From 3ede7ff9655c9cfefe3664c9bc9fa6971a2d4d4f Mon Sep 17 00:00:00 2001 From: Roger Labbe Date: Sat, 28 Apr 2018 11:07:04 -0700 Subject: [PATCH] Added use of the scipy describe function Showed how to use describe() get the summary statistics for a sampled distribution. --- 03-Gaussians.ipynb | 153 ++++++++++++++++++++++++++++++++------------- 1 file changed, 109 insertions(+), 44 deletions(-) diff --git a/03-Gaussians.ipynb b/03-Gaussians.ipynb index 2f9a51c..d51dc36 100644 --- a/03-Gaussians.ipynb +++ b/03-Gaussians.ipynb @@ -463,9 +463,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "X = [1.8, 2.0, 1.7, 1.9, 1.6]\n", @@ -540,7 +538,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.02 meters squared\n" + "0.01999999999999999 meters squared\n" ] } ], @@ -609,9 +607,9 @@ "outputs": [ { "data": { - "image/png": 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gQXXu3Fl2u112u11Op9MVFx4eri1btigtLU2PPPKITp8+rT59+mjjxo3czRgA\nAADwkEdNwezZs32+wZgnDh06dMGYrKwsZWVl1Zjerl07LV++3P9JAQAAAAbhUVOQnp4e4DQAAAAA\nBAvX4gQAAAAMzuv7FMybN8/ta2azWa1bt1bfvn2VkpJSr8QAAAAANAyvm4L09HSZTKZqJ/xWqZpu\nMpk0cOBAvfnmm4qMjPRLogAAAAACw+vDh3JyctS1a1c988wzOnTokEpLS3Xw4EE9/fTTuuyyy7R7\n92698sor+vTTTzVr1qxA5AwAAADAj7zeU/A///M/uvvuu/XEE0+4pnXq1ElPPvmkbDabZs+erY0b\nNyonJ0cvvfSS/vrXv/o1YQAAAAD+5fWegm3btik1NbXW11JTU/Xhhx+6Hv/444/1yw4AAABAwHnd\nFDRr1kyfffZZra99+umnatasmSTJ4XCoZcuW9csOAAAAQMB5ffjQLbfcojlz5qhVq1YaO3asWrdu\nrYKCAq1evVrz5s3T7bffLknat2+funbt6veEAQAAAPiX103BX/7yF/33v//VAw88oN/97neyWq2y\n2WxyOp365S9/qYULF0qSOnTooDlz5vg9YQAAAAD+5XVT0KpVK+3YsUMbN27Ujh07lJeXp9jYWA0c\nOFBDhw6VyWSSJNceAwAAAACNm9dNgVR5P4Jhw4Zp2LBh/s4HAAAAQAPz+kRjAAAAAKHFoz0FXbp0\n0bp165ScnKxLL73UdYhQbUwmk3JycvyWIAAAAIDA8qgpGDhwoKKjo12P62oKAAAAADQtHjUFy5Yt\ncz3OysoKVC4AAAAAgoBzCgAAAACD86kpyM3N1bRp05Samqpu3bopOztbkvTCCy+4vdsxAAAAgMbJ\n66bg4MGDSk5O1vPPPy+TyaRvv/1W5eXlkqQvvvhCzz//vN+TBAAAABA4XjcFaWlpat26tb755hvt\n2LFDTqfT9Vr//v21c+dOvyYIAAAAILC8vnnZli1btGTJEiUkJMhut1d77aKLLtLRo0f9lhwAAACA\nwPN6T0FZWZliYmJqfa2kpERmM+cuAwAAAE2J11vwPXr00ObNm2t9bceOHerVq1e9kwIAAADQcLw+\nfOj+++/X73//eyUkJOjOO++UJJ05c0avv/66Fi9erL///e9+TxIAAABA4HjdFDz44IP6/PPP9dhj\nj+kPf/iDpMoTjJ1Op+6//37dc889fk8SAAAAQOB43RRI0osvvqgJEybonXfe0fHjxxUXF6cRI0bo\n2muv9Xd+AAAAAALMp6ZAklJSUpSSkuLPXAAAAAAEgc9NgVR5Z+PS0tIa0zt27FifxQIAAABoQF43\nBUVFRXrssce0atUqlZWV1RpVomKJAAAWE0lEQVRz/v0LAAAAADReXjcFjz76qFauXKmJEyeqd+/e\nCg8PD0ReAAAAABqI103BO++8o4yMDE2ZMiUQ+QAAAABoYD7d0TgpKSkQuQAAAAAIAq+bgmHDhumD\nDz4IRC4AAAAAgsCjw4fy8/Ndj2fOnKlbb71VUVFRGjlypGJjY2vEx8TE+C9DAAAAAAHlUVMQFxcn\nk8nkeu50OjV16lRNnTq11niuPgQAAAA0HR41BbNnz67WFAAAAAAIHR41Benp6QFOAwAAAECweH2i\nMQAAAIDQQlMAAAAAGBxNAQAAAGBwNAUAAACAwdEUAAAAAAbXKJqC4uJiPfroo0pISFBERIT69Omj\n11577YLzZWVlyWQy1fpz7NixBsgcAAAAaPo8uiRpoI0ZM0affPKJMjIy1L17d61cuVJ33HGHHA6H\nxo0bd8H5ly1bpsTExGrTarvTMgAAAICagt4UbNiwQe+9956rEZCkwYMH6/Dhw5o6dapuu+02WSyW\nOpfRq1cv9e3btyHSBQAAAEJO0A8fWrdunSIjIzV27Nhq08ePH6+jR49q9+7dQcoMAAAAMIag7ynY\nv3+/Lr/8clmt1VPp3bu36/Vrr722zmWMGDFCubm5atWqlQYNGqR58+apV69eHr1/dna2HA6Hb8mj\nQflSJ4fDob179wYgG9QX9Qwt1DO0UM/QQj1Dm9lsVseOHeu9nKA3BXl5eerSpUuN6TExMa7X3Wnf\nvr1mzJihlJQURUdHa9++fcrIyFBKSop27typ5OTkC76/zWaT3W73/QOg0auoqAh2CvAj6hlaqGdo\noZ6hhXo2DRc6zN5TQW8KJMlkMvn02tChQzV06FDX8wEDBmj48OFKSkrS7NmztX79+gu+t9Vqldkc\n9KOoEEBhYWHBTgF+RD1DC/UMLdQztFDPpsFf27FBbwpiY2Nr3RuQn58v6ec9Bp7q3Lmz+vfvr127\ndnkU37NnT5qCJsKXOpnNZo/2GKHhUc/QQj1DC/UMLdQztDkcDhUVFdV7OUHfGk5KStKXX34pm81W\nbfq+ffskyeNzA87ldDrZ0AcAAAA8FPQt59GjR6u4uFhr166tNn358uVKSEhQv379vFrewYMHtXPn\nTqWkpPgzTQAAACBkBf3woZtvvlk33HCDJk+erMLCQnXt2lWrVq3Spk2btGLFCtfJExMnTtTy5cuV\nk5OjTp06SZKuv/56DRgwQL1793adaPzss8/KZDJp/vz5wfxYAAAAQJMR9KZAkt544w3NmDFDs2fP\nVn5+vhITE7Vq1Srdfvvtrhi73S673S6n0+malpSUpNWrV+vPf/6zSktLFR8fryFDhmjWrFnq3r17\nMD4KAAAA0OSYnOduZYe42k7EiIqK4vyDJiI6OtrrE2mioqJUWFgYoIxQH9QztFDP0EI9Qwv1DG3+\n2r5laxgAAAAwOJoCAAAAwOBoCgAAAACDoykAAAAADI6mAAAAADA4mgIAAADA4GgKAAAAAIOjKQAA\nAAAMjqYAAAAAMDiaAgAAAMDgaAoAAAAAg6MpAAAAAAyOpgAAAAAwOJoCAAAAwOBoCgAAAACDoykA\nAAAADI6mAAAAADA4mgIAAADA4GgKAAAAAIOjKQAAAAAMjqYAAAAAMDiaAgAAAMDgaAoAAAAAg6Mp\nAAAAAAyOpgAAAAAwOJoCAAAAwOBoCgAAAACDoykAAAAADI6mAAAAADA4mgIAAADA4GgKAAAAAIOj\nKQAAAAAMjqYAAAAAMDiaAgAAAMDgaAoAAAAAg6MpAAAAAAyOpgAAAAAwOJoCAAAAwOBoCgAAAACD\noykAAAAADI6mAAAAADA4mgIAAADA4BpFU1BcXKxHH31UCQkJioiIUJ8+ffTaa695NO+JEyd07733\nKi4uTi1atFBqaqq2bNkS4IwBAACA0GENdgKSNGbMGH3yySfKyMhQ9+7dtXLlSt1xxx1yOBwaN26c\n2/nKy8t13XXXqaCgQJmZmYqPj9eiRYs0dOhQbd68WQMHDmzATwEAAAA0TUFvCjZs2KD33nvP1QhI\n0uDBg3X48GFNnTpVt912mywWS63zvvTSS9q/f78++ugjpaamuuZNTk5WWlqadu/e3WCfAwAAAGiq\ngn740Lp16xQZGamxY8dWmz5+/HgdPXq0zg37devWqUePHq6GQJKsVqvuuusuffzxxzpy5EjA8gYA\nAABCRdCbgv379+vyyy+X1Vp9p0Xv3r1dr9c1b1VcbfNmZ2f7MVMAAAAgNAX98KG8vDx16dKlxvSY\nmBjX63XNWxXn7bxVsrOz5XA4PE0XQeRLnRwOh/bu3RuAbFBf1DO0UM/QQj1DC/UMbWazWR07dqz3\ncoLeFEiSyWTy6bX6zitJNptNdrv9gnEIvm3btvk0X0VFhX8TgV9Qz9BCPUML9Qwt1DO0uTv31ltB\nbwpiY2Nr/Yt+fn6+JNW6J8Af81axWq0ym4N+FBXq4dxBKywsLIiZwB+oZ2ihnqGFeoYW6hka/LUd\nG/SmICkpSatWrZLNZqt2XsG+ffskSb169apz3qq4c3kyb5WePXvSFDRxe/fuVUVFhcLCwpScnBzs\ndFBP1DO0UM/QQj1DC/UMDQ6HQ0VFRfVeTtC3hkePHq3i4mKtXbu22vTly5crISFB/fr1q3Per776\nqtoVimw2m1asWKF+/fopISEhYHkDAAAAoSLoewpuvvlm3XDDDZo8ebIKCwvVtWtXrVq1Sps2bdKK\nFStcx0lNnDhRy5cvV05Ojjp16iRJmjBhghYtWqSxY8cqIyND8fHxWrx4sb7++mtt3rw5mB8LAAAA\naDKC3hRI0htvvKEZM2Zo9uzZys/PV2JiolatWqXbb7/dFWO322W32+V0Ol3TwsPDtWXLFqWlpemR\nRx7R6dOn1adPH23cuJG7GQMAAAAeahRNQWRkpDIzM5WZmek2JisrS1lZWTWmt2vXTsuXLw9gdgAA\nAEBoC/o5BQAAAACCq1HsKWgo5x56VIUblzV9ZrNZFotFZrOZeoYA6hlaqGdooZ6hhXqGhtpqV9s2\n74WYnL7M1UTZbDaVlJQEOw0AAAAgYFq2bFntUv+e4PAhAAAAwOBoCgAAAACDoykAAAAADM5Q5xQ4\nHI4aJ2OYTCaZTKYgZQQAAAD4zul01jix2Gw2y2z27m//hmoKAAAAANTE4UMAAACAwRmqKSguLtaj\njz6qhIQERUREqE+fPnrttdeCnRZ8UFRUpLS0NN14441q27atTCaT0tPTg50WfPT+++9rwoQJSkxM\nVMuWLdWhQweNGjVKn376abBTgw8+//xzDR8+XB07dlTz5s0VExOj1NRUrVixItipwQ+WLl0qk8mk\nyMjIYKcCH2zbts116PT5P7t27Qp2evDRhx9+qGHDhqlNmzZq3ry5unXrpvnz53u1DEPdvGzMmDH6\n5JNPlJGRoe7du2vlypW644475HA4NG7cuGCnBy/k5eXpxRdfVHJysm655RYtXbo02CmhHpYsWaK8\nvDxNmTJFV1xxhXJzc7Vw4UK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\n", 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ze6/VcT6pdQzVNp+c2a7F4r/5pOZruOttutrH3vTt1Vdf1aFDh5SSkqKnn3zC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\n2ZBk/Oc//3FafueddxqSjKNHjxqGwVw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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -654,8 +652,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "mean = 1.795\n", - "std = 0.145\n" + "mean = 1.776\n", + "std = 0.147\n" ] } ], @@ -766,9 +764,9 @@ "outputs": [ { "data": { - "image/png": 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XC+7/eDPbjmUbHUlEKoHKv4jUOMnpedwxJxG708XgyCbcf0U7oyOJ1EuPD+lM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\nMrRUegAAAABJRU5ErkJggg==\n", 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\n", 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34MUbAxn1YyrHsmy8t/YM/+xRE3e3sp9Wp/4gf6Y+cfWcHcc6VQCEh4cza9Ys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\n", + "image/png": 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N9+hoyWVcNrArvTuH8I/FGdTpqEk5SAuTcgn7i44xa20Ok1PjiIsMsjqOctDxUdOuw+XM27Tf6jjKRThUmERkvIiki0iWiDx0ksf9RWS2/fE1IhJv3x4lIktFpExEXm70nGX2fW60f3VqjRek3NOMpVkYDNNGJ1odRZ2m8f270K9rGC8uzqS2rt7qOMoFnLIwiYg3MAO4BEgGfi4iyY2a3QocNcYkAtOBZ+zbK4HHgAea2P1UY8wg+1d+S16Acn85hRXMWZfDlHO6ExMRaHUcdZq8vIT7xyax50gFczfoqEmdmiMjpqFAljFmtzGmGpgFTGzUZiLwjv32J8AYERFjTLkxZiW2AqVUi7y8JAsvL+GuC3tZHUW10LjkzgyICeOlJZnU6KhJnYKPA21igJwG93OBYU21McbUikgxEAWcaorht0SkDvgU+LNpYv6StLQ0B2I6D1fL295Op38OldXy8fdHGN8rkP2Z23D3/2+783vningv/rrqGH//dCXjerbsPKE798+ZcqW+SUpq/gImR0ZMJ1sStHEBcaRNY1ONMQOBUfav6x3IojzMJzvK8RG4qo9eHu7qBnfxI7GDD5/uLKemTq/QU01zZMSUC8Q1uB8LHGiiTa6I+ADhQGFzOzXG7Ld/LxWRD7EdMnz3ZG1TU1MdiGm94/9jcZW87e10+2f34TJWfLqcW89LYNyoxqc13YunvHceCz/MjW+uJct04vrUHg4/z1P6pyVcsW+Ki4ubfdyREdM6IElEEkTED5gCzGvUZh5wo/32JGBJU4flAETER0Si7bd9gcuBrQ5kUR7kpa8z8ffx5o7/03NL7uL8pGiG9OjAjCVZVNbUWR1HOalTFiZjTC0wDVgA7ADmGGO2icgfRWSCvdkbQJSIZAG/AU5cUi4ie4AXgJtEJNd+RZ8/sEBENgMbgf3Aa633spSry8ov5bNNB7hxZDzRIf5Wx1GtRET47bjeHCqpZNbafVbHUU7KkUN5GGO+AL5otO3xBrcrgclNPDe+id0OcSyi8kT/WJxJkK83t5/f0+ooqpWN6BXFsIRIZizbxZSh3Qnw9bY6knIyOvODcjo7D5Uwf8tBbj43gchgP6vjqFYmItw/rjeHS6t4/7u9VsdRTkgLk3I6Ly7OJMTPh9tGJVgdRbWR4T2jODcxileX76KiutbqOMrJaGFSTmXbgWK+3HqIW85LICJIR0vu7P6xvSkoq+a91TpqUj+mhUk5lemLMgkL8OGW83S05O5S4yM5v3dHXl2+i7IqHTWpH2hhUk5jc24Ri3fk8ctRPQkP9LU6jmoH949N4mhFDe98u8fqKMqJaGFSTmP6ogwigny56dx4q6OodnJ29w6M7tuJf6/YTWlljdVxlJPQwqScwvp9R1mafpjbz+9JaICOljzJ/WN7U3yshrdW7bE6inISWpiUU5i+KIOoYD9uHBFvdRTVzgbGhjMuuTOvf7Ob4mM6alJamJQTWLenkG8yC7jz/3oR7O/QZ76Vm7lvbBIllbW8uTLb6ijKCWhhUpZ7YWEG0SH+/GK445N6KvfSv1s4lwzowpsrsymqqLY6jrKYFiZlqW93FbB69xHuuqAXgX46NY0nu29sb8qqa3n9Gx01eTotTMoyxhj+sSiTzmH+XDesu9VxlMX6dAnlsoFdeWtVNoXlOmryZFqYlGVWZR1h7Z5C7r4wUSfyVIDtXFNFTR3/XrHb6ijKQlqYlCWMMbywKJ1u4QFce07cqZ+gPEJip1AmntWNd77dQ0FZldVxlEW0MClLLM84zPp9RUwbnYS/j46W1A/uHZNEVW0dM5fvsjqKsogWJtXubKOlDGI7BDJpSKzVcZST6dkxhKvOjuXd1XvJL6m0Oo6ygBYm1e6+3pHP5txi7h2dhJ+PvgXVT907JpHaesMrOmrySPpXQbWr46OlHlFBXDU4xuo4ykn1iApm0uBYPlizj0PFOmryNFqYVLtae6CK7QdLuHd0Er7e+vZTTZs2OpH6esO/lmVZHUW1M/3LoNpNvTHM3l5Oz47BTBzUzeo4ysnFRQZxzTlxzFqbw+GKOqvjqHakhUm1m+9yq9hXXMuvxyTho6Ml5YC7L0wE4D87yy1OotqT/nVQ7aK2rp7Z28uIDfPm8hQdLSnHxEQEMmVoHEuyj5FfrqMmT6GFSbWL/2zYz/7SOn7ePwRvL7E6jnIhd12QiJfApzvKrI6i2okWJtXmqmrreHFxJokdfBjazd/qOMrFdAkP4KKeQSzdW0l2gR7S8wRamFSb+3DNPvYXHeO6ASGI6GhJnb6r+gbh5yW8sCjD6iiqHWhhUm2qvKqWl5dkMbJXFCmddbSkWiYiwJvLkoL4fNMBtu4vtjqOamNamFSbenNlNkfKq3ng4j5WR1EubkKfICKCfHluQbrVUVQb08Kk2szR8mr+vWI345I7M7h7B6vjKBcX7OvF3RcksjzjMN/tPmJ1HNWGtDCpNvPqil2UVdfywEU6WlKt4/oRPegSFsCzX+3EGGN1HNVGtDCpNpFXUsnbq/Zw5aAY+nQJtTqOchMBvt7cNzaJ9fuKWLwj3+o4qo1oYVJt4qWvM6mrN9w/trfVUZSbmTQklp7RwTy3YCd19TpqckdamFSr23uknNnrcvj50O50jwqyOo5yMz7eXvz2oj5k5JXx3w37rY6j2oAWJtXqXliUgY+3cM/oRKujKDd1yYAuDIwJZ/riDKpqdaoid+NQYRKR8SKSLiJZIvLQSR73F5HZ9sfXiEi8fXuUiCwVkTIRebnRc4aIyBb7c14S/eSlW9iSW8xnGw9wy7kJdAoLsDqOclNeXsLvx/ch9+gxPlqzz+o4qpWdsjCJiDcwA7gESAZ+LiLJjZrdChw1xiQC04Fn7NsrgceAB06y61eA24Ek+9f4lrwA5TyMMfzlix1EBvtx5wW9rI6j3Nx5idGM6BnFP5dkUVZVa3Uc1YocGTENBbKMMbuNMdXALGBiozYTgXfstz8BxoiIGGPKjTErsRWoE0SkKxBmjFltbNd8vgtceSYvRFlvaXo+q3cf4ddjkggL8LU6jnJzIsJDl/TlSHk1M3UJdrfi40CbGCCnwf1cYFhTbYwxtSJSDEQBBc3sM7fRPptcZzstLc2BmM7D1fK2hrp6w+OLj9A1xJs+PodJS2vqn94z+8dR2jfNO1n/nBcXwMzlWQwIKCIqyNuCVM7Bld47SUlJzT7uyIjpZOd+Gl+j6UibM2mvnNzSvcfILalj6oAQfHRZC9WOrhsQgjEwa5sui+EuHBkx5QJxDe7HAgeaaJMrIj5AOFB4in3GnmKfJ6SmpjoQ03rH/8fiKnlbS0V1LXctWMaQHh24e+KIJmcQ99T+cYT2TfNO1T+bKnbw7xW7eWBiKv27hbdnNMu54nunuLj5iXgdGTGtA5JEJEFE/IApwLxGbeYBN9pvTwKWmGbmCzHGHARKRWS4/Wq8G4DPHMiinNBrK7LJL63ikUv76rIWyhJ3XZBIRKAvf/lih05V5AZOWZiMMbXANGABsAOYY4zZJiJ/FJEJ9mZvAFEikgX8BjhxSbmI7AFeAG4SkdwGV/T9CngdyAJ2AV+2zktS7Sm/tJKZK3Yxvn8XhvSItDqO8lDhgb78ekwSq7KOsCz9sNVx1Bly5FAexpgvgC8abXu8we1KYHITz41vYnsaMMDRoMo5vbg4k+raeh68pK/VUZSHu25YD95ZvZe/fLGDUUnR+Hjr/AGuSv/lVIvtPFTCR2v3MXVYdxKig62Oozycn48XD47vS2Z+GXPSck/9BOW0tDCpFjHG8MfPtxMa4Mt9OlGrchIX9+/M0PhIXliUrh+6dWFamFSLLNyex7e7jnD/2CQ6BPtZHUcpwPah20cu60dBWTUzlmZZHUe1kBYmddqqaut4ev4OkjqFMHV4D6vjKPUjg+IiuHpwLG98k82egnKr46gW0MKkTtubK/ewr7CCJ67oj6+eYFZO6MHxffDz8eLP87dbHUW1gP5VUaclv6SSl5dkMi65M+clRVsdR6mT6hQWwL1jElm8I5+l6brSravRwqROy7ML0qmpMzx6aT+royjVrJtGJtAzOpg/fb6d6tp6q+Oo06CFSTlsU04Rn3yfyy3nJRCvl4crJ+fn48XjVySzu6Cct7/NtjqOOg1amJRD6usNT36+jY6h/kzTlWmVi7igTyfG9uvEi4szyS+pPPUTlFPQwqQcMjsthw37inhofF9C/B2aMEQpp/CHy5KpqTM881W61VGUg7QwqVM6UlbF377cydCESH42uMlls5RySvHRwdw6KoFP1+eStqe5RQ+Us9DCpE7pb1/upLyqlj9fOUBnD1cuadqFiXQLD+DRuVupqdMLIZydFibVrHV7Cvn4+1xuG9WT3p1DrY6jVIsE+/vw1MQBpOeV8vo3eiGEs9PCpJpUU1fPH+ZuJSYikHvH6AUPyrWNS+7MRcmdefHrDHIKK6yOo5qhhUk16a1V2aTnlfLEFckE+ekFD8r1PTmhP94iPP7ZVl1Q0IlpYVIndaDoGP9YnMnYfp24qH8Xq+Mo1Sq6RQRy/7jeLE0/zJdbD1kdRzVBC5P6CWMMj87dgjHwxBX9rY6jVKu6aWQ8yV3DeOrzbZRW1lgdR52EFib1E59tPMDS9MP87uI+xEUGWR1HqVbl4+3FX342kPzSKp5boJ9tckZamNSPFJRV8dTn2zi7ewQ3joy3Oo5SbWJQXAQ3jojn3dV7WZutn21yNlqY1I88OW8b5VV1PHt1Ct5e+pkl5b5+P74PcZGB/P6TTRyrrrM6jmpAC5M6YeG2Q/xv80HuGZ1Ikn5mSbm5ID8fnrk6hT1HKnh+oR7ScyZamBQAxcdq+MN/t9K3Syh3XtDL6jhKtYuRvaKZOqw7b6zK5vu9R62Oo+y0MCkA/vj5dgrKqnh2UoquSqs8ysOX9qNbuO2QXmWNHtJzBvoXSPHV1kN8uj6Xuy9MJCU2wuo4SrWrEH8f/vqzgew6XM70xRlWx1FoYfJ4+aWVPDJ3CwNiwrh3TJLVcZSyxPm9OzLlnDj+vWK3XqXnBLQweTBjDA9/uoWyqlqmXzNID+Epj/bY5cl0jwzi/tkbKdEP3lpK/xJ5sFnrcvh6Zz4Pju+rV+Epjxfs78P0awdxqKSSJz7bZnUcj6aFyUPtPVLOn/63nZG9orhZP0irFACDu3fgntGJzN2wn3mbDlgdx2NpYfJANXX1/HrWRry9hOcmn4WXfpBWqROmXZjI4O4R/GHuFg4UHbM6jkfSwuSB/r4gnY05RfztZynERARaHUcpp+Lj7cX0awdRV2+4f/ZG6up1eYz2poXJwyxNz2fmit1MHdady1K6Wh1HKafUIyqYpyYOYE12IS9+nWl1HI+jhcmDHCqu5LdzNtG3SyiPXZ5sdRylnNqkIbFMHhLLP5dksiLjsNVxPIoWJg9RV2/49awNHKuu4+XrBhPg6211JKWc3h8nDqB3p1Dum72RQ8WVVsfxGFqYPMQLi9JZk13In68cQGKnEKvjKOUSAv28mTF1MJU1dUz7cD01dfVWR/IIDhUmERkvIukikiUiD53kcX8RmW1/fI2IxDd47GH79nQRubjB9j0iskVENopIWmu8GHVyX209yIylu/j50DiuHhJrdRylXEpipxD++rOBpO09yt91YcF24XOqBiLiDcwAxgG5wDoRmWeM2d6g2a3AUWNMoohMAZ4BrhWRZGAK0B/oBiwWkd7GmOMzJV5ojCloxdejGsnMK+W3czYxKC6CJyfoMulKtcTEQTGszS5k5ordpMRG6IVDbcyREdNQIMsYs9sYUw3MAiY2ajMReMd++xNgjIiIffssY0yVMSYbyLLvT7WDksoa7njvewL9vHnlF4Px99HzSkq11ONXJDO4ewQPfLyJbQeKrY7j1sSY5q/RF5FJwHhjzG32+9cDw4wx0xq02Wpvk2u/vwsYBjwJfGeMed++/Q3gS2PMJyKSDRwFDDDTGPPvhj+3uLj4RLDMTL1c83TVG8Oz3xaz4VAVT5zfgeSOflZHUsrlHa2s48GvC/EW+NuYKML99TR9SyQl/TBhdHh4+E8+4e9Ir55sWoDG1aypNs0991xjzGDgEuBuETnfgSzKQR9uLSPtYBU3nhWqRUmpVtIhwJvfj4iguLLzNjKAAAATdElEQVSe51cXUaMfvm0TpzzHhO28UlyD+7FA40mkjrfJFREfIBwobO65xpjj3/NFZC62Q3wrThYgNTXVgZjWS0uzXcNhdd7Z6/bx3/Q8pg7rzmNXDsB2VNV6ztI/zkj7pnnO1D+pQGCn/fx61kbm5Qbwl6us/R1zpr5xVHFx84dCHRkxrQOSRCRBRPywXcwwr1GbecCN9tuTgCXGdoxwHjDFftVeApAErBWRYBEJBRCRYOAiYKuDr0k1Y1VWAY/O3cqopGiemtDfaYqSUu5k4qAY7rqgFx+t3cery3dbHcftnHLEZIypFZFpwALAG3jTGLNNRP4IpBlj5gFvAO+JSBa2kdIU+3O3icgcYDtQC9xtjKkTkc7AXPsfTR/gQ2PMV23w+jxKVn4pd77/PT07BjNj6mB8dH0lpdrMAxf1IffoMZ75aifdIgKYOCjG6khuw5FDeRhjvgC+aLTt8Qa3K4HJTTz3aeDpRtt2A2edbljVtLySSm56ax3+Pt68edM5hAX4Wh1JKbfm5SU8NzmF/NJKHvh4Ex1D/RnZK9rqWG5B/0vtBooqqrn+jTUcLa/mzZtSie0QZHUkpTyCv483M69PJSE6mDve/Z6dh0qsjuQWtDC5uIrqWm5+ex17Cip47YZUUmIjrI6klEcJD/TlrZuHEuTvzfVvrCW7oNzqSC5PC5MLq6qt4473vmdTThH/vO5sRibqYQSlrBATEcj7tw6jrt4w9bXvyD1aYXUkl6aFyUXV1NXz64828k1mAX+7OoWL+3exOpJSHi2pcyjv3jKU0qpafvH6GvJLdDbyltLC5IKqa+uZ9uF6vtp2iMcvT+aa1LhTP0kp1eYGxITz9s1DyS+tYurrazhSVmV1JJekhcnFVNfWc/eH61mwLY8nrkjmlvMSrI6klGpgSI8OvHHjOewrrGDKv7/TkVMLaGFyIdW19dz1wXoWbc/jqQn9uflcLUpKOaMRvaJ4++ah7C86xjUzV7O/6JjVkVyKFiYXUVZVy63vrGPxjjz+OLE/N46MtzqSUqoZI3pF8d6twzhSXs01r65mj16t5zAtTC7gSFkV1732Hd/uOsKzk1K4YUS81ZGUUg4Y0qMDH/1yOBXVtVwzczXbD+jnnByhhcnJ5RRWMPnV1aQfKmXmL4bohQ5KuZgBMeHMvmMEXiJcM3M1KzIOWx3J6WlhcmJbcou5+pVvKSir4oPbhjE2ubPVkZRSLdC7cyhz7x5JbIdAbnl7HXPScqyO5NS0MDmp+ZsPMnnmt/h6e/HxnSNJjY+0OpJS6gx0DQ/k4ztHMKJXFL//ZDMvLEynXtdzOiktTE6mvt4wfVEGd3+4noEx4Xw27Vz6dAm1OpZSqhWEBvjy5k3nMHlILC8tyeKO97+ntLLG6lhORwuTEymprOGuD9bz4teZTB4Sy/u3DSM6xN/qWEqpVuTr7cWzk1J44opkluzMZ+KMVWTll1kdy6loYXISW/cXc8U/V7JoRx5/uKwfz05Kwd/H2+pYSqk2ICLcfG4CH9w2jOKKGq6csYqvth60OpbT0MJkMWMM767ew8/+9S3VtfXMuWM4t43qqSvPKuUBhveM4vN7zqNXx2DufH89j8zdwrHqOqtjWc6hhQJV2ygoq+KR/2xh4fY8LuzTkReuGUSHYD+rYyml2lG3iEA+vnMkzy9KZ+by3azNLuSlKWeT3C3M6miW0RGTRb7YcpCLpq9gWfphHrm0L2/ceI4WJaU8lJ+PFw9f0o/3bx1GyTHbob1Xlu2itq7e6miW0MLUzgrLq7n3ow3c9cF6YjsEMv/e87j9/F54eemhO6U83XlJ0Xx13/mM7tuJZ77ayZX/WsW2A8VWx2p3WpjaSX294cM1+xj9/DK+2HKQ347rzae/GklSZ70UXCn1g8hgP169fgivTB3MoeIqJry8ime/2ulR5570HFM72Lq/mD/8dysbc4oYmhDJn68cQG8tSEqpZlwysCsjekXx9Pwd/GvZLv67YT8PX9qPy1O6uv3FUTpiakMHi4/xu483MeHlleQereCFa85i9u3DtSgppRwSEeTHc5Ntfzcigvy456MNXDvzO7bud+/DezpiagPFx2r417Is3l61B2PglnMTuGdMEuGBvlZHU0q5oGH2y8pnr8vh7wvTufyfK7kspSv3j02yOlqb0MLUikqr6pmfVcHC/y2htKqWqwbF8JuLehPbIcjqaEopF+ftJVw3rDuXpXTl9W928+bKbL7ccpBR3QOY3C/Y6nitSgtTK8gvqeS1b3bz3rcFVNYZLu7fmXvHJNG/W7jV0ZRSbiY80JffXtSHm0bGM3PFbt5euZtv9lWy4OAGfjkqgZTYCKsjnjEtTC1kjGFDThHvrd7L/M0HqTOGc2P9uapPMFeNSbU6nlLKzUWF+PPIpf1IDS3hf5kVLNmZz+ebDjAsIZJfjurJhX074e2iH0PRwnSayqtqmb/5IO9+t4et+0sI8ffhumHdufnceA5n77A6nlLKw0QGenNDSihPX3cWs9fl8ObKbG57N42YiEAmp8YyOTWOmIhAq2OeFi1MDqitq2fVriPMXZ/Lgm15HKupo3fnEP505QCuOjuGEH9bNx7OtjioUspjhQb4ctuontw4Mp6F2/KYtW4f/1icyYtfZ/J/vTty1dkxjO3XmWB/5/+z7/wJLVJTV8+67EIWbs9j/paDHC6tIizAh6sGx3DV2TGk9ujg9p8lUEq5Hl9vLy5L6cplKV3JKaxg9rocPvk+l1+nb8Tfx4vRfTtxxVnduLBPJwL9nHMFAy1MDRRVVPPtriMs2p7H1zvyKKmsxd/Hi//r3ZGfDY7hwr6ddCkKpZTLiIsM4oGL+/Cbcb1J23uU/20+wBdbDvLl1kP4+3gxslcUF/btxIV9OhEX6TxXD3t0YaqormXdnqN8m1XAql0FbDtQgjHQIciXccldGJfcmfN7RxPk59HdpJRycV5ewtCESIYmRPLEFf1Zs/sIi3bksXRnPks/2wZso2fHYEb2imJoQhTDEiLpHBZgWV6P+YtbX2/YXVDOxpwiNuYcZWNOETsPllJbb/D1Fs7u3oH7xvRmZGIUZ8dF4OOtk2IopdyPt5cwMjGakYnRPHFFf7ILylmWns+y9MPMXb+f97/bB0B8VBDnxEeSEhfBwJhw+nYJJcC3fY4YuWVhKq6oISO/lJ2HSsk4VEp6Xik7DpZQWlkLQIi/Dymx4dx+fk+G94wiNb6DjoqUUh4pITqYhOgEbj43gdq6erYfLGFtdiFrsgtZvCOPj7/PBcDHS0jqHMrAmDD6dAkjqVMIiZ1C6Boe0Orn2x36aywi44EXAW/gdWPM3xo97g+8CwwBjgDXGmP22B97GLgVqAPuNcYscGSfzTHGUFhezd7CCnIKK9h7xPaVU1jB3sJy8kqqTrQN9fehT5dQrjirG4NiIxjUPYJeHUNc9vp+pZRqKz7eXqTERpASG8Fto3pijCH36DG27i9mi/1r0fY85qTlnnhOsJ83vTqF0KtjCHGRQcRGBBLbIZDYDkF0jQjAtwVHn05ZmETEG5gBjANygXUiMs8Ys71Bs1uBo8aYRBGZAjwDXCsiycAUoD/QDVgsIr3tzznVPk94ct428koqySupJL+0ivySKqobLaDVJSyA7lFBjErqSGKnEPp0CaVP59A2qeZKKeUJRIS4yCDiIoO4ZGBXwDYwOFJeTVZ+GZn5ZezKLyMrv4w1u4/w2cb91Jsfnu8ltr/NncMD6BTqT6fQADqG+nNjaqdmf64jI6ahQJYxZrc96CxgItCwiEwEnrTf/gR4WWzVYCIwyxhTBWSLSJZ9fziwzxM+XZ9L57AAOof5MzQ+ko5h/rZCFBlEj6ggYjsEtduxT6WU8mQiQnSIP9Eh/gz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IBckuKOGxTxLZeuQ8nm5m3hncjntjNJ/elZhMJp65vRl1a/jwx8W7WLYznYycYmY82pFA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\nAgz2RERERERRgMGeiIiIiCgKMNgTEREREUUBBnsiIiIioij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\n", 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PR1/f08FI99Raup/W68172p0c26thPTs7u93e88rK0Fup7fW6tzZ58mSF9Q60\nXip32rRpfd2cQUH31Hq6p9bq6/vpfW8D4GX6xJOYdmJOj89XUO+FN9/B4zOYNKUIl6P3f9/39T0d\njHRPraX7ab3evKfBYJC6urqojunV34RFRUVs3769zXZz25QpU3qzOSIi0gMtiyJZOxsMQI3mWhcR\nAXo5rC9atIjdu3dHTNHo9/t59tlnOeOMM8jPz+/N5oiISDcZhtGyKFKyNW8bO+w20hJCb/hqRhgR\nkZBuhfW3336bl156iT/84Q8AfPzxx7z00ku89NJLeDweAG666SacTif79+8PH3fjjTcyefJkrrji\nClavXs27777LlVdeySeffMIvf/lLC56OiIj0BneTH3/QrFm3pmcdIDPZnL5RPesiItDNmvWlS5dG\nhPC1a9eydu1aAPbu3cuYMWMIBAIEAgEMwwjvFx8fz3vvvcfy5cv53ve+h8fjYfr06bz99tucc845\nPXwqIiLSW8wwHe+0kxgX/ewGHclIdLEfLYwkImLqVljft29fp/sUFxdTXFzcZvuwYcNYtWpVdy4r\nIiL9hLl6aaZF9eoms/69SmUwIiJAL9esi4jI4NAyuNTaac7M1VBr1LMuIgIorIuISDeoZ11EpHco\nrIuISNRi1bNunq9aUzeKiAAK6yIi0g1mz7dVc6ybMprnWtfUjSIiIQrrIiISNbNnPdPqmnVN3Sgi\nEkFhXUREolYd85p1hXUREVBYFxGRbjDDdLrVNesqgxERiaCwLiIiUYtVz7p5PpXBiIiEKKyLiEjU\nqmJUs2721Df4AjT6ApaeW0RkIFJYFxGRqFXHaDaYtAQnDrsNgBpN3ygiorAuIiLR8QeC1Db6Aevn\nWbfZbKQ3161rYSQREYV1ERGJUuseb3NAqJXMFwBV9epZFxFRWBcRkaiY9eqpCU6cDuv/jJiDTGsa\n1LMuIqKwLiIiUTFDtNUzwZgywmUw6lkXEVFYFxGRqJjlKVbPBGPK0PSNIiJhCusiIhIVc+Bneqx6\n1pO0MJKIiElhXUREolIdoznWTeZ5NRuMiIjCuoiIRKkqRquXmlQGIyLSQmFdRESiUt08daPVc6yb\nWspgFNZFRBTWRUQkKuHVS2Mwxzq09NhXa+pGERGFdRERiU54Npjk2JTBpGvqRhGRMIV1ERGJilmz\nnhGjmnXzRUC1x4thGDG5hojIQKGwLiIiUalpiPE86809676AgccbiMk1REQGCoV1ERGJSrhnPTE2\nPetJcQ7iHPaIa4mIDFUK6yIi0mWNvgCNviAAGcmx6Vm32WyaEUZEpJnCuoiIdJnZ0+2020iNd8bs\nOgrrIiIhCusiItJl5kwwGUkSheS+AAAgAElEQVQubDZbzK5jDl6tVBmMiAxxCusiItJlFfVNAGQn\nx8f0OjkpzWHd3RTT64iI9HcK6yIi0mUV7lBPd3ZKbAaXmswXAxX16lkXkaFNYV1ERLrMDM/ZKbHt\nWTdfDCisi8hQp7AuIiJdVuE2y2Bi3bMeF3E9EZGhSmFdRES6LFwGE+uw3txzb15PRGSoUlgXEZEu\nCw8wjXUZTLLKYEREQGFdRESi0FKz3ls96yqDEZGhTWFdRES6rNfKYJrPX9vox+sPxvRaIiL9mcK6\niIh0WXiAaYzLYNITXTjsoUWXKlUKIyJDmMK6iIh0SaMvQL03AMS+DMZut5EVrltXKYyIDF0K6yIi\n0iVmvXqcw05qvDPm12uZvlE96yIydCmsi4hIl5glMFnJcdhstphfr2VhJPWsi8jQpbAuIiJdEh5c\nGuMSGFN2suZaFxFRWBcRkS5pmbYxtoNLTS096wrrIjJ0KayLiEiXhGeCifG0jaaWmnWVwYjI0KWw\nLiIiXRLuWe+tsJ6iMhgREYV1ERHpkmO9NMe6yXxRcExlMCIyhCmsi4hIl1TW9/IA0+YXBZWaDUZE\nhjCFdRER6ZLwbDC9XrOunnURGboU1kVEpEsqersMprkH3+MN0NC8cqqIyFCjsC4iIp0yDKPXB5im\nxDuJc4b+TGlhJBEZqhTWRUSkU/XeAE3+INB7Nes2m40clcKIyBAXdVh3u93ceuut5Ofnk5CQwPTp\n03n++ec7Pa64uBibzdbu4/Dhw91qvIiI9A6zBCbR5SApztlr180KL4yknnURGZqi/o172WWXsXXr\nVu6//37Gjx/P6tWrueaaawgGgyxevLjT43//+98zYcKEiG3Z2dnRNkNERHrRMXfvzgRjyk6Oj7i+\niMhQE1VYf+utt3jnnXfCAR1g3rx57N+/nzvuuIOrrroKh8Nx3HNMmTKFmTNndr/FIiLS63p7jnVT\nTvP1jtapZ11EhqaoymBeffVVUlJSuOKKKyK2L1myhEOHDrF582ZLGyciIv1DeW0jAMPTejesD2u+\n3pHm64uIDDVR9azv2LGDiRMn4nRGHjZ16tTw988666zjnmPhwoUcPXqU9PR05s6dy7333suUKVO6\ndP2dO3cSDAajafKQ4fP5wh+3bdvWx60ZHHRPrad7aq3evJ8f7akBwOl19+q/nb/ODcAnpeVs2xb7\n6Rv1M2o93VNr6X5arzfvqd1up7CwMKpjogrrFRUVjBs3rs32rKys8Pc7Mnz4cFasWMGsWbNIS0tj\n+/bt3H///cyaNYuNGzcybdq0Tq/v9/sJBDTXbmfMHzqxju6p9XRPrRXr+3m0PnT+jHhbr/7bZcQZ\nAByr9/f6z4x+Rq2ne2ot3U/rxfqedlYu3p6oB5jabLZufW/BggUsWLAg/PWcOXO4+OKLKSoqYuXK\nlbz++uudXtvpdGK3a7bJ9rT+4XK5XH3YksFD99R6uqfW6s37Wd0YCs05Ka5e/bfLTQ1dt6rJ6JXr\n6mfUerqn1tL9tF5v3tPu5Niownp2dna7veeVlZVASw97V40ZM4azzz6bDz74oEv7T548WWG9A9u2\nbcPn8+Fyubr0LoV0TvfUerqn1urN+1n/3gagidOnjGfaiTkxvVZrw2oa4U/vUd0YZErRVBz2jjuF\nrKCfUevpnlpL99N6vXlPg8EgdXV1UR0TVfItKipi165d+P3+iO3bt28H6HLteWuGYSiAi4j0c+U1\noQGew9ISevW6OSlx2G0QCBrhud5FRIaSqFLyokWLcLvdvPzyyxHbV61aRX5+PmeccUZUF9+7dy8b\nN25k1qxZUR0nIiK9p77JT11TqJNmWC/PBuN02MlNDV2zvFZhXUSGnqjKYC666CIuuOACli5dSm1t\nLSeeeCJr1qxh3bp1PPvss+Gi+ZtuuolVq1bx+eefM3r0aADOP/985syZw9SpU8MDTB944AFsNhs/\n/elPrX9mIiJiCXPaxuQ4B6kJvV8jOywtgfLaJg7XNlJEeq9fX0SkL0U9wPSVV15hxYoVrFy5ksrK\nSiZMmMCaNWu4+uqrw/sEAgECgQCGYYS3FRUV8cILL/CrX/2KhoYG8vLyOPfcc/nRj37E+PHjrXk2\nIiJiucPNYX1Yeu+WwJhCpTc14XaIiAwlUYf1lJQUHnnkER555JEO9ykuLqa4uDhi28MPPxx140RE\npO8daS4/GZbaN2F9eHOdvBZGEpGhSCM7RUTkuMwe7eF91LNuXvdwjcK6iAw9CusiInJch/toJhhT\nXvMAU5XBiMhQpLAuIiLHZQ4w7e2ZYExmz3q5wrqIDEEK6yIiclxmSB4ebc96wA973oVdfwB/q2kX\n6yugcm/ktuMwr6upG0VkKFJYFxGR4zJD8nFng9n9Jrx4PWx5InL7c5fDC9+AhuqWbR89D7+dDi/d\nGLlv6VbwNbQ5dV5zWK9p8NHoC3TrOYiIDFQK6yIi0qFg0GhVBtMc1mvL4J9Pg9/bsuOxPfDx61Dy\nQcs2hxPGzIaCWWCztWz3N4EzEbLGtWwL+KD4YvjlGKj8IqINaQlOEl2hdTw0yFREhpqop24UEZGh\no9LjxR80sNmaB3r6vfC7M6CxJhS2x5wd2vGkC0KBfPRXIk/wzTfannT27XD2bRBoFfbdRyA5JxTa\nM8a0bN/xCramWsal5bGzIlSSMyYn2fLnKSLSXymsi4hIhypKP+EbjndYl7gQl8MOxMHky+Dw9lCw\nNg2bHHp0lc0GzlYDVtNHwm07wV0O9uY3fQ0DNvwSju7m0vTvsZMzNSOMiAw5CusiItK+mgOc9OJc\n7nUGOZA8u2X7xQ+B3WH99Ww2SB3e8nXQD9OvhR0v8VnKhVBeGyrJObwj1LM/+qzI8hoRkUFINesi\nItKisbbl8/RRlOWcxfvBIvJTWv25iEVQb4/DBV/5PtzyVzKycgA4VN0I790LxV+Fv/26d9ohItKH\nFNZFRAQaquCVb8F/nw5N7vDmZ0f/nBt8dxI3bHwfNg4KMpMAOFBRB+mjQgNUJ13asoNh9FHLRERi\nS2FdRETAlQylW6CuDD57N7z5i6pQXfro7KS+alnE9fdVNcHCX8P//gSyT2jZ4S/3wWvfhpqDfdRC\nEZHYUM26iMhQZBiw968w7pzQ1844uOQ/IS4ZRp4S3m1/hQfoB2E9KzQDTEmlh2DQwJ6Q3vLNhirY\n9J/gb4ATz4P0y/uolSIi1lPPuojIUBMMwrOXw9OXwO63WraPnR0R1A3DoKQyFNYLs/p2usT8jASc\ndhtef5Dyui/NCJOYGZoi8qzvhWaqMXk9vdtIEZEYUFgXERlq7HYYMRWcCeA+3OFux9xePN4ANhsU\nZCX2YgPbcjrsjMwMtcHs7Y8waibM/1nL7DB+LzwxD17/TuTqqSIiA4zCuojIUFD+MdQfa/l6znL4\nzmaYeWOHh5RU1gOQn55IvLOXZoA5jsKsUClOSXth/cu+WA9Hd8Mn60JTQIqIDFAK6yIig9225+Hx\nc+APy1pmTYlLgswxxz3M7ME2Q3JfM+vm9ze/iDiu8fPhxj/CosdCK6Oa/N6OjxER6YcU1kVEBru8\nSaGQHvCBr6HLh/WXwaUmc5Bpu2Uw7SmcBSed3/J1yWb47Qz49E8xaJ2ISGworIuIDDaGAVX7Wr4e\nMRW+9RdY/EKoR72LwoNL+0lYN9thtitqf/s11B6Ana9Y2CoRkdhSWBcRGUwaa+D5a+GxOZFzjg8v\nahl82UX7K0LlJqP7eCYY05jsKHvWv+zrvw/V6i/4Rcs2LaYkIv2cwrqIyGDiSg7N8OL1wIEtPTqV\n2YPdX8pgzNr5mgYfNR5f9CeIS4JzV4SmejSt+yGsuwt8jR0fJyLSh7QokojIAGf3e0I9xDYbOJxw\n2RPg84R607vJ3eTnmDs0GLO/lMEkxjnIS43nSF0T+yvrmZqU0bMTHv0ENv/f0OcnL4Cxc3reSBER\ni6lnXURkAEup+Ijx730TPvx/LRuzT+hRUIeWEpis5DjSElw9OpeVzF7+fd0thWkt92RY/CKc838U\n1EWk31JYFxEZwJJq9hDvOQxbnoBgwLLzlvSzaRtN5kqqJRVdmL6xK8ZfCPPuCn9p99Uz7h8/Jc59\n8DgHiYj0HpXBiIgMNMFgaBVS4MjYRTjtBvkL7wK7dQsX7e9n9eqm8FzrVvSst2PEzkfJKltPYn0p\nnHVR1INyRUSspp51EZGBIhiA938Nzy5q6UW32Tl60jWQkGbppT45XAfACbkplp63p07MC7Xnk/K6\nmJz/yPhrqc05hQPTb1dQF5F+QT3rIiIDRe0heP8h8Lph9xvAmJhdauehGgCmjLT2RUBPTc4PtWf3\n4Tp8gSAuh7V9Tr6k4Xx6xgO44uJaNu55NzRgd9Illl5LRKQr1LMuIjJQZBTAxb+G//gdTIxdcGz0\nBfj8aKgmfHJ+esyu0x0FmUmkxjvx+oN8ftQdm4u07lGvPwav/X/w4nWw/aXYXE9E5DgU1kVE+qua\ng7BmMRzZ1bJt2lUw49qYlmjsPlxHIGiQkxJHXmp8zK7THXa7jYnNves7DtbG/oLxqTD9Whg2BSYs\njP31RES+RGFdRKS/emclfPImvHFbr660aZbATMpPx9YP67bNUhiznTHljIcL7oGb/wyuhJbt217Q\nQkoi0isU1kVE+qsLfw4nnAdfe6RXBzuaPdZmKO4JwzAIfGlKSX/Qj9GDFx9mac7OQ73Qs25ytnqH\nYftL8Oq34KkLINCNlVRFRKKgAaYiIv2BYcCOl6GuDM76Xmhb6nC47hXLL+UL+nB73bi9bup8ddT7\n6qnz1pEal8ppw0/j4+Ye688Dz3DX+wZNgSaaAk00BhrxBrw0+hs5MeNE7pt9X/icC15eQEVDBQEj\ngGEYBAkSNIIAjM8cz8uXvBze97L/uYy9NXtx2Bw4bA6cdicOuwOX3cWolFE8d/Fz4X1XblxJaV0p\nic5EklxJJDoTaWxyEJd7jF31qQSDs7DbQy9kdlXsImAESItLIy0ujdS4VBwWTmcZFp8Gybkw4WJw\n9J8Fo0RkcFJYFxHpDw5shZdvArsTxs2D4VO6dJhhGHgCHvbV7KOqqYqqxuZH8+ejUkdxzYRrAAga\nQb6y5iu4fe0PzDxj+BnMyD2V3c3TNu6oWU/dsfZ7rx22yBBsGAaNgfbLQgwie9HNnvaAESBgBPAG\nveHvpbgip4rcUbGDPVV72pwzPgeCvjRKKj2MyQktlHT/lvv555F/RuyX4kohPT6d3MRcnvnqM+Ht\n6/ato7aplqyELLITs8lOyCYrIatrPf7j58O3P4CEVoNvq0uhoQpGTO38eBGRKCisi4j0BwWnw+RF\nkHMy5J4MQL2vnnJPOcc8xzjScCT8cVTKKBZPXAxAkCC3bL8FY3v7IfOM4WeEw7rdZsdlb+kJTnQm\nkupKJSUuhZS4FMZljOPzo/U0+YOkxDtZOm0pAcNPvDOeeEfkIzMhM+I6qy5aRdAIYrfZsWHDYXdg\nw4bdZm/Tu/38wufxBX34g378QT+BYACfEfr6yy8C7jztTiobK2nwN+Dxe0IffR5e+MfnHK012Hmo\nNhzWsxKyGJ48nNqmWjz+0KJJbp8bt8+NN+CNOO/qXav515F/tblfLpuLLFcWv5r4q/C290rew+Pz\nkJeUx7CkYeQl5ZGUnNNykGHAmz+Az96Fhb+GU7/Z7r+FiEh3KKyLiPQBf8lmjm38FWXn/ICyxkqS\nXcmc8/Xfg82GP+hn7vNnU9PU/gDK04afFg7rDpuDNGcafpufzPhMshKyyEjIIDM+k8yETE7IOCHi\n2BcWvkCSK4lkVzJOe9s/Aa/88wAAk0akcd3kC7v8fIYnD+/yvqlxqV3e9/QRp7e7vWzfR6z5vJSd\nh2q4eOoIAB6e93D4+76gj9qmWmq9oYfvS7Xlpw8/nfT4dCobK6loqAi/IPAZPrxBb8TA2lU7V7UJ\n9mlxaQxLHsbI5JH8dvYD2OKSwO5gT+Yo4mr3MyJ5BHGOOEREekphXUQkBoJGEI/PQ0pcqKzDMAzu\n+ttdHHIfoqz+EEfcZQRsNnjnZgBmDpvJOQXnAOC0O4mzh4JeiiuF3KRcchNzwx9PzDgx4loPT3qY\n02ac1qV2jUgZcdzvm4NLJ1kwuDSWJuWnA6Xs6GCQqcvuCpW3JGa3+/3vzvhum20en4eN/9qI2xtZ\nJjQ9dzrxjnjKPeWU15fj8XvCLwLcXje2uES4ohgqv+Cnm3/Cv97/FzZs5LpSyU8dxciMseQn51OQ\nWsCikxb19KmLyBCjsC4i0gMltSWU1JVQWldKSW0JB+oOUFpXygH3AablTuOpC58CwGYYbCnbwpGG\nI6EDbTac2BiWPJwRKSOZkhNZo/70RU+TmZBJsiu50zaYwd4Kmz4/BsCMwgzLzhkLpzS378N9lTT5\nA8Q7ez6QNMmVRF58Hpn2yBKf22feHvG12+sOB/fW9fZkjSPOEUeiM5EGfwNHfLUcqfyYf1d+DMCI\n5BERYf329bdT0VDByJSR5KeEwrz5yEnM6ZfTZopI71NYFxE5Do/PQ2ldafjhtDu5btJ14e/fsO4G\njjUca/fYg+6DoU++2ADrfsit0y/BlT+dEckjGJE8guyE7A5nKxmVOsry59KZspoGdh+uw26DOSfl\n9vr1ozFpRBp5qfEcqWti694qzj4pp/ODLGLW+H+5xAjgyflPYhgGVWX/4tDbP+Cgzc/B077Jofoy\nkpxJEft+dPQjyj3lbQbFAoxOG80bi94If72+dD3xjngK0woZnjQ8NrPciEi/pLAuIkOaYRjU++rD\n5SoAv9zyS3Yc20FpXSkVjRUR+49MGRkR1sdnjicjPoOC1AIKUwsjekeHpzTXcX/6Rziyk6/tToOz\n7uyV59UdGz45CsC0ggwyk/t3vbXNZuOc8bms/ccB1n9ypFfDemdsNhtZ+aeQdeOfmdJQBUlZoW8E\n/PDKLTB9MYw7h4fnPsxB98Hww3xBWFZfRk5i5PP5+eafc7j+MBAqkxqVMopRqaMoSC1gYtZEldeI\nDGIK6yIyJByuP8z+2v0RveTmIyM+g3WXrwvvu/3YdrYd3Rb+2gzjo1JHMSZtDIZhhEsUHrvgsbYX\nO7YHDBuYM6+ccwc4nPCVW2P6HHtqfXNYnzs+r49b0jVzT84LhfVPj3J3XzemPTZbS1AH+Ocq+Oj5\n0Kwxt26nKLeIotyiNof5Aj5qvS21+EEjyITMCSQ6EzlQdwBf0Me+2n3sq90HwCl5p0SE9eveuo44\nR1zEC0fz0fpFqYgMDArrIjIoeANeDrgPUFobCuB13jqWTl8a/v4P1v+Aj4591O6xTYEm/EF/eHaU\n/1X0v2gMNIYDTlpcFIMtP3gU/vhDKLoSLmsO8omZcMG93X5uvcHrD/K3z0LlPHNP7t8lMKazT8rB\nYbfx2RE3pZUeCrKSOj+oL01YCEc/gZyTIK5VW4/sgryJ4S9dDlfEwFi7zc5/nvefQGiO+iOeIy3j\nJOpKGJHcMmjYG/Cy7eg2DAy2HN7SpgmzR87md+f/Lvz1u/vfJScxh4LUArISslQnL9IPKayLyIDh\n9rojegaf3P4kmw5torSulPL68ojFd5w2JzdPvTkcwMdljKPWWxsuHWhdsjIydWTENIZzC+ZG17Bg\nEOz20OcFp4MRBK8bggEYILXF/9hfhbvJT3ZyHEUj0zs/oB9IT3RxSmEGW/dVsf7To1w3a3RfN+n4\nUofBVx+I3HbgQ3jyPDjhXLj2pU5/Xhx2ByNSRjAiZQRnjDijzfftNjtPX/Q0JXUllNSGAr056Lmq\nqYqM+JaBw76Ajx9s+EF4pdlkV3JEL/yMvBnR/78gIpZTWBeRfuVw/WH21uzlgPsAB+qaH+5Q2Gjw\nN/DhtR+GB9d9WvkpWw9vDR+b5EyiMK0wXLLiDXjDIfynX/mp9Y3d/3dY/wsYdw7M/kFo28hT4Lv/\ngJwTj39sP7P+09AsNeeMz8VuHzi9q3NPzmPrvio2fHKk/4f19hz6V2jV2tQRkUG9my/0nHYn0/Om\nMz1vepvv1XnraAo0tXztq2PmsJmU1JVQXl9Ova+e3ZW72V25G4CLx10cDuv+oJ8r/nAFI5JHhF7s\nprV6sZsyUnPKi8SQwrqI9CpPwEOlr5LyfeWU1pVy0H2QFWesCAfwhz58iHX71nV4/NGGo+EFeC4f\nfzmzR80Oh4Zefxu/5gDs3RCqUf/KrS3haoAFdV8gyB/+fQiAuRMGRr26ad7JeTz4x0/466fHOFLX\nSF5qQl83KTqn3wwnXxS5re4wPHYOTLsazv1RaLyDBVLjUkmlZUGqrISs8NSiTYGm0CDX2paxHK3r\n6cvqy/is+jM+q/6szXlt2Lh6wtXcdcZdQGhBqvf2v8eIlBGMTBmJYbS/uq6IdI3CuohYxjAMqpqq\nKHOXMSFrQjiAr9q5ije/eJOSmhLqA/WhnT9tOe5bU78VDuDj0scxNn1sqHe81YwXo1JGkZ+ST5Kr\npda3vTKAmNm3EbY+CZP+AyZfGto26RI4+r/h1BsGTLlLe97aXsahmkZyUuKZP2lYXzcnKpPy05hR\nmMG/Sqp55u/7+cH8k/u6SdFL/9I0nR+9CO7DsH9TZFBvXW5lsXhHPOPSxzEufVy7389JzOGJ+U9E\nrCVg1sw3+BsixnWU15dzx1/vCH/tsrnIdmWTG5/L+PrxnDPqHOYVzgNCvzMMDOy22DwvkcFAYV1E\nuuWf5f/kH+X/4FD9IcrcZRyqP8Th+sM0+BsAeOfr74QDeEVjBbsqd4WPTXemMyZzDKNSRzEqZVRE\nvfjS6UsjBob2GcMIPcxwVLIJdr4CdWUtYd0ZD+f9qO/aaAHDMHj8r18AcMOZo0lwDbwXHd+aPY6l\nz/2TZz7Yz7fnnkhi3MB7DhFmfRuyT4DWM7f4m+C/ZsKY2XDhz0ODlntRojORWSNmMWvErIjthmFQ\n0VgREba9AS+n5J3CQfdBjniO4DN8HPYe5rD3MNvrtpOVkBUO6wfdB7nktUsYkTyC/JT80CM59DEv\nKY+x6WPJSxpY7/aIWE1hXUTCDtcf5ouaLzjiORJ+lHvKw5+v/urq8HL16w+s5/c7ft/ueXITc6lp\nqgmH9a+N+xozh82k9kAtGbYMUhNSmTZtWq89r6j9+Wfw79Ww6DEYOzu0bepVUF8B067q27ZZ7O9f\nVLDzUC0JLjvfGIg138D8ycMpzEqipNLDS/8o5bozx/R1k3rG4YQJF0du+/wvUF0Cn/8Z4lvNTnTs\nM0jLj5xdphfZbLY2c8KPyxjHqotWAaFBrOv/sZ4yTxnVwWocWQ5OH356eN+y+jJ8QV9oQGxdSZvz\nf2vqt/jejO+F9nWXcc8H9zA8aTjDkoYxLHkYeUl54c9TXamazUYGJYV1kUGuzlvH4frDVDRWUNHQ\n/Gis4KjnKEc8R/j52T9nWHKo9OH53c/z1I6nOjxXuac8HNZn5M6g4oSKcE/YiJQR5CfnMzx5eJvB\nZidlnsRJmSexrWIbPp8vdk+2Oyr3wsF/QNHXW7bVHITag/DJ2y1hPaMQLrq/b9oYI8GgwX/9OVSD\nfMWpBf1+IaSOOOw2bjp7LD/+n5088f5evn5qwcDvXf+y8RfCknVQfySy5GrtDVDxOXzjJRhzdt+1\nrwMuh4u8+Dwy7Zm4XK42L9JPyTuFP13+Jw66D3Ko/lDoo/sQZfVlHPEcoSC1ILzvAfcBNh7c2OG1\nvj3t2+F35crryyneWUx2YjY5iTnkJOaQnRD6PDMhM+LdPJH+Tj+tIgNQdWM1ZfVlVDVWtYTwVh/v\nOeuecK/273f8nie2P9Hhucrqy8JhfXTaaE7MOJG8pLzwY1hSS+/VmPQx4ePmFc4Lv5U9YASD0FQL\nic3T13kq4bczACMUdFKbVxw945ZQbfq4uX3U0N7xxPtfsOnzCuKcdv7X7LF93ZweuWLmKP7rL59R\nUunhx/+zgwe+3o/fuekOmw1Gnxm5rbEGGmvB3wh5k1q2f/w67Hgl9AJ04td6t51Raj0VZWfGpI3h\n3rPupdxTHnrUl4c/r2mqiZibvqSuhGd3PdvueWzYuPXUW7lxyo1AKNg/u+tZshOyyUrMIiM+g4z4\nDDLjM0lPSFePvfS5qMO62+3m7rvv5sUXX6SyspIJEyZw5513cvXVV3d67JEjR1i+fDlvvPEGHo+H\nadOm8bOf/YzzzjuvW40XGciaAk04bc6WaQirPuXjio+paaqhuqma6qbqiM9/M/c3FKYVAvDc7ud4\ndNujHZ77cP3hcFjPTswmPT6d7IRsshOzw71L2YnZDEsaxqjUlsFti05aNHiWLfc1hnogHc2riO58\nFf6wLDSf9RXFoW1JWTDqtNDUeZ6KlrCe33bau8Hmw32VPPDHTwD48dcmMTo7uY9b1DNJcU4euXo6\n33hyMy9+eIAzxmZz+amjOj9wIEtIh1s/gsovIldK3fUH+Pg1yBnfEtb9TbDuhzBsMpxyg2UzzPSm\n3KTcDn8/NfobI9ZZyE3M5cYpN3Ks4RgVDRWhj40VVDZWEjSCpLhaxgOU1JVQvLO4w+t+d/p3uWXa\nLQCU1pXy0IcPhQN9RnwGGQmhj2lxaRSkFpCbNDAWFZOBI+r/Wy+77DK2bt3K/fffz/jx41m9ejXX\nXHMNwWCQxYsXd3hcU1MT5513HtXV1TzyyCPk5eXx3//93yxYsIB3332Xc845p0dPRKS3NAWacHvd\nePweGvwNNPgb8Pg8uH1u3F4388fMJ9kVCj5vffEW7+x/hzpfHXXeOtxeN26fmzpvHb6gj9f+4zVO\nyDgBgHf2v3PcAF7ZWBkO62bgzojPCAfw1h9bB/DFExZz7cRrY3hH+lAwECpXaayF4VNatj97eajG\n9/rXW8pYErNCPZGHt0ee48Z1A3oml+7466dHufWFfxMIGlwyLZ/Fpxf2dZMscdYJOSw7bzwPv/sp\nd726HX8wyJUzCwZ3r6jNFhqM2trpt0DuhNALU9PR3fDhU5CQATNvbNm++XGo3g9TLg+tETBAJTgj\np+wckz6G2069rc1+gaId0mYAAB2USURBVGCAqqYqEhwt+2cnZnP9pOs51nCMqsaqcAdJdVM1Df4G\nMhNaBvMerj/MeyXvddiO78/4PjdPvRmATyo/4aY/3USKK4W0uDRS4lJIdaWGptCMS2X2qNmclX8W\nAPW+ev5Z/k+SXEkkOZMiPiY6EzVbzhAXVVh/6623eOedd8IBHWDevHns37+fO+64g6uuugqHo/0/\nek899RQ7duxg06ZNnHnmmeFjp02bxvLly9m8eXMPn4oMVUEjiDfgpSnQRFpcWvgP80H3QY56joa/\nZ340P/+PE/8j/Av+j/v+yOayzaEA7mvA4/dQUVNBQ6ABr+FlzUlrwjMS/OYfv+nw7VWAabnTGJcR\nmv5sb+1e3i15t8N967x14c9PyDiBr+R/hfT49HCPTevPzXMCXD3haq6e0Pm7WcDACypmqYqvAdJa\nvTW+7Xko2xYa6Gn2fO/dAM8sgpyT4butllZ3xIMRCAUUM6yPmgm3/BXyJkdebwgF9bKaBp56fy9P\nbdyLYUDRyHTuu6xo4P2MHMd3zz2Rj8tq+OPOcv7Py9v522cVLDvvRE7MS+384MGi4LTQo7WE9NBa\nABihgG/6+DXYvxFGTG8J6+U7YfVVMGIaXP1cy7573w/10OdPh+TIQaUDhcPuaDsgNn0cd5x2R7v7\nt15ECqAgtYAVZ6yICPTVjaGPdd66iHPXemupaaqhpqmGgxxsc+6shKxwWC+tK+Xb7327w3a3Hmhb\n4a3gt3t/S6IzkWGVw0hyhgJ9vDOeeEc8M4fN5CsjvwKAx+fhz6V/JsGRQJwjjgRHQni/eEd8qNyn\n+cWIOR/+YPp9MFhEFdZfffVVUlJSuOKKKyK2L1myhMWLF7N582bOOuusDo89+eSTw0EdwOl08o1v\nfIO77rqLgwcPMnLkyG48hd5nzgtr/mA7Wv2x9wa84e+13secRzbRmRjet9ZbG9rP3LfVcU6bk4yE\nlmWhjzUcwx/0R16/ef8vD5Q55D7U0g4MQv+17Nu67vjTqk+p99UTCAYwMAgYAYLBIAEjgNPu5Mz8\nln+vD8o+oLKhMrSPEQw/AkYAh83B5eMvD+/7p31/orSulKARxG/48QdbHgYGy09bHt531c5VbDu6\nLfx9X9AXsf8zX30m/Bzv3/wL3il5N7RfwEdjoBFfsGXA4t+v+Xt4OfrHtz3GK5+92uG/47yCueGw\n/u/yf7L207Ud7uv2usNhPam5RybRkUBic69HojORVFcyKa4UnLaWn4c5I75CtiuNlPg0UuMzQj0r\ncamk2lykuFJIbtVjs6DgfBbkzwmFR2d8y8V9DaEpBFv3HAV8EPCCzQGuVtu99aF9XYktITTgC9W0\n2hyRM0Y0ucEIgiup5S3xgC90PZsd4ltNG+c+EtqenNtyjsZaqPgMHHGRvdoHPgR3OeTPCM1SAVBd\nCv9eTU5FLWWjW72Nvf7+0FzSZ98GJzTXvx/YCv9vPmSOgWXbWvbd+Sp8ug5yT8YY0VyPnDkW7K5Q\nqUsw2BJCLrgXvvpgaFVIc0EWVxIMnxr63Pz/0qK1Wqw4TXcWjgkEDQJBA3vQwB8ILRkfNKDBF6C+\nyc8xdxNlNY3sKqvlH/ur2PjZMYLNl/nGrELuvnjSgJyq8Xgcdhv/99pTefSvn/PQnz7lD9sO8Ydt\nhzilMIPTx2YzZWQa+RmJ5KbEkxTnIN7lIN5px2m3De6QkjkGLrin7fZTrg8F9RGtavwrv4Ca0raB\nfP0vQsH+imKY3Pz/cekWePbrod8BS95q2fdvD4cGvp66BDNqOBsrYPNjkJQdOaC77KPQu1454yG1\neZ5/XyNU7Q39LsxqNfd7Yy0E/aH/n83ffcEg+OpDv7fiWpVzBfyEXpw4uj0/fbwjPuLr4cnDu9xR\nUpRTxOv/8Tq1/3979x4eVX0uevy7LjOTe4AkxHLXUEUR6g2IKKD1RoFHwWpbdx+2u1IRd6v01BbR\nUgxYL6ecqjkKClo2VCwtVGwf5Xa00r17LG5RlINVsFyCohRCCOTC3NZa7/ljkpUMSXAiMZno+3me\necj85p3FO++sWb/f+s2atWI1/jeqzW/NrzJrYHB2r7P9b2qPO4mbJ16LPOrcOnaHdwPwbu27Lf5f\nV1x/sF4VqeKev97TZo7fPuvbzCmd48devupybNMmYAYImIGkv8efPp6ZF8wEEocd3fbybQSsQKux\nX+v9NW48MzFW9MSjfGs5lmFhGiaWaTX9bVgMzBvI1wc0fQv0wj8S/bZlJmJsw/ZjCzILkur29qG3\n8cTDauh3TcPENEwMwyDbzk4a71Qcq8DDwyTxuIlJhp3RLQ5bMqQdPcTFF1+M67q88cYbSe1///vf\nOffcc1m8eDHTp09v9blf+cpXGDNmDKtWrUpqX7t2LZMmTWLjxo1cffXVfrvnedTW1ibFfvjhh3ie\nl2q6HcJ1Hb73/25GAGllQ15Sn82OT+b697NLZhFr41Ldg8IZfPBR08aysGQWNVbrsf0iAfZ8+Av/\nfp8zZnHYbj32tJjFvooH/PtnDJrNx22c1KEwbvDx3odpHF6cNfAeKkKtrwJ5DlTuaTr7xdD+97Ir\ns/X6Z3jC0X/8T//++f1/zvtZbZ/1I7LzISDxei7qex/v5kTbjA1/MB8k8YJKv3I/2/Lq247dNQfc\nxCDziqJf8mHuQeq8XI5IASI2tmdwqfE+IRHWH5iP4yZ2iL6d+xT9Mt9hm3M2m9xSxAtieRa/th4j\nSzz+tbaceskH4A5rFXfaf+Q59yrKnO/5//eO4FQChsvF0YUcJDEIn269yGx7JX9wxzLLmeHHbgtO\nI9cI8/XYr6iQxOzxVPP/MC+wjLXuKO5wZvqxm4P/TrFxlAmxh9ghiVPr3WD+hV8GlrDJPY9pTtOO\nz6uB/8Eg8yA3xMrYKmcCMMF4nSeC/5vN7jn8S3yOH7suOJuzzQ+ZGruH/+slrlR4ufk2S4ML2Oad\nweRY0/q3JjiX881dTIvdxZ+9CwEYbb7Lb4MPssPrz/hY03v/XOABLrH+zg9jd/CSl9jZO9/4By+E\n7uNDr4ixsXI/9pnAAq603uae+DRWuonfrgw29vNKaBb/lJ6URhf6sTdaf6HE+ISN7gjelq82tAom\ngod+RZyqc3sHuW5ILiP7Zn56cDe383CU59+rZcsnEX8npS2mkbj5e15G0j+Jv/07xkke6/6yOc5X\n2Y8BvM2Zfvt8cwnDjD3c7/4bWxkCwDhjK4utBbwrp3OD+6Af+6w1jxHGDma6P2KjJC5edgE7+K09\njwo5jfHuo37sEvNhxprbmO3O4I+SOCT2bPbygn0vB6Un49xFfuxj5mOMN/+bMvcWfidXAXA6H7Pe\n/glHJZtS9xk/9mFzEZPNv/JL97sslUkAFFPFJusOogQ4313ux84x/4MbjU0s8qawWBI7IvnU8V9W\nYrb7fHeZv525y/wtU40N/IdMpNxLnMo1SIw3rO8DcIn7FPUkJjVuN9Yw3fwTv5credib6v9/b1n/\nholwlVvOYRL90PeMl7jTXM2fZAxl3vdJ7Gg4vGTfSZ5E+BfnYfZTDGaYMVlrGG/9lbeM0/kjpWDG\nwHC43nqFMeFanqj9Of+gP9hHOa14CX3NA1QZWeynF5gOGHFyjBqurz3OlsofsZ3BYB8lcPpDba4X\n19WE+fDQDN6Qc8A8TqCklZ2/BlfXRqg7eDP/KRcADoGv/qzN2LH1UewD32GjJM7hHxg8G4zWP7Aj\njsco+mQKf5Kxibqf8XPEirUaOywS48z9E/z1JHT6fDw7efyQ7ZzF4ot+nnSWskAg0GauHcE0TQYM\nSD70MDc3F/MkO5TtmlmvqqrijDNaXt2sV69e/uMne25jXHuf28hxHFzXTTXdDuG6Dt5Jt8JCxGla\nqXJOEmmIEHWbYg2E5M09SY81jw2IYAs4YiENGwwLjxAOQc8i1qwsWZ6Q6wr1ZOBigRgEcMg1wmR7\nNrFmyy1wwDPjHJReHJdMEINsopxuHMJ2g3zcbLmDoiYFHGen15/D0hMwyJfjjDJ34ngh1jYbx591\n3OZMt5o33SHslT4gFgXUcYP5GhEJscRreu0X1WRxbeQAa93RvO6eC2LRmxrut39DVIL8u9s08zfu\nSD731u5iWfwbrHauBLEpkjo2Be8Gz2RovGlW5dKqQqYee4dH46MpdxOz/nnUsSgjsUP5YjwHpyF2\nQH0ut0VreMopYoOT6FgCOIzOiAAgXoDGUiT2xxOzsm4r2xNXoLEUjbvCIiQNFhr/9Jq1e80ea21g\n0XwZ0kZsa8sVo+XjScs9YXkntgFECRCWYNLaGpEg+6WQyoadmEa7pA9ZXpRammbxD0pPnnOuoJLk\n2OXuNbzkXsxWf/ANe6QPZ0WWESV5j3O1e1kr2Rt4bXyGvuwsA/IzTHpmmPTLsynpGeBrxUH65iY2\n+2l3Cs3PwRn5Jj+9OJ+qcA5bD0TZU+2w75hDdcTlWMQj1myb5Z3wGT351yUd9JVMmoqQSRVNO8SN\nZnFrs6hE+18Yyted/4WBEGk29/esdwV/MYaz3evnt1ca2bxkjOKw5Cf1m/vtAj6gL4fdbCINb0LU\ngCorl2rJSYo1AoktcdyDSMMGOGaIP5ppHusFGh5vFhvHw7QFU5L7bsN2CdlxxPP82BBCyI77y/Ua\na2G7ZNhxcF1/GYIk2oCoI0T8WIdMIwauk/T/ZVgxLEOSYy2XTCuGmRRrU2xGyTUixNzGGmfQxy3g\nm4FjBN0Mfhsf6y93ZuhPFBm1POp6iVgnnxH7R7AgsIRX3PP5fvzHfuza4I8YaFYxxY/NZdyua5gX\nXMp/e1/lR+7tGIYLhsOjgcc5X6qZ7bqJ98gIcPbHpUwLvMQeinncvRYMDwyHf7U3cKlTy3Ou57+f\npx0ZwjXWFqrI4UWvFAwXA+FScxul8Wq2NC4XyK8bwIXWDuoJ8oZ3VsNyPQYb+zkrXkOV5/jvUVYs\nn77WJ8QNk4+kcYbco6dRS5HrQLPYkBsi36jBw6CGxGSFeIEW28LPe9vY1uHiJ9OumfUzzzyTkpIS\n1q9fn9R+4MAB+vTpw0MPPcTs2bNbfW4wGGTatGk8+eSTSe2bN29m9OjRrFy5MumMMukys+65LvsP\nvQeYRDOKwLAxDLDj9QScerBzsTKaLs8t9RWJgXaoKHGGCQwC8XoCbj1iZSKhpq8V7fABDPGIhQoR\nM4CBge2GCcRrca0Q8WDTYTChyGHAIxbsgZiJQYzlhrHjtYgZ4LjZdDxmlluDIS6xYL4fa7pRAvEa\nxAokLTcQrcYUl3ggD6/h3NiGFyMQr0UMKzk2dgxTHBw7B6/hKznDizfEmkmxdrwW04vj2NnNYh3s\neC0YJvFg06DNitdhioNrZTaLdbGdWsBIjnWOY3pxPDuE1/gDIXGx43UAOM1iTSeciLVC/nIRD9up\nx8DAsXP86TDTjSRizYC/3Hg8hu0k9sKNjB7NYmMYXgwxA03LbXgdGAaulZn4OrahlqbnIIaVHOsc\nB8CzM5rFxpvFNg1UTTcCIom2hq/6DM/FkDgG5gmxiW8oPNM+IdZBDMNfHxpzMwTEtPxYxMUQFzAQ\nsx2zCymOl5244/9tB5LnCk51yJ0uM5vGKb6S9ryOtmaDQpZBoI1v7VQTT4S4C3EvMWgSBCfu+MNT\n225aR/0d2dZ2pE/ymALHaVpPbfsUZy3Fg8aJrsYfXYqH6SVmV71mPxy13DCG5+CZwWZ9gEswdqyh\nn2461WMgXoPlRnDsrETf0BCbET0MQCTU2/9w2vFabPc4jpWN03hWGREyIgcTsRm9/dzseB22U4dr\nZxEPNF3MKiP8z4bYIn/7azt1BOJ1OFZmUr+XEf4nBhAJFSKmjePEsZ16AvFajFAOsWDT4ZQZkYMY\n4jXEJmptOccJxo/hmiFioV7JsZ5LNFTo9yOWEyYYq8azgkSbjVdCkUpML040VODX0nLDBKNH8Mxg\nYnyUFBsjFuqV6A9J9GOhaBViBhL1aYyNHsZ0o8SCPXHtrIbYGKFoJWJYRDJPaxZbhelGiAV74NqJ\niTnDi5ERqQTDItwsNhg9guWGiQfy/ffI8JyG98ggnJU4RDNoGRRkWV+smfWCgoJWZ8CPHDkC0OrM\neUc8t9HQoUNP+mI+L+fTnl/IX/i55XEy27YlLjaTuOjEqC7J4YsmUVO71Qt5qM8meT3Vmp4qrWfH\n05p2PK1px2rqmwq1nh2kM9fR1iajP027Rr7Dhg3j/fffx3GcpPbt2xOnQjv33HNbe5r/3Ma49j5X\nKaWUUkqpL6N2DdanTJlCXV0dzz//fFL78uXL6dOnD6NGtT2jO2XKFHbs2JF0ikbHcVixYgWjRo2i\nT58+7UxdKaWUUkqpL7Z2HQbzjW98g6uuuorbb7+dmpoaBg8ezMqVK9mwYQMrVqzwD5qfNm0ay5cv\nZ/fu3QwcmDh7xS233MLChQu58cYbefjhh+nduzeLFi1i586dvPJK2+ehVkoppZRS6suq3VcwXbNm\nDT/72c+YO3cuR44cYciQIS1+HOq6Lq7rJp03OBQK8ec//5lZs2Zxxx13cPz4cc477zzWr1+vVy9V\nSimllFKqFe0erOfk5FBeXk55eXmbMcuWLWPZsmUt2ouLi1m+fHnLJyillFJKKaVaaPdgvbO0dkbJ\nzj5tY3dimiaWZWGaptapg2hNO57WtGNpPTue1rTjaU07ltaz43VmTVtb/qedRb1d51nvTI7jUF/f\n9pUqlVJKKaWU6u6ys7OTrutwIr1Gt1JKKaWUUmlKB+tKKaWUUkqlKR2sK6WUUkoplabS9ph1z/Na\nHIRvGAaGYXRRRkoppZRSSn12ItLiB6WmaWKabc+fp+1gXSmllFJKqS87PQxGKaWUUkqpNKWDdaWU\nUkoppdKUDta7kdraWmbNmsXVV19NUVERhmFQVlbWamw8HueRRx5h2LBhZGZm0qNHD0aPHs3f/va3\nzk06jaVaTxHh6aef5sILLyQvL4+CggLGjRvH2rVrOz/pNPbqq69yyy23MGTIELKzs+nbty/XXXcd\nb731VovYrVu3cuWVV5KTk0OPHj24/vrr2bNnTxdknd5SqanrujzyyCOMHz+efv36kZWVxdlnn83s\n2bM5evRoF2afntqznjYSEcaOHYthGPzwhz/sxGzTX3vqqf1SalKtqfZNqXvnnXeYOHEiAwYMIDMz\nk169enHxxRezYsWKFrHp2D/pYL0bqaqqYsmSJUSjUSZPntx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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1164,9 +1162,9 @@ "outputs": [ { "data": { - "image/png": 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zsTDj2q4E2ays3J3D1B+3Gh1JRI5DhVmkFtt6MJ/Hvt4IwP3ntuSsFvUNTiQi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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1195,12 +1193,27 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "ca45591540ed4bdbb79da6bcbdecb7aa", + "model_id": "9fd4281843f941b8a16ca99c17362120", "version_major": 2, "version_minor": 0 }, + "text/html": [ + "

Failed to display Jupyter Widget of type interactive.

\n", + "

\n", + " If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n", + " that the widgets JavaScript is still loading. If this message persists, it\n", + " likely means that the widgets JavaScript library is either not installed or\n", + " not enabled. See the Jupyter\n", + " Widgets Documentation for setup instructions.\n", + "

\n", + "

\n", + " If you're reading this message in another frontend (for example, a static\n", + " rendering on GitHub or NBViewer),\n", + " it may mean that your frontend doesn't currently support widgets.\n", + "

\n" + ], "text/plain": [ - "A Jupyter Widget" + "interactive(children=(FloatSlider(value=5.0, description='mu', max=10.0), FloatSlider(value=0.6000000000000001, description='variance', max=1.0, min=0.2), Output()), _dom_classes=('widget-interact',))" ] }, "metadata": {}, @@ -1395,8 +1408,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.131146572034\n", - "0.131146572034\n" + "0.13114657203397997\n", + "0.13114657203397997\n" ] } ], @@ -1452,9 +1465,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "[-1.615 5.798 -1.458 -2.189 4.282 0.664 5.282\n", - " 0.212 -1.687 5.052 -2.256 2.516 0.403 0.966\n", - " 4.009]\n" + "[ 1.77 3.378 -3.014 5.337 4.285 4.797 1.477\n", + " 1.351 5.739 4.075 -1.575 0.681 0.202 -0.747\n", + " 1.392]\n" ] } ], @@ -1540,9 +1553,9 @@ "outputs": [ { "data": { - "image/png": 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HW3SqpFI7jhR7Ohy0QxQTAADAY97bXSCpZuJ1oIXLkuYKtgZoQlzNROw1uxnq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\njRs3avTo0a62W7du1YQJE3T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TC1i1dR+rtu6NuhQJQdc6OkVEpM3mr9hKVU1dl7pkdMgVpw0NnjStS0ddgcKLiIgA8MfFpYzsn0fR8f2iLiV0+b1yuaBwAHOXlulJ012AwouIiFBaXsl/friLayYPJyMjXk+Qbq0ZkwrYnDzAOxt2R12KpEnhRUREeG5xGe5w9eSud8nokIvGp540/cJSPWk67hReRES6OXfnmcWlnH1CPiP650VdTrvJy8li2ilDeOn9LXrSdMwpvIiIdHPFH5Xz0a5KrpkS70cBtMb04EnTf12lJ03HmcKLiEg390xxKXk5mVx6avwfB9CSc8fkM6BXLs8v0aWjOFN4ERHpxqqq63hp2RYumzCUnl3gcQAtycrMYPrEYby6ahu79h+MuhxpI4UXEZFu7JUVW9h/sJZru8Elo0NmnjGCmjrnj4tLoy5F2kjhRUSkG/v9wo2Mys9j6qj+UZfSYQoH9+aMUf148p1NuGvOlzhSeBER6abWbNvHog3lfPbMkV12bpfmzJo6kvU7K3h7neZ8iSOFFxGRbur3CzeSk5nBtVNGRF1Kh7tswlD69MjiyXc2Rl2KtIHCi4hIN1RVXccfF5cy7dQh9O+ZE3U5Ha5HdiZXTx7OK8u3sruiOupy5BgpvIiIdEMvvr+ZfQdqueHMkVGXEplZU0dSXVfPsxq4GzsKLyIi3dDvF25k7KBeTB3dfQbqNnbSkN5MHtmXJxZu1MMaY0bhRUSkm1lelmTppj3MmjoSs+41ULexm84ZxfqdFfxtjWbcjROFFxGRbubhN9bTMyeT64q6z9wuzblswlAG98nlkTfXR12KHAOFFxGRbmTb3gO8+N5mrisaQZ8e2VGXE7nszAxuPHsUfy/ZyZpt+6IuR1pJ4UVEpBt5/K0N1Llz87mjoi6l05g1dSS5WRk8+uaGqEuRVlJ4ERHpJqqq63hi4UYuGjeY4/N7Rl1Op9G/Zw5XTSrguSWllOu26VgIJbyY2TQzW21ma83s9ibezzWzp4L3F5rZqGD9RWb2rpktC37/ZBj1iIjIkZ5dUsqeyhpmnzc66lI6nc+fO4oDNfU8sfCjqEuRVkg7vJhZJvAAcCkwHphlZuMbNZsNlLv7WOA+4N5g/U7gM+4+AbgJ+G269YiIyJFq6+r59evrmFCQ6Na3Rzfn5CF9uPCkgTzy5gYqq2ujLkdaYOk+lMrMzgbudPdLguU5AO5+T4M284M2b5lZFrAVGOgNdm6p+/V2AsPc/fBzypPJ5OE2JSUladUqItJdvb6xivvf2ct3z04wtaBH1OV0Sqt2VvPfXivn86f34opCXVZrD4WFhYdfJxKJNt+nH8ZlowJgU4Pl0mBdk23cvRZIAvmN2lwDLGkYXEREJH317jy7soKRfbIoGpYbdTmd1skDcjhlYDZzV1dSXadJ6zqzrBC20VRyavy3ftQ2ZnYKqUtJFx9tR0VFRcdcnHxccXExoL4Mg/oyXOrP8DTuy3nLtlC6bzu/mDWJqacPi7K0Tu+Ovju54aGFrPNBfK7oeEDHZpiSyWQo2wnjzEsp0PCRpMOBzc21CS4bJYDdwfJw4DngRnf/MIR6REQkUF/v/GLBWk4Y2JPLJgyNupxO75wx+Uwa2ZdfvfYh1bX1UZcjzQgjvCwCCs1stJnlADOBuY3azCU1IBfgWmCBu7uZ9QVeAua4+5sh1CIiIg28+P5mVm7Zyzc/WUhmRvd+FEBrmBm3fvpEyvZU6c6jTizt8BKMYbkFmA+sBJ529xVmdpeZXRk0exjIN7O1wG3AodupbwHGAv/dzJYGvwalW5OIiMDB2jp+Mn8144f24UpdLmq1CwoHcM6YfH6xYC37DtREXY40IYwxL7j7PGBeo3Xfb/D6AHBdE5/7IfDDMGoQEZGPe+LtjZSWV/H4FyaQobMurWZm3H7pyVz5yzd58PV1XKA7yzsdzbArItIFVdTU84sFJZw3dgAXnDgw6nJi57ThfbnitKE8+Pf1lFfVRV2ONKLwIiLSBT29ooI9VTXcfunJUZcSW9+55CTq6p3fLd8fdSnSiMKLiEgXs35PDS+vreSGM0dyakEi6nJi6/j8nsw+fzTvbatmf7XuPOpMQhnzIiIinUN9vfPg4n30yjW+c7HOuqTrv3xyLGcl9tIzW//X70z0tyEi0oU8sfAj1uyu4cYJvUnkZUddTuzl5WQpuHRC+hsREekiNuys4EfzVjFxcA6fOF7PL5KuS+FFRKQLqKt3bnt6KdmZxteK+pB61q1I16TwIiLSBdz/agmLN+7hrumnkn9cZtTliLQrhRcRkZj766rt3L+ghKsnFzB9ombSla5P4UVEJMY27qrk1qeWMm5IH3501QRdLpJuQeFFRCSmdldU8/lH3wHg/3xuCj2ydblIugeFFxGRGKqsruXmxxZRtqeKh24qYmR+XtQliXQYhRcRkZipOFjL7MeKWVa6h/tnTeKMUXpyoHQvmmFXRCRGklU13PzoOyzdtIf/9c+nc8kpQ6IuSaTDKbyIiMTER7sq+NLjxazfWcEDn53MpROGRl2SSCQUXkREYuC11dv51h+WYgaP3TyVc8cOiLokkcgovIiIdGKV1bXcM28Vv337I04a3JsHb9TgXBGFFxGRTsjdmbdsK/e8vJKyPVXMPm8037nkJN0OLYLCi4hIp+LuvLZ6B7/861re/aick4f05g9fOoszT8iPujSRTkPhRUSkE9i5/yAvvreZJ9/ZyJpt+xma6MGPr57AdUUjyMzQrLkiDSm8iIhEwN0p2b6f19fs4PWSnby5did19c6pBX247/rTueK0YWRnaioukaaEEl7MbBrwcyATeMjdf9zo/VzgcWAKsAu43t03BO/NAWYDdcA33X1+GDWJiHQG7k6yqobS8io27Krgg817Wb55LyvKkuyqqAbghIE9+dL5J3D15AJOHNw74opFOr+0w4uZZQIPABcBpcAiM5vr7h80aDYbKHf3sWY2E7gXuN7MxgMzgVOAYcBfzOxEd69Lt66OVl/vbN938KhtHG9xO95yk1ZsJfUPZlN2VKS6trS8slX7ao3W1Zz+nz2dP/exb6flNqV7awHou31fWtsJq56W+rhV2+igv8umrCuvAaBHWTKSelpTcl19PQdr6jlQW8fBmnoO1tZzsLaOg7X1VFXXkayqobyyhmRVNeUVNZRXVlNWXsW+g7WHt5GVYRQO7s0/nTyIKcf34/zCAQzvp7uHRI6FteYf+6NuwOxs4E53vyRYngPg7vc0aDM/aPOWmWUBW4GBwO0N2zZsd+izyWTycIElJSVp1dqeDtY6Nzy/PeoyRCRCGQa9czLolWP0zsmgd24GA/IyGJSXyaCeqV8FvbPIydQYFumeCgsLD79OJBJt/kEI47JRAbCpwXIpcGZzbdy91sySQH6w/u1Gny0IoaYOl5UBX5nc8une1jyt3gjnH7bW7SucNq1pFMq+OvTP1HIr9V9H7Kvz/DxkGORkGtmZRnbGP17nZBg5mdAjy7DW7EhE0hJGeGnqJ7Xx6Zzm2rTms4cVFRUdQ1kd78ypUVfQsuLiYqDz92UcqC/Dpf4Mj/oyXOrP8CSTyZYbtUIYQ9lLgRENlocDm5trE1w2SgC7W/lZERERkcPCCC+LgEIzG21mOaQG4M5t1GYucFPw+lpggacG28wFZppZrpmNBgqBd0KoSURERLqotC8bBWNYbgHmk7pV+hF3X2FmdwHF7j4XeBj4rZmtJXXGZWbw2RVm9jTwAVALfCOOdxqJiIhIxwllnhd3nwfMa7Tu+w1eHwCua+azdwN3h1GHiIiIdH2avlFERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYkXhRURERGJF4UVERERiReFFREREYiWt8GJm/c3sz2ZWEvzer5l2NwVtSszspmBdnpm9ZGarzGyFmf04nVpERESke0j3zMvtwKvuXgi8Gix/jJn1B/4NOBOYCvxbg5DzU3c/GZgEnGtml6ZZj4iIiHRx5u5t/7DZauBCd99iZkOB19z9pEZtZgVtvhIs/0fQ7slG7X4OLHf3BxuuTyaTbS9QREREOqVEImFt/Wy6Z14Gu/sWgOD3QU20KQA2NVguDdYdZmZ9gc+QOnsjIiIi0qyslhqY2V+AIU289b1W7qOpZHX4bIqZZQFPAve7+7pWblNERES6qRbDi7t/urn3zGybmQ1tcNloexPNSoELGywPB15rsPxroMTdf9bUPtI5rSQiIiJdT7qXjeYCNwWvbwJeaKLNfOBiM+sXDNS9OFiHmf0QSAC3plmHiIiIdBPpDtjNB54GRgIbgevcfbeZFQFfdfcvBu2+ANwRfOxud3/UzIaTGguzCjgYvPdLd3+ozQWJiIhIl5fWmRd33+Xun3L3wuD33cH64kPBJVh+xN3HBr8eDdaVuru5+zh3nxj8OiK4mNk0M1ttZmvN7IhbsaV5ZjbCzP5qZiuDuXS+Faxv1fw8ciQzyzSzJWb2/4Ll0Wa2MOjLp8wsJ+oa48LM+prZM8FcTyvN7Gwdm21nZv8S/JwvN7MnzayHjs/WMbNHzGy7mS1vsK7JY9FS7g++k943s8nRVd45NdOfPwl+1t83s+eCG3UOvTcn6M/VZnZJa/bRqWfYNbNM4AHgUmA8MMvMxkdbVazUAv/V3ccBZwHfCPqvxfl5pFnfAlY2WL4XuC/oy3JgdiRVxdPPgVeCuZ5OJ9WvOjbbwMwKgG8CRe5+KpAJzETHZ2s9BkxrtK65Y/FSoDD49WXgVx1UY5w8xpH9+WfgVHc/DVgDzAEIvpNmAqcEn/nfwXf/UXXq8EJqUru17r7O3auBPwDTI64pNtx9i7svDl7vI/XlUECqD38TNPsNMCOaCuMluNR5OfBQsGzAJ4Fngibqy1Yysz7ABcDDAO5e7e570LGZjizguOAOzjxgCzo+W8XdXwd2N1rd3LE4HXjcU94G+gY3rEigqf509z+5e22w+Dapm3cg1Z9/cPeD7r4eWEvqu/+oOnt4aXGOGGkdMxtFaibjhbRufh450s+A7wL1wXI+sKfBD6SOz9Y7AdgBPBpchnvIzHqiY7NN3L0M+CmpsYdbgCTwLjo+09HcsajvpfR9AXg5eN2m/uzs4eWoc8RI65hZL+CPwK3uvjfqeuLIzK4Atrv7uw1XN9FUx2frZAGTgV+5+ySgAl0iarNgPMZ0YDQwDOhJ6vJGYzo+06ef+zSY2fdIDWl44tCqJpq12J+dPbyUAiMaLA8HNkdUSyyZWTap4PKEuz8brN526DTnUebnkY87F7jSzDaQunz5SVJnYvoGp+lBx+exKAVK3X1hsPwMqTCjY7NtPg2sd/cd7l4DPAucg47PdDR3LOp7qY0s9WDmK4Ab/B+3OrepPzt7eFkEFAYj5nNIDeqZG3FNsRGMyXgYWOnu/97grdbMzyMNuPscdx/u7qNIHYcL3P0G4K/AtUEz9WUruftWYJOZHXoW2qeAD9Cx2VYbgbPMLC/4uT/Unzo+2665Y3EucGNw19FZQPLQ5SVpnplNA/4VuNLdKxu8NReYaWa5Zjaa1EDod1rcXjrzvHQEM7uM1P9wM4FH3P3uiEuKDTM7D/g7sIx/jNO4g9S4lyPm54mkyBgyswuBb7v7FWZ2AqkzMf2BJcDn3P3g0T4vKWY2kdTg5xxgHXAzqf9Q6dhsAzP7AXA9qVPyS4Avkho7oOOzBWb2JKmZ4AcA24B/A56n6XnMDPglqTtjKoGb3b04iro7q2b6cw6QC+wKmr3t7l8N2n+P1DiYWlLDG15uvM0j9tHZw4uIiIhIQ539spGIiIjIxyi8iIiISKwovIiIiEisKLyIiIhIrCi8iIiISKwovIiIiEisKLyIiIhIrPx/6QZGeNCWVj0AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1571,9 +1584,7 @@ { "cell_type": "code", "execution_count": 29, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "from numpy.random import randn\n", @@ -1595,9 +1606,9 @@ "outputs": [ { "data": { - "image/png": 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paYPKh0+pp6W0nK4d/YZVMm14EYSLBHzyxyobY4cXSd3/kvkI/8OnO/DQXD+C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Fnjku7o0aMsMzOTlZaWshdffJFt376d1dbWstjYWPbFF1/o8rwk1PvA9u3bGQD23HPPuVxvaGhg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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1621,9 +1632,7 @@ { "cell_type": "code", "execution_count": 31, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import random\n", @@ -1646,9 +1655,9 @@ "outputs": [ { "data": { - "image/png": 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suyIO0XbTRxs8MbVluqzc/T8zZxfu+Sq0DnxaXuVQaPTEY0pRuR3tn1+MX7dJ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+ "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1679,7 +1688,63 @@ "from filterpy.stats import rand_student_t\n", "```\n", "\n", - "While I'll not cover it here, statistics has defined ways of describing the shape of a probability distribution by how it varies from an exponential distribution. The normal distribution is shaped symmetrically around the mean - like a bell curve. However, a probability distribution can be asymmetrical around the mean. The measure of this is called [*skew*](https://en.wikipedia.org/wiki/Skewness). The tails can be shortened, fatter, thinner, or otherwise shaped differently from an exponential distribution. The measure of this is called [*kurtosis*](https://en.wikipedia.org/wiki/Kurtosis)." + "While I'll not cover it here, statistics has defined ways of describing the shape of a probability distribution by how it varies from an exponential distribution. The normal distribution is shaped symmetrically around the mean - like a bell curve. However, a probability distribution can be asymmetrical around the mean. The measure of this is called [*skew*](https://en.wikipedia.org/wiki/Skewness). The tails can be shortened, fatter, thinner, or otherwise shaped differently from an exponential distribution. The measure of this is called [*kurtosis*](https://en.wikipedia.org/wiki/Kurtosis). the `scipy.stats` module contains the function `describe` which computes these statistics, among others." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DescribeResult(nobs=5000, minmax=(1.3813891957392315, 19.42199152705908), mean=10.007529817656724, variance=2.7772693671119986, skewness=-0.07073510230931251, kurtosis=1.4943039523916015)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import scipy\n", + "scipy.stats.describe(zs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's examine two normal populations, one small, one large:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DescribeResult(nobs=10, minmax=(-0.8175084513413164, 1.1865956580866834), mean=0.2940337215902996, variance=0.6230354047551284, skewness=-0.41279400723365806, kurtosis=-1.3123468690692666)\n", + "\n", + "DescribeResult(nobs=300000, minmax=(-4.7480566375065525, 4.550774022502299), mean=0.0005748027839955969, variance=1.0005892638782288, skewness=6.280909739979528e-05, kurtosis=0.006885785867941863)\n" + ] + } + ], + "source": [ + "print(scipy.stats.describe(np.random.randn(10)))\n", + "print()\n", + "print(scipy.stats.describe(np.random.randn(300000)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The small sample has very non-zero skew and kurtosis because the small number of samples is not well distributed around the mean of 0. You can see this also by comparing the computed mean and variance with the theoretical mean of 0 and variance 1. In comparison the large sample's mean and variance are very close to the theoretical values, and both the skew and kurtosis are near zero." ] }, {