{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import itertools\n", "import matplotlib.pylab as plt\n", "import matplotlib.dates as mdates\n", "import matplotlib.cm as cm\n", "import matplotlib.mlab as mlab\n", "from matplotlib import animation\n", "import numpy as np\n", "import pandas as pd\n", "from numpy import genfromtxt\n", "\n", "from IPython.display import HTML\n", "import seaborn as sns\n", "\n", "import pymc3 as pm\n", "import arviz as az" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "RANDOM_SEED = 8927\n", "np.random.seed(RANDOM_SEED)\n", "#az.style.use('arviz-darkgrid')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "rs = genfromtxt(\"../toy_rs_argp.txt\", filling_values=-float('inf'), delimiter=\" \").T\n", "seq = genfromtxt(\"../toy_seq_argp.txt\")\n", "cp_probs = genfromtxt(\"../toy_change_points_argp.txt\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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6B3gFuCtP772M+/ocIRC1HCHt0/+ACe4eDxyedXu9CGNhrUkYS3EhQqqgDwnBl6fd/fkGFD2LvSm+j7ou43pxID4OhpRzGcW9Lncm9MLtya6lq2fWCDMb6e6TGr0Td7/CzMYRxrX7AWF8tYIxhN5OlxB6LtT03WwGd3czm0joOVaQ5Xpdj2ej6aEll2qRZKzSHVOzxrWrLGXUcz6nr/87A+c1pETBjhRfn64u15svch0hSF0Y03QHM+vn7p9kWPdawm8LwHZmtoQ3byy9nuZOisf83YKQ/rOkJECxYWrWXYTxyArWNLPFqvS4jgN4cQ++zJKsAxsTrj8LENL/PuitGfu0YZLjuikhFeUShFSKbxKC/rWM5/l5Qm/rgqzXp3acn53qWkJqYIBFgS8k8zrRVYQAaT9gEUIP4asqrWBmqxN6ORZcSkjtX5NkzOLVkm0sS8g8MJOQheQZQhaHnvx9aKmkocTqhGvCwoRnlSmEsdTvb8RzUZLxYDTh+rkgITvDM+7+YL3b7mDxb9NA4KN2FEREpCdQcE5EpLnSKS3nElK54e6vmtkEws06wI4trMiKW8QuVnKpYkdE0xdkrEhot1ej6SEll2qN+Bj+tVWBgKTn42GECpCVyyw2w8xuAU5w9yczbncy4YEW4E53H53M34mQsmmDMuvdBhydtQeMmQ0kpI47mDDeXqVl3wZuA36dfvA1s+GEh+1SXgz1HSWd4u4nl5i/R+r/T7l7uW3H4rSKd5VcKuLur5jZS3Qd79XMbHl3f7nSeh3uVsJ1sdBIYU+g4cE5CL0BgJ+Y2c2ESuqFU28f5u5/bMZ+G6CW63UjzWzx/mK7ECpCCyr2Mm2Dms5n4EHCsS30EhltZn3zpohudLncfYaZ/ZuuhiQLAxtlXP9m4MfJ//sQegPGPX7nVxMoDsZuQRjnrZwNCUEwCMGYSe4+28xeJDSUMkIv2hsrbKPu4JyZrQacSWgg0K3ewMyeAr7r7lXT9JX4De7222pmY+meCh7gq2ZWaj4A7l72BzzZ7hqEdNI70RXYipd5FfgF8Nsc52H6PmAqxb0bK2nH+dmp7iMEQwYn03vSocE5d5+S3EMUUl4fQJXgHMXf56fd/QEzyxWcM7MFCQ1Bdif08l+8wuLTzexK4KfuHje2ibe7EKHBZro8+7n75RnK1Jsw9nm6N//33D3OstJRzKwvYTzPPQnjk1d6pphlZjcCP66l4ZiZLUPImLIbxfcxhfefBc5y9z8k0+PpOrdfcvfheffZQdINyWYR0rmKiEgZSmspItIkZrYksENq1h1RMCadWq0PrUtTF6eWqBhkSx7eNo5mj21kgVrIS800swPNzFOv8U3Yd1wZ05JggJktDTwE/I7ygTnoSq32qJnV3CPLzM4AbqJMYC6xA3C/mWVJzbUy8BhwAlUCc4mhhJ5RTTufzGxhQuv7gjzj+Hwu9f+5hL9NVvdH06vnWLfjJL0+HkvN2rHcsvUyswXM7DhCJebC0dsXmNlFTRr3q165rtcNEF8jsgadmyWd+u1jilMntpWZDaArWA4hbWCmYLm7zwQeTs3qT0i72iifi6bztNCPrzPxtsp5jOLW8k07n3ug+Dei2m9fOqXlfalxf/KktozHpcs13pyZ7U74fdqZ8g16PwvcZGZH59l2q5hZLzP7OfAIIbBRMjCXWBY4G3goqVSvtm2j+B7/nhzjM7Xj/OxISbrOdHBx+yTw06nSqS23T571SkqyPaRTj15abtkqfk8IAu5B5cAchJ5ZBwGPmNk+lRZ0948JQy+kxxM8P8mwUc0pFAfmbiUEtzvdiYRnlAOo/kzRl/Bc9KCZHVNl2SJmNhp4gpBlo9y48qsAvzezK5KgYS5mNjl6dh2ddxvNkDzbLZuadb96c4qIVKbgnIhI8+xHcYVGnO7qaoorWg+gNeIx3iZXWX5jij/HC+4ej+XWqeIKlra03EvSpqQfAj8htBZu9n6XBe6l+9/8f8AthIf9ewmpnQr6AD8zs9Nr2N8JhB5uRlfg6RrCmCLxOEyDgL8maevKbW8BwgP/8Oitl4G/EXqiXpX8/3nKBF+bYDTF58Q9WVZKxplJpwl8M2fKnDhQ0uw0rV83szvM7HUzm2lm75nZc2Z2g5kdbWaNSLGYrmxeq1JFV63MbE/gSUJa0EEkPZgT1xDOx4OBZ83sh0kr9U6R93pdr3gMozuavL+yksrvbVOzHshR+d0KqxGudQW5UgzT3PM5vS0vsa9KaipXMn7UvalZW3d4JXvLJPdM6e/HZ5KGM+WkA293lfl/2eBc0oBk7dSsKXT/DS4rqeS9gpCKDEK62xuSefcQUr+lnWVmcTCwrZLv3l+A71Jc5zGNcBz/Qrj+P0zxvcNawL0ZfovWJKQHL8h0H5Bo+fnZ4dL3AYvRlR63E91M17NEtYaV29L1HOJkT3sci+vsphC+w+MIKZJvIIzxlf4eLwhcZmYVG0m4+2PAt1OzBgFXWYWx/8xsG0KK8ILXga8mgdZOFx/LjwjPY9cTjuU4QkOT9HNRb8I17htZdmBmGxG+J3FDsGeS/fyV8HxUOF57A2dk/widK+khHY+f+avWl0REpGdRcE5EpHnSqUymE40p5+4fEh6oCtY1szVbUK6Do+lqqY7iXnMd03OhkqRiZsto9jPtKAvdj+FjzW5FmFRsX0LUs4PQ8nZZd/+Cu+/t7psRKg/iFr0/NLPPk92awKnJ/y9M9rGBu+/u7nu6+5rAJoTx7QqWIATzyjmE4p48/wY2dPcV3H1Hd98v+Qw7uvvKhLRI+xACj3Ojbb1KSAe2It0fFDdPvRe/zilRrg2j6axj1cQ9Y/KOtxinaa3UE7IR9iYEIpcitPxdlPAZvkRoIf28mV2QBB1rFR+7+NjWzMw2MLO7CQHc4YTK8e3dPR2A+g2hMvZfhIro04GnzGxfq5DrtBXMbDuKUwPNoTj40ej9fZOQ6qlgCsW9BFrtM3SlOoPs51mrdOT5bGZDKK4UfDvpqZdVPeVK/40G0sN79zZYfK9VMriW3Luke2anA3LpIMbIJLNBKaMofs6/K2fF+dWEwMNdwHruvqq77+Lu+7r7KGAligP3RkjfVq/v0vXbm3YN5X+j42ULTqVrTFOAtwj3v4u5+xbuvldyf7IuoQdLOjXn8nSvYI7VdB/Q5vOzU8XHbqO2lCKDJOXplalZX6mweLrR5Z3u/lIdu36MkJp+VXdfPPkO7+bu+yfn5mcJv0kXpdYx4JIK1wkAkrSK6c+0LmXOZzNbghBkLFxf5hJSYb5d06dqjxcJPejWBhZx903dfdfkWO7m7msRen79jOKGCGeb2fKVNpw0KvwTxb10HwU2cffVkv3s6e4bEJ7PCilcv0N4jupRzKy3mS1uZqPM7EzC93Sl1CKXu/s1ZVYXEZGEgnMiIk1gZusQKnwLbnT3UgMhx60oy46p0QhmdhKwWWqWU/wgV8pS0XTFMQw6yP4Up9WAUAHfDnEL+adbsM/9CGNTFLwNbOHuVyc9HD7l7m+6+wF0T0nzezPLOj7tYEJFwPfd/TB3/1+8gLvfT0h1lh7P5YAk9U8pX0z9/11CYOXf5Qrg7u+7+5Xu/gXg+Oi92e4+2d0n030cr1cL75V4xcsCjEz9fy7wVLkyRRaJpvNWZsTLx9trtb7AocBEM1ur2sJlxL05GtJi3sy+BTxAuN7NIrRKXsPd/xEv6+7Puvs2wIGE79nyhBbUVzeiLLVIKoAuiGbf6O5v1LC5IWY2vMRrZTPb0MwOM7M7gPNS68wGDnL3KTn3tWWUZqnaa3SFbY2Mph/PWZZm69TzuZ3lasr5PI/ImtpyHbrS2c4ilcYwGQ/2nWSyD6HBSylxL7a8480tDlwHbFNqrCV3fwX4AsW9ATc0s7qCse7+Tup3Om1qhd/oeNlCz5XjUrOeAdZ294tLNYxy9+cJ6TvTjRF2rNLrqNbrU6deN9qpp1030t+TdS2MaVjEwljJX07Nqqehy/Huvpa7/7LSOHLu/qK7H0oI4hUMJVtmlq8Bz6WmDzezdPkLjf4uBdIpwE9z9/EZtt8pzgdWdvfT3f3Rco0W3P0Ndz+O0EitYAHgW1W2fwSwamr6YcKzV5yOtnAd3Z3QEMAobozUkczs8+l7OMK94juEhhzfo6u3tQO/psn1GiIi8woF50REmiO+GS2XyuRvdFW0AOzXyDRQZtbXzJY2s93M7Hbg5GiR37n7f6psJn5Y+KBR5WuWpML3N9Hsm6Ix/1qpHcfwyGj6CHev1nPwWIrHQVoe2DXHPm9z959XWsDdH6c46DGM8mmZ0i1U7ygTKCu3n2aOzZUej+ONHK3eB0bTecs4PZqOt9co/yMEhg4h9OD4LLAGsA2htXH8PVoRuC1Jo5pX3JI8y1gnWdxCSFd5P6Hnxw/cPT5+Rdz9EsJnLVSiXVth8YYzs0FmNjJpRPEwxb1ePyBUfNTi54SW4vHrWUIA8w+EHpIF9wCbu/sNtFf8Xain10EzdOr53M5yNet8nhdk6jkXzZ/k3VMf31Nm2UrbzjXeHKGX2YFJL6GSkuvpz6LZcbaCdjmOrnqO2cCu1Ro2JI2Wvg6k07Z/u8ziUPzddrL3nO3U60Y7/Y/we13Q0dcNd3+Q4kZZpYJf6TEOp1FHYx/POJZpavlfAumg+l4Z1vkoWS79d/ijmaXvQ44Dtk9N3wmclqds7ebur8YNFKssfw3F94Jlj2USvPx6atYcQrrPss98SXDwcEK6/nnBHEKj37Xd/UjvrFTkIiIdS8E5EZEGS3oapccgeIcQhOsmqfi4KjVrGMUDzOdxR9wrgfCQ9RohJdA20fJ/pnLFQ0Gcsi5zYMnMLszYe2J81m0Cfcr0AlnDzMaY2eXA7RRXWEwHflhug+4+1t0t9RqdozxZ1HwMa2FmqwIbpGY94e5XlVu+wN3n0D2Au3+OXZ+Zcblboum1Sy5VbGj1RZovefhOpxrME/CNUwvlrZSLl6+YqqgGzxCCscu6+9fc/Y/ufp+7P+3uj7v7v9z9dGAEIQVP+qF7GKG3WV5vUJyCdIVyC+bh7i8SKqg38zCmStb13nH3rxJS0V5ebfkalexdBnxISBt8MsXXjHeAL7r7cyW21WjXAT8o1cq7DeLvQrsaV5TTqedzO8sVj0fbkPN5XuDuL1CcknB1M1u8xKLpwFqpHm/p1JbdgnMWxsxcPzXrQ4ob3WTx+0oVyim1/JY3lZktQ+gFV3B50uOwqqRRzx9Ss7YyswFlFk9/t9/N0UinU68bbZMEKNLZFnrCdSOdCn6/Ehkg0gG768pkT2mm61P/Xz9Lw8+kl2y6EdCiwJVm1sfMNqUrdT2E+5L9kueGeV36WK5QYTzKkRSnu77V3aumu00aYPw6b6HcfXj07Do+7zaaoDchgPltC+Oti4hIBllTVYmISHY7EcbSKvhLpdbHhCBZOk3GAXSv8GikCcBZ7n5jjeu3e8DvZQi9PrKaBXwlywNSCzX7GG4aTV9ZcqnSbiGkfVy0zLbKmUb21FlxGshygben6RqzaJSZ7dwBvXkWBvqnpt+rY1t5vwfx8g0dE83dM41nlrQ6PsfM3qQ4gLWFme3g7rfl2OccM/uIrtRcQzIXuPq2H6xj3QcaVY46TCGkOzrD3d+ptnCD7ArsmqS5PDBvi31CT7y9qy7VpVJvlvi6UM+51goddT5X2E/e5fOUK+7d3LDzucDMhhHSi2WRftYdYmbDM673RpN6X0+gq/GWEdJPXhctMyr1/7voLj1vIzPrF6Vq3IgwRmjBPTVUoJdsUBZz91fN7GO6AkSd0IhmNMUNkPOOd5S+j+lLaOhUqudh+rPOM/cBbfQ+XUG5hl83muDPhDFqjZC6flvg7/BpWurRqWWbMnZrEnAblLzi4Fs6WLwQIc1/1d7n7n5ukn2kkNJyY0LgaCe6rqdO6BEWN8bosZLgauFYxnWk8fXzs4QxvGPx+OJ5rj3XELIcdLo7KR7nsx8hDfK6hO/MtoTGsQcDe5nZYe5+RctLKSLSwyg4JyLSeFlTWgJhHC4ze5auNC67mNmieVL45bQo2dPvQPdKh540vsUjwCHuPrHN5Wj1MYzH68gcaHD3WWY2ia7x6oaa2XLJ2AiVPJcjfUncIn/hMstdSVcFQW/gOuVBJZUAACAASURBVDMbR2ixfLu7T824v0aKW9HnqcD9OJpeMOe+4+Xb8fk/5e5XmNmXgH1Ssw8FMgfnEtPpOid6fC+ABlqI0Pu53qDUQe4+ttQbybg4yxLGrvoGsGHy1lbA/Wa2Rc4eezNKjQFVo3rOtVbo1PO5neWKU+4143y+ktrSJ/6c7JWfWwHja9hHNengHISeb58G55Ix2wqBCac4hWXBJEJjmAGEIOWGVO5NlzelJUCmnmaJD+j6O5f7LW+lzaLp93IEZaF7kGMlSh/D9PVpvr0PaKD0taO/mfXu5F5Z7v6ymd1JVxDuKyTBueT/haDp/wjZPOqWGsduV0Iv1ZXIHpxdjOypoQ8h9AIrBEu/Eb3/S3dvZiPSpjOz/oRxM8cQAkur0v3cLyfOhlIQj73cbbzOctz9RTN7r8K2O0KSznhyibfuA84zsy2BKwjj1S8E/NnMprn79SXWERGRhNJaiog0kJkNBr6YmvW8u9+XYdV0OrgFgD1r2P0+hNZshdfKhAqsrwHpceXWAu4ysw26baG0KdF0nsDSsVGZCq/Nc2wjq2mEh+B7gF8CW7r7Oh0QmIPuleuLllyqceLW62UHkC/j6SrbKyVPqs64J2nfMstdDdyUmjZgN2AcocLtfjP7hZntbGbNPqYFccOmPOMpxJVyWXt/lFu+EyrlfhFNb10ivVM16WNY7rswL3mA7tfEdYBdCC3UC5WU/YEfECo3mtI7wt2nuvtT7n4xodX3Gam3lwKuSlI1t0M951ordOr53M5yxX+j+eF8ziMO8sSBtPT04+4e338V0qGnewXH91PxNrP2aE+r9fe8E/7e8dinEyg95ma5VxxIiccMLkhfn+b3+4BG6InXjnSPuC8nwTMIwbmCyxsRZDSzA4EXkn3uRkifmOe+IHPg3N3fI/SAL/W9fpBwX9JjmdkXCBk8riE0lhhB9sAclD+WcZriPA1hoTjtcY/k7ncC29F1H9sLuNDMBrWvVCIinU/BORGRxtqH4nRCWcdginvXxb3vsnjD3SenXs+7+wR3v8DdRxLGiCoYCIwrM95Jt+1G06tmLZC7vxuVaXLSq6KeB5CXohz7hddC7r60u49y92PcvZYKqWaJx0parcn7iwNVH+ZcP66Yy9KSM/MA61kl6RPHAOfQvZKgDyF919GE8SDeMrMbzWzbRpcjMi2azlOxFh/XvKmb4iBpU8cuzGgSxQH8wYSgTh7pngDx8W2KNo/RMaPEdfERd7/B3Y8k9KJ+IrX83oSGDk3lwQ8ILaALRhLOwXao51xrhU49n9tZrrhXT0vO557C3Z8C3krNWieqtEwH2kqltCz13qfBuCSQnk6tNg14qIZyNvz3vIXKBdNqNbDM/PR3e36/D2iE9LVjbpPSyjba1XR9DxYCxpjZRhTf49ed0tLMTiGkuK4nbWyuer9k3Nmro9lzCePMVRqqoaOZ2cHAjcDwOjZT7ljGjVfzjjOY91mtI7n748C5qVlDKA5Yi4hIRME5EZHGioNqPzIzr/YC4rRhm5rZyo0smLufA/wmNWsZ4OwMq94fTa/fsELNP+JjuKaZ9Su5ZHPkHdOkY8YwcfdP3P07hKDwacDDlA4E9iX0Wv2HmV3TxFaa8cN2nrRt8Xm+XM59x8s/n3P9hnN3B+JxyfJWIKXTg+WtzJjnJOO4fIniippTzGxEi4pwYTS9T8mlmq+ec60V4vOvI85nd3+b4u/OEkkKr6zqKVecirTh57O7jy7TQKfbi+I0bgdlXa/JQft0YK03xWkYswbn0mksN03GnoKQ0jp9ntzXkyvSa9ToHlfl7ofS3+3M16Y2n5+dLH3t6BG9Ad39I4rHjDyA4ufAR+od7zpJE/ijaPb9hIZpWxB63g8C+kXXvoPq3O9mwB7R7F704CCLma0C/I7ic/px4HhgG0LGmYWB/tGx3CrjLj6JpvNei/JcBzrdX6Pp7dpSChGRHkLBORGRBkkqTrOmiszigAZuq+AHFPda+4qZxQNYx+6juNfSima2TMNLNg9z9+cJKTcL+tF94PBGiscrzDvGXZyypd4xr+rm7i+6+4/cfV1CK8ydCCn4/k334ONudH8wbFQ5PqG458OwHOu+B7ydXtfM4srsSlaMpp/KsW4zxeNMZR5Dx8wWiZbPmwZonuTuL1BcIdePkK63FR6OptvVICP+LmQ+11rkaYqvPSvlXL+Z53M6NbGRr5dAPeWKe83qfO6uZGpLM1uR4sBLpeDcfUAhVd7ChLS4n26rwr7mB+me3LOBvjmCsqVeJ5fZT/q7vWTOMrbr/Oxk6WtHT7pupHvGjQb2K/NerU6Mpo90903c/Wx3vyvpeT+1RBC+5gZqyRANV1A61eMJZja61m232bEUZ7c5C1jT3X/q7v9KMs58lNznp2U9lvGzUt7x4zp6vLmc4uEU8t4fiYjMVxScExFpnFpSUVZyQKPHGXL3qcDp0ex4Ol7nY7r3/KqrReZ86h/R9MFN3Nfb0XTeXphx6tJ4e23l7u+5+63u/gN335AwaP0v6KqsBNjBzHZsUhEmp/6/dM51H0/9vxf5Ah8bRdNPlFyq9eK0XO/mWDc+fi+VXGr+dB7FvRI/b2ajWrDfuLdT3rRrjTI5mu6oRiHJb2P6+zrMzJbPsm7Sc3qd1KxPaGwPmMej6fjaUUk91xmdz9XFKbcLAbV0r7nJ7l42/XfSY+eRKtsota/5wZup//ehezCrUSan/t/fzPJcJ9t1fnYkM1uQ4nTsPem6cTtdqet70dW4bQ5weT0bTsawSwfcb3f3X2dcvZ7GLBdT3FDgZroyVvQCLsv5fe8UX0j9/xng2CT7QzVZj2WcReJzGdcrnAPDsy7fA8TB4nmpV6CISMMpOCci0gBm1gvYPzXrY0KAY8Wcr0tS21gB2LIJxf0jxa1St0nSl1QSPwweZmadNv5Pp4uP4R5mlndsrqwmRtOZK36SMWvWS8162907uhWzu7/i7t8FTore+lK5Verc5WOp/w80szwButuj6bgytSQzW5biB/en3T2uCGg5M1sM+ExqltN9nMpK4vEX60oBNS9JWsL/NJodf8ebIR6zKe4Z2SqPRdOZxzttoZrOZ2BDiiur7mhw+sFarzMLUJwB4CO6N86pROdzdY9S3MNig+S4pyvhswTV0qktt0gac6WD9zOBB2ouZc8Vf1+3adJ+6rk+tev87FQ99rrh7uWCcH939zz3QqWsQHFqxNtyrFtTdg4zOwrYOTXrfmBXQqaKgqWBSxrdgLSZkiwV6SDbP3KMrZn1WD4YTed5hh9F6Z6KPVXcmOqtkkuJiAig4JyISKNsS/GN6M3u/mySbiTzi+4pUBrdG69Q4fuLaHacNiV2DfBianp54CeNLNe8zt0fojhN1QDg/Hq3a2alUoXcG03vlWOTO1Hcgvm+3IVqn0ui6eFllpsZTecd/++haHqNHOveEE3vV3Kp7vaPpuPttMseFN9PPuzueQa1XzOajo/t/O5iilPibpshFXG9NoymXy+5VPP9h+LxJfOcZ60Sn4fxeVpOs8/nWyhORz0mY4OaXSkeP+tvJVJ8VaLzuYqkp0Y6sFZIc50OzlVKaVmQ3sYoYC2K06I96O4zai1nB0j/Tuf5jY4DXwfWX5SS6rkPaNf52al6+nWjVPrKRqS0jFPSZ7q3ShpzxSlus6w3EjgzNet9YB93n01oGHRP6r2dCOPe9RSLRtNZj+UAwnmXxd0U9xjb38yyjjs3r2WkiRtFzCtjY4qINIWCcyIijREH0a6qcTvjKU7Js3vOMamyuoDiVIU7mFnZ8fKSlqHfi2YfZWZZKyIl+C7FD247m9nxtW7MzPYGbornu/szFFdurGFmX86wvV50H3j+z7WWrw3ih+1ylVYfRNN50//EFaeZU1O6+2PAf1OzRlRLv5mku/lGNPuKrPtslqTX3AnR7JtzbiZ97D6kOFXbfM/dZwJnR7OrNaaoWVKR9M1o9r+atb9KkrSRk1Kz2jX2XSW3U/xbur2ZVaykN7NhwD6pWTOAaxtZqGR8y7+lZi1Glcq/pBfEt6PZl+Xcdfpv9IS750lxOz+Je8btAaySms4SnEsvMwT4WvR+Tx9vLv07nWds1+eAf6ZmbWRmWRvB5BGPx5znPqBd52enSh+7OHjd8ZL7uk0JPSALr3EN2HQ8fnTW3pmnElK6ZmZmgwjPrulA+KFJw1GSAN2+FPf6/WmlZ8cOU+ux/C7dswmU5O7vANenZq0AHFNtPTPbFNg7Y3k6XpK2+7vR7LzPBiIi8xUF50RE6mRmCwPpwMdUQqvY3JIUG9ekZg0Edqu9dGX3Mw34VTQ7rmSP17kG+E1qVi/gT2Z2QnIjnkdHDXptZgeamade45uxH3d/kO7H+cdm9oskAJOJmS1tZhcRAjTlgrdxGs3zyvSyS/spxSktX6ExFQw1MbOjkwqDrOIKuKfLLBfP3yrHPnD3x4H0eEB5WyifHE3/Jgl0lfNTwkN+wXXu/p9KOzCz0dF3enKV5Xczs+GVlomWX4QQUEiPSzIVODfHNozidF7/TCqApNjvKK4Q2ylp4d5QSUOQPwEjUrOd7j1SWyldgb1KEtjqGO4+HfhZalYv4AIzKzm+StIA4jy6xiUCOL9a+rMaf6NOiaZ/YmYrlFwyOIriFMj/IUePPjMbTHEPmDwp2OY3ceAsPQbt2+5e7rfrU8l3Jt0bIR7HtqePN5c+Bhsk429ldXI0fYGZbZdn52a2lJntVO59d/+A4pSSee8Dmn5+mtnw6LpRb0rvZkmn/3vY3d8su2TCzCZHn21084pXnbvf5+53p15xhoZaPA9MS00fYGaLV1rBzL5Bbb2wzqd4fOrzkue+TyWp1A9JzeoLXJk8B3e05Ln3hdSsL5rZKuWWBzCzL5K/MdSZFPf4P93MvlJhH+sC1wG5U4Q2+xwws/WTY5Bnnf6ENK/p79Kr1FgvIiIyv1BwTkSkfnsA6cDKjXWmEvpLNN3w1JaJ31Lc02hnM1u7yjrHAHekpg04DXjazP7PzJavtLKZbWBm51CcGmV+83O6/42PJhzDb5Ybv8zMepnZKDM7G3iW7hVxsT9TXAE4DLjLzL4cjxNhZkuY2cXA96NtfKPNwZJfAK+Y2R/MbPtyAUwzW9DMvk1xDyOn9DggAP+meBytY83sh2a2sZl9JqnQKrziVDgFN6b+v1nOAPW1FKcLXQm408yKUjuZ2SJm9mtCpVzBDKoE0mu0M/CMmV1lZruY2UKlFjKzfkkvhEnA6OjtH7r7293XKmtdigP1N5ZbcH7m7lMpbhgB+b4DQ6LvdPr1OTPbwcxOBZ6ie+vtC5KUvO0Sfye2zrOymZX87MCy0aILVDhG1XognEdxpd/GwN/MbMWoLMOAKyluzPMu3ccVbIjk73ZlataiwN1mVjS+lZktYGY/BH6ZXh34fpKCMavRFFcw6nwubxJhvLCCdErDLL3mCtI9jNLbmE339NY9TTq4OBC4Obl/GVHifC7i7ndTnHp9QcI5eV6lCnkzW9TM9jSzq4DJwAFVypj+jq9W7v6tlDacn5m16Lr56b4oDurrupFIAnzp7BhDgX9Yid7ZZrakmf2O0JgH4J2s+zGzQwi94goeoUyPL3cfR3h+LFgJ+EPWfdVh2QrftUqv9HXx6tT/+wN/N7NR0X4K996nERon9iHHsXT3f1Pc+LU3oSHrLWa2t5mtlVzDdjSzPxDGqRtKCMRWbHTXBssCN5rZv83syErP+GbW38z2InyGMdHbRyfBURERKSNXd3cRESmpUSktC+4ijPFTeMjf2syWdfdXK6yTm7u/nzzIHZuafQIh2FhunU8stCS+mOJK3OGEh7XfmtkLwMuESscZhEqVYYTeGKVaV35EcQXFPM3d3cz2JRyfdPq45QiVvOeZ2ZPAa4QHwgWBpQitEEulVin5wOPuc83sAELlXaF309KEwNBrZvYfQk+n5QitseN7gp+5eye0dFwEOCx5zU6OzSuEnkS9CQ+P61EcIAf4lbuXTJHo7h+Z2SV0pYpcEDg9ecVOoXsrfAjppAp/v4GE8RVuzfKBku/A7oQgYeE8XxN4xMwmEir6FyeM/RX3HDw06bnXDH2BPZPXXDN7inAuv09o0DWMkH6qVG/N37h75l5zifQ4HjMo7jUsxX5FCOIXgqa7mtmaSTqtan6evPK6Hji8hvUaxt0fNLPn6GqFvQvlg+6lnEW2Bi4bUTyuatqKhIr6cmWcbma7EIIhhfN1NPCsmd1PaDU+jBC0S/eomwXs7u5vZShfrQ4DPkdX5feywAQz+y8hGDuQcE4PidY70d3jsbuqSZ/Pr9Hz0yo2jbvPMbN7gR1KvJ0nOHcXpb/fE5O0sD3ZhYQAQaFyfQvK904r1evkRML4yIX0670Iv9nfNLOXgCcI9xF9CYGxVSg/Tm05VwBnpPa/C13BkSxaeX7m0fTrZsrOFDcYn1dSdTbKKYRjVDgP1gUeM7OHCb1LexEyK6xP13F8jtCg55xqGzez1SnOePAxsFeVRqbHAJsB6yTTe5nZ7e5+YaZPVJs818W0rQhDRkD4Xh9CuL+GcL7fldzr/heYQxg/fiPCdQHCc9h3gbE59nksIWi5S2rejsmrlOmEVNfp+7RO6uW6fvL6lZm9Rde182PCNWpZwjWsVMaA49z9r60qqIhIT6XgnIhIHSykCUy3uvuQ4jRcuSVBlWuAI5JZvYCv0JzW9WcTeuUUHvrGmNnq7v5EhfLNAPYxs5sI6TvilsIrJa9qphN6d/2oWkqveU0yht//mdk/CJXuy0WLjKA4tVwpswiVQHFqpPR+XjazzQi5/tMtk5dJXqXMIVT8NKU3R536ED7HmhWWccIxrTbOw/eA1cmfiqrgXkJL188k02PIGJwDcPfXzWwHQkve1ZLZRtdDcGwGofVpqyquehGOz+pVlptOKNf5NewjnbL3enePxwyUhLu/a2YX0DXmkAE/pDnjlLxLGHvyd83qmZHTnwhj6EBI6blAnb3TG87d/2sh/dMVdP0m9iZUYJbyPnCwu49vcrmmmtkXCL21N069tUbyis0FfuLuP86zHwtjFabTX/05SdMt5U2g/uBcubG5enxg1N0nm9mBhMZgmdN+p9afC3zFzB4hNLxJVxyvQHGq6HLeq/Smu79iZnfQ1aN3DDmCc606Pztc+j7ggWTM5CwWiKbjMcXmCe7+RNLQ7s8Ujwe3Dl3BsbRngM9TnCq0JAvZKK6iuMHV/1VLq+vuM5NeUpPoajB0rpndW+n5sd3c/W0L42/fRHFj0c8mr9ibwBfo3kiu2n5mmdmehOf2owj3AuW8AIxx94etODvI1Dz7bKElklc1bwFHunu9DZZFROYLSmspIlKfAyhusXtDg8YZiG9mm5LaMhnX4Y+pWYUK3yzrXkYIwh0E3E4IFlXzEfAvQo+lpdz9a/NbYC4tSQ+zMnAgIV1otRSSc4GHCeknl3f3o9x9SpV9vAKMJPSAeb7CojMJ4x6s3UGBuVGElqQPE4KGlXxCGH9lM3f/TrWK4SRV4FaEiqHLCS1BP6D636CwvlOc2mcPC2N2Zebu/yX8bX5GeJAtZRYhzdOG7p6nRX5elxBaBpdrBR97Ffgx8JlaAnNmtgGhx0BBPEaidHcW4XtesIeZlapQymM68AahF+cfCD2nl3b38zokMAehXIXPPRDYvY1lKcvdJwBrEcbu+aDMYtMJ15u1k+t/K8r1CmFsx+OAl8otRvht3srd846xA6HXXCFF7Rzy9R6aX5UKoH1E+L3LJKlEL/Xb0dPHmwMgqdgdQWiENB74H8UpqbNs4yzCveo5hGtdNU8Tfo82cfdvVluY4pTDW1VK/VamfK04PztSkuo3HaDOdB9gYWy+JVOzJrh75vOmp0l6Ho2icuD+dUIq1/XcPet93K8oDgJf6u5/ylimZ4D/S81aELjKcoyf3Q7ufhehAdxNlO+dNoVwf7+mu0+scT+fuPsxwNqEe7dHCcH+GYSA3N8IDW/XSH1302n0y91DtNIdhJ6G11D+GSXNCSlRvwN8VoE5EZHsrHOeu0VEpCdLHsjWIfQkWpLwoDaT8DAyhVDh8aRa05dnYZyvdQkBu6GElsFTCcdwMiFV1UdlN5BtH6sRAkKFv9G7hNSFd3VyGiwzG0SoRPgModXmAML3633Cd+s/9R6bGsq0MCFIVWhVe5C7j61xW30IvWxWJKTA+zDZ9n05x3Grm5ktRgicLU841gsRKtzfA94mfA/LVSJm3cf5wNeTyYnuXqq3oAgAZjaWrkYqd7r76PaVprpknJvN6TqHphDS8d7dzh6iZmaElF0rE3r4TSekoPx3EiSodbt/o6uS/Rp378gAqkiSxm8tQqrIRQmV5e8TGi89njfNrJn1IqQRLIwxeYq7n1xj2ZpyfnYqMzuOrqwg/wNWcPeqDf2SnmSXpGZt6+7/bEIRO06SsWUzwn0ihOP2AnC/nq/yScaI3JyQlrEPIXj/MnCPu39Sad0mlKUfoXFGoXfkte4ej93WVsm4k6sR7msWJfRG/pgQSHyJcC8/T/ZgFRFpNgXnRERERGpkZj8Gjk8m/+PuI9tZnp4gCf69TOgFBfBld7+ujUWSDpf0EPwvXemh1ik3pqS0VtLg40lCz3sn9Nz4T3tLJdI6ZnYYoYcvhAr+4Q3KojHPShokPU+o6Af4jrtXHSMtWfdCQo8egHvdvVz6YJEewcw2p7jH84nuXmocbBERmQcpraWIiIhI7c6iK/3Muma2XTsL00N8i67A3EQF5qQad3+KkA6y4PvtKot08z260nuPU2BO5kMXE3ovQejRdEAby9JT7E1XYO51QjrgrNLjqZ1adimRnuOwaPrBtpRCRETaQj3nREREROoQpWaa4O5bVlp+fmZmAwmVmEOTWdu5++1tLJL0EGa2ImFsyAU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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 709, "width": 883 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(5, 1, figsize=(15, 12), sharex=True)\n", "xs = np.arange(0, len(rs))\n", "\n", "axs[0].plot(seq, label=\"Data\")\n", "axs[0].legend()\n", "\n", "axs[1].matshow(np.log(rs), origin=\"lower\", aspect=\"auto\")\n", "max_prob_lifetime = np.array(np.argmax(np.log(rs), axis=0))\n", "axs[1].plot(max_prob_lifetime, c=\"r\")\n", "\n", "\n", "axs[2].plot(xs, cp_probs, label=\"Method 3\")\n", "axs[2].legend()\n", "\n", "axs[3].plot(xs, np.mod(np.cumsum(cp_probs), 1.0), label=\"CDF-ish\")\n", "axs[3].legend()\n", "\n", "axs[4].plot(1.0 - np.diag(rs), label=\"1-Diag(r)\")\n", "axs[4].legend()\n", "\n", "for i in range(0, 4):\n", " axs[i].vlines([500, 1000, 1500], ymin=axs[i].get_ylim()[0], ymax=axs[i].get_ylim()[1], linestyle='-.', alpha=0.5)\n", "fig.suptitle(\"ARGP: Const(0.5) * RBF(10.0) + White(0.1), Max Lag: 3\", y=0.91, fontsize=20)\n", "\n", "plt.show()\n", "fig.savefig(\"ARGP-Toy-Exponential.png\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "segment_bounds = []\n", "acc = 0\n", "for i, pcp in enumerate(cp_probs):\n", " acc += pcp\n", " if acc >= 1.0:\n", " segment_bounds.append(i)\n", " acc -= 1.0" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 508, 999, 1558, 2366, 2693]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "segment_bounds" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "def map_cp_dist(r):\n", " s = len(r) - 1\n", " cps = []\n", " while s > 0:\n", " pr = r[s, :s+1]\n", " s = s - np.argmax(pr)\n", " cps.append(s)\n", " return list(reversed(cps))" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0, 502, 653, 794, 999, 1565]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "map_cp_dist(rs.T)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def mc_cp_dist(r, n=1000):\n", " \"\"\"Walk backwards through the sequence, via mc\"\"\"\n", " bins = np.zeros(len(r), dtype=np.float64)\n", " for _i in range(n):\n", " s = len(r) - 1\n", " while s > 0:\n", " pr = r[s, :s+1]\n", " s = s - np.random.choice(range(s+1), p=pr)\n", " bins[s] += 1\n", " return bins / n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/bdannowitz/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rzmNt2riMNTIAZJbQ9TwAACCN3N9heRKWaB3LiFWXmPcAIAMRHgAAoTRisnSS5zsMiQ8P9cc71dM/OCP3BYBUQXgAAITO8fZe7W3qkCTlZpuWzJ6Z8DCrKE8LZhVIkgadi9UAAJmC8AAACJ2nG1pjxxcurlBezsz9Olszb7j3YW8jq3MDyCyEBwBA6Dx/8GTseMPSihm99+q4/R72NLbLOTej9weAIBEeAAChEx8ezl88a0bvvaiiSAW53q/Ptp4B7Wlk6BKAzEF4AACEysBgRC8dOhU7v2CGw0N2lmll3OpOf9jTNKP3B4AgER4AAKFSe7xD3dFVjqrLCjSvrGDGa1g9rzR2/Oie5hm/PwAEhfAAAAiV5w8MD1ma6V6HIaviwsNT+1rV1TcQSB0AMNNCucM0ACAz3bP9gH753KHYuYs+N9PKC3M1ryxfjW296huM6P/+dpfWVpeNuOamjTUzXhcAJBs9DwCAUDl0ojt2vKiiMLA6VlcN9z4waRpApiA8AABCo28gosa2HkmSSVo4K7jwED90if0eAGQKwgMAIDQOn+xWJLqtQmVpvgpyswOrZemcIuVmmySppbNPLR29gdUCADOFOQ8AgNA4dKIrdry4osi3dqcybyInO0vL55Zod7TXofZ4h+aU5PtWEwCkInoeAAChMWK+w+zghiwNWVk1vN9DbRPzHgCkP8IDACA04nseFvnY8zBV8eGh/ninIs4FWA0AJB/hAQAQCs0dvTrR1S9JyskyVQewOdxoVaX5Ks33RgB39w/qyMnuCd4BAOHGnAcAQEoaPQ9h17G22PGCWYXKzrKZLuk0ZqYVVSV6/qC3cV1dU0dK9IgAQLLQ8wAACIX4b/UXBri/w2grK+PmPRxn3gOA9EZ4AACEwtFTPbHjBeWpEx5WxM172N/Spf7BSIDVAEByER4AAKEQHx7mlwc/32FIeWGuKqNLtA5EnPa3dE3wDgAIL8IDACDl9fQPqrWzT5KUZd5E5VSygiVbAWQIwgMAIOUdi+t1qCotUE52av36ip/3UMe8BwBpLLX+9QUAYAxH24bDQ3UKDVkasryyWENrPx052a2uvoFA6wGAZCE8AABS3tG4lZZSab7DkILcbC2KrgDl5G0YBwDpiPAAAEh5x9riJ0unzkpL8eJ3m2bJVgDpivAAAEhpgxE3Ys5DKg5bkkZOmq5j0jSANEV4AACktJaOXg1EnCSprCBHJfk5AVc0tpqKIuVmezMfWjr7dLCVJVsBpB/CAwAgpY3c3yE1hyxJUk52lpbOKY6db61rDrAaAEgOwgMAIKUdDcGQpSHx8x4er20JsBIASA7CAwAgpR09ldorLcVbEbffw9baZkWiw60AIF0QHgAAKe1YSIYtSV7PSFFetiRv3sOuY+0BVwQA/iI8AABSVntPv9p7vQ3XcrNNc0ryAq7ozLLMRvQ+PFHLvAcA6YXwAABIWSOWaC0rUJbZGa5ODSPnPRAeAKQXwgMAIGWNnCyd2kOWhqyM63l4al+regcGA6wGAPxFeAAApKzGtvieh/wAK0lcRXGeZhd7w6u6+wf13IGTAVcEAP4hPAAAUlZTe2/seF5Zaq+0FG/lqFWXACBdEB4AACkp4pya2od7HqpCFB5WMO8BQJoiPAAAUtKJzj71D3r7JBTn56gkPyfgihK3Ym6xhuZ2v3DolNp6+oMtCAB8QngAAKSkEUOWSsMx32FIUX6OzllQLkkajDhtr28NuCIA8AfhAQCQkuInS4dpyNKQTSvnxo7Z7wFAuiA8AABSUnx4mBeSlZbiXR4XHpj3ACBdEB4AAClp5LCl8PU8bFhaobwc79dsbVPHiA3vACCsCA8AgJQzMBgJ7TKtQwpys7VhSUXsnKFLANIB4QEAkHL2t3ZpMOKttFRWkKPCvOyAK5oa5j0ASDeEBwBAytlzrD12HMZehyGj5z045wKsBgCmj/AAAEg5exo7YsdVIVumNd45C8tVVuDtT9HU3qvapo4J3gEAqY3wAABIOXsa06PnITvLdNmK4d6Hx/YydAlAuBEeAAApJ13CgyRdvmo4PPxhz/EAKwGA6SM8AABSSt9ARPuaO2PnYR62JElXramMHT9Z36LuvsEAqwGA6SE8AABSyr7mTg1EV1qaVZSr/NxwrrQ0ZFFFkVZVlUjygtGT9QxdAhBehAcAQEoZMWQphJvDjeXqtVWx4y27GboEILwIDwCAlLI3LjxUlYV7yNKQq1YPD116eFcTS7YCCC3CAwAgpdQdH57vkC49DxuWzlZxdKO7Qye6R3xGAAgTwgMAIKXE74VQGfLJ0kPycrJG7Da9ZXdTgNUAwNQRHgAAKWMw4kastJQu4UFi3gOA9OBreDCzt5lZuJfFAAAE5tCJLvUNRiRJpQU5Kgj5Skvx4pdsfWpfqzp7BwKsBgCmxu+eh59L2m9mnzWzGp/bBgCkuRFDlkrSp9dBkuaXF2ptdakkqW8woq11LQFXBACT53d4+LqkIkmfklRnZv9hZm8yM/P5PgCANFR3PP3mO8S7as3w0KWHdjYGWAkATI2v4cE59xeSFkh6v6RnJL1R0v3yeiP+3swW+nk/AEB6qWtKz/kOQ163bjg8/NerjRqMsGQrgHDxfcK0c67HOXeXc+5SSedJ+oakEkmfkbTPzH5pZtf5fV8AQPjVpnnPw/qaitjnauns0zMNrQFXBACTk9TVlpxzL8f1RtwiqVHSWyT92sz2mdnHzKw4mTUAAMLBOZfWcx4kKSvL9Pqz5sXOH3iFoUsAwiXpS7VGw8F7JN0uaaEkk/SCpDmSPi9pl5ldkOw6AACprbWzT6e6+yVJRXnZKi/MDbii5HjD2dWx4wdeOcZu0wBCJWnhwcwuNLNvSjoi6ZuSVkv6jqT1zrn18nojPi5prqQ7k1UHACAc4nsdVlSWKF3X2rh0+RyVFuRIkg6f7NYrR9oCrggAEuf3Pg9FZvbnZvaUvAnTH5J0SNJHJS10zn3IOfe8JDnnOpxzn5cXKDZM8j6LzOx7ZnbEzHrNrMHMvmRmFcluxzzvNbMtZtZqZt3RIVj3mdnqydwfADCs7vjwZOkVlek7ojUvJ0vXxG0Y98ArxwKsBgAmx++ehyOSviXpAnl7Pmx2zp3tnPuKc268r1YOSypI9AZmtkLSDnlzKJ6S9EVJ9fICypNmNidZ7ZhZgaR/l3SXpGpJ90j6kqRH5QUgwgMATFH8Mq0rKksCrCT5Rg9dAoCwyPG5vXZJ/yzp2865RP81/LqkH0/iHl+XVCXpdufcV4aeNLN/kfRXkv5B0oeT1M4/S3qTpH+U9CnnXCT+RTNLzwG6ADAD4octrawq0Ymu/gCrSa4r11QqPydLvQMR7WnsUP3xDi1P88AEID343fOwxDn3uUkEBznn2pxz+xO51syWS7pWUoOkr416+dOSOiXdPNEKTlNpJ9pT8WFJT0v65OjgEP0s6fubDgCSbETPQ1V6/yFdlJej166ujJ3/jt4HACHhd3j4vZm950wXmNm7zezhKba/Ofr44Og/3p1z7ZKekLfD9SVJaOdd8v57/UBSWfRz/J2ZfcjMVk7p0wAAJEndfYM6fLJbkpRl0pI5RQFXlHzXxQ1d+o8XjgZYCQAkzu9hS1dJ2jLBNUskXTnF9tdEH/eM8/peeT0KqyU95HM7r4k+lkuqk7fU7BBnZt+QNwRq8Az3lSSZ2Y5xXlo70XsBIB3VN3doaMXSJXOKlZ+THWxBM+Das+cp/5fe0KWdR9u061ib1laXTbqde7YfOO25mzbW+FEiAJwm6fs8jKFQ0sAU31sefTw1zutDz89KQjtDS2N8Vt5KUudKKpV0jbwwcauk/zXBfQEAY8iUlZbilRbkjtgw7lfPHQmwGgBITDLCw5i73USXOF0i6XpJB5NwX8nbgG7cGqbZztDXYEclvS26e3aHc+5hSTdKikj6azPLm6hx59xFY/1I2jXNugEglOqaMmelpXhvu3Bh7Pj+5w8rEmHDOACpbdrhwcwiZjZoZkPDdT4zdB7/I6+3oV7eMq4/meLthnoEysd5vWzUdX62cyL6+DvnXHf8xc65FyTtk9cTsW6CewMARqnNoMnS8V67ulIVRd5CfUdP9Wj7vtaAKwKAM/NjzsOjGv6G/rWSDshbxWi0QUkt8uYQfGeK99odfRxvP4VV0cfx5jJMp53d8uZBnBznPUPhonCCewMARknHnoex5iKM5c3nL9DdT3qLDv7qucO6dEVC2xUBQCCmHR6cc1cNHZtZRNL3nXOfnW6743gk+nitmWXFr5RkZqWSNknqlrQtCe08JOkjks4Z3ZiZ5Ws4cDQk/GkAABqMOO1rHp7zsDJNwkOibrhwYSw8/Oalo7rjrWerIDf9J4wDCCe/5zwsk/Rln9uMcc7VSXpQ0lJJt416+Q5JxZLuds51St6mbWa2NrpHw5TbifqtvGFXbzCz1496z/+SNwTqD5PZ4wIAIB0+0a3eAe87nLkl+Sovyqz9Ni9cPCu2NG1774Ae3tUUcEUAMD5fl2pNdLO3abpV0lZJd5rZNZJ2Stoo6Wp5w4w+GXftwujr++UFham2I+dcn5m9V17o+K2Z/TLa7mvkDdc6LulDvn1KAMgQIzaHy5CVluKZmW64YKG+/NBeSdJPnzmo68+dH3BVADC2aYUHM/t7efMdvuaca42eJ8I55z43lXs65+rMbIO8JVOvk7d601FJd0q6wzmX0GyzqbTjnHs8+p5PywsZsyQ1SvqWpM855w5N5TMBQCbLpJ2lx/P29cPhYcue4zp0okuLKtJ/ozwA4TPdnofPyAsP90pqjZ4nwkmaUniQJOfcQUm3JHBdg4aXXZ1yO6Pe86qkP53MewAA46uNmyydafMdhiyZU6wrVs3VY3ub5Zz046cO6G/ewL6hAFLPdMPD1dHHA6POAQBICD0PnndfskSP7W2WJN379EF99JrVyssJYi9XABjftMKDc+4PZzoHAGAimbi79FiuWVul6rICHWvrUXNHnx589ZjedN6CoMsCgBH4SgMAEJjWzj61dvZJkgpzs7WgPHO3ysnJztI7L14cO//htplYgwQAJsfX8GBmS83sejMrjnsux8zuMLMXzGyrmb3Nz3sCAMIrfsjS8spiZWWNO00tI7zzNTXKjv432FbfOmI+CACkAr97Hj4t6d8k9cY99yl5+yCcK+kSSfeZ2SU+3xcAEELpuLP0dFSXF+h166pi5/Q+AEg1foeHSyU95JwbkCQzy5K3n8IuSTWSLpbUKemvfL4vACCE4nseVmbwZOl4f7ZxSez4vmcO6lRXf4DVAMBIfoeHefI2ThtygaS58vaBOOSce0bS/fI2VgMAZLhaeh5Oc8WquVo9z/tv0dU3qB9up/cBQOrwOzzkytvDYcim6PnDcc8dksTWmQCAkSstVWXuSkvxzEwfvGJ57PyurQ3qHRgMsCIAGOZ3eDgk6by48+slNTvndsY9VyWpzef7AgBCpqd/UAdPdEmSskxaOofwMOStFyzUvLJ8SdLx9l7d/9yRgCsCAI/f4eE/Jb3ezL5gZv9b0usl/fuoa9Zq5NAmAEAG2tfcKRftq148u0gFudnBFpRC8nKydMumZbHzbz1Wr0jEneEdADAzprvD9Gifl3SDpL+Onh+WtwKTJMnMlki6TNIXfb4vACBkRuwszXyH09y0sUZffbhWHb0Dqm3q0CO7m9TY1jvxGwEgiXzteXDONclbkvUt0Z+znHPxfa0l8oLFd/y8LwAgfOqahuc7sNLS6coKcvWuuE3jvrGlTs7R+wAgWL7vMO2c63bO/Wf0p33Ua684577snNvl930BAOFSO6LngfkOY3n/5cuUm+1tGvfM/hOqb+6c4B0AkFy+hwcAABLBBnETm19eqBsvGu59eHhXU4DVAID/cx5kZrMlvV/ehnAVksaaAeecc9f4fW8AQOq7Z/sBRZzT3qbhzunnD5zUnsaOM7wrc9161Qr99JmDGog47WvuVH1zh5bPJWwBCIav4cHM1kraIqlSkp3hUgZtAkAGO9XVr/5B71dBcV62ivJ9/y4rbSyeXaQ/Xr9I9z5zUJLX+7D8csIDgGD4PWzpC/L2cfh/kpZLynXOZY3xw3p8AJDBjncMrxpUWZofYCXhcNvVK5Wd5X0nV3TO3qwAACAASURBVH+8Uw3MfQAQEL/DwxWSfu2c+4RzrsE5x5aYAIDTHG+PDw8FAVYSDjVzivS2CxfGzh/ezdwHAMHwOzyYpFd9bhMAkGaa2ul5mKzbrl4ZGw9c29ShAy30PgCYeX6Hhx2S1vjcJgAgzYzoeSghPCRi2dxiXbB4Vuyc3gcAQfA7PHxW0vVmdpXP7QIA0kj8nIcqeh4SdtWaqljvw57GDh1s7Qq0HgCZx+/lLRZLul/Sg2b2Y3k9ESfHutA5d7fP9wYAhEBX34A6ewckSTlZpvKi3IArCo/K0nydt6hcLxw6Jclbeem9ly0NtigAGcXv8HCXvGVYTdLN0Z/Ry7Ja9DnCAwBkoOOj5jtk2ZlW9sZoV6+p0ouHTslJ2t3YrkMnurSooijosgBkCL/Dwy0+twcASDOjwwMmp6qsQOcsLNdLh73eh0d2NenmS5cGWxSAjOFreHDO/cDP9gAA6YfJ0tN39dqqWHjYeaxdR052a8GswoCrApAJ2NITADCj2CBupHu2HzjtuZs21pzxPdVlBTpnQZlePtImyZv78O5LliSlPgCI5/dqS5IkM6s0sw+b2ZfN7Dujnr/YzPh6BAAyFMOW/HH12qrY8atH23T0VHeA1QDIFL6HBzP7c0kNkr4m6SMaOQ9inqQnJd3k930BAKmvp39QrZ19krzVM+YybGnK5pcX6qz5ZbHzR3ax7wOA5PM1PJjZ6yV9S9IeSW+T9I34151zL0t6RdINft4XABAO+1u6YkvwzSrKVW52UjrAM8bmuN6Hl4+06VhbT4DVAMgEfs95+FtJRyVd6ZxrM7MLx7jmRUmX+nxfAEAI1B3viB1XlRYEWEl6WDCrUOuqS7XzWLskr/fhXRfXTGkeBQAkwu+vfDZI+k/nXNsZrjkkqdrn+wIAQqC2aTg8MN/BH5vXzosdv3z4lJrjJqQDgN/8Dg95kjonuGaWpEGf7wsACIH4ngeWafXHwopCrZ5XIsnbgfWxvc3BFgQgrfkdHhokXTTBNRsl7fb5vgCAEBgRHuh58M0Vqypjx88dOKH2nv4AqwGQzvwOD/dLusLM3jHWi2Z2i6TzJP3c5/sCAFJcJOJU1zTcOU148M/yucVaVOGtgj4Qcdpa1xJwRQDSld/h4fOSDkj6sZndq+jEaDP7i+j5tyTtlfQVn+8LAEhxR9t61N3vjVotystWcT77lPrFzPTauN6H7fta1NPPCGEA/vM1PDjnTki6UtLjkt4h6Vp5S3nfGT3fKuka59xE8yIAAGmmjsnSSXXWgjLNKc6TJPX0R/R0Q2vAFQFIR75/7eOcOyDpKjM7T17PwxxJpyRtc87t8Pt+AIBwGLHSEpOlfZcV7X345fOHJUlP1DbrshVzlZ1lAVcGIJ0krc/YOfeivD0dAABgsvQkjLVPQyIuqJml3+9sVHvvgNp6BvTy4VM6f/Esn6sDkMmSsrWnmS0xsw1mdpGZsSsNAGDUBnGEh2TIzc7Sxctnx8631rFsKwB/+RYezGyumf2LmR2VVC9pu6SnJO0zsyNm9k9mNvvMrQAA0lXtiJWW2F06WS5eOjs2VOngiW4daO0KuCIA6cSX8GBmqyQ9I+mjkubJ2wSuSdLx6HG1pL+W9IyZLffjngCA8DjV1R/b+TgnyzSrKDfgitJXaUGuzl80PFSJ3gcAfpp2eDCzLEk/klQj6Q+SXiepxDk33zlXLalU3qpLj0paKumH070nACBc6pqHhyzNLclXljGJN5kuWzEndvzy4VM61c2mcQD84UfPw7WSNki6T94yrA875/qGXnTO9Trnfi9ps6SfSdpoZq/34b4AgJCoZZnWGbVgVqGWzimWJEWctL2eTeMA+MOP8PDHknolfcQ558a7KPraX0jql3SjD/cFAIQEKy3NvPjeh6caWtk0DoAv/AgP6yU94Zw7PtGFzrkmeRvIrffhvgCAkKgbMVma8DATzlpQFptb0tU3qPuj+z8AwHT4ER4WS3plEte/ImmJD/cFAITEiJ4HNoibEVlmunT5cO/D9x5v0BkGCABAQvwID2WSTk7i+pPyJlEDADJA78BgbLlQM2/CNGbGhiWzlZft/arf3diuJ+uY+wBgevwID3nylmNNVCT6HgBABjjQ0qXBiPeN98JZhcrLScr+pBhDYV62LqwZXrb1e080BFcMgLTg17/g9IMCAMYUP2RpRWVJgJVkpstWzI0dP7SrUftbOs9wNQCcmV/h4TNmNpjIj6S/9+meAIAQiF+mlfAw8ypL87V6nvff3TnpB1v3B1wRgDDzKzzYJH8AABmi7vjwN90rqwgPQYjvfbjvmYPq6B0IsBoAYTbt8OCcy5rCT7YfxQMAUt/InofiACvJXCurSmL/7Tt6B/TzHYcCrghAWDFrDQCQNJGIGxEeVs1jsb0gZJnpfZctjZ3/YGuDIhGmKwKYPMIDACAp7tl+QF/fUqfu6M7GxXnZ+t3LxwKuKnO9ff0ilebnSJLqmzv16N4J93YFgNMQHgAASdPU3hM7riorCLASFOfn6E9eszh2ftfWhuCKARBahAcAQNI0tfXGjqtK2RwuaO+5dIksumzJlt3Hta+ZZVsBTA7hAQCQNE3tceGBnofALZlTrM1rqmLnP6D3AcAkER4AAEkzYtgSPQ8p4X2blsaOf7bjkNp7+oMrBkDoEB4AAEnhnBvZ80B4SAmXr5wb22+jo3dA9z59MOCKAIQJ4QEAkBSnuvvVNxCRJBXmZqskutIPgmVmev+mZbHz7z/RoIHBSIAVAQgTwgMAIClGznfIlw3N1EXg3r5+oeYU50mSDp/s1m9YQhdAgggPAICkaGqLn+/AZOlUUpCbrXdfsiR2/p3H6uUcm8YBmBjhAQCQFMx3SG03X7pE+TnenwEvHjqlp/a1BlwRgDAgPAAAkqIxrudhHsu0ppy5Jfl6+/pFsfNvP1YfYDUAwiKU4cHMFpnZ98zsiJn1mlmDmX3JzCpmsh0z+66ZuejPyql9GgBIP6y0FA5/fvnwxOnf72xSbVN7gNUACIPQLX1hZiskbZVUJel+SbskXSzpo5KuM7NNzrmWZLdjZm+W9H5JHZJKpvWhACDNNLb1qje60lJBbpZKC0L36yYjrKwq0drqUu065oWGj/30Rf3JhsW6aWPNtNq9Z/uB056bbpsAUkMYex6+Lu8P/tudczc45z7unNss6YuS1kj6h2S3Y2aVkr4t6V5JO6b+UQAgPe2N+wa7qrSAlZZS2NVxO06/cPCkmuN6jABgtFCFBzNbLulaSQ2Svjbq5U9L6pR0s5kVJ7mdb0Ufb0u0dgDIJHsbO2LHDFlKbYtnF2lVdNM4J+mR3U3BFgQgpYUqPEjaHH180Dk3Ykcb51y7pCckFUm6JFntmNn7JN0g6cOJDI8CgEw0sueB8JDqrlkb1/tw6KQamjsDrAZAKgvbINQ10cc947y+V16PwmpJD/ndjpktkfRlST90zv0qwZpPY2bjDXVaO9U2ASCVjOh5YKWllDDWPIQhNXOKtbKyRLXHOxRx0tceqdU/veP8GawOQFiEreehPPp4apzXh56f5Xc7ZpYl6QfyJkjfPkH7AJCxnHPa3UjPQ9hsjut9+MVzh+l9ADCmsIWHiQzNyJvuNpljtfNXkq6U9EHn3InpNO6cu2isH3krPgFAqB091aP2ngFJ3kpL5YW5AVeERCydW6zlc72pfoMRp3/87c6AKwKQisIWHoZ6BMrHeb1s1HW+tGNmq+StvvR959xvEqgTADLW7mPDvQ7zylhpKUzecHZ17PiBVxq1ta45wGoApKKwhYfd0cfV47y+Kvo43lyGqbZztqR8SbfEbQrnzMzJ642QpL3R526Y4N4AkNbihyyxs3S4LJ5dpAsXD4/8/dx/7tRgZLqd+QDSSdgmTD8SfbzWzLLiV0oys1JJmyR1S9rmczsNkr47TltvlFQt6aeS2qLXAkDGiu95qCY8hM61Z1dr17F2dfcPaufRNt33zEG962I2eAPgCVXPg3OuTtKDkpbq9D0W7pBULOlu51ynJJlZrpmtje4mPeV2nHPPO+c+MNaPhnsxPhF97nm/Pi8AhNHoYUsIl/LCXP33q4Z/bX7hgd1q6+kPsCIAqSRU4SHqVklNku40s1+Z2T+a2cPyJjTvkfTJuGsXStqpsZdtnUw7AIAEDAxGVHt8eJlWeh7C6YNXLNeCcu9/u5bOPn3uP14NuCIAqSJsw5bknKszsw2SPivpOknXSzoq6U5JdzjnWmeyHQDAsIaWTvUNeCNBywpyVJiXHXBFmIrCvGx96k1n6dYfPStJ+umOQ3rdWfNGTKj2w3h7T9y0kWFSQKoKXXiQJOfcQUm3JHBdg4aXXZ1yOxPc46rpvB8A0snuY8O9DgxZCrfrz52vt5y/QP/+whFJ0t/94iWtr6lQJft2ABktjMOWAAApavexttgxQ5bC73NvPSf2v2NrZ5/+7hcvyjlWXwIyGeEBAOCbXfGTpcsJD2FXXpSrf3rHebHz3+9s0rcfqw+wIgBBC+WwJQBAatrDHg9p54pVlXrvpUv0gyf3S5L+z292aVFFka4/d/6k2hlvfgOAcKHnAQDgi66+Ae1v7ZIkZZlUxdj4tPGJN67TxUtnx87/6t7n9eyBEwFWBCAohAcAgC9qmzo0NBx+6dxi5WbzKyZd5Odk619vvkjL5hZLknoHIvrAD55RbVPHBO8EkG74lx0A4Iv4+Q5r5pUGWAmSoaI4T99/32s0uzhPkjeB+h3f3KoXD50MuDIAM4nwAADwRfzO0muqCQ/paOncYn37PRtUFN2/40RXv971rW3aWtcccGUAZgrhAQDgi/jJ0msJD2nroiUV+tEHNmpWUa4kqbNvUO/73tP6+Y5DAVcGYCYQHgAAvth5dDg8rGbYUlq7sKZC9/23SzWvzJsU3zcY0f/46Qv61K9eUu/AYMDVAUgmwgMAYNqa2nvU3NErSSrKy9aSOcUBV4RkWz2vVD/78GVaVVUSe+6H2w7oT/51m0529QVYGYBkIjwAAKbt1SPDO0uvrS5VdpYFWA1myuLZRfrVbZv0pvOG93x44eBJffWRWlZiAtIU4QEAMG2vHh0OD2ctKAuwEsy04vwcfeVdF+p/vemsWGjs6hvU95/Ypz/sbpIbWr8XQFogPAAApi2+5+Gs+eUBVoIgmJn+/PJl+vEHL1FldHNAJ+mBVxv1k6cPqn8wEmyBAHxDeAAATBs9D5Cki5fN1q8/crmWzCmKPffS4VP67uP71NE7EGBlAPxCeAAATEtX34D2NXdKkrKMDeIyXVVZgT5w+XJtXDY79tyB1i598w91sUn1AMKL8AAAmJZdx9o1NKx9eWWJCqMbiCFzZWeZ3nL+Ar3x3Pkamjrf2tmn7z6+Tyc6WYkJCDPCAwBgWkbOd2DIEjxmpk0r5+rPNi5RbrYXIU519+u7T+xTW3d/wNUBmCrCAwBgWpjvgDM5a0GZbr5kqXKiKzG1dvbpu08wBwIIq5ygCwAAhBs9D+nnnu0HTnvupo01U25vZVWJ3nVxjX60fb8iTjre3qsfbduvD1yxnD1BgJCh5wEAMGWDEaddx4bDwzrCA8axbn6Z/mTD4tgciP2tXXrglWOB1gRg8ggPAIAp29fcqZ5+bw3/qtL82Br/wFjOWzRL155dHTt/vLZZLx8+FWBFACaL8AAAmDLmO2CyXrtqrtZVDy/n+/NnD6m5nSVcgbAgPAAApoz5DpgsM9ONFy1WRVGuJKl3IKJ7nzmowYgLuDIAiSA8AACmjJ4HTEVhXrb+bOOS2ApMh092a1t9S8BVAUgE4QEAMCXOOb16ZHi8Oj0PmIwFswq1eW1V7Py/Xm3UiS42kANSHeEBADAlR0/1qLnD+2OvJD9HS+cUB1wRwubyVXM1r8ybZN83GNG/P39EzjF8CUhlhAcAwJS8eOhk7PichWXKYr1+TFJOVpbedsHC2PKtuxvb9RKrLwEpjfAAAJiSFw8N/5F33qJZAVaCMKuZU6yLl82Onf/mpaPq7hsMsCIAZ0J4AABMycjwUB5gJQi7N5xdrdL8HElSW8+Avr91X8AVARgP4QEAMGnOuRHDls5bSM8Dpq4gN1ub1w1Pnv7GljqdZPI0kJJygi4AABA++1u61NYzIEmaVZSrxbMLA64IyXbP9gNjPn/Txhpf2t+wZLaeqG1Wc0ef2nsG9PUtdfrE9et8aRuAf+h5AABM2otxk1rPXVguMyZLY3qys0zXnlUdO79ra4MOn+wOsCIAYyE8AAAm7cWDw0OWzmeyNHxy9oIyLarwerH6BiL6lwf3BFwRgNEIDwCASRvR88BkafjEzHTd2cO9D7987pD2t3QGWBGA0ZjzAACYlMGI08tx4YGeB/hpeWWJLl85V4/XNivipG/+oV7/+PZzx5xz4dd8CwCJo+cBADAp9cc71BVdh7+yND+2QzDgl9uuXhk7/vmOQzp2qifAagDEIzwAACblhUPxvQ5Mlob/Llk+W+trvB6tvsGIvvNYfcAVARhCeAAATMpLcfs7nMv+DkgCMxvR+/Cj7QfU1TsQYEUAhjDnAQAwKfE9D+ct9iZLj7cHANJfsv6337y2SmurS7XrWLu6+we1tb5Fr1s3Lyn3ApA4eh4AAAnrG4jo1aNtsfNzF7LSEpJjdO/D1rpm9Q4MBlgRAInwAACYhFeOnFLfQESSVDO7SHNLmCyN5Ln+3PlaOqdIktTTH9FzB05O8A4AyUZ4AAAkbMf+E7Hji5ZUBFgJMkF2lumWTcti50/UNiviXIAVASA8AAAS9uwBwgNm1o0XLVJpgTdFs6WzT3uOtQdcEZDZCA8AgIQ45/RMA+EBM6s4P0fvunh4M7gn6poDrAYA4QEAkJBDJ7rV1N4rSSrJz9HqeaUBV4RM8d7Lliorup1I3fFOHT3VHWxBQAYjPAAAEhI/ZOnCmlnKzmJzOMyMhbMKddaC4ZW9tta2BFgNkNnY5wEAkJD4ydLraxiyhOQZa++Iy1fM0cuHvT1Gnj90Um84p3qmywIgeh4AAAlipSUEafHsIi2qKJQkDUacnmloDbgiIDMRHgAAE+rsHdDO6OZwZtIFNbMCrgiZxsx06fI5sfPt+1o1MBgJsCIgMxEeAAATev7gSUWiy+uvmVeqsoLcYAtCRjp3YbmK87IlSae6+/X7nY0BVwRkHsIDAGBCDFlCKsjJztJrls2Ond+1tSG4YoAMRXgAAEyI8IBUsXHZnNiyrdvqW7WbTeOAGUV4AACcUSTi2FkaKaO8MFdnzS+Lnd/9ZENgtQCZiPAAADijV4+2qb1nQJI0tyRfNbOLAq4Ime7SFXNjx7949rBOdfcHWA2QWdjnAQBwRtvqhzfkumT5bJmxORyCtXROkarLCnSsrUfd/YP6xC9e0qaVXqC4aWNNwNUB6Y2eBwDAGT1ZNxweLov7xhcIipnpkrhlW7fVtyjiXIAVAZmD8AAAGNfAYERP7RvejOvSFXPOcDUwcy5YPEsFud6fMS2dfdrb2BFwRUBmIDwAAMb18pE2tfd68x2qywq0dA7zHZAa8nKytGHJ8LKt8cPrACQP4QEAMK5vbKmLHc8vL9CPnzoYYDXASBuXzdbQDJw9je1q6egNtB4gExAeAADjqj8+PBRkeWVxgJUAp5tTkq/V80olSU70PgAzgfAAABhT30BE+1u6YufL55YEWA0wtvh5ODsOnFBX30CA1QDpj/AAABjTi4dOqm8wIkmqKMpVRXFewBUBp1tZVaI50f/b7OmP6JfPHQ64IiC9ER4AAGOKX6J1eSW9DkhNWaOWbb176345lm0FkobwAAAY05Nx48eXz2W+A1LX+poK5WV7f9LsbmzX9rjlhQH4i/AAADhNT/+gduw/ETun5wGprDAvWxfUzIqd/2BrQ3DFAGkulOHBzBaZ2ffM7IiZ9ZpZg5l9ycwqktWOma0ys781s4fN7KCZ9ZlZo5ndb2ZX+/fpACB4T+1rVe+AN99hbkmeygtzA64IOLNL44YuPfhqo46c7A6wGiB9hS48mNkKSTsk3SLpKUlflFQv6aOSnjSzhLY/nUI7n5P0fyXNk/QbSf8s6QlJb5T0sJndPr1PBgCp45HdTbHjNdGlMIFUNq+sIDa8bjDidM/2AwFXBKSn0IUHSV+XVCXpdufcDc65jzvnNsv743+NpH9IUju/k7TeOXe2c+6/Oef+zjn3dknXSOqX9E9mNn/6Hw8Agrdl9/HY8epqwgPCIX7i9I+fOqCe/sEAqwHSU6jCg5ktl3StpAZJXxv18qcldUq62czOOLNvKu045+5yzj03ui3n3B8kbZGUJ+myxD8NAKSmfc2d2tfcKUnKzTYtm8NkaYTDuvllWlBeIElq6ezTb146GnBFQPoJVXiQtDn6+KBzLhL/gnOuXd4woiJJl8xQO0P6o48J7UxjZjvG+pG0NsH7AUDSbIkbsrSyskQ52WH7VYFMlZ1l+rNLlsTOmTgN+C8n6AImaU30cc84r++V16OwWtJDM9COzGyJvKFLXZIePdO1ABAGj0wwZImx5Ehl73zNYn35ob3qG4johUOn9PzBk7pg8ayJ3wggIWH7Oqk8+nhqnNeHnp/oXwlf2jGzfEk/kpQv6TPOuRNnun6Ic+6isX4k7Urk/QCQLF19A9oWt78Dk6URNnNK8vXm8xbEzu+m9wHwVdjCw0Qs+jjdrSUnbMfMsiX9m6RNku6V9IVp3hMAAvdkXYv6oku0rplXqllFeQFXBEzeey8bHrr0ny8eVXNHb4DVAOklbOFhqEegfJzXy0Zdl5R2osHhh5LeIek+Se92zk03sABA4OKXaL1qbWWAlQBTd96iWbGhSn2DEf3kKYbaAX4JW3jYHX1cPc7rq6KP481lmHY7ZpYj6ceS3inpHkk3OecSmigNAKnMOadHdg3Pd7h6TVWA1QDT877LlsaOf7jtgAYGI+NfDCBhYQsPj0QfrzWzEbWbWam8IUTdkrYlox0zy5P0M3k9DndLutk5xyLSANLCrmPtOhzdlbc0P0cXLakIuCJg6v7o3GrNLfGG3R1r69GvWbYV8EWowoNzrk7Sg5KWSrpt1Mt3SCqWdLdzrlOSzCzXzNZGd5OecjvRtvIl/VLSWyV9V9Ito5d5BYAwi18T/6q1VcpliVaEWH5Otv5s4/Dch29sqRMjjIHpC9tSrZJ0q6Stku40s2sk7ZS0UdLV8oYZfTLu2oXR1/fLCwpTbUeSvinpeknNkg5L+nszG3WJtjjntkz9owFAMJxzI76ZfeO51QFWA/jjfZct1bcfq1dX36B2HWvXw7uadM26eUGXBYRa6MKDc67OzDZI+qyk6+T9QX9U0p2S7nDOtSapnWXRx7mS/v4MTW9J8KMAQMrY3diu+uNeZ2tRXrauYr4DQmr0PiTrayr0eG2zJOmrj9Rq89oqjfHlH4AEhS48SJJz7qCkWxK4rkHDy65OuZ3otVclWB4AhM5vXhzuddi8tkoFudkBVgP4Z9PKuXqyrkWDzum5Aye1rb5Vl66YE3RZQGgxoBUAMtzpQ5bmB1gN4K/ywlytXzK85+vXt9QGWA0QfoQHAMhwexo7VBcdslSYy5AlpJ/XrqpUVnQcwmN7m/X8wZPBFgSEGOEBADJcfK/D5nVVKsxjyBLSy5ySfL3pvAWx839+cPcZrgZwJoQHAMhw8Uu0Xn8OQ5aQnm6/ZtWI3oet0UnUACaH8AAAGWzXsTbVNnVIkgpys3T12sqAKwKSY2VViW68aFHs/P89sJt9H4ApIDwAQAa77+lDseNr1s1TUV4oF+EDEvLR161WXo73p88LB0/qgVcaA64ICB9+SwBAhuobiOiXzw2Hh8qS/NPWyAfSycJZhbr5kiX67uP7JElfeHC3Xn/WPGVnse8DkCh6HgAgQ/1+Z6NOdPVL8pazXFlVEnBFQPLdetUKleR7353WNnXovmcOBlwREC6EBwDIUPc+PfxH00VLKpTFrrvIAHNK8vXBK5bHzj//u1060dkXYEVAuBAeACADHTnZrUf3Ho+dr6+pCLAaYGZ96LXLtaiiUJJ0oqtfn3+ApVuBRDHnAQAy0M93HNLQQjObVs7R7OK8YAsCkmz0fJ6r11Tp37btlyT95OkD+tPXLNYFi2eN9VYAceh5AIAME4k43bdjeMjSn2xYHGA1QDDWzS/TNWu93dSdkz71q5c0GGHpVmAihAcAyDCP1zbrYGu3JKmsIEdvOLs64IqAYHzmLWcrP7p068uH2/T9J/YFXBGQ+ggPAJBhvv1Yfez47esXqSA3O8BqgOAsnl2k265eGTv//AO7tetYW4AVAamP8AAAGeTVI216bG+zJCnLpPdvWhZwRUCwPnzlCp2zsEySt/fJX/7kefX0DwZcFZC6CA8AkEHiex3+6Jz5qplTFGA1QPDycrL0pT+9UAW53p9Eu461659YfQkYF+EBADLEkZPd+o8XjsTOP/Ta5We4GsgcK6tK9Mnr18XOv/v4Pj2yuynAioDURXgAgAxx19YGDURXk7l42Wydz7KUQMy7L1miq9dUxs5v//Fzqm3qCLAiIDWxzwMAZIC2nv4R69x/6Ap6HYB4ZqbP33i+3vLVx3X0VI/aewb0gR88rV/dtkmzisbeB2X03hGSdNPGmmSXCgSKngcAyADfebReHb0DkqQVlcXaHF3fHsCwytJ8ffs9G1QYXYGsoaVLt/7oWfUPRgKuDEgdhAcASHONbT369mPD69ffetVKZWVZgBUBqeucheX64p+eHzvfWteij/30BTaQA6IIDwCQ5r70+z3qji49uW5+mW64cGHAFQGp7bpz5utj166Ond///BH9z5+9qAgBAmDOAwAkU9Bjor/0X3v0k6cOxs4vWTZb2fQ6ABO67eqVOtbWox9u8/5/+OfPHtL/b+/O46Oq7/2Pvz6zZA8EQghL2GWtikJBCtYNtdqfS92u3Fpvl1/7+9n2tra2t9uvi13sr+2tta1X2l673y7aH2631qJFRXGrnDnmNwAAHM9JREFUC1BQwk4gQAKEANknmZnv749zMiYxgYEkM5nk/Xw8zuMw3znnzHfmQ2bO55zvEg4a377mDN25kyFNdx5ERAaxx9+opv1a6WmjC5heWpjW+ohkCjPjG1edzrIFExJl971SyWdX/EN9IGRIU/IgIjJIPb+9hvLq+sTjy942Jo21Eck8gYB3p+H6+WWJsgfX7uNDv34lMQCByFCj5EFEZBCqb2njcys2JB6fNaGIcUW5aayRSGYKBIzvXndmpzsQa7bVcOPPXqSupS2NNRNJD/V5EBFJse76QUDf9oX49mPl7DvaDEBuOMjlp+uug8ipCgaM/3vtGYwZnsMPV20D4I39deypbeKmhROZWJyf5hqKpI7uPIiIDDKrtxzkjx06SV911jgKc8JprJFI5jMzPnXxDL5z7RmJQQfqW6Lcu2YXL++qTXPtRFJHyYOIyCByrKmNLzywMfH49HHDOHP88DTWSGRwWbZwIr/54EKK8ryEPOYcD6/fx4Nr9xJVR2oZApQ8iIgMEq3ROLf87jWq61oAKM7P4qqzxmOmYSVF+tK500fx5389l7HDcxJlr+4+wr1rdlJ9rCWNNRPpf+rzICIyCDjn+MIDG3hx5+FE2bevPYPDDa1prJXIwNabeVgmjMzjf583jYfX72N95VEAKo80c8Xdz7H8pnksnDKyT+sqMlDozoOIyCBw16ptPLhuX+Lxv71rJu/S0Kwi/SorFOCG+WX8jzPG0j5vXE1DhPfe+xK/fbEC5zQjtQw+Sh5ERDKYc467n9zGj5/clihbtmACH7tgWhprJTJ0mBlLThvFh5ZMIT8rCEA07vjqI2/w2f+3gZa2WJprKNK3lDyIiGSoSDTGZ/70D+7829ZE2Tunj+Kb7zld/RxEUmxqSQEfv/A0zugwQMEDa/dyw09fTAybLDIYqM+DiEgGqqxt4rY/reeViiOJssXTill+0zzCweNfF+ppngkR6d3fR1FeFtfPLyMcDLB2j/e3uXHfMS75wTP888KJTCsp6LR9X87tIpIquvMgIpJBmlqj3PnEFpb+4JlOicOyBRP4zYcWaj4HkTQLBwNcN288V80dl+gH0dQa41fP7+L57TXqByEZT3ceREQywJbqeh5Zv48Vr+3lYH0kUW4GX7x8Fh9551Q1VRIZIMyMRVOLKR2Wwx9f3kNDJErcwV82VnGoPsKVc8clJpoTyTRKHkRE0sQ5RzTuaI3GaYvF2X6wgebWGM1tMRoibew42Eh5dR0b9h5j+8GGt+x/ZtlwvnblHOZP0pCQIgPRlFH5fPzC0/jD33dTecTr9/ByRS2HGyO8d+GkNNdO5NQoeRAR6QeNkSibqup4paKWmvoItU2tNEaiNLbGaGqN0eYnDB0bMHzv8S1JHbukMJvPvWsm180rI+BfvVQ/BpGBaXhumA+/cyoPrN3Lhr3HANhxqJGfPLOdi2aPZsqo/E7b92buCZFUUPIgItIHWqNxXthRw5ptNbxSUcsb++uIxfuubXNOOMDFs0u5+qzxnDdjFNmhYJ8dW0T6VzgY4Ma3T2B0YTaryg8CUNPQynvueZ6fvm8+75hWnOYaiiRPyYOIyClqi8V5evNB/ryhitWbD1IfiZ70MUIBIxwMEA4aowqyyQkHycsKkpsVZHxRLrPHDmPWmEJOHz+c/Gx9ZYtkKjPjolmljCrIZsVre4nGHcea27j5F3/njmtO58YFursgmUG/RCIiJ2lXTSP3vbyHB9buo6Yh0u02ZjBjdCHZ4QAlBdmMKsimICdEflaIvKwg2aEAoWCgU6dJNU0QGfzOLCtiRF4Wv3tpN/WRKNG44/MPbGTHoUY+f9msdFdP5ISUPIjIkJRsH4H2E3rnHC/trOUXz+3kyc0H6W60xRF5YeaMHcZpowuYODKf3KzeNy1S+2eRwWfCyDw+esE0/ryhivKqOgD+89md7DzUyJLTitUsUQY0JQ8iIsfhnONvmw5w91Pb2bjv2FueLx2WzXXzyrjizHGs23NEw6WKSFKK8rJYccs7uPW+9awqPwDAqvIDvLH/GDcvmkRRXlaaayjSPSUPIiLdcM6xqaqOd/94d+LKYEdLZ43mpkUTOW96CSF/Ruf1lUdTXU0RyWD52SF+dvN8vrdyMz97dicAVcda+MnqHbxv0SQmjMxLcw1F3krJg4hIF7tqGln5elViXPZ22aEA188v40PnTmFaSUGaaicig0kwYHzx3bOZVlLAlx7aSDTuqI9EuXfNTq6bX8bcsqJ0V1GkEyUPIiK+ww0R/rKxis3V9Z3Kc8IBbl40iY+cN5XRhTlpqp2IDDZd+zR9YPFkfv/3PTS3xYjGHfe/UkllbRPXzy8jKxRIUy1FOlPyICJDXlsszjNbD/Hs1kNEO8zNEAwYH1g8mY9eMI1RBdlprKGIDAVTSwr42AXT+M2LuxMjub2w4zD/9LMXueemeYwvyk1zDUVAaayIDFnOOcqr6vjhqq08tflgInEw4OwJRdx28Qy+csUcJQ4ikjLFBdl89PxpzBk7LFG2vvIol//wWR5atxfX3VBvIimkOw8iMiQdbojw6IYqthzo3ESpbEQuV80dR9kIdVQUkfTIzQpy0zkTeX57DSvfqCbuoK4lyqfv/wcrX6/mjmvO0EUNSRslDyIypERjce5ds4sfPbmtUxOl3HCQy942hvmTRxDoMNxqsvNBiIj0JTPj3OklTBiZx2OvV1FZ6w3g8PgbB/j7rlo+c+lM3rtwYqeJJnui+WKkL6nZkogMGZur67hm+Qt8d+XmTk2UFkweyWcumcGCKSM7JQ4iIuk2qTiflbeex00dTvaPNrXxlYdf54q7n+PFHYfTWDsZinTnQUQGvdZonHue3s7y1dtpi715t2Hc8ByuPmu8xlIXkQEtPzvEHdecwWWnj+GLD25krz+MdHlVHf9870ssnlbMrUunc87U4jTXVIYCJQ8iMqht2HuUz63Y0Gn41axggAtnlnDu9JKkbvmLiAwE75xewqrbzufeZ3eyfPUOmttigDci0ws7DrNw8kg+sGQyl8wpJRxU4xLpH0oeRGRQam6Ncdeqrfx8zU46dG1g4sg8rj17PKOHDbz5GtS/QkROJCcc5BNLp3Pd/DJ+8LetPLRuHzH/S+7lilperqildFg2yxZM5OqzxjFVE1pKH1PyICKDzppth/jSQxsTHQwBwkHj0jljeMe0YvVrEJGMN64ol+/fMJdPXHQay5/ewQNr9yb6ch2oi/CjJ7fxoye3MWfsMCaMzOPM8cMZkZ+V5lrLYKDkQUQGjdrGVr716CYeXLevU/nUUflcc/Z4ijW0oYgMMpOK8/nu9WfyqUum88e/7+EPL1cmJpgD2FRVx6aqOh5/o5oJI3I5Y/xw5owbnsYaS6ZT8iAiGc85x8Pr9/HNR8upbWxNlA/PDXPx7NHMmzgC090GERnExg7P5bZLZ/KvF03niU3V/Pf6/azecojWWDyxTeWRZiqPNPPY69X89z/2cfHsUi6ZU8rcsiIC6v8lSVLyICIZbcPeo3zr0XJerqjtVH7l3HF89Yo5/G3TgTTVrP+ob4SI9GTFa3sBuGDmaBZNLWZTVR0b9x5j28H6Tv2/th5oYOuBBpav3kFBdohZYwq55fxpLDltFLlZwTTVXjKBkgcRyUiVtU3ctWorD67t3ERpfFEu33zP27hoVmmaaiYiMjDkhIPMmziCeRNH0BSJ8kZVHZv217HjUEOnSTIbIlFe3X2ED//2VXLCAc49rYRL5ozmolmllBSquad0puRBRDLKrppGlj+9nYfW7ev04xcKGO9fPJnbLplBfra+2kREOsrLDrFg8kgWTB5JazTO9oP1lFfVs7m6jsbWWGK7lrY4q8oPsKr8AGYbOWtCEZfMKeWS2aWcNrpATUBFyYOIDHzRWJxnth7ijy9X8tTmA51uvQNcMqeUL14+S0MSiogkISsUYM44r+N03Dkqa5sor6pn/7Fmth9sSGznHKzbc5R1e47yvZVbmFScx8WzS7l4dikLJo8gpLkkhiRzzp14K0kJM3tt3rx581577bV0V0UGmJ7auL/3nIlJbdvddu3bxp0jGnOJccKdczjwFucIBoyb3zGJrGAgqStOJ/P6x9MajfNKRS2ryg/w143VVNe1vGWbKaPyWTprtJIGEZE+UtMQYXNVHeXV9VTUNNLTWWJuOMjMMYXMGlPIjNJCcsLBU/qul/SZP38+a9euXeucm38y++nOg0gGc87R2BrjaFMrR5vaONLUyoa9R2lqjdHUGqW5NUZTa4xnth70y2I0RqKJf9c1t3UaiaMn3/pLOcGAkZcV9JcQhTkhivKyGJkXZkR+FiPyshiRn8Wm/XWJ7fKzQuSdoOOdc45jzW3sO9rMnsNNbNx3jI37jrF+z1HqI9Fu9zlvRgmzSguZPCr/lD43ERHp3qiCbM6dXsK500toikTZcqCeptYYq7cc7NS8qbktxvrKo6yvPErQjKkl+UTjcZbOLmV8UW4a34H0t4y882BmZcA3gMuAYqAKeBj4unPuSH8ex8wWA18GFgE5wHbgl8DdzrlYd/ucRH1050EAaGmLcag+wsH6CIfqW3hsYzX1LVEaIm3+Okp9i5ccJHPyn24F2SGG5YQIhwKEgwEC5rWrbW6L0dASpbntxH86xflZXP/2MpYtmMiUUfkacUhEJEXee85EItEYL+2sZdUmrz9E1bG33g1uN3VUvte/YspIFk4eyYSRueorMQANmTsPZjYNeAEYDTwCbAYWArcCl5nZEufc4f44jpldDTwAtAD3A7XAlcBdwBLghr54jzI4xeKO2sZWDtVHONQQ8ZODFu+xnyjU+P/u6Yp7fwkHjYAZZmB4awADYn6zpmjXjgYnoSHiJTwnq2xELhfPLuWiWd6Qg1khta8VEUmH7FCQ82eUcP6MEr5x9du484mtlFfVUV5dx/6jnROJnTWN7Kxp5P5XKwEoHZbNgskjmVtWxIwxhcwoLWDMsBwlFBkq45IHYDneCf8nnXN3txea2Q+ATwN3ALf09XHMbBhwLxADLnDOveqXfwV4CrjezJY55+7r3duTnvRVW/q+1Nwa40hTK0c6NBta+Xo1DS1R6iNRb93SRn0kSmMk+paOvn0hHDTyskLkhoOJ5kK5fnOhvKwgueEgF88p9ZoRZYcSzY7ys4L8ZUMV4VCAQBJf4NF4nLaoIxL17nZE2uI0tkZpinhNpBr9plJe06g3/93UeuL3nZcVZOzwHAJmjBmew/iiXMpG5DEiL4yZcd6Mkj76tEREpLfMjHFFuYwrymXp7FKONrWyudobuWnHocZEH7p2B+oiPLqhikc3VCXKCnNCzCwtZHppIZOK8ygdlk1pYQ6jh2UzelgOhdmhk04uBuJ5wmCUUcmDmU0FLgUqgHu6PP014H8BN5vZZ5xzjX18nOuBEuC37YkDgHOuxcy+DDwJfBQYUsmDcw7noC0epy3maIvGaYvFaY35j2NxWv2yxONY3N/O+eVxYnFHW9wRi8WJxr3Ou9F4e0feOHEHb+yvI2B4V8fNMOBYcxvBAP5VcyNoEAwYwUAgUe499pcOjwNm/uu8+ZptMUc05jWnaYz4J8SRN0+MvQShjaN+wtDS1j9NhkIBo6Qwm9GF2ZQUZnOsuY2C7DCFOV5fg8LsEAU5YQqyQ0ldjX/3GWO7Lc8OJz8RUCgQIJTFSU8e5JzjirnjqGtu82MaJ+YcueEgOX7CU+D/SKgpkohI5inKy2LR1GIWTS2mLRZn75FmKg43UlHTyJ7aJiLRt/5W1rd4c0u8urv71uY54QAj8rLI9S+CJS6MhYNkhwOJ3/OQf+c8FDC2H2zAzHsc8M8Bahoiid/9kP/bHwp2Pid48xiBTtt2PH8IBYxAl2Mk/h0IEAx2OF6HbTvuP1jutGRU8gBc5K+fcM51+p/onKs3s+fxkoJFeCfzfXmc9n1WdnO8Z4EmYLGZZTvnIsm+oXTbfrCBZf/5EuCIO4j7yUDcOfDXcQfOf/7NMn9EnjR3mXkiw2YPzg0HKcwJUZATYlhOmAWTR1DiJwglBTmJhGF4bphA4M0vmUw+qTYzhueGGZ4bTndVRESkn4WDAaaMymfKqHyY6TXZPXtiEa/tPsKWA/Vsra5ny4F66luO35S1pS1+3H4VyXpq88FeH6OvmPFmQpFIXLy7/zcuKOPf3jUr3VVMSqYlDzP99dYent+Gd9I/g+MnD6dynB73cc5FzWwX8DZgKlB+nNfGzHrqET23vLyc+fNPqt9Kr0SicbYdqE/Z6w02ZvaWqxTRmOtwd4PEXY5AwGjB6zBzyN+/Mj8rqdepbWztVT3v7OF1envc3r5+Vz3Vp7v9U1V3EZGhrrffwSO77J8FDIvFaWmLE4nGEnf922Jea4C2mCMTB/Tpjf0F2dw3PCelr1leXg4w+WT3y7TkYbi/PtbD8+3lRf1wnL567eOJNTc3H1u7dm1FL47RUXsKu7mPjid9rMJb9XucKvrrwCl6/d7u3wf0t5QZFKfMoDhlhkScKnp5oN7uPxRUHfCG/DwFvfl7mgzUnexOmZY8nEh7O4/epquncpyk9znZIbFOVfsdjlS9npwaxWngU4wyg+KUGRSnzKA4ZYZ0xCnTxj1sv7o/vIfnh3XZri+P01evLSIiIiKSkTItedjir2f08Px0f91TX4beHKfHfcwsBEwBosDOE7y2iIiIiEhGyrTk4Wl/famZdaq7mRXiTdTWDLzUD8d5yl9f1s3xzgPygBcyaaQlEREREZGTkVHJg3NuB/AEXgePj3d5+utAPt48DI0AZhY2s1n+bNKnfBzfCqAGWGZmb28vNLMc4Fv+w5+c8psTERERERngMrHD9MeAF4Afm9lSvGFRzwEuxGtm9H86bDvef343bx2K6mSOg3Ouzsw+gpdErDaz+4Ba4Cq8YVxXAPf32bsUERERERlgLBPH0TWzCcA38JoQFeONbvUw8HXnXG2H7SYDu4DdzrnJp3qcLvsswUss3gHkANuBXwI/ds7F+uQNioiIiIgMQBmZPIiIiIiISOplVJ8HERERERFJHyUPIiIiIiKSFCUPIiIiIiKSFCUPIiIiIiKSFCUPIiIiIiKSFCUPIiIiIiKSFCUPg4yZTTezz5vZU2ZWaWatZnbAzB4xswtPsO/7zexlM2sws2NmttrMrkhV3YcSf/bzW83sV2a23o+TM7MPJ7Gv4pQiZlZmZr80s/1mFjGzCjP7oZmNSHfdhhozu97M7jazNWZW5/+9/O4E+yw2s8fMrNbMmsxsg5l9ysyCqar3UGJmxWb2YTN7yMy2m1mz/x31nJn9TzPr9pxDcUo9M/uumT3pnyc0+5/9OjP7mpkV97CP4pRmZnaz/93X4/lCKuKkeR4GGX/m6xuBTcBzeLNgz8SbCTsI3Oqc+3E3+30f+AywF2+27CxgGTAS+IRz7j9S8gaGCDMrAo74Dw8ArcAE4CPOuZ8fZz/FKUXMbBreLPSjgUeAzcBCvFnotwBLnHOH01fDocXM1gNzgQa8//+zgN87597Xw/ZXAw8ALcD9eN+FV+J9H65wzt2QinoPJWZ2C/ATvAlXnwb2AKXAtcBwvHjc4DqceChO6WFmrcBavHOFg0A+sAh4O7AfWOScq+ywveKUZv7ExhvxzuUK6OZ8IWVxcs5pGUQL8AHg7G7Kz8c7QY0AY7s8txhweLNlj+hQPhk47P8nnJzu9zaYFryT/svbYwHc7sfgw8fZR3FKbYwe9z/vT3Qp/4Ff/tN013EoLXhJ23TAgAv8GPyuh22H4Z0QRYC3dyjPwUsIHbAs3e9psC3ARXgnKoEu5WPwEgkHXKc4pX8Bcnoov8P/3JcrTgNn8b/3VgE7gH/v7nwhlXFSs6VBxjn3a+fcum7KnwFW4520Lu7y9C3++g7n3JEO+1QA9wDZwAf7o75DlXOu1Tn3V+dc1UnspjiliJlNBS4FKvA+246+BjQCN5tZfoqrNmQ55552zm1z/q/hCVwPlAD3Oede7XCMFuDL/sOP9kM1hzTn3FPOuT875+JdyquBn/oPL+jwlOKUJv5n3J0/+evpHcoUp/T7JF5y/kG835/upCxOSh6GljZ/He1SfpG/XtnNPn/tso2kj+KUOu2f4xPdnAjVA88DeXi3+WXgOd7fyrNAE7DYzLJTV6Uhr7vfH8Vp4LnSX2/oUKY4pZGZzQa+A/zIOffscTZNWZyUPAwRZjYJWIr3n+fZDuX5wHigoYer4Nv89Yx+r6T0SHFKuZn+emsPz+vzHth6jJ9zLgrsAkLA1FRWaqgysxDwL/7Djic2ilOamdlnzex2M7vLzNYA38RLHL7TYTPFKU38v53/wmv296UTbJ6yOIV6ewAZ+Pws8/d4zVo+17HJC14nNoBjPezeXl7UT9WT5ChOqaXPO7MpfgPLd4DTgcecc493KFec0u+zeJ3a260EPuCcO9ShTHFKn68CZwPnOueaT7BtyuKkOw8DkD8cpDuJpcfhCv2huf4LWILX8/77p1gtDcvVRV/GqQ8pTqlh/lqfd2ZS/FLEzD6JN0LcZuDmk93dXytO/cQ5N8Y5Z3id2q/Fuyq9zszmncRhFKd+YGYL8e423Omce7EvDumvex0n3XkYmHbgjZyTrP3dFfqJw++AG/A6Qb2vm86G7ZnocLp3okx2KOuTOCVJcUqtE33ew7psJwOL4jcAmNnHgR/hDQe61DlX22UTxWmAcM4dAB4ys7V4zV5+i3e3CBSnlOvQXGkr8JUkd0tZnJQ8DEDOuaW9PYb/H+8PeInDH4B/cc7FunmtRjPbB4w3s7HdtKdvH3Ghp7bfQ1ZfxOkkXktxSq0t/rqnPg36vAe2LXjj1c8AXuv4hP/dOAWv4+7O1FdtaDCzTwF3Aa/jJQ4Hu9lMcRpgnHO7zWwTcJaZjXLO1aA4pUMBb/7+tJhZd9vca2b34nWk/hQpjJOaLQ1CZpaFN4HYDXhXD27uLnHo4Cl/fVk3z13eZRtJH8UpdZ7215d2nRXXzArxmgE2Ay+lumKSlOP9rZyHN1LWC865SOqqNHSY2efxEof1wIU9JA6gOA1U4/x1+3mD4pR6EeAXPSztw/E/5z9ub9KUujile+ILLX274HWK/gtem7af02Wynh720eRj6Y/b7WiSuAG1oEniBuxCcpPEHUKTWqUjNl/xP99XgZEn2FZxSk+MZgFjuikP8OYkcc8rTgNz6el8IZVxMv/AMkiY2a/wZpmuAZbTfceY1c651V32uxO4DdiLd9ciC7gRKMY7efqP/qv10GRmX8D7Egc4C5iL9wfePgzoc+6tU88rTiliZtPw4jEaeAQoB87Bm+l4K7DYOXc4fTUcWszsPcB7/IdjgHfh3X5f45fVOOc+22X7FXhJ9X1ALXAV3nCGK4B/cvoB7FNm9n7g13hXrO+m+7bVFc65X3fYR3FKMb9J2b/jDdu+A+/iUylwPl6H6Wq8pmabOuyjOA0QZnY73mSlH+nmHCE1cUp3BqWlbxe8WaTdCZbbe9j3/cAreLMX1gPPAFek+z0N1iWJWP1acUp7jCYAvwKqgFZgN14H0ONeUdXSL7G4/QR/LxXd7LMEeAw4gtfMbCPwaSCY7vczGJckYuTwLl4pTumN0+nAPXjNymrw2sEf839Xbu/p+01xGhgLJ2ipkIo46c6DiIiIiIgkRR2mRUREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKUoeREREREQkKf8f8UkGtgdnGpQAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 391 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.distplot(seq, bins=100)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/bdannowitz/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 377 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(seq[:-1], seq[1:], s=0.1)" ] }, { "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }