{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Time-lagged conversion rates and cure models\n", "\n", "Suppose in our population we have a subpopulation that will never experience the event of interest. Or, for some subjects the event will occur so far in the future that it's essentially at time infinity. The survival function should not asymptically approach zero, but _some positive value_. Models that describe this are sometimes called cure models or time-lagged conversion models. \n", "\n", "There's a serious fault in using parametric models for these types of problems that non-parametric models don't have. The most common parametric models like Weibull, Log-Normal, etc. all have strictly increasing cumulative hazard functions, which means the corresponding survival function will always converge to 0. \n", "\n", "Let's look at an example of this problem. Below I generated some data that has individuals who _will not experience the event_, not matter how long we wait." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "from matplotlib import pyplot as plt\n", "import autograd.numpy as np\n", "from autograd.scipy.special import expit, logit\n", "import pandas as pd\n", "plt.style.use('bmh')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "N = 200\n", "U = np.random.rand(N)\n", "T = -(logit(-np.log(U) / 0.5) - np.random.exponential(2, N) - 6.00) / 0.50\n", "\n", "E = ~np.isnan(T)\n", "T[np.isnan(T)] = 50" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 264, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import KaplanMeierFitter\n", "kmf = KaplanMeierFitter().fit(T, E)\n", "kmf.plot(figsize=(8,4))\n", "plt.ylim(0, 1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It should be clear that there is an asymptote at around 0.6. The non-parametric model will always show this. If this is true, then the cumulative hazard function should have a horizontal asymptote as well. Let's use the Nelson-Aalen model to see this. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pXeOAXBXi4y3IT+RyflpsZ+xc6RJdWD6zAQ+Qi0xBbvyf++O3XK9v3P41dXY+dtby1F3m33v96+d9f8MFF+iFL3qx/vOn/6Gf3Pdj/c4c46PncsvHPq5tv/Gb+uY3bteu//xP9fY+pXPOOUdrz6/X29/xTr3q2tdMrvunN7xb9/7oHu3fv08/+8+fqqCgQOefX68/fde79Zbr36Zzzjlnct2XbPsN/cVffkR3fPub+srff1HJZFL19Q0ZK5ol6ROf+rQuaGzUP//g+/r67V9VzapVuuqq39Z73/d+Xf/mN81Yv7CwUF/+6tf10Vv+Sj/8l39Wf3+/rLXa2vI81U/cuY7y/co1xlrrOwandu7c+ctYLHb5hg0bfIcCAEBe23+8T4e74znRGRvItOrhM6pd43Y6IiAEJ08cV2/xOfOuE+86Kjs6fPClV12Zke5qQY5pHhwc9B0C4ERbW5vvEAAnyGWEIN51xHcIgBNjw0O+QwBySpBF89QB7UAuO336tO8QACfIZYRgNN7rOwTACeupazOQq4Ic0wwAAAAAKQ8+8IB+/uADC663YkW13vLWt2cgIuQSimYAAOAE3bIBZKufP/iAbvvkrQuuV1/fQNGMGWgEBgAAnEg1/pqqvLhQa6pLPUUEZC8agQGzoxFYhsw2ITeQi7q6unyHADhBLueXdavKJz9CKpiTvd2+QwCcsKNcKwNRBFk0Dw3RERBhOHTokO8QACfIZYRg6MljvkMAnBgbSfoOAcgpQRbNAAAAAAC4QNEMAAAAeBBabyFgubL1/0SQ3bPLysp8hwA4QUM7hIJcprN0CGK1F/oOAQGxxmhsbFSFhZm/HC8oDqfXAMIyNjYqa4zvMGYIsmguKOAGOsJQWVnpOwTACXJZ6h0cmdFZOkTlxYW+Q0ibgtJy3yEgIEkVaWgwofKKqozv2xiulZGdhgYTSmZhiZp9ETkQj4d/UYL8sGfPHrW2tvoOA1g2cvlp61ZReOWqgcceVtXFm3yHgUAkC8rU29cvSSoti6mgoFAmQ3fYRpMJFfJHIGQJa63GxkY1NJhQb1+/kgXZ94f2IItmAAAAIJvZgkL1q1LJvkGV9PXLZHAs59hIUgVFJRnbH7AQa4ySKlKyoFK2IPueWKJoBgAAADywBYUaKqhQpidL7evcz1MTQARBDmgoKuJvAQhDbW2t7xAAJ8hlhKC4qsZ3CIAT5DIQTZDVZWkpHQERhubmZt8hAE7kay7TMTssZasbfIcAOEEuA9EEeac5kUj4DgFwYu/evb5DAJzI11xOdcxOfYTcWTofDBw76DsEwAlyGYgmyDvNY2NjvkMAnBgYGPAdAuBEvucyHbPDMJbkj/IIA7kMRBPknWYAAAAAAFwIsmjO1Bx3QLqVlDAdBMJALiMEpjDIB/SQh8hlIJogi+bych6DQxhaWlp8hwA4QS4jBJWNG32HADhBLgPRBFk0J5NJ3yEATnR0dPgOAXAi33L5SE9C+4/3+Q4Djg31dPkOAXCCXAaiCbJoHh4e9h0C4ERnZ6fvEAAn8i2Xp3bNpmN2OJJnTvoOAXCCXAaiYUADAABpQtdsAAByX5B3mgEAAAAAcCHIojkWi/kOAXBi8+bNvkMAnCCXEYLy85t9hwA4QS4D0QRZNAMAAAAA4EKQRXMikfAdAuDEvn37fIcAOJFPuXykh99BoYo/3u47BMAJchmIJsiiGQAAX1Kds+maDQBAGJwVzcaYemPMV40xx40xQ8aYo8aYTxtjVkbYxn8YY+w8H2Wu4gUAIJ3WVJf6DgEAADjgZMopY8w6SQ9KOk/SDyQ9IqlF0rskXW2MucJa2x1hkzfPsXxkMW8uLi6OsCsgezU0NPgOAXCCXEYISs6p9R0C4AS5DETjap7mL2i8YL7BWvu51EJjzKck3SjpFklvX+zGrLV/uZxgSkpKlvN2IGs0Njb6DgFwglxGCEpr6nyHADhBLgPRLPvx7Im7zFdJOirp89Ne/rCkAUlvMMZULHdfixWPxzO1KyCtdu/e7TsEwAlyGSHo72jzHQLgBLkMROPiTvO2ic/3WWvHpr5gre0zxjyg8aL6eZJ2LmaDxpjXSrpIUlLSAUn/bq0dWmxAjz32mN773vfO+tr999+/2M0A3iWTSd8hAE7kei4f6Umod3BRI4QQMDtKDiAM5DIQjYui+ZKJzwfneL1d40Xzei2yaJb0nWlfP2GMeae19h8WG1R/f//kv2OxmKTxqah27dolaXx8XWNjo3bv3j15MVdRUaEtW7aovb1dJ0+enHz/1q1b1d/frwMHDkwua2pqUl1d3eT2JGnlypXauHGj2tradPr06cnlra2t6urq0qFDhyaXbdiwQZWVldqzZ8/kstraWjU3N2vv3r0aGBiQNP6oeUtLizo6OtTZ2Tm57ubNmyWdPY0LxxTeMUlSd3d3UMcU4s+JY1rcMXV3d+f0MT2xolllyadUnXhictmZ8jUaKSzTuX1HJpcliqtVvmKtBo4d1FhyfPopU1ikysaNGurpUvLM0zGVn98s6ezpX0rOqVVpTZ36O9omL2wLSmKqqF+vwVOdGu7rmVy34oJLNTYUV+Lk0cllpefWq6R6lfoe3T+5rLC8WuV1FynedUSj8d7J5VUXb1Kyt1tDTx6bXBarvVAFpeUaeOzhyWXFVTUqW92Q98ckaTKGUI4pxJ8Tx7TwMUkK7phC/DlxTHMfU1lZmZIZnAjKWGuXtwFjviTpeknXW2u/PMvrt0j6oKQPWms/usC2btR4kb1XUrekRkl/JOkmjRf4L7XW3jvfNnbu3PlLSZdffvnlSzgaILvs3btXW7Zs8R0GsGy5nsv7j/fpcHdc61aV+w4FHg0cO6iK+vW+wwCWjVxGrot3HZUdHT740quuvGThtZfPVSMwJ6y1t01b9GtJHzTGHJf0OUkflTRv0Sw9fWcZyHW5XGQAU5HLCAFFBkJBLgPRuLin/dTE5xVzvJ5afmYZ+/iyxqeb2myMqVpo5aGhRQ9/BrJae3v7wisBOYBcRggGT3UuvBKQA8hlIBoXRfOvJz7P9Ser1ECgucY8L8haOyipb+LLBbtwj4zQ3ABhmD6+GchV5DJCMHW8HpDLyGUgGhePZ6faUV9ljCmY2kF74q7wFZLikn6x1B0YYy6RtFLjhfOTy4gVAIA50SUbAABMt+yi2Vp72Bhzn8Y7ZL9T42OPU27W+J3hL1prB1ILjTHPmHjvI1OWXSTpKWvtWX/6MsaslvS1iS+/Y63lagYAkBa9gyM63B2f9bXy4sIMRwMAALKBq0Zg75D0oKTPGmOu1Pjcys/V+BzOByV9aNr6qfk+zJRlL5b0d8aYXZIeldQj6QJJ2zU+Lvq/Jb1vMcGUl9PdFGHYunWr7xAAJ3Itl+mSjdlUXHCp7xAAJ8hlIBonRfPE3ebnSPqIpKs1XuiekPQZSTdba0/P9/4Jv9T4/MzPlrRFUrXGH8f+X0nf1fjd6uRi4hkbG1t4JSAH9Pf3q7S01HcYwLKRywjB2FBcBUVz9T0Fcge5DETjbEZoa22ntfZN1to11toSa22jtfbdsxXM1lpjrTXTlv2vtfaN1tpnWmtXWWuLrbU11toXWms/t9iCWZIGBwddHBLg3YEDBxZeCcgB5DJCkDh51HcIgBPkMhCNs6IZAAAAAIDQuBrTDABAzqFbNgAAWEiQRTPj5hCKpqYm3yEATmRrLs/WLZsu2ZhL6bn1vkMAnCCXgWiCLJqLioI8LOShuro63yEATmR7LtMtG4tRUr3KdwiAE+QyEE2QY5oHBgYWXgnIAbt27fIdAuAEuYwQ9D2633cIgBPkMhBNkEUzAAAAAAAuUDQDAAAAADCHIAf/FhbSxAVhWLlype8QACeyKZfpmI2lKiyv9h0C4AS5DEQTZNFcVlbmOwTAiY0bN/oOAXAim3J5esdsumVjscrrLvIdAuAEuQxEE+Tj2YODg75DAJxoa2vzHQLgRDbm8rpV5Vq3qlxrqpmmEIsT7zriOwTACXIZiCbIonl0dNR3CIATp0+f9h0C4AS5jBCMxnt9hwA4QS4D0QRZNAMAAAAA4EKQY5oBAJiOBmAAAGApgiyaKyoqfIcAONHa2uo7BMCJbMjlqQ3AaP6Fpai6eJPvEAAnyGUgmiAfzx4Z4U4CwtDV1eU7BMCJbMplmn9hqZK93b5DAJwgl4Fogiyah4aGfIcAOHHo0CHfIQBOkMsIwdCTx3yHADhBLgPRBFk0AwAAAADgAkUzAAAAAABzCLIRWFlZme8QACc2bNjgOwTAiUznMp2ykQ6x2gt9hwA4QS4D0QRZNBcUcAMdYaisrPQdAuBEpnN5aqfsqeiajeUoKC33HQLgBLkMRBNkdRmPz7xQAnLRnj17fIcAOOErl9etKj/rg67ZWI6Bxx72HQLgBLkMRBPknWYAAIBcdfBUXHc/9IR6EgwxQLpUSI8wqwFy1588w+rcDP4dPMg7zQAAALmKghkAskuQRXNRETfQEYba2lrfIQBOkMsIQXFVTUb2Q8EMANklyOqytJQxawhDc3Oz7xAAJ9Kdy3TLRiaUrW7wHQIAwIMgi+ZEIuE7BMCJvXv3asuWLb7DAJYt3bk8W7dsOmXDtYFjB1VRvz7j+711e1PG94mw+cplwJV411HZ0eGM7S/IonlsbMx3CIATAwMDvkMAnMhULq9bxTQqSJ+xJH+URxjIZSCaIItmAACQ/XKvSzQdhwEgHwXZCMwY4zsEwImSkhLfIQBOkMuYTW4VzEA4TCH3zYAogvwfU17O43kIQ0tLi+8QACfSkcs0/8p9FMwLq4kFeakGzyobN/oOAcgpQd5pTiaTvkMAnOjo6PAdAuBEOnI51fwr9UHjL4SmJlakay87z3cYCNBQT5fvEICcEuSfL4eHM9dJDUinzs5ONTY2+g4DWLZ05jLNv8KR7V2i+x7dr6qLN/kOA1i25JmTKq2p8x0GkDOCLJoBAIBfudfkCwCA2QX5eDYAAPCLghkAEIogi+ZYLOY7BMCJzZs3+w4BcIJczj9RC+ZcaHhVfn6z7xAAJ8hlIJrs/w0FAMh7dMoOGw2vAADZLMiiOZFI+A4BcGLfvn1qbW31HQawbMvN5VSn7OnomJ07sr3J12LEH2+nERiCQC4D0QRZNAMAwkSn7OxF4y8AQKiCHNMMAAAyi4IZABCqIIvm4uJi3yEATjQ0NPgOAXCCXA7ffAVzLjT5WoySc2p9hwA4QS4D0QRZNJeUlPgOAXCisbHRdwiAE+Ry/gqpyVdpTZ3vEAAnyGUgmjD+9DtNPD6zWQyQi3bv3q2WlhbfYQDLNj2X6YYdvhAaf03X39GmysaNvsMAlo1cBqIJsmi21voOAXAimUz6DgFwYnouz9UNez50yoZvdpQ/9CAM5DIQTZBFMwAgN+RLN2w6SwMAkLuCHNNcUBDkYSEPVVRU+A4BcCLfc5mCOQwFJTHfIQBOkMtANEFWl7EYJwKEYcuWLb5DAJzI91zOt4I5lG7Z01XUr/cdAuAEuQxEE+RvtaGhId8hAE60t7erubnZdxjAoszX3GvwVKfKVjPtVD4IqVv2dOQxQkEuA9EEWTSPjOTXX/QRrpMnT1I0I2fM19zrvL4ePV6w6qxl+dzYK8TO0vlguK+HQgNBIJeBaIIsmgEA/szW3Kvvqfxp+pVC8y8AAMIQ5JhmAAB8o2AGACAMQRbN5eX5dTcD4dq6davvEAAnKi641HcIGTdXwRxqk6x8kI95jDCRy0A0QRbNY2NjvkMAnOjv7/cdAuDE2NDsY53zTchNsvIBeYxQkMtANEEWzYODg75DAJw4cOCA7xCARTnSk5j39cTJo5kJJIvdur1JH9h2odav5mmoXEUeIxTkMhANz4gBAJYt1Tk7nztip6QagAEAgDA4u9NsjKk3xnzVGHPcGDNkjDlqjPm0MWblMrb5ImPMqDHGGmP+2lWsAID0WFNd6jsE72gABgBAWJzcaTbGrJP0oKTzJP1A0iOSWiS9S9LVxpgrrLXdEbdZJenrkuKSKqO8t7SUizaEoamJuVwRhtJz632HkDGzFcw0/wpDPuUxwkYuA9G4utP8BY0XzDdYa6+x1r7fWvsbkm6TdImkW5awzc9IWiHpo1HfWFTExQnCUFdX5zsEwImS6lW+QwKZO04AACAASURBVPCG5l/hyOc8RljIZSCaZVeXE3eZr5J0VNLnp738YUlvlfQGY8xN1tqBRW7zFZLeJOkNS4lxYGBRuwGy3q5du9Ta2uo7DOSZIz0J9Q66fby479H9qrp4k9Nt5ooPbLvQdwhwJJ/zGGEhl4FoXNyS3Tbx+T5r7VlzPVlr+4wxD2i8qH6epJ0LbcwYc56kv5f0fWvtt4wxb3QQIwBgkVJNvaKiCdh4EzAAABAWF0XzJROfD87xervGi+b1WkTRrPGCuUDS25caUGdnp3bs2DHra/fff/9SNwsAeWXdKqZGioqu2QAAhMdF0bxi4vNTc7yeWn7OQhsyxvyxpN+V9Fpr7cnlBNXf3z/571gsJklKJBLatWuXJKmhoUGNjY3avXu3ksmkJKmiokJbtmxRe3u7Tp58evdbt25Vf3//WXPmNjU1qa6ubnJ7krRy5Upt3LhRbW1tOn369OTy1tZWdXV16dChQ5PLNmzYoMrKSu3Zs2dyWW1trZqbm7V3797JR8xLSkrU0tKijo4OdXZ2Tq67efNmSdK+ffsml3FM4R3TihUr1N3dHdQxhfhzCvGYCqou0sjAU2fN5Vl6br1Kqlep79H9k8sKy6tVXneR4l1HNBrvnVxedfEmJXu7NfTkscllIwNPqaC0XAOPPTy5rLiqRmWrGzRw7KDGkuNzPZvCIlU2btRQT5eSZ56Oqfz8ZklS/PH2yWUl59SqtKZO/R1tsqPjj5QXlMRUUb9eg6c6NdzXM7luxQWXamwo7vSYYrUXnnVMPYkKTXVO8Zj6Ht2f08ckhfdzWuoxSZqMIZRjCvHnxDEtfEyF5dXBHVOIPyeOae5jKisrU9LdRFALMtba5W3AmC9Jul7S9dbaL8/y+i2SPijpg9baOZt6GWMulPQrSfdaa6+bsvyNkr4m6RZr7Z8tFM/OnTt/GYvFLt+wYUPEIwEASNL+43063B3nTvMS7Ljn0FlfX791rdav5vsIAIBL8a6jsqPDB1961ZWXLLz28rkoz1N3klfM8Xpq+ZkFtvNVSQlJ71huQIODg8vdBJAV2trafIcAOBHvOuI7BC8omMOSr3mM8JDLQDQuHs/+9cTn9XO8nnqmaa4xzymXa7zAPmWMme31DxljPiTpB9baa+bb0Ojo6AK7AnLD1Ed4gXRKR8fsqaY+cpVrDp6K6+6Hnph1/mXkl1zOY2AqchmIxkXRnOqsdZUxpmBqB21jTJWkKyTFJf1ige18Q9Jsf5JvlvQiSfsk/VLS3mVHDAA4y/SO2XTCfhoFMwAA+W3ZRbO19rAx5j6Nd8h+p6TPTXn5ZkkVkr44dY5mY8wzJt77yJTt3DDb9ifGNL9I0g8XM6YZALB0jGOeaakFc03Mxd+lAQCAb65+o79D0oOSPmuMuVLSAUnP1fgczgclfWja+qkWs7M+h71cFRUVC68E5IDW1lbfIQBOVF28yXcIGVUTK9K1l53nOww4lm95jHCRy0A0TormibvNz5H0EUlXS9ou6YSkz0i62Vqb0YGZIyM8RocwdHV1qa6uzncYwLIle7tVUr3KdxhO3Lq9yXcI8CSkPEZ+I5eBaJw9O2at7ZT0pkWuu+g7zNba2yXdHiWWoaGhKKsDWevQoUMUzUi7Iz2JtO9j6MljWX+BRsMvLCQX8hhYDHIZiCZzM0IDALJSqglYvjf/omAGAACzoWgGAEiS1lSX+g7Bq8UUzDT3AgAg/wRZNJeVlfkOAXBiw4YNvkMAnIjVXug7hGWjuRdCyGNAIpeBqIL8k3lBQZB/C0Aeqqys9B0C4ERBae5NZUXDL0yXi3kMzIZcBqIJsmiOx+O+QwCc2LNnD9NOIS2O9CTUO5i58bsDjz2cdVOc0PgLUWVjHgNLQS4D0QRZNAMA5pdq/pWSj03AKJgBAMBiUDQDQB5btyp/H9Gbr2Cm4RcAAEgJcvBvUREXOwhDbW2t7xAAJ4qranyHsGg0/MJccimPgfmQy0A0QVaXpaX5PW0KwtHc3Ow7BMCJstUNvkNYEI2/sJBcyGNgMchlIJog7zQnEgnfIQBO7N2713cIgBMDxw76DkHSePOvj95/VDvuOeQ7FOSgbMljYLnIZSCaIO80j42N+Q4BcGJgYMB3CAhMprtmp4wls+OPmTT/wnJkSx4Dy0UuA9EEWTQDAGY3tWt2PnbMnqtgpvEXAACYS5BXCcYY3yEATpSUlPgOAYHKdNdsU5i9v25o/IXFyuY8BqIgl4FogvwfU16ev1OoICwtLS2+QwCcqGzc6DuEWdH8C1Fkax4DUZHLQDRBNgJLJpO+QwCc6Ojo8B0C4MRQT5fX/acagAHL4TuPAVfIZSCaIIvm4eFh3yEATnR2dvoOAYE40pPQ/uN93vafPHPS274lGoDBDd95DLhCLgPRBPl4NgDgbDQAm1kw0/wLAAAsBlcMAJBHMt0ALFvR/AsAACxWkEVzLBbzHQLgxObNm32HADhRfn6z7xDO8oFtF/oOATkok3l8ondI8eHRjO0P+aWoskFPTDx9BOSiNRneX5BFMwAgfx08FWcMM3JefHiUJ0OQNqNDUmEp+YXcNfpkgZKjytgv+iCL5kQi4TsEwIl9+/aptbXVdxjAssUfb1fVxZsysi8KZqRLJvM4ZdPaqozuD/lh1679XF8gpx14qkAa0WCm9hdk92wAQP5aqGCmARgAAIiCohkAkDdoAAYAAKIK8s/txcXFvkMAnGhoaPAdAuBEyTm13vZ96/Ymb/vGwnKp4VVFaQ3NkxAEri+AaIIsmktKSnyHADjR2NjoOwTAidKaurRtm8ZfuS23Gl5lNs7qsiAv05AFuL4AognybByP81dghGH37t1qaWnxHQawbP0dbaps3JiWbVMwhyEXGl5xTkYoyGUgmiCLZmut7xAAJ5LJpO8QkGOO9CTUO5h9BaQdTV9M8xXMNP2CS5yTEQpyGYiGqwkACEjv4IgOzzHmsry4MMPR+EXTL/9yabwyAABzCbJoLiigKTjCUFFR4TsE5KhsGyNaUBLL2L5o/JU9FjteOVfG7nJORijIZSCa3PgtFVEslrmLMyCdtmzZ4jsEwImK+vVOt0fzr9ySC+OVF4NzMkJBLgPRBHlLdmhoyHcIgBPt7e2+QwCcGDzV6XR7FMzwgXMyQkEuA9EEWTSPjHAhhTCcPHnSdwjIIUd6Er5DmNNwX4/T7c1VMNP4C+nEORmhIJeBaLi6AIBApJqA5VvDrxQaf/lH4y8AQIgomgEgMGuqS32HkHE0/8oOszX+ypUmXwAAzCXI32Tl5dnVNRZYqq1bt/oOAXCi4oJLl/xemn7lnlAaf03HORmhIJeBaIIc0zw2NuY7BMCJ/v5+3yEATowNzT539GJQMCNbcE5GKMhlIJog7zQPDg76DgFw4sCBA2ptbfUdBrBsiZNHVXXxpiW9d6GCOVeafzHeN/dxTkYoyGUgmty40gAAYBa51PxrtvG+IWIMMwAgNPxmAwDklFxv+hXqeF8AAEIVZNFcWpp/nWMRpqam3C4OgJTSc+sn/01jL+QqzskIBbkMRBNkI7CioiD/FoA8VFdX5zsEwImS6lWT/6ZgRq7inIxQkMtANEEWzQMDA75DAJzYtWuX7xCQxY70JLT/eN/kRzbre3T/5L+XUzDnStOvlBO9QzrcHdfh7qV3D0f24JyMUJDLQDS5dfUBAJjUOzgyoxgrLy70FE365VLTr5Tpzb9okgUAQO7htzcA5Lhc78ic6429FoPmXwAA5K4gi+bCwnDvtCC/rFy50ncIwKIs3NyrQnrkUEZjAlzjnIxQkMtANEEWzWVlZb5DAJzYuHGj7xCARaG519lO9A4pPjzqOww4xjkZoSCXgWiCbAQ2ODjoOwTAiba2Nt8hIEtMb/qVbY2/llow51pjr8VKjWVet6qcccwB4ZyMUJDLQDRB/iYfHeWv+wjD6dOnfYeALDFb0y8ptxt/5WJjr6gYyxwWzskIBbkMRBNk0QwAocrGpl8HT80s5qc39+p7dL+qLt6UqZAAAACcCfLxbABA5tz90BO+QwAAAEibIIvmiooK3yEATrS2tvoOAVjQ9PHMs41Tzqe7zCd6h3yHgDThnIxQkMtANEEWzSMjdHBFGLq6unyHAM9SDcByyWzjlJO93R4i8SPVBIwGYOHhnIxQkMtANEEWzUND/JUfYTh0iHlt812qAdjh7njONP1av3rmuOuhJ495iMSvi2pivkOAY5yTEQpyGYiGP4MDQA7IVAOwg6fizLkMAAAwhbOi2RhTL+kjkq6WtErSCUnfl3SztXZRfe2NMTskbZN0qaRzJY1J6pD0E0mfstbm360KAMggCubZnegdUnyY6QwBAMhHTopmY8w6SQ9KOk/SDyQ9IqlF0rskXW2MucJau5gBbW+T1C/pp5JOSiqWtEXSjZLebIx5ibV270IbKSsrW9JxANlmw4YNvkNAnlluwTxbEzBJitVeuKzt+pYap7xYjGcOE+dkhIJcBqJx9Vv9CxovmG+w1n4utdAY8ymNF7y3SHr7IrZzmbV2cPpCY8z1kr40sZ3tC22koCDIodrIQ5WVlb5DQAYd6UmodzB37/LWxIpmbQImSQWl2Te/9FJsWlvlOwR4xDkZoSCXgWiWXTRP3GW+StJRSZ+f9vKHJb1V0huMMTdZawfm29ZsBfOE72q8aG5eTEzxeHwxqwFZb8+ePUwLkUdSTb+m89kA7NbtTU62M/DYw3k17RTCxDkZoSCXgWhc3GneNvH5Pmvt2NQXrLV9xpgHNF5UP0/SziXu4+UTn3+1xPcDQM7IVNOvFJp/AQAAzM1F0XzJxOeDc7zervGieb0WWTQbY94iqV5SpaRnSvpNjTcEe/9i3t/Z2akdO3bM+tr999+/mE0AQN6gYH4aDb8AAMB0LormFROfn5rj9dTycyJs8y2Snjvl6z2Sft9au6hJ5Ywx6u/vn/w6FhufKzORSGjXrl2SpIaGBjU2Nmr37t1KJpOSpIqKCm3ZskXt7e06efLk5Pu3bt2q/v5+HThwYHJZU1OT6urqJrcnSStXrtTGjRvV1tam06efbhje2tqqrq6us+bE27BhgyorK7Vnz57JZbW1tWpubtbevXs1MDD+JHtJSYlaWlrU0dGhzs7OyXU3b94sSdq3b9/kMo4pvGM699xz1d3dHdQxhfhzcnVMfY8e0nmS+p4ab5xVUFqugccenlyvuKpGZasbNHDsoMaSCUmSKSxSZeNGDfV0KXnm6ZjKzx8fzRJ/vH1yWck5tSqtqVN/R5vs6HiRXFASU09i9j4QK8sK1Pfo/smvS8+tV0n1qrOWFZZXq7zuIsW7jmg03ju5vOriTUr2dp81P/PIwFMZO6aK+vUaPNWp4b6eyXUrLrhUY0NxJU4enfOYKiWtmOOYqs9/drC5xzEt7pgkcR3BMQVxTLW1tcEdU4g/J45p7mMqKyvLaB8rY61d3gaM+ZKk6yVdb6398iyv3yLpg5I+aK39aMRtr5J0ucYbgF0i6Tpr7Y/ne8/OnTt/GYvFLqcrIIBcs/94nw53xzP+ePaOe2b+PTLV1Gv96jAaeC1W6vtPwy8AALLXgQMHlEgk/ufKK698dib256I8T91JXjHH66nlZ6Ju2Frbba39icYf705I+qYxJrbQ+xKJRNRdAVlp794FZ1hDII70+DlvHTw1s/HYrdub9IFtFzotmAeOzTWCB8gdnJMRCnIZiMbF49m/nvi8fo7XUx2vl3zFZK09Y4z5uaRrJG2U9N/zrT82Njbfy0DOSD06g/ClOmdnulP23Q89kZH9pB69zjaMYUYUnJMRCnIZiMZF0ZzqrHWVMaZgagdtY0yVpCskxSX9Ypn7OX/iM91qAARrTXVpRvc3vQFYTczFr4XcER8enfE4fHVZfn0PAADA/JZ9ZWCtPWyMuU/jj1C/U9Lnprx8s6QKSV+cOkezMeYZE+99ZMqyCyQNWWtPahpjzNskbZXUKel/F4rJGLO0gwGyTElJie8QkGeuvey8tGzXFGZ3IcoYZiwG52SEglwGonF1FfMOSQ9K+qwx5kpJBzTe/Xqbxh/L/tC09VNt1KZWt5dL+t7EY9iHJJ2UtErj8zs/U1K/pDdYaxd8jq68PL8a1yBcLS0tvkNAnklX46/Kxo1p2S6QSZyTEQpyGYjGSdE8cbf5OZI+IulqSdslnZD0GUk3W2tPz/f+Cf8zsf4LJb1UUo2kQUmPSvqkpM9YazvnfvvTUi3QgVzX0dGhxsZG32EgjY70JNQ7mNlRJwdPxTM+N/NQT5dKa+oytr/5MI4ZS8U5GaEgl4FonD0vN1HQvmmR6854ftpa+5ik97qIZXh42MVmAO86Ozv5pRa4VAMwSRlrApbpglmSkmdOZk3RPH0cM2OYsVickxEKchmIhisFAMgCmZybea6COd+agDGOGQAALIaLeZoBADmuJlaUtiZgAAAAuSzI2wqxWMx3CIATmzdv9h0C8sCt25vSvo/y85vTvg8g3TgnIxTkMhBNkEUzAGQrH42/UlINwPIVDcAAAMBSBPl4diKR8B0C4MS+fft8hwDHUo2/pn6E3AAsJf54u5f9nhXDRAOwdavKaf6FJeGcjFCQy0A0XDUAgAeZbPyVMlvBnG/NvyQagAEAgGiCvNMMAFgYzb8AAAAWFuQthuLiYt8hAE40NDT4DgEBmGss8we2XZixGErOqc3YviTGLyM9OCcjFOQyEE2QRXNJSYnvEAAnGhsbfYeAAPgcy5xSWlOX0f2lxi9Px1hmLAfnZISCXAaiCfLx7Hg87jsEwIndu3f7DgEByIaxzP0dbRndX8qmtVVnfVxUw5SEWDrOyQgFuQxEE2TRbK31HQLgRDKZ9B0CAuRjLLMd9XunG3CBczJCQS4D0fCcGgDkmUyOZc4UxjADAIB0CbJoLigI8gY68lBFRYXvEAAnCkrS+1j0bGOYGb8M1zgnIxTkMhBNkFcUsRhj1hCGLVu2+A4BjhzpSah3MH8fUa6oX5+R/TAHM9KJczJCQS4D0QR5S3ZoaMh3CIAT7e3tvkOAI72DIzrcHdfh7rjKiwt9h5Nxg6c6fYcALBvnZISCXAaiCbJoHhnJ37s5CMvJkyd9hwDH1q0q15rqUt9hZNxwX4/zbZ7oHZr8QwSQCZyTEQpyGYgmyMezASAfHTwVz4o5mTNl+jhmxjADAIB04AoDAAKRTwXzVIxjBgAA6RRk0VxeXr7wSkAO2Lp1q+8QEIHvZl+LKZhrYn5O+xUXXOplv4BLnJMRCnIZiCbIonlsbMx3CIAT/f39Ki3Nv/GvuSrV7GsuvhuA1cSKdO1l53nZ99hQXAVFK5b8fuZhRjbgnIxQkMtANEEWzYODg75DAJw4cOCAWltbfYeBiKbPF+zLrdubfIcwKXHyqKou3rTk9882D7PEOGZkFudkhIJcBqLhagMAAnDwVH50kGb8MgAAyLQgp5wCgHxz90NP+A4BAAAgSEHeaWaMBkLR1JQ9j9ciu01vAuar4ddcSs+tP+trxigjF3FORijIZSCa7LqqcqSoKMjDQh6qq6vzHQJylK+GX3MpqV511tdzjVGeD+OX4RvnZISCXAaiCfIKZGBgwHcIgBO7du2iUQeWZP3q7GhGltL36P5ZG4ExRhm5hHMyQkEuA9EwphkAAAAAgDkEeacZANLpSE9CvYMjC6+YZ+Ybp3yeNO8c1gAAANkqyKK5sLDQdwiAEytXrvQdAmbROzgyZwFYXpy/55/5xinHh6tnvMYYZeQazskIBbkMRBPkFUtZWZnvEAAnNm7c6DsEzCNqI6t8Mes45bXPynwggGOckxEKchmIJsgxzYODg75DAJxoa2vzHQKy1MFTcX30/qPacc8h7bjnkO9wFkQuIwTkMUJBLgPRBFk0j44y9yfCcPr0ad8hIEvd/dATM+Zm9ulE79C8r5PLCAF5jFCQy0A0QRbNAJAuR3oSvkOQpHkL5ppY5kfepMYzM04ZAACEhqIZACJINQHL1oZfNbEiXXvZed72f1FNzNu+AQAA0iHIWwIVFRW+QwCcaG1t9R0C5rCmujRj+zp4Kr7g49i3bm/KWDxLQS4jBOQxQkEuA9EEWTSPjGTPOD9gObq6ulRXV+c7DHiW6fHL8823vFTkMkJAHiMU5DIQTZBF89DQ/A1pgFxx6NAhfqlhwYLZ9Rjm+eZbns9845nJZYSAPEYoyGUgmiCLZgDIF+kcwzzrfMsAAAB5hqIZALJUaizzdNk+fhkAACAkQRbNZWVlvkMAnNiwYYPvEOBRJscyp2Mc81TkMkJAHiMU5DIQTZBFc0EBM2khDJWVlb5DgEezFczpmoN5+jhm1/Mtk8sIAXmMUJDLQDRBVpfxeNx3CIATe/bs8R0Cskgm5mDetLZKm9ZWOZ9vmVxGCMhjhIJcBqIJ8k4zACzXkZ6Eegeza/q6D2y70HcIAAAAeYeiGQBm0Ts4osPdsz+1Ul5c6Hx/qaZfmZyPOeVEL9P0AQAAzCXIormoKMjDQh6qra31HULeW8p8xUvhq2CWnh7P7Hoc81TkMkJAHiMU5DIQTZBjmktLS32HADjR3NzsOwRkyEIFc7oagE3lehzzVOQyQkAeIxTkMhBNkEVzIpHwHQLgxN69e32HgCyQiQZg6UYuIwTkMUJBLgPRBPkc89jYmO8QACcGBgZ8h5AXfDf9Onhq5tjpW7c3pXWf6Z6XeTpyGSEgjxEKchmIJsiiGQCimKvpVzoafs3m7oeeyMh+pkr3vMwAAAChCPIqyRjjOwTAiZKSEt8h5JVMNf2abvp45kyMX07ZtLYqI/shlxEC8hihIJeBaIIc01xe7ufCF3CtpaXFdwjwINfHL8+GXEYIyGOEglwGogmyaE4mk75DAJzo6OjwHQLS6OCpuD56/9EZy9evTt8f/k70Ds05/3Q6kcsIAXmMUJDLQDRBFs3Dw8O+QwCc6Ozs9B1CsI70JLT/eJ/2H+/zFoOPuZlTY5nTPS/zdOQyQkAeIxTkMhBNkGOaAWAh05t/Zarp11SzFcyZGs+cqbHMAAAAuc7ZnWZjTL0x5qvGmOPGmCFjzFFjzKeNMSsX+f4KY8zrjTF3GGMeMcYMGGP6jDH/bYy5yRhDxwIAzqXuuq6pLvUdShDzMQMAAITGyS0NY8w6SQ9KOk/SDyQ9IqlF0rskXW2MucJa273AZl4o6VuSeiTdL+n7klZK+l1Jn5D0KmPMldbawYXiicViSz0UIKts3rzZdwhw6OCp+LyPZH9g24Vp23em52WejlxGCMhjhIJcBqJx9RzgFzReMN9grf1caqEx5lOSbpR0i6S3L7CNLkl/IOl71trJTl7GmPdK+g9JL5D0TkmfdBQzgDxxpCeh3sHMjh2ejY8xzClT52VmTmYAAIDFW/bj2RN3ma+SdFTS56e9/GFJA5LeYIypmG871tp91tpvTy2YJ5b36elC+SWLiSmRSCxmNSDr7du3z3cIQUiNX57+kelxzPMVzJkcy3xRTeafxiGXEQLyGKEgl4FoXFylbZv4fJ+1dmzqC9baPmPMAxovqp8naecS95Fqh+3/VhGAnJW605ptGMsMAACQvVwUzZdMfD44x+vtGi+a12vpRfMfT3y+dzErd3Z2aseOHbO+dv/99y8xBABw69btTb5DAAAAwAJcFM0rJj4/NcfrqeXnLGXjxpg/kXS1pH2SvrrI96i/v3/y61RjsEQioV27dkmSGhoa1NjYqN27dyuZHH8ivKKiQlu2bFF7e7tOnjw5+f6tW7eqv79fBw4cmFzW1NSkurq6ye1J0sqVK7Vx40a1tbXp9OnTk8tbW1vV1dWlQ4cOTS7bsGGDKisrtWfPnslltbW1am5u1t69ezUwMCBJKikpUUtLizo6Os6aUy/VwGHq4zUcU3jHtHbtWnV3dwd1TL5+TudJ6u8vUmXjRg31dCl55umYys9vliTFH2+fXFZyTq1Ka+rU39EmOzr+kEtBSUwV9es1eKpTw309k+tWXHCpxobiSpw8Orms9Nx6lVSvUt+j+/W0s0eppF6runiTkr3dGnry2ORrsdoLVVBaroHHHp5cVlxVo7LVDRo4dlBjyfFhKKZwccd0nqQhUyutrfL2c+ru7s7L3OOYwjkmSVxHcExBHFNDQ0NwxxTiz4ljmvuYysrKVFDgbCKoBRlr7fI2YMyXJF0v6Xpr7Zdnef0WSR+U9EFr7UcjbvtVkr4r6ZSkK6y1jy70np07d/4yFotdvmHDhii7AhCoVBOww91x749n77jn0FlfZ/JOc+r4mZ8ZAADkugMHDiiRSPzPlVde+exM7M9FeZ66k7xijtdTy89E2agx5hpJ35H0hKSXLKZgTonH41F2BWSt3bt3+w4h56UK5kw3/cLZyGWEgDxGKMhlIBoXj2f/euLz+jleb574PNeY5xmMMa+RdIfGp6H6DWtt+wJvOcty754D2SL16AuWb011qe8QMsL3fMxzIZcRAvIYoSCXgWhcFM2pzlpXGWMKpnbQNsZUSbpCUlzSLxazMWPM6yV9XdLjkrZFucMMANno4Km47n7oiYzsa+p8zNMxPzMAAEB0y76CstYeNsbcp/EO2e+U9LkpL9+s8c43X7TWDqQWGmOeMfHeR6ZuyxjzRxpv9tWh8YK5YykxZXJQOJBOFRXzTm+OHHH3Q0/MO0dzOmTb2GVyGSEgjxEKchmIxtVth3dIelDSZ40xV0o6IOm5Gp/D+aCkD01bP9VGzaQWGGO2abxgLtD43es3GWOmvU1nrLWfXiiYVLdsINdt2bLFdwhwYLaCuSbm/q7vid4h59t0hVxGCMhjhIJcBqJxctU2cbf5OZI+ovHpobZLOiHpM5Juttaenu/9Exr1dGOyP55jnQ5JCxbNQ0PZe+EIRNHe3q7m5uaFV0ROqYkV6drLznO+3dSj2dn4GDa5jBCQxwgFuQxE4+zKylrbKelNi1x3xi1ka+3tkm53EcvISGYfgwTS5eTJk/xSyxGpccuLeQz7K6iDbgAAIABJREFUA9suTGssF9Vk39M25DJCQB4jFOQyEA2DfwHAAR/jlgEAAJB+FM0A4MBiC+Z0jGUGAABA+gR59VZePvt0K0Cu2bp1q+8QctKRnoR6B7Pvrm+6xjLnAnIZISCPEQpyGYgmyKJ5bGxs4ZWAHNDf36/S0lLfYeSc3sERHe6OT35dXlyY8Rhu3d6U8X1mM3IZISCPEQpyGYgmyMezBwcHfYcAOHHgwIGFV8Kc1q0q17pV5VpTzYWBb+QyQkAeIxTkMhBNkHeaASAfnOgdUnx41HcYAAAAQaNoBpCzsnXscqak5mWeKhvnaAYAAMhlQV5dMUYDoWhqYlzsfKaPXZ4qXeOYo8zHnCmb1lb5DmFB5DJCQB4jFOQyEE2QRXNRUZCHhTxUV1fnO4ScMP1uazplW8GcK8hlhIA8RijIZSCaIBuBDQwM+A4BcGLXrl2+Q8A0iymY0zEX84neIR3ujp/1kUvIZYSAPEYoyGUgGm7JAoBD6ZqLebbxyxJjmAEAANKNqy0AOelITyLj+zx4aubd3UzPx5wL45cBAABCEmTRXFiYngZAQKatXLnSdwhZK9UELF0Nv2Zz90NPZGxfKaFMK0UuIwTkMUJBLgPRBFk0l5WV+Q4BcGLjxo2+Q8h6a6oz1y1/+njmdIxdnm7qY9m5/Cg2uYwQkMcIBbkMRBNkI7DBwUHfIQBOtLW1+Q4B80jH2OW5bFpbpYtqYhnbn2vkMkJAHiMU5DIQTZBF8+ho7j/KCEjS6dOnfYeAeaxfnbmprnIduYwQkMcIBbkMRJO7z/oByCtHehLqHQx7fuRQxi8DAACEhKIZQE5INf6aKpNNwDKBaaUAAACyT5BXYhUVFb5DAJxobW31HULWma2oDE2I00qRywgBeYxQkMtANEGOaR4ZCfsRTuSPrq4u3yEgQ070DvkOIa3IZYSAPEYoyGUgmiDvNA8NhX3xifxx6NAh1dXV+Q4j7xw8FdfdDz0xY4qpdEo9mh3qo9jkMkJAHiMU5DIQTZhXZwCC4aMBWKYL5qlyeVopAACAEFE0A8hqUxuAZarx12IK5poYp08AAIB8EORVX1lZme8QACc2bNjgO4SskU0NwGpiRbr2svOcbCtfppkilxEC8hihIJeBaIIsmgsKguxvhjxUWVnpO4TgLWb88q3bm9K2/6nTTIU6nlkilxEG8hihIJeBaIKsLuPx+MIrATlgz549vkPw4khPQvuP92n/8b6078vn+OWpNq2tCno8c77mMsJCHiMU5DIQTbi3NQDkrKnjmKX0jmVeqGB2PXY5Xx7HBgAACAVFM4Cs5Xscs8uxyylTH8dOCfmxbAAAgFwX5JVaUVGQh4U8VFtb6zuEIM03jjmd45en2rS2KiP7yRbkMkJAHiMU5DIQTZBjmktLS32HADjR3NzsO4QgZcs45nxCLiME5DFCQS4D0QRZNCcSCd8hAE7s3bvXdwgZd6Qn/f9/5yqYmXs5ffIxlxEe8hihIJeBaIIsmsfGxnyHADgxMDDgO4SMSzUBS2fzr9mkY/wynpaPuYzwkMcIBbkMRMNtFQBZaU21m2EWvudhBgAAQG4Lsmg2xvgOAXCipKTEdwg5L1vGL+f7VFPkMkJAHiMU5DIQTZBFc3m532lqAFdaWlp8h5DzMj0P81ymTjWVj1NMkcsIAXmMUJDLQDRBjmlOJpO+QwCc6Ojo8B1CRhzpSWj/8T7tP96X0f36GMe8aW2VLqqJZXSf2SBfchlhI48RCnIZiCbI2x3Dw8O+QwCc6OzsVGNjo+8w0i7V/CvFVROwg6fiM5YxftmPfMllhI08RijIZSCaIItmALkp9fiyK3c/9ITT7S0k38ctAwAAhIiiGUCwpo9nTvf45anjlmeTj2OZAQAAcl2QV3CxWP6NF0SYNm/e7DuEoGRq/PKmtVUZ2U8uIZcRAvIYoSCXgWiCbAQGALNZv5rO+gAAAIgmyKI5kUj4DgFwYt++fb5DAJwglxEC8hihIJeBaIIsmgEAAAAAcCHIMc0A8tfBU3Hd/dATM5qAAQAAAEsRZNFcXFzsOwTAiYaGBt8hOHGkJ6HewcwUsZkomJlaKrpQchn5jTxGKMhlIJogi+aSkhLfIQBONDY2+g7Bid7BER3ujs+7TnlxoZN9zVUwu5xuar6ppZhWanah5DLyG3mMUJDLQDRBXt3F4/NfnAO5Yvfu3WppafEdhjPzzWGcTjWxorRMN8XUUosXWi4jP5HHCAW5DEQTZNFsrfUdAuBEMpn0HULWWuzY5Vu3Nznd74neIafbyxfkMkJAHiMU5DIQDd2zAeQkX82+Uo9m8xg2AABAfgiyaC4oCPKwkIcqKip8h7BsR3rSM2/6Ygpml+OYp7uoJpa2bYcohFwGyGOEglwGogmyuozFuJhFGLZs2eI7hGVLNQFz1ehrsdI1jhlLE0IuA+QxQkEuA9EE+Xzh0BBjDhGG9vZ2NTc3+w7DiTXVpc62dfDUzGZ/rscuw62Qchn5izxGKMhlIJog7zSPjGR+nCOQDidPnvQdQla6+6EnfIeAiMhlhIA8RijIZSCaIItmAGGbPp45nWOXAQAAkN+40gTg3JGehHoHM/fERzrGLp/oHVJ8eNT5dgEAAJBbnBXNxph6SR+RdLWkVZJOSPq+pJuttacXuY3fmnj/5omPGkkPWGtbo8RSXl4eZXUga23dutV3CEuSav6VstwmYAvNybx+tfv/86mppWbDdFPR5WouA1ORxwgFuQxE4+TKzxizTtKDks6T9ANJj0hqkfQuSVcbY66w1nYvYlPvlPQKSYOSDmm8aI5sbGxsKW8Dsk5/f79KS9010Mq0uYrOqHzNySxJm9ZWedlvaHI9lwGJPEY4yGUgGldjmr+g8YL5BmvtNdba91trf0PSbZIukXTLIrfzfyRdJqlS0suXGszg4OBS3wpklQMHDvgOISvMVzC7GM98ondIh7vjZ33ALXIZISCPEQpyGYhm2VebE3eZr5J0VNLnp738YUlvlfQGY8xN1tqB+bZlrf35lO0uNzQAaZbpscvTuZqLea5HsXkMGwAAAC6uCLdNfL7PWnvWc9HW2j5jzAMaL6qfJ2mng/0ByBLTxy5PtdxxzNLTY5mnS9eczDyKDQAAgOlcFM2XTHw+OMfr7RovmtcrQ0Xz448/rh07dsz62v3335+JEAAnmprSUxy65mrs8nTpHMtMd+zMypVcBuZDHiMU5DIQjYuiecXE56fmeD21/BwH+1oUa636+/snv47FYpKkRCKhXbt2SZIaGhrU2Nio3bt3K5lMSpIqKiq0ZcsWtbe3nzXp+9atW9Xf33/W+I+mpibV1dVNbk+SVq5cqY0bN6qtrU2nTz/dMPz/tXf/cXbV9Z3H35/8mEwyISGJkgETEgyDSeM+SCQJv0YxpkXc1sV10d0+rAt0waVKoRR87MNYFXgshd2tVn64VpZqKrYrra7S3VKgDVSJSBMlwRoDyQAZgyQBJkB+zK8k89k/zrmTm5t7Zubce+49937n9Xw85nG455z7vZ9jPt45nznfH52dndqzZ4+6urqG9y1ZskTTp0/Xpk2bhvfNnTtXHR0d2rx5sw4dinqyt7S0aNWqVeru7tauXbuGz122bJkkacuWLcP7uKYwr6mnp6ehr+kUSQM2V1Nmt+tg91b50ajIndAyVW3zzlL/q7t0+MC+4fe3nf5rGhroVd/encP7prxlnlpmzNGBF54Z3jdx2gzt6zuxqJ09dZIG9/do4LWXhvdNnbtQE6ZM06Ff/mJ43+STZqv1rfN16KXtGhrskyTZxEmavmCpBvbt0fQ39mp6fO60t3Wo1Qe0YcOxzyf3sr+myZMnB3dNIf47cU3J19TV1TXcbijXFOK/E9fENXFN4V9Ta2urJkzIanqu0Zm7V9eA2b2SrpZ0tbvfV+b4bZLWSlrr7renaHehpBeVcsmp9evX/3RoaOhdK1asGOtbgIa1YcMGdXamWnGtrp55+YCe7+mt2ZPmTz/UddzrwhjmLJaYKsRNl+z6aPRcBsaCPEYoyGU0u23btqmvr+/pNWvWnFOPz8viSXPhSfLMhOOF/W9k8FkAclSPib9GWpP5M6sXVtQmXbEBAABQqSyK5ufi7VkJxzvibdKYZwBNotzEX1lM+FWsFuOYmR0bAAAAlcrijrEws9bFZjaheAZtMztJ0oWSeiU9lcFnjcnEidnexAN5mTVrVt4hlFWr7thS8prMWazHTFfs/DRqLgNpkMcIBbkMpFP16Gl3f17So5IWSvpUyeFbJLVJur94jWYzW2xmi6v97CStra21ahqoq6VLl+YdQl1tf7X88lXVrMe8e/9ANSEhI+MtlxEm8hihIJeBdLLqm/hJSU9KusvM1kjaJulcRWs4b5f02ZLzC9OoWfFOM+uUdFX8sjCxbYeZrSuc4+5XjBZMf39/uuiBBrV169Zx9YutFmsyF7pm0xU7X+MtlxEm8hihIJeBdDK5i3T3581shaRbJV0i6V9L2i3pTkm3uPvrI72/yJmSLi/Zd0rJvitGa+ToUSb8QRiKp97PUz0mAJNO7JqdRZfsgjNmT82sLaTXKLkMVIM8RijIZSCdzO5I3X2XpCvHeK4l7F8naV1WMQHIRvEEYFlP/DWSSrtkAwAAAFmhvyKAMavFBGAjLTGVxXrMAAAAQDWqngisEbW1teUdApCJzs7OvEOouVosMYXGMx5yGeEjjxEKchlIJ8gnzUeOcAOOMOzZs0ft7e01abte45RHU8slptA4apnLQL2QxwgFuQykE+Rd6cAAS8wgDF1dXTX7pVY8Tnks6jmWuZolpqRomanew0wI2EhqmctAvZDHCAW5DKQTZNEMYOxqMU65GtUuMSUdW2aqgOWmAAAAUCnuJAEE6+zTTso7BAAAADS5IIvm1tbWvEMAMrFkyZK8Q2hodMNuHuQyQkAeIxTkMpBOkEXzhAlBTgqOcWj69OmJxxplIq88lXbDLkaX7MYyUi4DzYI8RijIZSCdIO8qe3vHPrkR0Mg2bdqUuCxE2om8yqnH5F4jrcOcFbphN76RchloFuQxQkEuA+kEWTQD40mjTeRVqlYF8+79zJIPAACA2qMfM4CaSlMwp1mbudA1m27YAAAAqKUgi+ZJk7iJRhjmzp2bdwhV2f7q2LuPV7o28xmzp6Z+D+qv2XMZkMhjhINcBtIJsrqcMmVK3iEAmejo6DhhXzNNAPbdn79ywr5K12FmpuzmVi6XgWZDHiMU5DKQTpBPmvv6+vIOAcjE5s2bT9hXmADs+Z7eukzkVY3Srtlpul+XKnTHLv6ha3bzKJfLQLMhjxEKchlIJ8g7zqGhobxDADJx6NChxGONPgFYOZV0vy7FTNnNaaRcBpoFeYxQkMtAOkEWzQDyM9ISU2e9NX2hT7dsAAAA5CnIotnM8g4ByERLS0veIaSW9RJThW7ZkuiO3cSaMZeBUuQxQkEuA+kEeQc6bVrzdVtFuKqZuGvKvCV65uUDGUdUW0kFczXjmSW6ZTe7VatW5R0CUDXyGKEgl4F0giyaBwcH8w4BGFaYuKsSbf09OtQ654T9jT4BWKm0y0nRJTs83d3dWrBgQd5hAFUhjxEKchlIJ8ii+fDhw3mHAJygkom7DrywQ+1vm1+DaKo30tjlYpUsMVXcJVuiW3YIdu3axQ0amh55jFCQy0A63IkCqEjWY5fLoUs2AAAA8hbkOs0Aam8sBXMl45h37x+oJBwAAACgJoJ80jx16tS8Q8A4Uc0kX2Mx7W0dNWs7rbF2xy5IO465oNA1my7ZYVm2bFneIQBVI48RCnIZSIe7UqAKY53kq9km7ipntIK5krHLIzljNn/8AgAAQP6C7J7d19eXdwgYZxbNmTbiz6kzplTUbu+vdmQcaeVGKpirXU5q9/4BPd/TW/Es42h8W7ZsyTsEoGrkMUJBLgPp8KQZQFUq7YZdjNmyAQAA0Ki4MwVSqPUY5kZUGMtcKuvu2BKzZQMAAKDxBFk0T548Oe8QEKhyY5hrOV655eS5NWt7rOqxtBTCN39+Y643DqRBHiMU5DKQTpBFc0tLS94hIHDFXYlracrs9rp8zkjKFczVjmHG+LNgwYK8QwCqRh4jFOQykE6QE4H19jKZEMJwsHtr3iGcoJIxzMUTfZX7Qfg2btyYdwhA1chjhIJcBtIJ8nGRu+cdApAJP1qbbtFp11wu9pnVC1O/p3Sir3KY/Ctsg4ODeYcAVI08RijIZSAd7lLRVMbjRFy1kNc4ZSb6AgAAQLMJsmieMCHIXudQ+Ym46q2WE3+VmtAytSbtVlowVzKWeff+gYo+C2Fpa2vLOwSgauQxQkEuA+kEWTRPnVqbQgONo14TceWtbd5ZZfdX0726UpWux1zomk336/Ft+fLleYcAVI08RijIZSCdIO9iBwZ4stWo6F6dTv+ru9T61hOXhci6YK7FmsulzpjNH7PGsx07dqijoyPvMICqkMcIBbkMpBNk0XzkCEVZo8qie3U9u0fn7fCBfWWL5iwL5losH7V7/4B6Dx/NvF00r71793KDhqZHHiMU5DKQTpBFMxrfeOle3egq7XI9mtLZsumaDQAAgGbFnSzQRApjmUvVo3t1OaM9UWa2bAAAADS7IIvmadN4iokwtJ3+a8e9zmupqCQjrb/M02UUW7lyZd4hAFUjjxEKchlIJ8i72qGhobxDADIxNNCrCZNmDr8uVzDXYkxyWjxRxmgOHjyoKVOm5B0GUBXyGKEgl4F08r/broH+/v68QwAkZbU01KuJR2o1JjkJE3yhUtu2bVNnZ2feYQBVIY8RCnIZSCfIohloFLXuTv2Z1Qtr1nY55bpj0w0bAAAAIeNuF6ihWhbM9eyWXfqEme7YAAAAGC+CLJoZo4HQ1btbdvETZp4soxJnnpnPDO9AlshjhIJcBtIJ8u530qQgLwsNppLxynktDZUVnjCjUu3t7XmHAFSNPEYoyGUgnQl5B1ALhw4dyjsEjAP1WP7pwAvP1Kzt3fsH9HxP75h+gGpt2LAh7xCAqpHHCAW5DKTDI1mgQmkL5kZYGqrYSGssl0O3bAAAAIxH3AUDY1TN8lG1GIOc1fJPdLkGAAAAkgVZNE+cODHvEBCg0QrmWoxXnjhtRuKxtE+Ky+HpMepl1qxZeYcAVI08RijIZSCdIO+YW1tb8w4BARqpYK5V1+tp7WecsI/ln9CMli5dmncIQNXIY4SCXAbSCXIisP7+/rxDwDhSy+Wfeve8eOK++AnzojnTeFKMprF169a8QwCqRh4jFOQykE6Qd9xHj1Y/zhONp5oxxbVQj+WjjvbuTzzGE2Y0k9dffz3vEICqkccIBbkMpBNk0YwwNVLBnEY1E3adIrHkEwAAAJAjimY0jUYqmNOMYa5mwq4Db6rse+mWDQAAANRHZnfeZjZP0q2SLpE0R9JuSd+XdIu7j7kPiJnNlvR5SR+SdKqkHkkPS/q8u780ljba2trSBY+6+OlL+/U/ftDdUMVvJYrHMKd5ilxRd+rTOtO/B2hAnZ3kMpofeYxQkMtAOpkUzWa2SNKTinqTPijpWUmrJF0v6RIzu9Dde8bQzpy4nbMkPSbp25IWS7pS0m+a2fnu/sJo7Rw50txFWaju/NGuTAvmeowpLlVcJBe6TY/lKXKlT4b37Nmj9vb2it4LNBJyGSEgjxEKchlIJ6snzf9TUcF8nbvfXdhpZl+SdIOk2yRdM4Z2/lhRwfwld7+xqJ3rJN0Zf84lozUyMDCQKnjUx54Dg5m1VaslnkZTrqv1jNZJOmP21Jp8XldXF7/UEARyGSEgjxEKchlIp+rKI37KfLGknZK+UnL4C5I+IenjZnajux8aoZ3pkj4u6ZCkm0sO3yPpDyW938zePpanzQjXSVMm6vwFM3KdIIuZqwEAAIDxIYvHdavj7aPuPlR8wN0PmNmPFBXV50laP0I750maGrdzoKSdITN7RFEBvlrSiEXzy/0TdPF9m9NdBerumnNPq+h9lU6qlRUm4QIAAADGjyzu/t8Rb7cnHN+hqGg+SyMXzWNpR3E7CEClxW8tu0M3miVLluQdApAJchkhII8RCnIZSCeLonlmvH0z4Xhh/8l1agdNoP2kFp18eJ927do1vG/ZsmWSpC1btgzvmz9/vhYsWKCNGzdqcDAaEz3U1ibNXq4dO3Zo7969w+euXLlSBw8e1LZt24b3nXnmmWpvb9eGDRuG982aNUtLly7V1q1b9frrxyZ27+zs1J49e9TV1TW8b8mSJZo+fbo2bdo0vG/u3Lnq6OjQ5s2bdehQNOKgpaVFq1atUnd3d0XX1NbWpuXLT7yms88+Wz09PUFdU4j/TlwT18Q1jY9rKo4plGsK8d+Jaxr9mmbNmhXcNYX478Q1JV9Ta2urJkyYoHoxd6+uAbN7JV0t6Wp3v6/M8dskrZW01t1vH6GdtYomDLvN3f+ozPGrJd0r6V53/89J7axfv/6nL/XqXfc8a+kvBnXRflKLrr9wvs6ZNyPvUBrehg0bWBYCQSCXEQLyGKEgl9Hstm3bpr6+vqfXrFlzTj0+L4snzYUnwDMTjhf2v1GndnRa65AevWrFaKcBAAAAADCiLJ5pPxdvk8Yad8TbpLHKWbcDAAAAAEAmsiiaH4+3F5vZce2Z2UmSLpTUK+mpUdp5SlKfpAvj9xW3M0HRZGLFn5do0iRmN0YY5s6dm3cIQCbIZYSAPEYoyGUgnaqLZnd/XtKjkhZK+lTJ4VsktUm6v3iNZjNbbGaLS9o5KOn++PybS9q5Nm7/kbGs0TxlypRU1wA0qo6OjtFPApoAuYwQkMcIBbkMpJPVlGOflPSKpLvM7PtmdruZPSbpBkXdqT9bcv62+KfU2vj8PzSz9XE735d0Z9x+aVFeVl9fX4WXATSWzZtZbxxhIJcRAvIYoSCXgXQyKZrjp80rJK2TdK6kGyUtUlTsnufuPWNsp0fS+ZLuknRm3M65kr4h6Zz4c0Y1NDSU8gqAxlRYDgBoduQyQkAeIxTkMpBOZoN/3X2XpCvHeG7ielDuvk/S9fEPAAAAAAC5qd+K0HVkxhrNCENLS0veIQCZIJcRAvIYoSCXgXSCLJqnTZuWdwhAJlatWpV3CEAmyGWEgDxGKMhlIJ0gi+bBwcG8QwAy0d3dnXcIQCbIZYSAPEYoyGUgnSCL5sOHD+cdApCJXbt25R0CkAlyGSEgjxEKchlIJ7OJwBrFzp07F5uZVqxYkXcoQFVWr16tgwcPatOmTXmHAlSFXEYIyGOEglxGCLZv366jR48urtfnBfmkGQAAAACALARZNE+YEORlYRyaOnVq3iEAmSCXEQLyGKEgl4F0qC4BAAAAAEgQZNE8NDSUdwhAJvr6+vIOAcgEuYwQkMcIBbkMpBNk0QwAAAAAQBbM3fOOIVMPPvjgkcmTJ088+eST8w4FqMr27ds1NDSkxYvrNjEgUBPkMkJAHiMU5DJC8Oabb2pwcPDopZdeWpfVoIIrmtevX/+ipBmSduYcCgAAAAAgewsl7V+zZs0Z9fiw4IpmAAAAAACywphmAAAAAAASUDQDAAAAAJCAohkAAAAAgAQUzQAAAAAAJKBoBgAAAAAgAUUzAAAAAAAJgimazWyemX3dzF42swEz22lmXzazWXnHBhQzs8vM7G4ze8LM9puZm9m3RnnPBWb2kJntM7M+M/uZmf2BmU2sV9xAMTObY2ZXmdn3zKwrzss3zWyDmf0nMyv7+4VcRiMys/9mZuvNbFecl/vMbLOZfcHM5iS8h1xGwzOz34nvM9zMrko457fM7J/i7/CDZvbPZnZ5vWMFCuI6zhN+9iS8p6bfyUGs02xmiyQ9KekUSQ9KelbSKkmrJT0n6UJ378kvQuAYM9si6WxJByW9JGmxpL90999JOP9SSd+V1C/pAUn7JH1Q0jskfcfdP1KPuIFiZnaNpK9K2i3pcUm/lDRX0oclzVSUsx/xol8y5DIalZkNSnpa0i8kvSKpTdJ5klZIelnSee6+q+h8chkNz8zmS/oXSRMlTZd0tbvfV3LOtZLultSjKJcHJV0maZ6kL7r7TXUNGlBUNEs6WdKXyxw+6O5/UnJ+zb+TQymaH5F0saTr3P3uov1fknSDpK+5+zV5xQcUM7PViorlLkkXKSo4yhbNZjYjPm+moj/+/CTe3yrpMUnnS/ptd/92ncIHJElm9j5FhcXfuftQ0f52SRslzZd0mbt/N95PLqNhmVmru/eX2X+bpLWSvurun4z3kctoeGZmkv5B0hmS/o+km1RSNJvZQkUPmg5JOsfdd8b7Z0naJGmRpAvc/cf1jB2Ii2a5+8IxnFuX7+Sm754dP2W+WNJOSV8pOfwFRV8EHzeztjqHBpTl7o+7+w4f21+sLpP0VknfLnwJxG30S/qj+OXv1SBMYETu/pi7/9/igjnev0fSn8Uv31t0iFxGwypXMMf+Ot52FO0jl9EMrpP0PklXKroXLud3JU2RdE+hYJYkd39d0h/HL3nohEZXl+/kpi+aFXXBlqRHy9y8HZD0I0nTFHWzAprN++Ltw2WO/VBSr6QLzGxK/UICRnU43h4p2kcuoxl9MN7+rGgfuYyGZmZLJN0h6U53/+EIp46Uy39fcg5Qb1PiMflrzex6M1udMD65Lt/Jk6p5c4N4R7zdnnB8h6In0WdJWl+XiIDsJOa3ux8xsxclLZX0dknb6hkYUI6ZTZL0H+OXxb/AyGU0PDO7SdHYz5mKxjN3KiqY7yg6jVxGw4q/g+9XNM/E2lFOHymXd5vZIUnzzGyau/dmGykwqnZFuVzsRTO70t1/ULSvLt/JIRTNM+PtmwnHC/tPrkMsQNbIbzSbOyS9U9JD7v5I0X5yGc3gJkUT2hU8LOkKd3+1aB+5jEb2eUnLJXW6e98o544ll9vi8yiaUU/fkPSEpK2SDigqeK+V9AlJf29m57v7M/G5dflODqF7NgCgAZjZdZJuVDSxzMdzDgdIzd3b3d0UPeE9OWj+AAAJcklEQVT4sKIbtc1m9q58IwNGZ2bnKnq6/EUm70Izc/db4rlT9rp7r7v/PJ7U+UuSpkq6ud4xhVA0F/56MDPheGH/G3WIBcga+Y2mEC9bcqeiJXtWu/u+klPIZTSN+Ebte4qGd82R9M2iw+QyGk7cLfubirqofm6MbxtrLic9wQPqrTDR6HuK9tXlOzmEovm5eHtWwvHCjJdJY56BRpaY3/EvyDMUTbb0Qj2DAoqZ2R8oWufz54oK5j1lTiOX0XTcvVvRH4KWmtlb4t3kMhrRdEU5uURSv5l54UfRajKS9L/ifYW1b0fK5VMVdc1+ifHMaCCFoTLFqyLV5Ts5hKL58Xh7sZkddz1mdpKkCxWNw3iq3oEBGXgs3l5S5th7FM0M/6S7D9QvJOAYM/svkv5U0hZFBfMrCaeSy2hWp8Xbo/GWXEYjGpD05wk/m+NzNsSvC123R8rlD5ScAzSCwmpIxQVwXb6Tm75odvfnJT0qaaGkT5UcvkXRXyLud/ekNeqARvYdSa9J+g9mtqKwM16w/b/GL7+aR2CAmX1O0cRfP5W0xt1fG+F0chkNyczOMrMTuvWZ2QQzu03SKYpuuF6PD5HLaDju3ufuV5X7kfS38Wl/Ee97IH79DUXF9rVmtrDQlpnN0rGZtwvdYYG6MLMlZtZWZv9CSffEL79VdKgu38nm7tW2kTszWyTpSUW/2B5UNJ34uYrWcN4u6QJ378kvQuAYM/uQpA/FL9slvV/RX8yeiPe95u43lZz/HUn9kr4taZ+kf6Noiv3vSPqoh/B/ZDQVM7tc0jpFT9/uVvkxbzvdfV3Re8hlNJx4eMHtip7CvSipR9EM2hcpmghsj6I/Cv2i6D3kMpqGmd2sqIv21e5+X8mx35d0l6K8f0DSoKTLJM1TNKHYTQLqKM7XGxWtsdytaPbsRZJ+U1KrpIck/Vt3Hyx6T82/k4MomiXJzOZLulXRo/k5knZL+p6kW4r+OgzkruiXV5Jud19Y8p4LJX1W0vmKvjC6JH1d0l3ufvSEFoAaG0MeS9IP3P29Je8jl9FQzOydkq5RtCbzPEXLkhxS9Ef3v1OUm6UT25HLaBojFc3x8Q8qWm7tXYp6of5C0j3u/hf1jBOQJDO7SNF38nJFD5faFE3itUXRus33lyuAa/2dHEzRDAAAAABA1pp+TDMAAAAAALVC0QwAAAAAQAKKZgAAAAAAElA0AwAAAACQgKIZAAAAAIAEFM0AAAAAACSgaAYAAAAAIAFFMwAAAAAACSiaAQAAAABIQNEMAAAAAEACimYAAAAAABJQNAMAkIKZvdfM3Mx25h3LWJnZujjmm8sc8/hnYd0DAwCgCUzKOwAAABqJmV0haaGk77v7lnyjAQAAeaNoBgDgeFdIukjSTknliuZeSc9J+lX9Qqqp5+Lt4VyjAACgQVE0AwCQgrtvlLQ47ziy4u7BXAsAALXAmGYAAAAAABJQNAMAoGgss5m5oq7ZkvSNokmyhif+GmkiMDP7p/jYFWY2w8z+u5k9b2Z9ZvaCmd1qZq1F568xs0fM7DUzO2RmPzSzd48S53QzW2tmm8zsTTPrN7MdZnaXmc2v4LrLTgRmZjfH+9fFry83s382swNmtt/MHjez3xil7RYzu9bMnjCzfWY2YGbdZvZ1M1uSNlYAAPJA0QwAQKRP0l4dG9u7P35d+Hk1RVuzJG2U9GlJcyVNlHSGpM9J+mtJMrNPSvoHSb8uabKkaZLeLekfzezCco3GhebPJd0maUX8niOSzpT0+5KeSXpvNczsPknrJJ0jaUjSSZLeK+lhM/t3Ce85VdH/BndL6pQ0U9KApNMlXSnpaTP7cNaxAgCQNYpmAAAkufsD7t4u6cl41/Xu3l70szJFc1+It+929+mSpku6WlGB+0Ez+5ykL0u6Q9Icd5+paMbuH0tqkfSnpQ2a2UxJD0laIOlvJJ0tqTVuf5Gkv1JUrH/XzE5OEetoLpX0MUm/J2lGHOvbJf1Q0X3E3WZ23BwpZjZZ0oNxjOslXRDHOkPSafG1t0q638wWZRgrAACZo2gGACB7bZJ+y903SJK7D7r7fZK+GR+/VdK33H2tu78Rn9Mt6bcluaSVZnZ6SZufVlRY/293/6i7/8zdj8bvfcHdPybpYUVPtq/K8FpOlnSVu/+Zu/fGn/diHOugpFMVFcXFLpe0UtITkj7g7j9298Pxe3e7+w2SvqboSfkNGcYKAEDmKJoBAMje37h7V5n9/1j037eXHowL58L73lly+PJ4+8URPvev4u2IY41T+mVRu8Pc/WVF3a+l5FjvLBTLZfxlvM0yVgAAMseSUwAAZO9fEva/Em/7daw4LrVXUoeirtaSpHiCr3nxy4fiCcvKaYm3qScEG8FP3D3p8wprVRfHOknSqvjl18zsKwnvnRhvs4wVAIDMUTQDAJC93Qn7j8bbvSMUooVzJhftO7Xov08Zw+dPG8M5Y3VghGP98bY41tk6VrzPGUP7UysJCgCAeqFoBgCg8RUPp5pVGAfdoIpjXe7uW3KLBACADDCmGQCAxre36L9LJwhrND069rS80WMFAGBUFM0AABxvKN5arlEUiWerLhTOH8gzltHEE3/9JH7Z0LECADAWFM0AABxvf7zNcq3jLKyLtzeZ2duSTrJI3rGvi7dXmNnZI51oZrNGOg4AQN4omgEAON7WePthM5uZayTHu0PSC5LeIulJM/uomQ1PomVmp5vZJyQ9LelDOcVY8OeSnpLUKukxM7vazGYUDppZu5l9zMx+IOn6vIIEAGAsKJoBADje/ZIGJXVKes3MfmVmO81sQ55BxZN/vV/SNkVjhR+QdMDMXjOzXkndkr4maZmkpJm56yLuon2ppB8pmk37Xkmvm1mPmR1UNLv4tyS9RznHCgDAaJg9GwCAIu7+rJn9hqTPSFopqV0N8kdmd+8ys+WSflfSRyT9K0XdyPsk/UzR090HJT2SW5Axd3/FzC6S9O8lfUzSOYoK6EFJz0raKOn/Sfrb3IIEAGAMLHmZSAAAAAAAxreG+Ms5AAAAAACNiKIZAAAAAIAEFM0AAAAAACSgaAYAAAAAIAFFMwAAAAAACSiaAQAAAABIQNEMAAAAAEACimYAAAAAABJQNAMAAAAAkICiGQAAAACABBTNAAAAAAAkoGgGAAAAACABRTMAAAAAAAkomgEAAAAASEDRDAAAAABAAopmAAAAAAASUDQDAAAAAJCAohkAAAAAgAT/H0Q5dDdxevZBAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import NelsonAalenFitter\n", "\n", "naf = NelsonAalenFitter().fit(T, E)\n", "naf.plot(figsize=(8,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_However_, when we try a parametric model, we will see that it won't extrapolate very well. Let's use the flexible two parameter LogLogisticFitter model. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 369, "width": 601 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines import LogLogisticFitter\n", "\n", "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n", "\n", "t = np.linspace(0, 40)\n", "llf = LogLogisticFitter().fit(T, E, timeline=t)\n", "\n", "\n", "llf.plot_survival_function(ax=ax[0][0])\n", "kmf.plot(ax=ax[0][0])\n", "\n", "llf.plot_cumulative_hazard(ax=ax[0][1])\n", "naf.plot(ax=ax[0][1])\n", "\n", "t = np.linspace(0, 100)\n", "llf = LogLogisticFitter().fit(T, E, timeline=t)\n", "\n", "llf.plot_survival_function(ax=ax[1][0])\n", "kmf.plot(ax=ax[1][0])\n", "\n", "llf.plot_cumulative_hazard(ax=ax[1][1])\n", "naf.plot(ax=ax[1][1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The LogLogistic model does a quite terrible job of capturing the not only the asymptotes, but also the intermediate values as well. If we extended the survival function out further, we would see that it eventually nears 0. \n", "\n", "### Custom parametric models to handle asymptotes\n", "\n", "Focusing on modeling the cumulative hazard function, what we would like is a function that increases up to a limit and then tapers off to an asymptote. We can think long and hard about these (I did), but there's a family of functions that have this property that we are very familiar with: cumulative distribution functions! By their nature, they will asympotically approach 1. And, they are readily available in the SciPy and autograd libraries. So our new model of the cumulative hazard function is:\n", "\n", "$$H(t; c, \\theta) = c F(t; \\theta)$$\n", "\n", "where $c$ is the (unknown) horizontal asymptote, and $\\theta$ is a vector of (unknown) parameters for the CDF, $F$. \n", "\n", "We can create a custom cumulative hazard model using `ParametricUnivariateFitter` (for a tutorial on how to create custom models, see [this here](Piecewise Exponential Models and Creating Custom Models.ipynb)). Let's choose the Normal CDF for our model. \n", "\n", "Remember we **must** use the imports from `autograd` for this, i.e. `from autograd.scipy.stats import norm`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from autograd.scipy.stats import norm\n", "from lifelines.fitters import ParametricUnivariateFitter\n", "\n", "\n", "class UpperAsymptoteFitter(ParametricUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"c_\", \"mu_\", \"sigma_\"]\n", "\n", " _bounds = ((0, None), (None, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, times):\n", " c, mu, sigma = params\n", " return c * norm.cdf((times - mu) / sigma, loc=0, scale=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
modellifelines.UpperAsymptoteFitter
number of observations200
number of events observed73
log-likelihood-350.868
hypothesisc_ != 1, mu_ != 0, sigma_ != 1
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coefse(coef)coef lower 95%coef upper 95%zp-log2(p)
c_0.4560.0540.3500.561-10.121<0.000577.577
mu_17.5940.58216.45418.73530.236<0.0005664.709
sigma_4.9230.4084.1235.7249.608<0.000570.194
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 244, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "uaf = UpperAsymptoteFitter().fit(T, E)\n", "uaf.print_summary(3)\n", "uaf.plot(figsize=(8,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get a lovely asympotical cumulative hazard. The summary table suggests that the best value of $c$ is 0.586. This can be translated into the survival function asymptote by $\\exp(-0.586) \\approx 0.56$.\n", "\n", "Let's compare this fit to the non-parametric models. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 369, "width": 601 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 6))\n", "\n", "t = np.linspace(0, 40)\n", "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n", "\n", "uaf.plot_survival_function(ax=ax[0][0])\n", "kmf.plot(ax=ax[0][0])\n", "\n", "uaf.plot_cumulative_hazard(ax=ax[0][1])\n", "naf.plot(ax=ax[0][1])\n", "\n", "t = np.linspace(0, 100)\n", "uaf = UpperAsymptoteFitter().fit(T, E, timeline=t)\n", "uaf.plot_survival_function(ax=ax[1][0])\n", "kmf.survival_function_.plot(ax=ax[1][0])\n", "\n", "uaf.plot_cumulative_hazard(ax=ax[1][1])\n", "naf.plot(ax=ax[1][1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I wasn't expect this good of a fit. But there it is. This was some artificial data, but let's try this technique on some real life data. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
modellifelines.UpperAsymptoteFitter
number of observations42
number of events observed30
log-likelihood-118.60
hypothesisc_ != 1, mu_ != 0, sigma_ != 1
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
coefse(coef)coef lower 95%coef upper 95%zp-log2(p)
c_1.630.360.942.331.780.073.75
mu_13.441.7310.0616.827.79<0.00547.07
sigma_7.031.074.949.125.65<0.00525.91
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "Estimated lower bound: 0.20 (0.10, 0.39)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lifelines.datasets import load_leukemia, load_kidney_transplant\n", "\n", "T, E = load_leukemia()['t'], load_leukemia()['status']\n", "uaf.fit(T, E)\n", "ax = uaf.plot_survival_function(figsize=(8,4))\n", "uaf.print_summary()\n", "\n", "kmf.fit(T, E).plot(ax=ax, ci_show=False)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-uaf.summary.loc['c_', 'coef']),\n", " np.exp(-uaf.summary.loc['c_', 'coef upper 95%']),\n", " np.exp(-uaf.summary.loc['c_', 'coef lower 95%']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we might expect that about 20% will not have the even in this population (but make note of the large CI bounds too!)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
modellifelines.UpperAsymptoteFitter
number of observations863
number of events observed140
log-likelihood-1458.88
hypothesisc_ != 1, mu_ != 0, sigma_ != 1
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
coefse(coef)coef lower 95%coef upper 95%zp-log2(p)
c_0.290.030.240.35-24.38<0.005433.78
mu_1139.66101.52940.681338.6311.23<0.00594.73
sigma_872.2666.24742.441002.0813.15<0.005128.86
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "Estimated lower bound: 0.75 (0.70, 0.79)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Another, less obvious, dataset. \n", "\n", "T, E = load_kidney_transplant()['time'], load_kidney_transplant()['death']\n", "uaf.fit(T, E)\n", "ax = uaf.plot_survival_function(figsize=(8,4))\n", "uaf.print_summary()\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-uaf.summary.loc['c_', 'coef']),\n", " np.exp(-uaf.summary.loc['c_', 'coef upper 95%']),\n", " np.exp(-uaf.summary.loc['c_', 'coef lower 95%']),\n", " )\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Using alternative functional forms\n", "\n", "An even simplier model might look like $c \\left(1 - \\frac{1}{\\lambda t + 1}\\right)$, however this model cannot handle any \"inflection points\" like our artificial dataset has above. However, it works well for this Lung dataset. \n", "\n", "With all cure models, one important feature is the ability to extrapolate to unforseen times. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from autograd.scipy.stats import norm\n", "from lifelines.fitters import ParametricUnivariateFitter\n", "\n", "class SimpleUpperAsymptoteFitter(ParametricUnivariateFitter):\n", "\n", " _fitted_parameter_names = [\"c_\", \"lambda_\"]\n", "\n", " _bounds = ((0, None), (0, None))\n", "\n", " def _cumulative_hazard(self, params, times):\n", " c, lambda_ = params\n", " return c * (1 - 1 /(lambda_ * times + 1))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
modellifelines.SimpleUpperAsymptoteFitter
number of observations863
number of events observed140
log-likelihood-1392.1610
hypothesisc_ != 1, lambda_ != 1
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
coefse(coef)coef lower 95%coef upper 95%zp-log2(p)
c_0.42520.07170.28470.5658-8.0154<5e-0549.6941
lambda_0.00060.00020.00030.0009-5982.8361<5e-05inf
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "---\n", "Estimated lower bound: 0.65 (0.57, 0.75)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 260, "width": 486 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Another, less obvious, dataset. \n", "\n", "saf = SimpleUpperAsymptoteFitter().fit(T, E, timeline=np.arange(1, 10000))\n", "ax = saf.plot_survival_function(figsize=(8,4))\n", "saf.print_summary(4)\n", "\n", "kmf.fit(T, E).plot(ax=ax)\n", "print(\"---\")\n", "print(\"Estimated lower bound: {:.2f} ({:.2f}, {:.2f})\".format(\n", " np.exp(-saf.summary.loc['c_', 'coef']),\n", " np.exp(-saf.summary.loc['c_', 'coef upper 95%']),\n", " np.exp(-saf.summary.loc['c_', 'coef lower 95%']),\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }