{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# A First Look to the Train Dataset\n\nThe **goal of the competition** is to predict -- from a given snapshot in the game -- for each team, the probability that they will score within the next 10 seconds of game time.\n\nThe objective for this notebooks is to explore the data and get some first ideas of what we are dealing with. I'll be implementing and confirming some ideas posted in Kaggle's discussion forums and other resources.\n\nI want to find an answer for the following topics:\n\n1. If the objective of the competition is to predict the probability that either team A or B will score within the next 10 seconds of game time, I want to understand what data is available to us to make this prediction.\n2. I want to understand the data behind the problem to later take a decision on how to approach the problem.\n3. Finally, I want to understand how can I build features to capture the dynamics of the game and specially those factores that influece the probability of scoring.","metadata":{}},{"cell_type":"markdown","source":"## 0. Libraries and Personal Tools","metadata":{}},{"cell_type":"code","source":"import warnings \nwarnings.filterwarnings('ignore')\n\nimport sys\nfrom os.path import abspath\n\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\nfrom matplotlib import rcParams\nfrom random import randint","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.033664Z","iopub.execute_input":"2022-10-09T18:05:31.034160Z","iopub.status.idle":"2022-10-09T18:05:31.041210Z","shell.execute_reply.started":"2022-10-09T18:05:31.034122Z","shell.execute_reply":"2022-10-09T18:05:31.040101Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Set the default figure size and theme to display good looking matplotlib plots.\nrcParams['figure.figsize'] = (12, 8)\nplt.style.use('fivethirtyeight')\n\n# Import custom modules\nfrom visualize_tps_oct22 import *","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.043293Z","iopub.execute_input":"2022-10-09T18:05:31.043706Z","iopub.status.idle":"2022-10-09T18:05:31.056582Z","shell.execute_reply.started":"2022-10-09T18:05:31.043670Z","shell.execute_reply":"2022-10-09T18:05:31.055278Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 1. Get Raw Data","metadata":{}},{"cell_type":"markdown","source":"You can ignore the following cell if you are not interested in the details of how I got the data.","metadata":{}},{"cell_type":"code","source":"# # ===== GET DATA USING KAGGLE API =====\n# kaggle config set -n competition -v tabular-playground-series-oct-2022\n# kaggle config set -n path -v ~/Documents/my-kaggle-tools/competitions/tabular-playground-series-oct-2022/data/raw\n# kaggle competitions download -c tabular-playground-series-oct-2022\n# unzip ./data/raw/competitions/tabular-playground-series-oct-2022/tabular-playground-series-oct-2022.zip -d ./data/raw/\n# rm -rf ./data/raw/competitions/\n\n# # ===== CREATE NEW CSV WITH A SINGLE MATCH =====\n# !head -n +1521 ./data/raw/train_0.csv > ./data/interim/single_match.csv\n\n# # ===== CREATE A SAMPLE FOR LATER TESTING =====\n# # Thanks to [Bar](https://stackoverflow.com/users/209882/bar). https://stackoverflow.com/a/37754402\n# # and [nikkou](https://stackoverflow.com/users/1565833/nikkou)\n# !tail -n +2 ./data/raw/train_0.csv | shuf -n 10000 > ./data/interim/sample.csv\n# !head -1 ./data/raw/train_0.csv > ./data/interim/header.csv\n# !cat ./data/interim/header.csv ./data/interim/sample.csv > ./data/interim/train_sample_10k.csv\n# !rm ./data/interim/header.csv ./data/interim/sample.csv\n","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.058374Z","iopub.execute_input":"2022-10-09T18:05:31.059857Z","iopub.status.idle":"2022-10-09T18:05:31.069348Z","shell.execute_reply.started":"2022-10-09T18:05:31.059803Z","shell.execute_reply":"2022-10-09T18:05:31.067888Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"From October TPS competition, we have the following datasets:\n\n![file_descriptions.png](attachment:edce8e15-6c8a-4ae5-baf0-e1b37cbca7fb.png)","metadata":{},"attachments":{"edce8e15-6c8a-4ae5-baf0-e1b37cbca7fb.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAyQAAADcCAIAAAAOQfK6AAAAA3NCSVQICAjb4U/gAAAAGXRFWHRTb2Z0d2FyZQBnbm9tZS1zY3JlZW5zaG907wO/PgAAIABJREFUeJzs3WdcE0kbAPDZTYUkdBAQBFEEBaUIFhAQUdRT8U4sWEERxd7Oxnn2hp4NRZCmKMWuh/raEBsioFJsYEERRVpogUBCkt33A6ggCcUTy93z/6K/ZDMz++xk9snM7oKRJIkAAAAAAEDbwL93AwAAAAAA/s0g2QIAAAAAaEOQbAEAAAAAtCFItgAAAAAA2hAkWwAAAAAAbQiSLQAAAACANgTJFgAAAABAG4JkCwAAAACgDUGyBQAAAADQhiDZAgAAAABoQ5BsAQAAAAC0obZKtsjSJ1fP3cqqhD+8CAAAAID/NOo/LUB8f8+U9bEV9ZIqmtnskLXGlwL9o991w7ut0z3hteoi325F1FIb2j+tDAAAAADgJ/OPky2EEEIYVcusv6k6hhBCiKKry6DoD5+/WL24g60q9vKr1AAAAAAA8FP6OskWYhiPmD2/16eZK0l29N6dUe+6S0JXa9fbTMJ9cCI08nLqGx6m2sV2lOfUwZ1ZGFn57HxwaMy9LK6AptKp969eM4Z3ka9I8l+6O7XTDN+ljmrY12kjAAAAAMC395WSLeHz/x3wv4chhBC102DPIR2lbSR+dXLz5qg3Kj1/cesqSrlwMWBDjcLeRb1yoraFXOfpDZjk3bn01vG/Q3zl9QJmaPNKyvk8blk1iRAkWwAAAAD4aX2dZIsU5z64nFv7f7qt2VSpyZb4RdzVLJHyoFkrPS3ppLNqoeeehNh703sqVFWTCKcx2Wpdei3c7YKRdDYNYw7yCbGuZihx4HZJAAAAAPzMvtI1WyzHVUcW119GlLIRUVxcSpI1l9e4Xv7wEoVbWEJ1GOc99H1o7P/2rr2AMLpK18Ezlky3YWJUthLnqzQOAAAAAOD7+UrLiC2BK6soYajEdPLm6VYMhAiRUEQw1LQkvCLdIbN93ZRRcVbK2QNBNy8cOu/Qa5oRquIJ6Qqsb9hAAAAAAICv7hvmMlQjxwH6l45lXj56DXWXz0u8eO2l/PCNe8fzjq3eelNsOMh1QIfyMgGJ0dU1lHBu7MZ5fo/1PHdtHtkeVhIBAAAA8NP6lhNH1M7j/liBQqOuXTv2UCyn1W34As8ppgwmOcPHEz947k5U8HW6ir7NhPmeQ9th/GwVBTZHmUOHq+MBAAAA8DPDSBIe8g4AAAAA0FZgiQ4AAAAAoA1BsgUAAAAA0IYg2QIAAAAAaEOQbAEAAAAAtCFItgAAAAAA2hAkWwAAAAAAbQiSLQAAAACANgTJFgAAAABAG4JkCwAAAACgDUGyBQAAAADQhiDZAgAAAABoQ5BsAQAAAAC0IUi2AAAAAADaECRbAAAAAABtCJItAAAAAIA2BMkWAAAAAEAbgmQLAAAAAKANQbIFAAAAANCGINkCAAAAAGhDkGwBAAAAALQhSLYAAAAAANoQJFsAAAAAAG2I+r0bAAAA3wFJIqFQKBAICIIgSfJ7N6cZGIbhOM5kMhkMBoZJ2eDn2h3Ugj36in664LTKt4wk+GKQbAEA/ouEQmF1dTWDQadQKN+7LS0ikUiqq6sRQkwmo/G7P93uoOb26Cv6GYPTKt8skuCLwTIiAOC/SCAQ/FxnXwqFwmDQBQKB1Hd/ut1Bze3RV/QzBqdVvlkkwReDZAsA8F9EEMRPd/alUCgEQUh962fcHdTkHn1FP2lwWuXbRBJ8sf/6MmJNaW5uqZBECOHsdnoarH+64E1UFuQU8gmEEMZU1dVW/K/HF4Af1U967Y6sZv+ku4O+Sct/3uC0yn9kN39S/6JkQFyQcvV+jalTH11miz8jeX/Jd1HUawlCiG6zNHKlfcs/Kl11ctCSXck1CCGqkce+ba7tYeoQAAA+J7jt63nZZPeG4erfuyUAfAs/ai5AVmRcORp19OozfktTdfHT034BB3ZE3m/1qjVG6zF5k+/GyeYMhMjq7Osh6+a5j3MdM3Hmyj1/Py6TWX/N+7tHtiz2dHMdPcFzwdrAq1l8EiG5nh4bfde5dft2SSzJu7pu9MiRI0eOHOni4uJS+z9Xn3OFzQaOeHtm5dQ/Yt591ZlnsvzxpfOp3H/wA4t/faPblluCes2TUWaz7Sfe3jl545WwpRWTVdnXA3+f+JtXSIa47pWy9KOb5rm7jZ3gtdI/NltKzxK/v75n8dRxY+ZHZVXe8/Oasf+BAElehM+ZF5ElaWm9soiSdo6rO6C/jnLzXLrz74yKf+EPV7LwfsyVVuyZ6N7uKX9c+Kw3iJJ2TvzzUum/MDw/FJKb9r/zD5ofWj5sXhK7yXP1+bxvvLZFVl5b77Y1vuYb11qRGXv67tsW7qvMSEoyDs2dGZgm+sqt+zJtEcmvNTy2lvRxpk1OgjL8qDNbJO/plWPRWV1YjgONWJ+9hZC0xT6qyZjfFxnWGPdq/eQUpqDTtVtXGkIk9/quP3fdLZfXtextzH9671rourfCbVvHdmwUJpKfErza93KRfMc+A/twilJv/2/v6kK0689BGrpdFVXyOd8uicUUBq05OQghJHkRPm+rYNaBmd1beFDxdn3GTuuk3e6rtpUsfXz5PF9viIXaP+1an5ono8xm2y95G3/yhqWzgwGj+dVhsjTB74/w4t72PdRufnip8PKuncl683csNWPkXNy9afMhDT/vHg26lzjr8rGHHWYE+fbm0LDKIVOnUrt81XuBKMZTA31/08LImvKsuIAtvmHaAQus5b5mDd+fpOBBzBXVngO7cuCm9R8dwU29ECPuMLSnRouuf8KUrNzmdlDS+FF/0n9VJO/plVOvWCP66rZkd2VGEu/o7D1HYvCjnph/XtLHmTY5CcrwQx5Tknd1/bxDz8QIPQ2Z7po6P8Sdu3ZRVK7F6PGUO8cfGS6M+N0k81TQwf89eFOOOFpGtmO83B108Ccn/tp1kW8nH/W70dVV0wMyTN1mdHh8IvY5T77TgGmLZ9hpNjs+SLKvnE4uw7SG+fw1s4e85N1pnwWHMmNiUkcusP78FCp5kZhcSMjbzt68vB8LkaWdV3v6p8RczR4wsWMT1ZCC7LjDYaduZxRUM9SN7cbOcB/QgUmWpB0PCr+U9qZMxNQwths3c5qjUsImr13JjEFrQ+ZZ0snCcz7ewRkartv2uYkil22KU3DbuM6luW80mX925doXJlZld+K5ZvP9Z5mVPjgRGnH5UV41RcXYyWPu5F5quCjzgn+ivXWPdjXXN85M7DSalhr7rKCc0vGX2YvdeijU75JEyYOofWFXM0tFdA3LsfPn/mLAREiQE3cw8Gj8qwqampH9BO8pNppY9slVq05k8dCG6Yl9vPfO78NsogRG/tmVa9/ZDKq4duVVpZip5+g+e7yVWr3o1TbPUuH2RhllNtl+eqLf3H3JVZXJ3p43XFevd9XHStNPBoZdSM8TyrW3GDbN27W7YoNvnbrjsp3ddXPDk27VzmsRb+IuvrWesrKnGh2hzsM8R9xadjnFvYfNx1yn5p7/nF1xBZVo74KnKXP8vZXuRkZRFvcy0P9UaOMQUWUEs2kYXbHzwCE9jx18WSCx1icL7kYEHLmWwZVw9PuM8vIcash8HbFwU4VX4KweNMS/vdXTr8Yr9E8nBUz8JHh2IHP57skGVRlnAw7EpBcKqcrdhs9aMNq0/pBDVmXFhoedSnhVJpHXsXb19h7aWQ4TP/DzPM0cqvD0aqbir5vXDsWTIgMOx2aWYEoGvUfP8Byo37DV4rz4g/uO3HxdQcrp2E5ZOMNBm4rIymfng4PPJufwaRrdBk3xHt9Lg4r41zfOvN1+KLof+1p/6p6hWX9svVJYgZZ63nZessPDlMJ/diEo+My9dwKmpomzu/dYCxUcIXFhYoT/oasZJXi7PuMHSKTPrBDFScHLjsW9FrA62rrNnj5IX5Kw3fuU/pbtY3RwhMjK29u8z3XZtvU37YZfHdG7GyH7jj4ooytpGqpXJKJfQ5fbMRFZ9vBUcPjFtPcChqbpYHfvsebKxKuoJZtTVTQFr99inXu0K3nxiq/96wqfEfpUJMq7ExFy4s6zQom62XDPWaNMFWQljpJXUb/v4Tk5VMSdT3kv0eg5Zv684Z2YSJS4c+qpDlt8R+viiCw6/+fCh4OCfHqn+E47VmkqV5BZqtHdCOU8z6dbz/xzfFdak31FUpxyIiQq7sl7oYLxQPfZE6zVKOLnhxf9VTlt72wLBkKILDj35/Ing/yWOyhgUjZG4rSAWcflXU3eXrjyhEvRsZm8cJZje6r4YdiiPfG8qgo+2uZ1l4qoRhO2LhuoImM/xemBM9ZfKSMRohi5+20eqVW3HcG9F7Ev9HJGBdvQtouwmekEWd1y+lnFUe2exT56XyLR6j99ybQ+ajhCwrfXw/ZH3XrJY+j1n2Alo2SyIiMmJPxSek4l08Bu/KypDu1pxPszPj7Ph/otc1DAECJ5N7fNv9J160YXTUzKxjIOn+TViT83X3xfXSEQB8ycFowo7UesWvebnowhWkYkEfd/q2eHPBEjhLEdfcLm9aQihMRpAd6Bb/WVSl/ks7uZsvKev5UYT1q1yLEdRla/jj108O/krFJq+16jZnoN6SQv+8eKtEgSL8IXBAqduubevJ/DFSpbT1o820mHhloSSWnDmtSDhcjar3Pym0qqhungabMn9FRFCCHEexi9ZvvFp8WYpvX4RfOHfTYCko0GAU5GyJw9aMH+6SZUhFBN2v5ZQazlfu5dxFJaIq2HKD09uKjBOPMx8fl4EqFJG8G+qu/0m0NcmBzh67PMx/fw3Xxxo3cxprHzL6YcDGFK5r96DDGSwxBCSJR+4XJlFwfH7mrlN/ZtOXynVMd58pSh+vy0c3t2n2s8DSh+euF/Bfq2Np3lSzMv+h+M5zU7903yXz7PlWBKFjbd5DGEqNq9eulRyMoXz3MlZMXzG3+fqfN30jsxrqSsiCPBi4SbD9/kvn5wJSFbjIj3r6WtNH0qn5e4f43f+cfCjgNcBhkSGRf81h96KKi6G7otMqFAvb+H92RbdtbFvX+dzpa3sjOXR+XpKS/FiOSlp7wQ41p9bTpRxJWlZXxeUQm/RZOeRNHT9/qz9xw6MMuSKsi8cipDa/L2Q0ejA+bpp+yPTPlsda364VM0ev2+4NAdY5lXAs++bDDLK0qL3HtPZ/a+iKjwbaNYydceVpBkVdrBzScEg/4Mjo7YO8/0dfBfZ95IKPqjN20c00n7lz9DgutnRVJLQAgRRbduVY7YGBgcsm9R98z9Oy+8b7xjsstsuv3MvvMD5vaSt/QODN3kqk8h8i78tete+6m7Io4d2T5JLWHHzssF9XsEpmjYQ7/B/RGCN1kFel0/zFThGsZG8jmv3teLC916TsBKZ40u47eHBc2xbnwGlBoiWaFojrg49e5jkbaOKi56eWxz0OseC/yjjoWtH06e23rgbjnewcqC/jg1W4JQTWbaSyrjdfpTIUKSnLRHuLmVHkXy8oz/Rca4HeFRR/Z46mbE3i+qXydZdPd0bLXdisCoo+GbB1cdD7pUt/AjeZ5ZM2xd0MF1I9Syjm0Jfdtz0f7I6MAV9hVHfSOeNFhbICviDwa9slgZHBkZura/4MaNZ0JElt72973CGLXp0LGIvbONM/f7ns6u/bJXZ76Sn7gt7OBSewXTqbtWOGt0Gb89dI+HKZUsvb1v+zX2mM2HosP/8tC+t9svlksiSc7ZbQHPjOf6Rx0LXmn9Oi65SlqEJJlxKZoz/KKOh6zqz4veEv5QwLKwt+AmJdbuTFX63Sc6tn21PhvxiLcxe8Pz+q70D/TbMtOYLK3dcbIyMWz3TbbbtvDI0PVD8Sv7olNrvy+4gcufOxfbCl4zh2zau9DyfVxCjgQJMyK3BL809Prr4CHfsewbu4ITmhxsiPz7D6kuqw8cCVxinh8dfr2pNXdMqff0rVsnaL8qNZq723c0+3bco6aXxSU5f2/fnaw6blNI+J4Zeg/377taQCJqZ0d7xZTbD6trq7+bkG/haK2ASd8YIYQkWcnPtCZtCQ3fM71DxqHoJD6JqD2m7Q0NXumsoTJgWXBYWFjQcpmZFkKIajYz9MTJk9FL+tLrvUpy4wL3JalO3Hbw4PapesKSpocxmd1SnJle7uSz50DYPm+d+weiU2sQqnkaueUw12ZF8LGj/nP00+MeSVuGI4uu+W27jA1dFXg4YInFu/Cdp19LEK5lP8Ag8/a9chIhRJbfv/OsU/9+7TDpG9fGr9HhoxiM2RwSssm1I9N61oGwsLDgDTIzLYRkRRJTG7r+2MmTx3eM1Wv4e51pMn7jjhmmBbntJm7fPU0vPe4+lyQr7odsOVbSa9He8NDVAwVn/op83ES/kBVJSXbKe7OFOwPDDiw3f3MwPJ5HtiCS0oc1qVWQpbf3bb1I/23jweORfjN0Uvz8r5WQCCEiP+Wl+rSdEdHBy63yI0NjG4xGSNogQDWyt6Um38kUIYRQzdM7D1i29p0o0gdYaT2E2nCckRYjKSPYV/Zdki2y6Irf9uPxjzIexZ/cufdy44Vrum6foVbaFETRtho+ok+H2u8rrjls2cbf53gP6aLab2FAWNCOJb/1NjProklH4rdvchstAWNKjjNXzJw2f+WEHlSy+nVWXvOLxFX8KhLhLHbdTwSMzWFjiKziV5Fk+cOYQ2F1Dse9EuN6w71GG7OK4gP+mDtr8d4nWj06UElSKBTJHjjJ8qTLd0qRuvOCVbPcZ/os9xruZMHhl4uqq2sQwunyCprdR630DwteO7w9lW1payZPctNSc8RVj1IyanBtm34GFIzVe97+w+F+7sYtSrkxtsXA/u1rkwWmycTN69wtVcnKknLE4gjz8z47H1CNHJz0mAhRNWz6di7JyW24TI/jWDX3bW6JkKphP2utVy8OJky7mqg92rO/rjxG4Rj9Oq4vL+lefhODZ+MSEEKI1v2XUSYcDGFyBsNGWebdvCMl22qZptuPiLc34/KtJ7iZq1AxmlrPiW7m2dfuNHktCSmoFiA5OeaHEwouz5YXVlW34qogWSGSHgqpJJkRi6ZMnuzm6vLb1D2vLOdMteFInsVdJwZMGWmkQMGY2nYeozrcj71fQelkbV7zKD2PEGelPdcfPbrT87TnIqIwPb3KzKozFSEcx4Slue+KqzElS/fVCx016teJaTgt9V08RJ8pLC+tZiowC98X1kaG0tFukIkiBSHxs7ib9KHThhlyKJi8vvP4gcz7iVkNfyXhGFFZkJPHEzN1f1m8ZoIJgyxNvPqo8+jJfTUZGFWx26hJ9vy4uNoP0boOcO4k5c5fsjQpNtN0wuTe7egYVcV8nKtpVkIqT5wTf7us7/jRpkpUjKndb/xQI6mTx3g7hzHDOnNwjNVxyJSh7IQbT0RyZnYW3KSkfOJjrtXus0qJggf38kyHOOsxEKJpmpvWzXphDJOJG9a6W6lScaaOXV/D6vfvy0mEEEZjMqm4nLycHJtDw+VZTFFNDap5HHtLbD/R1USJRtfo4zqo3cPEJ00O1PLmg38xUqJRlUxszVTy3zY1MmEMJhNnysnhLDYbl5OXI0UicVNdUJJ1I67ActwEa3U6Tam76zDDV4mppSTCdRz6az+MT+MjRLxPSCjr5WghL3NjhBCu0fsXB302la5hbdMVf/+O2/qvJYbhOI7j9eNNVqTdzdAdOq5fe3m6Qicnuy5ND2Oyu6WezQAjNoZwJXMbU/T+XRkpzrwZT3Oe/EsnNo6xOg4eO0BHyomNyE+49rTjb+727ZlUtuGIX3uWJ997RyBMpa9jt+z4pBISkaX37rzq5thXGZO1MUKtOnytDRmG4zj+2TPgMYYcE6fLy9NYHDaFzpKniWpERMW9q0mKQ91/6cSmMnWdRtnR7ie+kN0OWZHE1HsNsFDGEcYytLFQzn9XSKDmIyl9WJNWBVmadPVRl3HuNlpMjKpsNnnDrjl9OBhCCFPuM8xJTx6jKpkMtG3/WQilDwKUTna2zPsJz0QI1Ty9k6JkZ69HkX0OatxDWhD+RiNYS45Za3yXZUQJN6+gpnb3yZr890USpNGCduCq7eoWmYRvbgTtPZr4ulxM4ygyJAhhRONg4mwFNo4QJicvhyEkIVrwlWCx5XGMqORV1rWNX8EnEcZiyWN4+1+3Rg//MOLgdCbCmN0n+YYOfvUyT8hub6CVHeR5EaMrKTUxlUuUFhVLSLydjjYNIUTrNGTGPIQQQoJJnmnFkfEnd6SfwHC5duYj5yyeYK5gaWfBupuYmvauy7vHVbjOCFt9CkIIUViKCs3vyId2fnqyjKToXnTI0duvquTVtLSZ5Yj8/IEsGINOwz5+ipBI6l8aRzObsnxkxNGApYdLmPpWQyZ6uHSrKS6pSA+eM+VQ7RakRKTgzCOQrLsvG5dgooAQJqeiIldXC1VFVYFXWkYg5RbvX3Ptr4coLS5T1db80M3o7bRUyotLCaQt89cGxpRjoip+NYlqyyWq+QKGnFzLrysiK2SEqHEoFGWVSjH47c/VwzTJd2fXbMiwHdpbg4IEJcWV6r0+XGOAsbS0WGXF5STNyKp7ydmH3J68p4pmy23wB5vSs0vU07imw41oCCED1yUe0VGHV53Nx7TNBoybOqZnvQVbkv/i0qFD51OLcKV2WuqiGqL9h85BpdZGTFxSXJx5eYn7mboASkRYn8oGE4Mc2xm/Fx45uXN+YKVClz4uU6YM1CsrLlPQ0vwQMYqmtjrvcSmJdBBCVOnPPCLKuMVlt3d4PaibJiTF4vadK4nyUp6Ktjr1Q03qalKHQUxVXbUuKri6ppowo0xAMrvbWQYcSyr4dUhO4hPdfh7qnwearCivlFdUpH9eGI0pzo7ZH5D6jo8oiF8oVjWVVmVd9LjFfG7i9pnxtYWL+AL90koSMWV2FezjN4tCwb/uo5GI4qLiygcBc6cdQAghJK4WqHQsJ5AKRd3W0eDv+JSKXh0SEoV9vUzosjdWqG1jXVspFLzRYPGFSF45D1NWVW7hd0h2t6Qz6B96FQWXEBJSXFZWpdrlQ5fGVNRVKdmNyyspKq7JOLLEMxohhBAhqKTYlxMIUTnWAywi/04sGtg75U6uxQgrNoYQIX1jHdSmh6+lyLLiYmHO2dXTL9S2TlgpMCtrvET0cXMZkcRo9I+BxHFJjYREzUZSxrBGKmU1qoIo45YraLb78EWgslRUEUIShDAGs+4yWoxKpRCSBudm6YMASdG378fZEJ/h0UVyJ1XdboMOTnKlD7DtkJQe0mxIpYxgBk2czb/Ed0m2qJ3snQyvRD2rIjGmgZODoexGkKhxlMjSm4fDbue0H7l+1yQzxaf+09Zc+ToTfhirS1cdyoPstLuPq8zM5cW5d5OzJZiCoXF7CsIQnVm/mST34po5IRnqI9bv9NCnlceH3echhoVpF2mXU4j4PBFTQR5XVlOhYDn5Oe+ESI0penkp5Pxzdq9xrl2oxqOW7PTkiAqe3zm2P/LeyYhrjj1GaVv0s2TfSUw+EVvIw3WH2tRNLROCiiqczaa3sheI0qL3Jqkv27HClI2hmuSd0063MjQc42Gz1g6bJanMvua/YedRgwNTlJXku0/bu8ZZqWFTZA09jUuYoY5Ifn4+j0QqGEKopiCvVKGDUhtNteJKqorF7wvESIuOEEI1hXklCrpNV8bQM2j35ukz4SBrJkKILHr2rFLHRavlD0bE2DJChBqFQvY9DXSWkrKyMqY0ZnKfuYGnHgyaZ81QVmEV5RUSiE1BCJH8gny+koEihujdrE38r91IqMa6z1RTw80Yfndjld4a23djIoQQJqfvOM3HcRpZnXc3bMPOMN3gZbbydXWQ+VeCo4sHbAsYoklDRO7JZT55nzeDqqSsbOi2ZvsY2ZcKUlTNRy80H43E5c9i/tqwJ8Zwp7OKEi+9QEAasTGEkKQwj6ug8nkoGsIVVZQVbKccWNy7/nKx5LWyQnFegaj22JHlBYUCZNj4w0RRAVeCVKgIIaIwr4ihpMTEEK27Xc/9x5JytLKf6PZzV21UO8ZRZPMzudUkYje4RjEnZnfIK7u1G5boyWOC+G2eF2U3GpNT4DB1hy3/4xfNDxkwVV7mNVuyUGlUcdOTVi2CKygqqtp7bnIz/HC6pDDZFIQQptTbqduxuKSHeklYv4WdKU1s3GQjsH/wMCdMQUmRLC0pI1GjpFeKFnTLj6hKSqyi/EJJ7ZeCKMovkvLbGuMoKrAsx2/xsqhL1jGczqIihBCzh2OvQxF3HhGpxb3cam+Bkb1xE/uHoVaE5h9Fkq3AoRv1X7fYjvPhFTqLjpD0exi/aiSlD2tk3pnGVeBKqoq8tI8jgJhfUk5wVOVR06QPAgghHbt+ymvupFtI0jTtxmpiMgdY2Uln0xqNYLvc9L/q6ej7XLNFN3TbtG/76pWrt/lvmdCl0c9KhBDG4rBxTJIdGxZ2Pefzw43hCBGVec8fJZ4PiUzgfbVm4bqDXPuokAUXty5d57thqU9kpohpPHKkmZQf0phqn0GWLGHO2Y2LV61Zumj37TJKe2dXu8ZXMRBvT630mOTle70EKfYa1EeJ5F7ds94veN963+CLNx7y2Qr8+yErFsxbuv1U8st3RbwaEpNTV2NjCLEsbC3Zoie3EorwDra1uRbJT97rPdl9YcSz1vYnjEajEYRILEHisqd/n0tpzWoYQmTh5fWzt1zKFZIUujyThuM4jpgWA/vknTl44y2fIGu4KeGrV0Y+rUEIYUwmrTL3TVG1mGimBIQQkmReiE7IF5LiktSoY6nt7ftKnWmSXmYL9pohR+fmvOHViEm8g92AdveijqWXiEkR90FUdKreAFvZ01oIIUTRGzBY537k4eQCgbgi63+hf5f0HWTZ3EhRn/QQSQ1FzZvrhyPjc2UeVoxtNWaYSsKxS7kE1XiAI37tcMzzCgkpeB8ffjLb0smagyHE7G5t+Pz0+VITc20c1zIz5f/vTIaBdQ95hBBZkbB71p8nsvgkRmPI0yhYw+UdGp2GEWKxhCQFuXdOx73EinsAAAAgAElEQVRufKKiGjs6iC6HX3jBk5Di8oyTm5YduNfgUjPJ6xPLFvglcEWIQpdn0CgUHMeU+ww0eX7icGJBDSkpzzh9+KZc//6dG5+vMCaTXvo2u0QgJjGV3k7GT44eSSoQkqTgfXzAyvUxbySUDrb9lO9GHX9UKiYFubeiLr2U2nvJ4tsnzr+oIAj+q4vhFyv7OpjQEEJ0k35WxTdD/n7YoV8vKdcY4e169tJ+GnMijSusKXkSm1C37ySfV4nJKSswMbL63d17r8SkRHbXY/To35t/48zdQoylyKGUpl743+NWj0lU3Y46xZlPCyWIrH5z98HnQ15jwpdxR6+9aHSJKKWLvZ1cckxsjlhOUYHOz7wSc49b95a8xQDLd6dD7rAc7OuWhprYWAZcWU2Z/+LhywqxiF9W0eQTAUiSIAiCIFHdvyRCGMfCxuTdpeMJedWiildx8c8/9XeS9/ji8fi3DXa7+W75EdXIwUZ89cj5FxUEyX918cQNaVc04Do29joZF849q2YoKMqJsm/8/fEbRzNytBVeDbpUadPfiNbcxjJgiqoqePbD9FKRuKqMJ2hmhJUWSbI2ZiSJENH0H8zGlK3798i9fDqtnMpRZKH8uzHXXlbXvtXmkZQ+rEmrAlPu7WTy/Pjhu/lCUlTyMHrNIv/E5i9QlT4IIIQwTVs79eTQgyk69n3VMJktkVnup3FG2ttSRrDmWtpa3+1uRIa6kXUTT7PDFG3dJiQXnk69d/W2tYt+g7eU7Ca6p3CP34ve/9JwgHNvnZfXilpQIVFVnMdvcCiobFWV2reKHt+8LtY0sTXVsJu/Tqxy6PTtp8kFVFWjAaMnT3XRkxojTLnfvLXV7OCTdzIeidg6vcdO9nLrIY/EBY8Snr7P+HSNA8ZQUmWzq5TZNIRxbOesmcs+eObO7YvPaOrGQ+fN8OghxzRdsKIs6PDlq4dDxHJqnRw9PTztFDCEkLx5v56cWzd4lA62Nh1whBDCKCwlRXk2R0Gutf2AajpmptXugFnjSynqZiP6dec8bM2nMXX7CcOf7F/lEVaFWNoWIxa5daNiWM/pPmWHgjbNDCwWMTS7D5k625iOEMLaOYwbkLR/4dQHs4J9+n+4HElaCagAYQp9nTrc2ei5u5BQ7Tp43pLh0lchpZfZgr3u7uKmu8PXK2XwJr/JhsN/X1h9IGzRpPdCZnuLYUsWD9VspiCs3ZBFC0v3hS2ZvE2sYGAzbsVUi9bkWghjSQuRtFCQZdnJ16/LGY20bc+W0SiKztCxvS4EnLg3eGFvt5VeRwJ2zzrKJdj6vV1XzrJRxBBCGMvMqpMkU82iIxUhpG/eXe5crpVZ7TUSHOvRY9P9t3idrCCY6iaDFs3uXe/5EZia07SxT/18poTXsPTthpt3ojaeKaYbuflMizqwZ25kQTVF1dhx0mzzBseBou882dY/aPHk3UKco9dnwlyXDjiG7Oet4AUFr3TfxaeqmwyatWK0ARWhzwundBriZuEbNNs7dUXQXMv+c5dVhob4TN3BI1i6ViO9HDtQEKb32++zePv2zRlfQtHqO2GwTVqilAhRTYf05YbMn/CqWk6vz7gV7nUP6aB362fFWxWrP3+51OUrXHfEvKl5e/bOmyJS6WrdXqUuDTH+dXp/v7Al0w/TFXUtDTWYxUXFBJLxzA2M1XOaz/jDIXvmRZSSLK3uzpOnN3HpuIwyNJzcXR/7rZp5ga3asZdBB0px09sTBQ/OXSn2GO30+Ru0LmNXzIwODl06tVDE1DBycJve7sNkLN3EsS/19pv+th8v2JO+cRM5BabRf8LIlH0bPc9KFAxHLd8wxlDGTK84/UDd3YgI3Z035gimMHBVyGwLlf4z5+TsCfndYz/L0L6HNoP/YXtJTsLpeJaRa796dbWgW37E6DZxxaQQ/61eEZVyeo5ThpqnPm+8Ed5++JKFwpDwVdN3C2gqBn1HTR/84Xc0Rc/BXulcgrW9PqXJjZv4tYexe48dn7h7r/cEoZzO4IVbppo3dZNx40ji3It1dyMihLa4XUdU46l71+nK+LiKw5zl/LCwTd4HKnHFDj2He/Sr+z62eSSlDmsYLq0KTMVh3nJeULCPx64KXLWb85y5A1Qw1EzXRpiqtEEAIYSp2zjohYdRx/Wu/SpLH2Bl9d+G40yjGR5pI1gzDW0t7L/ygH+y6JzPjKDH9Q4ErvXr1r1OaUsXfs0nyPPjNkyBJ8i3CJl/dsXK3PHBc8x/yOePgH8JsvzKujnJDv5/OH52aVxxcQmbzUKIIMjamT7J6+jf1xSMD13Yq+mHK7Ss2rzza5ZHvfw04FANxm1ZP/KfDwiVlXxVVXbyLu9rln4rHD4l5x9255siK2/+NedA6qflK1x96J87J0u/hUGWyspKWqr/4mcj9s+xkLbM8RX8vMFplW8QSfDF/jPnOUzRevIK9fq34GFMLR16h06+kS61P1eojH+aaSGEWPbLDveuHWApdHnItAD4jiSCypKXMVfemP1m1fgqKgzDECLLbu/d/cJmzmQrDjch5lZJ17FNXELaGpjW8PWHh3+Voj4rGMMQUfCmsKNVjwY3dGJYa6fTvkZj2A5Lwx3+aSEY+S67zNSqa9vlBz9vcFpXY9tHEnyx/8zMFvjRwMwWaGPiR0Ez195g95/1xxy7xo8xLysrp9NpOP/5hfAj5++9KsfUTZw9Zo/vqfID/0aSSCQ1NSIlJcXGb9XuDkX6fZ4/rib26Cv6SYPTKt8mkuCLQbIFAPgvEgiE1dXVDAb9ZzkHSyQSobBGTk6OyZRyz85PtzuouT36in7G4LTKN4sk+GKQbAEA/otIEgmFQoFA0PSdXz+I2ideMplMBoMhdU3s59od1II9+op+uuC0yreMJPhikGwBAAAAALShH/jyBAAAAACAnx8kWwAAAAAAbQiSLQAAAACANgTJFgAAAABAG4JkCwAAAACgDf0rkq3qF3Gn7+bWPgdenBk+19P3eklL7rEUP/Bz9zlX9E1uxyTe3jl545Xsv0lFllzbNG1+6//EdP0q8s4s8wx42KCEr1DslxG/v75n8dRxY+ZHZVXe8/Oasf+BAElehM+ZF5HV7B/ZBQAAAP5N/g0P7yarX14/ncEe0bc9jhClg8OUqdWdlX60p41I3safvGHp7GDAkN4yTNFs5DRFxQ5f+ZF7bVRss8RZl4897DAjyLc3h4ZVDpk6ldoFnrUHAADgv+nHTbbEBYmRAYdjM0swJYPeo2d4DtRnkvlnV67N7mnPvxv/qogvZ+K6YIFLZ/6VzYtC0nkoy+tJ94m+KwaK006F5o7v05Vxc+PM2+2Hovuxr/Wn7ltqh55dCAo+c++dgKlp4uzuPdbi01/l4Cds9z6lv2X7GB0cIbLy9jbvc122bf1Nu960nyAn7mDg0fiXZUi5S//Jsz36adMQEry5dvDAsfiscky5s72bt0d/XToSP/CbflZxVLtnsY/el0i0+k9fMq2PWs1dv7n7kqsqk709b7iuXu+qV/kkJiz8/IO3FUjBwHb8nOn929PIN3HBpzsa9dSlSSsBlxoQhEj+8wsHDpxKzhGwugwZbdj4j9J/KFb7XfiCQKFT19yb93O4QmXrSYtnO+k0/Hu7ZOWz88HBZ5Nz+DSNboOmeI/vpUFF/OsbZyZ2Gk1LjX1WUE7p+MvsxW49FLCPAXlVQVMzsp/gPcVG81NXqrnnP2dXXEEl2rvgacocf2+lu5FRlMW9DPTr1cWXfTgAAACAf5Uf9QwnenlsS+jbnov2R0YHrrCvOOob8aQGIYSIorSsdp6++0NDNgysPB56JR+pOfvsmW6mYLswOHTlILUG00bVma/kJ24LO7jUXr709r7t19hjNh+KDv/LQ/vebr9Y7qfVQ5aFvQU3KTGPQAihqvS7T3Rs+2rViwxZlXZwUzTPwSfo2NHAJeZvgnfFvCPIqrSDm49WOK4KPhp9YJkt98jm8McChBBC4sz0ciefPQfC9nnr3D8QnVqDmH3nB8ztJW/pHRi6yVWfIn5z40QS02V9SFR0yMqeOWEHb5U3XMpsXIL0gJAVyUG+59CIjYeOR+ycJJd0PbupJTpJdsp7s4U7A8MOLDd/czA8ntegUrL0tr/vFcaoTYeOReydbZy53/d0du3iY/XDp2j0+n3BoTvGMq8Enn0pQWRV2sHNJwSD/gyOjtg7z/R18F9n3tSrmW49J2Cls0aX8dvDguZYN8zoPtTVxOEAAAAA/lV+0GRL/CzuJn3otGGGHAomr+88fiDzfmKWGCGEyZkNsNOkIcTQtemlm5/zvqnsgtZ1gHMnFoYQWZoUm2k6YXLvdnSMqmI+ztU0KyG1Xq4hZ2ZnwU1Kyic+5lrt6mdtwrSrd1RdpjnrszCc08V11Z7lg9RxYdrVOyojPAZ2kMdwlsEQ919Yt2Mf1SCEEEXPZoARG0O4krmNKXr/ruzzPIKqP3Lt5ln9NKnVZaUieQW8II/bcEqqcQnSAyJIv3FPc+QUh/ZMjKLYdZSrjWJTq6eYeq8BFso4wliGNhbK+e8K61dKliZefdR59OS+mgyMqtht1CR7flxclhghhKhGDk56TISoGjZ9O5fk5NYgYdrVRO3Rnv115TEKx+jXcX15SffyG8+qydLc4QAAAAD+TX7QZURxSXFx5uUl7mfq2icRYX0qSaSMEI1Or0sQcQpOSCRNnqKpdX91lCjjFpfd3uH1oG6WhRSL23eurPdRZnc7y4BjSQW/DslJfKLbz0O9ftJCVhSXYhqaHy4Dw5hKakxEFhWXYu20lOtexNW12onSS6pIhBCiM+h1L1MouISQkAg1SILI8kdnQiOuPi2nq7TTUqggJO0/T1QalSA1IERlaRlVXf1Dw3BVdRW8QHY0MBr9Y6k4LqlpEDuirLhMQUtT7sMGmtrqvMelJNJBCGPQabUv4xQKIiQSoqK4pCI9eM6UQ3X7IxEpOPMI1L6Fqbusw9FkqggAAAD8pH7QZIuqpKxs6LZm+xjd+udvMv8Li8MVVZQVbKccWNybWf9l8afymN3teu4/lpSjlf1Et5+7aoOzPsZRVSYT8stIpI4hhEhBWXGNnBpHRYn49CLBzS+gqajItyRdkLw4G/A/bNK2AzYqFCTOCJ27r/nPSA9IdbySuLCgjERqGEJIXJjPJb40X8GVVJR46QUC0oiNIYQkhXlcBRUZtxlgbGUl+e7T9q5x/rL7EGQcDgAAAOBf6QddRqQaOzqILodfeMGTkOLyjJOblh24VyFzEovOZIjzs3Mra2StKWIqvZ2Mnxw9klQgJEnB+/iAletj3jTcmG7Sz6r4ZsjfDzv066XyWQrBMHPqWxxzMPZNFSmpeHF2y4KtV4oIhvlAm+KYg9dyqkiC//py+IXKfgO602XuEcaQo3Nz3vBqxCSi0WikRCwmEFH56urfd1ry7AnpAWGaOVjlxxy6/raalJQ/OX06qfKL1+Iw5T4DTZ6fOJxYUENKyjNOH74p179/Zxm5ONNiYJ+8MwdvvOUTZA03JXz1ysinNa2oS/rhIEvTTh+KeSL7OAMAAAA/ox90ZgvRjdx8pkUd2DM3sqCaomrsOGm2OQdDfKnbYqxerqNu7VnpmeK2e4uL1LkWTLX/3GWVoSE+U3fwCJau1Ugvxw4U1CDdonfrZ8VbFas/f7ny50VgLEtPn3FhBzZNDyolFTvbeyx00cExZOn5h9vBwI3Tg8ox5c4Ok/5w78FESNYDrajdXdx0d/h6pQze5DdphNfgPfsXTdhLKhsPGmiu+e5LA4Kh3jOWFwQErPIIqOEY/TLe2TCK14KypMJU7Oet4AUFr3TfxaeqmwyatWK0ARUhqU8Gw1g9p/uUHQraNDOwWMTQ7D5k6mxj2XmmlM9LPRwE98mNa+nIcbgJB9YTAQAA/HtgJAkTCbXI8ivr5iQ7+P/hCNcOAQAAAOBr+UGXEb81iaCy6EnMlTdmjlYKkGkBAAAA4Ov5UZcRvy3x08ML1t5g95/1R19YwQIAAADA1wTLiAAAAAAAbQiWEQEAAAAA2hAkWwAAAAAAbQiSLQAAAACANgTJFgAAAABAG4JkCwAAAACgDUGyBQAAAADQhiDZAgAAAABoQ5BsAQAAAAC0IUi2AAAAAADaECRbAAAAAABtCJItAAAAAIA2BMkWAAAAAEAbgmQLAAAAAKANQbIFAAAAANCGftRki6zIuHI06ujVZ3yytZ/kpp47GnXsVraoTRrWqDre1XWjR44cOXLkSBcXF5fa/7n6nCtsabvJ8seXzqdyW7ubrSpBlLRzwrIzefW2qInfOm5FjMxGih/4ufucKyLJkmubps2PeCb++Errmka8vXPyxithgzJbVwJCZOH9mCsZFS39nDgzfK6n7/WSfxDQL2pD9Yu403dzidrN888un+qfJv6aTfgPEmeEeC8+9ob4/OVWdCSy8tp6t63xNW3QOgAAaDnq926ADCTv6ZVj0VldWI4DjVit+qSEm3ou+kyxtbaLvT6tjVpXD6YwaM3JQQghyYvweVsFsw7M7N66mJKljy+f5+sNsVD70mPxz0uQCVM0GzlNUbED5Qs/L3kbf/KGpbODAQP74jZICh7EXFHtObArp0VlUDo4TJla3Vnpyyv8ojaQ1S+vn85gj+jb/kf9/QIAAOB7+SGTLZJ3df28Q8/ECD0Nme6aOv/gmkFyefFRIceuP86tpGua9nebMcW+PR2RJWnHg8Ivpb0pEzE1jO3GzZzWn3Ju+cozeQRCSTvGjUv5I2Jx73oJFynIjjscdup2RkE1Q93YbuwM9wEdmI0LcVRK2OS1K5kxaG3IPEs6WXjOxzs4Q8N12z43UeSyTXEKbhvXueg2e0oVFyRGBhyOzSzBlAx6j57hOVCfiZDg9eWg/ceTc6sRu9NAr4VTLCtOr1p1IouHNkxP7OO9d34f5sfPEyUPovaFXc0sFdE1LMfOn/uLARMhkv/sQlDwmXvvBExNE2d377EWijknZZXQIpIX4QsChU5dc2/ez+EKla0nLZ7tpPMpZuSbuODTHY166ip/eqnsfuDqEN7INUuctMQ5cQcDj8a/qqCpGdlP8J5io1mvQwnu+s3dl1xVmeztecN19fqRCCGCmxi84u/rWeWMDvbuS2Y5alMRQoImChE/Prho65XCCrTU87bzkh0exul+nqeZQxWeXs1U/HXz2sHEnYjQY7cyi4T0dj2GTZ89ursi4qWdCs0d36ercuHZlWuze9rz78a/KuLLmbguWOBiKNdg5z8/HNaqOCJK008Ghl1IL5BwdC2He3q5GMs9adgG00ZfGpJ7ZfOikHQeyvJ60n2i74qBCCFU/TJmS8jZ1AKxSvdf5y4aY8rBkJTC62dvkhfhCwJ4ffVzbqYSDj7bJnbk3o0IOHItgyvh6PcZ5eU51JD5OmLhpgqvwFk9aIh/e6unX41X6J9OCpj4SfDsQOby3ZMNqjLOBhyISS8UUpW7DZ+1YLRp/QrIqqzY8LBTCa/KJPI61q7e3kM7yxGNKpXSbz+R2i3rjuDLMqTcpf/k2R79tKn5Z1eufWFiVXYnnms233+WWemDE6ERlx/lVVNUjJ085k7upYbzr2+cmaDngh7EvuRKNBynTzZIO/Z3eg5XrDtk7tKJ5ooYQggRFY+i/tx4IbOCodPztxneLg3TXenxFL69HrY/6tZLHkOv/wSrzyfGAADg2/tOP8PFhckRvj7LfHwP381vvNiCMY2dfzHlYAhTMv/VY4iRnPDRoXU7Tj8iuo2YMNqa+SJm1/rDjwWo6m7otsiEAvX+Ht6TbdlZF/f+dTqbbTbc0YCKEEXXfpJ7f736MzIkL3H/Gr/zj4UdB7gMMiQyLvitP/RQIK0QeSs7c3lUnp7yUoxIXnrKCzGu1demE0VcWVrG5xWV8Jsfv0Uvj20Jfdtz0f7I6MAV9hVHfSOe1CAy/3JQNG/gxrCoyANLeuRdvZOD9Edv2jimk/Yvf4YEN8yTRGmRe+/pzN4XERW+bRQr+drDChKRpbf3bb/GHrP5UHT4Xx7a93b7xXJxmSW0mCQ75b3Zwp2BYQeWm785GB7Pa2KBhqx4fHhjSPEvfyxy0qJUpR3cfEIw6M/g6Ii980xfB/915o2k3rbMvvMD5vaSt/QODN3kqk9BCEmyUt6ZLPCPito/y+BpyJG7lSQimy6Eajp11wpnjS7jt4fuqctyJM8za4atCzq4boRmZeq5mLxus/ccORqxawLrasCZ55IGrSWK0rLaefruDw3ZMLDyeOiV/AZ71vhwSBDx/sJffml6nrsiokPX/0q7vD04qYLSuA2fwdScffZMN1OwXRgcunKQGoYQIivSH6NRWw4ePbRhsCjmQEy2BEkt/LNYS948Keu9fP/BHRMNiZfHNge97rHAP+pY2Prh5LmtB+6W4x2sLOiPU7MlCNVkpr2kMl6nPxUiJMlJe4SbW+lRJC/P+F9kjNsRHnVkj6duRuz9BottZNHd07HVdisCo46Gbx5cdTzoUh7RuNLG/bYeKd2SrEo7uCma5+ATdOxo4BLzN8G7Yt4RCCGi6Ol7/dl7Dh2YZUkVZF45laE1efuho9EB8/RT9kem1C4tCzJesz22BYX6TVW/vd3vidXvuwJDd4+Xv3r48rva75gk98ZdbOz2I8cPbR5Fv7Qt8E55vR2SHs+ap5FbDnNtVgQfO+o/Rz897tG3uZ4AAACa8F2SLbLoit/24/GPMh7Fn9y593LjK4foun2GWmlTEEXbaviIPh3I9Ks38kgdl4VLJo8eP+/30V1Q3vXYR0JxdXUNQjhdXkGz+6iV/mHBa4frKBraOZup44iibT3iF0vNertHliddvlOK1J0XrJrlPtNnuddwJwsOv1zUuJD2VLalrZk8yU1LzRFXPUrJqMG1bfoZUDBW73n7D4f7uRs3Ox8ofhZ3kz502jBDDgWT13ceP5B5PzFLjHAciXn57worJSyjMSt9XPSbWJ7Dcaya+za3REjVsJ+11qsXByNLk2IzTSdM7t2OjlFVzMe5mmYlpDaVGbUQpt5rgIUyjjCWoY2Fcv67Qlm5JFn9/MSWfa/sly8doktHSJh2NVF7tGd/XXmMwjH6dVxfXtK9/CbzUIqu3fC+WgyMpt7TyZrz/m0R8SWFdLQbZKJIQQhhnN7e2/4Y3ZUjqSitpHNY3PcFDU+smJzZADtNGkIMXZteuvk57xvmYo0PB/H29vXSfu5je6hQMYaWzcQR2qkJT7/sZM00HzLciEPBWQYDHQy5b3PFqCWF4+36DrJSoyKExM/irhMDpow0UqBgTG07j1Ed7sfer6B0sjaveZSeR4iz0p7rjx7d6XnacxFRmJ5eZWbVmYoQjmPC0tx3xdWYkqX76oWOGvXngTANp6W+i4foM4XlpdVMBWbh+9pD3aBSaf22Qcw+75bCtKt3VF2mOeuzMJzTxXXVnuWD1HGEEMa2GNi/PaM2GCYTN69zt1QlK0vKEYsjzM+r7bdUo34O7ekIVzY20qJ3tjRTxBBVpauxRmlRcW0fwFi9Xcd0V6JiTO1+7r/ppd5IqfzY4aXHU5x5M57mPPmXTmwcY3UcPHaADqzrAgC+u++yjCjh5hXU1I6ZZE3++yIJ0miqHWQFt7ialFQcX/zb8Q+vUYuKKjkDJnmmFUfGn9yRfgLD5dqZj5yzeIK5rCu8iNKiYgmJt9PRpiGEaJ2GzJiHEEJIIK0QBUs7C9bdxNS0d13ePa7CdUbY1uZFFJaiQkv2UFxSXJx5eYn7mbr9koiwPpUk1nXw/Lm8iFMbZ+0WqXezG+UxoV97uowSaGZTlo+MOBqw9HAJU99qyEQPFxN2Gbe47PYOrwd1q3ykWNy+cyWJOC1p0WfXGpHkpyQNo9HpdW9TcFxSI5GRv4mfRP6ViavYjVCiI4QQWVFcUpEePGfKoboiJSIFZx6BmrpoiSnHrK0Jo1CphETyRYVQqR96S827m4dDTyfnijnqWlp4FckgPms6jU6vKwin4ISk4Z5hGo0OR7tSLjc3bs3UuLoQEyJJ18pqErXuskGEEMJoTGZt1RiVSiElEhIRMgqn1z82FEpdAi4uKa5U79WurvkYS0uLVVZcTtKMrLqXnH3I7cl7qmi23AZ/sCk9u0Q9jWs63IiGEDJwXeIRHXV41dl8TNtswLipY3qqfUroSf6LS4cOnU8twpXaaamLaoj2RONKpfTb+gFt1C271RSXYhqaH66Rw5hKakyESIQQTvlYtaToXnTI0duvquTVtLSZ5Ygk6mqmUuu2wTAMw7AP/0UfuieurK5a1xaMraHBLC/9NBcoPZ4iYVmVapcPe42pqKtSsps7WAAA0Ma+S7JF7WTvZHgl6lkViTENnBwMZTeCRCRCGFtFmYFhLJvZq8d2oSIkEQlFhLyWgqCSbzxqyU5Pjqjg+Z1j+yPvnYy45tjD5cNHPwzKIj5PxFSQx5XVVChYTn7OOyFSY4peXgo5/5zda5xrF6qUQkZpW/SzZN9JTD4RW8jDdYfa1C1IEoKKKpzNpjd39TVVSVnZ0G3N9jGfX9ul1Wfi0j4TyRruw+itvoGxxut/UZFRBMYxHjZr7bBZksrsa/4bdh41ODBDW0VZwXbKgcW9G64WNr+oiXEU5Ity84RIq+6TkvzcfIzTl9Wqq8hxbZdNm60T1uzYeV5nzQhdKltZSb77tL1rnP/BxejYPyiErIg/dOB5181+a/SZiORdXXc/qZUl0D8/HGu7qapoDZ2xb3q3hn3yq9xXiCtJL1w6qrIKqyivkEBsCkKI5Bfk85UMFDFE72Zt4n/tRkI11n2mmhpuxvC7G6v01ti+GxMhhDA5fcdpPo7TyOq8u2EbdobpBi+zla8rkcy/EhxdPGBbwBBNGiJyTy7zyWtUqax++1Hjbumuqkwm5JeRSB1DCJGCsuIaObWGPwBEadF7k9SX7VhhysZQTfLOaadbGjOipKBIhPQYCCGSl58vUOzKwVBds6XHU/xQiVWUX95h3ZUAACAASURBVCipjRtRlF8kkVIuAAB8U99nip1u6LZp3/bVK1dv898yoYu0yR2MxWHjmCQ7Nizseg7NbKBDO5z3IObkrQcpt0/6rV7+Z1BiOVZ5P2TFgnlLt59KfvmuiFdDYnLqamwMZ3PYOBJlnN8flVhIEm9PrfSY5OV7vQQp9hrUR4nkXt2z3i9433rf4Is3HvLZCnyphSDEsrC1ZIue3EoowjvY1uZaJD95r/dk94URz5o991KNHR1El8MvvOBJSHF5xslNyw7cqyBrHoXO+z3sYbkEozLkGBQcx3GEMCaTVpn7pqhaXD9pIgsvr5+95VKukKTQ5Zk0HMdxhKn0djJ+cvRIUoGQJAXv4wNWro95I/mshJo31w9Hxuc2bCG1i6OTUnzQvv89zquo4nOzbh/cG1PZd1BPedQauIqGunIP9yW/ik/8deRJFcm0GNgn78zBG2/5BFnDTQlfvTLy6Wf32GMMOTo35w2vRixrtbP5QjAmk176NrtE8HkZGE6nUUiJSEKQNUUppy61dr1PyuHAO/RzVE6IOPGoRIQIfvalnct2XC8iP2sDyXt88Xj828/O4XQmQ5yfnVtZI/PcLqtw6ajGAxzxa4djnldISMH7+PCT2ZZO1hwMIWZ3a8Pnp8+Xmphr47iWmSn/f2cyDKx7yCOEyIqE3bP+PJHFJzEaQ55GwXC8fgpLo9MwQiyWkKQg987puNeNWyq93356X1q3ZJg59S2OORj7poqUVLw4u2XB1itFn+X/GI1GIwiRWILEZU//PpdS3eK1b7Lq/pnjD0vFpOD97cNnc8z7W7I/7pH0eFKNHGzEV4+cf1FBkPxXF0/cqFuUJkvTTh+KedLiR4gAAMBX9N3uRmSoG1mry34bU7R1m5BceDr13tXb1r/1H+S5ZjE99MSt/0XfQxzdHqOXTXfVp1I7LFhRFnT48tXDIWI5tU6Onh6edgoYxhk06beHgRef3LmYaDeqd0clVTa7SplNQxjHds6aueyDZ+7cvviMpm48dN4Mjx5yTFNphSCE5M379eTcusGjdLC16YAjhBBGYSkpyrM5CnLNp6h0IzefaVEH9syNLKimqBo7TpptzsFoJi6TTfftnzOhRERTMbSfOdtJBUOoncO4AUn7F059MCvYp/+He60wdfsJw5/sX+URVoVY2hYjFrl1oyJMtf/cZZWhIT5Td/AIlq7VSC/HDhTUoISVZtnJ16/LGY20bc+ud56ldhq72ocRHr1v6cHCaoqynpnDnPVuvVr2LIXP0PR/XeL5fNlOf8Ntv/eb7lN2KGjTzMBiEUOz+5Cps40/S5yp3V3cdHf4eqUM3uQ3XvqBZvVsphBKpyFuFr5Bs71TVwTN7VH/HVbvSZ7puzd7nq5iaPf6zbIr7W2r9oQu5XDgKiOWzhcGhS6ZnFuJKXayHefdVx37vA05CafjWUau/RruRy/XUbf2rPRMcdu9xUV6YHEdqYXLQDN0W+l1JGD3rKNcgq3f23XlLBtFDCGEscysOkky1Sw6UhFC+ubd5c7lWplxMIQQxrEePTbdf4vXyQqCqW4yaNHs3vVuv8TUnKaNfernMyW8hqVvN9y8E1XYOCbS+m29IqR0Swyz9PQZF3Zg0/SgUlKxs73HQhcdHOXXL5VqOmam1e6AWeNLKepmI/p15zxs/ujUougP6k85tXzKhnKatoXL0jm2itinaUYZ8ew2ccWkEP+tXhGVcnqOU4aapz5HCCGC++TGtXTkONzki7o9AAD8E1j9i3cAAM0hebEbFj8bsX+Ohazr7QAAAID64E4dAFpF8i67zNSqK2RaAAAAWghmtgAAAAAA2hDMbAEAAAAAtCFItgAAAAAA2hAkWwAAAAAAbQiSLQAAAACANgTJFgAAAABAG4JkCwAAAACgDUGyBQAAAADQhiDZAgAAAABoQ5BsAQAAAAC0oe/2h6jBvxhJIqFQKBAICIL4Ln+iAMMwHMeZTCaDwcDg7w4DAAD4riDZAl+fUCisrq5mMOgUCuV7tUEikVRXVyOEmEzG92oDAAAAgP7jy4ikoOR9bm5hhfh7N+TfRiAQfN9MCyFEoVAYDLpAIPiObQAAAADQfzzZEqeFLZw1d/PFPOJ7t+RfhiCI75tp1aJQKAQBxxYAAMB39p9OtkAb+S7XaUn147QEAADAf9a/ONkSvL17/lJqIawR/iuQRedXTfS9DYuC4KdSFb/da1cSdFsA/ut+2GSrJn6r64gRI0aMGPHr3MhX4oqMK0ejjl59xm/xRIXgfuTOoP27Tz1pYbZFtr6KD5/kpp47GnXsVrYIITLvzNLfats9at21imaLIt4eX/jbiN/+uMAlG5QD2tz/2TvPgCayrgGfmRRCSYDQQRRRBCmCCEqTpmJZe8UGKKBgb2tbXV17LyjSmwrY1oK6dkVBARsgglhAEOmhJYEkJDPz/QCUEoruurLfm+eXDrnlnHvuueeWuYMXX1rrGfBKBABE2fO42286b61/CKIiJXSDl+tUz4C0+m9Mynt//2JSYcPWKFFyed08/7QfOZuofbDDdfejfzVU4D3z815w4kVXysQLHl+IzxU0/Od7q9oik3+0egAAwnfp73uZGrZ4ReMbS2yCqHl981oq628YaXPj+Q7E2xtReW/n/GWn37ZjhqIXfu4br5b/G12LqLmzdeb+Jz/We34xs2+xt2au5u9DcO9tc92T+K2e44cgehuxaHn0R6zFw79vqP9P6bbBFgAAoMoWUz09pwxSQthZt8/Gnr2bzW37o3YalTbYfcOylb9OM+7iC5dEB0V0DMZKvRobe+5RnggAGAMmzPeaYaX2HYptkY+EfxGs9EXc7Uz2v+Qe8JJHF+JlpvvFBC80pX5bUoL34cHFpEKs81/+Z6Hpj5o3b1S/rrxBihUkXojPEfy9ZvvGTL6hegCA5aVnqwwwlmtx+8h3Vpuoen3r2svy72/7H2M8iLzphPluDj1//hFNCd2Dv22o/1/p3lc/oAwDx/HjenLv/OER+VYEkBXqNSV1WcRvajHem27gdjNG1NyNK7HeEjiDuBIc8deL/Bqga+jbTvN2d+hBFT47ufPoE/lxKkFTPm31Cnhj7Lqg5+vzd9+xZfo4z1+1YKh6c+9AsO9sW9q8iC0jpIsTY0LPPnhdyKWqGzu6LnCz16ICUZl2LjjqZlp+tZCmajB0xsL5jqSr6zZcKsYBUg7OmPHyt9Or7Mbp9sUe/5lc2a5YwuKECL+o++/YsoZjJ/ZscLp44YXm+axdSQ7adVdouzZ8nZ0M1Cbsmb//CcV5c8jc8h1eAVm6Ezz651y+9Y4n38/Jbck8ey0qAMZ6cT4s+lZqPhtR6mc72XPeyL6yCMF9ey0kLO5ZDotPYfYZMtF7wdh+skjLuiSdCTtzL+MzB2X2sZrg6fmLvhy0TdUr+/iCP+7whqwM2+hEB+7DPfMPJtGG/x68WPnGps0XBKM275lt0CJwwHJj1uzP69+f/Twlnyfff5TXkpnmTBQABAXxUSHnEt9Xgbyu1dQFnsN7SQGWG7PmKHuYA+f+tZdFmOqgacuWju1DAwBh4aOw46cefeQrGg7RZhONNSeqX/0ZEnUjrYgvpW480t1nupkiAgBY+bMzIbHx2cV1ZPUBI929p5kxW4e8RO2760FBfz79xJftN2qqHg4AIHodsXLP7TIO/OqZ4LL64DT2YZ8/dXbvn9YDBSC4Cft8rvbbt2dc8XGvOJWZmq+uvCgXIEzTyT7eLrrSCAD/0/2IwDOJuRyKsr79LB83G3UyEJw3lwOC4tLLBGRFw7G+y6ca07/oXPTm5JodV3I5ULh2Uarb/rXO9LKk0wGn7r1hYXQdq8nenqP1ZKHk8oat740sqh8nskyX+fuaN/RSgnV718rQdDbkeGeazN67fjgAAO9D3O7Qy6mlIqbJxCUrpxnTEQC8Kv1CYPj19FKMrm0+1tN7vAEdaamFt9eDQy49zeeSVY1Hzl80a5ASCgT37bWQkMtPP9VSVA1HuPnMHKzazDnUPtjhmWwfucGeBkBU39yy6PWYqDVDKi5v2JprOqTqyeNPVajOuIVT5B7F3npTWIn2m7Jq9aR+0rUPdixM7jOVknr3bWkNqfeYRatcBzCQDvUDeGlSdAxp1WBdmdyo5YGCYf0LHz7/xBIoWs5ZtWhYD8qX3/GT/JYcf1rHferjGT/l921TVABAWHj/yKrzyQU8WT2XhavnDVZCvgj77DOfpm7k4u4zfWAzq2iVyYQKf8+LtNGMrDvZ8hN3bR0rn3s3KvzPJ7nVmEwPyyk+PqP7Sne1eg2ylLzKJBstUmqm/dbV1kHENZaoODHi+KmHHzmEdA9btxULHNQ+X9i06XwOG7Z7JVv5HFtmRftaSOWLmOPhd7KrhFRV8+nLlozRpYkxS7XqlsYzQrnt9XNY7ukVOznegb4DKFCbsMfTr947bPMwBiLKDFkUSFt3eIRYeyPy74dc7K0/SFv6i+EVCWha5uMX+E4ypAMA4KzkkPVXHuTUSPW0d1/t66TZctQRkwohajLjwqOuvSjgAEPXduZiL0ctiuiFn9dl+clqb+9mFFViGo5eq+dbKbfu4aKie0eWxzwpFinqD3Nb5GarQQHxnbRZdyi5vGHrZ5sRnHu3c7kiWi8n90UzLZRJohd+nn/2PrBznAoCIEza737TNGCri7gBU1SaHB1w8m52JaKgO2TqAs/hOjTxrqYFRF1OG+tC2pNRUPAg/ETMow9sqV6OsyzaZNaOCABY+YvzYadvZRTzSEyDYR5L5g5WRttalyZZbJcUKxcQ1a/OB4ReSysWKZpO/oVJQEu/n9faUPn59yKCzibm1CCKfe1dfTwctb9xhvn/hp+0siUqe3p678a1G/eeTCrpdB0HoRm4jDGmI4AomE30GKUv3eAm2MnXHqOmzvZ6yKPju08+rurhMtdttE5t2tWjR65+bmOOoqzrf5Xq2Nr0lanKvuEfkdhyGaNNEYKMyD8OXszADcfNmmpJex93eNvJ13yoSwrbF/2kVMXRw2eurVzOjWMHLubJmY510iUDkLTt57g79up8goflXdp/5FpmFcPYwUop6/LtAgwAAJFvkU/fAdaDGFCXlf5OCFD/Nj2LBwwLG5MGF4vl3r5VYvDLRBtVTub1o/svfsRAlHth166YpxydEa4zHJSK7gRsD0piE6LMmH2hDz5KD57jM99FvTQ+dO/pjBbLz/zXUX/sO/+8Ws123GhTWv694B0nHteIS4WY2A1WBH5maqYAQJD18jUfFC1sTWgEr6qSy62oEHd9Bl5VKDBbciQiaMsY0n2/8CdsAgDPjzsaWWT+a2D0Kb9FejkRQbcaXwXFS56/Io//PehU4GqzktioBywCAC+46hf6Xs/naGTo9skq3KrG3TNucviRh3Ku+6Kiw7aNRm8fj00VAADBTYr0f6bqtjcsOnT7OPI9v1PPea0qRHCeBu+9CuN2RJ47fWiOdMqDPAwAyMbzDq93Ue03c3/YUQ9jsuxA+4GslOSGatWlJ2X2sLXWQAFAlHEnrc/SI8GhQbumoFf2hKfWEkRdWsSu8/wRm0NiTx9bavwx5MClfAywD5f8b0jNOBgVc+qop/abu8+bb6KQ+7sd2jmtj+aYzaGh65wVRR/O7gr+OGC5f8zZ8G1jiat7gpJqCADAy7OKdBYdjQxqirQAAFF22XjUy5RhuyIkbEPDYElw0l/D5N0RZyK3jxTGBcXlYQB40fUDfmm9PA+fjg3bNpFya39ISosNUqIq4fieG9RJOyLORfst6PHSz/9eJUFUJfjvvS01eWfk2dPHFhlkn9h7sUsLrDgrs1hv+eHQsP0T4dKuMNbozUeDQ3ePrLsQ/bCSAADgvcqCqduOh4QdnE67HXj5AwYd66cFWN7LItMVhwLDg9aZ5UdEtei0NOtlAUsGy5j7BIbtnKJDAgAQZqVWOG4KiT11cCYjMfDcq/oGYfffk5u2KzI26oCH5rMjfndZHWaCvcuu/+WP4Ig/xmlAedLFu7yh6wNjzkTtGll3Lvhmq9eWO6oeAABRk5HBNhzQo7lPaFWi2MYiOIkRwbkDN4RER4dtdeTHx78VkHSm7tzRYDYhzSMtAGFa9LFnPRYdPx0TtW+y7NN7rzhizRJvazxtIPW0GEh9nZqHAdRnp30gS31MzxIAYJ/SMlAzi14k8fb21RaKrh849FRz3qFT507umy59Z3/YszoAACzn5Wej5f4xMSd8dbNCTyVxW6hJbCpRfvz5FNr4baExsaEbBn0Kj3hUQwAAiLLTa4ZtPBoUftynx/Og2NQ2e2n1L+6/Nf01+GxswAqT3OC9F3JFIL6TtgQvf/SIO25HYEjo8ZUm2ScOXS/q+mar8MPZ3WEFg1aeiI4NXG/PObP3dGZ9O66mOUR71iVGxvqs6N0nWTbrQ86e8V+sk34/Q8xWqVgR+Nm3/3yjMXd/5JnYgKU6L09EvxSAGOsS2yXFygVE+Z2jBx8rzT146lzUjjHsRwnlLTXVylCJurSIXWc4TptCzsQGrbVlndoV9fp/9gDjTwm2iPLbfvvPJWa8yUi8cOjYrbLOFtSp2lajLTRJQNK0GDvOqmdDYEwgfWds3bbC193J0H5FQHjwwdWThpia9lOngqggv+1aOaLgtHD9wvnLNswaQCZ4H3OKsY6KINLvxBcTPcavWD136syla6b2g+IHdzMEIh6vHgClyjDUTSZv8A8P2Tq2h7zeUBdTFRRImpbjxpird6pQvDDlycd6VGv8ms2LvVds8bGjN9RPrmU+MibWgxhQ8zo9D8M+pmfUAGOQzYAmJyvv4P2r+9TZK1aM74XW5yelfBa+v38nR6jo5LvBc9r0hevdBlGqntx9xsF4dTwCUApNTrnfyBVHwsL2zezXfPItSL99vwiTs/HevNTD69f1iye7DGbWs0XiUlGNbIcoIdxXL7OFwncvX3FB0XKosRSQ+887GnkyaImlTFtJETnjoTY9ZKiMvqNdnRkZz98IARBV55V7V/3SWwYlKxgNNVcuKyxt7KwyZiPH6CtQyApGtqbMkoJiDPDiZylFRhOmm6vQpJhGzlaNgSwiZTR7+1Z3CyUySusx1FqPV1RUQwAgKIWCCmsrKjlCmpbT4gP73E1a7/Xw0+OfqU9wc9CiIST5/pOn2MiLG3OkTYcOZKWklOBfYi01BAAAUXOY5KRJBSArDZ4+Sikp/nW9IO1OsuZUT0dtGYRE1584w5qd8qwEBxRFBFWFnyt4iIK5++8rnFTbvcNe9Pb+A9zZbYI+g4TQNId6TO75/O5zDgGAyA0c7qjV+WYVzWzUWH06CZXVHe6gxyooFAFekPCgys59+gAmGZHSsJk9TjP1SVYz50xUpdzJ6DfD3UaDhpAVTeduP7zYig5VyXcy+k6da60uhZDlDSfPsa+9fz+nC9EWIjvAwUqZDGRVg34qioaD+sogQNUw7MuoZDXExmR9h2G9aABkVRvrvpWfCusBuq4fRGWw80BFFBBZPZuBiiWfyzoeAsn6w8ebMskITcthmInwcyGHIKpS7mYbz5o7RI2KkJlmM6YY5zxJ7XC7mNR76AgjeRIAAKI67Ne9q0bp0AQ1VTwag1ZW1Kr8zqrHy3xVqD+gbwe7B+01Forg3NJPxWwRTXvMqi2zjDoyBBRFeKyCwkoBWdXed6v3YDrSjll2DrmPpVl9RnoxLspJe6czdWqfd2nvhHhZenqdqUWDGG3trbks90uGzJlppkRBqKo2PvsOuBlRAQBI2kPHWmtIIRSVQcMs6UUFLYZn8anIOhO27vK1UyfzqquEMgy0tJiFAwCQetk468shgCqY2RhD0efq1k2J9hk507FHQ/+ePZSXkJCLdUkbFJMxk43oCCDSur9MNi9++LjL0Zbo7f2H1NHzf9GjkxAZHZeZw2nPk3NEnbuadq2rrYyi7IeJFJe5Y/rIoYhs75HTnXuIG2XEiUAzmr3rD3dzJYJbWQOydEFJMZsQa11tu6R4uYiKpw/fG06bbalCRSjK5q4TB3bsowRpdx4zx3kM7ymDoLK6o9zHyCbczegWx81+Aj9lGxFjFZfWN3QTor6kqBwD1W+vB0JWUW1YnxfkxwcfO5P8sUZEoctLYQAI3tadonIMORQAkZaRRgAwvMMdZYLDquARGOfcqknnmp6Ry8u5dOc5nmkV0YkXDqafR1BpNbMJi1fNMpP9pnrj7Bo2DiQNbS0yANB69FQlAVvM72gDrM3pDxIyXhcXijLKCMZQmwE0gFoAAJKyhhoFAEhqmqok+MSuYQsrKqoIov7Wlim3mtKTWGWVZIcZPqOLwu7+dWzrdUCozP4jF6z2sqE19fsGMdEeWprSCABJy95jiT0AgEhcKlVDu8HMWzfTU999QNOqQMnFrmEIQGjy8p3JjCoqM0U5HB4BVBq55l50eMK7inoEFVWXYRZNv0GgqVokEorjOADBrubIKDGlW7spCk2UF3ciIPVzLZCgtkykZAwAADKDvTfXnj8XvP4ki9bbYtgU17HKLdMR3KpqsoqKQmN+qJIKEy0Vp3mToeYBZ1NKJ476lJypbeeh0pAAVWAqNDo5REFJQfSsqpYtrOSkhyx2i2wsABMyXNg4yWDKao/YmJObLpcgmqbOM+ZNG6TczoKnqLKCqzK46YAfIquhIVtdUUMAANqle8oQCo3WkBghk0kEhhGAV7FYhfe3zLvfGFXjQqw/l0cAtVFsvJpVw1BXazICsixTCQDLrahmaKg3qZqkrqnCfl1FQI9Oa4CSv9QTQb+0FIJA450biBSV0qg/EglwDCOApNtV/SAUalO1SSiK1WMdT8sQGk2q4ecIiUzCRRjgXFZFdcJB7xeNyiBEIq2+XALERtkNkMlNvoiofX8zMvJaajmqoKahIqzHtVoNwJ1UT/gu/UMvU9+ORiPxjQV02wVryk5dOLQskMvoZzXezW24rkx7NaaYuq2bcPpMwK8nK2k6FqNme4w3rK8QZ5ag2UFFmjLTtzCpvPyKNYidJW+6zgZ9sTM9r1IljWU8Vp/SIHEbe2suS7WSplqT9ih0JSYAiACAJk370ixkHGvhesWnImoyLoWdvpNVQ2WqaTA4ONakeqrUF42TUAzHCIAWiiErfenfJFV1Jc6HGowjXhtazQMWRJr5xc+QmUoMdlV1l4OtyoqK7Fur3S81ioAJESsu3rmrad+62sgoqq6uU+rX1EcQpooSKa9NPcSKoFHxLDb0TEJunYyyhiatBggcB0ScdbXtknLi5CJwahWboarSNOunKiszOlpeIDgVVYiahmKTHlQ01ITplXVfvdH/FD8l2CL3sR+mdzvmbR2B0HSHOeh1uRKEmNPwRNXDk+EJn7QmbDs8x1Q+y3/+ltvf/KJP6yIQOaaiFILI2iz6fXo/MgAmFAhxGQ0Gn1trMHn1IU+6sPTd47Mnop9dOH3PacD4pqRdOvKKMhQYKFQW5X8WgT6ZV5Bf2maBuSEf6QFWZnLxyWmJj0X5GN3WdgCt6WUArCSvgAeassKCj4UYoAwFBkWRqYBApfHcXV4WUgC4UCDEpZQ1MHa59qhFe10VoSLn5eWg4IfXI685DJ6vD3VsAZUhS6YrMWkIzir4XEfo0onC+MgLaSLjyXMHomJT9bezUr558+X1q1BKMF3sDBtXGAUcLiFHp3XUe/Dqiioygy6NQF1KxIFb0ov+2GfBpGAfY9fsqGo/FcJQpPPeV/EBWoSz+Ke4I6G5Q7duX91LBuEn7vO80VCP2rIyqvnsdc4eGLcg+dSB/Sdkj/w2vPnxAEROUUFUVlpNgDICAKKyEhYuttY0k6GDTpxN+aSRl6lt59504gYvLy5rnBbgZcVlZEVFWbpQQcZk/rEtLgot8yHrOM3f6DSf4BUnhW8/FK4dstZWzMofAJAVmbLlxWU4yJEAgKgtLalV0O0gEugCqIISU2P0guNehuK7FaqgJM9OK+UT+nIIAIhqK2twOlOBqcBO//IQKytmMZjNhSKRSCBqGiZ5vL+3E4BId1U/fxdUnqnIsHULWjWE1vmPW0GU3A6JrXDeFzBKnQJ44YW1G4u/KT32MT1bxXSaXEet2W5jKZlNXWE2FUQ1b+MObD8ap3fYVae9PBC6wS++W3/xxbh59/y3HzqjG+SmKNYsu+KeqIaWRv734p/wEJOFysqoqZRf0l2FAgN7Q1qn6VFFJfmK4lIRaFABAIScCg4qz+xscVZsKvnCywF/IXP2BdkwSSB6E7bkeBeqDgAAovLSCgI0EADASotZdEUFkpxAfCdtDlFbUsImgIkAQH1pcRWjpwIKLBIqEjUu3dXz+O1EX2QFRUU91y37p2k3jzp4iZ24mm+xLrKCgmx5SRnW4CXw8hJxh8/FiSBMiz2WorL24HpjOQTqnx6afxEAAEhirKtNl1wlVi6CpchgZ5TyQV8WAEBQVlaDa7dbcUDoTAX8SUk1ASoIAOCsklIKk9nuxOH/OT/nzBZVz3Xn8f2/b/h9n//uWf26cF4OkaXLoQiWdzc8/MGnVpaGICgAzi1+l5F8LTT6ibhVoq7QogiK6XAHNZT9Iu7CoxcvEy74/b5uc3ByDcJ9Hrp++dJf9//59MPncnY9gUirKMshqBxdDgXhm2snYpI73RIFVGuwTW8qXnTt4A7/0CPbgh7XfvlLq3xkTG0GygkzL1/JFsqZWw+Q/ppH7ZPg7UdC/LcfuF6EU3vbDulB0Xdy1qFi2bfO3Hv+Mulq4PZ1Gw7fLQVB9tnfly9bueNk4tuC4mo+gVBVVBVQ1t1dnnPmbbpSiEuZDndUR2uTgrceCg7YufPE5XvPq6UYQnGpSAAUA9shynheQkIermRl23AeXvQmcrnbXF//F63PRwEAUfv2WRpLSPAL7p1/wDax7E8Bop7NFlAZirIUwKrfJGeUYx3c8I5qWFppZcadT2MJ6qvfPEhpPGlB1LK5iLQig4YQvM9Jz3JFBIYDAF72wO+3Q1feH0kaKAAAIABJREFUsjGSjKKKAq3haQtopg4WJXGRDwp4BFaTefFiStPpEYRGo1YV5FXyRQ0PqEZ2FhUPQ6+86mk3mPllHbD68YXLbzk4UZd3+9RfbGtHYypt4HCr4ksR8QW1OFHPehn1+4borHqC8+SI7+bzObUEQpGSoZAQFG3XuZANnJ3Qeyfj3nEwgl+UGHUhz3yYJb0DX0SlSYlK8gq59e2uzKI97ZwUn5w+n1EpBLw27+ahtQcfND8UhSgOGWb07tzJpBIBIax8FbtlpX8yBxSthhu9O38yubSewGreXDz5UNrRsfn+F0Wrh/K7h/fz+Ri/OOny/Y9/41Wjb9FPxyBS0lTWp3x2vai9XocwhwwzyDxzKqVUQBD8osSADdviWh3YaT8TCpWC4CIRRhD8wscXv1VmvORVJtnYRKmtbM1KFN9Y2Mfza5f7PWEJgUSVkaKQSCgKAAiNRuEW5pfzRM0Nmyi7tW3R7puFAoJElaFRUBRFQaxZQmvjEXy4f+be+9ZhM83EUu/dxWtVRmaaKKphalz716U3upYDuhALo9pDndVSos+kV4oIQVlKyPo1JzM73zASn4pCoRCYSIQDzs29c+Vx12+OIPJun7lfwCOwmqwL0QkyQ4f2JrWnjRZg2ddjn5QICFFlaszZVC17a02UpKGt/vnJg3dcvJ6VdvFWVjtXSpANnByEt6Kuv2djhKjmzYWda4OecYh2Xc0XvsG6yPoONqI7p6695+BEbe6N8/Fi94TFiIBQKBQcF4owEFVnXbn6kkcAgBjrEtclxcuFKA120Ms6fyqlrJ4Qsp7HXnnVVi3NDVXKbLhNRVzEvU91BF778VbUda6ds8n/6gH5n/Y2opSKvqVKl3+NyNu6znpadjH12Z0Ey0l2as3/pDB0tvtL1rlnsSc+6Dm7DOnx4V7591SoZRGOIzy3rKKGnX/0V+wzoGsPmLrWa4oOmdxz+frq4JO37pwMFUkr93Hy9PAcykAQ+og5k14F3sh8fCN56GQr1WaTaKy2opzdomeT5ZR0Jq5eVnns5INX8Y/1R08dLQq9lAMAAKhWq3xkzKxNZRISa4HuYGPaLNYiaQ8f2y8/7sa7OoX+o92WTdQhAfSd8dt6CIu5d+/sK5G0huHY5Z5uxlI0YsFGTzTi6uOYkAdUpo7NrGWeo9WQ2jwmQ46uSKciIG06b8tqSti5h8k380iKus7eXp62CnQQlwoAKAZ21qrXr5SAspVt/4Yeg0grKMrJChRkxO0DUWVqHu5dfORznZz+yKXLbBgIgMLQuXNfH9/jcxeRVdE3U1ISsMo5BDDENwnaY+zS+SVHjy11q2ca2eupkwQAACSDiV6OfuGrvU5S5bXN9VRpFeUVOKiTek9aNY8bdmzZxQohldnXznuBExOBFvd4IPQhC9aVBgRs8giop+uPmemiF9MQmpP6jHIduDd4kU/q+uAl5lQAqqGdBXvTXZ1l6xS/DJYkvWFW7MgVsz7USmsPmbZu3kBZBIFBXhurI4N3LgysEEqpm4yat8iAiqCWU6en++/2vsDBaSpGI1YuGiIN7UHRc93gfSrgiO8ZFi6nM2TKBl8beQTERK6NEsgOnjL50dENni9dj+weLz5GQXuM+3WZIDhs9dxCLiLfx3aGj7VK818iTIel69jBIRs9DnNQJUOXxUucmQgC9kvXs4NDNrgfriWrGI3wXT9VlwzwZY2YpDvee+SBY+vmxtL7Ok0ZrJ8gbv+1ayD0b9BPh5BNxrtqH9zr/XLkTr+54jfJECXHJWu5YaEb5x1k47LaFhO8nVpdUtA8k5ktkioPmz89y2+jW1S9rM7QsWZ9yN+yYk5UZ7zmGE7rIaZftKi2npjGIim7zLX1D14194gApfeymrVkfE8UANQcZjinnFgx74VvyEbHpogcUbGfNTbzxCaP8DqQ1Rw4bqWrIRlBxJglADQ3nglqpS+u3q7wmDqslcJkTS36YNnKA3uTAUDHzET6aqGFaUfx/xdQrbFrVtYFhq2cU8yjqJuNW7XYUgY6jVDFpSLBOO+RR0+snHWMUDQYMdxM/XMXigcAAJkho4xfH/QJKqxX0HPyWjtVlwxAFq+NFlIzrIf1fLzD80gZrtR/5NLVY7VQADWX+TMyDm6dF0fTtplhZSKVKb5Iqr7rxvkxQUeXRJfySEoGTnMWmdERBNpxNV9K/BbrkjKcvX5OqP8e79Nc6V5ObqPNUt+1+Y1YEYynLbQ4EuA7s4qkYjrOzoT+CgBIOm2si0TTaNslUXFyAagMX7qqwj9k1ZwDONN0ykRnjRttatLCUM09f3ONCNzhFVyDKPZ1mPOb+4BvX2T+fwLSXb9nUp+4Z+beZPWJWzaN68VgMmV/RFQoTD4we9djzTl+h6Zr/1NLfFhdVQW78PbezWfzzVZE+tbtXhj8utkpUlRj4p4Tnv27evdXxV+bvAIypO3Xh/5qI/PlQVbPOUcOz+jVfe9Iq6iolC67snpXjUegr9lPvV2Ey61VUmJ+ezqi5vYfi586+P/m1LCp1+I9cAkSOqM2cd+K547HVwzu4o1c/zr1Tw/73DP3W+/Q4T7n/wJEyeX1Gwpnhiz+ua7q7/D/QIT/Abp322CfLv++4Gov10NHZ+v+Ny7NI8pu7VoUni0CAAoAIm85d71K87efEJqGuMmuGLBP8dHXHj7OxlAla+eBP+ZIy48CQbqLA/+emmB8buWHuNv5ppMsGN1FDgn/MWTt1obY/exKdABeml/W22KArMTAJUj4d+i2wRbFcMq63xxxAEBkenzPfew/B4Rp5bFeg0MAAKrYR1pKxXCI+ndlhJem3rp25y1Zw3LWInfz79xn+VmgKIq1PTL1r4NhGIp+s+mIsk4u3xov5+j7m3WXdk8kSPjvgWpP2735Z1dCgoT/IbrtNqKE/zB8voDH40lJUUldusDgh4BhmEBQLy0tTaN1150cCRIkSJDwv4Ek2JLwz0MQIBAI+Hw+juM/xcAQBEFRlEajSUlJdZstTQkSJEiQ8D+KJNiSIEGCBAkSJEj4gXTTM1s/fWmkmyNZuZEgQcJ3IHGtHSDxqxJ+HN002BIIfv6hn24OhmE8Hg8AJGeSJEiQ0EUkrrVjJH5Vwg+im77mx+fzJe6gY0gkkpQUlc//n/2GugQJEr4ZiWvtGIlflfCD6KbBFo7jEnfQKSQSCe/gczcSJEiQ0BKJa+0UiV+V8CPopsGW5DBBA4LS4sqvvZ6oLi7lt1SMRFESJEjoOhKPAQAAosoS1tfvqBGc0pIWXy+UaEnCP043Dba6CJYbs8IrIE3U+S//IfgJe2dvutb176L+LYT51/Yfuppf96U0QdGdo3su5kgWuCVIkPAjIcqvbZq9N+HfczWitACvFTG5f+MD598AVvrw6N7oLM4Xz4pXJgXujnrFkURYEn4c/+1g6/8zorzLgQ+057kP/PrtMprhTE/9lBPn337LF3G7Au/9/YtJhQ1LaETJ5XXz/L8jgCU4r89s9Z09bc7eBPFO60vO311EYz41r29eS2W1KaO95z8Qgntvm+uexBafGhdlRy3x3PugkgDACx5fiM/9xtbiPfPzXnDiBR/+oXb5gRBlz+Nuv2nb2u09/7do1gT/HMKUQ7M336z6O3nixZfWega86qANO+1EYql9sMN19yM+/HzN/xcgSu8GX6ROXThU6etH5nuNX2iTF3bqJfe7NPfF3r40xNcW+UGISpMjt/rOnjrF1Wvd8dsfW5ZE1KYFLJg4ecvtGvHi4J8vrPFu8c3ehmSV93bOX3b6rail52nxk3/fx7YH9j5q8dLTOS3D82YiiEP0ws9949V/abGkDZJgq3tCcJ9fuiszapx+yzdiKLq/jFN/fDm5+h81F4L34cHFpMK/N6skuE8vXq4btvtU5K92P/YzN0TV61vXXpa3qW57z/9lSD0d3OaNN1VAALCCxAvxOYJvayya/qh580b1k/qH2uVHgpW+iLudyW4jX3vP/y2aNcF/i7/diX625v8DCN9cu8q1nzio5Qe4UY1hE/tnXrpf8j1ntf51exO+P7s7snjwqhOxZ0M2OLDP7I561WxKx3sdE5IKzG8e2xF50wnz3Rx6ktr3PN3Ex7bLVxG6Id306gcAAFFagE9UnZVmUVJqEaZiNsFn8cT+cggAwcu9Geh/LqWQUB9ozuQRKh3mghdcWLel0HmefMqZe29YlKFrApZYSgHB+3g3MuLK05wqstbgyQu9R/WRQQCI2vc3wsIuP8vnkJT0HWb7ulmrkQAAZz07fTzs1huOnJ5tP0FnnZGoSj8fHHkzvVgg12vIRE/P0f1kEQCiLudWWPjVl3mVGKOP9RTvecN70XjPjy09xdxwaHYfEgBgOdGr9ta4+y0ypwEQtS8fpmsO8VBs3X0R+sDBOmGJLzn2zmI/kszPvxcRdDYxpwZR7Gvv6uPhqE0F0Qs/r8vyk9Xe3s0oqsQ0HL1Wz7dS/tITCdbtXStD09mQ451pMnvv+uEAALwPcbtDL6eWipgmE5esnGZMRwDwqvQLgeHX00sxurb5WE/v8QZfhwO84NLvG06/qoPs3xenT9z6x4gPuzyT7SM32NMAiOqbWxa9HhO1ZkjHDVX5IuZ4+J3sKiFV1Xz6siVjdGkA/E/3IwLPJOZyKMr69rN83GzUkbwLmzadz2HDdq9kK59jy6xoDcmxNs/FqaJZM5Vc3rD1vZFF9eNElukyf18zjhjpsPIX58NO38oo5pGYBsM8lswdrIwCCAoehJ+IefSBLdXLcZZFW3tgp/0ZVjjTqvfb40uOP63jPvXxjJ/y+7YpOo0OAMs9vWInxzvQdwAFahP2ePrVe4dtHsZARJkhiwJp647MwpOiY0irLBlJe7vULs1bv0FdH6pBsZ/j3EUedpoUsSaBvY9aHsC21vn0MBV32Lh3WOamTlUBotLk6ICTd9+Ui+R6W0/3WTCy54eIlXtul3HgV88El9UHPYwbfYnodYvn09iHff7U2b1/Wg8UgOAm7PO52m/fnnHFx73iVGZqvrryolyAME0n+3i76Eoj4lqcDATnzeWAoLj0MgFZ0XCs7/KpLeVuazlSjU3QX7Hs8oateYPsa5MSc8trpY2mLF8+Xk8agKh9ez045NLTfC5Z1Xjk/EWzBimhTQ+ffebT1I1c3H2mD2wzXuEVKSFrz97/yJftbeu6yGuEDvZkvxjpJml+TUjUvrseFPTn00982X6jpup9MZdGfWZXIgq6Q6Yu8ByuQ23ViSYw3sSFR117UcABhq7tzMVejloU0Qs/zz97H9g5TgUBECbtd79pGrDVRbzmv7RIa7DcmDX78/r3Zz9PyefJ9x/ltWSmORMFAGHho7Djpx595CsaDtFmEx3HDkT1ne2Ln5os6fvmzI1XJbjpQr/1zgoICIsfnw49//htGaZiOtbTd7IxAwEAQUF8VMi5xPdVIK9rNXWB5/BeUgBAsDP/9A+MS2dReg4xoYoI+Q4L5Offjww59ySnBlUxcp7tPXuIGgkAsPJnZ0Ji47OL68jqA0a6e08zY0LRpY0b3432W+vAQAAI9sN9y27337NjvDoCAMLMhynSFpu02oQiNKMhRv7nUkrHTtRo/Tei7Opvq7LGBK2zkwVheoD3HzkT/PdN0kDxgnNrtpS7BS5Sb7Q3vQ6qj72PWuZHWnVkTh8SgOh18KIIhc37p2uDOL/XiSny0/56qDxt32g9eQSgz+hl23VLvvo2flZscOoA7xnsw486VmfO1V3+F1IrUTWTMZ6LZgxkokDk3w+52LtfrzeHVjXzPCOUGw2hpY89OiF/4+bCmUGrhkgDAPYxeuUfrLmBy7Rvbtj62WYE597tXK6I1svJfdFMC2VSe8MH/+Ot4BPnnhbyQK7PcO8VbpZKX+Ts1E8CALBfxW7ZfyOrAlG3nLly2S+6tAYR9AdpS38psUhA0zIfv8B3kiEdAABnJYesv/Igp0aqp737al8nzX8tBureK1t4SRHqtNY/wn+NFfvSkZgMAQAIs88eOlsx5NfAqIANzrI1XZnEcZ/8eQ918tmya8f6SQZUAILzPHT32crBK49Fhf0+nH/pQPRrAQAIs2IPXRK4/BEaE7VvtvLzgPBENgFAsO4HHk9Rmr0vImL/vF6Cyo6DLaL09rEjScxZeyOjQza7COMORWcIAADLu3L8bI3tWv+Tp/wW98876X+9AAdp02HWouSE9yIAACzncTJm7WTSEDvgeW9zGbq9xcRTiIyOrlJudo64dVKiLi1i1xmO06aQM7FBa21Zp3ZFvW5YXxZlp9cM23g0KPy4T4/nQbGpzfa9EGWXjUe9TBm2K0LCNjT0K4KT/hom7444E7l9pDAuKC4PA8CLrh/wS+vlefh0bNi2iZRb+0NSmm1WoNqTtvs1ZrJ9ovZ3WJUwLfrYsx6Ljp+Oido3WfbpvVccgqhLi9h1nj9ic0js6WNLjT+GHLiUj5F0pu7cMa2P5pjNoSFfIi0AaPW8fVV8BS/PKtJZdDQyyNccFSsdP/v2n2805u6PPBMbsFTn5YnolwKA+qzo3SdZNutDzp7xX6yTfj9D2I5ENOtlAUsGy5j7BIbt/BJpAQCpp8VA6uvUPAygPjvtA1nqY3qWAAD7lJaBmln0avphF9vlK0RdWsTOWLbDxuCzZwJXm+WHHI77jLerByw/s3rIuhMRB2frkbqgCuGHs7uCcoyXHY85F7F1eO25/THZYDzv8HoX1X4z94cdbT6uk1s+lx1oP5CVklyMAwDUpSdl9rC11kABQJRxJ63P0iPBoUG7pqBX9oSn1opvccA+XPK/ITXjYFTMqaOe2m/uPm+5DSDGclq2clqOmufeE2Gh24dzz4XdLiGAqEo4vucGddKOiHPRfgt6vPTzv1dJEFUJx/ffk5u2KzI26oCH5rMjfnfb7JZg2fdfqi/wizkXusmRHbs76hW/XemaGoXzNHjvVRi3I/Lc6UNzpFMeNLaZ8MPZ3WEFg1aeiI4NXG/PObP3dGZ9q06E58efT6GN3xYaExu6YdCn8IhH7WwKtaf5jn6KVxUKzJYciQjaMoZ03y/8CZsAwAuu+oW+1/M5Ghm6fbIKt6oLazyi9Ctx1RbzNu7auXGWuTwCIHgTvTvkg573gYjIvdPl4g+HNOScH3c0ssj818DoU36L9HIigm4V4wAE91nE4ZswemtIlN/SgUgVr8Oi+K+j98WwrH49cfrkIS+dzED/W6UEAMFNivR/puq2Nyw6dPs48j2/U895gGrYO+tmJzyrIQCAqHn++G0fRzu1Bl+KF737gOn0aRNPAQC5l67W5zfv6tpqGVE2H6SRnZpdD4DlpWWKZMrTX9UQQFSkp1cYWxhQ2+bVZcRZb2emiBW+zWX0gIdH13rNcp3j+/uZXHpPlcYtEMHbc0HP+3vNMZXpuFy86slD1vA/Is6dPjxP49nhwzdLvpQgxvM00NLHymjb2CqnP3nFBwDAC1KecgfZDaABAF7+6BF33I7AkNDjK02yTxy6XoS3M3wQJbeCY9nDd4THRAetHlB85/GnZh6tC34SL3n5QWX+odOxIessSqLD7jZ3DHjR9QOHnmrOO3Tq3Ml906Xv7A97VgcAgOW8/Gy03D8m5oSvblboqaTv2zj+Lrp3sIWqDXIcqEaTYhpPmWqFpT7PwQDLSXnGHzJ1kqGClLSaudMgtS5IQO4/fflcB5O+ffT6adERIDjP7qTIj3Yf00eOTNMeNnko5XnyewyApDNh0y5fBw0phKpqaWdEKflcjgPBSUt6oz16hp2WDJXRZ9jQfh36MKL8WcLbPuNmWKhQSTLaTnMWTNCnCQkAhEQhE/yaqho+omA84/cj61zUUQCKvrMd5WlithBA9C7xKcXOsR+lIR9BRQVXQVnsQjDCVFbkl5fXirERQdqdx8xxHsN7yiCorO4o9zGyCXcz6gEASL1snPXlEEAVzGyMoehzJ9uQNLNRY/XpJFRWd7iDHqugUAR4QcKDKjv36QOYZERKw2b2OM3UJ1nthRnfBYoiPFZBYaWArGrvu9V7MB0RpN1J1pzq6agtg5Do+hNnWLNTnnV1lb99VXwFkRs43FFLCqA96WhGs3f94W6uRHAra0CWLigpZhOi7IeJFJe5Y/rIoYhs75HTnXt8cxci97E0q89IL8ZFOWnvdKZO7fMu7Z0QL0tPrzO16NuhebVtl1YiK42f76Iji6D0flM2HV03QgVtVw+omvUIC+Wm0jpThejt/Xh8uMckA3kSQtN2WXV4+2Sdrq7US5sOHchKSSnBv0QjDeMeouYwyUmTCkBWGjx9lFJS/Ov6dlocRRFBVeHnCh6iYO7++won1ZZzkLaW0/yviLSp81B1CoCUts1g7ZJPRRhRlXIno98MdxsNGkJWNJ27/fBiKzpUpdzNNp41d4gaFSEzzWZMMc55ktp6JoeqOUz7pS8dRWR7j3IbLfckPlPYnnSN8NPjn6lPcHPQoiEk+f6Tp9jIIwAAorf3H1JHz/9Fj05CZHRcZg6nPU9uPX8i60zYusvXTp3Mq64SyjDQ0mLWP3cdASJnPNSmhwyV0Xe0qzMj4/kbIeDFz1KKjCZMN1ehSTGNnK16daGBUe1ffL1dzPrp9jXopYAA1L+++0hkP3uKkQKFqmo1ZYTaq+RMAQCi6rxy76pfesugZAWjoebKZYWlOIDwTVKqrNP0kbp0qqy2rUPrZdqWiLITksBu2ug+ciQK02SS9zwrVZwAQFAKBRXWVlRyhDQtp8UH9rmbSAEgTGsnw7zElEoCiKpnj3MNnayb9gjwSlY1Q0m8Z6UrMUmV5eJO5aEagwbJZ6bmiPCS9Ey5sTMGlqRn1hGcV6mfDS2NaW1//w20tV6iM1MkODVVeTcv5xh5H4yMPLzQICd4d+zbegCA+vcXgpL6zps7ULbTHU2yyXhXS1UqQlEeNHuGWX58csm3Rh2olo2d6qukDD4A/vnpU67FUJOGiI9iMmayER0BRFr3l8nmxQ8fF4naGT5QFETsks9lXExWf9qGjeNbOJXO/SSiaPXLsF4yCFnBaLitVklB8ddYDS9IuF8yZM5MMyUKQlW18dl3wM2ICgBA0h461lpDCqGoDBpmSS8qKP/37vjoxtuILSAzleVri7g44OxqjrwW85v2ZFEGo/kGPVFdUSH4dPl3r+sAAIALuHzTahGAFA0p/Sss+GkeG0MQfgWX7AIABLuGjSgqtdnPEw/OrmZLKzFlGn6NqpmPVgMAAKTnxLXLSWcv7V56mK9sZDd2xrShSgBA6uXooLAtMWuuPunxC4bDpib/RohEIkBJYodxhERCAROJWdkiOBVViJpGU1VRFQ01YXplw0SNKkVtfEwioRiOEQDtS4RQaLSGshEymURgGAF4FYtVeH/LvPuN0SAuxPpzeQRQu6aXzqGYuq2bcPpMwK8nK2k6FqNme4w3rK+o5KSHLHaLbBQPEzJc2Di03QBoS7uqaFFftOm+oXakw2qex4aeScitk1HW0KTVAIHjIKqurlPqp9yYEGGqKJHyvllWfQuTysuvWIPYWfKm62zQFzvT8ypV0ljGY/UpAO2fhxDTLq1EVlVvOjeC0BSUaUCUi9eDAkDLy5Y6UYVIUMFR6aPapHkphvI33K5NMxlqHnA2pXTiqE/Jmdp2HiqNvUOBqdCYIaKgpCB6VlXLFoprcZLBlNUesTEnN10uQTRNnWfMmzZIuVnd21qOEaN58RQqFW0SEsUxjMCrWTUMdTVao1LIskwlACyXVVGdcND7RaPchEik1ZdLgHxzg0GUVJq2OVAVdWXBm2o+0Y50jblwq6rJKipNjYIqqTDRUgAQVVZUZN9a7X6p0f9iQsSq9RSbqMm4FHb6TlYNlammweDgmNYPGRZQRWWmKIfDIwh2NUdGiSn9LT0aZcg3X30nalkVtazk/QsTGx4Ka/k6VVwCaDRyzb3o8IR3FfUIKqouwywAgODX1AgVDbp4tKi+ppqnqK3YaP6yfe3HNDyXGey9ufb8ueD1J1m03hbDpriOVQYAhG7pPDD6SnL58CEvHxcOHGfxxf8TIiGGklCxQiIkEioSisQFHaj2oIEk/7RPLPkMoYmbY69P19Oy2aS03L4WyzpZQuoEMdYrV92ZKZLIJLLptIXD9WQRALMZc+wfHnucO1u/z6dLQQk9PfZZ0BFoNhEmSq+s9wnNEgEAoJqT9/nP0wNA6crKTU1NUVFT4FSyMej4RE5bpWha26heTXotGKSe8pRj6WZIBSAAEGnmFysiM5UY7KpqkXgHi6iOXLaEffrPHb5HhCqGQyd7zLLTarZM2KmfRKRoUg0FIWQyCceauU68ilWtpKnWFN9Q6EpMABABAE26secjJDK5RZofzX8l2MKqKmtkGXIooAwFOruiCoOe370oh8gx6FR9xz9WDaU3PaHKUoGouHfi6PO+GzYvMWCQROmBPuEAAAhDQZ6oqqwmQKULXghlKND5+ZU8AugIAMEtel9O7dVbWaq+qqRWa+TiPyaBgJV1zf/AvrOqfh4GJEDVhzpq/vboxUtKmrrjNvUmkRCajDSJX8cXFxIRvDo+SMvKiNlhpDMV8CclTVXFWSWlFCZTzA+/A1RBiakxesFxL8MuWQyJRAJRkx3zeF15KwehG/ziu/UXX4ybd89/+6EzukFuigoyJvOPbXFpdfC0C2PON6pCvHTCF37HUlTWHlxvLIdA/dND8y8CAFlBQba8pAwDORIA4OUl33NYlGpoaeR/L/4JDzFZqKyMmkr5Jd1VKDCwN/wbk2SErqRIfBWZ4FdX1Esrf7NJiFeF6DVTrrykDG+QGgRsFo+qpNDV2tJMhg46cTblk0Zeprade9M7YHh5cRkGqmQAwMuKy8iKirJ0ofgWJ+s4zd/oNJ/gFSeFbz8Urh2y1rbZENfWchZ0OGqgCkry7LRSPqEvhwCAqLayBqcz5ZmKDFu3oFVDOpAKLy9lYcBsrHK5lIICDQGKWOkaqyanqCA15nqbAAAgAElEQVQqK60mQBkBAFFZCQtHAICsoKio57pl/7RWO+7Nxnns/eWAv5A5+4JsmCQQvQlbchwAAEgkVNQ006rn8f9+/IVXV1SRGXRpBGEo0nnvq/gAst+bFyLNoNO0f1n325gmV4aQZRgI1KVEHLglveiPfRZMCvYxds2OKgBAaPLylOqKKhwUuzB1psrL06orq3FQJQGAsDIvh6ekr0WH2rIyqvnsdc4eGLcg+dSB/Sdkj/w2nIkAbYDT4MjTjzPw1IrBrgO+tikqI0sT1PHFruJgvLp66Z4yYgcWUm8LM/6ppHhGheH4XnI9BmqefXETf9tjkAcDadFsHUAioViTT8T5PAGhACDWejU7MUWSRg9NUhXyZWwgCAJBEET05taND+W8oz5PAQBEfC4/aYHX+7VBiwdN2HtpQvMMcACcU1ZWRwADAYD60uIqel/5bz9Ujqjb2KpvTHqVp/GUY+nevzFOImpLStgEMJuyZvRUILc3fFA1rGb/ajWbqGe9it2zN/CuwbYxzfYt/4afRBWV5CuKS0WgQQUAEHIqOKg88+d+gKl7byPi5a9T3rIxnPs+7mISeaBFHxKQ+lgPpiX/GZddI+SXp8W/KG3ubojyxKBtey+86Xj3H1G0dBxQeOtiWg2ZLi8LJUlx9z7wAAgehyOSYijIkKC+LPXp21ocxwEQ+kAbo883zz0p5gk5ufcT33X47j2iYjlU78P182mVIoJf/CRi18Eb+RgAIcg6s3Vb+JMSPlAZysp0CibCmupi7dQ381RURi9Hq2arZ2RNbRVWUam4cRwvLWYp9dAUZzZSZsNtKuIi7n2qI/Daj7eirnPtnE26cqCASpMSleQVcuvbDRzQnnZOik9On8+oFAJem3fz0NqDDzp4g5ai1UP53cP7+XyMX5x0+f7HTgMSouzWtkW7bxYKCBJVhkZBURQF2sDhVsWXIuILanGinvUy6vcN0Vn1AIDQaBRuYX45T9RyqGn+/NtUIV46hEKh4LhQhIGoOuvK1Zc8AgDI+g42ojunrr3n4ERt7o3z8R1tbCJS0lTWp3x2fevZMs3EUu/dxWtVRmaaKKphalz716U3upYDWk+SO2+XZkiZDrOuiIu4m19HYJz3l3cv33O7HP9mkxCvCrK+syN6NyruLQfD6wruHl216eJHDACh0ahVBXmV/FbytX5ONbKzqHgYeuVVT7vBzC9DRPXjC5ffcnCiLu/2qb/Y1o7GVLEtTnCeHPHdfD6nlkAoUjIUEoK2WJcQZzkdgygOGWb07tzJpBIBIax8FbtlpX8yB5hDhhlknjmVUiogCH5RYsCGbXH5rdVOVCScv/aeg+O1uTeibnCtHYwo7UnXCM3UwaIkLvJBAY/AajIvXkxpWL8iGzg5CG9FXX/PxghRzZsLO9cGPWt9XwOFQiEwkQgHnJt758rjht5G0tBW//zkwTsuXs9Ku3irzU5+C80T7Nc3ziUWiDMeovbtszSWkOAX3Dv/gG1i2Z8CqIallVZm3Pk0lqC++s2DlBbSE+zU0zt3nHzRybExqQGOQ2rjLyWVIbLydFJV6vW/XrMBiHo2W0BlKMpSAKt+k5xRjuE4AFCMbAbVPjh/N48rrCtMevS6wwsryAb21sSjC3fyeQTGzr58ZMep52wCAC974PfboStv2RhJRlFFgUZgTd2Rou9kK7gTfJNr46hP+ZoPqtFDnV1cLG76h5eVlElpabVuwqYK6FmalF29mKNnpkdG5E1MZeMvJisMGtjOr8WAqmhrVj97kF6FiWreXr/+shZAvPUinZkiomQ93PDNmfBHBbUiftmL6JOPZGztdEnk/m6HwoL8/fz8/Pz8Ds43oxnO2r3XzaS9tyQyr8WmlNUTQtaL6LPpvRysWmx/t+d5WvleRNXaVj31UngCd/BQgy9axrKvxz4pERCiytSYs6la9taaZPHDR31G2NI14a9qMIQsJS1Fatt3u+gnxWlbe6izWkr0mfRKESEoSwlZv+ZkZn3nyX4o3XtlC5Glllze4p1ZImIOmLh8lokUAFD0Z6ycfuLYngXnQN3cWku1efPgtaW5H97XVdYT0NFqOMJ0WLyuNjx8p08QF5XvOWishx0dAUTLZd7kd4G/eV+m0NWNjJTpNeUsIejRmI4LF386GrrG44Ssnv0ATanaDmus5rJseU1AxBp3FqHQe9C4tR7mMgBAt/FaXRp2crO3fy3IapmOXjLdsGkjim7haBKZhTtaNF+PR3uYDZA+kfkJM+vTar6BF795SxjPEXtiBpE19/zNNSJwh1dwDaLY12HOb+4DaA1rpx2CyA6eMvnR0Q2eL12P7B4vXnFoj3G/LhMEh62eW8hF5PvYzvCx7mCpj6Q73nvkgWPr5sbS+zpNGayfUNpZFVTsZ43NPLHJI7wOZDUHjlvpakhGkEFeG6sjg3cuDKwQSqmbjJq3yIAKAIiawwznlBMr5r3wDdno+PWkR8vnYlXRHmKlIytNW2hxJMB3ZhVJxXScnQn9FQCAlOHs9XNC/fd4n+ZK93JyG22W+q7dbMkm4121D+71fjlyp99cvWZNhsiaWvTBspUH9iYDgI6ZifTVQgvT1odWutIuzX9t7rlxRnjQTq/gKkK+r73HivE9UATE6aGj2K2dhtZz3eB9KuCIbyxLKKM9ZNoaVwMyAPQZ5Tpwb/Ain9T1wUvMv8ZwpNbPqYZ2FuxNd3WWrfs6oyDpDbNiR66Y9aFWWnvItHXzBsoiCIhpcQS1nDo93X+39wUOTlMxGrFy0RDp5mKLsRzo2NwQpsPSdezgkI0ehzmokqHL4iXOTAQBxyVruWGhG+cdZOOy2hYTvJ3avEBONh5lzQpdNiuXJ93Lasb6JpMSJ11TUfQhC9aVBgRs8giop+uPmemiF8MGAKDqu26cHxN0dEl0KY+kZOA0Z5EZveUSCUlnnPfIoydWzjpGKBqMGG6m/hkAAFFzmT8j4+DWeXE0bZsZViZSmS3La6H5AZ+eXEyU1Z9iJ0YHVJmah3sXH/lcJ6c/cukyGwYCgPQYu3R+ydFjS93qmUb2euqk5hfE8cvzPnzAyupabay2Fld20PyNM0+GHl16uoqQ1TBxmevFRABRGDp37uvje3zuIrIq+mZKSgJWOYcARRkLjxV5fgGbPSMpPYdYanR8cwLNeM5a1/CgXQtP8aTU+jsuXDFWCwWA3pNWzeOGHVt2sUJIZfa1817g1BT+kHo52CtcfWJp38JXIgoDTLUuZb2vdzBrNecgarKzqgyd2z2USzWwNCE/4pv1pwIgqqamyif5FuZqXY61AKHbzpn/4sChBbNQdfNJw8wVE6Ad60WUOjFFhOm49NfKwPCtXsfYJBWjEYs3uupRAECWqdS0KimUlyZLMZSU6O3MrFAVB2e1B1vnH2QRKoajlq8Ypd5iv7y555mg8fVPrX0vomxlqxkRXD52rt4XvSEM62E9H+/wPFKGK/UfuXT1WC0UQLxXMRo/1/j4icWzKoUUpp79wkXDWsWuXfOT4gXUGrtmZV1g2Mo5xTyKutm4VYstZTp0fD8epHt+l6CiolKO9j7AJ1J+48FZut3w0gzsffSaP643W1ajmHofW+sk9jqG7wIvvLxpX8XsfZ5GLdawsNzYdQHokj0zGj0Il1urpMT8pwqVIOHHQNTc/mPxUwf/35waT4g3v8LgP09r6boHBPvu9lVvx51YPLD5gFtRUSlddmX1rhqPQF+zbjjXJoqvbVkX8+HrDJGsO2P3tgldOanZxQKq7u/ZlO64Z4V1i0GbKL2+ZWfx9P1exlIg8atdR5QVutifssbPvWEySZRcXr+hcGbI4u5oWz+ZbqoRBOlGTkscJL3Zh0/P/oEFoFqj3AZtOR2Xu3ma7pdwS1R4KzrNYO6Wry8KdXtFSfifB+NzKz/E3c43nWTxz01Gug3dVzrsc161sUX/Vksb3d1jIBpjt50c+yMLUHSYPSL++LkMk/kDvpybxysSo+MVZ/zWNLXt7lrqHgjrqkuSriVLD93UegNGghi66ZktFEUx7N97J7NbQjOYtWIE69Hzr0cZeKkPPlotcR/QdMAZw7DOT6hIkPBTEWWdXO6z63mv+e7WP/bLAj+Fbiwd2dDr0Io2h6wlrhVIPcevmEZKfvJ1Y0KUfT9N13uhTcNOpsSvdgmi4u5u71UxdaN8xveSaKsLdNNtRD5fwOPxpKSoLV9Ql/AVDMMEgnppaWka7ee+YyFBgoT/DBLX2jESvyrhB9FNgy2CAIFAwOfzcRzvnjX8uSAIgqIojUaTkpKSLHhLkCChi0hcawdI/KqEH0c3DbYkSJAgQYIECRL+fyDZa5UgQYIECRIkSPiBSIItCRIkSJAgQYKEH4gk2JIgQYIECRIkSPiBSIItCRIkSJAgQYKEH8h/M9gSZUct8dz7oJKofbDDdfcjPsCXf/wA8ILHF+JzBZ3/8D8Ewcm+6rdh4eypU6bN8fnN/8b72u9/TwL/fGGNd/DrTr8KBAAAohd+7huvdvBZxS5DVKSEbvByneoZkPazP3rVJX6kiTaAF19a6xnwqmsNIUGCBAkS/jX+m8EWqaeD27zxph1/TOsfAytIvBCfI/h/9NYmUXHv8K7bpDEbA8+cj/Zb7cC/vON4YiffmO1u4CWPLsTLTP+/9u4zIIqrexj4mdnC0hZYWIoUEUWKIF2k27CXBBuCYgEVCfZYICYaIxgwdhBpAoogapDHklhoFkARBKIoFpRel7Z0dnfm/QAo6KKY98+jeXJ/33Rn5p577i5z9t7ZmWMxIWsNBvOwbQRBEAT5Qr7Ox/WQNVd+2PJ0ZvAOa3Hg5QWt/rlwXqD/t0o4UXr++921Lic9FHN/Dy9fMl5Hc+BjdOWeWBch/eMhJ3UKybm2a20se2f4JjMR6Mj4bc1lrd9857C5+ZdPRV3NLm0GpobVku/cJijTgKjPjgk4dauggUeXN160wXPmsJxjngGZbS2Z7q6p83/aO18da8i7ePLUtbxqgaSq8WzX1XO1+905mp99zC1BYrb008T86g6m2XK3cSXxFx68qW6XtV69Y40lGwey9fm1kNBLD8s6GIpjpi53X2TEwj+9FxA97VZ2iiobzVrlPl9fCiOrErz2vBxj2ph2j2Owfu+IhM33bQJ3T5XBAMjaa7s2PZp0YtdkIY9rE5S9LGJZLbcaLokDsDTt1+yULSAxgHet9O8dv/r+2aDTiQX1mLSG+YI1rlPUP3ioc0fhFd/Aizn1uIL+TFePxUYsHIT2tM8uH/aIWfvxcf+u9+Gx/Genv9/3n9fNUL7dI8flwPZJkjUZ0UFnkp5xBJLq4x1Wu87QFMcEL6M2BnEt1Etu5xB23v7OfZ4E/WE3xav/2L3jjrGvz7fKlK6XZ77fX7nw4DYb6fbCxKhTv6e/bhSIqZjNd3efMUqUeBm18WSbrUZJ6qPyFhHdRe5T2/6IvfOyslnceOm29faqNMHLqI3BgpkGJX/cLW8HydEzXD2+GdP/TfKpfPZs8KyWLzHCYpH7mmkaDAB+9Yd9BLL1xbXg4N8zSzrER09foPnu1uAdJckRJ8/de91Mk9OydXJ3sVT8Oj/rCIIg/wJf58wWJmdsolSQU9AFICjKzeeL1eb91UQCWZeXV6dnqj2oiQy6tpl+Y15eLQlky+PcClF4llfIB+A9z3kmb2Ish/GLUy88YMzdGxYTG+ZlUnIq4k4TCbzcs8cfqngERMdE+TuIZyb91SxisSHIc5yYsfvJcJ/56hSi4tpvx3KHux6Ojg3f+w3txoHQB83vzwjxXxQI5v4SFB60RfdZgH+KirvfiVOBHsMfRSQ84wPZcDfgQJLEQt/I2KjfVgx7eORYIof85F5AVF777fBD5ZWHo+POHFgql37w0I1qEgCAqH1aoe5xNDJ4nYn8OJvRrzKymkgAIOse3i/WtTYT/rg2yqjx4zpvhZ5JeVLRzAfAJEeYmGkwMRDeO96ruP3hpSabT5yNPbnTtvmcX3T+++t2REP6bc6UnyPORx9eqfTw8OHrVeTAPe3ZRUiPYLDjTtVxOeSzcOSwmT+Ghe2YJMN/Fecb8mbsxsCYuFN7Z5NXfg3O6J6nExTnN5rvOBFxsG+lJbSbmOLUNfPIq6fvNvArb0TeVnBeZS2DkbUZ8YntNjtPxpyL8p3Wdj7keiXRc1iutVdAWMgeW06kz0Wak09AWKi3SXFUXFb3MqHgTdJ9CZcDwaFhB1cp3j0YcLu+T88/mU/eqzjf4EK9DQEx5yP2TGk9fyCmgA88YX0kmzND/K7AnH2R56MPLRV9kFLU/Vx7si03wvdCh/2PobHRx9frvQn97VLxl33iPYIgyL/Z11lsAa5kYiKVn1PIJ6ry8iVmLzaqystvI5v/yinTNdP7YFZFOIau6ZiqnMdNZOfTvHKDxXNYT3PLBILXOU8kjEwUcaCqz9vju85akdre2MATY+LVlRwCAMexdk5peX0nVd523Z7V49573hlRejelwXr5orEsKiaiZOk8Z1hO+lPeew1ThlvYjhLFMAktHTXqcEMjNhUwprauSjOnjk82PEgs0HNaZq5Ax6gsw8Xz9QrTc7jkJ/YCovR2cpWZk6Mhi4rR5EycHQ2LktIqCQDAJIymTFAWAQDAZMZZj36Vkc0lgWzIul8yxsZ0gMe1YeJGa/1/mMrIj/ffuGr19gNn7xa3kQP1jv88+TZ9xqpZmpIUTEx96pIpjKz7he9fF0TVn+toJk/HaHImzosNi1PvVxED9rQnk8J6BH9r3PnPk1OISS7ztJgUjDHMZoWDWlZi9yMlcQULe1O596Z0BhhEquqcNZNr40JCwq7RFrhNlMMAMPnJ2/y2TFdndDY1tDOYjJqKGgIAAJc3tdVj4hhDTXuEpNJYYxU6YKIauiOwOk536Y1JmM+dpSGKASY5Zv7ckU9Ss9/1/JP55D9PTiWmrPhWW4qCMVSnbjn8i4M6RXgf2/NSHyrOc7FTZmAUKR2H+ZY905idubfuD1vgOkFVDKNIan2z2IL74GHVv/uBeAiCIF/Q17q0gKuaGFECc0s4Uo95+i4Thpdcyy3gUnJfjzLdIDbYY4iNNdMMe/iEq5D/crjxKrOylLC8GsvOx2C4RpUCQDY9vhQefetpE52loMRsJgTKBADNwGXHvOhzQdtO1zPUTac7r5g7pt8qHNHA4ZQn716ZTOv5N0+g09JOAr1fUUOlvk0rhmHd9SwGAAQJRCOnrvHuwdXZPQcg+XzlUS3kJ/YCoqGuUXbY24UguoISq6mugQBZAPzdI84wKTNrrTPp2dyJRln3S3SnmEgMfFEbJqlhu9jTdjHZyXl+73zwHr+W/XvshfaO11lXV3Bj6/JLPa0LeNj4lvdm83BJOTnRnsZobAXp5noub+CedmdSaI9w7b8x7vz6uhb2OIWeLw6YuJKSeGNd99SWsAfADTiINI3Zs4e5Hn09ae+O7oORrS+vR0ZezanFpRWU2LwuQrmnYKFQew+LQb9n1vY8jwFjysj0bIExWLKMpvp3V8Tx6z+RT0F9XTN7pHzvUUWYciIAHcL62Ngs2khls3uvXcRl2Sy8GgDI5rr65rzQ71wie6IS8JhTuQQof6XfrRAEQf7Hfa3FFlBGmBp2nMlIZdbpzh0uoWI0LC77OvFcxWQFEwMY3KXcmKSBqXp01g3ZIrbBQkk19hjuhdtpHc0GS0ZSAQQvE4L+wJb6B1uyKMB/Fu4Z0LOP9qx1e2atE7QUJQX+cuicRvBa/T6HxKVlWUoz1gS46f7NxOFSLBmmlUvwFvN+8zT8qk/sJi0rVVdRzQclOgBAV01lPVNV+oNTJ8Y0s9E+cy+7THC/RG+KkfgAtRbZ/OJuRpvWFEMFHDAROe1JjlNTPfJedU1TEdY7/l8yMpqOuw8sVB34VE0019S0kcDEAKCrurJBcpQU7eM9HahHHx33AVBlWOK1lTUESFAAgGytrmqV1pDCYIBf/g04iLzX166+GW3KzrqUXK0/XQEnq26GxtZN8g+arkgDovzidu/KAWN4Lx8NVdVdMFIUAMiWqqo2qZHvanaq9CfySWGxJGqrersDnVxOO11WQlgfpSUZ0vya6kYS5DAA4NdUcQgMADAJGWkx/VXHd0/9L/2GBEEQBPmYr/erLlXTTL/mSnyhpqEmFZPSNxBPjb8vbWLE+oyzByZjbCL/MD6JNnasNEYdaahVnHClUs90NBUAgEajkQI+nwCi5fWt/6TVkgBA1tzY67H/enknSaGLMWh496QFJiJK55QUc7v4JK5mPVEmPfrC43oeEK1F1w9tP5jyWbcxwFjmk7Xzz515UN1Jkh0V94K89l4exNU0uJrNJIWHMXF59XySx8mOic0ZPslq2IeDh0mYWGu/uh56q1jPxkgcAIBsyI2PvJzf78IyjNaWf/7Q8bjs0qZOfkf9y6TTVwrVdUbQhPeOqj3Rjncj6tpLroDkNz276LM9+OEH16kJ8q/GPqjpInmc7LNxecPtxivgH+/pgD36G+NO1Z40EU86fflFs4DsqLgXdbHIeLLZACuoADDAIApKr4beZC7auMNjeuv5sFQOCUCj0zCCzxeQZEd5Wnzym8Ff9tSRk3Aut55Pdlaln770ZuwEk3e14ifzSdWaNAFPjLr8vFlAtJUmHt2yK/6NQHgfRQ3sTKsuR6aUtpOCpvz4+Ac9U2QMoynjKy9FpJa2EmQX51HUT15nn3YB2fr8j8jzWZx/1s9OEQRB/vm+2pmt7ivcqXc6DHXoAJi8gYHc6Q5TY4XP+qaOyRmbKEY2jTVQwAHoOkajsQzcVFcEAICiPmf1tKMnNjsdJ2W07acYKpYBAMa2dZqdf2LXilNtID7MaM5mR10qAOjPdVQ96Lf60TSfY8s052zb0BkSvnVZeQsmNdJqsbsF+/NCkp3gub0lPMx75UEuIa5qOm/1RDUKfPIsjivP/n5Te/CpzUsrOhnKRrO2bpmhiAmZ4cMkjK11gvwfj9tlIAoAAAQnPzUpDybO7vt7OIbhqt2rzoRH7LpUwRUw5DSM7L//frYyDqAitHdajt6rYoKPep6tbqfIak9c6mH4fiWDs+0mKaTsWXWQQ7J1p2/cNF0RA/h4T4X3CP7WuNM0Hb1Wnwk6su4ch5BQN5/vtc5SChs4qbiQbpJVf4YmELN+mSJPp85ztdvqf+qe0TabyasWPT3m7RLVJa5uM9twJHWwN1vDlexsxS57ufg0UBSN5n7vYcfCoLX3Rfqn8vm2O7Ecnpiq+cLvHbWpgAnrIwbma3ZUBwXtWhHUJak1c8lUzRguAAAmbuLm3RgZ4rP2ZB1PRFF/+koPbTqQtS/SklNHjXP44DI2BEEQZChhJIm+5/5PIUovbPup0ilog8kgf0iA/B8TvIzacIyy5cjSkR9eL4YgCIL8C329y4jI5+N3NFdlXUlpHj9RH1VaCIIgCPJ1QMXW/5C2zONrPQOLzNY66qF7qiMIgiDIVwItIyIIgiAIggwhNLOFIAiCIAgyhFCxhSAIgiAIMoRQsYUgCIIgCDKEULGFIAiCIAgyhFCxhSAIgiAIMoRQsYUgCIIgCDKEULGFIAiCIAgyhFCxhSAIgiAIMoRQsYUgCIIgCDKEULGFIAiCIAgyhFCxhSAIgiAIMoRQsYUgCIIgCDKEULGFIAiCIAgyhFCxhSAIgiAIMoRQsfU1Ihvyb125U9hCfs5OHaUZV6/n1PCHKigEQRAEQf6Of3OxJSiK3fDNHIcfrzd8VlEzWPyso05z5y4LyPns8kdQ9OfJwJDD4bfrPiOwjqyzh0JOHPk9/6uttsiaK17zF+z6gzMk6f6U1pR9jvvvdPwfHpFsurVnyYF03ufuxy+I8nT1S6kfbBo+d/v3kfVJPqs2RD8fzBuj/WVyfEY50b1fVcKOlYG5X+376R2iNO1i6uvOD1/oKLzy6/plCxf/cLV6CN90ZNOT61dzvszbGkGQfwbqlw4A+RBFffaGLew6NStZbPA7McYt99pgTjfU+1qHlKi4c6dOXU1w+27VjG+VPqNn/2soanYuK9tHSQ82BZ+7/fswKYN5q6Sk1Cif3pRsf5US/0xijoXyP+pbmKD03sVU46l2GiL9c8R7fCWuzMgr0kVHlDqEbziy4cmNq63DpxvJfa2fPQRBvrSv9a8D2fL8amj45YeFnA4aa6T5N6vXzB4tjvFrHsSGRCfmlbfSZFR0JzivdTJjE2l+jr/eV5270qjo8h/PW2UMFno6SqcEn7nzpl1mrMPGrQvHiBbHbt4UUzZ20Sq5nPN3ivly+tNdPZ3N5Pq11/Y6MepUfFpBdae4qtHUpasXm7GF5YZflX4mJDb1cRmXFB+mb7/M3Xm8fNMfu9yCnqotPXJ48XC8PXXf0oNZ7AUHAp27D9z55ppfaFxmLU1t/IJ17rNHi/MHEfC144diyvQF4Xun0V4IyQNZn3s+JOp6bnEjjyGvbbN47apJavjD0z5H06XmsEPW6GGc7AvhZ2/mFDeB1HBDeyfXhaZsKq+73XluZmVXrj7m0FQsnTZ/N11dpF//eJUZ58LPJT0ua8ZZI8fPc3WdpSUhpLmJ0uk+qw9nitjvCVtvTCdrrni7hz6Tn+9/1C5/z48XO6f/+KuzNr1/5gTFqXfbrd3Xdh2NuF0yz3H4+2dzoj47JuDUrYIGHl3eeNEGz5kaDOgqvxcdHnenoLaTrjB2lpvHAn0pTPAyauPJNluNktRH5S0iuovcp7b9EXvnZWWzuPHSbevtValVCV57yiztm5Nuvm7hM4ZPXO6xxFSuX6HBr75/Nuh0YkE9Jq1hvmCN6xR1xscjEalK2OlVviT0O0MqAFF6/vt9XLdANx0AAH5F0pGNMemVfBmtyS4eLlZKNLIqwWvPawPzhvS0kgZcfc7a+RJ3Ym88K6/HR8/fsvXb0aLAzf09vHzJeB0W3vHmRsiJ85nl7SAxcsrqTS5msriQ1t9tDx3FSRHBcfcKmzCZUbaO7ismqNpiynUAABLeSURBVNKBn33MLUHKQeF54uOKeoHSBLetq8bL9U0vWZwcGj9Cy2RYWdTGk52TdcpvZ5VwOmXMlm7xmKxCe7cZ56bv5rA8LhSuztd39ts5BQCg/dXl/WEJOdV8lv43npsX6kliQLY+vxYSeulhWQdDcczU5e6LjFj9B7Nng8ziFqq83rRVHk4msnj3Jzo0IbOklSava+/ivmScPJWffcw1njGD+fRWgdQ3vj9q39wUxLVQL7mdQ9h5+zuP4Agbpo6S5IiT5+69agSZ0ROWeaywZmUd8wzIbGvJdHdNnf/T3vnq3WNN1if5bwvP5LaAj+eTGdv9l2l3fBgAtKbsW3tXeQZkJb5RXxmwWTzcLUFitvTTxPzqDqbZcrdxJfEXHrypbpe1Xr1jjSUbJ9sKE6NO/Z7+ulEgpmI23919xih68cVduy4UcuEXt/vj3Y9vGN/vvYQgCAIAX2wZkV+TGe3nvd3b73RGlbBlCn5+jH9YyhvRcUvdV01VrE4N84t+3EWUXzt44EIOT/ub5c52bE7mhd+CetdWBKUpiaXDzQ0V+BUPT/+892qbtpWRgqAqOzb8es+aCPAf/5nEM5k7x1iy9tHFg0dv1vSZ9SebMk78fPzP16KmDk5zdfk5cX7744uExEXWJQYevpTNHT7bba2jETz+/eDxfscRoiU9IRUM7MyUOgtTw36NzGmDwQYMACAQlgdoywj3P5tezZ6wwn2ZlUThn8d/i38j6JO81xd9fWPSqmTGf/ONpWxNeuz+fXEveb3tJl4pYI+z1pVueZMaGnyjql/0HU+ifva/kNWoYDVnhgGjOClk34m0JlJIc0VipjaGYtCU9+gVH0hu3qOXfFzJwnIkpb2hvqWlrq75g+TxX6WmgYX1aB1bi457tws/eJ2Xe/b4QxWPgOiYKH8H8cykv5pJsjnnyuVKXY+jZ85FH3YSvxV06UV3LwXF+Vxrr4CwkD22nEifizQnn4CwUG+T4qi4rA4AAKL2zp2WOftOhoYFbNYvOHHoWgXRt6VXcfvDS002nzgbe3KnbfM5v+j8rk9EMvDwdmUnPzfYFhIXG7RJ/3WI38XXfAAAgpNfqbnxcFj4gW/gkm84Z8aPR0PC9k9ru3j2dt/FQLLqRkgsd8q+UzFng7eOrbyVViL4aOtkW26E77nmibtCz8UGb7finPGNetK9LsovyGua7H00+FSAu0pWcGxOFwxAUPSowmDToZOngncYFkdE3eP2CQeTm+p91M2AabUpNNzLXg4DALI57wk47I84F/nLNN7l4MtFAiAb7gYcSJJY6BsZG/XbimEPjxxL7L+ARjbcDfj1T/q3+yLOnz22RuXRscCkepJsuBvod1PEwScyLvq4h3bBCb+eD5jgRUHXrJ9DIn6eo4QBCIrzG813nIg46KxJCBsmsi03wieWa+cdEnfu5FbD4tDDl8voFhuCPMeJGbufDPfprbQAAGNN3nGy+/9PHVqmQxkoAGgveC3m7H8qYputOADwXxQI5v4SFB60RfdZgH+KirvfiVOBHsMfRSQ84wNZmxGf2G6z82TMuSjfaW3nQ65XEhT1BT77Fo4cNvPHsFBUaSEIMoAvMrNF1t48duB8XgcJUPCSKxu4b5b8e5P8RHtbOwk4jSEhN3rcpiNzMZIuQcPpM34MsejARLB2zqua1Ov5RaVF1QI7AAAQHbds+xozeNC83CeVNn7ZFjcjIr1h2a93OdUcAqQBAPBhMz03OY+kdGm2rf3pz/y07AZ7nd54mjJvZjRQdFx3bpwnj/H1+W92JCSlFDqs1HovPWRnWzufBKqIuLSKqfPPE1dgGIOJffQ6IIqO4w/bZ8pBrcou9+DHGWkFa/UHGTAAgEBYHsiu9vYuAAZdjKmo7+BlsxgwESYFKnr3eZF8q5BH03f12jhTDurl69YE5iYmFSx2BQAAuunyH76zYHTotK/Yf6fodSkfFN/ObXTm3UyuEEhYr/5xvbUEYT/6zKU8fheX4AtpjiohZ2UglvEgN6eEP7zi0bMufJiltQaFSll5NHI+SEq9f9LpepqSIWL5gzqFStpYYn6pz5dojqH12wLHsXZOaXn9KC1523V7bAEAwNzd3xyA6Gqub6FLinMqqnmgRQPA5U1t9Zg4BmraIySVZI1V6ICBhu4ILJ7TXZrQ9Gc6jJHEAEQ1ZjkYXz6bVjF7oUxPO/znybfpM/bM0pTEAdSnLplyY//9whVjdKgfiYRsHWh48ZHTlkxQYWDA0HFwtkkKuPt60QgmYOJj7cbLUQHktUezZVpMRolhAEq6o5jJnAYCZPq0BHxuVVlNC1tFa6GXNwAA7yOtd+beSmPNOTRFTQwD0Ji+fGayV+Lj5XpGAJThlpO0JDAAaUNLPThf1kiavP+R6oaxx00yksEBxDUtjWSOltUQwPzY8iLDcPpsLUkKgMYUO83zWeV8UupBYoGeU5C5Ah2AZbh4vt6amzlce3up3ubIhge3Ho9efNJSiYEBw2DZL4ebCEloSLz1eNSCIAtFEQxEdB2W2iYfTS50cAGgjLCxHyPVGwKuYGFvKkcdcJhGNtxKk517eKq6OAYwev6uoxO6RHEAwQDRv0M23BcWwCoVAJrOpKkjxXvDpwy3sB0limGgpaNGLTU0YlMBY2rrqjRn1vEBk5+8zW8ygKCjqa6dwWTUVNQQMOwfteKKIMiX8UWKLQGnsrqr+9sw2VVVUSsA+ffioBstdp9REZ74x/E91wCjs3SmrdnqZsF48ceJEwnZZS2EiDSTIsCAgJ7v1BhdTBQHADqdChhdhIEBUOh0KgBJ9n7rxhWU5HEAoMkrsXGysbnp3ZQB0VBbJyD5T8Nc54b1/BcmUsMhQOu9wHEl+1XOT49ffHj61/tRGEVcxXzJpo1zZD/SVYypqiaNAYCMqook/NXcxOUBbXABD5gHS3mrpa65dWfvXTyYdwHDRRUM5323xWnM2+zW1zWQIKGsLI0BAFNZmYk9aqqr5wEVADBRpiQVAKiiYiIA7fy+pymymVPXTuIqysNEMQCKsu0Kz+6ahy2kOUOmsY2ReMb9nNyy0WVP2nCVOVbqFADAGFJSH6ahIzf5XtXr1s0L4gCAFAikUp+4jDHqu4JJM3DZMS/6XNC20/UMddPpzivmjpHild0+HR6fWc6XZCsp4W2kCNGTGwq19+yMAY73Odl1Jw8TZbFEe86eVJYsk9vQ+K7E4dfX1RXc2Lr8Us9bTsDDxvf72aeQSJgDji9Vlt17LRVFXlG2+VUTAUwAnPpuhgV/W/VgGPQbXUx+2gZPbvTv+9Yd4bF1bRxWOFkr0wdunWyua8AUlGR6joezlRR4efVtJAAAXYTeGwYFFxACEkB4sUWjv90QxwVdgo/Py2I0BqM7vRiVSiEFApJo5NQ13j24OrunVCb5fOVRLSS8LbaIRk4TU1GB0Zt/cZYsgOB1XSNTSbF3UCiKw9jcJw0k0ACo1L6ffQqlJ3FCh4lormvA5BV7M44xpOUGOZVENAoPQAUAqJS+5WafeDAM6+k8ABAkANn68npk5NWcWlxaQYnN6yKU+06ZIgiCDOiLFFvUkbaTNW/GPG8jMYbGZDvND4Po4gpUp3v4OcpAXeGjhOCQ29cir9ooSYTHZtZqOx/Y6TCanu679GDm5zQqKHtTygNdentpUZUAw5jSkm/PRri0rAwFK1Wcse37aUo4gKCrkw+SKrQPjkG2tYsZO/8wYb1oe/mzpDOB8Rmnz42buIFKxYBobW4hALDGBm7fP8Akt6SkkdSTg4aS0mbAxKSlaNA2+KCF5cHObIksVdth6yFXSV71i7S4E2cfXoxOmuij0LMPhSUrg0FDeWkDacAGbllpE4kz5Vg04A7UCr+N20lnilMlZVkMjOCUlrWRGpJkeWrkxVy+nsMqSzEhzY11GGZkbSyRdj/zQmINF1edYTmcAgBAdja3kBKSjL6nerI1+3bOsJUn/bqviyfKLm7/ISVnpdF4sT4bYZLas9btmbVO0FKUFPjLoXMaJ51qI4Nf6Pge263OAJJ76+esB4PMGtlaVcUlgYUBQFd1ZQNTTfpdQUaVlpHRdNx9YKHqQDMSH0QSvEaRQiEEPYUp2d7e8bZE4ddW15GghAGAoLqSIykj/VnzHHSl8c7bxjuTXZy/Yn/1O5movXem3Iets3vjYkkT6VWNJLAxACA4VdU0Fkvsv/tTA1yKJcO0cgneYj5AmYNLy0pxc6s7SC0JDAD4rfVNhCRLmiXNzXv7n4KaSg6TJY3BgDOGAwxTR7oM+S4DZEdjXZeoHFNkoIP0jUp4AJ+FrLoZGls3yT9ouiINiPKL270rP+8ACIL8a32ZKXC6pqNPwIGfvH7yD9zvNJr+wetkZ0HcTxs3bN53+t7z0srGDhKjs+WlqRgGwG8qf557LyHoYu5n/uSerL11bF9g6JGfA1MbQUzfyljm3YyD9Lgp46SIijsXLqc/ykqJ/u2HHXtinrQLO0bq0e83rvc6du3R63JOMw8wJluOIamuIU8ham4E+AYE+vonvCH7/g0nnp/z8Q8J9vsl+kkXxraw1v6c8lZ4HigtWWE7N67fduD3zFdltdwuEhNly0m8bZQyepL9SDrvcYzvwVMRR3xO5/Fo6lMm6wzULslJ9HVdunLXf8oJEYMpExTx1oyQPYdCgnx8TiQkZTWKSOEDNSduZGUswcu/k16Lq1l111r8Z5EbXZatC8zumzySm5mSp2xjpdg7JaNsZa3wKCWr77VQZM2NvR77r5d3khS6GIOG4ziO4XQahRTwBATZVfvo9+tPBz/ggoJrselVnSS/PicmLkfZ1qLPUg9Ve6Id70bUtZdcAclvenbRZ3vww09EApiUijKel5JezRO0FiVfTqt5W0+TRTfPJZe2k4KmpxfP3hWzsRkxiN/89ep6HL7++1N/NQkwqoioCAXHcVxY62+JGE6xrLsckVTSRhKtb25EXWuxnqT/4afn/wedIcKvKipv6RpoZQ5jmU/Wzj935kF1J0l2VNwL8tp7ubjvxpiM+eQxL86fzqjqJHn1f8Xu3hx4vxlkxk8Z8+LC6fvVXaSg6Vn86duiEyaM+thHQfgwiRhMtqi7HJFY3EYKml8m7N/4681aAgATEaVzSoq5XfyBJuqwzw5AGBqdhhF8voAkO8rT4pN7L5TEGAxaS3lxbTufAOgqTjl99l75P+CGGQiC/Bd9sV8jirC1zNgDvYhJWqzxdsUjrqTFhKbQWeqWThtcZyjJtq5YmB945V5E4FO9WXamMsXpn9MgVWfmDHbehdRigaLhfNf19vIYFL1tT8bGc3ebRERCRsLZe1QZdfNlHm5TWS2cypZ+J3gaU+Xb7VtbQ2JTrkQ+IsUVdWZ4rlwxlk4BB0+n4uPxeY8fFlot+Xb8mVN33/VE2uZb6+YbFx5x6CNslngsNxCFz/gzLDQPCjhl6sadjSGnb9w6HcYXlRs50XWFqw0Te5sNqsYCb28yPPpm1rWrwFSzWOLstnAUFQaqVeiSLKaEpIwkHQNRg5W7t9LCz9++f72IIqMxabWbq5UUjgltDgDEDK1NJO+kcilqVpZqOAAAJiotIyHeKS3Wp+Qg6zNSno6wdme/K24VLW3ULqTcb7CxZ/WuCLFtnWbnn9i14lQbiA8zmrPZUZcqzl/qmnfE1zW+TWTYuG+NdWilg00b02KyWto+1yM1hKzOtPVbZ/e7kQFdy9F7VUzwUc+z1e0UWe2JSz0MJfuUx8IiAcxg0epx/iHrnYJZY2bMNlN92bu1mPl0vScH3YPLu6Q1J7ptX6BBhcHfbok+Zu4yvYAT3znV82gsTdu1HpNZOFVI69W9oYkbu/7gGHFyn1tIEyYzym7pD8vHMuBz3lCfgomPm+9w56iX6yPHI/vnCl+IlJ3gub0lPMx75UEuIa5qOm/1xP43lcBYdut3cENCvVccbsZldad+5zmJhWFgu34nNyTUa/nhVip7jP26nQs0qB+NXOgwYWDs6r34VLCPW0gDKTXKdsWmuSo4AK4/11H1oN/qR9N8ji3TFFruYixhAYCQe3N9JDtyk1ctenrM2yWqS1zdZrbhSGr37piC3eJJD05sWpm9LtTLoCgzJUVUa56VssR/d84RQZCvGdb/GqH/SYKi2M2bYsr0vwvfO11m0H8ABYXRG7bGlfT50k4dvTzgwIJ/1h2I/n3IvrdpQBAEQZAvD52QBoIr2q31GtXW96fxEmqfc5dRBEEQBEEQVGwNDBNXHWuu+qWjQBAEQRDkH+7fsIyIIAiCIAjyxaALkBAEQRAEQYYQKrYQBEEQBEGGECq2EARBEARBhhAqthAEQRAEQYYQKrYQBEEQBEGGECq2EARBEARBhhAqthAEQRAEQYYQKrYQBEEQBEGGECq2EARBEARBhhAqthAEQRAEQYYQKrYQBEEQBEGGECq2EARBEARBhhAqthAEQRAEQYYQKrYQBEEQBEGG0P8DxhbjQOdNttgAAAAASUVORK5CYII="}}},{"cell_type":"markdown","source":"Notice the test set is scrambled, and since the goal of the competition is to **predict the probability of scoring within the next 10 seconds from a given snapshot in the game**, there is no relation between frames in the test set.","metadata":{}},{"cell_type":"markdown","source":"## 2. Load Sample Data","metadata":{}},{"cell_type":"markdown","source":"Since competition provides a file with dtypes in `train_dtype.csv`, we can use it to load the data in a more efficient way.  \n\nLet's check the data type we need to handle.","metadata":{}},{"cell_type":"code","source":"dtypes_df = pd.read_csv(\"../input/tabular-playground-series-oct-2022/train_dtypes.csv\")","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.071649Z","iopub.execute_input":"2022-10-09T18:05:31.072264Z","iopub.status.idle":"2022-10-09T18:05:31.092260Z","shell.execute_reply.started":"2022-10-09T18:05:31.072226Z","shell.execute_reply":"2022-10-09T18:05:31.091005Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"According to the October TPS competetiton:\n\n> The dataset consists of sequences of snapshots of the state of a Rocket League match, including position and velocity of all players and the ball, as well as extra information.\n\nAlso, \n\n> The data was taken from professional Rocket League matches. Each event consists of a chronological series of frames recorded at 10 frames per second.","metadata":{}},{"cell_type":"code","source":"dtypes = {k: v for (k, v) in zip(dtypes_df.column, dtypes_df.dtype)}\nsingle_match_df = pd.read_csv(\"../input/single-rocket-league-match/single_match.csv\", dtype=dtypes)","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.094476Z","iopub.execute_input":"2022-10-09T18:05:31.095736Z","iopub.status.idle":"2022-10-09T18:05:31.127641Z","shell.execute_reply.started":"2022-10-09T18:05:31.095680Z","shell.execute_reply":"2022-10-09T18:05:31.126537Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![column_descriptions.png](attachment:56090151-07eb-4e3f-a56c-5447707af1a9.png)","metadata":{},"attachments":{"56090151-07eb-4e3f-a56c-5447707af1a9.png":{"image/png":"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"}}},{"cell_type":"code","source":"single_match_df.columns","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.129505Z","iopub.execute_input":"2022-10-09T18:05:31.130266Z","iopub.status.idle":"2022-10-09T18:05:31.140014Z","shell.execute_reply.started":"2022-10-09T18:05:31.130219Z","shell.execute_reply":"2022-10-09T18:05:31.138435Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Numbers sometimes have a better meaning if you can visualize them. Let's plot some of the data to get a better understanding of what we are dealing with.\n\nThanks to Sergey Saharovskiy who posted a great [notebook](https://www.kaggle.com/code/sergiosaharovskiy/tps-oct-2022-viz-players-positions-animated/notebook) with some visualizations. In this section, I'll be most of Sergey's code to have a better sense of what information is available to us and how can we use it to solve the challenge proposed by Kaggle.","metadata":{}},{"cell_type":"markdown","source":"## 3. Understanding the Data and the Challenge","metadata":{}},{"cell_type":"markdown","source":"Let's move backwards with this problem and analyze how can we use the information given by this problem to make our predictions.\n\nIf the input passed to the model to produce a prediction will be a snapshot of the game, we need to calculate:\n\n1. `P[team A scoring within the next 10 seconds | X, theta]` \n2. `P[team B scoring within the next 10 seconds | X, theta]`\n\nwhere,\n- `X` is the information available in the match snapshot\n- `theta` the parameters of the model","metadata":{}},{"cell_type":"markdown","source":"As Ravi Shah already [discussed](https://www.kaggle.com/competitions/tabular-playground-series-oct-2022/discussion/356718) in Kaggle's forums, we can see three main feature categories in the data:\n\n![feature_overview.png](attachment:5c5d4952-5c5c-4aa0-860f-34b5f4ffe2fe.png)","metadata":{},"attachments":{"5c5d4952-5c5c-4aa0-860f-34b5f4ffe2fe.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### 3.1 Visualize Player and Ball positions\n\nLet's visualize the positions of the players and the ball in a single Rocket League match (`game_num = 1`) to realize what kind of features we can engineer from this data and how important these features can be when we are trying to predict the probability of scoring within the next 10 seconds.\n\nThe following code produces a 2d plot of the positions of the players and the ball in the game for an specific event and a specific frame.\n\nAgain, thanks to Sergey Saharovskiy for the code! Kudos!","metadata":{}},{"cell_type":"code","source":"sample_i = randint(0, len(single_match_df)-1)\n\nmeta = {\n    \"game_num\": single_match_df.loc[sample_i, \"game_num\"],\n    \"event_id\": single_match_df.loc[sample_i, \"event_id\"],\n    \"event_time\": single_match_df.loc[sample_i, \"event_time\"],\n}\n\nfig, ax = plt.subplots(1, figsize=(12, 8))\ndraw_rocket_league_position(single_match_df, meta, (fig, ax));","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.142532Z","iopub.execute_input":"2022-10-09T18:05:31.143051Z","iopub.status.idle":"2022-10-09T18:05:31.773756Z","shell.execute_reply.started":"2022-10-09T18:05:31.143003Z","shell.execute_reply":"2022-10-09T18:05:31.772715Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The visualization displayed above represents the positions of the players and the ball in game #1 for an specific event (game #1 contains two events `1002` and `1003`) and a specific frame.  \n\nAlong with more information about the players (such as their boost level, boost timer, and if they are currently demolished or not) and the ball (velocity) your model has to predict the probability of scoring within the next 10 seconds.\n\nOk, now that we have a better understanding of what we are dealing with, let's move to the next section and see if we can find some patterns in the data.","metadata":{}},{"cell_type":"markdown","source":"### 3.2 What happened before scoring?\n\nIf the challenge is to predict the probability of scoring within the next 10 seconds, we need to understand what happens before a goal is scored.\nFor the game #1, we have two events (`1002` and `1003`) where team B scored in both events. ","metadata":{}},{"cell_type":"code","source":"(\n    single_match_df\n    .groupby([\"event_id\", \"team_scoring_next\"])\n    .player_scoring_next.nunique()\n    )","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.777357Z","iopub.execute_input":"2022-10-09T18:05:31.777841Z","iopub.status.idle":"2022-10-09T18:05:31.789137Z","shell.execute_reply.started":"2022-10-09T18:05:31.777806Z","shell.execute_reply":"2022-10-09T18:05:31.787880Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"If we group by `event_id` and `team_scoring_next` and count the number of frames, we can see that the number of frames in the fist event is `302`, and the number of frames in the second event is `1218`.\n\nAccording to Kaggle TPS competition:\n\n> Each event consists of a chronological series of frames recorded at 10 frames per second\n\nThat means, the first event took `302/10 = 30.2` seconds to finish, and the second event took `1218/10 = 121.8` seconds.","metadata":{}},{"cell_type":"code","source":"(\n    single_match_df\n    .groupby([\"event_id\", \"team_scoring_next\"])\n    [[\"event_time\"]]\n    .agg([\"min\", \"max\", \"count\"])\n    )","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.791039Z","iopub.execute_input":"2022-10-09T18:05:31.791410Z","iopub.status.idle":"2022-10-09T18:05:31.815159Z","shell.execute_reply.started":"2022-10-09T18:05:31.791377Z","shell.execute_reply":"2022-10-09T18:05:31.813774Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now, let's split both events (`1002` and `1003`) into two parts: the 10 seconds before a score and the rest of the event.","metadata":{}},{"cell_type":"code","source":"(\n    single_match_df\n    .groupby([\"event_id\", \"team_B_scoring_within_10sec\"])\n    [[\"event_time\"]]\n    .agg([\"min\", \"max\", \"count\"])\n    )","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.816657Z","iopub.execute_input":"2022-10-09T18:05:31.817002Z","iopub.status.idle":"2022-10-09T18:05:31.835478Z","shell.execute_reply.started":"2022-10-09T18:05:31.816944Z","shell.execute_reply":"2022-10-09T18:05:31.834680Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's visualize a random position for event `1002` in both scenarios (10 seconds before a score and the rest of the match).","metadata":{}},{"cell_type":"code","source":"single_event_df = single_match_df[(single_match_df[\"game_num\"] == 1) & (single_match_df[\"event_id\"] == 1002)].reset_index().copy()\nposition_10s_before_score = randint(212, len(single_event_df)-1)\nposition_rest_of_the_match = randint(0, 211)","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.836507Z","iopub.execute_input":"2022-10-09T18:05:31.837417Z","iopub.status.idle":"2022-10-09T18:05:31.845912Z","shell.execute_reply.started":"2022-10-09T18:05:31.837379Z","shell.execute_reply":"2022-10-09T18:05:31.844851Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Snapshot of the game 10 seconds before a score","metadata":{}},{"cell_type":"code","source":"meta = {\n    \"game_num\": 1,\n    \"event_id\": 1002,\n    \"event_time\": single_event_df.loc[position_10s_before_score, \"event_time\"],\n}\n\nfig, ax = plt.subplots(1, figsize=(12, 8))\ndraw_rocket_league_position(single_match_df, meta, (fig, ax));","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:31.847123Z","iopub.execute_input":"2022-10-09T18:05:31.847425Z","iopub.status.idle":"2022-10-09T18:05:32.331783Z","shell.execute_reply.started":"2022-10-09T18:05:31.847396Z","shell.execute_reply":"2022-10-09T18:05:32.330509Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"single_match_df.loc[position_10s_before_score, :]","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:32.333192Z","iopub.execute_input":"2022-10-09T18:05:32.333516Z","iopub.status.idle":"2022-10-09T18:05:32.343269Z","shell.execute_reply.started":"2022-10-09T18:05:32.333487Z","shell.execute_reply":"2022-10-09T18:05:32.341984Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Snapshot of the game out of the range of 10 seconds before a score","metadata":{}},{"cell_type":"code","source":"meta = {\n    \"game_num\": 1,\n    \"event_id\": 1002,\n    \"event_time\": single_event_df.loc[position_rest_of_the_match, \"event_time\"],\n}\n\nfig, ax = plt.subplots(1, figsize=(12, 8))\ndraw_rocket_league_position(single_match_df, meta, (fig, ax));","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:32.344704Z","iopub.execute_input":"2022-10-09T18:05:32.345161Z","iopub.status.idle":"2022-10-09T18:05:32.814399Z","shell.execute_reply.started":"2022-10-09T18:05:32.345108Z","shell.execute_reply":"2022-10-09T18:05:32.813344Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"single_match_df.loc[position_rest_of_the_match, :]","metadata":{"execution":{"iopub.status.busy":"2022-10-09T18:05:32.815757Z","iopub.execute_input":"2022-10-09T18:05:32.816089Z","iopub.status.idle":"2022-10-09T18:05:32.825437Z","shell.execute_reply.started":"2022-10-09T18:05:32.816058Z","shell.execute_reply":"2022-10-09T18:05:32.824209Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Did you noticed any differece between the two plots?\n\n- I noticed that the ball is closer to the goal in the first plot.\n- I also noticed that the players are closer to the ball in the first plot.\n- In scond plot, there is a defender in the goal area from team B\n- Ball is in the center of the field in the second plot.\n\nAll these observations come only from the position of the players and the ball, and only from a single snapshot of the game.\n\nWe also have additional information about the players and the ball, and all kind of features we can engineer from this data.","metadata":{}},{"cell_type":"markdown","source":"## 4. Conclusions\n\nIn this notebook, we explored the data and got some first ideas of what we were dealing with. We also implemented and confirmed some ideas posted in Kaggle's discussion forums and other resources.\n\nWe found an answer for the following topics:\n\n> If the objective of the competition is to predict the probability that either team A or B will score within the next 10 seconds of game time, I want to understand what data is available to us to make this prediction.\n\n- For each game recorded, we have a sequence of snapshots of the state of the game. Each game might have several events that either finished with team `A` or `B` scoring (as in the case of game #1), or some might end with no team scoring and truncated.\n- For each event (who might end with a goal or not), we have a sequence of snapshots of the state of the game. We can divide each event into the 10 seconds before a score and the rest of the match.\n- For each snapshot, we have the positions of the players and the ball, as well as extra information such as the boost level, boost timer, and if they are currently demolished or not.\n\n> I want to understand the data behind the problem to decide later how to approach the problem.\n\n- We can see three main feature categories in the data: player positions, ball positions, and extra information about the players (booster) and the ball (velocity).\n- Most importantly, we can engineer many features from player positions relative to teammates, the ball, or the courtyard. \n- We can decide if reducing the training set into some \"average\" features grouped by ten-seconds-before-scoring and the rest of the match. Or, using the sequential information to add knowledge to our model (but remember, the input the model will receive is a SINGLE snapshot of the game, so that no additional information will help your model).\n- Of course, the most interesting way to solve this (as recommended) is trying an online learning approach. Instead of \"averaging\" the frames to train a model in a \"traditional\" way you could try feeding a model one frame at a time. Check the amazing [notebook](https://www.kaggle.com/code/landfallmotto/tps-oct-22-continue-training-method-lightgbm/notebook) from [landfallmotto](https://www.kaggle.com/landfallmotto) for a nice example titled _Continue Training Method LightGBM_.\n\n> Finally, I want to understand how can I build features to capture the dynamics of the game and specially those factores that influece the probability of scoring.\n\nI have played a match or two in Rocket League, so I came up with ideas to build exciting features that might improve the first model I will develop.\n\nKnowing that data was taken from professional Rocket League matches, I can say these pro players think very differently from the average casual players (like me), and they have spent countless hours learning various \"tricks\" to increase their probability of scoring.\n\nI'll be building features around:\n\n- Booster levels and everything related to power shots are critical when you want to score against the rival team.\n- Jumping, flip resets, and overall air game are also very tricky to handle against pro players.\n- Team coordination is vital for good performance at the highest levels of gameplay.\n- Many pro players emphasize how important it is to pressure your opponents and never grant them ball control.\n- Positioning, rotation, speed, and momentum.","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}