From 1461c7e615b8eb02750e29ac092df4e5e1208930 Mon Sep 17 00:00:00 2001 From: p49807235 <2656795153@qq.com> Date: Fri, 4 Jun 2021 08:20:26 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=86=E6=9E=90=E4=BB=A3=E7=A0=81?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- psychology-of-a-professional-athlete.ipynb | 2017 ++++++++++++++++++++ 1 file changed, 2017 insertions(+) create mode 100644 psychology-of-a-professional-athlete.ipynb diff --git a/psychology-of-a-professional-athlete.ipynb b/psychology-of-a-professional-athlete.ipynb new file mode 100644 index 0000000..173bcd6 --- /dev/null +++ b/psychology-of-a-professional-athlete.ipynb @@ -0,0 +1,2017 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "9228aefc-2d19-4f8c-b922-3ad0473f510e", + "_uuid": "8a554ab2cb173e8a639965aee591900ab1d4e42a" + }, + "source": [ + "# Psychology of a Professional Athlete\n", + "In this script we explore all shot attempts of Kobe Bryant throughout his career and try to see if Kobe displays the \"hot hand\" effect" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:02.400460Z", + "start_time": "2021-05-25T06:59:58.937623Z" + }, + "_cell_guid": "85be483c-2659-4cb9-ada0-d8399131e27b", + "_uuid": "edf0b389530390309995eb23272990b76e01984b" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "from matplotlib.patches import Circle, Rectangle, Arc\n", + "from sklearn import mixture\n", + "from sklearn import ensemble\n", + "from sklearn import model_selection\n", + "from sklearn.metrics import accuracy_score as accuracy\n", + "from sklearn.metrics import log_loss\n", + "import time\n", + "import itertools\n", + "import operator" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "993caab4-e77f-4692-9563-ebf506eb2366", + "_uuid": "e22f169aa0a45b260d3bc1035c67fe8c9fe37724" + }, + "source": [ + "## Load the data and create some useful fields\n", + "show the newly created fields as a sanity check" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:18.193336Z", + "start_time": "2021-05-25T07:00:18.057218Z" + }, + "_cell_guid": "4d3b1ae0-e4d6-4939-a09f-06b464369d3e", + "_uuid": "831af1bd6acda25f97cbcce2b801dcfa4ffbf344" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " period minutes_remaining seconds_remaining secondsFromGameStart\n", + "0 1 10 22 98\n", + "1 1 7 45 255\n", + "2 1 6 52 308\n", + "3 2 6 19 1061\n", + "4 3 9 32 1588\n", + "5 3 8 52 1628\n", + "6 3 6 12 1788\n", + "7 3 3 36 1944\n", + "8 3 1 56 2044\n", + "9 1 11 0 60\n", + "10 1 7 9 291" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#%% load training data\n", + "allData = pd.read_csv('data.csv')\n", + "data = allData[allData['shot_made_flag'].notnull()].reset_index()\n", + "\n", + "#%% add some temporal columns to the data\n", + "data['game_date_DT'] = pd.to_datetime(data['game_date'])\n", + "data['dayOfWeek'] = data['game_date_DT'].dt.dayofweek\n", + "data['dayOfYear'] = data['game_date_DT'].dt.dayofyear\n", + "\n", + "data['secondsFromPeriodEnd'] = 60*data['minutes_remaining']+data['seconds_remaining']\n", + "data['secondsFromPeriodStart'] = 60*(11-data['minutes_remaining'])+(60-data['seconds_remaining'])\n", + "data['secondsFromGameStart'] = (data['period'] <= 4).astype(int)*(data['period']-1)*12*60 + (data['period'] > 4).astype(int)*((data['period']-4)*5*60 + 3*12*60) + data['secondsFromPeriodStart']\n", + "\n", + "# look at first couple of rows and verify that everything is good\n", + "data.loc[:10,['period','minutes_remaining','seconds_remaining','secondsFromGameStart']]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "07a5c8b9-bfd5-4d14-bb83-927cf8e7dcd4", + "_uuid": "bec244ea9ee74b3c98ff125d3103e3909cfb218d" + }, + "source": [ + "## Plot Shot Attempts as a function of time during the game\n", + "here we apply 3 different binnings of time and show the attempts as function from game start" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:23.483286Z", + "start_time": "2021-05-25T07:00:22.141831Z" + }, + "_cell_guid": "53ac0257-2797-4078-8fba-ed6b6a44929f", + "_uuid": "9da244d59def7d5f62c00bec042d5babe6de78e9" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'time [seconds from start of game]')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plot the shot attempts as a function of time (from start of game) with several different binnings\n", + "plt.rcParams['figure.figsize'] = (16, 16)\n", + "plt.rcParams['font.size'] = 16\n", + "\n", + "binsSizes = [24,12,6]\n", + "\n", + "plt.figure();\n", + "for k, binSizeInSeconds in enumerate(binsSizes):\n", + " timeBins = np.arange(0,60*(4*12+3*5),binSizeInSeconds)+0.01\n", + " attemptsAsFunctionOfTime, b = np.histogram(data['secondsFromGameStart'], bins=timeBins) \n", + " \n", + " maxHeight = max(attemptsAsFunctionOfTime) + 30\n", + " barWidth = 0.999*(timeBins[1]-timeBins[0])\n", + " plt.subplot(len(binsSizes),1,k+1); \n", + " plt.bar(timeBins[:-1],attemptsAsFunctionOfTime, align='edge', width=barWidth); plt.title(str(binSizeInSeconds) + ' second time bins')\n", + " plt.vlines(x=[0,12*60,2*12*60,3*12*60,4*12*60,4*12*60+5*60,4*12*60+2*5*60,4*12*60+3*5*60], ymin=0,ymax=maxHeight, colors='r')\n", + " plt.xlim((-20,3200)); plt.ylim((0,maxHeight)); plt.ylabel('attempts')\n", + "plt.xlabel('time [seconds from start of game]')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "dab4153d-bd8d-439d-82e8-811be8fb8085", + "_uuid": "417655cf7816f5792e74f5999f893a019061c761" + }, + "source": [ + "### It looks like Kobe is entrusted to take the last shot of every period\n", + "it also looks like he's usually on the bench at the start of 2nd and 4th periods" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "b1853d7f-a92a-4710-b682-2dcbf0b630f4", + "_uuid": "4ed02a7b3d585996fd907b45ca5c291b6615d206" + }, + "source": [ + "## Plot Shot Accuracy as function of time during the game" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:23.995267Z", + "start_time": "2021-05-25T07:00:23.483286Z" + }, + "_cell_guid": "654b2f85-1102-4331-b025-0a6e8aada370", + "_uuid": "cc3bc08e60221f68c5fb87e6d8279210e9664f48" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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1GBYlSZIkSR2GRUmSJElSh2FRkiRJktRhWJQkSZIkdRgWJUmSJEkdhkVJkiRJUodhUZIkSZLUYViUJEmSJHUYFiVJkiRJHYZFSZIkSVKHYVGSJEmS1GFYlCRJkiR1bDLpCkiSJEnSbNYcdExn3sfPuZi9d771BGqzutizKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDAW6kVaL/5HBPDJek5c33dUmLzZ5FSZIkSVKHYVGSJEmS1GFYlCRJkiR1LHlYTLJ/kuOSXJjkmiTnJ/lkkt37yt0pyaeTXJbk8iSfTbLjgO1tm+T9SS5KclWSY5Pcc+mekSRJkiStPJPoWdwOOA14AfAXwMHAHsApSe4MkGRL4DjgbsDTgKcAuwLHJ9lqZkNJAnweeAjwQuAxwKZtuTsu1ROSJEmSpJVmyUdDraqPAR/rnZfkW8CPgccCbweeDewM7FZVZ7dlTgd+CjwHOKxd9QDg/sB+VXV8W+5kYC3wcuBvF/v5SJIkSdJKNC3nLF7c3l7f3h4AnDITFAGqai1wEvConvUOAH41ExTbcpfR9Db2lpMkSZIkLcDEwmKSjZNslmRX4L3AhdzU47gHcMaA1c4Ees9tnKvcjkm2HmOVJUmSJGnVmGTP4jeBa4CfAPeiOZT01+2y7YBLBqyzHti25/5c5egr+ztJDkxyapJT161btyF1lyRJkqQVbZJh8SnA3sCTgMuBryRZsxQPXFWHV9VeVbXX9ttvvxQPKUmSJEnLysTCYlX9qKq+2Q5482fA1sBB7eJLGNwr2N+TOFc5GNzrKEmSJEmax1QMcFNVlwJnA7u0s86kOR+x3+7AD3vuz1XuvKq6cozVlCRJkqRVYyrCYpLb0VxT8WftrKOBvZPs3FNmDc1lMo7uWfVoYIckD+opdyvgkX3lJEmSJEkLsOTXWUzyOeA7wOk05yreFXgxzWUz3t4Wex/wAuCoJK8CCjgU+AXNyKkzjgZOBo5I8jKaw04PBgK8ddGfjCRJkiStUJPoWTwFeDTwIeAY4CXAicC9q+onAFV1FbAfzUipHwGOBNbSjJj6u0NLq+pG4BHAV4B3A58DbgD2rapfLNHzkSRJkqQVZ8l7FqvqLcBbhih3HvCYIcqtB57ZTpIkSZKkMZiKcxYlSZIkSdPFsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOpb8OouSJI3LmoOOmXQVJElasexZlCRJkiR1DB0Wk/xJkkf03L91ko8l+UGSf0qy8eJUUZIkSZK01BbSs/hm4D49998GPAz4CfA84B/GWC9JkiRJ0gQtJCzeHTgVIMmmwGOBF1fVY4BXAk8af/UkSZIkSZOwkLC4NXB5+/d9ga2AL7T3vwPsOMZ6SZIkSZImaCFh8ZfAnu3fDwXOqKpft/e3Ba4eZ8UkSZIkSZOzkEtnfAx4Y5J9aM5VfE3Psj8Efjq+akmSJEmSJmkhYfEQ4LfA3jSD3RzWs2xP4NPjq5YkSZIkaZKGDotVdQPwhlmWPXpcFZIkSZIkTd5CrrN4Q5L7zrLsPkluGF+1JEmSJEmTtJABbjLHso1HrYgkSZIkaXrMexhqko24KShu1N7vtQXN6Kjrxlw3SZIkSdKEzBkWk7wGeHV7t4CT5ij+7nFVSpIkSZI0WfP1LJ7Q3oYmNH4AOL+vzDXAD4EvjLVmkiRJkqSJmTMsVtWJwIkASQp4X1X9aikqJkmSJEmanIVcOuO1M38nuQOwA/BLw6MkSZIkrTxDh0WAJE8FXgvs2DPvPOAfq+qIMddNkiRJ0iqy5qBjJl0F9VjIdRZfAHwQ+CnwbOCA9vZs4ENJ/mYxKihJkiRJWnoL6Vn8e+CDVfXMvvn/nuSDwEuBfx1XxSRJkiQtP4N6B89988MnUBONauieReD3gY/PsuyjwO1Gr44kSZIkaRospGfxB8BdZlm2K3DG6NWRNA4e7y9JkqRRLSQsvgj4eJKLgM9W1Q1JNgYeA7wMeOJiVFCSJEmStPQWEhY/CdyK5lDUG5JcAmwLbAxcCXwyyUzZqqo7j7OikiRJkqSls5Cw+FWgFqsikiRJkqTpMXRYrKqnL2I9JEmSJElTZCE9i5IkSZoABy6TNAkLCotJtgMeDtwJ2LxvcVXVa8ZVMUmSJEnS5AwdFpP8BfAZYKtZihRgWJQkSZKkFWAhPYuHAd8F/gb4cVVdtzhVkiRp5Rt0WOG5b374BGoiSdJgCwmLa4AXV9UPFqkukiRJkqQpsdECyn4XuMNiVUSSJEmSND0W0rP4EuCDSX5SVScvVoUkDc/R8TStPMRSkqTlbyFh8TTgq8A3klwFXNq3vKrqzuOqmCRp/AxxkiRpWAsJi28HXkBzOOqPgWsXpUaSpFktJOzZ86zlbLb2O6i9+yOIJC2OhYTFpwOHei1FSZIkSf4oufItJCzeCHxtsSoiSdJqZw+ZpJXK97flaSFh8VPAQ2nOW5S0AXyjlKaf/6eSJDUWEhb/G3hHkt8Dvghc0l+gqo6bawNJHgv8FbAXcFvgPOCzwBur6oqectsCbwMeDWwBnMyAazwm2Rw4FHgysA3wPeAVVWUPqCbKwzIkSZK03C0kLH6uvf2/7TSjgLS3G8+zjZfSBMR/AM4H/gA4BNg3yZ9U1Y1JAnweWAO8kCaUHgwcn+TeVXV+z/Y+ADwceBlwDvA3wJeS3K+qvreA56ZlxF/9JU2rafyhaNreM6etPpKk2S0kLO47hsd7ZFWt67l/YpL1wIeAfYDjgAOA+wP7VdXxAElOBtYCLwf+tp23J/Ak4JlV9R/tvBOBM4HXtduRbmYho+tJmi7TGMQmxcAlSVoKQ4fFqjpx1AfrC4ozvt3e7tDeHgD8aiYotutdluTzwKNow2Jb7jrgEz3lrk/yceCgJLeoqmtGrfNc/LBe2dy/Ws1s/5KkxeaPgNNvIT2LACS5DbA3cGvg81W1vj138NqqunED6vCg9vZH7e0ewBkDyp0JPDXJ1lV1ZVtubVVdPaDcZsAu7d+SpGXELw+SpoU/nGm1GzostucSvpXmPMLNaM5R/CNgPXAU8A2awWaGlmQHmkNGj62qU9vZ2wHnDii+vr3dFriyLdcZZKen3HZzPO6BwIEAO+6440KqLEnSqrGavyiv5ucuSTMW0rN4MPACmnD3FeCbPcs+DzyFBYTFJFvThMzrgWcsoB4jq6rDgcMB9tprr1rKx5aklcaeQI1qObchQ6UWwrETtNwsJCw+C3hdVb0pSf+op2cDdxl2Q0m2oAmYOwMP6hvh9BKa3sN+2/Usn7m98xzl1g9YJg00yheV5fwlR9KGW87/+6MEnOXyZdcQp+Vkqdqr/xdaqIWExR2AU2ZZdi2w1TAbSbIp8Gmaay3+ef+1E2nOM/yLAavuDpzXnq84U+4vk2zZd97i7m19zh6mPpIkzWc5B0NJkjbUQsLiL4F7AMcPWLYnzaUt5pRkI+BIYD/gEVU1KHweDTwjyYNmRmBNcivgkcBHe8p9Hngt8DiaS2+QZBPgCcCXF3sk1HHw1x0thF9WJUmStJQWEhY/Bbw6yXe4qYexktwV+HvacwDn8a804e4NwFVJ9u5Zdn57OOrRwMnAEUleRnO46cHAzAA7zQNXfTfJJ4B3tr2Va4HnATsBf72A5yVJy5o/JEjD8UdaLSfDtlc/A7SYFhIWDwH+BPga8PN23qeAOwH/A7x5iG08tL19ZTv1ei1wSFXdmOQRwD8B7wY2pwmP+1bVL/rWeQZN8Hw9sA3wfeAhVfWdoZ/VmC3GuRyT/HBbLuemSJJG4xdOacP5Q4RWqqHDYlX9Jsk+wJOA/WnOCbyYZgTUI6vq+iG2sWbIx1oPPLOd5qwT8JJ2kiRJK5yhVpKWzkJ6FqmqG4CPtJMkSZLGzEAsaVoMHRaT3ADcr6q+NWDZfYBvVVX/JTW0SBZyeOhyPjRi2j4wp60+kiRJo1jO3xO1+BbSs5g5lm0MeHF7SZIkaZH4o7WW2rxhsb3cxUxQ3Ki932sLmoFrLhpz3SRJU8QvKVqJFqNd21MjaaWYMywmeQ3w6vZuASfNUfzd46rUSrRUX7Im+Th+EErj5fuGFmLSYd79K60c/j9rxnw9iye0t6EJjR8Azu8rcw3wQ+ALY63ZKjXpD/vlytdN0kL5viFJw/M9c3WaMyxW1YnAiQBJCnhfVf1qKSqmxeU/vKRp4HuRJEnTayED3DwI+ATQCYtJ7gr8W1XtN66KSZKk5W2l/Riw0p6PFpftRStB/2A1c9kHuNUsy25JEyYlSZIkSSvAQsIizH55jLsAV45YF0mSJEnSlJhvNNRnAM9o7xZweJIr+optAdwD+Or4qydJkiRJmoT5zlm8Ebih/Tt992dcDLwHeMt4qyZJq4fntmg2tg1J0qTMNxrqh4APASQ5HnheVf14KSomSZK0UswW+r12naRpNvRoqFW172JWRNJN7EmQJGlxeMF5aXgLuXQGAEn2BHYDNu9fVlUfHkeltLL5Ji1JkpYrf9DVajJ0WEyyDXAMsPfMrPa2d4RUw+IqZgiUhuMXDUmStBwspGfxjcCtgQcCXwf+ErgMeCZwP+CJY6+dVg2/PEuSJEnTZSFhcX/gtcAp7f3zq+o04IQk7wFeBDx1zPWbGoYZSZIkSavJQsLi7YFzquqGJL8Fbtmz7LPAx8daM60IhmxJkiRpeVpIWLwQ2Kb9++c0h56e0N7fZXxVkiRJWh38UXU6uB+kwRYSFr9BM7jNF4CPAK9Jsga4HngacPTYayetAn5ASZIkaRotJCy+FrhD+/fbaAa7eQKwJU1QfOF4qyZJkiRJmpShw2JV/Qz4Wfv3dcDft5MkSZI0dTx6RxrNRpOugCRJkiRp+hgWJUmSJEkdCzlnUZI0i0GHOp375odPoCaSJEnjYViUpEXiuTKSJGk58zBUSZIkSVKHPYuSJElaNB6mLy1fhkVJkiQtqWED5GyH8xs2paXhYaiSJEmSpA57FiVpgRy4RtJK4OGhkuZjz6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDge4kSRJ0lg4AJi0stizKEmSJEnqsGdR0littKHY/ZVc0moy7Hu4743S6mBYlCRJ0rKy0n6YlKaVh6FKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6ljyAW6S3BF4BbAXsCewBbBTVZ3bV25z4FDgycA2wPeAV1TV1/rKbdRu7znA7wNnAa+rqs8s5vOQVioHDdBKdMo5F/NER2+UppojrErTZxKjoe4CPB44Dfg68BezlPsA8HDgZcA5wN8AX0pyv6r6Xk+5Q4GXAq9st/lE4FNJHlFV/7Uoz0DSkjLASpLmY9iUxm8SYfFrVXU7gCTPYkBYTLIn8CTgmVX1H+28E4EzgdcBB7TzbksTFN9cVf/Urn58kl2ANwOGRUmSJEnaAEseFqvqxiGKHQBcB3yiZ73rk3wcOCjJLarqGmB/YDPgiL71jwD+PclOVbV2TFWXtELM9uuzvZWSJEk3mUTP4jD2ANZW1dV988+kCYe7tH/vAVwDnD2gHMDuwILDoue2SCuHhyVJkiRtmGkNi9sBlwyYv75n+cztpVVV85S7mSQHAgcC7LjjjqPVVNLYGOwkafr43iytXtMaFhdVVR0OHA6w11579QdNScvAYgx64xciSZKkm0xrWLwEuPOA+TM9het7ym2TJH29i/3lJEmSVjxPpZE0TtMaFs8E/jLJln3nLe4OXMtN5yieCdwCuAs3P29x9/b2h4tdUUnTw55BSZKk8ZnWsPh54LXA44APASTZBHgC8OV2JFSAL9KMmvrXbfkZTwbOcCRUaTp4nURJkqTlZyJhMclj2z/v094+NMk6YF1VnVhV303yCeCdSTalGdH0ecBONMEQgKr6dZLDgIOTXAF8hyZQ7kd7LUZJkiRJ0sJNqmfxU333393engjs0/79DOANwOuBbYDvAw+pqu/0rftK4ErgRcDvA2cBj6+qL4y91tIq5eGdkiRJq89EwmJVZYgyvwFe0k5zlbuBJlC+fjy1kyRJkiRtNOkKSJIkSZKmj2FRkiRJktRhWJQkSZIkdRgWJUmSJEkd03qdRUkrnCOsSpIkTTd7FiVJkiRJHYZFSZIkSVKHYVGSJEmS1GFYlCRJkiR1GBYlSZIkSR2GRUmSJElSh2FRkiRJktRhWJQkSZIkdRgWJUmSJEkdhkVJkiRJUodhUZIkSZLUYViUJEmSJHVsMukKSJqcU865mCcedMykqyFJkqQpZM+iJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqWOTSVdAkiRJkjReaw46pjPv3AVuw55FSZIkSVKHYVGSJEmS1GFYlCRJkiR1GBYlSZIkSR2GRUmSJElSh2FRkiRJktThpTMkSZIkaRkbdJmMcbBnUZIkSZLUYc+iJEmSJC2CQT1+57754ROoyYYxLEqSJEnSMrFYh5wO4mGokiRJkqQOexYlSZIkrSoL6Z1bqsNGp/GQVcOiJEmSpBVrKQ/bXGk8DFWSJEmS1GHPoiRJkqQVYZK9iCuxB9OwKEmSJGnZOeWci3nihALaKMFwIetOOoB6GKokSZIkqWNF9CwmuRPwDuDPgQDHAn9XVedNtGKSJEmSlrVJ9+5N0rLvWUyyJXAccDfgacBTgF2B45NsNcm6SZIkSdJytRJ6Fp8N7AzsVlVnAyQ5Hfgp8BzgsAnWTZIkSZKWpWXfswgcAJwyExQBqmotcBLwqInVSpIkSZKWsZUQFvcAzhgw/0xg9yWuiyRJkiStCKmqSddhJEmuBQ6rqoP65r8eOKiqOofaJjkQOLC9uxtwVl+R2wAXLUJ1tbzYDgS2AzVsBwLbgRq2A8HKawd3rqrt+2euhHMWF6yqDgcOn215klOraq8lrJKmkO1AYDtQw3YgsB2oYTsQrJ52sBIOQ70E2HbA/O3aZZIkSZKkBVoJYfFMmvMW++0O/HCJ6yJJkiRJK8JKCItHA3sn2XlmRpI1wP3bZRti1kNUtarYDgS2AzVsBwLbgRq2A8EqaQcrYYCbrYDvA78BXgUUcChwS+BeVXXlBKsnSZIkScvSsu9ZrKqrgP2AnwAfAY4E1gL7GRQlSZIkacMs+55FSZIkSdL4LfuexXFJcqckn05yWZLLk3w2yY6TrpdGl2SfJDVgurSv3LZJ3p/koiRXJTk2yT0HbG/zJG9LckGS3yQ5OckDl+wJaV5J7pjkX9p9c3W7v9cMKDfUvkyyUZKDk5yb5LdJvp/kMbM89rOT/DjJNUnOSvLcRXiKGsIC2sGg94dKcu++craDZSjJY5N8JsnP2//zs5K8Kckt+8qN9TNgIe1Fi2+YdpBkzRzvB9v0bc92sAwl2T/JcUkubN+fz0/yySS795UbKheM+31jGhkWgSRbAscBdwOeBjwF2BU4Ps05kVoZ/ha4X8/04JkFSQJ8HngI8ELgMcCmNG3gjn3b+QDwbODVwCOAC4Av9X+x1ETtAjye5vI5X5+j3LD78lDgEOBdwEOBU4BPJXlYb6EkzwbeC3yGpi19Cnh3kueN9nS0gYZtBwAf5ObvD/ejOb2hl+1geXopcAPwDzT74z3A84CvJNkIFu0zYKj2oiUzbzvo8Sa67wdX9JWxHSxP2wGnAS8A/gI4mOaqCqckuTMMnwtWzXfHqlr1E/AimjeQXXrm7QRcD7xk0vVzGnn/7kMz8NGD5yjzqLbMvj3zfg9YD/xzz7w923LP6Jm3CXAWcPSkn6vT7/bJRj1/P6vdZ2v6ygy1L4HbAtcAr+1b/6vA6X3r/hr4UF+5fwcuAjad9Ouy2qZh2kG7rIDXz7Mt28EynYDtB8x7arvf92vvj/UzYNj24jR17WBNe/9Z82zLdrCCJmC3dn/+fXt/qFww7veNaZ3sWWwcAJxSVWfPzKiqtcBJNA1BK98BwK+q6viZGVV1Gc0vRo/qK3cd8ImectcDHwf2T3KLpamu5lJVNw5RbNh9uT+wGXBE3/pHAPdMslN7/37A9gPKfQS4NfCAhTwHjW7IdjAs28EyVVXrBsz+dnu7Q3s77s+AYduLlsiQ7WBYtoOV5eL29vr2dthcsCq+OxoWG3sAZwyYfyaw+4D5Wp6OTHJDkouTfLTv2PO52sCOSbbuKbe2qq4eUG4zmsPetDwMuy/3oPll+OwB5eCm94g92tv+dtRfTtPpee35K1e357P8ad9y28HK8qD29kft7bg/A4ZtL5qs/nYw401Jrm/PVzt6wDlotoNlLsnGSTZLsivNaQMXAh9rFw+bC1bFd0fDYmM7mnNa+q0Htl3iumj8LgPeTnMY2n405w88GDg5yW3bMnO1AbipHcxXbrtxVFhLYth9uR1wabXHjcxTjgHbtG1MvyOA59O8LxxI0wN4XJJ9esrYDlaIJDsArwOOrapT29nj/gwYtr1oQmZpB9fQBIfnAPvSnOd4T+B/kty9Z3XbwfL3TZr9/RPgXjSHIv+6XTZsLlgV3x03mXQFpMVWVd8Fvtsz68QkXwO+RTPozasmUjFJU6GqntJz9+tJjqL5tfj1eNjoitL+0n8UzeFmz5hwdTQhs7WDqroA6B25+OtJvkjTA/RK4MlLWU8tqqcAtwJ2pvlR4CtJHlBV5060VlPInsXGJQzuQZztlwAtc1X1HZpfk/6onTVXG5hZPky59QOWaToNuy8vAbZpRz2brxwDtmnbWGaq6grgGG56fwDbwbKXZAuac4l2BvavqvN7Fo/7M2DY9qIlNk876KiqXwDfoPt+YDtYxqrqR1X1zar6GPBnwNbAQe3iYXPBqvjuaFhsnMlN55n02h344RLXRUtr5tCQudrAeVV1ZU+5ndphlfvLXUv3vARNr2H35ZnALYC7DCgHN71HzJyD0t+O+stp+eg9dMx2sIwl2RT4NLAX8LCq+kFfkXF/BgzbXrSEhmgHc+l/P7AdrBBVdSnNPps5d3DYXLAqvjsaFhtHA3sn2XlmRpoLN9+/XaYVJsleNEMlf6uddTSwQ5IH9ZS5FfBIbt4GPk9zDZ3H9ZTbBHgC8OWqumaRq67xGXZffpFmFLO/7lv/ycAZ7QhpACfTXBphULn1NKOoaRlo//cfwU3vD2A7WLbaa+gdSXPO+qOr6pQBxcb9GTBse9ESGbIdDFpvR5rD0XvfD2wHK0iS29FcU/Fn7axhc8Gq+O7oOYuN99FcnPOoJK+i+fXoUOAXNCc6axlLciSwFvgOcCnwBzQXYf0l8M9tsaNpvuQdkeRlNIcMHAwEeOvMtqrqu0k+Abyz/YVyLc1FfXei+2GgCUry2PbP+7S3D02yDlhXVScOuy+r6tdJDgMOTnIFTTt6As0XjgN6yl2X5B9pLr7+S+DYtswzgRdW1bWL+Xw12HztIMlLaX44Oh74FXBnmvNXfh/bwUrxrzRf0t4AXJVk755l57eHIY71M2DY9qIlNW87SPJ2mo6Uk4F1NO8NBwM3tusBtoPlLMnnaPbD6cDlwF2BF9Ocv/r2ttiwuWB1fHec9IUep2UCdgQ+Q9NwrgD+kwEXb3ZafhPNP+7pNKOiXkfzz344cPu+ctvRXDh7PXA1zUVz9xywvS2Aw2iGWf4tzYha+0z6eTp19lPNMp2w0H0JbEwzENLPaUZPOx147CyP+xya82GvAX4KPH/Sr8VqnuZrBzS/AJ9E0xt4Hc31to4G7ms7WBkTcO4c7eCQnnJj/QxYSHtxmo52QPOjzrdpvvRf1+7jjwK72Q5WxgS8AjiNpvPgauAsmgC4pq/cULlg3O8b0zilfQKSJEmSJP2O5yxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6Npl0BSbtNre5Ta1Zs2bS1ZAkSZKkiTjttNMuqqrt++ev+rC4Zs0aTj311ElXQ5IkSZImIsnPB833MFRJkiRJUodhUZIkSZLUYViUJEmSJHUYFiVJkiRJHYZFSZIkSVKHYVGSJEmS1GFYlCRJkiR1GBYlSZIkSR2GRUmSJElSh2Gx3z77NJO00tnWtVrY1rVa2Na1mtjeN8wCXzfDoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqSOqQiLSe6U5NNJLktyeZLPJtlxAevfPcmnklyU5DdJzkryosWssyRJkiStZJtMugJJtgSOA64BngYU8Hrg+CT3qqqr5ll/r3b9E4BnAZcBuwJbL2K1JUmSJGlFm3hYBJ4N7AzsVlVnAyQ5Hfgp8BzgsNlWTLIR8GHgq1X1lz2Ljl+86kqSJEnSyjcNh6EeAJwyExQBqmotcBLwqHnW3Qe4O3MESkmSJEnSwk1DWNwDOGPA/DOB3edZ9wHt7eZJTklyXZJfJ/nnJFuMtZaSJEmStIpMQ1jcDrhkwPz1wLbzrHuH9vYTwJeBPwfeSnPu4kdnWynJgUlOTXLqunXrFl5jSZIkSVrhpuGcxVHMhN0jqurV7d8nJNkYeHOSu1fVj/pXqqrDgcMB9tprr1qaqkqSJEnS8jENPYuXMLgHcbYex14Xt7df6Zv/5fb2D0aolyRJkiStWtMQFs+kOW+x3+7AD4dYdy43blCNJEmSJGmVm4aweDSwd5KdZ2YkWQPcv102l/+muT7j/n3zH9LenjqmOkqSJEnSqjINYfF9wLnAUUkeleQA4CjgF8B7ZwoluXOS65PMnJtIVV0MvAl4bpI3JnlwkoOAVwMf6r0chyRJkiRpeBMf4KaqrkqyH/AO4CNAgK8Cf1dVV/YUDbAx3YD7OuAK4PnAS4ELgLcBhy5y1SVJkiRpxZp4WASoqvOAx8xT5lyawNg/v4DD2kmSJEmSNAbTcBiqJEmSJGnKGBYlSZIkSR2GRUmSJElSh2FRkiRJktQxFQPc6CZrDjqmM+/cNz98AjWRJEnyu4m0mtmzKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDAW4kTYQDJkiSJE03w6IkSZJWJH+YlEbjYaiSJEmSpA7DoiRJkiSpw7AoSZIkSerwnEWtCJ6ToHGwHUmSJN3EnkVJkiRJUodhUZIkSZLU4WGokrRAHq4qSZJWA8PiEvHLpRbDoHYFti1pmvh/KklargyLkiRNMX9sXFyGeUmanWFRmsWwX9D8IidJkqSVyLAoLQJ/qZYkSdJyZ1iUpFXEnnBJkjQsw+IK4xfB5cd9JrAdLEerdZ+t5iMnVus+1/xsG1qpDIuSJI3JbEFKK5chQdJKZljUovJDVKuFbX18VkvPlW1GkjTtDIvSMmGPhSQNZvCWpMVhWBzglHMu5ol9Hzx+6EiLb7X0KEnTyMAlSepnWJQkSUvGUCpJy4dhUauKPVeSJEnScAyLmpPhSpoce2BWH89NliRNE8OiJC0jBkhJkrRUDIsTNMovyP76LElaKfwRRJKmk2FRkpbYcvixZ9Qv7375lyRp+TMsStIclkOwk6aBPxBI0spjWNSSW8iXb79oLK7lck3RcX8JNQBK0urlDxvS8AyL2iCr9cv2an3eklYW38skScMwLGrF8suQJEmStOFGCotJ/gd4D/DJqrpmPFWSJEkrgT/aaSnZ3qTxG7Vn8VrgQ8A7k3wIOLyqfjx6tSRJ0jj4BVqStKFGCotVtU+SuwEHAk8FXpTk6zS9jZ+tquvGUEctEb9QSJI0eQ7AImlajHzOYtuT+JIkBwOPpwmOHwUuSvIfNL2N54z6OJImZ7YfEvzyIq1s/ogoSavb2Aa4ac9Z/EiSM4HDgAcCLwdemuRzwAur6sJxPZ40Tn4hkqTp4o9UWkq2t5uzd1szxhIWk2wB/BXwXOA+wFnAi4BPAY8EDgGOBP5sHI+32hhkpOH44XZzvndoJVoO7dr3osW3HNqBtBKMOhrqPYHnAH8NbAUcBbyiqo7vKfa+JBfSBEdJq5Af6pIkScvPqD2L3wd+BbyT5tzEC2YpdzZw8oiPJUmSJC0Ze4m12o0aFh8LHFVVN8xVqKp+BOw74mNNHd9AFp+vsTT9Ruk5ttdZq8VStfVTzrmYJ/rZqSnkd7rladSw+Hlgc+Cq/gVJtgKu9fIZkibJMCKtTn4xlaTRjRoW3w9sCjxpwLL3AtcCzxzxMbQI/AK9svklSSvRuNu1ox9KXUv1/cDPKWl5GDUs7gu8bJZlRwNvG3H7UodBV7q5Uf8n/J+SpKWxVD9S+WOYxmXUsHhb4NezLFsH3G7E7UuSVghDqbTy2WMorSyjhsVfA/cEjh+w7J7AxSNuX5IkSYvAH3A2jIfqjs9qeI7L3ahh8QvAPyY5oapOn5nZXn/xlcDnRty+JEmSpCnk4a4r36hh8dXAnwOnJfk2cD6wA3BfYC3wqhG3v+z4K53mshrax2p4jsPytZges11OYLny13hJ0lIYKSxW1UVJ/gh4CU1ovDdwEfAG4B1Vddkw20lyJ+Ad7TYCHAv8XVWdt5D6JDkIeBNwUlU9YCHrSpLmZvjVcmcblqSFGbVnkaq6lKaH8dUbsn6SLYHjgGuApwEFvB44Psm9qqpzDcdZtrMzTU/mbAPuSJJWGHvYJElaPCOHxTF4NrAzsFtVnQ2Q5HTgp8BzgMOG3M57gCOB3ViE5+WvkZIkSZJWk5FDVZI9gGfRhLTN+xZXVf3ZPJs4ADhlJii2K61NchLwKIYIi0meBPwh8FfAZxdQ/VXBoCtJ0vJmL7pm4/c8LaaRwmKSPwZOBM4FdgVOB7YFdqQZ7ObsWVe+yR7AUQPmnwk8bog6bEtzvuPLq2p9kqHqLkmSpOmx0gKxIU4rwUYjrv9Gmp68PWgGpvm/VbUGeDCwMc25h/PZDrhkwPz1NMFzPm8DfgJ8cIiyACQ5MMmpSU5dt27dsKtJkiRJ0qoxali8F3AEzaA00AREquo4mqD4phG3P6ckfwo8FXheVdV85WdU1eFVtVdV7bX99tsvXgUlSZIkaZka9ZzFzYCrqurGJOuB2/csOwu4xxDbuITBPYiz9Tj2ei/wAeD8JNu08zYBNm7v/6aqrhmiDpJay+WwmeVST0mSpOVq1LB4NrBD+/fpwDOTfKG9/wzgwiG2cSbNYaz9dgd+OM+6d2+n5w5YdgnwYuCdQ9RBmioGIUkL5fuGpA3he4fmMmpY/AKwD/BRmvMXjwEuB24Atgb+dohtHA38U5Kdq+ocgCRrgPsDB82z7r4D5r2T5nDYFzLcADuSJEnS1DPYaamNFBar6jU9fx+bZG/gMcCWwBer6stDbOZ9wAuAo5K8iub8x0OBX9AcZgpAkjsDPwNeV1Wvax/zhP6NJbkU2GTQMkmSJEnScDY4LCbZFHgYcHpVrQWoqu8C313IdqrqqiT70Vz+4iM0o6p+Ffi7qrqy9yFpegxHHZRHkiRJ0iKxB3Tl2OCwWFXXJfkk8BBg7SiVqKrzaHok5ypzLk1gnG9b+4xSF0mSJEnS6OcsngPcdhwVkbT8+MuhVqKVdmFwbZiV9v620p7PSuP+0bQaNSy+FXhlkuOqyqvbS5IkaWwMUdJkjRoW96O5HuLaJKcAF9AMUDOjquppIz6GJEkT5RdWSdJqNGpYfABwHbAOuEs79arOGpIkSZKkqTfqpTN2GldFJEmSJK1unjc+XUbtWZQkSdIq46HZy5P7TQs1UlhMsuN8ZdrLYkiSJEmSlpFRexbPZf7zEjce8TEkSZIkSUts1LD4TLph8dbAI4CdgENH3L4kSZIkaQJGHeDmg7MsOizJR4CdR9m+JEmSJGkyNlrEbR9B0/MoSZIkSVpmFnM01NsCmy/i9iVJkjTlHIFTWr5GHQ31gQNmbwbcAzgY+Poo25ckSZIkTcaoPYsn0B3gJu3ticDzRty+JEmSJGkCRg2L+w6Y91vg51V14YjbliRJkiRNyKijoZ44ropIkiRJkqbHSKOhJtk7yeNnWfa4JH88yvYlSZIkSZMx6mGobwK+Nsuyu9Ocs7jfiI8haQz6R6P7+DkXT6gmkiRJWg5GDYt7Am+dZdm3gL8dcfuSJEmSJsxLoKxOIx2GSnMdxdm2sTGw1YjblyRJkiRNwKhh8UfAAbMsOwA4a8TtS5IkSZImYNTDUP8NeG+Sy4H3AecDOwAHAv8XeP6I25ckSZK0ig06BPbj51zM3jvfegK1WV1GvXTG+5LsBrwYeEnvIuAdVXX4KNuXJEmSJE3GqD2LVNVLk7wHeDBwa+Ai4NiqOmfUbUuStFCO/CtJ0niMHBYBqupnwM/GsS1JkiRJ0uSNNMBNkmckOWSWZYckedoo25ckSZIkTcaoo6G+CJjt+J5fA3834vYlSZIkSRMwaljcBThzlmU/Au4y4vYlSZIkSRMwali8HrjNLMu2H3HbkiRJkqQJGXWAm28BzwU+OWDZc4Fvj7h9SZIkDeDIv5IW26hh8Q3AsUm+Cbwf+CWwA/As4A+BPx9x+5IkSZKkCRgpLFbViUkeC7wTeG/PonOBx1TVCaNsX5IkSZI0GSNfZ7GqjgKOSrIbcGvgoqr6ycg1kyRJkiRNzMhhcUZVnTWubUmSJEmSJmssYTHJnsBuwOb9y6rqw+N4DEmSJEnS0hkpLCbZBjgG2HtmVntbPcUMi5IkSZK0zIx6ncU30pyn+ECaoPiXwH7AkcA5wH1H3L4kSZIkaQJGDYv70wTGU9r751fVCVX1VOBY4EUjbl+SJEmSNAGjhsXbA+dU1Q3Ab4Fb9iz7LPDwEbcvSZIkSZqAUcPihcA27d8/B+7Xs2yXEbctSZIkSZqQUUdD/QbN4DZfAD4CvCbJGuB64GnA0SNuX5IkSZI0AaOGxdcCd2j/fhvNYDdPALakCYovHHH7kiRJkqQJGCksVtXPgJ+1f18H/H07SZIkSZKWsVHPWZQkSZIkrUCGRUmSJElSh2FRkiRJktRhWJQkSZIkdRgWJUmSJEkdhkVJkiRJUodhUZIkSZLUYViUJEmSJHUYFiVJkiRJHYZFSZIkSVKHYVGSJEmS1GFYlCRJkiR1TEVYTHKnJJ9OclmSy5N8NsmOQ6y3V5LDk/w4ydVJzktyZJKdlqLekiRJkrRSTTwsJtkSOA64G/A04CnArsDxSbaaZ/UnAnsA/ww8FDgI+EPg1CR3WrRKS5IkSdIKt8mkKwA8G9gZ2K2qzgZIcjrwU+A5wGFzrPuWqlrXOyPJScDadruvXpQaS5IkSdIKN/GeReAA4JSZoAhQVWuBk4BHzbVif1Bs5/0cWAfsMOZ6SpIkSdKqMQ1hcQ/gjAHzzwR2X+jGktwduC3woxHrJUmSJEmr1jSExe2ASwbMXw9su5ANJdkE+DeansUPzFHuwCSnJjl13bpO56QkSZIkrXrTEBbH6V3AnwBPrqpBARSAqjq8qvaqqr223377paudJEmSJC0T0zDAzSUM7kGcrcdxoCRvBg4EnlZVXx5T3SRJkiRpVZqGsHgmzXmL/XYHfjjMBpK8EngF8MKq+sgY6yZJkiRJq9I0HIZ6NLB3kp1nZiRZA9y/XTanJH8LvB54ZVW9a7EqKUmSJEmryTSExfcB5wJHJXlUkgOAo4BfAO+dKZTkzkmuT/LqnnlPBN4JfBE4LsnePdOCR1KVJEmSJDUmfhhqVV2VZD/gHcBHgABfBf6uqq7sKRpgY24ecB/Szn9IO/U6EdhnkaotSZIkSSvaxMMiQFWdBzxmnjLn0gTD3nlPB56+WPWSJEmSpNVqGg5DlSRJkiRNGcOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxKkiRJkjoMi5IkSZKkDsOiJEmSJKnDsChJkiRJ6jAsSpIkSZI6DIuSJEmSpA7DoiRJkiSpYyrCYpI7Jfl0ksuSXJ7ks0l2HHLdzZO8LckFSX6T5OQkD1zsOkuSJEnSSjbxsJhkS+A44G7A04CnALsCxyfZaohNfAB4NvBq4BHABcCXktx7USosSZIkSavAJpOuAE3Q2xnYrarOBkhyOvBT4DnAYbOtmGRP4EnAM6vqP9p5JwJnAq8DDljcqkuSJEnSyjTxnkWaQHfKTFAEqKq1wEnAo4ZY9zrgEz3rXg98HNg/yS3GX11JkiRJWvmmISzuAZwxYP6ZwO5DrLu2qq4esO5mwC6jV0+SJEmSVp9U1WQrkFwLHFZVB/XNfz1wUFXNeqhski8Dt6qqvfvmPxj4CvDAqvr6gPUOBA5s7+4GnNVX5DbARQt9LlpxbAcC24EatgOB7UAN24Fg5bWDO1fV9v0zp+GcxSVXVYcDh8+2PMmpVbXXElZJU8h2ILAdqGE7ENgO1LAdCFZPO5iGw1AvAbYdMH+7dtmGrguwfoR6SZIkSdKqNQ1h8Uyacw/77Q78cIh1d2ovv9G/7rXA2d1VJEmSJEnzmYaweDSwd5KdZ2YkWQPcv102l88DmwKP61l3E+AJwJer6poNrNOsh6hqVbEdCGwHatgOBLYDNWwHglXSDqZhgJutgO8DvwFeBRRwKHBL4F5VdWVb7s7Az4DXVdXretb/OLA/8DJgLfA84BHAn1TVd5bwqUiSJEnSijHxnsWqugrYD/gJ8BHgSJrQt99MUGwF2JhunZ8B/AfweuAY4E7AQwyKkiRJkrThJt6zKEmSJEmaPhPvWZwWSe6U5NNJLktyeZLPJtlx0vXS6JLsk6QGTJf2lds2yfuTXJTkqiTHJrnngO1tnuRtSS5I8pskJyd54JI9Ic0ryR2T/Eu7b65u9/eaAeWG2pdJNkpycJJzk/w2yfeTPGaWx352kh8nuSbJWUmeuwhPUUNYQDsY9P5QSe7dV852sAwleWySzyT5eft/flaSNyW5ZV+5sX4GLKS9aPEN0w6SrJnj/WCbvu3ZDpahJPsnOS7Jhe378/lJPplk975yQ+WCcb9vTCPDIpBmNNXjgLsBTwOeAuwKHJ/mnEqtDH8L3K9nevDMgiShGTDpIcALgcfQDJ50fJI79m3nA8CzgVfTnB97AfCl/i+WmqhdgMfTXF7n63OUG3ZfHgocArwLeChwCvCpJA/rLZTk2cB7gc/QtKVPAe9O8rzRno420LDtAOCD3Pz94X40p0f0sh0sTy8FbgD+gWZ/vIdmfIOvJNkIFu0zYKj2oiUzbzvo8Sa67wdX9JWxHSxP2wGnAS8A/gI4mOaqDKekGR9l6Fywar47VtWqn4AX0byB7NIzbyfgeuAlk66f08j7dx+agZMePEeZR7Vl9u2Z93s01+r85555e7blntEzbxPgLODoST9Xp9/tk416/n5Wu8/W9JUZal8CtwWuAV7bt/5XgdP71v018KG+cv8OXARsOunXZbVNw7SDdlkBr59nW7aDZToB2w+Y99R2v+/X3h/rZ8Cw7cVp6trBmvb+s+bZlu1gBU3Abu3+/Pv2/lC5YNzvG9M62bPYOAA4pap+d13GqloLnETTELTyHQD8qqqOn5lRVZfR/GL0qL5y1wGf6Cl3PfBxYP8kt1ia6mouVXXjEMWG3Zf7A5sBR/StfwRwzyQ7tffvB2w/oNxHgFsDD1jIc9DohmwHw7IdLFNVtW7A7G+3tzu0t+P+DBi2vWiJDNkOhmU7WFkubm+vb2+HzQWr4rujYbGxB3DGgPlnArsPmK/l6cgkNyS5OMlH+449n6sN7Jhk655ya6vq6gHlNqM57E3Lw7D7cg+aX4bPHlAObnqP2KO97W9H/eU0nZ7Xnr9ydXs+y5/2LbcdrCwPam9/1N6O+zNg2PaiyepvBzPelOT69ny1owecg2Y7WOaSbJxksyS70pw2cCHwsXbxsLlgVXx3NCw2tqM5p6XfemDbJa6Lxu8y4O00h6HtR3P+wIOBk5Pcti0zVxuAm9rBfOW2G0eFtSSG3ZfbAZdWe9zIPOUYsE3bxvQ7Ang+zfvCgTQ9gMcl2aenjO1ghUiyA/A64NiqOrWdPe7PgGHbiyZklnZwDU1weA6wL815jvcE/ifJ3XtWtx0sf9+k2d8/Ae5Fcyjyr9tlw+aCVfHdcZNJV0BabFX1XeC7PbNOTPI14Fs0g968aiIVkzQVquopPXe/nuQoml+LX4+Hja4o7S/9R9EcbvaMCVdHEzJbO6iqC4DekYu/nuSLND1ArwSevJT11KJ6CnArYGeaHwW+kuQBVXXuRGs1hexZbFzC4B7E2X4J0DJXVd+h+TXpj9pZc7WBmeXDlFs/YJmm07D78hJgm3bUs/nKMWCbto1lpqquAI7hpvcHsB0se0m2oDmXaGdg/6o6v2fxuD8Dhm0vWmLztIOOqvoF8A267we2g2Wsqn5UVd+sqo8BfwZsDRzULh42F6yK746GxcaZ3HSeSa/dgR8ucV20tGYODZmrDZxXVVf2lNupHVa5v9y1dM9L0PQadl+eCdwCuMuAcnDTe8TMOSj97ai/nJaP3kPHbAfLWJJNgU8DewEPq6of9BUZ92fAsO1FS2iIdjCX/vcD28EKUVWX0uyzmXMHh80Fq+K7o2GxcTSwd5KdZ2akuXDz/dtlWmGS7EUzVPK32llHAzskeVBPmVsBj+TmbeDzNNfQeVxPuU2AJwBfrqprFrnqGp9h9+UXaUYx++u+9Z8MnNGOkAZwMs2lEQaVW08zipqWgfZ//xHc9P4AtoNlq72G3pE056w/uqpOGVBs3J8Bw7YXLZEh28Gg9XakORy99/3AdrCCJLkdzTUVf9bOGjYXrIrvjp6z2HgfzcU5j0ryKppfjw4FfkFzorOWsSRHAmuB7wCXAn9AcxHWXwL/3BY7muZL3hFJXkZzyMDBQIC3zmyrqr6b5BPAO9tfKNfSXNR3J7ofBpqgJI9t/7xPe/vQJOuAdVV14rD7sqp+neQw4OAkV9C0oyfQfOE4oKfcdUn+kebi678Ejm3LPBN4YVVdu5jPV4PN1w6SvJTmh6PjgV8Bd6Y5f+X3sR2sFP9K8yXtDcBVSfbuWXZ+exjiWD8Dhm0vWlLztoMkb6fpSDkZWEfz3nAwcGO7HmA7WM6SfI5mP5wOXA7cFXgxzfmrb2+LDZsLVsd3x0lf6HFaJmBH4DM0DecK4D8ZcPFmp+U30fzjnk4zKup1NP/shwO37yu3Hc2Fs9cDV9NcNHfPAdvbAjiMZpjl39KMqLXPpJ+nU2c/1SzTCQvdl8DGNAMh/Zxm9LTTgcfO8rjPoTkf9hrgp8DzJ/1arOZpvnZA8wvwSTS9gdfRXG/raOC+toOVMQHnztEODukpN9bPgIW0F6fpaAc0P+p8m+ZL/3XtPv4osJvtYGVMwCuA02g6D64GzqIJgGv6yg2VC8b9vjGNU9onIEmSJEnS73jOoiRJkiSpw7AoSZIkSeowLEqSJEmSOgyLkiRJkqQOw6IkSZIkqcOwKEmSJEnqMCxK0iJK8ugkLxkwf58klWSfpa/VrHWZmdZMuk6LZZyve5JHJvlBkt+229xm5ApOQJKnJ3nmIm3775L8n0XY7j8kOS/J9Um+N+7tT1KSB/T9P+4y6TpJWr0Mi5K0uB4NdMIi8B3gfu3ttPgbmjpdMOmKTLskmwBHAr8E/oLmdbtiopXacE+nuRj5Yvg7YKxhMcl9gTcAHwceCDxlnNufAt+naU+vn3RFJGmTSVdAklajqrocOGXS9ejzw6qatjpNqx2AWwKfrKqvzVUwyS2q6pqlqdZ0WOTnfPf29t+q6pxFeoyJqaorgFOS3G3SdZEkexYlaZEk+SDwNGCHnkPKzm2XdQ6HTHJCkm8keUiS7yX5TZLvJvnjJJskeWOSC5KsT/LBJFv1Pd6WSd6SZG2Sa9vbVybZ4Pf6JE9q63Blksvbwy6f01fmQUm+muSKJFcl+VKSewzY1l8mOalnW99KckDP8lsleVeSXyW5JslZSV6cJD1lZl63A9qyF7XTEf2HgSbZPslH28e6NMmHgZuVacvtn+R/klzW1u2sJK+e4zU5BDi3vfuBtj4ntMtm9uEj29ftGuD57bL7Jjm2fYyr2tfsvn3b/mCS85Ps1dbpN219Ht4uf0mSc9vndFSS7WerZ882Z92Hbb0fBNy/p43OPJftk7w3yU+SXJ3kF+3ruUP/69Gud492318JfLJt63cG/rpn2x+cp65zvkZt3Wa28bN2m4fMsb0tk7wnycXtNj+X5E/a9Z7eU+6Pkny6fe1nXvM3Jtmib3tT9z8qSYvJnkVJWjyHAtsDfwTMhKL5elt2Ad5Gc5jdlcBbgaPbaROaQwbv3pb5NfBy+N1hkV8Cdm8f9wfA3sA/AtsBf7/Qyid5AHAE8M/Ay2h+YLwbPYGrDTFHAccAT25nvwL4epJ7VdUv2nIvbLfznzQB+krgD4E17fKN2m38IfDqtv4PBw6jeQ3/oa96/w/4AvAkYLf2dbqh3faMzwJ7tuv+FHgC8C99z3Fnmtf208DrgGuBXYGd53hp3g+cAXyK5lDBY4DLe5bftX2uhwLnAOuT3As4EfghzT4s4CDgxCR7V9X3e9a/FfBh4J+AXwGvBD6T5F/bbf8NcDvgncC/Ao+fraJD7MPnt8s3BmZ+BJh5LtsBvwUOBtYBd6BpRycluVtV/bbv4Y4CPgC8BbgRuAz4L5rDKg9py6ybo67DvEbPp2lnB9Mc3noBcP5s2wQOBx7XPv6pwJ/RHD7cb0fgezRB9ApgD5p2uDPwxL6yU/M/KkmLrqqcnJycnBZpovnyef6A+fvQfBnep2feCcB1wM498w5oyx3bt/5ngbU995/SlntgX7lX0gSg285Rx05d2vkvBdbP8/zOBr7aN+9WwEXAO3vuXwF8do7tPKKtw9P75r+fJmDfpq+uH+or9y6aYJP2/p+35Z7YV+6/e58r8Nj2/q0WuF93maW+J9AEpXv3zf80cCmwTd/rtL73dWnby832I3Cvdt5ZwMY98w9r28vGc9RzmH14AvCNIZ7zxsCd2rr8Zc/8Q9p5LxqwzrnAEUO+psO+Rs9qH2/NPNvbrd0XL++b/8+D9l3P8tCEvie369+677Vakv9RbgrMuyykbTo5OTmNc/KwB0maLj+pm5+H9eP29kt95X4M3DH53SGaDwF+DvxPezjcJm1PxpeBTWl6MBbq28C2aQ7xfES6h3nuCtwFOLLvMa8GTqYZfATgT4CtaXp5ZvNAmi/mH+2bfwSwGc2AH72O6bv/A+AWND1utOVvAD7TV+7jffe/R/Pl/+NJHpvktnPUcVjnVtX3+uY9EPhCVV06M6Oa81aPpjkMtNdVdfPzIGfawLFVdUPf/E2A289Rlzn34XySPC/J99tDS68HzmsX7Tag+OcWsu0BFvIaDeOPaYLfp/rmf7q/YJpDoN+S5Gc0P05cB3ykXX/XvuLT9D8qSYvKsChJ0+WSvvvXzjF/E5reHoDb0pwfdl3f9K12+a0XWpGqOpHmEL470QSBde35ZPfqeUxoDj3sf9xH9DzmzO1chwtuR9MDdm3f/At7lvda33d/5vDezdvb2wOXVNV1feX+t/dOVZ0N7E/zefgR4MIkpyTZkHAyY9BostvNMv9CYNu+eZf21XGuNgA3PeeOIfbhrNpDh98NHEtzyOd9uSnQDHrMUUfRXchrNIyZEP3rvvn/218Q+A/guTS9jn9Oc+j437TL+p/r1PyPStJi85xFSVoZLgbWMvv5a+duyEar6tPAp5NsTXMI6FuALya5Y/uY0Jw/duyA1We+RF/U3u5Ac67fIOuB7ZJs1hcYf79n+UJcQNOjtmlfYLxdf8GqOh44PsktgPvTnLt4TJI1VXVRf/kh1IB567npufT6fbohY6zm2odVdeMcqz6R5hDj351Ll2SnuR5qxKqO+zWaCZ63pfnfmHGzNpBkc+BRwCFV9f965t9zAx5zLovyPypJi8mwKEmL6xpgi3lLje6LwGOAK6vqx/MVXqiquhL4QjsgzP+j6QU5i+YL7h5V9eY5Vv8fmoFADqR7qN6ME2kGYHkcNx+A5K9pQufJC6zyyTQ9Oo/h5oee9g9W8jvVXOrhuDZUHQXsxE1Bd1QnAg9LcstqLo1AklsCj6Q5D27RzbIP19G00VsOWGVLbj5wD8AzFviwC2n/436NvkUTYB9HMwjNjMf1lbsFTVvp74V++gY85lwW9X9UkhaDYVGSFtcPaXrMnkczGuNvq+oHi/A4R9J8kf9qkrfTjEC5Gc05hQcAj66qqxeywSSvo+mFOZ5mVM47An8LfK+q1rVl/gY4KslmwCdpwtXtaM5TPK+qDquqK5IcDPxLks+0db0CuDfN6/EvNAPPfAP4tzSXgzgTeBjNYCZvWmgPX1V9Jck3gPcmuQ03jYZ6s0t6JHkuzbly/wX8ArgNTU/pr5i9F3RDHEpzaO5Xk7yFJsS8giaQvW6Mj3Mzw+xDmjb6/CRPAH4GXFFVZ9GEm1ck+Qea4LUfzYBAC/FD4E+TPILmcNKLqurcWcqO9TWqqh8n+ShwaDva7mntc3hkW+TGttxlSU4B/j7JBTRt+Jk0PeHjNPb/UUlabIZFSVpc76c5z+uNNJcr+Dnt5SLGqaquS7I/zaUGDqTpFbuK5sv/Mdx0SOhCfJMmWLyD5nyyX9MMxvGPPY/7X0keSDOi4/tpepEuBE4BPtFT7l1JLqTpPTySphfnRzQBgaq6sb0MxxtpAsKtaXotX0JziYgN8X9ozkF7E81gN0cDL6C5fMeM7wMPbcvcluZQyG8Af11Vv9nAx+2oqtPTXFPzDcCHaAZOOQV4UN38shnjNu8+pDksdTea/bc1TQ/fPjQBbRvgxTTn7Z1Ic35n7+Au8zkYeB/NDwlb0Dz3pw8quEiv0YE0P0y8nCaYHUdzLuIXaC7tMeOvgPfQXIrkN219X9SWG4tF+h+VpEU1M8S4JGmVar+gHw88GDixqq6faIWkRZTkpTSHpa6pqvPmKz8J7SipT6UZPGrXdiAmSVpy9ixKkmYcC80gJnMcKigtG+3hr/eguUTKjcCf0lx78pNTHBQfAHx90vWQJLBnUZJWvXYQkd7r5p0+4BIW0rLTXgLlLcDdgK2AX9IcHv2aqvrtJOs2m3aApbv1zPpBO/iSJC05w6IkSZIkqWOjSVdAkiRJkjR9DIuSJEmSpA7DoiRJkiSpw7AoSZIkSeowLEqSJEmSOv4/YqqslsSdxo0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% plot the accuracy as a function of time\n", + "plt.rcParams['figure.figsize'] = (15, 10)\n", + "plt.rcParams['font.size'] = 16\n", + "\n", + "binSizeInSeconds = 20\n", + "timeBins = np.arange(0,60*(4*12+3*5),binSizeInSeconds)+0.01\n", + "attemptsAsFunctionOfTime, b = np.histogram(data['secondsFromGameStart'], bins=timeBins) \n", + "madeAttemptsAsFunctionOfTime, b = np.histogram(data.loc[data['shot_made_flag']==1,'secondsFromGameStart'], bins=timeBins) \n", + "attemptsAsFunctionOfTime[attemptsAsFunctionOfTime < 1] = 1\n", + "accuracyAsFunctionOfTime = madeAttemptsAsFunctionOfTime.astype(float)/attemptsAsFunctionOfTime\n", + "accuracyAsFunctionOfTime[attemptsAsFunctionOfTime <= 50] = 0 # zero accuracy in bins that don't have enough samples\n", + "\n", + "maxHeight = max(attemptsAsFunctionOfTime) + 30\n", + "barWidth = 0.999*(timeBins[1]-timeBins[0])\n", + "\n", + "plt.figure();\n", + "plt.subplot(2,1,1); plt.bar(timeBins[:-1],attemptsAsFunctionOfTime, align='edge', width=barWidth); \n", + "plt.xlim((-20,3200)); plt.ylim((0,maxHeight)); plt.ylabel('attempts'); plt.title(str(binSizeInSeconds) + ' second time bins')\n", + "plt.vlines(x=[0,12*60,2*12*60,3*12*60,4*12*60,4*12*60+5*60,4*12*60+2*5*60,4*12*60+3*5*60], ymin=0,ymax=maxHeight, colors='r')\n", + "plt.subplot(2,1,2); plt.bar(timeBins[:-1],accuracyAsFunctionOfTime, align='edge', width=barWidth); \n", + "plt.xlim((-20,3200)); plt.ylabel('accuracy'); plt.xlabel('time [seconds from start of game]')\n", + "plt.vlines(x=[0,12*60,2*12*60,3*12*60,4*12*60,4*12*60+5*60,4*12*60+2*5*60,4*12*60+3*5*60], ymin=0.0,ymax=0.7, colors='r')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "10128a19-6e30-4147-82f7-a0b1eede5e6b", + "_uuid": "dad0e64fe43c824b4175d804451d64ab4eb9795a" + }, + "source": [ + "### Note that the accuracy of these \"last second shots\" is consisently lower than usuall\n", + "This is probably due to the fact that a large amonut of these shots are from very far away" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "cf6bdb1e-a890-4d4a-a808-0bdf29fe7ffa", + "_uuid": "eaf01bf6146e7112288063036556056213634b7b" + }, + "source": [ + "## Now let's continue our initial exploration and examine the spatial location aspect of kobe's shots\n", + "we'll do this by building a **gaussian mixture model** that tries to summerize Kobe's shot locations compactly" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:49.728616Z", + "start_time": "2021-05-25T07:00:25.384367Z" + }, + "_cell_guid": "d73108f1-2c6c-4e86-b4e9-b85618dd3426", + "_uuid": "289391fd173162d8d683bb2934e41954da5a19ed" + }, + "outputs": [], + "source": [ + "#%% cluster the shot attempts of kobe using GMM on their location\n", + "numGaussians = 13\n", + "gaussianMixtureModel = mixture.GaussianMixture(n_components=numGaussians, covariance_type='full', init_params='kmeans', n_init=50,verbose=0, random_state=5)\n", + "gaussianMixtureModel.fit(data.loc[:,['loc_x','loc_y']])\n", + "\n", + "# add the GMM cluster as a field in the dataset\n", + "data['shotLocationCluster'] = gaussianMixtureModel.predict(data.loc[:,['loc_x','loc_y']])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "9fa59ef7-dc2d-400d-b3fc-8e16331452db", + "_uuid": "aa6ae759fb7da71a35d31a940ec9016d3ccac214" + }, + "source": [ + "## Define some helper functions\n", + "the function **draw_court()** is shamelessly stolen from **[MichaelKrueger](https://www.kaggle.com/bbx396)**'s excelent [script](https://www.kaggle.com/bbx396/kobechart))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:52.812963Z", + "start_time": "2021-05-25T07:00:52.784963Z" + }, + "_cell_guid": "751a1e14-3194-4226-b097-0fa7aa1f0f88", + "_uuid": "996dc03da4ea0a4d4976cd285af68b498381d007" + }, + "outputs": [], + "source": [ + "#%% define draw functions (stealing shamelessly the draw_court() function from MichaelKrueger's excelent script)\n", + "\n", + "def draw_court(ax=None, color='black', lw=2, outer_lines=False):\n", + " # If an axes object isn't provided to plot onto, just get current one\n", + " if ax is None:\n", + " ax = plt.gca()\n", + "\n", + " # Create the various parts of an NBA basketball court\n", + "\n", + " # Create the basketball hoop\n", + " # Diameter of a hoop is 18\" so it has a radius of 9\", which is a value\n", + " # 7.5 in our coordinate system\n", + " hoop = Circle((0, 0), radius=7.5, linewidth=lw, color=color, fill=False)\n", + "\n", + " # Create backboard\n", + " backboard = Rectangle((-30, -7.5), 60, -1, linewidth=lw, color=color)\n", + "\n", + " # The paint\n", + " # Create the outer box 0f the paint, width=16ft, height=19ft\n", + " outer_box = Rectangle((-80, -47.5), 160, 190, linewidth=lw, color=color,\n", + " fill=False)\n", + " # Create the inner box of the paint, widt=12ft, height=19ft\n", + " inner_box = Rectangle((-60, -47.5), 120, 190, linewidth=lw, color=color,\n", + " fill=False)\n", + "\n", + " # Create free throw top arc\n", + " top_free_throw = Arc((0, 142.5), 120, 120, theta1=0, theta2=180,\n", + " linewidth=lw, color=color, fill=False)\n", + " # Create free throw bottom arc\n", + " bottom_free_throw = Arc((0, 142.5), 120, 120, theta1=180, theta2=0,\n", + " linewidth=lw, color=color, linestyle='dashed')\n", + " # Restricted Zone, it is an arc with 4ft radius from center of the hoop\n", + " restricted = Arc((0, 0), 80, 80, theta1=0, theta2=180, linewidth=lw,\n", + " color=color)\n", + "\n", + " # Three point line\n", + " # Create the side 3pt lines, they are 14ft long before they begin to arc\n", + " corner_three_a = Rectangle((-220, -47.5), 0, 140, linewidth=lw,\n", + " color=color)\n", + " corner_three_b = Rectangle((220, -47.5), 0, 140, linewidth=lw, color=color)\n", + " # 3pt arc - center of arc will be the hoop, arc is 23'9\" away from hoop\n", + " # I just played around with the theta values until they lined up with the \n", + " # threes\n", + " three_arc = Arc((0, 0), 475, 475, theta1=22, theta2=158, linewidth=lw,\n", + " color=color)\n", + "\n", + " # Center Court\n", + " center_outer_arc = Arc((0, 422.5), 120, 120, theta1=180, theta2=0,\n", + " linewidth=lw, color=color)\n", + " center_inner_arc = Arc((0, 422.5), 40, 40, theta1=180, theta2=0,\n", + " linewidth=lw, color=color)\n", + "\n", + " # List of the court elements to be plotted onto the axes\n", + " court_elements = [hoop, backboard, outer_box, inner_box, top_free_throw,\n", + " bottom_free_throw, restricted, corner_three_a,\n", + " corner_three_b, three_arc, center_outer_arc,\n", + " center_inner_arc]\n", + "\n", + " if outer_lines:\n", + " # Draw the half court line, baseline and side out bound lines\n", + " outer_lines = Rectangle((-250, -47.5), 500, 470, linewidth=lw,\n", + " color=color, fill=False)\n", + " court_elements.append(outer_lines)\n", + "\n", + " # Add the court elements onto the axes\n", + " for element in court_elements:\n", + " ax.add_patch(element)\n", + "\n", + " return ax\n", + "\n", + "def Draw2DGaussians(gaussianMixtureModel, ellipseColors, ellipseTextMessages):\n", + " \n", + " fig, h = plt.subplots();\n", + " for i, (mean, covarianceMatrix) in enumerate(zip(gaussianMixtureModel.means_, gaussianMixtureModel.covariances_)):\n", + " # get the eigen vectors and eigen values of the covariance matrix\n", + " v, w = np.linalg.eigh(covarianceMatrix)\n", + " v = 2.5*np.sqrt(v) # go to units of standard deviation instead of variance\n", + " \n", + " # calculate the ellipse angle and two axis length and draw it\n", + " u = w[0] / np.linalg.norm(w[0]) \n", + " angle = np.arctan(u[1] / u[0])\n", + " angle = 180 * angle / np.pi # convert to degrees\n", + " currEllipse = mpl.patches.Ellipse(mean, v[0], v[1], 180 + angle, color=ellipseColors[i])\n", + " currEllipse.set_alpha(0.5)\n", + " h.add_artist(currEllipse)\n", + " h.text(mean[0]+7, mean[1]-1, ellipseTextMessages[i], fontsize=13, color='blue')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "d98edf27-409f-4e8a-9eb9-5af925bdf290", + "_uuid": "97c5544ea57a6eecdd42818d16705e06445fd952" + }, + "source": [ + "## Draw the 2D Gaussians of Shot Attempts\n", + "Each elipse is the countour that represents 2.5 standard deviations away from the center of the gaussian\n", + "Each number in blue represents the precent of shots taken from this gaussian out of all shots" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:54.406534Z", + "start_time": "2021-05-25T07:00:54.214461Z" + }, + "_cell_guid": "af91d297-6fed-416c-904e-6ec5a3501863", + "_uuid": "bbbf548f06fb46f90e21f7d2786f1b622c3828bd" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'shot attempts')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% show gaussian mixture elipses of shot attempts\n", + "plt.rcParams['figure.figsize'] = (13, 10)\n", + "plt.rcParams['font.size'] = 15\n", + "\n", + "ellipseTextMessages = [str(100*gaussianMixtureModel.weights_[x])[:4]+'%' for x in range(numGaussians)]\n", + "ellipseColors = ['red','green','purple','cyan','magenta','yellow','blue','orange','silver','maroon','lime','olive','brown','darkblue']\n", + "Draw2DGaussians(gaussianMixtureModel, ellipseColors, ellipseTextMessages)\n", + "draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270); plt.title('shot attempts')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "8ac84036-e6ef-4fa4-9623-c8b1d6965077", + "_uuid": "65d8a1a318bd5022026771c238a501724a550ca8" + }, + "source": [ + "We can see that Kobe is making **more attempts** from the **left side** of the court (or right side from his point of view). this is probably because he's **right handed**.\n", + "\n", + "Also, we can see that a huge number of attempts (16.8%) is from directly under the basket, and 5.06% additinal attemps are from very close to the basket\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "ea222759-29c4-4d0b-a84f-2ee6ba365999", + "_uuid": "b9ae4e6ea2f5f4faea5bd4e7ea1c57cc166689b6" + }, + "source": [ + "## Show the Scatter Plot of all Kobe's shot attempts colored by the cluster assignment according to the GMM\n", + "\n", + "Just to make sure the gaussian model actually captures something" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:56.445327Z", + "start_time": "2021-05-25T07:00:55.973342Z" + }, + "_cell_guid": "e2c8a096-8644-4d76-8369-69c71404b2d7", + "_uuid": "7f207fa0ec719952af11d341416c24dead08485b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% just to make sure the gaussian model actually captures something, show the scatter and cluster assignment\n", + "plt.rcParams['figure.figsize'] = (13, 10)\n", + "plt.rcParams['font.size'] = 15\n", + "\n", + "plt.figure(); draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270); plt.title('cluser assignment')\n", + "plt.scatter(x=data['loc_x'],y=data['loc_y'],c=data['shotLocationCluster'],s=40,cmap='hsv',alpha=0.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "a2a4b01e-7422-4947-bdfa-bd8e62466bf8", + "_uuid": "cadc86606ffa752f323ea0db206789ec093c39f0" + }, + "source": [ + "It doesn't seem perfect, but definatly captures some interesting things about the data\n", + "for example, we can see that the large and very far away cluster is capturing all of the very distant shots" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "c7cd196b-baee-4f11-811f-1d33f72332bf", + "_uuid": "c8878a923cb68b18c5640bfe5e04def8e38046f9" + }, + "source": [ + "## Plot the Shot Accuracy of each Gaussian Cluster \n", + "Each blue number here will represent the accuracy of the shots taken from this cluster so we can get a feel for what are easy and what are difficult shots" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:56.825926Z", + "start_time": "2021-05-25T07:00:56.629886Z" + }, + "_cell_guid": "df7888f6-aef1-4ec0-8d64-6a8c6e777e48", + "_uuid": "55abf141eabf55bb942d63a4c9c18a2d2bbd3597" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'shot accuracy')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% for each cluster, calculate it's individual accuracy and plot it\n", + "plt.rcParams['figure.figsize'] = (13, 10)\n", + "plt.rcParams['font.size'] = 15\n", + "\n", + "variableCategories = data['shotLocationCluster'].value_counts().index.tolist()\n", + "\n", + "clusterAccuracy = {}\n", + "for category in variableCategories:\n", + " shotsAttempted = np.array(data['shotLocationCluster'] == category).sum()\n", + " shotsMade = np.array(data.loc[data['shotLocationCluster'] == category,'shot_made_flag'] == 1).sum()\n", + " clusterAccuracy[category] = float(shotsMade)/shotsAttempted\n", + "\n", + "ellipseTextMessages = [str(100*clusterAccuracy[x])[:4]+'%' for x in range(numGaussians)]\n", + "Draw2DGaussians(gaussianMixtureModel, ellipseColors, ellipseTextMessages)\n", + "draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270); plt.title('shot accuracy')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "2aae028f-9491-4893-b5ab-035c8429b4b1", + "_uuid": "a20c55c5c52fe4a7f0edca0e22f1dde1dc7e480d" + }, + "source": [ + "### We can clearly see the dependence between distance and accuracy\n", + "Another interesting fact is that Kobe not only makes more attempts from the right side (from his point of view), but also he's better at making those attempts" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "a3de5946-c687-4d60-ad25-8063f0408e99", + "_uuid": "568d63e99afd7e026f2f999847911291963e0e6a" + }, + "source": [ + "## Now let's Plot a 2D Spatio-Temporal plot of Kobe's career\n", + "\n", + "* on **x-axis** there will be **time** since start of game\n", + "* on **y-axis** there will be the **cluster index** Kobe made the shot (sorted by the cluster accuracy)\n", + "* the **intensity** will be the **number of attempts** by Kobe from that particular cluster at that particular time\n", + "* red verticle lines are the end of each period" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:57.738927Z", + "start_time": "2021-05-25T07:00:57.210931Z" + }, + "_cell_guid": "1542afda-c70f-4b52-9583-e14b66ced18e", + "_uuid": "c1557dd46863d66bacf5190b28f49e7d6309063f" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'cluster (sorted by accuracy)')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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caROy+UX5+H2l9X0efVmsdeV2xknHAPC1Wx8E4MontwHwpiPHxLxm2/X9fNma9nx63gmTgL59qywvPhYvjSNQ9HNf7imvUOTXj0m+3FMefbmlscHvy5ebH0d8ehozfL3NOGpsSfzlY1Jq234dPw5Mn5jF6srNjwnpeOLz58svlTsU495kt2xXT9GP0rZOdesscXWY6suPn75vtmbz2zYU+5/tyrVs/PPHvbI+1bZxW542f9aUfHrxyie5oWsHQH48Ltt+2XgAxVhVNk759f02lq3dnKdNnzCmar4fZ7w03x8XfKzF+FqM32Xj8yTXR/xY6/uG73/5siXHMF/HNz7wRNU6qd1Vrl/E3O2mi7z4GMvyUMZv66+fM6OI6/6VVcv6fpL6nG/7fqwtGz+nuPHZp6f+5eswffaAogx8e1m2djO3Z9PpzdC+Dv3xbH8brLhSP2nv6MnL4vQ69xVCsLL0Rj5e9lfAyxu4PRERERERGUIaeXIxAyj/16aIiIiIiBz06nla1LQas44AXkJ8md0dDYhJRERERESGoHqeFtVG9dOiEgOWEU8wRERERETkEFTPycVFVJ9cBOAp4GHgVr0lW0RERETk0FXPo2gvHMQ4RERERERkiGvkDd0iIiIiInIIG/DJhZl93Mz+2M/8B8zsw40JS0REREREhpp6vrk4C7iln/m3AK/Zu3BERERERGSoqufkYgawtJ/5y7JlRERERETkEFTvPRet/cwbD1S/u15ERERERA4J9ZxcPAi8umyGmRnwKvr/ZkNERERERA5i9ZxcfAuYZ2ZXmNnElJhNXwbMy5YREREREZFDUD3vufiGmb0QeBPwRjNbk82aQnxD9zUhhK8PQowNNXLEMKZPOByANe0defqkcfGKrjNOOiZPu2f5uny6vaMbgLNPnlE6f9SI4oqwKVPHx+1vLrY/Y+Lh+fTsKa0xlqai+FNMAGu3dPYby/xZU+N2prbmaT4vc46dULWO171jZ1W+/LbaO3qKbU07EoDFK590aROq1p+bLVeZl7aNWwHo6unN05au3lQa96knTIrbml5sf8WGrVVx+e37WDdtj7G0Z78BzjttVrGvrD5uvH9lntbp4hrV1P9VfbNcGaW4Fpx4dJ42eeyofDrl2+dlyepNDO+M8Xb3xjqY5NaZ7tpIysMo10ZaW5ry6VS3U1pb8jS/rXVZG4KivPz6KT6ASeNa+uyzcr9LsvryZdXa0pxP+xjKzHFtI49vs+97xfopBr/N1tHFvuZmbXuha9u+H6V26Nv+6SdNK5bN+qlvA/OydgfQ1VP0jVRevr0tWdOeT4/P4vLl6mMtU9ZGfPw+lkVtG2OeXBtKaTHWoj5mZWPOWteffD9L5TI7W65lWxc9vbvyeKdkdbDErXO6G39Se5/i6qqrtygr355Sfnx8XioDP9+PlamOy+oVirr1/XHk8KLvpjHJjx2zaoxvqbxSufj1fQy+XJtH9D9OnOWOEWlbXTXKLdXtZDff962FJeP+Wte3fRmmPuPHap9vn4fKdfx+/bHMl5Xv/5Oz9fx8f7xK+5o5udiWz1fz8GEcZr2MGTmCeccfBfRt2ymuyS6+TW58Sn1vxfotVXmqlNr4/FlT8jR/3Elj+E0PrCydn8bVbldvfcaErM+k4y70Hd/Ssp3uuDvXLev7aSrPsuNinB/LwLcBPz6kMvKfN3zfSP3Ut2FfL76803p90tx6ix/f2Cd/AGs3V7cxf4z0bTDl1R9r/LKp7fv+6PPly/ivnxP7XJvr876fpf36OmxtaWJ41474x65QFQtUj1/dveXviW4efli/8/0xIvWjvvuq5vuW327a1+74dfz+/Xb9dNl6e6OeN3QTQjjHzH4K/D1wQpb8O+B7IYQfNSQiEREREREZkuo6uQAIIfwA+MEgxCIiIiIiIkNYPS/RG25mY/uZP9bM6j5ZERERERGRg0M9N3RfDNzbz/zfAZ/du3BERERERGSoqufk4uXAj/uZ/2PgjL0LR0REREREhqp6Ti6OAR7tZ/5j2TIiIiIiInIIqufkoof42NlaJgONeYaViIiIiIgMOfWcXCwG/tbMmipnmNkI4HXAAw2KS0REREREhph6Ti6+AjwT+D8zO9nMmsxshJmdDPwfcGK2jIiIiIiIHILqeUP3j83sM8AHgN8AIfs5jPiG7s+GEK4ZlChFREREROSAV+8buj9kZtcD51C8ofth4KoQwu8aHJuIiIiIiAwhe/KG7t8R32khIiIiIiKSO6TeqG1A0/BhTG5tAWBNe0c+r317NwBLVrcXaR09+XRa57I7l+VpU7K0ym1Nn3h41b4XLl+XT7e2NPe7zrrNMX1TFhNA6+jmYl/Z/MUrN+Zpc6ZNqIp71IhhpfH5fLV3dPeJyacB3JPF7dfp7Okt3VY+f8fOfHrKuFhGK9ZvKdJcuc04qnjp++KVTwKwdktn1TYBurL9puVi3E1uOuZhhivLL9xUPGPA7zdfx5Xr+Gx65HBXbpuLcvN1OH1C3Mc9Lm3y2FH5dCqXRW0b+6T17gp99t/dW5TVsjXtVfE1u1h8vudMOxKAJas35Wmjmob3u97MyeNK56e278ui29VhMnvq+Hy6rD35uvDK2k7Z/gHmTo/teMWGrXlam5tOJru69PV14wNPVMU30pVLakM+L2vdsn493zaTF82emk9//baHAJjk6t3XZ+rHnT1Fms9rWnaWi8W3sVRGPj4ft+//nSX1NWlcUUabsjpo2xjLsitbPtXzHUtXAzDvhEn5OkvdWDhramtVLL4OiiWL+uhy44TvR6mOfXtO/QngpgdWVqWV8fF5zdm458e/rp7q8oGizY5sKpalCDXPQ612kcboPmO16wczsjz448qCWUUbuvb3K6ry4uugebXrJ1kd+rE0laWfP9m1975jfU9VXsqUjenQd/xM+fXHiuvuXZFPn3FSfCq9H39Pdflq7+imd+cuOrp3sNSNYX5+5fZ9XKlv1BpzUjsHmJ7SauQr9Tl/DOw73VSV5refxt11m8vLNS1baxzw427K7+ysv0Hffp74McMfY5Lxbpu+H+afPVyZ+zHFH0/ysWxlsV3fJ9OYszgbO6A4Lvnt+v377afPPL4sfH03u/6b+PHRl+f1WT/yY17f7ca69224beM2isj6LldL8/Dy25RTG+juLV+/bLu1lq3VpgcqxTLKbcbv329/d/ndG3WdXJjZcOCvgVOA8VTfEB5CCG9tTGgiIiIiIjKUDPjkwsyOAG4H/oz4JUDIfuOmA6CTCxERERGRQ1A9j6L9JDALeBtwPPFk4uXAbOBq4n0YR9ZcW0REREREDmr1nFy8ArgyhHA5kC763BlCWBZCOAfoBD7T6ABFRERERGRoqOfkYjLFU6LSfTAj3fzrgVc1ICYRERERERmC6jm5eAoYnU1vBXYAx7j5O4g3eYuIiIiIyCGonpOLh4ETAUIIu4BFwLlm1mxmLcCbgMcaH6KIiIiIiAwF9Zxc/Bx4jZmlByh/gfhI2qeA9cDJwCWNDU9ERERERIaKet5z8Wng8yGEboAQwg/MrBc4B9gJ/CiEcM0gxCgiIiIiIkPAgL+5CFF3Rdq1IYSzQwiv3ZMTCzN7hpldZGYLzWyDmW01s8Vm9iEzG12y/Ewzu97MNpnZdjO7y8xeVO9+RURERESk8eq5LGownAdcADwKXAT8P2AZ8Z0ad5vZqLSgmR0P3A2cCnwuW3YMcLOZvWQfxy0iIiIiIhXquSxqMPwI+EwIYbNL+28zewT4EPFt31/J0j8DtALPCSEsBjCzK4EHga+a2awQQthXgYuIiIiISF/79ZuLEMK9FScWSbrE6s8AskukXgXckU4ssvW3Ad8EngE8d3CjFRERERGR/tiB+M9+MzsD+BlwUQjhY2Z2KvGSqE+FED5csexLiU+yOj+E8NX+tjvLLCycdiQPnPMCABYuX5fPG9k0DICznj0jT/vCzQ/k0+968TMBaO8objtZsro9nz7jpOKVH4se35gt25OntW8v1mvbuBWA00+alqctXrkxn25tiQ/kGjliWBH7lNZ8+vK7lgHwhlNPyNPucXnJ8zS8WH/JmiLWs55T5PGOpasBmD7h8CLWjj631lTlxW83ectpM4t9uXJJ2588Nr/CjZFNxRdmrS1Nbjrmu2tHb57WtWNnVQyTxxXbumPJ6nz67+bF8rjpgSdKtz/vhElAZb0Xsdz+0KqqfC048egilp4irrSeT/Ouu68NgA+8cm6etnT1Jl55Y2xT33zB04G+5b62vSOfvvb3KwA429XVjQ+szKfPOjmmL2or2k1qV9C3vmZNbc32356n+faayt23oa7eotxT2/N14fflyziZ4fK1wi07e2p8FY4v6znHTsin127uqFp//uyp+fTXf/EQAB8/++Q8bfHKJ/Pppas3ATC5taUqfoDxo2Ne17iy9v1s7ebOfDrVrd+Wr6PWbFszJhaxXnXP8nz61Ky9+bK+5OY/5NNzph1ZFf+K9Vvy6VTHNevV5SvVTdonwNd+8WA+fVFWXkuzcWDm5XcxZuRwdv77K7N9bIt5dX3rdte3die1IYDrsrbrzXV1nPbhy9rXQcrLgllFvfuxeEHWHnx79m1wUVaevixSu4CiXKFo837Zy+5clk+nuvNtf/HjJWN1UxF/2VhZ1kegaENL3fg87/ij8unUXn2sk8cV7dFPX37nUgDmTi/K2o8vadyb5/Lq29btD8X69uXjx7fblxbtIfWDM9wxzJdBsmJDsX1/vFqyup2X3bCI4YcZd7/2eQBcvXB51fq+XZWNOb4/emXjth/rfT/Lt+nK2tdHOnbNOGpsnubHjxSXL+spbsxIsfrjoo97wYlFO0/mu7bvx4e0r03u88QU1wZSHfhy88fzVB8L3JjqY73RHTvTPnzfaNvgx6I43+d7kYt1fJZvX1a+bc6ZFqcvuano277tpTHh1OOL/S9yn5N8P0tjynW/b8vTfNypDfh1rv39Cr62Ko4LZ2ZtY92WYkyaOXlc1b58P/bLdmbb9+Xe7Y6hnSWfE7p7d+XTfT8HNWXr+M8+RR2OymL1efHrl+3LG+X6QXM2PrV3dPPzLJ4X9rt2tRCClaXv73suqpjZMOAjxLeAX5Ulp55Q/emvSDu6ZB5m9g4zu9fM7m1ooCIiIiIi0scBd3IBfJF40/ZHQwjpX0jp1Lr6X+rQVbFMHyGES0MIJ4cQTi6bLyIiIiIijTHgkwsz+6aZnTKYwZjZJ4DzgUtDCJ9xs9L3as3VazGyYhkREREREdkP6vnm4lzi42H/aGbvNbMjGxmImV0IfBi4HPjHitnpYs+yS59SWtklUyIiIiIiso/Uc3LxNOLjYUcAXwD+ZGbfz26o3ivZicXHgG8Dbyt5pOwfiJdEnVqy+rzst+6pEBERERHZj+p5Q/faEMJ/hBBmAvOBHwCvBG4ysxVm9hEzO6bfjZQws48STyy+A5wXQthVuUz2yNkbgPlm9iy37hjgbcAjwG/r3beIiIiIiDTOHr1EL4RwJ3CnmZ0PvJ74srsLgY+a2S3ApcBPdvdSOzN7N/BxYCVwK/AGsz5PtVoXQrglm/4A8GLg52Z2CbAFeDvxsqhX6AV6IiIiIiL7196+oXskMDb7MWA7cArwcuBBM3tdCGFJP+unF99NI14SVemXwC0AIYTlZvYC4D+A9wNNwH3A6SGEW/cyHyIiIiIispfqfhStRa8ws2uBPwGfAzYTL0+aCkwhfqMwBfhGf9sKIZwbQrB+fuZXLL8khPDqEEJrCKElhPAXOrEQERERETkwDPibCzM7HjgPeDPxxGEL8fKnS0MIf6hY/DIzawE+36hARURERETkwFbPZVGPZL/vIT416poQQlc/y7cBa/YwLhERERERGWLqObn4EvCNEMKDA1k4hPC/wP/uUVQiIiIiIjLk2KH0kKWZZmHZ7KnwsbMAeMtXbsnnjWyK51kjRwzL07p27MynzzgpPmX39iWr87TZU1rz6baNW/PpNe3xZeGto4sXik8Z15JPT594OABX37Pc7b/Y74wJh/fZDkBXbxHL5GxbPr6unt6qvMyeWsQ3Z9qEfPrfrlmYT5/5rGlxneHF/m9fWuRxxfotAJx98ow8bdHKJ/Pp1pam7HeR1xQ/wI0PrATg1BMm5WmdLm4vLfP1XxTnr5Nbi3Kbm+WhvaM7T9vU0ZNPT8mWvf2h4n2Kfr9pW0tWt+dpa9urX+zu9zk+yx+U18cHXjk3T7v+vrZ8+rp7VwAwz+1/6epNXPJ4LLvPPuuYLC9F/NNduS1dvalqfqer4xlHjQWK8gfo6inKdfHKjfn0pKy9+Da4ZnORl+6sPvy2/H59eZRJZeiX8+3RS8v4cl9TUgd+/2e5tpe2u2RNe57m85X66dotnXmaL9fUNvz8Wa4fj3L9/7asr889tug7fWOM7dC3fS+1x03bi/bqtz8n2+6N96/M08ri8v3ct31v7rTqGK9eWIwvqQxTu/zGus1MOHwkV542C4DJY0fF364OfR1dl7VtX69+2QWzpubT9yxfBxRtFPqWQeqTfvx7/akn5NNfuOmBuP7Eot78+JT6no9vwYnF+1VTHft6nzu9KJ8UHxRj1Qo3fvsxI+3Xj4m+n6Vxe/bU8Xmab09tG7b2Wa4y7jSW+vx98FXFmPLRa/t/fZPfVsqv78e+PaV8lfW3mIcYt+97vqzK6t63fR9Lmu+Pi33iau/gksef5IgxzXx/wYlA3/aa1vfl4tdP/b/b9Y35s4s2eIc7Ts+ZdmSfdaBvn16Y5dGPMz7fZVJ/AVic1WHaT+X6b3j+0wFY1FaMyb7vpLEeivJccGKRF79eavu+3P2YkNqhX2e660drs3H/jJOm5Wm+3H2fSX2jTxvorT52pzG3atmsn/i83vRAMdalfdU6xp2XjU2+3v1nj7muvH0eEl9GqR2+fl4xztz4wMr8eLzAqvfvdfdWvSGhT1zNWTv1deHX8cuW8WXQPDzeCj2qqfjff1lcfvtpHZ8+fcKYPK1t47bSZdM+2jt6uD1LW+D2kZYty38SQrCy9LqfFmVmzwPOAo7Lkh4Drg8h/KbebYmIiIiIyMGjnhu6hxFv4D6X+NhZ79/M7Eri27XL/y0tIiIiIiIHtXoeRfth4C3AT4DnA63ZzwuAnwJvypYREREREZFDUD0nF+cBt4QQzg4hLAwhbMl+7gkhnAXcli0jIiIiIiKHoHpOLo4ifkNRy/XZMiIiIiIicgiq5+TiYWByP/OnZMuIiIiIiMghqJ6Ti88A7zazZ1XOMLO5wLuATzcqMBERERERGVpqPi3KzD5akrwCuNfMfg4szdJmAy8F7gee0fAIRURERERkSOjvUbQX9jPvjOzHezYwF/jEXsYkIiIiIiJDUH8nFzP6mSciIiIiItJHzZOLEMLj+zIQEREREREZ2uq5oVtERERERKQmnVyIiIiIiEhDWAhhf8ewz8w0C99rHs7bJ40DoHnEsKplunfszKf9/FHZdNvGrXnavBMm5dNLV7fn0509vXGdpuKqM7+ttI/WlqY8baRbdsX6Lf2uP2VcCwB3LF1dkkuYNHYUAKe6+JasKeIb5bbV6fJbZlm23swprXna+NHN+fSm7d1V22zv6Mmn50w7EoDr72vL02ptqysrt8mtLXmaL9dUXn7+2vaOfHpJtuwUN7+sjGe5/S9+fGM+ncqiPcsTwIyjxlImxdra0lw6/57l6wCYPvHwPK1tw1auzbb97qPHx311FPvq7KmuC7++l9qQX9/b3bbWbS7KrW3jNgBOOf6o0vnJpHEtpfNTfad2B9DdW+zfl9GarL5mT20tYnVtMOXL97PUhvz6vo79+rOzuvXt3Ut169f3+3r9vBPy6RVZum9jvm2nPjnDlWtZe1288sk8rVbbL9bflE/PmTYBgDWurGv13RTDig1FXnwdnX7SNACuu3cFANdu72bq+BauPG0WAFfd/QgAc6dPKM1rau/TJxR5XbulM58eObyIa0mWB993fD9MMU5x7anLtZe0j9sfWlUaS2o7fsz0+0/jg683X4Z+v6n/lJUlFPXp24iX2uYSV+8LTpxa5Kunuj378SuNnz6mWrGmbZQdt6BoT5NdP0zjEPRt83n8xxb1ffU9ywEY1VRs3/fddFzz/DHGt/MU4zLXD+fPKsrlxgdW8vPeXYwd1cQFxx7ZJ39Q3vb9uJzGF98ufBsr48dEX0eL2uIxoNX1Rx93GtdqjWmpDVy9cHmedkbW36Bo212u/Godd9P45/uZz9eNDzxRFf9CV8dpjPbjxIITj86nUz/3ny18vfo8zpoaj1GbtpcfY1LbXOLGLF+GKS9++60lY56P1ffpPM31bT9O+PJM7cCXlW/ba7N21OXaQGqDAK/O1utbFrvy6ebh8f/wvtx826tcrj9pu35Zv6/U3ta58bVsH74N+mXTfL9Nr+w43dnTm5fFC3ebg75CCFaWrm8uRERERESkIXRyISIiIiIiDaGTCxERERERaQidXIiIiIiISEPUfM+FmT22B9sLIYTj9yIeEREREREZovp7Q/dKoPJRUk8Djge2AOnk4zhgLPAo8KdGBygiIiIiIkNDf2/onu//NrNnA7cC7wX+O4TQk6U3Ae8CPgK8brACFRERERGRA1s991x8HvhBCOFL6cQCIITQE0L4IvAj4D8bHJ+IiIiIiAwR9ZxcPA9Y3M/8RdkyIiIiIiJyCKrn5KITOKWf+acCXXsXjoiIiIiIDFX1nFxcD7zJzD5qZmNSopmNMbOPAedky4iIiIiIyCGov6dFVfp/wLOAC4EPm9maLH1Ktp37smVEREREROQQNOCTixBCu5k9HzgPeDXxEbQAtwA/AS4PIexofIiNNaZ5BHOmHQnAPcvX5emnnjAJgAUnHp2nXX7n0qr5I5uKIluxYWvpPmZPHQ/A5NaWPK29ozufvv2h1QC0tjTlaZPHjqqa7urdmad19RTTaVsXnH5SaawzjhpbFau3pr2jKl9tG4u8zMriB+jeUew3WbF+Sz6dyuv2h1blaf/i4rrxgScAOP2kY0rz4qXyGDl8WJ42f/bUfPr6368AoNPFNGVcUcYLTozLtnfkzxvI8+djbN9e1IVfNtXX7CmteZovw66e3qr1fB3PzdoVwJLVm6r2P2VcC2MfjufkzSNiHn1ZL83WAZiU5Wvd5qKuWlua3XQsq+kTDq/aJ0CzK8PW0XE9X5eTXLl1ZvXR5tqzb5upPS1q25inzZ7aWhWX378vV9/eUrw+zS87d/qEGP+IYVXrQHmb9m13fJbXUW59X0dLszLw2/nr58zIp33bSu3ULzv/2An59OLHY3ksXd2ep81y5ZLMc+v7vEzJ4vLlNs+1l7J+0lnSH/2yvm3PmVbE+rnXxStaF2Uxj+zppXdnYJNbvnKfvh++ft4JAHztFw/maamsAda4dprGBD/meanP+vm+ba/N2sZs1zdSu4CivHx8a7d05tOpn09x9T5jYlHu3sjeWDe+jv12Uzv9uyz/0Lefprhff2oxv8vV0aINRZ8pMzdrT99fuDxP8+O673OpHfv4/PhydbYN38b8/FRGfcYxV/9p3Pbt0R8jR7kySuODP0b5tp9i9OPzyKYi7imtLTS1d7ArhLxNd5a0d9+PZ5fkZa0bRzpdvnzdpzrsO3666awd+zbiy6U7y2OfMdWNj0vWtFft05dbWtbP93we0xjsj3tpnIFi3PWfPcrGDN8f/fE6tYdasVx257J8On0O8Xn1Ugx+W36sTWXsx2c/3qR8+3XKxrxa44gfC9NnulQX0LcOE98Gu3t3sat0y3uuu3fgW/RtcJ0bv7p7y8f4JPVDv07z8OqLkHya35ffvj/2Nros6vnmghBCL3Bp9iMiIiIiIpKr556LnJk1m9nR2TsuRERERERE6ju5MLNnm9ltwFbiG7z/Iks/ysx+YWYvGYQYRURERERkCBjwyYWZzQHuAo4HrvTzQgjrgVHAmxsZnIiIiIiIDB31fHNxEbAaeCbwfsAq5v8CvURPREREROSQVc/JxV8C3wghbANCyfyVwNSSdBEREREROQTUc3IxEtjcz/yxexmLiIiIiIgMYfWcXDwKPKef+S8CHtq7cEREREREZKiq5+TiKuCNFU+ECgBm9j7gdOA7exOMmbWY2WNmFszsKyXzZ5rZ9Wa2ycy2m9ldZvaivdmniIiIiIg0Rj0v0fs88FLgZmAp8cTiEjObCEwmvqn7a3sZz0XAxLIZZnY8cDfQC3yOeInW24GbzeyMEMKte7lvERERERHZCwP+5iKE0EM8ufhXoBPoAp4BbAT+DXhlCGGP3yBuZs8G3gt8rMYinwFagZeHED4TQvga8Sbz1cBXzazy6VUiIiIiIrIP1fUSvRBCbwjhkhDCySGE0SGElhDCs0IIF4cQevc0CDMbBnwDuAm4tmT+aOBVwB0hhMUunm3AN4knOc/d0/2LiIiIiMjeq+clepeZ2Sn9zH+emV22h3FcAMwCzq8x/ySgGbinZN7C7LdOLkRERERE9qN67rk4F7gV+E2N+TOIb+g+r54AzGwG8HHgohBCm5lNL1ksvT9jVcm8lHb0bvcFbOveweKVTwIwe+r4fF7bxq0AXL1weZ7W2tKcT9/4wBMAdPYUX9D49ds7uvPpNZs7AFi8cmOe1jx8WD49qilOr2nvyNOWrG6vire1pakqvrh+dbX57S9qi/tdsX5Lntbdu7OIz+23dXTMY/v2In6/r7TdPuu4uL6fldf0CYfnab4MU1n7+LwprS2l203as/UB5kybAMCND6ws5rv9pryMH13U21V3P5JPpzLo3FGUha/PTVkZdLk0v2zbBl8HWX6KUPpYt6UTgKVr2vO06RMOpykrh+5su6muAGZPbc2n71m+rmqbvg6Kcitiatu4LZ9uHl7832BUFovPq29DPr1Makd5niviS7G0d/S4/RfL+u2ncvHtxa+3dPWmqjTfNlO6729zjp2QT6c67Hb15qUy9Ov7fuKlfc2dXmz/izf/IZ+ePmEMAJPGFW14hWsjZWr1ycSPOSlW30d83H1izfK94MRiGLz8zqX59Nd/ER/kl/rG8GGHsa1rB4sf39gnli4X0yZX7p/+6X1A33az1rVHX8cLs7bRPKJoA20l5eLbu89XGgt9+fgxaXJWHr4s+5ZRrLfU1gBmuvbg20ba7swpRSypDULR5m9yY45vu6m8bry/mN8nlqwMfZofX9L46fdfqz2mscKX22WujpOFrm/6MWP6xBj3us1Fmu9n6RhX1i4rY0zr+Xo5/aRp+XQqw8Vu/P7AK+fm02vbOxi5PW5jVNZOfBtI2/Xb93lJdeuPGX7M8eNTarOTxo7K0xY9Xoy7qTx8G01lBfCbR9dn2y//X2wqi77HsmJ+6hs+L7XGv7SNxS6+suNxqzvGdfUU9bUkK/cZRxVvBrhj6ep8Oh1DfZofc3we1mZl7Nuj7/+pH/pxwm8rlbE/Ho8aUf05YKn77OPbgB9XE99350w7sipWP9+P22lM+aBrg+0dPRyR6nbYYXlaUlbfuztWln2GqVyvuzfePeDHJ7+vtKxPS+sMZH7ZNv2x2+83xdvZ08thJdvYG3VdFrUbo4Ede7DefwOPAV/oZ5nUysqOrF0Vy/RhZu8ws3vN7N49iE1ERERERAao328uzGwaMN0lzTKz00oWPQJ4J7C8ZF5/2z+HeJP4aSGE/k5M0r8smkvmjaxYpo8QwqXApQCzzMreLC4iIiIiIg2wu8ui3kJ8elPIfj6U/VQyYFe2/ICYWTPx24qfAWvN7IRsVvpef1yWtpH4RCg/z0tpZZdMiYiIiIjIPrK7k4vrgTbiycNlxG8AKm+qDsA24HchhCfq2Pco4jstXpH9VDon+/l/xEunuoFTS5abl/3WZU8iIiIiIvtRvycXIYT7gfsBzOxY4MchhD82aN/bgdeWpE8kvozvJuBbwAMhhG1mdgNwtpk9K4sLMxsDvA14BPhtg+ISEREREZE9MKCnRWUf4t9EfCt2Q04usnssflSyr+nZ5KMhBD//A8CLgZ+b2SXAFuIbuo8GXhFC0P0UIiIiIiL70YBOLrJvDo4kXv60X4QQlpvZC4D/AN4PNAH3AaeHEG7dX3GJiIiIiEhUz3sufgOcTHwj9qAJIbQR7/Eom7cEePVg7l9ERERERPZMPe+5+Hfgb83sLWZW+uFfREREREQOXfV8c/EFYBPxm4vPmdmjVL9bIoQQXtyo4EREREREZOio5+TiOOJjZ1dmf09qfDgiIiIiIjJUDfjkIoQwfRDjEBERERGRIa6eby6GvAD07txFe0c3AGs2D8vnjR/dDMDS1ZvytNaW5nw6rdPe0ZOnTWltyafXtFdeIdZ3/clu2RXrt1QtO6ppWElaUT1+X83Dh1Xts7t3Z9X6PlY/f86xE/LplO91m4ttdfYUy06fcHhVLD4vKa62jVuL+EYUeZkz7ciq+b5cOnt6q+L2aT7uxStjHcyeOt5tqymfHpnF6OswlRXApHFZrBuKWHy5jsri9uXm8zJ94uH5dPv2GMvc6UVZzp7aWrVfH9/S1Zvo6O7N8vJktlxx21NKg6K8J40dlaf5Mkx15Lfv+TIuaxu+jFMd++V8G1i3pbPPcpXzU3n5WHy5e6m8fdv1ZZgsXL6uah0oysXXRfcOH0usl1TXlVIdjXTteW27b/u9Vcv69nTK8Ufl06nv+P7s246PMWkdXdRLam++ru5x+S5bf/6sqaX7SrGeftK0PO32h1YV+83qZnLWnpqGHcba7Z3csXQNADMnj+uzHMCmrI37faW2ULmsbxupblNdVObF11fix5S0L99Gytq5j8W3kVNPiF+q+/4yyvXj2VNaq/br69i3nbTsWrcv316as7ykffr4fR58HXspX+2urP044KU8+m2d4er767c9GGN246Nvz2VjvZfy4OutVtxpmXku374MZ2UxdLq6XuP2O7m1haZVm/Lpyn2lcqs1jqRx0Y9Z/hjlyyCVp2+jvrzTvvz6y9a059OpjvxY7Ptxaoe+rKf0ac/Fvir3WblsGpd8G/PtMdWdj3+8iyWNpUtXF/H79VMsfhzxeVnq8p3Ky8cyyx3j8phdHY0cUV1fI2vUYUrvUy+u76Ryn3HU2KqYoG//TmW4xO1rhTvOpzwcM/3I0lj8WJJ09+4qXbY/fT+7DHz9vV3Wf45IfHtu29j/g167e3dRf277V/fJhZmNBV5CvEwK4DHglhDC1tpriYiIiIjIwa6ukwszextwMTCG4nGxAdhmZv8SQvhWg+MTEREREZEhYsAnF2b2KuBS4jcVHwEezGY9E3gPcKmZrQ8h3NDwKEVERERE5IBXzzcX/wYsAU4JIfgLuH5hZpcDC4nvwtDJhYiIiIjIIaiel+g9C7ii4sQCgOx+i29ny4iIiIiIyCGonpOL3b2VO+xNICIiIiIiMrTVc3JxP3CumY2unGFmY4Bzs2VEREREROQQVM89F/8JXAvcZ2ZfAh7K0tMN3ScAZzc2PBERERERGSrqeUP39WZ2PvBZ4MsUl0EZsB04P4Twk8aHKCIiIiIiQ0Fd77kIIXzNzK4CXgrMyJLTS/Q2Nzo4EREREREZOup+Q3cIoR34YeNDERERERGRoayel+gNA5pDCB0urRV4K3AE8P0Qwh8aHqGIiIiIiAwJ9Xxz8T/APODPAMxsBPBrYHY2/1/M7NQQwuKGRigiIiIiIkNCPScXf0F8WlTyGuKJxbuBRcD3gfcDf9ew6BrMgF0BOnt2AtC9Y2c+b+HydQDMnNKapy1b055PNw8fBkBrS1OedsfSNfn0nGlH5tPtHd0AjGoqivf2h1bl0ynd76t9e3ex37Wbs202V+0foG3j1qq8tbY0u+kY47otnXlaZ09vPu3zvXT1JgDWtOdfSDHn2AkuLz1x/yOK/a9YvyWfnnHUWABmTR2fpy1q25hPT594ePw94fA8ze/Ll1Eqt7aNxXsaJ40dVZWvxSufLGJ15U6K1ZXVbBfXkiyvno8l5THFATBpXEsRn6ujFPdat/51966oitXPv2f5Orb07uoz39eLl9J9HXZn63qpfqBvWXX3FnWcysMv2zy8eAp12oevo/aOoo2lWHz59a23nqq8+PboY0nb8POXltSL5+s7xdi2oYjPb7+sPH2+0rZ8G5nSWtRx6+girpFZHvv0PbffUa5P5GlNRVoaP2rVS+ozazb7/lCsvy5L923wxgeeyKdnT23NpzuzPu3HBr+ve7LxLeVv+LDDaBkxjJlHjukT/+0Prc6n/ViXysj3DV8uS1a3Vy3r+b6T4vLb8uvn69SY7+NKfL6nT0jrFO3Kx+T7fGr7fhzx7S3Vt4/Ft/20nl/HS8v6WHwbS/3Abz+NqVDeN9ZsLsr9sjuX5tOpH6a6hr5tJB3jfPmVHUt8H+p0xwovtW1flt6pJ0yK23f9JaVBPEZs69qRT0Pftp/alh//0nHR56HW+OmVLevrMLWNWnlJ44fvTz5fflzN57tyTXXcp2/3GdeL7aYYfHudM80dj7dXf7YY6fph6r++jvvkO9uuH0fK+lPcVvzMcsZJ0/I0f2wv49teXq5ufBvfZ3yNcfu+42NJ6/nyveruR0r3m/qUH5PbtxfbmpsNClfeVFxcs2L9FroG0H5q8bGmGMuO0ZX8sTfx65W117Lt+u2U77c8bz7u1LaXrN7EYQOIvR71nFxMAVa4v18BPBhC+DqAmV0K/EMDYxMRERERkSGk3jd0+3/VzQdud3+vAY5qQEwiIiIiIjIE1XNysQJ4OYCZvYD4TYY/uZgK6HG0IiIiIiKHqHoui7oc+IKZ/RE4GlgP3OzmnwIsLVtRREREREQOfvV8c/FfwMeAbuIN3Gelx9Ka2ZHEJ0n9rOERioiIiIjIkDDgby5CCAH4RPZTOe9JdL+FiIiIiMghrZ5vLkRERERERGqqeXJhZm81s7pPPsxsmJm9be/CEhERERGRoaa/k4eLgaVmdr6ZTehnOQDMbJKZXQAsA/6zUQGKiIiIiMjQ0N89F08HPgVcAlxsZvcCvwUeBZ4ivvfiiGy5ecCcbL1vAR8dpHhFREREROQAVfPkIoSwAXiHmX0c+EfgNcA/11j8QeCTwDdCCGsaHqWIiIiIiBzwdvu0qBDCKuAjwEfM7CjgRGAiEIANwIMhhI2DGqWIiIiIiBzwLD5h9tAw0yxcPuwwzh7dXHOZdVs68+nm4cUtKaOa4nlYe0dPnjZp7Kh8urt3Zz7d2dNbtd20vp/v05qHDyvdVtk2/Xpl87t7d1XNnzl5XD7dtnFr1bI+r2Xrez7f7R3dVeu0tjRVxVWW/8r1Uox9y7K6LNI+476aq9Jrxe/zmExpbcmn2zZuA/rmb1RTUS8+lhSjX3bGUWPz6UVtG6vWb21p5hvr4kvsn9vdm6UVZeXbVhm/r9ROp08Yk6etae9w8VXXR63tl83f3b5SWflla/WBsvbq23tZnyurFz/fb9OXoS+DYn7t/t5f3GXr+/os1inW920zxTh9wuGl8aW4/f79vnw/LbZf1JGvj7J+4rc7Z9qRcbkdMe1rqzbRtWNnPhamuHeX11r15sstbWP6xCLf6zZ3uGV3Vm3f5ytty8fi20OK1Zeln7+7NlBWRz5fZX3el2XZWD1/1tRi/y6vKd++DfuxOF+uTx8otj97ams+vWR1e1X8Pt9pvd318z7HnRHFvpataa9ax8fi+1m+ztrN+XRqY37Ze5avy9N8P5jS2sIljz9JR09v3gbLxoGyscPHVXashN0fg3e3zp6Uq4/fL5vyUqtvlfWpvsfQIo9nnHQMAItXPun2VbSHSeNi3L6/+f2mPPYZR1w/bdvgPxvE/fp68+2lfXux3yKWYrup7fpYy/LlyyLFDzA+axdrXX+u1efL2mbZuH/qCZPy6cvuXMqVT8Z+eVr2OXh3n33KPkMMZL3BUOszW0rf3Wcyr7t3F7dn0wvqjCOEYGXpehStiIiIiIg0hE4uRERERESkIXRyISIiIiIiDaGTCxERERERaQidXIiIiIiISEMM6OTCzJrN7DQze/pgByQiIiIiIkPTQL+52An8AjhjEGMREREREZEhbEAnFyGEXmAtUPo8WxERERERkXruufgh8Ldm1vD7NMzsCDP7vJktN7MuM9tgZreb2V9WLHeKmd1qZlvNbIuZ3WRmcxodj4iIiIiI1K//V1b29U3iy/tuMbMvAo8AVa9CDSGsrCcAMzsWuAMYA3wLeBgYB5wEHO2Wm5cttwr4aJZ8PnCXmT0/hPCHevYrIiIiIiKNVc/JxR+BQLw0an4/yw3rZ16Z72ZxnBRCWNPPcl8CeoDTQgirAMzsB8AS4GLgZXXuV0REREREGqiek4uLiCcXDWNmpwF/AfxTCGGNmY0ARoQQOiqWOwF4LnBZOrEACCGsMrMfAm8xs8khhLWNjE9ERERERAZuwCcXIYQLB2H/Z2a/V5rZDcSnUQ0zs0eAi0II383mPzf7fU/JNhYC5wHPAf5vEGIUEREREZEBsBAa+mVEfTs3uw74a2AD8R6OrwFNwPuAZwLnhRAuN7P3AZ8Hzgwh3FixjTOJJxX/EEK4tL/9zTQL/0O8cUSkXs3Di2cZdPfuqnudrrs+DO/6NgC26PGGxDLQOGTfO5DqaNLYUQCs/e4/xoQP/pA7/vgnjYWZWn37QKpDH2OyJ3HtyTjWCKccf1Q+fcMFpzPuizdz9/J1pW3wQCp3Gbj91bZ2117S/FFNxf/TW1uauLo9XiRz6iHazlpbmgDo7Onl51kZvLDObYQQSp8iW9eTn8zscDP7qJn9ysweMbNTs/QJWfqsOuM6PPu9FVgQQvheCOFy4C+BduDT2dOpWrLluku20ZX9bimZh5m9w8zuNbN764xNRERERETqMOCTCzObCNwLfAQ4EjgOGAUQQtgIvBl4R53778x+Xx1C6EmJIYRNwE+BycBMiqdSNZdsY2T2u+rJVdm2Lg0hnBxCOLnO2EREREREpA713ND9SeKH/VOAlcD6ivk/AV5c5/7/lP0uuxE7PTlqPLA6mz66ZLmUtqpknoiIiIiI7CP1XBb1SuBrIYT7KH9q1GPAMXXu/7fZ76eVzEtp64HfZdOnliw3L4vn93XuW0REREREGqiek4sJwPJ+5u+iuERpoK4n3m9xjpmNSYlmNoV4o/fDIYTlIYTlxEuyXmtmU91yU4HXArfpMbQiIiIiIvtXPZdFrQWO72f+XOLlUgMWQthkZv8K/A+w0MwuIz4t6p3Z7/e4xf8ZuJ34Ru4vZ2nvIZ4gva+e/YqIiIiISOPV883Fz4C3Zt8q9GFmpwBvIt53UZfs8bF/A2wDPgF8CFhGfHrUz91ydxPfDN5GvP/jE8RvUk4LIdxf735FRERERKSx6vnm4uPAq4BFxCc5BeDNZvZ24GziTdef3ZMgQgjXAtcOYLl7qP+mcRERERER2QcG/M1Fdk/DPOA3xDdiG/BG4G+BnwN/GUJ4ajCCFBERERGRA18931wQQngCeLWZjSW+f8KA5TqpEBERERGRel6i9yYzmw4QQtgSQvhdCOG36cTCzKab2ZsGKU4RERERETnA1XND9+XA8/uZf0q2jIiIiIiIHIIshLL34ZUsaLYLOCeEcFWN+ecAl4cQRjQwvoYys63EJ1GJeBOAjfs7CDkgqW1IGbULKaN2IbUcjG3j2BDCxLIZdd1zQfmbuTGzVuAVwJo6t7evLQshnLy/g5ADi5ndq3YhZdQ2pIzahZRRu5BaDrW20e9lUWb2MTPbaWY7iScW301/+x/gSeJTo76/D2IWEREREZED0O6+uVgMXEl8KtSbgLuAxyqWCcQX4C0Erm5wfCIiIiIiMkT0e3IRQvgJ2Vu3zexY4JMhhF/si8AGyaX7OwA5IKldSC1qG1JG7ULKqF1ILYdU2xjwDd0iIiIiIiL9qec9FyeY2ekVaaeY2Q1m9msze0fjwxMRERERkaGinkfR/hg4IoSwIPt7AvAwMAbozH7/TQjh+sEJVUREREREDmT1vETvZOBW9/frgbHAs4GJwG+Af25caHvPzA4zswvMbKmZdZnZE2Z2sZmN3t+xyb5hZqHGz7aSZWea2fVmtsnMtpvZXWb2ov0RtzSOmX3AzH5oZo9ldd+2m+VPMbNbzWyrmW0xs5vMbE6NZaea2ZVmtsHMOs3sXjN77WDkQxqrnnZhZlf0M5a8pmT5ZjO7yMxWmFm3mT1qZh82swP2PVASmdkzsrpbmPXrrWa22Mw+VPbZoZ7jhpmNM7Mvm9mq7DPJg2b2TjOzwc+Z7I162oWZXdjPePGvJds+6D6r1vOei4nAavf36cCvQwh/BDCz7wMfamBsjXAJ8E/AdcDFwOzs77lm9pIQwq79GZzsM3dRfTPVDv+HmR0P3A30Ap8DNgNvB242szNCCLciQ9WngaeA+4DW/hY0s3nAHcAq4KNZ8vnAXWb2/BDCH9yyRwC/Ao4CvgD8CXgD8AMzOy+EcHljsyENNuB24byxJO23JWnXAK8GLgPuAU4FPgGcAJxbZ5yyb50HvBv4KfA94rFiAfBJ4G/NbF4IoRPqO26YWRNwCzAX+DKwBDgD+BowCbhwX2RO9tiA24VzAdUvzvt9ybYPvs+qIYQB/QAbgAuy6WHETvQJN//tQOdAtzfYP8AzgV3AjyvS30N8fO4b9neM+tkn7SAAVwxguR8AO4E5Lm0M8Djxre62v/Oinz1uA8e56T8Cbf0s+1tgC3C0Szs6S/t5xbKfy9rXX7m0Ydk2ngTG7O+866dh7eKKeLgc0HbPzNrFxRXpF2fpz9/feddPv/V3MjCuJP2TWf2d79IGfNwA3pWt/56K7f4Y6CG+7Xi/518/DWkXF2Zp0wew3YPys2o9l0U9CLzJzI4knkiMIZ6FJ8cST0AOFK8nvp/jixXp3wA6gHP2dUCy/5hZk5mNqTFvNPAq4I4QwuKUHkLYBnwTeAbw3H0RpzReCKHy3TylzOwEYj3/MISwyq2/Cvgh8BIzm+xWeQPwaAjhBrfsTuJ/JY8gfsiUA9RA24Vn0Vgz6+/Y+Ybs9xcr0tPfOvYcwEII94YQNpfMuib7/WewR8eNNxA/e3yjYrtfBEYAr2tA+DJIBtouKmXjRX9XCR2Un1XrObn4T+DPgfXAV4FFxMtNkpcRv14+UDyXeDbY5yvrEEIX8eWA+rB46HgNsZNuNbP12TWv49z8k4Bm4uULlRZmv9VeDn6pjmu1AwOeA2BmU4jfaCyssazfnhw8Nmc/nWZ2i5mdUrLMc4FVIYQnfGL292rULoaqp2W/12W/B3zcyE5Gnw0syj6DeL8l/oda7WJoqmwX3gPE8aLLzO42szNKljkoP6sO+J6LEML/ZTcpvZpYWF8J2Xc32bcZfyK+zftAMRXYGELoLpm3Cni+mTWFEHr2cVyyb/2W+F/n5cQHEJxJvIb+hdk19NuIbQViu6iU0o4e7EBlv6unHajNHFrWEq+L/j2wHXgW8F7ivThnhr73ZE0FHqqxnVUUH0ZkiDCzYcBHiPdWXJUl1zMGjAdGlS0bQug2s41ovBhyarQLgHbifZ53A5uAmcTx4v+y+/GucMselJ9V67mhmxDCncCdJelPAmc3KqgGaQHKKgugyy0zpCpM6hNCqPzP4pVm9gDwKeLTzT5FbAdQ3l58W5GDWz3tQG3mEBJCeH9F0vVmdhXxP4tfB57u5u3u2KN2MfR8kXhT/gdDCMuytEaNF2l5tYuh54tUtwtCCF+sXNDMLiPe23WJmf0o+8cmHKSfVeu5LGqo6SB+ZVlmpFtGDj3/Seyor8j+Tu2grL2orRw66mkHajOHuBDCI8Qbek8ws2e4Wbs79qhdDCFm9gnit92XhhA+42Y1arxIy6tdDCH9tItS2T/h/5v4ZLrnu1kH5WfVAX9zYWa3DWCxEEJ48V7E00irgRPNrLnk66ajiV9DDakzQWmMEMIOM1sNTMiS0iOWy76WTmllX33LwaWedqA2IwBt2e/0UlmIbaPWJS5Ho3YxZJjZhcCHgcuBf6yYXc8YsIn4suGqZc2smdh+frmX4co+spt20Z+27PcEl3ZQflat55uL44AZFT9PB04D5hPvlD+uwfHtjd8R8/c8n2hmI4E5wL37ISY5AGRt4GkUN2D9gfi15Kkli8/Lfqu9HPx+l/2u1Q4C2TPKQwhriB8c5tVYFtRmDgXpcih/M+fvgKPN7Bi/YPb3VNQuhoTsA+THgG8Db0v3mDoDPm6E+J6C+4jvLaj8L/XziA+LULsYAgbQLvpTa7w46D6rDvjkIoQwPYQwo+LnGGA08eV57fT9qmd/u4b4YeC9FelvJ16/9r19HZDsW9mDBsp8gvit3Q2QPzrwBmC+mT3LrT8GeBvwCOUvypKDSAhhOXEgf62ZpZs1yaZfC9wWQljrVrkaON7M/sotO4z4fPJ24Gf7Im4ZXGY2OjvQV6bPJbaLJSGER92sq7Pf761YJf2tY88Bzsw+SvwA+R3gvFDyErM9OG5cTfzs8Y6KTb2XeEPwNcgBbSDtwsyGVzyNMqUfA7yT+A6ku92sg/KzqtV30tXPhsy+AwwPIby+IRtsADP7MvGauOuIB/r01sNfAy8qaxhy8DCzS4j/QbodWEl8N8uZxLdq/gZYEIo3rZ5APBDsID4VZguxc/858IoQws37PAPSEGb2RuJ7eCB+8G8ivtAM4PEQwnfcss8ntpc/Ed9XkdaZBLwghHC/W/ZI4jcZRxLf0L2K+Mzy+cT/aH1rkLIkDTDQdmFmc4AbgeuJHxjT06LOIz5C8mUhhF9VbPsG4JXAtyje0P1W4LshhLK3fMsBwszeDXyFeMz4CLGOvXUhhFuyZQd83Mje0H03se18ifiG7jOBs4BPhhA+MojZkr000HZhZq3ACuJ4sYTiaVFvI34GeX0I4YcV2z74Pqs26m18wD8ATw32W//qjGkY8D7imzK7iQf/L6A35x4SP8THJt+c1XsX8UPBYuCDwMiS5WcDPyH+17kD+BXwkv2dD/3sdTu4g/ifobKfO0qWPxX4BbAN2Jq1oWfX2PbRxP9ibcza2H3A6/Z3nvXTuHYBTM7qeCnxw+MO4geMbwOzamx7JPHNvW3Zsecx4geSEfs73/rZbbu4op92UTVm1HPcIN7M+xXidfbdxEcWn497k7d+DsyfgbYL4s3Z3yReNrcpGy/WAD8Cnldj2wfdZ9VGfnPxH8TXn5e+BVlERERERA5u9TwtalqNWUcALyF+hXNHA2ISEREREZEhaMDfXJjZLuJXP6WziV/n/FWIN0WKiIiIiMghpp43dF9E9clFAJ4iPt/71jAUbzoREREREZGGaNg9FyIiIiIicmir5yV6IiIiIiIiNdW8LMrMTtuTDYYQ7tzzcEREREREZKiqeVnUbm7gLl0FCCGEYY0ITEREREREhpb+buh+yz6LQkSkBjObT3xr9ltCCFfs12BqMLN3ER/HPYP4pucZIYS2/RqUVMnetn0x8GziC80+HkK4cD+GtF+Z2R3AC7M/d4YQ6nnIy6Aws8nEl44l3w4hnLufwhGRPVBzIAkhfHtfBiIih67sQ99fA1cMtQ/lZrYA+CrxLb2fJb6RdcN+DarBzOy9QPtgntyZ2XTgXOD6EMLiQdj+cODHwAji27LbgQcavZ8haCNwAXCgPO2xHXhjNv2d/RiHiOyh/f5fChERYA7wMeKLONsq5t0JjCJ+aD8QvTT7fV4I4an9GsngeS+xXq4YxH1MJ7aBNmDxIGz/uOznfSGErwzC9oeq7SGE7+7vIJIQQhfwXQAz08mFyBA04KdFmdm7zezWfub/3Mz+oTFhiYhEIYRdIYSuEMLO/R1LDZMBBnJiYWajsv+gS8bMDt9Hu5qc/T5YTwBFRA4I9TyK9lzgkX7mPwyct1fRiMghx8wuBC7P/rzdzEL2c0U2f37297lunTzNzN5lZsvMrMvM/mBmr8yW+XMzu8nMtpjZk2b2JTMbUbL/p5vZd8xsjZn1mFmbmf2nmY3eTdzTzSyQ3Z/m4r4j+/uK7O+JZnaZma0DtgNPc+t/x8zWmVm3mT1qZp82s5bK8sm2c6KZfTGLs8PMfmFmM7Nlzjaz+8ysM4v/HQMs+8PM7L1m9oCZbc3KapmZfSuVVZbHY4EXujyG7DImzOxlZnaNmT2W7b89+2fTC0v2d0cW33Fm9iMzewrYktXt7dlil1eW5QDqod9yzLbzy5LtT9/Ntk/K8rI9a0PfNrMJvn26Zd+VLbsqa0drzOy7ZftI65vZi8zsnqw+/2Rm/57NH5/Vwfps3v+a2dSS7Ywzs8+a2fIs7xvM7GozO2535bY7ZnZM1m4fz7a93szuNrM3VyxnZvZOM/t9Fus2M7vd4uWCZdv9m6wdtGfLL7PYN5v2NmYROTDU8x+0p1N8ACjzIPCGvQtHRA5B1wJTgHcAnwaWZOmPDmDddwPjgW8CXcSbqq8zs9cC3wCuBq4HXga8B1gPfDKtbGbPAW4jXuf9P8Aq4FnZdl5gZi8MIdS6HGsD8drwdwB/SXGd+LqK5W4B1gKfAEYD28zsWOC3wDjga8R/3MwHPpDt98UhhN6K7Xwb2EYso4nA+4CbzewjwOeArwOXAW8F/sfMHgoh/KpmyUUfAi4CbgD+G9hJvCn9VUAz8VK0NwKXEK/N/1RF/iH+4+kI4ErgT8DRwNuAX5jZghDCXRX7HEP8oP/rbP9HES99+zTwQeBSIK1TWZZ91FGOn8r2V7n9mvfGmNnTs+UOA75EbBtnAjfVWOVfgYXZsk8Bf5aVw4vM7M9DCE9WLD8X+KssniuBvwX+w8y6gDcTLw+7EDiB2B6vBF7i4hsH3A1MI9b7g8R+9C7gN2Z2cgjh8Vr564/Fb9duIdbl14j/PBwHnERs6/6ezO8Arwd+RPyM0Az8PXCLmZ0dQvip2+6niHXwELFNrQGOB/4G+CjQsyfxisgBJoQwoB/if9z+pZ/5FwAdA92efvSjH/2kH+IH1ADML5k3P5t3bknaKmCcSz8pS98FnF2xnd8DayrS7geWAodXpJ9Vuc9+Yr8iDqXl6cB3S+Z9L5t3ZkX6f2bpb3VpF2ZpN5A9PjxL/6csfQtwjEufSDzRunoAsd8HPDSA5dqAO2rMG12SNol4MvKzivQ7spg/OZB6HkBc9ZRjXdsHfpAt/4KK9Guy9CsGUA4vzpb9t4r01EZPcWlNxA/bu4AvVSz/hWydmS7tv4BO4FkVyx6btYkrBpDHO4C2kvSTyuIuWS71k3dUpA8H7gVWpDYLPC9b9jZgZMXy5tt2RTntNh/60Y9+Dqyfei6LepjixsUyL2Ng/2kUEWmUK0IIm9MfIYQHiB+sVocQrq1Y9lfAZDMbA/GyKeKHqKuA5uxylwlmNiFbdjtxXNtbn/d/mNlhxG8GFoUQflax7GeIHy7PKtnOl0II/t1D6b/vPw0hPJESQwgbgGXEb5t3ZzNwtJn9xQCWLRVC2J6mzWyMmR1J/AbkN8ApNVb7fI30AduLchzItocRv6X4bQjh1xWzLy5bJ5WDxUvNxmXt6H5iGZeVwz0hhN+49XuI38IY8dsPL9X107N9GPHbgTuBVRVtdzvxG5S9abupTy0ws6P6We4cYCtwfUUMrcST4ekU7fDvs98fCPGm7VzI7EW8InIAqefk4mrgZWb2CX9tpJmNMLOPEweyqxodoIhIPx4rSdtE/I9pWTrAkdnv2dnvjxMvj/E/64mXME1qQIwPV/w9kXhp0IOVC4Z4U/ga4lONKlXmNeWnVl6PLEmv9EHitxx3ZfcKfM/M3lDP9e9mdryZfd/MNhE/aG4kluGZxEvWKm0IIbQPdPv92NNyHOi2RxNP0iqVpZHdP3EH8cN9O0VbGkd5OdRqu1Bdp5Vtd2I2/TKq2+4G4j8C97jthng51aey7a/J7qf4nJk9t2LR2cDhxMvXKmO4MFsmxfF04jcR9+9pXCIyNNRzz8UlwBnEa2TfaWZLs/RZxOtt76LGf3RERAZJrSdI9fdkKav4fTG1r6PfVCN9wEIIHXu7jUy9ebUa6bkQwj1mdjzwcmBB9vMG4MNm9hdhN0/Ayr4FupP4QfyLwB+IJxi7iPc9vKhktUaVxwEj+9D9c2A58H7iyUEn8cP09yn/R17NNhpqPxmtsu3eSny3SsOFED5sZpcBryDeZ/E24P+Z2edCCP/u4thA//db/tFvNvsRkYPYgE8uQgg7zOxlxHsr3kC8GQ3if+X+A/ivUPvGRxGR/uyPDxzp6Xc7Qwg1H7M9CDYQP4A/s3KGmY0n3pS7eF8FE0LYRny53I+zGN5FfCngW4n3LkDt+nkxMJX4jo8+D/wws0+Wr1I7lDqXH8xy3ED8BmJmybyytDcAw4AzQgj5tw4WnzhW9q3F3tpA/HZk7GC23RDCY8CXgS+b2UjgZuDfzOziEMJ6Yh96BrAwa0f9eZj4D8pnES//EpGDVD2XRRFC2BFC+FwIYU4IYXT2MzeE8HmdWIjIXkgfTI7Yh/tcRPyv6j+WPbrTzIabWcPjCSHsIl6PPtfMTq+Y/X7iuHxdo/dbJrs+vtJ92W+f922U1036D3ufb0myf0TVut+ilrrawGCWY/bNwY3A88zsBRWz31eySmk5EC87q+s4OxBZ3r9HjO81Zcvs5l6JfmX3jPR5bHN2n0R6kls6YbqSmL/P1NiOvzQrXTb96bLL7rL7SETkIKCXOYnIgeB3xEtpPpT913k7sMLf8NpoIYRgZm8kPr3mgewSkAeBFuLjP88mXtpzxSDs/oPE6+KvN7OvES+nOQ14HfEyo2/3s24jLTGzhcSbr1dTPBK4h3g5T7IQeKuZfYL4ATN9sP8V8TG7F1t8n8OfiG9bfyPxEqk/ryOWh4jfRLzLzDqI/5lfH0K4rZ91BrMcP0y8XOwmM/sKMW+vIN7vAH2/abmO+K3+z8zsUmL5vZT4wICNexFDfz4EvAD4gZn9gFhHPcSnRZ1JfDrauXu47QXApWb2Y+I9JtuA5xAvjfpNCGEZQAjhR2Z2OXC+mT0b+F9ifp8GnErsR8dly/7WzD4L/Dtwn5ldQ2w7M4DXEJ8m1b6H8YrIAUQnFyKy34UQVprZecQPHl8HRhA/GA7ayUW238VmNpd4EvEq4B+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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% plot a 2-d spatio-temporal histogram of kobe's games during his entire carrer\n", + "plt.rcParams['figure.figsize'] = (18, 10)\n", + "plt.rcParams['font.size'] = 18\n", + "\n", + "# sort the clusters according to their accuracy\n", + "sortedClustersByAccuracyTuple = sorted(clusterAccuracy.items(), key=operator.itemgetter(1),reverse=True)\n", + "sortedClustersByAccuracy = [x[0] for x in sortedClustersByAccuracyTuple]\n", + "\n", + "binSizeInSeconds = 12\n", + "timeInUnitsOfBins = ((data['secondsFromGameStart']+0.0001)/binSizeInSeconds).astype(int)\n", + "locationInUintsOfClusters = np.array([sortedClustersByAccuracy.index(data.loc[x,'shotLocationCluster']) for x in range(data.shape[0])])\n", + "\n", + "# build a spatio-temporal histogram of Kobe's games\n", + "shotAttempts = np.zeros((gaussianMixtureModel.n_components,1+max(timeInUnitsOfBins)))\n", + "for shot in range(data.shape[0]):\n", + " shotAttempts[locationInUintsOfClusters[shot],timeInUnitsOfBins[shot]] += 1\n", + "\n", + "# make the y-axis have larger area so it will be more visible \n", + "shotAttempts = np.kron(shotAttempts,np.ones((5,1)))\n", + "# the locations of the period ends\n", + "vlinesList = 0.5001+np.array([0,12*60,2*12*60,3*12*60,4*12*60,4*12*60+5*60]).astype(int)/binSizeInSeconds\n", + "\n", + "plt.figure(figsize=(13,8))\n", + "plt.imshow(shotAttempts, cmap='copper',interpolation=\"nearest\"); plt.xlim(0,float(4*12*60+6*60)/binSizeInSeconds);\n", + "plt.vlines(x=vlinesList, ymin=-0.5,ymax=shotAttempts.shape[0]-0.5, colors='r');\n", + "plt.xlabel('time from start of game [sec]'); plt.ylabel('cluster (sorted by accuracy)')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "5b10fe8e-8b5f-49de-83b2-d33de33afab2", + "_uuid": "8aba5dc32adbc1c8a9762b5b4295f610a7223c54" + }, + "source": [ + "The clusters are sorted in descending order of accuracy. under the basek high accuracy shots are at the top, and low accuracy shots from half court are at the bottom\n", + "### We can now see that the \"last second shots\" in the 1st, 2nd and 3rd periods were indeed \"hopeless shots\" from very far away\n", + "It's interesting to note, however, that in the 4th period, the last second shot don't belong to the \"hopeless\" cluster, but rather to the regular 3-pointer clusters (which are still much more difficult, but not hopeless)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "5be9f296-8841-430b-b0b4-65396dec71c9", + "_uuid": "4e4fe7b5579b9f3d301033053a9ccacc4cca7219" + }, + "source": [ + "## For later analysis, we'll want to assess shot difficulty based on shot properties\n", + "(such as shot type and shot distance)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:00:58.155263Z", + "start_time": "2021-05-25T07:00:57.870930Z" + }, + "_cell_guid": "edcf54c6-fdd1-4832-8bbf-12ebf423fd60", + "_uuid": "31dab0453cb0007eb9b986a591ca0a9cf99b34ef" + }, + "outputs": [], + "source": [ + "#%% create a new table for shot difficulty model\n", + "def FactorizeCategoricalVariable(inputDB,categoricalVarName):\n", + " opponentCategories = inputDB[categoricalVarName].value_counts().index.tolist()\n", + " \n", + " outputDB = pd.DataFrame()\n", + " for category in opponentCategories:\n", + " featureName = categoricalVarName + ': ' + str(category)\n", + " outputDB[featureName] = (inputDB[categoricalVarName] == category).astype(int)\n", + "\n", + " return outputDB\n", + "\n", + "featuresDB = pd.DataFrame()\n", + "featuresDB['homeGame'] = data['matchup'].apply(lambda x: 1 if (x.find('@') < 0) else 0)\n", + "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'opponent')],axis=1)\n", + "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'action_type')],axis=1)\n", + "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shot_type')],axis=1)\n", + "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'combined_shot_type')],axis=1)\n", + "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shot_zone_basic')],axis=1)\n", + "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shot_zone_area')],axis=1)\n", + "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shot_zone_range')],axis=1)\n", + "featuresDB = pd.concat([featuresDB,FactorizeCategoricalVariable(data,'shotLocationCluster')],axis=1)\n", + "\n", + "featuresDB['playoffGame'] = data['playoffs']\n", + "featuresDB['locX'] = data['loc_x']\n", + "featuresDB['locY'] = data['loc_y']\n", + "featuresDB['distanceFromBasket'] = data['shot_distance']\n", + "featuresDB['secondsFromPeriodEnd'] = data['secondsFromPeriodEnd']\n", + "\n", + "featuresDB['dayOfWeek_cycX'] = np.sin(2*np.pi*(data['dayOfWeek']/7))\n", + "featuresDB['dayOfWeek_cycY'] = np.cos(2*np.pi*(data['dayOfWeek']/7))\n", + "featuresDB['timeOfYear_cycX'] = np.sin(2*np.pi*(data['dayOfYear']/365))\n", + "featuresDB['timeOfYear_cycY'] = np.cos(2*np.pi*(data['dayOfYear']/365))\n", + "\n", + "labelsDB = data['shot_made_flag']" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "b802bec4-fe80-41cb-a9bb-b17706dedd93", + "_uuid": "dce5e83aaff5297fedcfbfd4c73cb2d465de5141" + }, + "source": [ + "## Build a model based on featuresDB table, and make sure it doesn't overfit \n", + "(i.e. the training error and the test error are the same)\n", + "#### Use an ExtraTreesClassifier for that" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:13.243636Z", + "start_time": "2021-05-25T07:00:58.513704Z" + }, + "_cell_guid": "6fdd66b0-254d-4706-b336-891173ece13a", + "_uuid": "31f4c37291cccc898e9c72b7d9c0f92d4c39e729" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-----------------------------------------------------\n", + "total (train,valid) Accuracy = (0.67943,0.67856). took 0.25 minutes\n", + "total (train,valid) Log Loss = (0.60810,0.61076). took 0.25 minutes\n", + "-----------------------------------------------------\n" + ] + } + ], + "source": [ + "#%% build a simple model and make sure it doesnt overfit\n", + "randomSeed = 1\n", + "numFolds = 4\n", + "\n", + "stratifiedCV = model_selection.StratifiedKFold(n_splits=numFolds, shuffle=True, random_state=randomSeed)\n", + "\n", + "mainLearner = ensemble.ExtraTreesClassifier(n_estimators=500, max_depth=5, \n", + " min_samples_leaf=120, max_features=120, \n", + " criterion='entropy', bootstrap=False, \n", + " n_jobs=-1, random_state=randomSeed)\n", + "\n", + "startTime = time.time()\n", + "trainAccuracy = []; validAccuracy = [];\n", + "trainLogLosses = []; validLogLosses = []\n", + "for trainInds, validInds in stratifiedCV.split(featuresDB, labelsDB):\n", + " # split to train and valid sets\n", + " X_train_CV = featuresDB.iloc[trainInds,:]\n", + " y_train_CV = labelsDB.iloc[trainInds]\n", + " X_valid_CV = featuresDB.iloc[validInds,:]\n", + " y_valid_CV = labelsDB.iloc[validInds]\n", + " \n", + " # train learner\n", + " mainLearner.fit(X_train_CV, y_train_CV)\n", + " \n", + " # make predictions\n", + " y_train_hat_mainLearner = mainLearner.predict_proba(X_train_CV)[:,1]\n", + " y_valid_hat_mainLearner = mainLearner.predict_proba(X_valid_CV)[:,1]\n", + "\n", + " # store results\n", + " trainAccuracy.append(accuracy(y_train_CV, y_train_hat_mainLearner > 0.5))\n", + " validAccuracy.append(accuracy(y_valid_CV, y_valid_hat_mainLearner > 0.5))\n", + " trainLogLosses.append(log_loss(y_train_CV, y_train_hat_mainLearner))\n", + " validLogLosses.append(log_loss(y_valid_CV, y_valid_hat_mainLearner))\n", + "\n", + "print(\"-----------------------------------------------------\")\n", + "print(\"total (train,valid) Accuracy = (%.5f,%.5f). took %.2f minutes\" % (np.mean(trainAccuracy),np.mean(validAccuracy), (time.time()-startTime)/60))\n", + "print(\"total (train,valid) Log Loss = (%.5f,%.5f). took %.2f minutes\" % (np.mean(trainLogLosses),np.mean(validLogLosses), (time.time()-startTime)/60))\n", + "print(\"-----------------------------------------------------\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "c20075e3-2a8a-4cc6-8e85-04392f16d018", + "_uuid": "cb5f12441f9a6eda322e6416c70950f8e5e5cbd3" + }, + "source": [ + "### Use the model to add a \"shotDifficulty\" field to every original shot entry\n", + "(which is actually the predicted probability of making the shot. meaning, the name is a bit confusing right now)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:17.703617Z", + "start_time": "2021-05-25T07:01:13.247627Z" + }, + "_cell_guid": "3efc7eb5-7ba1-4319-b86a-2dd1935dc284", + "_uuid": "186d822ff6daf15161cf2f0713bc6779a4dd6193" + }, + "outputs": [], + "source": [ + "mainLearner.fit(featuresDB, labelsDB)\n", + "data['shotDifficulty'] = mainLearner.predict_proba(featuresDB)[:,1]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "2954fc97-cb16-434d-9b48-2bbddf8e5909", + "_uuid": "062e633dae291a03acf40c35f7829a25eb1ccac2" + }, + "source": [ + "## Get a feel for the important features of this model\n", + "look at the feature importances according to ET Classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:17.943830Z", + "start_time": "2021-05-25T07:01:17.703617Z" + }, + "_cell_guid": "01f418c1-37d4-43e5-803d-147323212509", + "_uuid": "01870bb507e72105a1f972f71f77f656a9b470f9" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "e:\\python\\lib\\site-packages\\ipykernel_launcher.py:3: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version. Convert to a numpy array before indexing instead.\n", + " This is separate from the ipykernel package so we can avoid doing imports until\n" + ] + }, + { + "data": { + "text/html": [ + "
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featureNameimportanceET
0action_type: Jump Shot0.578828
1action_type: Layup Shot0.1738
2combined_shot_type: Dunk0.113634
3homeGame0.028848
4shotLocationCluster: 90.016584
5action_type: Dunk Shot0.016332
6combined_shot_type: Layup0.009854
7shot_zone_range: 16-24 ft.0.007753
8distanceFromBasket0.007577
9action_type: Slam Dunk Shot0.006656
10combined_shot_type: Jump Shot0.005994
11action_type: Running Jump Shot0.005409
12shotLocationCluster: 30.004436
13secondsFromPeriodEnd0.004391
14locY0.003677
15shot_zone_range: Less Than 8 ft.0.003438
16combined_shot_type: Tip Shot0.002343
17action_type: Driving Layup Shot0.001454
18shot_zone_area: Center(C)0.001241
19opponent: DEN0.00092
20action_type: Driving Dunk Shot0.000856
21shot_zone_basic: Restricted Area0.000649
22shot_zone_basic: Mid-Range0.000555
23shotLocationCluster: 60.000529
24action_type: Pullup Jump shot0.000487
25timeOfYear_cycX0.00043
26dayOfWeek_cycX0.000349
27action_type: Tip Shot0.000314
28locX0.000259
29shot_zone_basic: Above the Break 30.000245
\n", + "
" + ], + "text/plain": [ + " featureName importanceET\n", + "0 action_type: Jump Shot 0.578828\n", + "1 action_type: Layup Shot 0.1738\n", + "2 combined_shot_type: Dunk 0.113634\n", + "3 homeGame 0.028848\n", + "4 shotLocationCluster: 9 0.016584\n", + "5 action_type: Dunk Shot 0.016332\n", + "6 combined_shot_type: Layup 0.009854\n", + "7 shot_zone_range: 16-24 ft. 0.007753\n", + "8 distanceFromBasket 0.007577\n", + "9 action_type: Slam Dunk Shot 0.006656\n", + "10 combined_shot_type: Jump Shot 0.005994\n", + "11 action_type: Running Jump Shot 0.005409\n", + "12 shotLocationCluster: 3 0.004436\n", + "13 secondsFromPeriodEnd 0.004391\n", + "14 locY 0.003677\n", + "15 shot_zone_range: Less Than 8 ft. 0.003438\n", + "16 combined_shot_type: Tip Shot 0.002343\n", + "17 action_type: Driving Layup Shot 0.001454\n", + "18 shot_zone_area: Center(C) 0.001241\n", + "19 opponent: DEN 0.00092\n", + "20 action_type: Driving Dunk Shot 0.000856\n", + "21 shot_zone_basic: Restricted Area 0.000649\n", + "22 shot_zone_basic: Mid-Range 0.000555\n", + "23 shotLocationCluster: 6 0.000529\n", + "24 action_type: Pullup Jump shot 0.000487\n", + "25 timeOfYear_cycX 0.00043\n", + "26 dayOfWeek_cycX 0.000349\n", + "27 action_type: Tip Shot 0.000314\n", + "28 locX 0.000259\n", + "29 shot_zone_basic: Above the Break 3 0.000245" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# just to get a feel for what determins shot difficulty, look at feature importances\n", + "featureInds = mainLearner.feature_importances_.argsort()[::-1]\n", + "featureImportance = pd.DataFrame(np.concatenate((featuresDB.columns[featureInds,None], mainLearner.feature_importances_[featureInds,None]), axis=1),\n", + " columns=['featureName', 'importanceET'])\n", + "\n", + "featureImportance.iloc[:30,:]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "71ba2df4-e867-4876-9529-6e8cedbbf1ea", + "_uuid": "6110d2a7f445a4134ca49b7e1375ab16bbdcda8c" + }, + "source": [ + "# We would like to asses some aspects of the decision making process of Kobe Bryant\n", + "### For that we will collect two distinct groups of shots and analyse the differences between them:\n", + "\n", + "1. The shots that came right **after a sucessful shot** attempt\n", + "1. The shots that came right **after a missed shot** attempt" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:19.855827Z", + "start_time": "2021-05-25T07:01:17.943830Z" + }, + "_cell_guid": "863cb3ab-0c16-4048-9dea-0851b15982fd", + "_uuid": "be362aa4c00e2b9cc938c2660d21baa8e54178e2" + }, + "outputs": [], + "source": [ + "#%% collect data given that kobe made or missed last shot\n", + "timeBetweenShotsDict = {}\n", + "timeBetweenShotsDict['madeLast'] = []\n", + "timeBetweenShotsDict['missedLast'] = []\n", + "\n", + "changeInDistFromBasketDict = {}\n", + "changeInDistFromBasketDict['madeLast'] = []\n", + "changeInDistFromBasketDict['missedLast'] = []\n", + "\n", + "changeInShotDifficultyDict = {}\n", + "changeInShotDifficultyDict['madeLast'] = []\n", + "changeInShotDifficultyDict['missedLast'] = []\n", + "\n", + "afterMadeShotsList = []\n", + "afterMissedShotsList = []\n", + "\n", + "for shot in range(1,data.shape[0]):\n", + "\n", + " # make sure the current shot and last shot were all in the same period of the same game\n", + " sameGame = data.loc[shot,'game_date'] == data.loc[shot-1,'game_date']\n", + " samePeriod = data.loc[shot,'period'] == data.loc[shot-1,'period']\n", + "\n", + " if samePeriod and sameGame:\n", + " madeLastShot = data.loc[shot-1,'shot_made_flag'] == 1\n", + " missedLastShot = data.loc[shot-1,'shot_made_flag'] == 0\n", + " \n", + " timeDifferenceFromLastShot = data.loc[shot,'secondsFromGameStart'] - data.loc[shot-1,'secondsFromGameStart']\n", + " distDifferenceFromLastShot = data.loc[shot,'shot_distance'] - data.loc[shot-1,'shot_distance']\n", + " shotDifficultyDifferenceFromLastShot = data.loc[shot,'shotDifficulty'] - data.loc[shot-1,'shotDifficulty']\n", + "\n", + " # check for currupt data points (assuming all samples should have been chronologically ordered)\n", + " if timeDifferenceFromLastShot < 0:\n", + " continue\n", + " \n", + " if madeLastShot:\n", + " timeBetweenShotsDict['madeLast'].append(timeDifferenceFromLastShot)\n", + " changeInDistFromBasketDict['madeLast'].append(distDifferenceFromLastShot)\n", + " changeInShotDifficultyDict['madeLast'].append(shotDifficultyDifferenceFromLastShot)\n", + " afterMadeShotsList.append(shot)\n", + " \n", + " if missedLastShot:\n", + " timeBetweenShotsDict['missedLast'].append(timeDifferenceFromLastShot)\n", + " changeInDistFromBasketDict['missedLast'].append(distDifferenceFromLastShot)\n", + " changeInShotDifficultyDict['missedLast'].append(shotDifficultyDifferenceFromLastShot)\n", + " afterMissedShotsList.append(shot)\n", + "\n", + "afterMissedData = data.iloc[afterMissedShotsList,:]\n", + "afterMadeData = data.iloc[afterMadeShotsList,:]\n", + "\n", + "shotChancesListAfterMade = afterMadeData['shotDifficulty'].tolist()\n", + "totalAttemptsAfterMade = afterMadeData.shape[0]\n", + "totalMadeAfterMade = np.array(afterMadeData['shot_made_flag'] == 1).sum()\n", + "\n", + "shotChancesListAfterMissed = afterMissedData['shotDifficulty'].tolist()\n", + "totalAttemptsAfterMissed = afterMissedData.shape[0]\n", + "totalMadeAfterMissed = np.array(afterMissedData['shot_made_flag'] == 1).sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "bcff9941-a1bb-461a-a3f7-f0e63f3e029c", + "_uuid": "9d4291fe97a3ca1f31e24a84c22bd855409db185" + }, + "source": [ + "## Plot histogram of \"Time Since Last Shot Attempt\" for the two groups" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:20.483825Z", + "start_time": "2021-05-25T07:01:19.855827Z" + }, + "_cell_guid": "99b347d3-53a6-4606-b7eb-097ed83e0ff3", + "_uuid": "71bd51431fb32d612f858bab73fabe164ac539b9" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'counts')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% after making a shot, kobe wants more\n", + "plt.rcParams['figure.figsize'] = (13, 10)\n", + "\n", + "jointHist, timeBins = np.histogram(timeBetweenShotsDict['madeLast']+timeBetweenShotsDict['missedLast'],bins=200)\n", + "barWidth = 0.999*(timeBins[1]-timeBins[0])\n", + "\n", + "timeDiffHist_GivenMadeLastShot, b = np.histogram(timeBetweenShotsDict['madeLast'],bins=timeBins)\n", + "timeDiffHist_GivenMissedLastShot, b = np.histogram(timeBetweenShotsDict['missedLast'],bins=timeBins)\n", + "maxHeight = max(max(timeDiffHist_GivenMadeLastShot),max(timeDiffHist_GivenMissedLastShot)) + 30\n", + "\n", + "plt.figure();\n", + "plt.subplot(2,1,1); plt.bar(timeBins[:-1], timeDiffHist_GivenMadeLastShot, width=barWidth); plt.xlim((0,500)); plt.ylim((0,maxHeight))\n", + "plt.title('made last shot'); plt.ylabel('counts')\n", + "plt.subplot(2,1,2); plt.bar(timeBins[:-1], timeDiffHist_GivenMissedLastShot, width=barWidth); plt.xlim((0,500)); plt.ylim((0,maxHeight))\n", + "plt.title('missed last shot'); plt.xlabel('time since last shot'); plt.ylabel('counts')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "8cb1e479-60a0-4094-ba9c-26982152e1be", + "_uuid": "14d573265e7402da2c42ffafdb4176a7ffbded61" + }, + "source": [ + "It looks like after making a shot, kobe is a little bit more eager to throw the next shot\n", + "### To everyone who is wondering about why is there a \"silent period\" after a made shot:\n", + "it's most likely because the ball is transfered to the other team after a sucesfull shot and it takes some time to get the ball back" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "898c6c3e-d653-4a92-8fe9-289d191d187b", + "_uuid": "a5f6f33742641480ed658a298883d665524794dc" + }, + "source": [ + "## To better visualize this difference between the histograms, let's look at cumulative histograms" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:20.603862Z", + "start_time": "2021-05-25T07:01:20.483825Z" + }, + "_cell_guid": "df50ec80-a2c8-40be-aa71-8b8e8cc37467", + "_uuid": "8701a0ca6c88d9757fac3eec7dcf1807a361107d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% to make the difference clearer, show the cumulative histogram\n", + "plt.rcParams['figure.figsize'] = (13, 6)\n", + "\n", + "timeDiffCumHist_GivenMadeLastShot = np.cumsum(timeDiffHist_GivenMadeLastShot).astype(float)\n", + "timeDiffCumHist_GivenMadeLastShot = timeDiffCumHist_GivenMadeLastShot/max(timeDiffCumHist_GivenMadeLastShot)\n", + "timeDiffCumHist_GivenMissedLastShot = np.cumsum(timeDiffHist_GivenMissedLastShot).astype(float)\n", + "timeDiffCumHist_GivenMissedLastShot = timeDiffCumHist_GivenMissedLastShot/max(timeDiffCumHist_GivenMissedLastShot)\n", + "\n", + "maxHeight = max(timeDiffCumHist_GivenMadeLastShot[-1],timeDiffCumHist_GivenMissedLastShot[-1])\n", + "\n", + "plt.figure();\n", + "madePrev = plt.plot(timeBins[:-1], timeDiffCumHist_GivenMadeLastShot, label='made Prev'); plt.xlim((0,500))\n", + "missedPrev = plt.plot(timeBins[:-1], timeDiffCumHist_GivenMissedLastShot, label='missed Prev'); plt.xlim((0,500)); plt.ylim((0,1))\n", + "plt.title('cumulative density function - CDF'); plt.xlabel('time since last shot'); plt.legend(loc='lower right')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "b82cd23d-8f18-4b9b-958c-4a28e260dd5f", + "_uuid": "de80b596405468d5ef0ffa90ef62d072317d3bfb" + }, + "source": [ + "## Plot histogram of \"Current Shot Distance - Previous Shot Distance\" for the two groups\n", + "Note that if Kobe throws from close by, and then from far away, this will result in positive values of \"curr shot distance - prev shot distance\". and vise versa - If Kobe throws from far away and then from close by, this will result in negative values." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:21.079823Z", + "start_time": "2021-05-25T07:01:20.603862Z" + }, + "_cell_guid": "2b777f6f-833d-48ab-b126-ad7186c633e9", + "_uuid": "34d12d2c2d4166b1c8d2c50202bf3348f4b86a8b" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'counts')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% after making a shot, kobe is a more confident and throws from further away\n", + "plt.rcParams['figure.figsize'] = (13, 10)\n", + "\n", + "jointHist, distDiffBins = np.histogram(changeInDistFromBasketDict['madeLast']+changeInDistFromBasketDict['missedLast'],bins=100,density=False)\n", + "barWidth = 0.999*(distDiffBins[1]-distDiffBins[0])\n", + "\n", + "distDiffHist_GivenMadeLastShot, b = np.histogram(changeInDistFromBasketDict['madeLast'],bins=distDiffBins)\n", + "distDiffHist_GivenMissedLastShot, b = np.histogram(changeInDistFromBasketDict['missedLast'],bins=distDiffBins)\n", + "maxHeight = max(max(distDiffHist_GivenMadeLastShot),max(distDiffHist_GivenMissedLastShot)) + 30\n", + "\n", + "plt.figure();\n", + "plt.subplot(2,1,1); plt.bar(distDiffBins[:-1], distDiffHist_GivenMadeLastShot, width=barWidth); plt.xlim((-40,40)); plt.ylim((0,maxHeight))\n", + "plt.title('made last shot'); plt.ylabel('counts')\n", + "plt.subplot(2,1,2); plt.bar(distDiffBins[:-1], distDiffHist_GivenMissedLastShot, width=barWidth); plt.xlim((-40,40)); plt.ylim((0,maxHeight))\n", + "plt.title('missed last shot'); plt.xlabel('curr shot distance - prev shot distance'); plt.ylabel('counts')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "ba477caf-26a2-4863-a58c-835c279a8442", + "_uuid": "878d5892aa72411eb8449e2080b2faa69e460c4f" + }, + "source": [ + "We can clearly see that the made group of shots is more leaning to the right\n", + "### It therefore looks like Kobe is more confident after making a shot, and because of it, he takes a larger risk and throws from further away\n", + "This is even more evident than the previous plot, but let's plot the cumulative histograms again to make it clearer" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:21.203824Z", + "start_time": "2021-05-25T07:01:21.079823Z" + }, + "_cell_guid": "c9eb716c-7b9e-40ef-a6b6-33ed8c345c29", + "_uuid": "840a6935cdf886bbf0a80f7f7cbd8eb5d02a0125" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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0A3iTI/YGVgaup6wJ6arj9Qe4qSA+V2Fxzi01s954c1pcgjdc7Vy86zsCb86RrFqwj/M4zD32z6zf5fBquI7DG9UqE2/+lntDaBQwkWJPNRIiPnHOrcJLGB7Gu3k+BTgbb3zzD8nxRDYwfv3peMlFM7wZdbfi3SxMLKKws2IZh/fH/g+8G6K+eDeJ3QLLDudYz+LdoM/Bu1E4E2+uhAEc+mb1Gry29eHAxXht9i89jPNuwJusK0ueN67OuZ14TV+uxLvJb4U3t8TxQDLeTXdu81LkdbxEvERiJN5N89l418IovOsgNY/9Up1zFwbO9T3eTe/5eNdABN5T8NOzzwlwhL7BmxF5Pt5nvRAviViLl8x0DZTJIQWGyz0d7/psgpc0DyfvuQmmBN4PldQdsUA8fYF38W4sz8BLfkcEYivo883Gu6ZH4tW8nYH3e1sO7/f7kxy7HNE1HaiV6Af8C1gZ+PdZeAngQ0BPl/us1iHFObcALym/Gq9JYQO86/sMvNGjRuNNJJdXmZyGl/QPwbvuGuLNIH8/3sR6dxTA74aIZGPBjOBnZvfiZfWd8f4YrHXONT7sk3lNMO7Aa86xG+8J3715jGEtIiKlhHljqC7De/J8nHPuT59DEhGRfARbI/Ek3lOyVXhPCg+bmd2BV92+C7gN70njpcD0wMgtIiJSeg3CSyJ+UhIhIlI8BFsj0dQ5tzrw77+B8odTIxEYZWYtXtOHns65jMDys/E6Md7vnHvy8MMXEZHiysyq4Q2/Wx2vSVs40Ms5N8vXwEREJChB1UhkJRFH4Ty8NqEvZyURgeN+jTfjZoG3TRURkZBXAa8fwJl4zZouURIhIlJ8FNWoTV0D77n9gfgNuMzMyjvn9hRRPCIi4rPAUMIFNmu5iIgUraIatSlrPOjcZtXciPeH5KAxo0VEREREJDQVVY1EucB7Si7rknNscwAzuxa4FiAmJqZz69atCz46ERERkZLCOXAZ4DIhM/t74JWZ+c96lxnY3gFZ794yl22dO2A93r+zny/HMsOBC7yTf39cKWjGP/8rB/4b4K/NafHOuRq57noYiiqRSAq8R+FNsJNddI5tDuCcexN4E6BLly5u7ty5hRKgiIiISLGUngorp8KCj2DFVEjbm+8uDiM5rCwplCWNCFJdOKlEkOIiSM70/p3mIkjDe6USTjoRZBCGw8h0RiZhZGI4jAzCwMKwsDDCwsIxM1xYBJnmvfb/OywCF/jZWQQuPAIXVgZnYRhZbR1tf6NHA8zIvgYzcIThzPa/Y+HeTbJ58Tnz4gHDmWEWhlk4FmaYeduFhYVBYF32f4eHZS0zwswICwsj3AwL/BweZoSFhePtEoaZt29YYD+Hty9mhFl44Ljez178tr9NZ2AxdtBntsArzNs3zDuPYYSFB5ZZOGFZ6zAID8csAgv7p8FR1rHNDvy5dZ2Ka4/qmgsoqkRiU+C9Ht5kOdnVw0tVNyEiIiIi+XMONsz1koe/P4d9CWSWrc7Cqv3ZkFmNbamRxKVEsHlfGbalRbLHlWUPZfe/h0XFUKNcWSqXK0NMVATloyIoFxlB+ahwYqIivFdk+P51FaIiKBcZTnSZcKIiwoiMCCMqwvt3VJkwIsPDiAjXPMelTVElEnPwmif15OBEogewTB2tRURERPKRsBoWfAoLPoaEVRARDa3OZGOjc7nix3KsX59OnUrR1KoYTa2aUdSqGE3ritHUquj9O+tVPqqobgGlJCvwq8jMGuL1d1jlnEsLLP4SeAm42cw+yDGPRFPgwYKOQ0RERKRESEqARRO85GH9796yxr2h1x3Q9hx+Xp/GDePmERURxmc3HE/HBpV9DVdKj6ASCTMbDDQK/FgDiDSzBwI/r3XOjc22+RjgJKAJEAvgnNtmZg8CzwFTzexDvCZNdwJLgReP7mOIiIiIlBBJCbBxHmyYA+tnw9pfICMVarSGvg9Bh4FQuQEAH85exwNf/E3zGuV5e1gX6lfJdewakUIRbI3EcLzkILvHAu8zgLHkwzk30sy2A3fg1U7sBj4B7lGzJhERESmVMjNg6+JA0jDHe9++wltnYVCzLXS9Bo65GOocm9XzmMxMx9PfLeXNn1ZzUssavHJ5JypEl/Hxg0hpFFQi4ZzrE+wBD7Wtc240MDrYY4mIiIiUGJmZsGsdxC2GjXO92oaNf/wzylK5alC/Gxx7KTToBnU7QVSFgw6TlJrO7R/NZ/LiOIb0bMSIs9qqo7P4Qj1tRERERAqSc7BrA2xbCluXBN4Xw7bl/yQNYRFQqz10vNxLGup3gSpN9tc45CVudzLD35vD4k27eejstlx5QpMi+EAiuVMiISIiInKk9m6HuIVeLcPWxV7SsG0ZpOz+Z5vytaBmGzhuCNRsDTXaQO0OEHl4/RkWbdrF8NFz2Z2cxqghXejbplYBfxiRw6NEQkRERCQ/mZne0KtxC2HLQtjyt/eemG0arHLVvD4Nx1ziJQw123odpMtVPerTT1sSxy0f/kmlsmUYf/3xtK1b8aiPKXK0lEiIiIiIZOeclyRsmANxgYQhbvE/zZIsHGq0gia9veZJtTt47+VrFEIojnd/ieXxiYtpV7cSbw/tQs2K0QV+HpEjoURCREREBCB5Fyz8FOaO9moeAKIqeYnCcYP/SRhqtIYyhXszvzs5jR+XbuWr+ZuYtnQr/dvW4sVLO1IuUrduEjp0NYqIiEjp5Zw3ctK8d+HvzyAtyUsYBoyEFv2hUoN8O0AXlG2JKUxZHMd3i7Ywa1U8aRmOGhWiuKNfS245pTlhYUUTh0iwlEiIiIhI6ZO8GxZ+AvNGe02XysRAh4ug8zCoe1yRJQ/rtifx/aItfL9oC/PW7cA5aFStHFee0ITT2tWiU4MqSiAkZCmREBERkdLBOdj0B8zNWfvwvDdbdHThd2BOz8hk6ZZEpi6J47u/t7B0SyIAbepU5Pa+LTmtfS1a1aqAFVEiI3I0lEiIiIhIyZWZCVsWwMqpsPiLIq192J2cxtLNiSzetIslmxNZvHk3y+ISSU3PxAy6NKrCAwPa0L9tbRpWO7yhYEVCgRIJERERKVn2bofVP8KKKbBqGuzd5i2v26lQah+cc2zcuc9LFjbtZvHmXSzevJv1Cfv2b1M1JpK2dSoy7PjGtK1TkROaV6dGhagCi0HED0okREREpHjLzICN87xah5VTvc7TOChbFZr3heb9oNkpUL5mgZ1y0859/LIynl9XbefXVfHE7U4BvMqNJtViOKZ+ZS7t2pC2dSrStm5FalaIUnMlKXGUSIiIiEjxs2erV+Owcgqs+hGSd4KFQb0u0OdeL3mo2xHCwgvkdDv2pjJr9fb9ycOaeG9OiWoxkfRsVo3uTarSrl4lWteuoCFapdTQlS4iIiKhLzMTNs+HFZNh+fdep2mA8rWh9VlezUPTPgUyizRAUmo6s9ck8OsqL3lYvHk3zkFMZDjdm1bjiu4NOaF5dVrVqqBRlaTUUiIhIiIioSl5t9fXYflkL4HYuxUwqN8FTn4AWvaH2scUaGfpzEzHR3PW89SkJSQmpxMZHsZxjSpzR7+WnNC8GsfUr0yZ8LACO59IcaZEQkREREJH/EpY/h2s+B7WzoLMNIiu5DVVanGaV/MQU71QTr1q2x7u/Xwhs9ck0LNpNW7o04yujatSNrJgmkeJlDRKJERERMR/SQnw/X3w14fezzXbQs+boOVpUL8bhBfeLUtqeiZv/rSKl35YSXREGM9ceAwDu9RX52iRfCiREBEREf84500ON+n/vA7Tve/05neo3LBITj9//U7u+WwBS7ckMqBDHR46py01K0QXyblFijslEiIiIuKPneth4p1eM6Z6neGcr6BWuyI59d6UdEZOXs67v66hVoVo3hzcmf7tahfJuUVKCiUSIiIiUrQyM2HOWzDtEXCZcNpT0P26AhuqNT/Tl23l/gl/s3HnPgb3aMTdp7eiQnSZIjm3SEmiREJERESKztal8NUtsGG2N0ncWS9ClUZFcurte1J47JvFfDF/E81qxPDp9T3p2rhghosVKY2USIiIiEjhS0+Fn1+Amc9BZAyc/z845pICHbo1L3tT0vloznpe+WEFe1LSubVvC246uRlRERqNSeRoKJEQERGRwrV+Nnx1K2xbAu0vgtOfhvI1Cv20CXtTee/XWN6bFcvOpDR6NK3KI+e0p1XtCoV+bpHSQImEiIiIFLzUvbByKiz+Ev7+HCrWg8s/8YZzLWQbd+7jrZmr+Wj2evalZXBq21pcf1IzOjeqUujnFilNlEiIiIhIwdi3A5Z/D0u+9pKI9GQoWxV63Agn3wtRhVsTsHJrIm/MWM0Xf24E4JyOdbnhpGa0qKUaCJHCoERCREREjlxiHCz9xkseYmdCZjpUqAvHDYU2Z0HD4wt1MjmAP9ft4PXpq5i8OI7oMmEM6tGIq3s3oX6VcoV6XpHSTomEiIiIHJ4dsbAkkDys/x1wULUp9LwZ2pwDdTtBWFihh/Hzinhe+XEFv61OoFLZMtzatwVDezaiWvmoQj+3iCiREBERkWDsWAuLv4BFE2DTn96y2h2gz73Q5myo2aZIRmACWLRpF09PWsrMFfHUqhjFAwPacGm3hpSP0m2NSFHSb5yIiIjkbuf6f5KHjfO8ZXU7Qb9HoO25ULVJkYazcec+Rk5exoQ/N1IxugwPDGjD4J6NNIyriE+USIiIiMg/dm3wRlpaNAE2zPGW1enoW/IAsGtfGq9NX8m7v8QCcO2JTbnxpOZUKqfZqEX8pERCRESktNuzFf7+zEse1v/uLat9DPR9CNqd5/V/8EFKegZjZ63llR9XsmtfGud3qsed/VtRr3JZX+IRkQMpkRARESmNnIPYn2Hu216n6cx0qNUBTnkQ2p0P1Zr5FlpmpuPrBZt49vtlbNixjxNb1uCe01vTtm5F32ISkYMpkRARESlN9u2A+R/C3Hdg+wqIrgzdr/eGa63R0u/o+HVVPE99u5SFG3fRtk5Fxg7vQO8WhT8LtogcPiUSIiIiJZ1zsPEPr/bh78+8ieLqd4Xz3vCaLpUJjaZC435fy/0T/qZupWiev/hYzutYj7CwohkJSkQOnxIJERGRkiplD/w9Hua8DVsWQJkYOPYy6HIV1DnG7+gO8OvKeEZ8uYiTW9Xg9UGdiS6jkZhEQp0SCRERkZImPRV+eBTmvQcpu6FmOxgwEjpcDNGh189g9bY93DDuD5rViOGlyzopiRApJpRIiIiIlCT7dsDHgyF2JnQYCF2vgQbdimyyuMO1KymNq9+bS3iY8fbQrlSI1pCuIsWFEgkREZGSYkcsjBvovV8wCo652O+IDiktI5MbP5jH+h1JfHBNDxpULed3SCJyGJRIiIiIlAQb5sGHl0BGGgyeAI17+R1Rvh79ejG/rNzOsxcdQ9fGVf0OR0QOU5jfAYiIiMhRWvI1jB4AkTFw9dRikUSMmRXL2N/Wct1JTRnYpYHf4YjIEVAiISIiUlw5B7Ne9fpE1G4PV0+D6i38jipfPy3fxiNfL6Zfm1rcfVprv8MRkSOkpk0iIiLFUUY6fHcPzBkFbc6BC94MmfkgDmXl1j3c9MEftKhZnhcv7Ui45okQKbaUSIiIiBQ3KXvgs+Gw/Ds4/lbo9wiEhX4jgx17Uxn+3hyiIsJ4a2gXykfpNkSkONNvsIiISHGyezN8cDHE/Q0Dnoeuw/2OKCip6ZncMG4em3cm8+G1PahfRSM0iRR3SiRERESKi7hFMO5iSN4Jl38CLU71O6KgOOd46Ku/+W11Ai9cciydG1XxOyQRKQBKJEREREJdegr8ORamPAxR5eHKSVDnGL+jCtq7v8Ty4ez13HRyM87vVN/vcESkgCiREBERCVXpKfDn+zDzedi9ARoeDxe+BZXq+R1ZUJxzfLNgM49PXMxp7Wpx56mt/A5JRAqQEgkREZFQk54K89+Hn0Z6CUT9bnDuy9D0ZLDiMcrR76u3M3LycmbHJtChXiVeuKQjYRqhSaREUSIhIiISKtJTYf44mDkSdq2H+l3hnJeg2SnFJoH4a/1Onpu8jJkr4qlZIYrHzm3HJV0bEhkR+qNKicjhUSIhIiLit4w0L4H4aSTsWgf1usDZL0KzvsUmgVi2JZGRk5cxeXEcVcqV4b4zWzO4R2PKRob7HZqIFBIlEiIiIn7JSIP5H8DM52DnOqjXGc56AZoXnwRiTfxeXpy6nK/+2kT5yAju6NeSq3o1pkJ0Gb9DE5FCpkRCRETEDyumwqS7IWEV1D3OmxOieb9ik0Bs3LmPl6auYPwfG4gMD+P6k5px3YlNqVwu0u/QRKSIBJVImFkYcBtwHdAY2AZ8Aoxwzu0NYv/ywK3AZYH9U4DlwJvAe845dwSxi4iIFD87YuG7+2DZRKjWHC77GFqeVmwSiIS9qbw0bQUf/L4OgME9GnHjyc2oWSHa58hEpKgFWyPxAl4iMAEYCbQJ/NzJzPo55zLz2jGQhEwCjgfeA14GyuElFe8GjvV/R/oBREREioW0ffDLf+HnF8DCod/D0OMmiCgeT/DTMjIZM2st/526nL2pGQzsXJ9b+ragXuWyfocmIj7JN5Ews3bALcDnzrkLsy1fA7wEXAp8cIhDdAd6AS865+7Itv9rwFK8Wg4lEiIiUnItmwST/g92roV2F0D/x4vVXBA/LtvK4xOXsHrbXnq3qM6DZ7WlZa0KfocmIj4LpkbiMsCAF3MsHwU8DQzi0IlExcD7puwLnXOpZhYPRAUVqYiISHGzfRV8dy+s+B5qtIYhX0HTk/yOKmjL4xJ57JvFzFwRT9PqMbwzrAsnt6qJFZNmWCJSuIJJJLoCmcDs7Audc8lmNj+w/lBmAzuBu80sFvgdr2nTUKAzcP1hRSwiIhLqUpPg5+e9pkzhUdD/Ceh+HYQXj5GMduxN5YWpyxn3+zpiIsMZcVZbBvdsRJlwzQUhIv8IJpGoC8Q751JyWbcRON7MIp1zqbnt7JzbYWbnAG/hddDOkghc6Jz74jBjFhERCU3OwZKv4fv7vAnlOlwM/R+DCrX9jiwoaRmZjJ21lhcD/SCu6N6Q2/u1pGpM8ejHISJFK5hEohzeKEu5Sc62Ta6JRMAe4G/gK+BXoCpwE/CBmZ3rnJuS145mdi1wLUDDhg2DCFdERMQHmxd4CUTsTKjZDoZ9C41P8DuqoDjnmL5sG49NXKx+ECIStGASiSSgZh7rorNtkysz64CXPNzhnHsj2/IP8ZKLUWbWzDmXkdv+zrk38YaJpUuXLhomVkREQktiHPzwGPz5PpStAmc8C12ugvDiMVXTks27efLbJfv7Qbw9tAuntFY/CBHJXzDfcpuAtmYWlUvzpnp4zZ4OVRtxB17C8Wn2hc65JDObCNyMN7fEqqCjFhER8VvaPpj1qjeca3oK9LwJTvy3l0wUA3G7kxk5eRmfzttAxegyPHhWWwb3aERkhPpBiEhwgkkk5gD9gW7AzKyFZhYNdAR+ymf/rPHtwg9x/uLx2EZERMQ5+PszmPoI7FoHrQZ4/SCqNfM7sqAkpabzvxmrefOn1aRnZjL8hCbcfEpzzUgtIoctmBv4j4H7gNvJlkgA1+D1jRiXtcDMmgFlnHNLs223GC8RGQY8k23bysC5wA5g5ZEELyIiUqQ2zPWGc90wG2p1gPO+hiYn+h1VUDIyHePnrWfk5OVsTUxhQIc63H16KxpVi/E7NBEppvJNJJxzC83sVeBmM/sc+JZ/ZraewYFzSEwDGuHNO5HlRWAI8HSgv8QveJ2trwHqADfl1T9CREQkJOzaAFMfhoWfQkxNOOdl6HgFhOVW2R56flq+jSe/XcLSLYkc17Ayrw86js6NqvodlogUc8E2KbodiMUbPWkAEA+8DIxwzmUeakfn3Foz6waMAPrizYS9D5gP3Omc+/xIAhcRESkSc9+F7+7xmjT1vhN63QFRxWM0o2VbEnni2yX8tHwbDaqW5dXLj+PMDrXVkVpECoQ5V3wGQurSpYubO3eu32GIiEhpseYnGHMuNDkJznkJKhePYcjTMzJ59JvFvP/bWspHRXBr3xYM7tmIqIjiUYMiIoXLzOY557oc7XHUyVlERCQ3uzfB+KugWnO4ZGyxqYVwznH/hL/5eO56hvRsxL9ObamO1CJSKJRIiIiI5JSeCp8MhdQkGDax2CQRAM98v4yP567nllOac2f/Vn6HIyIlmBIJERGRnKY86I3MdNG7UKP43IyP+mk1r09fxeXdG/KvU1v6HY6IlHCadUZERCS7hePh9zegx43Q/gK/owna+HkbeOLbJZzZoTaPndteHapFpNApkRAREcmydQl8dQs06AGnPup3NEGbsjiO//tsAb2aV+eFSzoSHqYkQkQKnxIJERERgOTd8PFgiIyBgaMhvIzfEQXl99XbuemDP2hftyL/G9xZIzOJSJFRHwkRERHn4KubIWE1DPkSKtbxO6KgLNq0i6vfm0uDKmV598puxETpz7qIFB3VSIiIiMx6FRZ/Cf0egia9/Y4mKLHxexn6zhwqREcwdnh3qsZoiFcRKVpKJEREpHSL/QWmjIA2Z8Pxt/odTVC27k5m8Du/k5GZyZjh3albuazfIYlIKaQ6UBERKb0St8D4K6FKYzj3VSgGIx3tSkpjyDuz2b4nlQ+u6UHzmuX9DklESiklEiIiUjplpMGnV0JKIgz+AqIr+R1RvvalZjD8vTms2raHd4d1o2ODyn6HJCKlmBIJEREpnaY+DOt+hQtGQa22fkeTr7SMTG764A/mrdvBq5cfR68W1f0OSURKOSUSIiJS+iz6Ama9Al2vgWMu9juafP2yMp5Hvl7E8rg9PHF+e87sUDxGlRKRkk2JhIiIlB7OwZ9jYdI9UK8LnPaE3xEd0vqEJJ6YuITvFm2hQdWyjBrShVPb1vI7LBERQImEiIiUFjvXwVe3wuofoVEvuPAtiIjyO6pc7UvN4PXpK/nfT6sJM+Ou01oxvFcTostosjkRCR1KJEREpGTLzIR578CUh7yfB4yEzldBWOiNgO6c45sFm3nq2yVs2pXMOcfW5d4zW1OnkoZ3FZHQo0RCRERKroTVXi1E7ExoejKc8xJUbuh3VLlavGk3D3+9iNlrEmhbpyIvXtqJbk2q+h2WiEielEiIiEjJk5kBs9+EaY9CWBk45xXoNCgk54nYsTeVkVOW8cHv66hUtgxPnN+eS7s2JDws9GIVEclOiYSIiJQs8Svgy5tg/e/Q4jQ4+0WoWNfvqA7inOPD2ev5z3dL2ZOSzpCejbmjX0sqlSvjd2giIkFRIiEiIiVDRro3pOuPT0KZsnD+m97QriFYC7EtMYW7x//Fj8u20bNpNR4+px2talfwOywRkcOiREJERIq/uEXw5c2w6Q9oczacORIqhOYwqVMXx/F/ny1gT0o6j5zTjiE9G2EhmOyIiORHiYSIiBRfqXth+tMw61UoWwUuehfanR+StRBJqek8PnEJH/y+jjZ1KvLhpR1pWUu1ECJSfCmREBGR4mnptzDpbti1Ho4bCv0ehnKhOcrRgg07uf2j+azZvpfrTmzKv/q3JCpCc0KISPGmREJERIqXneth0v/BsolQsy1c9T007OF3VLnKyHS8MWMVL0xZTo0KUYy7ujvHN6vud1giIgVCiYSIiBQPGWnw2+sw/Snv51MfhR43QnhojnK0PiGJOz/5i9mxCZx1TB2eOK+DRmQSkRJFiYSIiIS+db/DN3fA1kXQ8gw485mQnVjOOccX8zcy4otFOOD5i4/l/E711KFaREocJRIiIhK6khJg6sPwx3tQsT5c+gG0HuB3VHnamZTKg18u4uu/NtG1cRWev7gjDaqW8zssEZFCoURCRERCj3Ow4BP4/j7YtwN63gx97oWo8n5HlqcflsZxz2cLSdibyr/7t+SGPs01O7WIlGhKJEREJLTs2Qpf3wbLvoX6XeGsL6B2B7+jytPu5DQe+3oxn87bQOvaFXhnWFfa16vkd1giIoVOiYSIiISOxV96fSFS9kD/x73O1GGhO0zqT8u38X+fLSBudzI3ndyMW/u20LCuIlJqKJEQERH/7dsB394FCz+FOh3h/P9BzdZ+R5WnPSnpPPmtN7lcsxoxfH7jCXRsUNnvsEREipQSCRER8deKqfDVzbB3G/S5D3r/K2SHdAX4dVU8d49fwMad+7j2xKb869SWRJdRLYSIlD5KJERExB8piTD5AZg3Gmq0hss+hLqd/I4qT0mp6Tzz3TJG/xpL42rlGH99Tzo3Cs2ZtEVEioISCRERKXqxv8AXN8DOdXD8rXDy/VAm2u+o8jQnNoG7Pv2L2O1JDDu+Mf93emvKRqoWQkRKNyUSIiJSdNKS4YfHYNarUKURXDkJGvX0O6pDeufnNTw2cTH1q5Tlo2t70KNpNb9DEhEJCUokRESkaOyIhXEXQ/wy6HIVnPpYSM8LAbBq2x6emrSEvq1r8t9LOxETpT+bIiJZ9I0oIiKFLzMTJtwAiVtg0GfQvJ/fEeXLOceIL/+mbJlwnrrgGCURIiI5hPkdgIiIlAJz34Z1v8LpTxWLJALg6wWb+WXldu46vTU1KkT5HY6ISMhRIiEiIoVrx1qY8hA06wsdL/c7mqDsTk7jsW8Wc0z9SlzeraHf4YiIhCTV04qISOFxDr6+Fczg7P9678XA85OXE78nhXeGdiU8rHjELCJS1JRIiIhI4flzLKyeDgNGQuUGfkcTlL837mLMrFgG92hEh/qV/A5HRCRkqWmTiIgUjt2b4PsHoFEv6HyV39EEJTPT8cAXf1M1Joo7+7fyOxwRkZCmREJERAqec/DNHZCRCue8BGHF48/NR3PWM3/9Th4Y0IZKZcv4HY6ISEgrHt/sIiJSvCwcD8u/g74PQrVmfkcTlO17UvjPd0vp0bQq53as63c4IiIhT4mEiIgUrD1bYdJdUL8rdL/e72iC9tSkpSSlpvP4ee2xYtIpXETET0okRESkYH17F6TuhXNfhbBwv6MJyuw1CYyft4Frejelec0KfocjIlIsKJEQEZGCs/grWPwFnPR/UKN4dFZOy8jkwS/+pl7lstxySgu/wxERKTY0/KuIiBSMpASYeCfUPgZOuM3vaIL27i9rWBaXyKghXSgbWTxqUEREQoESCRERKRjf3wf7EmDQZxBePEY82rRzHy9OXUG/NrU4tW0tv8MRESlW1LRJRESO3vLJ8NeH0OtfUOcYv6MJ2mPfLCbTOR46u63foYiIFDtKJERE5Ogk74JvbocabeDEf/sdTdB+XLaVSX9v4ZZTWtCgajm/wxERKXbUtElERI7OlBGQuBkuHgsRUX5HE5TktAwe+nIRzWrEcE3vpn6HIyJSLAVVI2FmYWZ2h5ktNbNkM1tvZiPNLCbYE5lZVTN7zsxWBo6xzcx+NLPeRx6+iIj4avUMmDcaet4E9Tv7HU3QXpu+inUJSTx2XnsiI1Q5LyJyJIKtkXgBuBWYAIwE2gR+7mRm/ZxzmYfa2cwaAdOB8sDbwHKgEnAMUO+IIhcREX9lZnijNFVtCiff73c0QftmwSbemL6K8zrW5fhm1f0OR0Sk2Mo3kTCzdsAtwOfOuQuzLV8DvARcCnyQz2HeD5zrGOfc5iMPV0REQsbfn8H2FXDxGChT1u9o8uWc4+UfVvL8lOV0aVSFh89p53dIIiLFWjD1uZcBBryYY/koIAkYdKidzexEoBfwjHNus5mVMTP1ahMRKc4yM2DGM1CzLbQ+2+9o8pWclsHtH8/n+SnLueC4eoy7pjuVy0X6HZaISLEWTCLRFcgEZmdf6JxLBuYH1h/KmYH3dWb2NbAP2Gtmy83skEmIiIiEqEUTvNqIk+6GsNDuY7AtMYXLR/3Gl/M3cddprRg58FiiIjTxnIjI0Qqmj0RdIN45l5LLuo3A8WYW6ZxLzWP/VoH3UcAKYCgQCdwJjDWzMs65d/M6uZldC1wL0LBhwyDCFRGRQpVVG1GjDbQ51+9oDmnplt0MHz2X7XtTeP2K4zijQx2/QxIRKTGCeYxUDsgtiQBIzrZNXioE3hOBk51z4wKJQ29gJ/CkmeUZh3PuTedcF+dclxo1agQRroiIFKrFX0D8MjjprpCujfhhaRwXvvYr6ZmZfHrd8UoiREQKWDB/AZKAvAYGj862TV72Bd4/zF5r4ZzbAXwF1OafWgsREQllmZkw41mo3granud3NLlyzvH2z2u4+r25NKkRw5c39aJD/Up+hyUiUuIE07RpE9DWzKJyad5UD6/ZU17NmgA2BN635LIuawSnKkHEISIiflvyFWxbAhe+DWGh188gLSOTh75axAe/r+O0drV44ZKOlIvU3KsiIoUhmBqJOYHtumVfaGbRQEdgbj77Z3XSrp/LuqxlW4OIQ0RE/JSZ6fWNqN4S2p3vdzQH2ZWUxrB3Z/PB7+u4sU8zXr+is5IIEZFCFEwi8THggNtzLL8Gr2/EuKwFZtbMzFrn2O4LvP4Rg8ysfLZt6wDnAcudcysPN3ARESliS7+BrYvgxLtCrjZi9bY9nP/aL8xek8BzA4/l7tNbExZmfoclIlKi5fuoxjm30MxeBW42s8+Bb/lnZusZHDgZ3TSgEd68E1n77zCzfwP/A34zs3fwRm26IfB+SwF9FhERKSxZtRFVm0G7C/yO5gCTFm7mrvELKBNujLu6B92aVPU7JBGRUiHYOt/bgVi8YVgHAPHAy8AI51xmfjs75940s3jgbuAxvHkpZgGXO+d+OfywRUSkSC37FuIWwnlvQHhoNBdKy8jk6UlLefvnNRzboDKvXXEc9SqH/gzbIiIlhTnn/I4haF26dHFz5+bXJUNERAqUc/C/EyF1D9w0JyQSiS27krn5gz+Yu3YHQ3s24v4BbYmMCN2haEVEQomZzXPOdTna4/j/10BERELbskmwZQGc+1pIJBG/rIznto/+JCk1g5cu68Q5x9b1OyQRkVLJ/78IIiISupyDGU9DlcZwzCW+hpKZ6Xht+kqen7KcpjXK89G1x9G8ZoX8dxQRkUKhREJERPK2YjJs/gvOecXX2oidSanc8fF8fly2jXM71uXJ8zsQE6U/YSIiftK3sIiI5M45mP40VG4Ex17qWxgLNuzkhvf/YFtiCo+d155B3RtipqFdRUT8pkRCRERyt3IqbPoDzn4JwssU+emdc7z/+zoe+3oxNSpE8en1PTm2QeUij0NERHKnREJERA6WVRtRqSEce1mRnz45LYP7Pl/I539upE+rGrxwcUeqxEQWeRwiIpI3JRIiInKwVdNg41w46wWIKNob+O17Urh27Dzmrd3Bv05tyc0nN9cs1SIiIUiJhIiIHMg5mP4fqFgfOg4q0lOv2raHK9+dQ9zuZF674jjO7FCnSM8vIiLBUyIhIiIHWv0jbJgNA0YWaW3ErFXbuf79eZQJNz66tgedGlYpsnOLiMjhUyIhIiL/2F8bUQ86DS6y046ft4F7P19Ao2oxvDusKw2qliuyc4uIyJFRIiEiIv+Y+zas/w3OfA4iogr9dM45np+ynJd/WMkJzavx2hWdqVS26EeIEhGRw6dEQkREPAvHw8R/Q8vTofOwQj9dcloGd49fwFd/beKSLg14/Pz2lAkPK/TziohIwVAiISIisPx7mHAdNDoBBo4u9Hkjtu9J4bqx85i7dgd3n96KG05qpknmRESKGSUSIiKlXewv8MkQqNUeLvsQypQt1NOt2raHq0bPYfOuZF69/DgGHKORmUREiiMlEiIipdmm+fDhpVC5IQz6HKIrFurpskZmigjzRmY6TiMziYgUW0okRERKq23L4f0LILoyDP4CYqoV6ulmr0lgyDu/07BqOUZf2U0jM4mIFHNKJERESqOd62DseWDhMOQLqFSv0E/50rQVVCkXyec3nEClchqZSUSkuNPwGCIipc2erTDmPEjdA4M/h2rNCv2Uizft5ueV8Qw7obGSCBGREkI1EiIipcm+nTD2Akjc7DVnqt2hSE771szVlIsM54pujYrkfCIiUvhUIyEiUlqkJsEHl8C2pXDJWGjYvUhOu3nXPr76axMXd2mg2ggRkRJENRIiIqVBeip8Mhg2zIaL3oXm/Yrs1KN/jSXTOYb3alJk5xQRkcKnREJEpKTLzIDPr4GVU+Gcl6HdeUV26j0p6Xzw+zrOaF9HozSJiJQwatokIlKSpe3zZqxe/AX0fxyOG1Kkp/94znoSk9O5urdqI0REShrVSIiIlFS7N8FHV8CmP6DvCDj+liI9fXpGJu/8vIaujavQSRPPiYiUOEokRERKovWz4eNBkLoXLv0AWg8o8hAm/b2FjTv38dDZbYv83CIiUviUSIiIlDR/vg/f3AEV68GQL6FmmyIPwTnHqJmraVI9hn5tahX5+UVEpPCpj4SISEmRkQ6T7oEvb4JGx8M1P/iSRADMXpPAgg27GN6rCWFh5ksMIiJSuFQjISJSEiQlwKdDYc1P0ONGOPUxCPfvK37UzNVUjYnkwuPq+xaDiIgULiUSIiLFXdxi+Ogyr3P1ua9Bpyt8DWfVtj1MXbKVW/u2oGxkuK+xiIhI4VEiISJSnC35Gj6/DqIqwJWToH4XvyPirZlriIwIY0jPRn6HIiIihUiJhIhIcZSZCT89C9OfhHqd4ZJxULGO31ERvyeFz//YwIXH1aN6+Si/wxERkUKkREJEpLjJSIfProLFX8Kxl8FZL0KZaL+jAmDsrLWkpGcyvFdTv0MREZFCpkRCRKS4+fW/XhLR7xE44Taw0BgVKTktg7G/raVv65o0r1ne73BERKSQafhXEZHiZMvf8ONT0Pa8kEoiAD77YwMJe1O55kTVRoiIlAZKJEREiov0VJhwPZStDAOeD6kkIjPT8fbMNXSoV4nuTar6HY6IiBQBJRIiIsXFT89A3EI4+yWIqeZ3NAeYtnQrq+P3cs2JTbEQSnBERKTwKJEQESkONsyDmc/DsZdD6zP9juYgo35aTb3KZTmzfW2/QxERkSKiREJEJNSl7YMvrocKteH0p/yO5iDz1+9kdmwCV57QmIhw/VkRESktNGqTiEio++FxiF8Ogz73+keEmFEzV1MhOoJLuzX0OxQRESlCenQkIhLK1v4Ks16FLsOheV+/oznI+oQkJi3czOXdGlI+Ss+mRERKEyUSIiKhKmUPfHEDVGkEpz7qdzS5eueXNYSZMeyExn6HIiIiRUyPj0REQtWUEbBjLVz5LUSF3gRv6RmZfPHnRk5vX5s6lcr6HY6IiBQx1UiIiISildNg7tvQ8yZodLzf0eRq3tod7EhK48wOdfwORUREfKBEQkQk1OzbCV/dAtVbwSkP+h1NniYvjiMyIowTW9bwOxQREfGBmjaJiISa7+6FxC1w9RQoE+13NLlyzvH9oi30al5dnaxFREop1UiIiISSpRPhrw+g951Qr7Pf0eRpyeZENuzYR/+2tfwORUREfKJEQkQkVOzdDl/fBrU7wIl3+R3NIU1evAUz6NtGiYSISGml+mgRkVDgHEy8w+sfMeRLiIj0O6JDmrwojs4Nq1CjQpTfoYiIiE9UIyEi4rfMTPj5BVj8JZx8H9Rq53dEh7Q+IYnFm3fTv51qI0RESjPVSIiI+GnXRm/SuTUzoPVZcPytfkeUrymL4wA4tW1tnyMRERE/KZEQEfHLwvEw8V+QkQ5n/xeOGwpmfkeVr8mLt9CyVnmaVI/xOxQREfFRUE2bzCzMzO4ws6Vmlmxm681spJkd9l8RMytnZqvNzJnZK4cfsohIMbdvB4y/Cj4bDtVbwvUzofOwYpFE7Nibyuw1CfRXbYSISKkXbI3EC8CtwARgJNAm8HMnM+vnnMs8jHM+Cmj2IhEpnVb9CF/cCHu3wikPwAl3QHjxqRyetnQrmQ71jxARkfwTCTNrB9wCfO6cuzDb8jXAS8ClwAfBnMzMjgNuB+7GS0hEREqHtH0w9WH4/Q2vFuKyD6BuJ7+jOmyTF22hdsVoOtSr5HcoIiLis2CaNl0GGPBijuWjgCRgUDAnMrPwwD7fAZ8HH6KISDG3aT787yQvieh2HVw7o1gmEftSM/hpxTb6t6uFFYNmWCIiUriCqU/vCmQCs7MvdM4lm9n8wPpg3AG0Bi7Mb0MRkRIhIx1+eRGmPwUxNWDQ59C8r99RHbGZK7aRnJbJae3UP0JERIJLJOoC8c65lFzWbQSON7NI51xqXgcwsybAI8CjzrlYM2scbIBmdi1wLUDDhg2D3U1ExF8718NnV8P636Dd+TDgeShX1e+ojsrkxXFUjI6gW5Pi/TlERKRgBJNIlANySyIAkrNtk2ciAbwBrAaeDz40j3PuTeBNgC5durjD3V9EpMgtm+TNDZGRBue/CcdcXCxGZDqU9IxMpi2Jo2+bWpQJ11ymIiISXCKRBNTMY110tm1yZWaDgFOBE51zaYcXnohIMZKeCtMegVmvQO1jYOBoqNbM76gKxNy1O9iRlEb/thqtSUREPMEkEpuAtmYWlUvzpnp4zZ5yrY0wsyi8WohvgS1m1jzbfgCVAsvinXM7Dzt6EZFQsWOtNzfExrnQ9Rro/ziUic5/v2Ji8qI4IiPCOLGlRu8WERFPMPXTcwLbdcu+0MyigY7A3EPsWxZvzogBwIpsr+mB9YMCP199GDGLiISWpRPhf70hfjkMfA8GPFeikgjnHJMXb6F38+rERBWfOS9ERKRwBfMX4WPgPrz5H2ZmW34NXt+IcVkLzKwZUMY5tzSwaC8wMJdj1gBewxsK9m1gweEGLiLiu/RUmDICfn8d6nSEge9C1aZ+R1XglmxOZMOOfdxySvP8NxYRkVIj30TCObfQzF4Fbjazz/GaKWXNbD2DAyejmwY0wpt3gkCfiPE5j5lt1KZVzrmD1ouIhLwdsfDplbDpD+h+PZz6KERE+R1Vofh+0RbMoG8b9Y8QEZF/BFtHfTsQizcM6wAgHngZGOGcyyyUyEREQtXir+DLm71HJpe8D23O9juiQjV5cRxdGlWhevmSmSiJiMiRCSqRcM5lACMDr0Nt1zjI48USqLUQESk20lNg8oMw+39QrzNc9C5UaeR3VIVqfUISSzbv5v4z2/gdioiIhBj1mhMRCcaujfDJEG9Upp43Q9+HICLS76gK3eTFcQCcqmFfRUQkByUSIiL5WTMTPh3m1UiUgqZM2U1etIVWtSrQuHqM36GIiEiI0fSkIiJ5cQ5+fQXGnAvlqsI1P5SqJCJhbypzYhPo3061ESIicjDVSIiI5CZlD3x1Cyz6HNqcA+e9BlEV/I6qSE1bEkemg/5ta/sdioiIhCAlEiIiOcWvhI8HQfwy6PcInHAbWOkbH2Ly4jjqVIqmfb2KfociIiIhSImEiEh2S7+FCddBWAQMngBN+/gdkS/2pWYwc8U2LunSACuFSZSIiORPiYSICEBmBkx/Cn561pul+pKxULmh31H55qcV20hOy6R/OzVrEhGR3CmREBFJSoDProZV06DTYDjzOSgT7XdUvpq8KI6K0RF0a1LV71BERCREKZEQkdJty0L46ApI3Axn/xc6D/M7It+lZ2QybWkcfdvUoky4BvcTEZHcKZEQkdJrbzyMvcDrD3HlJKjfxe+IQsKc2B3sTEqjvyahExGRQ1AiISKlk3Pw1a2QvBOunQ612vkdUciYvHgLkRFhnNiyht+hiIhICFOdtYiUTn+OhWUToe8IJRHZOOeYvCiO3s2rExOlZ00iIpI3JRIiUvokrIZJ90Dj3tDjJr+jCSnf/b2FjTv3aTZrERHJlxIJESldMtLh88A8Eee/AWH6Gszy66p4bvt4Psc2qMw5x9bzOxwREQlxqrcWkdLllxdgw2y44C2oVN/vaELGgg07uea9uTSuVo7Rw7pSNjLc75BERCTE6VGciJQeG/+A6U9D+wvhmIF+RxMyVm5NZOg7s6kSE8nY4d2pEhPpd0giIlIMKJEQkdIhNQk+vxZiasKAkX5HEzI27Ehi0FuziQgPY9zV3alVsXRPxCciIsFT0yYRKR2mjIDtK2DIl1C2it/RhIRtiSkMfns2SanpfHxdTxpVi/E7JBERKUaUSIhIybdiKswZBT1uhKZ9/I4mJOzal8bQd2azZVcy71/djTZ1KvodkoiIFDNq2iQiJVtSAnx5I9RoA30f8juakLAvNYOr35vDiq2JvDG4M50bVfU7JBERKYZUIyEiJZdz8PVtXjIx6DMoo/b/qemZ3DBuHnPX7uCVy47jJM1eLSIiR0g1EiJScv31ISz5Ck55AGp38Dsa32VkOu789C+mL9vGk+d3YMAxdfwOSUREijElEiJSMu2IhW/vhkYnwPG3+B2N75xzjPjyb77+axP3ntGay7o19DskEREp5pRIiEjJk5kBE673/n3+GxCmydWem7yMcb+v44Y+zbjupGZ+hyMiIiWA+kiISMnzy39h3Sw47w2oXLqfvDvneGnaSl79cRWXdWvI3ae18jskEREpIZRIiEjJkZkBs0fBj09C23Ph2Ev9jshXSanp3DV+ARMXbOaCTvV4/Lz2mJnfYYmISAmhREJESoatS+Grm2HDHGh+Kpz9XyjFN83rE5K4duw8lm7ZzT1ntOa6E5sqiRARkQKlREJEirf0VPjlRfjpWYgsD+e/CcdcXKqTiF9XxnPTB3+Qkel4d1hX+rSq6XdIIiJSAimREJHia+M8+PIW2LoI2l8Ip/8HypfeeRGcc4z+NZbHJy6hafUY3hzShSbVY/wOS0RESiglEiJS/KQmwY9PwG+vQfnacNlH0OoMv6PyVXJaBg988Tfj523g1La1eOGSjpSP0le8iIgUHv2VEZHiZfUM+PpWb56IzlfCqY9AdCW/o/LVll3JXPf+PP5av5Pb+rbgtr4tCAsrvU27RESkaCiREJHiYd9OmPIg/DEGqjaFYROhcS+/o/LdvLUJXP/+HySlpPPGoM6c3r623yGJiEgpoURCREKbc7Dka/j2Lti7DU64DfrcC2XK+h2Z7z6avY4Hv/ybupXLMu7q7rSsVcHvkEREpBRRIiEioSthDUy6G1ZMhlod4PKPoG4nv6PyXWam45GvF/HerLX0blGdly/rROVykX6HJSIipYwSCREJPekp8OtL8NNzEBYBpz0J3a6DcH1lAbw2fSXvzVrL8F5NuPeM1kSEh/kdkoiIlEL6qywioWX1DJh4J2xfAW3Pg9Ofgop1/Y4qZExftpWRU5ZzXse6PDCgjSaZExER3yiREJHQkBgHk++HhZ9ClSZwxWfQop/fUYWUdduTuO2j+bSuXZGnLjhGSYSIiPhKiYSI+CszA+a+A9Meg/R9cNL/Qa871Jk6h32pGVz3/jycc/xvUGfKRob7HZKIiJRySiRExD8b/4Bv7oDN86FpHzhzJFRv7ndUIcc5x72fL2Dplt28M6wrDauV8zskERERJRIi4oO9272Zqee+A+VrwUXvQLsLQE11cvXer7F8MX8Td57akpNb1fQ7HBEREUCJhIgUpbR98Nvr8PMLkLoXul8HJ99X6memPpQ5sQk8PnEJ/drU4qaTVVsjIiKhQ4mEiBS+zExY8BH88Djs3ggtz4BTH4EarfyOLKTF7U7mxnF/0KBqOZ6/5FjCwlRjIyIioUOJhIgUrlU/wOQRELfQm0zugjehcS+/owp5qemZ3DjuD/ampDPu6u5UjC7jd0giIiIHUCIhIoVjy98wZQSsmgaVG8KFb3v9IMI0eVowHp+4mHlrd/DK5Z1oWauC3+GIiIgcRImEiBSs3Zvghydg/jiv70P/J6DbNRAR5Xdkxcb4eRsYM2st157YlLOO0WR8IiISmpRIiEjBSN0LM5+HWa+Cy4CeN0HvO6FcVb8jK1b+3riL+ycspGfTatx9mvqQiIhI6FIiISJHLzMTPr0SVnwP7S+Cvg9ClcZ+R1Xs7NibynVj51EtJpJXLu9ERLiagYmISOhSIiEiR2/G014SceZzXjMmOWwZmY5bP/qTbYkpfHp9T6qVV1MwEREJbUokROToLP0WZvwHOl4BXa/2O5piaeXWRB79ZgkzV8Tznws7cGyDyn6HJCIiki8lEiJy5OJXwITroE5HGPC8ZqY+TDv2pvLfaSsY+9taykWG8/DZbbmka0O/wxIREQmKEgkROTIpifDRFRBeBi55H8pE+x1RsZGWkcnYWWv577QVJCancXn3htzRr6WaM4mISLESVCJhZmHAbcB1QGNgG/AJMMI5tzeffVsCg4D+QDMgGlgFfAq8mN/+IhKCnIMvboDtK2DwF1C5gd8RFQvOOX5YupUnJi5hdfxeereozgMD2tKqtuaJEBGR4ifYGokXgFuBCcBIoE3g505m1s85l3mIfa8CbgK+AsYBacDJwOPAxWbWwzm37wjjFxE//Pw8LPnamyOi6Ul+R1MsLN2ym8e/WcLPK+NpWiOGd4Z14eRWNTE1BxMRkWIq30TCzNoBtwCfO+cuzLZ8DfAScCnwwSEOMR54yjm3K9uyN8xsBXA/MBx45QhiFxE/rJgK0x6D9hd6c0XIIW3fk8LzU5bz4ex1VIguw0Nnt2VQj0aU0dCuIsVCSkoKCQkJJCYmkpGR4Xc4IrkKDw+nQoUKVK1alaioomsmG0yNxGWAAS/mWD4KeBqv2VKeiYRzbm4eqz7GSyTaBxGDiISChDXw2XCo1Q7OeVmdqw8hKTWd935dy2s/riQpLYMhPRtze78WVC4X6XdoIhKklJQU1q1bR5UqVWjcuDFlypRRLaKEHOccaWlp7N69m3Xr1tGwYcMiSyaCSSS6ApnA7OwLnXPJZjY/sP5I1A+8xx3h/iJSlFL3wseDAAeXjIXIGL8jCkl7UtIZMyuWt2auIWFvKie3qsH9A9rQvKb6QYgUNwkJCVSpUoXq1av7HYpInsyMyMjI/ddpQkICderUKZJzB5NI1AXinXMpuazbCBxvZpHOudRgT2pm4cCDQDqHbhYlIqHAOfjqVohbBFeMh6pN/Y4o5Ozal8Z7v8by9s9r2LUvjT6tanDLKS3o3KiK36GJyBFKTEykcePGfochErSKFSsSGxsbUolEOSC3JAIgOds2QScSeM2kegL3OeeWHWpDM7sWuBagYUONry7ii1mvwt/j4ZQHoUU/v6MJKTuTUnnnl1je/WUNicnp9GtTk1tOaaFJ5URKgIyMDMqUKeN3GCJBK1OmTJH25QkmkUgCauaxLjrbNkExs8eAm4E3nXNP5be9c+5N4E2ALl26uGDPIyIFZM1PMGUEtD4Let/pdzQhI2FvKm/NXM2YWWvZk5LO6e1qc/MpzWlfr5LfoYlIAVKfCClOivp6DSaR2AS0NbOoXJo31cNr9hRUbYSZPQw8ALwLXH84gYqID3auh0+HQbVmcN7r6lwNbEtM4a2Zqxn721r2pWUwoEMdbj6lOa1rV/Q7NBERkSIVTCIxB28yuW7AzKyFZhYNdAR+CuZEgSTiIeA94GrnnGoXRELZhnnepHPpqXDpBxBdum+UE5PTeH36Kt75ZQ2p6Zmcc2xdbj6luTpRi4hIqRXMQOYfAw64Pcfya/D6RozLWmBmzcysdc4DmNkIvCRiLHBVPhPYiYif9u2Ar2+Ht/pC8i5vhKbqLfyOyjdpGZmMmRVLn2en89r0VZzerjbT7uzDi5d2UhIhIlIIpk+fjpkxevRov0ORfORbI+GcW2hmrwI3m9nnwLf8M7P1DA4cdWka0Ahv3gkAzOwm4BFgHTAVuDxH+60459yUo/wcInK0nIO/PoTJD8K+BOhxA/S5t9TWRDjnmLw4jv9MWsrq+L30aFqV0We2pUN99YEQESmORo8ezZVXXrn/ZzOjQoUKdOjQgWuvvZYhQ4b4GF3xFEzTJvBqI2LxRk8aAMQDLwMjgqhdyJpnoiFes6acZgBKJET8FLcYJt4J636F+t1gwASoc4zfUflm/vqdPDlxCbNjE2hWI4a3h3bhlNY11elSRKQEuPXWW+natSuZmZnExsYyatQohg4dyoYNG7jvvvv8Dq9YCSqRcM5lACMDr0Nt1ziXZcOAYYcfmogUupQ9MONpmPWaV/NwzsvQcRCEBdPqseRZn5DEM98v4+u/NlG9fCRPnN+eS7o0ICK8dJaHiEhJ1Lt3by666KL9P1955ZW0atWK//znP9x9991EROR+e5yYmEiFCmrSmp3+OoqURs7B4i/h1W7w68vQ8XK4eR4cN6RUJhG7ktJ4YuJi+o6cwZTFW7j1lOZMv+tkrujeSEmEiJQKo0ePxsyYNm0ajz76KI0aNaJs2bJ0796d3377DYAZM2bQq1cvYmJiqFOnDo899thBx5k8eTKXXHIJTZs2pWzZslSuXJn+/fszY8aMXM/75Zdf0qlTJ6Kjo2nQoAEPPvggaWlpuW6bkpLCk08+Sbt27YiOjqZy5cqcffbZ/Pnnn0f12Rs0aEDbtm3ZvXs327ZtA7xmT8OGDWPatGn06tWL8uXLc/bZZ+/fZ+7cuZx//vlUr16dqKgoWrVqxRNPPEF6evr+bS655BIiIyPZvn37QedctmwZZsbtt99+VLH7LdimTSJSUmxfBZPuhpVToVZ7uOhdaNjd76h84ZzjoznreXrSUnYnp3HRcfW5s38raleKzn9nEZES6J577iEjI4PbbruN1NRURo4cSf/+/RkzZgzDhw/n2muv5YorruCTTz5hxIgRNGnShEGDBu3ff/To0SQkJDBkyBDq16/Pxo0beeutt+jbty8//vgjvXv33r/thAkTuPDCC2ncuDEjRowgIiKCd999l4kTJx4UV1paGqeffjq//vorgwcP5uabb2bXrl2MGjWKE044gZ9++okuXboc0WdOSUlh3bp1REREULly5f3L586dy2effcY111zD0KFD9y+fOHEiF1xwAc2bN+fOO++katWqzJo1ixEjRjB//nw+/fRTAIYOHconn3zChx9+yM0333zAOceMGbN/m+JMiYRIaZGyB35+wauBCI+E056CbtdCeOn8GkjLyOSRrxfx/m/r6Nm0Gg+e1Za2dUtnx3IROXyPfL2IxZt2+x3GAdrWrchDZ7c7qmNkZGTw22+/ERkZ6R2zbVvOPfdcBg4cyKxZs/bfrA8fPpxGjRrx6quvHpBIjBo1ipiYmAOOef3119OuXTueeuqp/YlEVrJStWpVZs+eTfXq1QG47rrrOOaYg/vovfLKK0yfPp3vvvuO0047bf/yG2+8kfbt2/Pvf/+b6dOnB/UZExMTiY+PJzMzk7Vr1/LEE0+wbds2Lr30UsqWLbt/u0WLFjFlyhT69eu3f1lycjLDhw+ne/fu/PDDD/ubQV133XUce+yx/Otf/2L69On06dOH0047jdq1azNmzJgDEgnnHO+//z4dOnSgU6dOQcUcqlRnL1LSZWbCn+/Dy8fBzOeg7Tlw8xzoeWOpTSJ27UvjqtFzeP+3dVx3YlPev7q7kggREeCGG27Yn0QA+2/8u3fvfsAT/8jISLp168aKFSsO2D97ErFnzx62b99OeHg43bt35/fff9+/bt68eaxfv54rr7xyfxIBUKlSJa6//uA5i99//31at25N586diY+P3/9KTU3l1FNP5eeff2bfvn1BfcarrrqKGjVqUKtWLbp168a3337L0KFDGTVq1AHbHXvssQckEQBTpkwhLi6OK6+8kp07dx4Qy5lnngl4zbsAwsPDueKKK5gzZw5Lly7df4zp06ezbt26Yl8bAaqRECnZYn+B7++FzX9BvS5wyTho0DX//Uqwtdv3ctXoOazdnsQzFx7DxV0b+B2SiBRDR/vkP1Q1bdr0gJ+rVKkCQJMmTQ7atkqVKge1/1+1ahX3338/33//PTt37jxgXfaR71avXg1A69YHTT9G27ZtD1q2ZMkS9u3bR40aNfKMPT4+ngYN8v9OHzFiBL179yYsLIwKFSrQunXrXDtRt2zZMtc4wEtG8hIXF7f/30OHDmXkyJGMGTOGJ598EvCaNWUlGcWdEgmRkmhHLEwZ4XWorlgfLngLOlwEpXz40t9Xb+f69+fhgLHDu9OzWTW/QxIRCSnh4eGHtTy7PXv2cOKJJ7J3715uv/12OnToQIUKFQgLC+Opp57ihx9+OOK4nHN06NCB559/Ps9tDpVkZNehQ4eDahpyU65cuVzjAHj22Wfp2LFjrvvVrVv3gHN17NiRcePG8cQTT7Bv3z4+++wz+vfvT+3atYOKN5QpkRApSZJ3w8yR8NtrEBYBJ98PPW+GyIO/DEubT+eu574JC2lQtRzvDO1K4+ox+e8kIiJBmzZtGps2beKdd945YOI3gAceeOCAn7NqPrI3+cmyePHig5a1aNGCbdu2ccoppxDm4+iCLVq0ALwmXMEkI+DVStxxxx38+OOPbN68mcTExBLRrAnUR0KkZMjMgHnvef0gfnkR2l8It8yDk+4u9UlEZqbjP98t5a7xC+jWpCoTbjhBSYSISCHIqrXIemqfZfLkyQf0jwDo3Lkz9evX59133yU+Pn7/8t27d/PGG28cdOwhQ4awZcuWPGsksjcnKkynnXYaNWvW5OmnnyYhIeGg9fv27SMxMfGAZZdffjkRERGMGTOGMWPGUKlSJc4999wiibewqUZCpLhbPwe+uQPiFkKDHnD5x1Cvs99RhYSk1HTu+Hg+3y+K4/LuDXnknHaU0bwQIiKFolevXtSuXZs777yT2NhY6tevz/z58xk7diwdOnRg4cKF+7cNDw/nhRde4OKLL6Zbt25cc801RERE8M4771CtWjXWrVt3wLFvu+02pkyZwl133cUPP/zAKaecQsWKFVm3bh3Tpk0jOjqaH3/8sdA/Y0xMDGPGjOG8886jVatWXHXVVTRv3pydO3eydOlSPv/8cyZMmECfPn3271OzZk3OOOMMxo8fv3/Up+jokjHMuBIJkeJsy98w9jwoW8WbD6Ld+aW+H0SWLbuSGf7eHJZs3s2Is9py5QmND+joJyIiBaty5cp8//333H333bz88sukp6fTuXNnvv32W95+++0DEgmAiy66iPHjx/Poo4/y8MMPU7NmTYYNG8aJJ55I//79D9i2TJkyTJw4kddee42xY8fy0EMPAV5/hG7duhVpU6HTTjuNOXPm8PTTT/P++++zbds2qlSpQrNmzfjXv/6V6/C1Q4cO5euvvwa82pWSwnJWP4WyLl26uLlz5/odhkhoSNwCo/qCy4RrfoCKdfyOKGQs2LCTq9+bS1JqBi9f3omTW9X0OyQRKYaWLFlCmzZt/A5D5LAEc92a2Tzn3JHN4JeNaiREiqPUJPjwUti3A676TkkEsH1PCtOWbmXK4jhmLN9GjfJRfHZDd1rVPnhIPxERETl6SiREipvMTJhwLWyaD5d9CHUOrkItLVZv28OUxXFMWRzHvHU7cA7qVIrmsq4NuKVvC6qXj/I7RBERkRJLiYRIcfPDo7DkazjtKWh1ht/RFKnMTMef63cGkoctrNq2F4C2dSpyyykt6N+2Fu3qVlRfCBERkSKgREKkOPljLPz8AnS5Cnrc4Hc0RSIj0/Hzyni+XbCZaUvjiN+TSkSY0aNpNQb3aES/trWoX6V0D3ErIiLiByUSIsXFmp/gm9uh2SlwxjMlfnSmJZt3M+HPjXzx50a2JqZQISqCk1rV4NS2tejTqiaVypbxO0QREZFSTYmESHEQvwI+HgzVmsPA0RBeMm+ityYm89X8TXz2x0aWbN5NRJhxcuuaXHhcPU5uXZOoiHC/QxQREZEAJRIioW7vdhg3EMIivMnmoiv5HVGBSk7LYPLiOD7/YwM/Ld9GpoNjG1Tm0XPbcdYxdakaE+l3iCIiIpILJRIioSw9BT4eBLs3wbBvoEpjvyMqEBmZjtlrEvjiz418u3AziSnp1K0UzQ19mnF+p/o0r1ne7xBFREQkH0okREKVc/D1bbDuV7jwbWjQze+Ijkp6RiazYxP4duFmvvs7jvg9KcREhnNGhzpccFw9ejSpRlhYye73ISIiUpIokRAJVTOfg78+hJPvhw4X+R3NEUnPyOS31QlMXLiZyYu2sH1vKtFlwjildU3OaF+Hvm1qUi5SX0MiIiLFkf6Ci4Sivz+HHx6HYy6BE+/yO5rDkpaRya+rtvPtgs1MXryFHUlplIsM55TWNRnQoQ4ntaqh5EFERKQE0F9zkVCyfRX89jr88R407AnnvFxshnldtGkXo3+JZfLiOHbtS6N8VAT92tTkjA51OKllDaLLaMQlERGRkkSJhIjfnIPYn+G312DZJG9o1w4Dof/jEBHld3T52paYwsjJy/h47nrKR0ZwattanNmhDr1aVFfyICJSyvTp04fY2FhiY2P9DiVPo0eP5sorr+THH3+kT58+fodTrCmREPFLeios+hxmvQpbFkC5al4zpq5XQ4VafkeXr5T0DN79JZZXflhJcloGw09owi19W2iiOBERKTGGDRvGe++9t//nsLAwqlWrRo8ePbjnnns4/vjjfYzOf0okRIpaUgLMfQdmj4I9W6B6Kzj7v15/iDJl/Y4uX845vl8Ux5PfLmFdQhL92tTkvjPb0LSGhmwVESntJk+ejHPO7zAK3Ouvv0758uVJSUlh4cKFjBo1ikmTJjF16lROOukkv8PzjRIJkaISv8JrvjT/Q0jfB81OgXNfheZ9i1U/iMe+WcxvqxNoWas8Y4d3o3eLGn6HJSIiISIysmROInrRRRdRvXr1/T/37t2biy66iGeeeSbPRMI5x969eylfvuQ+aAvzOwCREs05WPsrfHApvNIF/hznDeV6wywYPAFa9CsWScS2xBTu/XwBZ738M8u2JPLYee359tbeSiJEREqI0aNHY2ZMmzaNRx99lEaNGlG2bFm6d+/Ob7/9BsCMGTPo1asXMTEx1KlTh8cee+yg4/Tp04fGjRsfsGzRokUMHDiQevXqERUVRe3atTn55JOZOHHi/m2Sk5N5+OGHadWqFeXKlaNy5cp06NCBu+46eOTCqVOn0r9/fypXrkx0dDTHHHMMb7zxRq6fa9SoUbRu3ZqoqCiaN2/Oiy++WCA1JqeddhoAK1euBGD69OmYGaNHj+bVV1+lbdu2REdH89xzz+3f5+OPP6ZXr15UqFCBcuXK0b17d8aPH79/fUZGBnXr1uW4447L9Zz/+9//MDO++OKLo46/oKhGQqQwZGbA0onw60uwYQ6UrQon3eP1fyhffG6+U9IzGP1LLC8H+kFcdUITbj2lBZXKqR+EiEhJdM8995CRkcFtt91GamoqI0eOpH///owZM4bhw4dz7bXXcsUVV/DJJ58wYsQImjRpwqBBg/I83vbt2znllFMAuP7662nUqBHx8fHMnTuX33//nQEDBgBw00038c477zBkyBD+9a9/kZ6ezooVK/jhhx8OON6bb77J9ddfT48ePbj//vuJiYlhypQp3HDDDaxatYpnn312/7Yvvvgid9xxB8ceeyxPPvkkSUlJPPfcc9SsWfOoy2nFihUAB9RSZJ1z+/btXHPNNdSuXZsGDRoA8MADD/DEE09w+umn89hjjxEWFsaECRMYOHAgr7zyCjfddBPh4eEMGjSIZ599lkWLFtGuXbsDjj1mzBiqV6++v8xCgRIJkYKUluxNIvfry5CwCqo0hjOfg45XQGQ5v6MLyo69qcxcGc+MZduYsXwb8XtS6Nu6JvcNaEMz9YMQEfFMuge2LPQ7igPV7gBnPH1Uh8jIyOC3337b30Spbdu2nHvuuQwcOJBZs2bRpUsXAIYPH06jRo149dVXD5lI/PLLL2zdupWPP/6Yiy++OM/tJkyYwBlnnHFAx+acNm/ezK233sqll17KBx98sH/5jTfeyG233cbzzz/PDTfcQNOmTdm5cyf3338/bdq04ddff6VcOe9v8JVXXknr1q0Pq0wAEhISAEhNTWXBggXceeedAAwZMuSA7datW8fSpUsPSFb++OMPnnjiCe69916efPLJ/ctvvfVWzjvvPO69916GDBlChQoVGDp0KM8++yzvvfcezzzzzP5tV61axa+//sott9xCmTKh8zBPTZtECkJSAvz0LLzYHr65HaIrwsDRcMsf0O2akE4i0jMymbd2B89PWc65r/7CcY9P4dYP/2Tqkjh6NK3K2OHdeHtYVyURIiKlwA033HBAP4fevXsD0L179/1JBHh9Ibp167b/yXxeKlWqBMCkSZPYvXv3IbdbtGgRf//9d57bjB8/npSUFIYPH058fPwBr7PPPpvMzEymTp0KeJ2+k5KSuOmmm/YnEQD169fniiuuOGTMuWnVqhU1atSgXr16nHHGGWzatImnn36a66677oDthgwZclCNx7hx4zAzhg4delDc55xzDomJicyaNQuAdu3a0blzZ8aNG0dmZub+Y4wZMwaAoUOHHnbshUk1EiJHY+c6mPUa/DEG0vZC81PhhNugca+Q7vuwedc+flq+jZ+WxzNzxTZ2J6cTZnBsg8rc1rcFJ7aswbH1KxMeFrqfQUTEV0f55D9UNW3a9ICfq1SpAkCTJk0O2rZKlSps3779kMc76aSTGDJkCKNHj2bcuHF07dqVfv36cckll9C2bdv927344osMHjyYDh060LRpU04++WTOPvtszj77bMLCvOfeS5YsAaBfv355ni8uLg6A1atXA+Ra+5D9vMH67LPPqFixIuHh4VSrVo02bdrkWjPQsmXLg5YtWbIE59wha0Ky4gYvWbj11lv39wVxzvH+++/vTzJCiRIJkcO1dzus+gGWTYTFX3kJQ4eBcPwtUKtd/vv7ICU9g7mxO5ixfBszlm1jWVwiALUqRnF6+9qc2LIGvZpXp3K5kjnahoiIBCc8PPeJRPNaHoz33nuPu+66i0mTJjFz5kxGjhzJE088wYsvvsjNN98MwLnnnktsbCzffvstM2bMYOrUqbz99tv07t2bqVOnEhkZub+T9JgxY6hTp06u58qZCBWUE0888aD+ELnJXvuRxTmHmTFp0qQ8yzF7f4jLLruMO++8kzFjxtC/f39+/vlnVq9ezX/+858j/wCFRImESH4yM2DTn7BiCqycAhv/AJw3gVyPG7xXpfp+R3mQ9QlJTF+2lRnLt/Hrqu0kpWZQJtzo2rgq93VuzYkta9CqVgUshGtORESkZGjfvj3t27fnrrvuYufOnXTv3p177rmHm266af/foapVqzJo0CAGDRqEc4577rmHZ555hi+//JKBAwfSokULwOvgfKhaCfgnoVi6dCl9+/Y9YN3ixYsL4RPmrUWLFnz33Xc0bNiQNm3a5Lt99erVOfPMM5kwYQJ79uxhzJgxhIWFHbIvil+USIjkZs82WDXNSx5W/QD7EgCD+l2gz73esK11OkFY6HQzSk7L4LfV2/fXOqyO3wtAg6plufC4+pzUsgY9m1UjJkq/9iIiUjQSEhKoXLny/uZJAJUrV6ZJkyasWLGC5ORkIiMjSUxMpHLlyvu3MTM6deq0/xgAF198Mffddx8PPfQQffr0oWzZAydx3bVrF9HR0URFRXHqqadStmxZXn31Va688sr9NQUbNmw4oKN2URg8eDAvv/wy9913H+PHjz+oViIuLo5atWodsGzo0KF8+eWXvP/++3z66aeceuqp1K1btyjDDoruKESy7FwHf4z1ah02zQccxNSAlqdB837eBHLlqvod5QEyMh1f/LmRr/7axG+rt5OSnklURBg9m1VjcM9GnNSyBk2qx6jWQUREfDFmzBheeOEFzj//fJo3b06ZMmWYMWMG33//PRdffDFly5Zl586d1KlTh3POOYdOnTpRs2ZN1qxZw+uvv06VKlU4++yzAa+j9Ouvv87VV19NmzZtGDx4MI0aNWLbtm0sXLiQL774gsWLF9O4cWOqVKnCY489xr///W+OP/54hgwZQlJSEm+88QYtWrTgzz//LLIy6Nq1Kw8//DAPP/wwHTt2ZODAgdStW5fNmzczb948vv32W1JTUw/YZ8CAAVSrVo3/+7//Y/fu3SHXyTqLEgmRPVvhp+dg7jvgMqB+Vzj5fq/WofaxIVXrkMU5x5TFcTz7/TJWbN1D42rluLx7Q/q0qkn3JlWJLnPkbVlFREQKSp8+ffjzzz/55ptv2Lx5M+Hh4TRp0oTnnntuf/+IcuXKcfvttzNt2jSmTp3Knj179icW99577wFP4q+88kpatmzJc889x//+9z927txJ9erVadWqFY899hi1a9fev+2dd95J+fLlef7557n33ntp0KAB//73v6lUqRJXXXVVkZbDQw89RJcuXXjppZd48cUX2bt3LzVr1qR9+/a89NJLB20fGRnJZZddxiuvvELFihU577zzijTeYFlBzO5XVLp06eLmzp3rdxhSUuzb6U0Y99vrkJ4CnQbBSf8Hler5Hdkh/b56O//5bil/rNtJ0+ox3HVaK05vX1u1DiIiBWzJkiVBtWkXCSXBXLdmNs851+WQGwVBNRJS+qQmwez/wc8vQvJOaH8h9LkPqjf3O7JDWrJ5N898t5Qfl22jVsUonrqgAwM71yciPPRqTERERKTkUyIhpUd6Kvzxnjdx3J44aNEfTnkQ6hzjd2SHtD4hieenLOeL+RupEBXB/53emmHHN6ZspJoviYiIiH+USEjJl5kBC8fD9CdhRyw0PB4GvgeNevod2SHF70nhlR9WMu73tYSZce2JTbnxpOZUKnfwBDgiIiIiRU2JhJRcacmwfBLMeAa2LobaHeCK8d4ITCHanyAtI5NFm3YzbUkc7/y8huT0TC7uUp9b+7agTqWy+R9AREREpIgokZCSJTMDYn+GhZ/A4q8hZRdUbQYXvQNtzw+5EZh2JaUxb10Cc2N3MHftDhZs2ElyWiYAZ7SvzZ39W9G8ZnmfoxQRERE5mBIJKf6cgy0LYMEn8PdnkLgZIstD67PgmIHQpA+E+3+pO+eI3Z7EvLU7mLfWSx5WbN0DQESY0a5uRS7v1ogujavQpVEValaM9jliERERkbz5f3clcqQS1nh9HxZ+AvHLISwCmp8Kpz0BLc+AyHK+hrctMYWFG3eycMNuFm7cyfz1O4nf4004UyE6gs6NqnBux7p0blSVYxtUolykfh1FREKNc07Da0uxUdTTOujORYqX5F1ezcOCT2DDbG9Zw+PhrBug7Xm+zTy9fU8KCzfuYuGGXSzYuIu/N+5i865kwOuO0bR6DCe2qEHnxlXo0qgqLWqWJyxMf5hEREJZeHg4aWlpREZG+h2KSFDS0tIIDy+6UR2VSEjxkLAafv8f/Pk+pO6Bmu2g38PeHBCVGxZZGHtS0omN30vs9r2s2baXRZt2s3DjLjbu3Ld/m6bVY+jWpCod6lWiQ71KtKtXifJR+lUTESluKlSowO7du6levbrfoYgEZffu3VSoUKHIzqe7GwldzsHaX7yZp5dO9Joutb8AetwAdTsV2mmzJwvee9L+9/g9KQds27haOTo1rMzQ4xvRoV5l2tWrSMVoDc8qIlISVK1alXXr1gFQsWJFypQpo2ZOEnKcc6SlpbF792527NhBw4ZF94BViYSEnvRUWPQ5zHrV60Rdtir0vhO6Xg0V6xToqdIyMvl74y5mr0lg9poE/tqw66BkoWaFKBpXj6Fv65o0ql6OJtViaFw9hkbVyqlfg4hICRYVFUXDhg1JSEggNjaWjIwMv0MSyVV4eDgVKlSgYcOGREVFFdl5dRckoWPvdpj3Dsx+C/Zsgeqt4KwX4ZhLCqzjdHJaBn+t3+klDrEJzFu7g6RU7w9D0+oxnNSyBs1qxtC4WuBVXcmCiEhpFhUVRZ06dahTp2AfZImUBLpDEn9lZsLmP2Hee7DgY0hPhmZ94bxXvfejrEJOTE5j/vqd/L7aq3GYv34nqRmZmEGrWhUY2Lk+3ZpUo2uTKtSsoOFWRURERIIVdCJhZmHAbcB1QGNgG/AJMMI5t7ew95cSZPdmWPUDrJoGq36EfQkQEe3VPPS4EWq2PuxD7tqXxsqte1i5NZHlcXtYsXUPK+MS2RQYOSk8zGhfrxLDTmhMt8ZV6dK4CpXLaRQOERERkSN1ODUSLwC3AhOAkUCbwM+dzKyfcy6zkPeX4iotGdb9CisDicPWRd7y8rWg5WlezUPzvkEN3ZqwN5WVW/ewYmsiK+L27P933O5/+jVElwmjec3ydG9ajeY1y9OhXiU6N6pCjEZOEhERESkwQd1ZmVk74Bbgc+fchdmWrwFeAi4FPiis/aWYyUj3JohbPd2rdYj9BdL3QXgkNOwJ/R7xEoda7XNtupSekcm6hCRWbdvLqm17WL1tz/5/70xK279duchwWtQsT6/mNWhRqzwtapanZa0K1KtcVnM0iIiIiBSyYB/RXgYY8GKO5aOAp4FBHDoRONr9JRQ5B7vWw9YlsHXxP+/blkNGoIagWgvoPNSrdWh8Aq5MOXbvSyd+bwoJa3ewfU8K2/emsmHHPlZt3cOqbXtYl5BEWsY/MzNWLx9FsxoxnNmhDs1qlKdpjRha1qpAnYrRShhEREREfBJsItEVyARmZ1/onEs2s/mB9YW5/z8yi2jotf1TjLvAv1225bn8u1DjcOAyA6/s/87r5XLsf+jP4VwmmZmOTOcC75k458jI9M6VkelwDjKTErCtSwiLX0qZ7UuJ3rGc8PR/urfsja7NzvLNia93KXHRTVgc2YHVadVI2JhK/LIUEvbOImFvKumZB5dZRJjRqFo5mtUoT/92tWlWozzNasTQtEZ5KpXVvAwiIiIioSbYRKIuEO+cS8ll3UbgeDOLdM6lFtL+nk1/wqP5t6OXw2NAeOAVjO2uAoszG7DM9WK5q8+yzAascPVJTC4HO//ZrnxUBtXK76RqTCT1q5Tj2PqVqVY+kqoxkVQvH0XVmEiqlY+kWkwU1cpHUiY8rOA/nIiIiIgUimATiXJAbkkAQHK2bfJKBI54fzO7Frg28GOKPbL773yjlaNVHYjPe/VuvPzvtyIKp0TLp6ylAKmsi4bKueiorIuOyrpoqJyLTquCOEiwiUQSUDOPddHZtinw/Z1zbwJvApjZXOdcl0OHKkdL5Vx0VNZFR2VdNFTORUdlXXRU1kVD5Vx0zGxuQRwn2LYkm4DqZpbbnNv18JotHapZ0tHuLyIiIiIiISTYRGJOYNtu2ReaWTTQEcgvqzna/UVEREREJIQEm0h8jDfEz+05ll+D17dhXNYCM2tmZjmnJg56/3y8GeR2cnRUzkVHZV10VNZFQ+VcdFTWRUdlXTRUzkWnQMranAtu+FIzexm4GW9m6m/5Z2bqX4BTsmamNrNYoJFzzo5kfxERERERCX2Hk0iE49UoXAs0xutV/zEwwjm3J9t2seSeSAS1v4iIiIiIhL6gEwkREREREZEsxW4GMDMLM7NZZubM7Js8tqlrZmPMbJuZ7TOzuWY2sKhjLU7MrKaZvWtmC8wswcySzWylmb1tZs3z2EflfATMrJ6Z3WtmM8xss5ntNbNFZvasmVXLYx+V9REys+vMbJyZLTWzDDM75NMTM2tlZl+Y2Y7A/81MMzulqOItjgLfy3cEyjjZzNab2Ugzi/E7tuIq8B3xqZmtDvy9i81n++5mNtXMEs1st5l9Z2Ydiyba4svMWprZo2b2W+D7NdHM5pvZ/bldv/p+ODKBchtnZkvMbJeZJQW+L543szp5bK9yLiBmVi7bd8kruaw/4vIudjUSZnYz8BRQHpjonDsrx/qqeKNA1QSeBzYAlwMnAVc5594t2oiLBzNrBbwDzALWAvuAFsBVQBTQwzm3ONv2KucjZGbXA/8FJgI/A4l4I5oNA7YAXZ1zW7Jtr7I+CoEbsGrAn0AToH7OppfZtm0GzAbSgReBXXiDQrQHznDOTS2CkIsdM/svXp+3CcAkvD5wtwAzgX7qA3f4AglvAvAH0BnY7ZxrnMe2PYDpeDOFZt0k3Iz3nXG8c25hYcdbXJnZ08BNwFd4s6ymAScDFwML8P727Qtsq++HI2RmfYH78cp4A14ZdgCuxJvltqNzbmtgW5VzATOz54Dr8O6dX3XO3Zxt3dGVt3Ou2LyA+ngX3L/wRoH6JpdtngmsOzvbsvBAIW0Hyvv9OYrTC+gaKM/XVM4FVqbtgNq5LL86UKbPqawLtLwbA2GBf3/jfe3lue0nQAbeH7WsZeXxkutlBB6+6HVAmbUDMoHPciy/JXDdXu53jMXxBTTN9u+/gdhDbDs78LexXrZl9QLLJvv9WUL5BXQBKuWy/PHA9XtztmX6fij48h8YKOe7Vc6FVsbH4SUJWffOr+RYf1TlXdyaNr0KrMZ7mpuXy4FVzrmvsxY45zKAl4GqwJmFGmHJszbwXiXHcpXzEXLOLXLZahyy+Tjw3j7HcpX1UXDOxbognogHmjGcA0x3zs3Ptv8e4C2gJV5iLQe6DDC8J1nZjQKSgEFFHVBJ4JxbHcx2gaanXYFPnXMbs+2/EfgU6GdmtQsnyuLPOTfXObcrl1UHfB/r+6HQHHCPoXIuWOYNdDQK+A74PJf1R13exSaRMLOLgLOB6wM3UbltUwfvKcxvuazOWqYL8BDMrIyZVTezOmbWG/gwsOrbbNuonAtH/cB7XNYClXWROgavGd+sXNaprPPWFa9GYnb2hc65ZGA+KrPCllW+eV23htc0Sg5Pzu9jfT8UADOLDtxj1Dez/sD/Aquy7jFUzgXrDqA1XlPH3Bx1eReLRMLMKgEvAf9zzuV2Q5WlbuB9Yy7rspbVK8jYSqDTgG3AJuAnvGYLdzrnxmbbRuVcOB4JvL+XbZnKuuiorI9MXSDeOZeSy7qNQHUziyzimEoTXbcFLPAU90G85iAfBBarnAvG1Xj3GOuB74HKwCDn3MzAepVzATGzJnj3FY8652Lz2OyoyzviiKI7AmZWmYNntj6Ul5xzCYF/P4OX9Nybzz7lAu+5/UFLzrFNiXSU5QxeBnoqUBZoC1wKVDGzCOdcemCbUl/OUCBlnf1Yd+K1FX3TOfdDtlUqawq2rA9BZX1kypF7mcGB5ZZaNOGUOrpuC96LQE/gPufcssAylXPB+AJYitcGvxNes5rq2darnAvOG3jdAZ4/xDZHXd5FlkjgZZ0PHcb27wMJgeY11wCDnXM789knKfAelcu66BzblFSVOYJyzvrBORcPZPXQ/9rMxuKNXFETr8c/qJyzVOYoyjqLmV0NPIs3ilPO6keVtacyBVDW+VBZH5kkvO+H3KjcCp+u2wJkZo/hfQ+/6Zx7KtsqlXMBcM5twBu1CeALM/sMmGNm5QLlrXIuAGY2CO+h8InOubRDbHrU5V1kiUSgWiXXIRfz8QrwF/C7HTyfQbnAsp2BG+BNgeW5VcNkLcut+qbEOIpyzut4m8xsKjDczG4NNF8o9eUMBVPWZnYV8CYwGbgwl194lTUFf13nQWV9ZDYBbc0sKpfmTfXwmj2pNqLw6LotIGb2MPAA8C5wfY7VKudC4JxbYGZ/AjfiDe2vcj5KZhaFVwvxLbAl271zVvlVCiwrkPvm4tBHohHQEViR4wXeWM8rgIcBnHOb8T5wj1yOk7VsbuGFWmKVxRtutCKonAtKIIl4C68G6Lzc2pirrIvUQrzq3Z65rFNZ520O3t+SbtkXmlk03ne3yqxwzQm853XdOmBe0YVTPAWSiIfw+qhd7QJjYGaj74fCUxZvBEJQOReEskANYAAH3jdPD6wfFPj5agqgvItDIjEEr+14zhd4X44D8W7GsnwINDOzs7MWBDpO3QLsJNvoQ/IPM6uVx/K2QF+84Ue3ZVulcj4KZjYMb0i2H4BzAyPc5EVlXQQCw919DfQxs2OzlptZebwv3BXkGJlIAG+YTMfBfViuwWtbO66oAypNnHMr8f7QDzSzrI6TBP49EPghj+GmJcDMRuAlEWPxJvk8aLhofT8cnbyGIDazk/GG2P0NVM4FZC+53zffGFj/XeDnrwqivIvdzNZZArN+5jazdTW8BKMaXtXORrxxzvvgPWV4u4hDLRbM7EW89nQTgVi8ZiTtgcFAGeAc59z32bZXOR8hMzsHbwbg3cDdeLOIZ7fHOfdFtu1V1kchkIBlfUEOAlrhjcgCXrPIV7Jt2xzvSzMNeAHv/+gavBlYB2T/HZB/mNnLeO3KJ+Altm3wZrr+BTglmHk85EBmNhivRh68hwaRwMjAz2uzj6RnZscDP+K1PX852z61gBOcc38VSdDFkJndhNeEeh3e90LOazXOOTclsK2+H46QmU0A6uA9PFuL1/6+M96ALklAn6x5DFTOhcPMGgNrOHhm66Mr76KeYa+gXuQxs3VgXT28JwvxeL3O/wAu8TvmUH4B/YDxeElEEl5V12q8tqLtVM4FWtYPB67fvF6xKusCLe/Rh1nWbYAv8Wp7koCfgX5+f45QfuE1fbwTbxbUFLxk93k06/rRlOn0Q1y303PZvicwDdgDJOINrXmc358j1F/5fD8cVNb6fjjicr4Y+AZv2NdkvAdoS/ES34a5bK9yLvj/g8bkMrP10ZZ3sa2REBERERER/xSHPhIiIiIiIhJilEiIiIiIiMhhUyIhIiIiIiKHTYmEiIiIiIgcNiUSIiIiIiJy2JRIiIiIiIjIYVMiISIiIiIih02JhIgUGTMbZmbOzPr4HcuhmNl0M4vNb5lITrrGRaQ0USIhIiWCmT1sZuf5HUdOZtYxEFtjv2OR4k3XuIiEGiUSIlJSPAScV4jH7w+0OoL9OuLF1rggg5FSSde4iIQUJRIisp+ZVTiSdaWBcy7VOZfidxwCZhZuZuX8jqOk0TUuIodLiYRIMWBmkWZ2t5nNN7MkM9tlZnPN7OZs24w2M5fH/s7MRmf7uXFg2cNmdomZzTOzfcDL2bc3s75m9rOZ7QG+zifGdmb2qZltNLMUM9tiZj+a2YBcNg8zs3+b2arAtsvNbGgex73azP4ws32Bzz3ZzHrl/CyBH4cGYnd5lUWOY1cxs1FmFm9mewNtxDvnsW1ubcoP+ZnN7GHg3cDmP2aLbXRgfQUze9zMfg/EkGJmK83s6Zw3ymbWJ7DvMDO70swWBbZfa2Z35xFzp0B8cYFt15vZh2bWLMd2/QLlutPMks1sgZldn1/5HSkziw2U53Fm9oOZ7TGzBDN7z8xq5tg2q89BPzN70MxWAcnAxYH1ZmY3BK7hpMCxfjSzk7Mdo3Lgc32eRzxPBc7RMZ+4dY3rGheRbCL8DkBEDs3MIoHvgT7AZOB9vBupDsAFwCtHcfjzgFuB14E3gN3Z1nUBLgRGAe/lE2M14IfAj28Aa4HqgWN0Bybm2OVJoCzwPyAFuAEYbWYrnXO/ZDvuf4C7gdnAfUAF4Fq8G5ZznXPfAtuAwcBYYCbwZjAf3MzK4JVr18C+v+E10ZgKbA9i/2A+8+dAnUDMTwJLAtuvCrzXA64GPgM+ANKBkwKfuRNwWi6nvh6oBbwN7AQGAf8xsw3OuQ+yxXdW4Lh7gbeAlUDtwDHbZ8VgZtcG4v8NeCKw/anA62bWzDl3V35lcYTqA9MCMY4HjgOuArqYWVfnXFKO7Z8DyuBdj7uBZYHlY4HLAsd4F4gCrgCmmNkFzrmvnHM7zewr4Fwzq+qcS8g6qJmFBbZf4Jybn1ewusZ1jYtILpxzeumlVwi/8P7gOuDJXNaFZfv3aO9XOtdjOGB0tp8bB5alAW3y2N4B/YKM8ZzA9hfns92wwHZ/ApHZltfDu9n6MNuyVkAm8HOObevi3VzEAuF5fcYgYr42sM8jOZbfHlgem2P59OzLjuAz98llXSRQJpfljwX26ZZtWZ/Ask1ApWzLy+HdaM7KZdlWoF5e1w3eDWAy8EEu2/wXyACaFsI1HRv4LLfnWH5HYPk9uZTfMqBcju3PD6y7NsfyCGAusAawwLIBgW1vzLFt38Dyf+ka1zWul156Hd5LTZtEQt8VwA7g0ZwrnHOZR3nsic65JXms+8s5NzXI4+wKvJ9hZhWD2P4151xq1g/OuY3AcqBFtm3OBQx4Jse2m/CePDfCe6J5pM7Du4kYmWP56xxYM5OXw/3MB3Fem/Q0ADOLCDRDqY73xBi8p745veuc25XtGEl4T1qzl91peE+ORwbKNud5s66bi/Ce4L9tZtWzv/CasoUB/Y7kswVhN/BajmWvBZafn8v2r7uDaykGAYnAFzlir4wXf2P+KZfvgThgSI5jDMF7Sj4un3h1jR+BUn6Ni5R4SiREQl8LYKlzLrkQjr38CNcdwDk3AxiD92Qy3sx+MbNHzKxtHruszmXZdqBatp+bBN4X5bJt1rKmwcaYi6bAZufcATdUzutsmlt85NjucD9zrszsRjNbgPe0OgHvKev0wOoquewSTNll3XD9mc/p2wTepwbOm/01JbCu1qEOYGY1zKx2tleNfM6ZZXX2m2c4oOxz+3/N7Xpsg9cUKC6X+B/OHr9zLitZ6G5mLQOxx+A1D5zsnIs7VLC6xkvvNS4ieVMfCZGSI6+O1of6Pc/5hDfYdQef3LmhZvYscAbQG7gTuN/MbnfO5ezHkZHHYexwzum3/2/vbkK0quI4jn9/BWkhZoJE0CbpRaqFGBURQUSULYI2EWiaES2UNim94fS2MgyCgjZtNEVKCUwLAguSQFKkhSBl2sskQZupZLCalPi3+N87c7vz3Oe5d4axgfl94DLD85zn3HPuHOY559xz/rdjnSeRtJGcLT4AvEUu6ThHLoPZTu/JnqZrNxXl9V4L/NKQZlCH8yg5c176iZkJA9qrPYrsEK7q87njld93ABvJ+g6Rg4gFDNgDVHIbn7Nt3MwaeCBhNvudBJZJmhf9QzP+BlDfTMr0ZjQ7iYjjZMftdUmLgCPAa5LejoiBEWZqyi/3m5jYuFm6sZZmKn4A7pO0sDpjK2keec1+b5NJizr3q/cach38A9VlapJWdqxLXTl7v5zswDU5Vfwc6bCMrW41uam49FfLzy2VdEn1rkTl2p9omccp4HrgcEScHZQ4Io5JOgY8KulFsnN5Btjf8nxu43OzjZtZAy9tMpv9dpG3/4fqb0iqzm6WX6z19b6bZqhc1XIsLqLfjIuIM+Rm18uA+VPIdj/ZQXmmiD5Tnusq4HFy5ru6rOEssLhD/vuAi5l8fdYDA9eDd6hz2cHtVbZ/yDqO/x2LO0jPDy5+XweAEWBTcb3qZS/Pt4dcbvKqpEt7pLu86HQ2iohDEfFZ5TjUL33FQmBD7bUNxesftsxjB/k9tqXXm5J6LVl5l7yDsgq4B9jdZtmg23iai23czJr5joTZ7Pcm8CAwJOlW8gt0jJzFvIGJgcN7ZPjFdyQtI+9QrCQ3JM60tcDTkvaSIRjPkyEe7wf2RETbWepxEfFtsaTiWeALSbuZCI25AFgdEdUlEIeBeyU9B5zOLOL9PqfYVuT1kqRrgC/Jja0Pk7PDg/4/tq3zUTIyz2ZJV5ChJ3+MiCNkyNItwCfKZxwsJDu45wecu6+I+FPSE0X+xyWVoTGXFOV7A9gXET9LWk+GzvxG0k6y87qEDC/8EDkzPjyd8jT4HnhZ0s3AV8AtZPjXE+QSmIEi4gNJ24CnJK0APiY7l1cDdwDXMvmO3C5gK7mx+yJaLmvCbdxt3Mwmu5Ahonz48DG1g5z520xuwBwjl2McZXIoy9uBQ0WaETLe/CKaw7++0nC+rmEml5Mdsu/ITsQocIycCZ1XSbeO5jCRB6mFoyxef5KclR0r8v0UuKtHuuvIQdZocY5oUe7FZKz6X4tyHyRj5E8qS/21tnUu0j4GfE2uDR+/tuRs8QtFHn+THZyt5AbR//x9mAiNua5HPbb3qi9wGzm7P1Lkf5rsSC+tpbsT2EuG0jxHrmP/vKjL/Bloz8PF9VxBPqfgD3KZzU7gylraxjZTSbOGfL7CaNFOhsnnGzzSkP6jIs+TbuNu48xAG/fhY64cZXxtMzOzC0L59OThiLj7fy6KmZlNg/dImJmZmZlZZx5ImJmZmZlZZx5ImJmZmZlZZ94jYWZmZmZmnfmOhJmZmZmZdeaBhJmZmZmZdeaBhJmZmZmZdeaBhJmZmZmZdeaBhJmZmZmZdeaBhJmZmZmZdfYvdEhuLehpulAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% to make the difference clearer, show the cumulative histogram\n", + "plt.rcParams['figure.figsize'] = (13, 6)\n", + "\n", + "distDiffCumHist_GivenMadeLastShot = np.cumsum(distDiffHist_GivenMadeLastShot).astype(float)\n", + "distDiffCumHist_GivenMadeLastShot = distDiffCumHist_GivenMadeLastShot/max(distDiffCumHist_GivenMadeLastShot)\n", + "distDiffCumHist_GivenMissedLastShot = np.cumsum(distDiffHist_GivenMissedLastShot).astype(float)\n", + "distDiffCumHist_GivenMissedLastShot = distDiffCumHist_GivenMissedLastShot/max(distDiffCumHist_GivenMissedLastShot)\n", + "\n", + "maxHeight = max(distDiffCumHist_GivenMadeLastShot[-1],distDiffCumHist_GivenMissedLastShot[-1])\n", + "\n", + "plt.figure();\n", + "madePrev = plt.plot(distDiffBins[:-1], distDiffCumHist_GivenMadeLastShot, label='made Prev'); plt.xlim((-40,40))\n", + "missedPrev = plt.plot(distDiffBins[:-1], distDiffCumHist_GivenMissedLastShot, label='missed Prev'); plt.xlim((-40,40)); plt.ylim((0,1))\n", + "plt.title('cumulative density function - CDF'); plt.xlabel('curr shot distance - prev shot distance'); plt.legend(loc='lower right')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "cfaaa069-a7c7-4b95-863b-403c2fd1d999", + "_uuid": "1d5f6966c87b835a22715d0a5bdf77332376808e" + }, + "source": [ + "## Lastly, Let's plot the \"Shot Difficulty\" change for the two groups\n", + "here negative values indicate that kobe took a larger risk, and positive values indicate that kobe made a safer subsequent shot" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:21.619823Z", + "start_time": "2021-05-25T07:01:21.203824Z" + }, + "_cell_guid": "0eebfce6-79f3-4616-a337-fa15b3308278", + "_uuid": "3655992b55918fc132252e85a6d1aa4299e78a5d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'counts')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% after making a shot, kobe is a more confident and makes much more difficult shots generally\n", + "plt.rcParams['figure.figsize'] = (13, 10)\n", + "\n", + "jointHist, difficultyDiffBins = np.histogram(changeInShotDifficultyDict['madeLast']+changeInShotDifficultyDict['missedLast'],bins=100)\n", + "barWidth = 0.999*(difficultyDiffBins[1]-difficultyDiffBins[0])\n", + "\n", + "shotDifficultyDiffHist_GivenMadeLastShot, b = np.histogram(changeInShotDifficultyDict['madeLast'],bins=difficultyDiffBins)\n", + "shotDifficultyDiffHist_GivenMissedLastShot, b = np.histogram(changeInShotDifficultyDict['missedLast'],bins=difficultyDiffBins)\n", + "maxHeight = max(max(shotDifficultyDiffHist_GivenMadeLastShot),max(shotDifficultyDiffHist_GivenMissedLastShot)) + 30\n", + "\n", + "plt.figure();\n", + "plt.subplot(2,1,1); plt.bar(difficultyDiffBins[:-1], shotDifficultyDiffHist_GivenMadeLastShot, width=barWidth); plt.xlim((-1,1)); plt.ylim((0,maxHeight))\n", + "plt.title('made last shot'); plt.ylabel('counts')\n", + "plt.subplot(2,1,2); plt.bar(difficultyDiffBins[:-1], shotDifficultyDiffHist_GivenMissedLastShot, width=barWidth); plt.xlim((-1,1)); plt.ylim((0,maxHeight))\n", + "plt.title('missed last shot'); plt.xlabel('chance to make curr shot - chance to make prev shot'); plt.ylabel('counts')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "58ef2832-984f-4109-bac3-4218471e2763", + "_uuid": "9d1e1b32cb81500027da5e69676890aea61864d0" + }, + "source": [ + "### We can see that the plot is heavier on the left side\n", + "### It is therefore even more evident now that kobe feels he's \"In The Zone\" after making a shot \n", + "and therefore he allows himself to attempt more difficult shots" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "8064ad04-9b0e-4d46-a674-723dd1717a3a", + "_uuid": "36df5212326272305317f11d68a8eba1e8ed1fff" + }, + "source": [ + "## Some of you might be wondering about wheather it's simply regression to the mean or not\n", + "this thinking is sound, since all successful attempts are inherently biased towards easier shots, and if we use relative meassures such as \"shot difficulty change\" we will for sure get this effect by simply \"going back to the mean\", so we need to make sure this isn't it." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:21.727823Z", + "start_time": "2021-05-25T07:01:21.619823Z" + }, + "_cell_guid": "a0177a85-c933-4688-a233-0af237d60d7a", + "_uuid": "282df298b0ae4cb27459e84d794234add0fac07e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'not regression to the mean')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% is this regression to the mean?\n", + "plt.rcParams['figure.figsize'] = (12, 10)\n", + "\n", + "accuracyAllShots = data['shot_made_flag'].mean()\n", + "accuracyAfterMade = afterMadeData['shot_made_flag'].mean()\n", + "accuracyAfterMissed = afterMissedData['shot_made_flag'].mean()\n", + "\n", + "standardErrorAllShots = np.sqrt(accuracyAllShots*(1-accuracyAllShots)/data.shape[0])\n", + "standardErrorAfterMade = np.sqrt(accuracyAfterMade*(1-accuracyAfterMade)/afterMadeData.shape[0])\n", + "standardErrorAfterMissed = np.sqrt(accuracyAfterMissed*(1-accuracyAfterMissed)/afterMissedData.shape[0])\n", + "\n", + "accuracyVec = np.array([accuracyAfterMade,accuracyAllShots,accuracyAfterMissed])\n", + "errorVec = np.array([standardErrorAfterMade,standardErrorAllShots,standardErrorAfterMissed])\n", + "\n", + "barWidth = 0.7\n", + "xLocs = np.arange(len(accuracyVec)) + 0.5\n", + "\n", + "fig, h = plt.subplots(); h.bar(xLocs, accuracyVec, barWidth, color='b', yerr=errorVec)\n", + "h.set_xticks(xLocs); h.set_xticklabels(('after made', 'all shots', 'after missed'))\n", + "plt.ylim([0.41,0.47]); plt.xlim([-0.3,3.3]); plt.title('not regression to the mean')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "32f8272c-7d96-4b8b-a29e-13705ca31933", + "_uuid": "ff59e8a55d84c5ed6a78801f7fee13d18f484d39" + }, + "source": [ + "### OK, now we've established that it's not simply regression to the mean, and that there are infact two different groups of shots with very different accuracies, the question arises:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "0c6bfeb7-a283-48f7-b51d-58cd8d4cec39", + "_uuid": "d041942bbb21e3a2e9ce62df7332f222077ff22c" + }, + "source": [ + "# Is Kobe right in his \"Hot Hand\" feeling? \n", + "Maybe Kobe really is \"in the zone\" and therefore it's \"OK\" for him to take on more difficult shots?" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:21.743823Z", + "start_time": "2021-05-25T07:01:21.727823Z" + }, + "_cell_guid": "9fffc979-b742-4372-9820-ab085e0fa4e4", + "_uuid": "c559a62713af8b1b09cc58e8aeae9db7aae4d87e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-----------------------------------------------------\n", + "provided that kobe MADE the previous shot:\n", + "according to \"shotDifficulty\" model, 95% confidence interval [0.4257224127405511, 0.4464184655895761]\n", + "and Kobe actually made 0.4390376660134988, which is within confidence interval\n", + "-----------------------------------------------------\n", + "-----------------------------------------------------\n", + "provided that kobe MISSED the previous shot:\n", + "according to \"shotDifficulty\" model, 95% confidence interval [0.4449274324826991, 0.4642464497945436]\n", + "and Kobe actually made 0.45338225609182425, which is within confidence interval\n", + "-----------------------------------------------------\n" + ] + } + ], + "source": [ + "#%% but wait, maybe kobe is making more difficult shots because he's \"in the zone\"\n", + "\n", + "predictedShotPercentAfterMade = np.array(shotChancesListAfterMade).mean()\n", + "predictedStadardDev = np.sqrt(predictedShotPercentAfterMade*(1-predictedShotPercentAfterMade))\n", + "stadardError = predictedStadardDev/np.sqrt(len(shotChancesListAfterMade))\n", + "predPlusErr = predictedShotPercentAfterMade + 2*stadardError\n", + "predMinusErr = predictedShotPercentAfterMade - 2*stadardError\n", + "actualShotPercentAfterMade = float(totalMadeAfterMade)/totalAttemptsAfterMade\n", + "\n", + "print(\"-----------------------------------------------------\")\n", + "print('provided that kobe MADE the previous shot:')\n", + "print('according to \"shotDifficulty\" model, 95% confidence interval ['+ str(predMinusErr)+', '+str(predPlusErr)+']')\n", + "print('and Kobe actually made ' + str(actualShotPercentAfterMade) + ', which is within confidence interval')\n", + "print(\"-----------------------------------------------------\")\n", + "\n", + "predictedShotPercentAfterMissed = np.array(shotChancesListAfterMissed).mean()\n", + "predictedStadardDev = np.sqrt(predictedShotPercentAfterMissed*(1-predictedShotPercentAfterMissed))\n", + "stadardError = predictedStadardDev/np.sqrt(len(shotChancesListAfterMissed))\n", + "predPlusErr = predictedShotPercentAfterMissed + 2*stadardError\n", + "predMinusErr = predictedShotPercentAfterMissed - 2*stadardError\n", + "actualShotPercentAfterMissed = float(totalMadeAfterMissed)/totalAttemptsAfterMissed\n", + "\n", + "print(\"-----------------------------------------------------\")\n", + "print('provided that kobe MISSED the previous shot:')\n", + "print('according to \"shotDifficulty\" model, 95% confidence interval ['+ str(predMinusErr)+', '+str(predPlusErr)+']')\n", + "print('and Kobe actually made ' + str(actualShotPercentAfterMissed) + ', which is within confidence interval')\n", + "print(\"-----------------------------------------------------\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "c049eccd-1a4e-49b2-a544-5a7fe12f1786", + "_uuid": "46c557e967dfa8091a837aa09dcbd9723343ee9c" + }, + "source": [ + "### We can see that the accuracy is completely explained by the \"shotDifficulty\" model we've created, that doesn't contain any hot hand related features.\n", + "# The answer looks to be that Kobe doesn't have a \"Hot Hand\" effect" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "df96e745-ebbe-43e0-803e-8b1eccd3a815", + "_uuid": "9c6490edb47c6339c24825ce0d33bf9f30919247" + }, + "source": [ + "## let's now try to visualize this a little better" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:22.327822Z", + "start_time": "2021-05-25T07:01:21.743823Z" + }, + "_cell_guid": "868d07dd-bad7-486d-8e06-42a377470c62", + "_uuid": "345e558dda18896194fc5e62cce423a636bab8be" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% let's try and visualize this - show scatter plot of after made and after missed shots\n", + "plt.rcParams['figure.figsize'] = (16, 8)\n", + "\n", + "afterMissedData = data.iloc[afterMissedShotsList,:]\n", + "afterMadeData = data.iloc[afterMadeShotsList,:]\n", + "\n", + "plt.figure();\n", + "plt.subplot(1,2,1); plt.title('shots after made')\n", + "plt.scatter(x=afterMadeData['loc_x'],y=afterMadeData['loc_y'],c=afterMadeData['shotLocationCluster'],s=50,cmap='hsv',alpha=0.06)\n", + "draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270);\n", + "\n", + "plt.subplot(1,2,2); plt.title('shots after missed');\n", + "plt.scatter(x=afterMissedData['loc_x'],y=afterMissedData['loc_y'],c=afterMissedData['shotLocationCluster'],s=50,cmap='hsv',alpha=0.06)\n", + "draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "afa7f78a-6501-4dba-8277-17e94071d2d7", + "_uuid": "a779ef29fa447d0055cf4911cd22c496cfed2706" + }, + "source": [ + "### Keen eyes can see differences in density here, but it's not very clear, so let's show the data in the gaussians format, hoping that it will be clearer" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2021-05-25T07:01:22.723853Z", + "start_time": "2021-05-25T07:01:22.327822Z" + }, + "_cell_guid": "338748f7-3926-4bd9-8bdc-b52c21eb0885", + "_uuid": "00591b6885d9af2e3dda0945f8fc96549d0faf69" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'after missed shots')" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#%% show shot attempts of after made and after missed shots\n", + "plt.rcParams['figure.figsize'] = (13, 10)\n", + "\n", + "variableCategories = afterMadeData['shotLocationCluster'].value_counts().index.tolist()\n", + "clusterFrequency = {}\n", + "for category in variableCategories:\n", + " shotsAttempted = np.array(afterMadeData['shotLocationCluster'] == category).sum()\n", + " clusterFrequency[category] = float(shotsAttempted)/afterMadeData.shape[0]\n", + "\n", + "ellipseTextMessages = [str(100*clusterFrequency[x])[:4]+'%' for x in range(numGaussians)]\n", + "Draw2DGaussians(gaussianMixtureModel, ellipseColors, ellipseTextMessages)\n", + "draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270); plt.title('after made shots')\n", + "\n", + "variableCategories = afterMissedData['shotLocationCluster'].value_counts().index.tolist()\n", + "clusterFrequency = {}\n", + "for category in variableCategories:\n", + " shotsAttempted = np.array(afterMissedData['shotLocationCluster'] == category).sum()\n", + " clusterFrequency[category] = float(shotsAttempted)/afterMissedData.shape[0]\n", + "\n", + "ellipseTextMessages = [str(100*clusterFrequency[x])[:4]+'%' for x in range(numGaussians)]\n", + "Draw2DGaussians(gaussianMixtureModel, ellipseColors, ellipseTextMessages)\n", + "draw_court(outer_lines=True); plt.ylim(-60,440); plt.xlim(270,-270); plt.title('after missed shots')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "9694934a-5bd6-448f-a6d9-04ceb7bb5d07", + "_uuid": "93f0d5b190043155b8ecf1566dad7314e2fb29eb" + }, + "source": [ + "### Now it's very evident that after missing a shot, kobe is much more likely to throw directly from the basket relative to after making a shot (27% after missing the previous shot vs. 18% after making the previous shot) \n", + "\n", + "### It's also very evident that after making a shot, kobe is much more likely to try a 3 pointer as his next shot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} \ No newline at end of file