXzj7Duk2NXkgpfNrLRx8ZRsLX8kl99UGQqYnvCdka1GlWmfMu3pynMNTBmRnc8vJ0jJJ2luJgL\nj/4FS9E1Vg9GvwVI+HokJB+7Uty2ZxNuGRVB5qUCLI7el7OYYfU0yI6HPk9fKY7oGswdz3SlVbA3\nA9tYZ+oWCUv+SLhGQwp7YTczPillbfLHXAJKW1OElZQpaoA0myk8eJAJ7SegXbYZw8ULNH/3HTy6\ndKmRz2W3xt2Y1n0aM7bPYMldS/B0vfbMzdPXjY79m3Ho1wsMmlSzPIGNZ87EbDIzbEomIS0aZmQO\nc1YW7m3b4jvCmpXhpzM/8eXxL3HTuNEhqAP/e/VtTu1JRuPqQm56IbocA6FtA2jxzTe4eHthLtCh\n8anfmK07EnfQJbjLleVSs9GCRuvCzcPCCQ73qXC511Fk/7gEFx/va39GGi1M+hHObwafxpB0GLa+\nCp3vgw53smdZPE1a+dHn7tb1K3hpTiyH7AsweemVJNwxh9Iwmyy0621NNze5Twt2n7cGil8SdZHp\nw9qgvZ6SDTg5zvZJrwYmCSHchRCtgLZcx8mIbY0xNY30Tz4h5vYRXHztFTwKzbR4/GlC587Fs2vX\nWgUgGN9uPC/2ehEPTdWZBLqPaMm5qJRyhiRVIS2So298j8fWn2osnzMgzWbw8uTCs2N4/7A1kHmo\nTygf3/Yx68atY06/ORiEHvebdfgEelCQpWfrd6dY8e4hki7qsRgMxI0bhy6qfn/q/Zr1Y1bvWYA1\ny8Tydw5y4WQmTVr5OZUytOh0ZC5YQMj0KgLQu7pBhzvBtykEt4Puk+HsepjXheFDczizJ4n4UvFC\n6w2LGTKiocv91tikJcrQYpHsWxVbJoby8E5NCPG1WvKm5evZetrJLWWvMxzldjFOCJEI9APWCSF+\nBZBSngSWAqeAjcBUKaXz2Kc7IdJkomDHDqTJROGBPzClpdF8/oe89UwwJw3xNumjf/P+/JHyB9+d\n/K7Sel5+box7oUeNLUTjjmUQbW5H9o8/OHU0l2uxe8Fcfn54EG8feJvm3s2xSAu3ht1K+6D2VxK5\nns0+yxObnmDrxa00bx/I5P/2pdPAUPavicVs0RD00hwSn/s7+ti4epE5V5/LuexzRPhHkJ9VzIp3\nDxHWMYgWnYKqvrieMaWnE/jAJDza12Dlwc3bOjuctBieO4FXhz6MvEfLH99uRC79C5xea43WZG8s\nZlg11WrZLYQ1+XEJMYfScPdyJaxD4JUyrcaFSb2uLpIp45p6RkrZ4I9bbrlF3mgYUlJk2gcfynOD\nBsvYCROkITn5yrnYnFg5eMlgaTAZbNZfqi5VDvtpmNyRsKPKuqf2XJIF2cXVatdischf3vpDRh9I\nlZf+9S+Z9sEHdRXV7lgsFnks7Zh8K+otaSgqlCcGDZSHt/woLRZLpdcdTz8uh/00TH574tty53Ys\nOSsXP/+r3PvQv6TZZLaX6FdYenap/Pv2v0sppdy26LQ8tOmC3fusDWadTpqLimzXXm66NO1bIA1f\njZUyerOURTlSntsspQ3vlaudmaRc/pSU39wppV5X7vTeFedl/PGMcuWJ2YWy1T/XypYvWo/4jALb\ny1YCcEA6wTPcWQ7nWRdRVIk0GsnbvBmLTochNhZzXh7hX3xBq59+Qtu06ZV6K6JXMKbNGLQa2xlE\nNPZqzDtD3mH2ntlczLtYad3MSzoO/Vq9N9v0i/kU5Rtp3T2E4Gf+hkeXLrYQ127svbSXiWsn8o+d\n/yDYM5jspT/h1+Emut02qcol6c7BnVl0xyL83KwuKrKUdemtE9rS/+EeJHYYw5oPj9jdHWN97HqG\ned1BXkYRQx5oT/fbnTNcWMYXX5D+/vs2a8/FL5jDmUPZzmvIyNsgPwV2vAnvtoc1MyHjvM36Ii8J\nzAZ4cGm55L7SIul3T2SF4QmbB3gytH3jK3//EFX5/aawIY7WyLY4rvcZoiElVaa++548O3CgjHtw\nstTHxVVaP70wXWYUln/ztAW/xv0qL+VfqrROQU6x/PK5HdWaJVosFqnL1V/9W6+XhceO11lOW3I+\n+7x8K+otqTPo5NG0o3JX4i5ptlhncYXHjsni8+dr3Obh1MPyqU1PyVx9bplyi8UiL37yjUyY+Zzc\n+MUxeXLXJWky2nbGmFyQLO/5dLL86vmdFc5QnAVjRoY827uP1Cck2rZdvUkumbtfHtl68WphVpyU\nu96TMuWklNkXpVz/opQXo6SsYtZfIWaTlFFfSmkyVnjaYrHIZf87IDMu5V+ziS2nUq7MELu/skkW\nG001l6MaoGaIaobYEJAGA3kbNmBMS8OclYnU62n57bdELF6EW0TENa87kXGCrOIsGnnaJzD2iIgR\n+Lr58vWJr8vMcErj7e9Oh77NiDlcuX9oZlIBp/ckl9lzNKalk/DEE5hzcmwqd204ln6MRzc+yl83\n/RVPV0/M0kzXkK4MbD4QF+GCLioKt4gI3CMja9x25+DOtPRryUPrHyIx/6qhhxCC5n+ZhCk5mbD0\n34k5lMai2b/bNPNHfrRkdPRfGfnXm5w6gHrml1/hd+eduIVV6Ipca1zdNIx6sgsHN8RfTXIdGAED\nn4MmncDVAzwDYNXf4IOuEL/bGv/3Gr/3MljMsPIZOLUaLMYKq1w4nolBbyao2bWtioe0b0yov3W/\nMUtnYOOJlJoOU1EbHK2RbXFcTzNEQ2qqTHnrf/Js/wEy/uFHZNHZszW6/slNT8o1MWvsJJ0VvUkv\nH1z7oPzy2JfXrFOdfbBNX5+QBzbElStP+vdsmfr++3URsdYk5ifKeQfnyfTCdHku65zcGLdRGszl\n95dM2dnybJ++Vc7Wq2LRqUXyiV+fKFduzMyU0cNvl7pDh2RKXK5MPJMlzSazPP5bgtQXVTzzqC5r\ndmyTl2Ky6tRGfVB49Kg0pKbarf3LKxMW8zVmgRaLlMnHpMxPkzLpqJTze0q5/Q0p089VXN9sknLZ\nE1J+N6bCPUNrkxa59PUoGX2g6nF9uOXclVni+M/2VmtMNQU1Q1QzRGfDoteTu2aN1cLQZEJoXIhY\nvIiW332LR7vqW9ZdKrjEqcxT3N7ydjtKC24aN94b8h4/nP6B3Zd2V1jHReNCwqks/lhXsdVkXmYR\nF05kXsmKXppGTz1Fzo9LKs2XaGticmKYunUqE9dOpNhktT5sG9iWkREj0bqU34vNXLAA39tvr3S2\nXh0md5zMx8M/psBQwPaL26+UuwYF0ernpXh260ZIUzeatw/EUGzm0rkcFs3+nQPr49AXVjwDuRZH\ntyawZfUh3k+dS5OImofaq0/yt23HrXVrtI0bV125lnj5uZEal8eqDw5fSepcBiGs2WF8Qqz/jv0E\ninPh27usM0CzyepXeKW+C4T3sfpDulUc6s5sstCySzCR3asOJjKxVzgaF+u+dFRcFtGpThaC7jpE\nKUQHYsrKIuX11zk/eAi5K1dhKSpEGxpK4+efr9WDdvX51dzZ+k7cNfbPSNDEuwlvD36bVN21l/KC\nQr05ujWhQr/Eiyez6DQgFHev8srGLaw5EUt/QuNrXyf9zKJMvjr+FXG5cXi6ejK8xXA237+ZF3u/\nWC62Z2nMBTpyli0neOrfbCKH1kVLRlEGb0S9wWdHP7uyFK0JCMCSn0/snXehj4nBw1vLyCc6M+75\nHuSkFZEan4fJYK4y1ZGUkv2rYzmx8xKnAvYzOmJ0lYmAHYkhMZHkWbOQxpop/NrQuKUvWjcNQLhk\nvQAAHi5JREFUe3+pwphGCAjvBaPegL+fgvajISsGvhwKXw2Hnx6yBszv9fg1laGUkqJ8I73vaoVw\nqdonuLGfByM6Xc07uXi/Mq6xN+LyzdeQ6dmzpzxw4ICjxagUU3o6BXv2YIiJRR8TQ+CDD+LZ7WYy\nFywg4L77cAure/bxIlMRepOeAI8AG0hcfXYk7KBX0154acs/CHb9dA6hEQy8v225c9IiK30wZH77\nLf5jx+IaGHjNOrUhRZfCewfeY3fSboa3GM4TXZ8g3Ldm6aZM2dk2lyu9MJ1ntz1L64DWzB0w94rV\nas7KlWR89DERS37ENbisok44k8WvX56gY/9Qug0PrzA906k9SZzYcYk7p3blvi1jeX/I+3Rs1LFc\nPWchada/0DZrSsizVTji2wh9oZGlbxyg3z2RtLmlhjNSsxFid0DyEeg3FbTXjuaUcCaLXT9F88DL\nvasdJGN3dAZTFuwHwNfDlah/DcfThvFlhRAHpZQVBIe9MVEK0YZcDr+l2x9F/tYtVuUXG0vEooWY\nMjPJ+u573CJb4946Eq+et5R7uNWFY+nHMJgN9Gxa/7/t2XtmU2Qq4u1Bb5e70XU5eqLWxDJkSocr\n5w5vvohfIw8ie1T+8Eme8x80/v40/vtzdZYx35DP6pjVdA3uSgu/FqyJWcPdkXfj7+5fo3YMCQnk\n/LKMxs/NrLNMFVFkKuKPlD8YFDYIg9mAm8ZqcJT+4Xz00dGEzf+w3DUF2cUc3nSRs/tTmDS7Dz6B\nVqVoNlsozDXg6avFYpJoPTScyjxFp0adahW1qD4wZWYSe889RK5bh8av/pZ1c1IL8fDR2jV264p3\nD9FxQDM69G1W7WssFsmwd38jPtMaA/d/93dlQk/b5QpVCrEsSiHWECklptRUZHExbhERZHz6Kbo9\ne9HHxODi50ubX3+lYMcO9OfP4xYZiXtkJNrmzStMhGtLpm+bzrDwYVcTAdcjerOeRzY8woiIETzW\n+bEK65iMZly1Gox6Mwv/vZdxz/cgsGnlsTuNSUnEjbuX1hs31Ho2llWcxbsH3mV7wnb6h/bniS5P\n0D6ofa3aAkh68UW0YeGETJ9W6zaqw/ns88z8bSbzh82nlX8rpJSYc3LQ+PiARlPh70lfaMTdS8uB\n9fHkZRahyzHg28iDIQ9axxuVHEX7oPY1fgmob8wFBdZx1jMmg5mt351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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_div('ATL', 'PIT')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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o6z6K0CaJfxhritam06ToANxcetdBYiBpb0Jtpbmxhaw9JSScFW7vsn7HP8yT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_div('NE', 'BOS')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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Nm0ieOxdpNtd5zkEXRDByuhZ9KqXkkZW7OWHXuPi/1wzB1anlKy5d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\n3BeH77L4zGIA/KptZs0zb+JmX/RKzVyIusDEHRO5Gnv1kfsySANx+jj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_div('SE', 'WSH', 'T.B', 'CAR')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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Fwqe2eHlP8vmeVIQAGxsbmPUsXPo66MzGjdJMLaNOwuouz3PZm9tJzbfo/d01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\nb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_div('CEN', 'CHI')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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AE4QQJ4DxpmO74NKjO5FffYlDiCmXSacj5cGHyFuxoslrfr0jmdmDOzWThK2H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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_div('NW', 'MIN')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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8rcQSu1ed5cjWmq+DVZSaWLp0qZsQovuhQ4fsAE6ePGkjhOj+5ptv+pSUmTp1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_div('PAC', 'L.A', 'S.J')" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }