From dd5b4a94004bdf2a06a107081229abf6c2748eb5 Mon Sep 17 00:00:00 2001 From: yahrMason Date: Sat, 6 Jan 2024 18:06:04 -0600 Subject: [PATCH] fixing formatting from initial pass --- Rethinking_2/Chp_05.ipynb | 2227 +++++++------------------------------ Rethinking_2/Chp_06.ipynb | 1039 +++++++++++------ 2 files changed, 1117 insertions(+), 2149 deletions(-) diff --git a/Rethinking_2/Chp_05.ipynb b/Rethinking_2/Chp_05.ipynb index 33bf17f..c6dc7c8 100644 --- a/Rethinking_2/Chp_05.ipynb +++ b/Rethinking_2/Chp_05.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,8 +23,8 @@ "import pandas as pd\n", "import pymc as pm\n", "\n", + "from causalgraphicalmodels import CausalGraphicalModel\n", "from pytensor import shared\n", - "# from causalgraphicalmodels import CausalGraphicalModel\n", "from scipy import stats\n", "from scipy.interpolate import griddata\n", "\n", @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -201,7 +201,7 @@ "4 0.00 " ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -224,12 +224,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -270,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -279,13 +279,13 @@ "Text(0.5, 0, 'Median age marriage')" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -316,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -335,7 +335,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -344,7 +344,7 @@ "1.2436303013880823" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -408,7 +408,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:08<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:12<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -423,7 +423,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 45 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 40 seconds.\n", "Sampling: [a, bA, divorce_rate_std, sigma]\n" ] } @@ -444,12 +444,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -471,12 +471,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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EPB7H888/j4GBAQDcZr3S2JFi+9q1a2htbYXT6VR8f2lpCZ/61KcAAD/3cz9XjkNjGIZhGIYpCtRm/fnnn0c8HgcA9PX14Y477uA26xXEjhTbjz/+OL7xjW/g5MmT8Hq9sNlsmJ6exk9+8hNEo1E88MADePjhh8t9mAzDMAzDMBtCq836nXfeCY/HU+YjY9TsSLH9wAMPIBwO48KFCzh79izi8Thqampwxx134JFHHsGrX/1q3lZhGIZhGGbbodVm/fDhw9izZw/3CKlQdqTYPnbsGI4dO1buw2AYhmEYhika3GZ9e7IjxTbDMAzDMMxOgdusb29YbDMMwzAMw1QgmUwG586dw89+9jPRZv3gwYPYv38/N+bbRvA7xTAMwzAMU2FQm/VsNotMJrNj26zfDrDYZhiGYRiGqRDUbdbdbjeOHz/Obda3MSy2GYZhGIZhyky+Nuv33nsvIpFIuQ+P2QQsthmGYRiGYcqIz+fDs88+i8XFRQBAY2Mj7rzzTtTV1cFsNrPY3uaw2GYYhmEYhikD3Gb99oDFNsMwDMMwzBaSy+UwODiIc+fOcZv12wAW2wzDMAzDMFsEt1m//WCxzTAMwzAMU2JSqRQuXLiAq1evIpfLwWg04siRI9xm/TaAxTbDMAzDMEwJGR0dxdmzZ0WhY0dHB06cOMFt1m8TWGwzDMMwDMOUAG6zzgAsthmGYRiGYYpKJpPB5cuXcfHiRdFm/cCBAzhw4AC3Wb8N4XecYRiGYRimSExNTeH06dMIhUIAAK/XizvvvJPbrN/GsNhmGIZhGIbZJNFoFGfOnBFt1quqqnDixAlus86w2GYYhmEYhtkoWm3W+/v7ceTIEZjN5nIfHlMBsNhmGIZhGIbZAD6fD6dOncLCwgIAwO1246677kJdXV2Zj4ypJFhsMwzDMAzDrANus86sBxbbDMMwDMMwBcBt1pmNwGKbYRiGYRhmDRYXF3Hq1CnMzc0B4DbrTOGw2GYYhmEYhskDt1lnNguLbYZhGIZhGA202qwfP34cDoejzEfGbCdYbDMMwzAMw0hwm3WmmLDYrgDi8Th+9rOfoaWlBa2trbxiZhiGYZgywG3WmVLAZ04FEIlEMDExgYWFBZw5cwbd3d3Yv38/amtry31oDMMwDHNbMDU1hVOnTmF5eRkAt1lnigeL7Qqgvr4eDzzwAIaHh3Hz5k0MDg5icHAQbW1tOHDgABobG8t9iAzDMAyzI9Fqs378+HF0dXWV98CYHQOL7QqhubkZe/fuxcDAAC5fvoyxsTFMTExgYmICHo8HBw4c4FwxhmEYhikSWm3W9+zZg8OHD3ObdaaosNiuMNxuN+69914Eg0FcuXIFg4ODmJubw9zcHFwuF/bv34+uri62G2IYhmGYDcJt1pmthMV2hVJTU4OXvOQlOHz4MK5evYobN25gcXER//Vf/4Xz589j79692LVrFxdsMAzDMEyBcJt1phywUqtwqqqqcOzYMRw4cAA3btzAtWvXEA6HcebMGVy8eBF79uzB7t27uU0swzAMw+RBq816b28vjh07xvdPpuSw2N4mWCwWHDx4EHv37sXg4CCuXLmC5eVlnD9/HpcuXcKuXbuwd+9etg1kGIZhGAlus86UGxbb2wyj0Yj+/n7s2rULY2NjuHTpEhYWFnD16lVcv36dbQMZhmEYBtxmnakcWGxvU/R6Pbq6utDV1YWpqSlcvnwZMzMzbBvIMAzD3PaMjY3hzJkzos16e3s7Tpw4wbu/TFlgsb0DaGlpQUtLC/x+P9sGMgzDMLct3GadqURYbO8g1rINPHDgADo7O3n7jGEYhtlRcJt1ppLhM3AHQraBhw4dwtWrVzEwMIDFxUX89Kc/xfPPP499+/ahr6+PJyCGYRhm2zM9PY1Tp04hFAoBuNVm/eTJk6ipqSnzkTHMLVht7WDsdjuOHz+OgwcP4saNG7h69SrC4TBOnz6NF154AXv27EF/fz8sFku5D5VhGIZh1kU0GsXZs2cxMjICgNusM5ULi+0KIRgMwmazleR/s20gwzAMs1PQarPe39+PI0eOcJt1piJhsV0BBAIBfPe734XT6YTL5UJvby9aW1uLnlvNtoEMwzDMdsbv9+PZZ59VtFm/8847UV9fX+YjY5j8sNiuAOx2OxobGxGJRDA+Po7x8XFYrVZ0dXWht7e36JMI2wYyDMMw24lEIoHnn38eN27cAHBrx/bo0aPYtWsXt1lnKh4W2xWA1WrFQw89hFwuh+eeew7Dw8OIxWK4du0arl27JqLdXV1dqKqqKupzy7aBly5dwvj4ONsGMgzDMBVBvjbrd9xxR8lSLxmm2OhyuVyu3AdRbObm5vD9738fP/3pTzE8PIz5+XnU1NTg6NGj+LVf+zUcOnRo1b9fXFzcoiNV4nK5sLi4iGw2i+npaQwODmJ8fBzZbBYAoNPp0NLSgt7eXrS1tcFgMBT9GGTbQHreSrMNpHFiVofHqTB4nAqDx6lweKwKY61xUrdZr62txV133XXbtVnn86kwyjVOLpdrzd/ZkWL7r/7qr/DFL34R7e3tOH78OOrr6zE2NoannnoKuVwOn/jEJ/DQQw/l/ftyi22ZRCKBkZERDA0Nwe/3i+9bLBZ0dXWhp6cHbre76McSiUSEbWAqlQIAOByOirAN5ImnMHicCoPHqTB4nAqHx6ow8o0Tt1lXwudTYbDY3mJ+8IMfoK6uDseOHVN8/7nnnsN//+//HXa7Hf/1X/+Vt2q5ksS2TDAYxODgIIaHh0ULWuCWr3Zvby+6u7tht9uLekyJRELYBtIWntVqLattIE88hcHjVBg8ToXB41Q4PFaFoTVO6jbrHR0dOH78+G3tlsXnU2Gw2K4g3vGOd+Dpp5/GN77xDRw4cEDzdypVbBO5XA7T09MYGhrC+Pg40um0+FlLSwt6enrQ3t5e1OhzOp1W2AYCt9xNymEbyBNPYfA4FQaPU2HwOBUOj1VhyOPEbdbzw+dTYVSy2L7tCiRJgG7n7omUu93S0oJkMomxsTHRmn1qagpTU1MwmUwizaQY+W2ybeDo6CguX77MtoEMwzDMpuA268ztwG11Jk9PT+OZZ56B2+3Grl27yn04RcFsNqOvrw99fX0IhUIYHh7G0NAQlpeXMTAwgIGBATidTpFm4nQ6N/V8er0e3d3d6O7uxuTkJC5fvozZ2Vm2DWQYhmHWxdTUFJ588klus87seG6bNJJUKoW3v/3tOHv2LD760Y/ikUceyfu72Wx2Wxdh5HI5zM7OYmBgAMPDw6LAEbg1me3atQtdXV0wmUxFeT6fz4cLFy5gdHRUfK+pqQmHDx9Ge3t7UZ6DYRiG2RlEo1E8++yzGBoaAnCrzfpdd92Fnp6eMh8Zw5SGDYvtZDKJixcv4vr161hYWMDy8jKcTifq6urQ39+PgwcPVkzb1Gw2i//v//v/8J3vfAdvfOMb8ed//uer/n6l52yvh3Q6jbGxMQwNDWF6elp832g0orOzEz09PWhqaipKU4BgMIjLly9jaGiopLaBnL9WGDxOhcHjVBg8ToXDY6WNus26w+FAW1sbt1lfAz6fCqOSc7bXJbaz2Sz+4z/+A1//+tdx6tQpETGV/wWJNpPJhLvuugu/8Au/gJe//OVlixTncjn80R/9ER577DG89rWvxUc/+tE1j2UniW2ZcDiM4eFhDA4Oim074JalX09PD3p6elBdXb3p59GyDXQ6ndi7d29RbAN54ikMHqfC4HEqDB6nwuGxWolWm/UHH3ywJP0idhp8PhXGjhDbjz/+OD796U9jbm4OuVwOzc3NOHDgALq7u1FbWwu73Y5wOIxgMIjh4WFcvHgRs7Oz0Ol08Hg8+J3f+R28/vWv3/SLWg/ZbBZ/9Ed/hMcffxyvec1r8LGPfaygC3unim0Zn8+HoaEhjIyMIJlMiu83Njait7cXnZ2dm440lMo2kCeewuBxKgwep8LgcSocHqsXWa3Nel1dHY9TAfD5VBjbXmy/9rWvxcDAALq7u/Hwww/jNa95Ddra2tb85xMTE/jOd76D733vexgZGcHu3bvx7W9/u7Cj3ySy0H7ooYfwV3/1VwWvoG8HsU1kMhmMj49jcHAQ09PTYpfCYDCgvb0dPT09aGlp2VSayWq2gfv27Vu3NzhPPIXB41QYPE6FweNUODxWtxgcHMRzzz2Xt806j1Nh8DitTTqdRn19PYLB4JY/d9HE9utf/3r89m//Nu6///4NH8wPf/hD/O///b/xzW9+c8P/o1Bkof3ggw/iE5/4xLpSF24nsS0TjUYxMjKCmzdvYmlpSXy/qqoK3d3d6O3t3ZS1XzabVdgGAi+6mxw4cKDgCvRyj9N2gcepMHicCoPHqXBu97HSarN+5513oqmpSfF7t/s4FQqPkzahUAiTk5OYmprCzMwMmpub8YpXvGLLj+O2bWrzmc98Bp/97GdRVVWFt73tbZpC+/7778eePXs0//52FdsygUAAg4ODGBkZEVEJAGhoaEBPTw+6urpgtVo3/P8nJydx5coVzMzMiO+1t7fjwIEDa7afr6RxqmR4nAqDx6kweJwK53Ydq1QqhRdeeAFXr15FNpuF0WjE4cOHsXfvXs1aqdt1nNYLj9MtstksfD4fJicnMTExsSKKvWfPHpw8eXLLj+u2bWpDHaii0Sj+7u/+TvN3Wlpa8optBqivr0d9fT2OHz+OyclJDA4OYnJyEvPz85ifn8fZs2fR1taG3t5etLS0rLsAtrW1Fa2trfD7/bh06RLGx8fFo6mpCfv37+fOYQzDMNuE8fFxnDlzBuFwGMCt4MmJEydu6zbrzOaJx+OYnp7GxMQEpqamFDVmer0eHo8Hra2taGtrQ0dHR8UuSnZkZHuzlOPNmp2dRXNzMyr57YjH46JpTiAQEN+3Wq0izaSurm5D/3s9toG8yi8MHqfC4HEqDB6nwrmdxioUCuHMmTOYnJwEsL4267fTOG2G222cFhcXMTk5icnJSfh8PoUuslqtIljn9XoVRg7bvkDyW9/61qYOZLUGMpXIVr9Zfr8f//Zv/wa73Q6z2YzOzk50dnZWdBetxcVFDA4OYnh4GLFYTHzf5XKhr68PXV1doghmPRRiG3i7TTwbhcepMHicCoPHqXBuh7HSarO+f/9+HDx4sOAaqdthnIrBTh+nTCaDmZkZIbBpd4RwuVxoa2tDa2sr3G53XsOGbS+2+/v7N+RGkcvloNPpcO3atXX/bTnZ6jcrmUzimWeeQSAQEG4dwK03sNKFdzabxfT0NAYHBzE+Pi6i0jqdDi0tLejr60Nra+u6vVRXsw286667EI1Gi/5adho7fYIuFjxOhcHjVDg7faymp6dx6tQp0a+hubkZd95557rvUzt9nIrFThynaDQqxPX09DTS6bT4mcFgQHNzs4hgF5qKtO3F9mc+85kVYntsbAzf/e53UVVVhbvvvhvNzc0AgJmZGTz99NOIRqN47Wtfi/b2drz73e/e4EsoD+U6qauqqnDx4kWMjo5ienpaCFdgewjvRCKBkZERDA0Nwe/3i+9bLBZ0dXWht7cXDQ0N6/qfWraBNTU1aG1txd69e9dtG3g7sRMn6FLA41QYPE6Fs1PHKhqN4rnnnsPw8DCAW/esY8eOobu7e0P/b6eOU7HZCeOUy+UQCAREcaOcigrcOpcoet3c3Lyh5nfbXmyrGR4exhvf+Ea84hWvwAc/+MEVXQeXl5fx4Q9/GD/84Q/xta99DT09Pet9irJSCW4kiUQCExMT21Z4B4NBDA4OYmhoSBGFrqmpQW9vL7q7u9cllGXbwEQigUgkAr1ej56eHuzfv79ix6Gc7IQJeivgcSoMHqfC2WljRW3WL1y4gGQyCZ1Oh/7+/k23Wd9p41Qqtus4pVIpzMzMiOJG9Y602+0W0ev6+vpNP9+OE9vvfve7MTAwgCeffDKvC0U2m8WDDz6Ivr4+/O3f/u16n6KsVILYltnOwjuXy2F6ehpDQ0MYGxtDJpMBcCvNxOv1oqenB+3t7etaxYbDYfzsZz/bkG3g7cR2naC3Gh6nwuBxKpydNFZ+vx+nTp0SkciGhgbcdddd21ocbTe20zgtLy8LcT0zM6PQKyaTCV6vVwjsjdR1rUYli+0NWf+dPXsWd99996p2b3q9HgcOHMDTTz+9kadgJCwWC3p7e9Hb2yuE98jICGZmZrC4uIjFxUWcP3++IoU35W63tLQgmUxidHQUQ0NDmJubw9TUFKampkRRaE9PDzwez5r/s62tDQ888ADbBjIMw5QIdZt1s9mMo0ePYvfu3ZvqKMzsLLLZLPx+PyYmJjA5OaloiAfcMjggcd3U1LTu+q1CicfjirzvSmNDYjuZTCqiivmYmZlReCIym2c7C2+z2Yxdu3Zh165dCIVCGBoawtDQEMLhMAYGBjAwMACn04ne3l709PSsWRThdrvx8pe/XGEbODs7i9nZWdTV1WH//v0rbAMZhmGY1VmrzTpze5NIJDA1NSW6NyYSCfEznU4Hj8cj8q9LpT/i8bi438/MzCAYDKKpqQkPPvhgSZ5vs2xIbO/fvx/PPfccnnjiCTz00EOav/P9738fzz//PI4fP76pA2Tys52Fd3V1NY4cOYLDhw9jdnYWQ0NDGB0dxfLyMs6fP4/z58+jubkZPT096OjogMlkyvu/ampq8NKXvhSHDx8WtoELCwv46U9/ivPnzytsAxmGYRhtCm2zztx+BINBEb2em5tTeF9bLBa0tLSgra0NXq8XFoul6M+fSCQwNzeHmZkZzM7OaqaLFLIzXi42lLN95swZvP3tb0c2m8VLX/pSPPjgg/B6vdDpdJiamsKTTz6Jn/3sZ9Dr9fjyl79clvaZm6HScrbXSyKRwPj4OEZHR1fkTFWi8CZSqRTGxsYwNDSk2DkxGo0izaSpqQl1dXWrjtNqtoH9/f0lmQgqke2U51dOeJwKg8epcLbbWK23zXqx2G7jVC7KMU6ZTAazs7PCnk+2JQZuLcRk7+tinyfJZBI+n0+Ia7V7CXBrXJqamtDc3AyPx4OmpqaKzdnecAfJp556Ch/60IewtLS0In8rl8uhpqYGf/7nf45XvvKVG/n3ZWW7i22Z7Sq8w+EwhoaGMDg4qLjIHQ4Hjhw5ArfbvcIFR006ncbNmzdx9epV8T+MRiN27959W9gG8o2sMHicCoPHqXC201iVs836dhqncrJV4xSNRjE1NYWJiQnMzMyIxnLArTo82fva6XQW9blTqRTm5uZEakggEFjRUbumpgbNzc1oampCU1MTrFar4ueVXCC5qXbtkUgETz75JM6dOydaajY2NuKOO+7Agw8+uCUXaynYSWJbZrsK77m5OZFmkkwmYbfbEYlE4PF40NPTg87OzlXtp8g28NKlS2J8bwfbQL6RFQaPU2HwOBXOdhirzbRZLxbbYZwqgVKOk+x9PT8/r/hZVVWVENfNzc2rpnOul3Q6DZ/PJ8T1/Py8QpMAt85JWVxXVVWt+j93rNjeqexUsS2zHYV3Op3G+Pg45ubmMDAwIFa9BoMBHR0d6OnpEelM+ZicnMTly5cxOzsrvrdTbQP5RlYYPE6FweNUOJU8VsVos14sKnmcKolijlM6nRbe15OTkyu8rxsaGkR6SF1dXdGcZzKZDPx+vxDXPp9vhbh2OBxCXHs8nnUHbHec2P7gBz+IO+64Az//8z+/6u89/vjjOHv2LD784Q+v9ynKyu0gtmW2m/B2uVyYnJzE8PAwBgcHEQwGxc/sdju6u7vR29u76vHKtoHETrMN5BtZYfA4FQaPU+FU6lgVq816sajUcao0NjtO4XBYiOvZ2VnR7wK4lVope1+vFT0ulGw2i/n5eYW4Vlvz2e12EbVuamradGrKjhPb/f39eP3rX7+miP7Qhz6Exx57DNeuXVvvU5SV201syxQivLu6utbMly4l6nGan5/H4OAgRkZGFBZEbrcbPT096OrqylsUKdsG0mt1uVw4cODAtrcNrITzaTvA41QYPE6FU2ljVew268Wi0sapUlnvOOVyOfh8PlHcqP7bUnhfZ7NZLCwsCCu+ubm5FeLaZrMJYd3c3Fx0HVHJYruke0apVKpkBuZMabBYLOjr60NfX98K4a22E+zq6kJnZ2dZhTdwa9uroaEBx48fx+TkJG7evImpqSn4/X74/X6cOXMG7e3t6O3thdfrVQho2TbwypUrGBgYwOLiItsGMgyz7SlVm3Wm8kgmk8L7enJyUtP7urW1FW1tbUXZycjlclhcXMTs7Cymp6fh8/lW9FWxWCwKcV1bW7vp592ulExB5HI5XL16tSDFz1QmhQjv559/vmKEN+Vud3R0IBaLiTSTxcVFjI6OYnR0FDabTaSZyOem3W7HiRMncOjQIVy/fh3Xrl3D8vIyTp8+jRdeeOG2sw1kGGZ7U8o260xlEAwGRXFjPu/r1tZWtLS0FOXetbi4KKz45ubmFIIeuNW4zuPxiLxrl8vF3Ub/HwWnkbztbW8Tn585cwYNDQ15t6AymQzGx8cxPz+P173udfjIRz5SnKPdIm7nNJJCWCvVpNTCe73jtLCwgMHBQQwPDwvfbQCor69HT08Puru7V1gI7QTbwO1yPpUbHqfC4HEqnHKO1XZqs87nVGHQOGWzWczOzor8ay3va4peF8P7OhgMCnE9OzuruH8CgMlkQmNjI5qbm9Hc3FzUgsqNUMlpJAWL7f7+/hf/SKdb4X+oxmg04mUvexn+4i/+AnV1dYU8RcXAYrtwyiG8NzpO2WwWU1NTGBwcxMTEhDhWvV6P1tZW9Pb2orW1VTFBbWfbwO14PpUDHqfC4HEqnHKN1XZrs87n1NrEYjGEw2FcvnwZ09PTmt7XFMHe7H02FAoJYT07O7vCqcRoNIrmMU1NTaivr6+ouqYdIbanpqYA3EoPuf/++/HAAw/gD/7gDzR/12QyweVyFdWTcSthsb0xtkp4F2Oc4vE4RkZGMDQ0pPAWtVqt6OrqQm9v74rt1u1mG7jdz6etgsepMHicCmerx2ppaQmnTp0Sc9N2abPO55Q25H09OTkJv98veksAt4oMKXq9We/rcDisENfU2IgwGAxobGwU4rqhoaHi6vAikQjGxsYwMTEBr9eLAwcObPkxlMyN5LOf/Sz6+/tx//33b+jAKh0W25unlK4mxR6npaUlkWYir+Rra2vR29uL7u5uhR2Sz+fD5cuXK942cCedT6WEx6kweJwKZ6vGKp1O48KFC1veZr1Y8Dl1C/K+JoFNwpro6OgQ7dHr6+s3nKoRjUaFsJ6ZmVmRhqLX6+F2u4W4drvdFWkOEA6Hhb7w+Xzi+01NTXjwwQe3/Hi4qc0GYbFdXIod8S7VOGWzWUxPT2NoaAjj4+PCi1Sn08Hr9aK3txft7e1iZb+0tITLly9jeHhYvKa6ujrs37+/ImwDd+r5VGx4nAqDx6lwtmKsytlmvVjczudUOBwW4npmZmZV7+uWlpYNjVMsFhMt0GdmZhQ9KYBb97aGhgYhrj0eT0WKayC/wAYAj8eDjo4O3HHHHYjFYlt+bCUT26Ojo7hw4QLuuOMOtLW1ie9fvHgRf/EXf4GBgQF4vV68733v25bRbxbbpaMYwnsrximZTIo0E/nCNpvN6OrqQk9PDxobGwHcmgSuXr2KgYEB4SvqdDqxb98+9Pb2lm3yuh3Op2LA41QYPE6FU8qxIpckuc36iRMnFPfi7cLtdE7lcjn4/X7hHqJ+3Q6HQ9EaXU7XKHScEokE5ubmRFGj1t/U19cLK77GxsaKtoAMh8MYGxvD6Ogo/H6/4meUO15VVYXl5WX4/X60t7dj3759W36cJRPbf/Inf4JvfOMb+NGPfoTm5mYAtxwfXvnKVyIcDosCSqPRiG984xuK4srtAIvtrWE14V1XVyc6V6qF91aPUygUEmkmck5bdXW1SDNxOBxIJBLCNpAKlKxWK/bu3Yvdu3dvuW3g7XY+bRQep8LgcSqcUoxVJpPBlStXcPHiRaTT6bK2WS8WO/2cSiaTmJ6exsTEBKamphRuHjqdDo2NjUJgrybY8o1TMpmEz+fD9PQ0ZmdnsbCwoPm3JK49Hk/F29euJrCdTifsdjtMJhOCwaDohEp4PB686lWv2srDBVBCsf2a17wGJpMJ3/zmN8X3vvCFL+CTn/wk3v72t+N973sffvrTn+I973kPHn74YXzsYx9b71OUFRbbW896hHe5ximXy2FmZgZDQ0MYGxtTdMfyer3o6elBR0cHAKywDTSZTNi1a9eW2gbezufTeuBxKgwep8Ip9ljNzMzg1KlTIg2g3G3Wi8VOPKdCoZCw5pubm1Pcy8xmM1paWtDW1gav17vCcjYfNE6pVEqkhczOziIQCKxwhqupqRE+101NTQU/RznREtjZbBbhcBhmsxlWqxV6vV4xlkRtbS0aGxvR2NiI/fv3r7An3ApKJrZPnjyJY8eO4W//9m/F99761rfihRdewLPPPivExJve9CYsLi7i3//939f7FGWFxXZ5icfjGB8fx9jYmKbwPnjwIOrq6sraQCeVSmF0dBRDQ0MKdxKTyYTOzk709PTA7XZjbGysbLaBfD4VBo9TYfA4FU6xxkrdZt1ms+H48eNlb7NeLHbCOZXNZjE3NycEtjraWlNTI9xDGhsb11XLk06n4fP5EI1GMTAwgPn5+RWC0+l0KsS1XMxfySwvL4sAm9/vRyqVwvLyMkKhEIxGo3C1k9NcDAYDGhoa0NjYCI/HA7fbrYjUV7L134b2nhKJhOIFZjIZXL58GYcOHVJE7VpaWnD9+vWNPAVzG2O1WrFr1y7s2rVLIbynp6exsLCAs2fPIhKJrJpqUmpMJpPorrm8vCy6VS4vL+PmzZu4efMmnE4nenp6cO+99yIUCgnbQPp5JdsGMgxTPnK5HK5fv47z58+LFtj9/f04evRoRefY3i7E43FR3Dg9Pa1oU67X69HU1CTSQ9Zzb8pkMvD7/SJy7fP5kM1mFdZ/DodDiGuPx7OtCmKXl5dFBHtiYgKhUAjLy8tYXl6G2WxGfX09vF6vOMdtNhvcbjc8Hg8aGxsrztd7PWxIbDc1NYmVNgA899xziMViOHnypOL3EolExZrpM9sDLeEdCAQwMDCAhYUFLCws4Pnnny+r8HY6nTh06BAOHTqEubk5DA4OYnR0FMvLy7hw4QIuXLiApqYm9PT04ODBg7h+/TrGx8fFo7m5Gfv27aso20CGYcrD/Pw8nn32WW6zXmEsLCwIga12w7DZbCI9pLm5ueAFUTabxfz8vEJcy+mJAGC329HX1we73Y6mpiY4nc6ivaatgIJRly5dwtjYmBDX6XQaNTU1qKurQ3t7O8xmsyIlpLGxsay718VmQ2L7rrvuwte+9jV89atfxcmTJ/HXf/3X0Ol0K5xHBgYGRAElw2wWEt4ulwtHjhxZEfGuBOHt8Xjg8Xhw8uRJjI+PY2hoCFNTU2IyNRqN6OjowF133QW/34/h4WHMzMxgZmamomwDGYbZWhKJBM6fPy92gyu5zfrtQDqdxuzsrHAPUXtf19fXi+h1Q0NDQe9RNpvFwsKCsOKbm5tbIa5tNptICWlubi5rndJG8fv9uHDhAq5cuYLJyUmEw2GRW15TUyPaybe0tIjItTolZKexoZzt2dlZPPLII6JYI5fL4aGHHsInP/lJ8Ts3b97Eww8/jLe85S340Ic+VLwj3gLKcVIPDQ2hoaEBFotlWxQ0lBP1xKNONZFP6XIKbyIcDmNkZASDg4MKn1PaDkylUpicnCy6beB2m6DLBY9TYfA4Fc56x0rdZr2npwfHjh3b8TvDlXZORSIRIa5nZ2cVQthoNKK5uVkI7EIK3XO5nEJc+3w+RcoJAFgsFoW4rq2tXfF/Km2c1ASDQQwNDeHy5csYGBhY4SJCRZt79uwRueulSAmp5JztDTe1mZubw9e//nUsLCxg3759eMMb3qAYuG9/+9v4wQ9+gLe//e04duzYRp6ibGz1mzU3N4fvf//7Ii+rpqZG5CjttK2UYrDaBVXpwtvv92NoaAjDw8OKSdflckGn0yEUCokJfrO2gZU+QVcKPE6FweNUOIWOlbrNek1NDe66666Kb7NeLMp9TuVyOczPzwuBrbbOk72vm5qaCgp+LC4uCp/rubk5JBIJxc/NZjM8Ho/Iu6a5fzXKPU4ymUwG8/Pz8Pl8GB0dxfXr1zEzM7Mi8u/1erF7927s378f7e3tW3LP3ZFieyez1W8WtdxdWloSjQpkqqqqhPj2eDwFXZw7mUIvqLWEd1dXFzo6OsoivDOZDCYmJjA4OIipqSlxbDqdDnq9HrFYDEajEXq9fsO2gZU0QVcyPE6FweNUOGuNVTqdxgsvvIArV66INuuHDh3Cvn37bqsUsnKcU+R9TfnXaqu4xsZGtLW1rel9TQSDQSGuZ2dnV/w/k8mExsZGeL1eNDU1oa6ubt3373Jee7FYDH6/H3Nzc6Ipj9/vRyAQEAJbr9fD4XCgu7sbe/fuxaFDhzQj9KWGxfY2o5zWf1QkMTc3B5/Pp2n1YzabhfBubGxEQ0ODotvUTmcjF1QlC+9oNCrSTOh15XI5RCIRJJNJWCwW2O32ddsGsjgqDB6nwuBxKpzVxmontFkvFlt1ToVCISGuZ2dnV3hfe71etLW1oaWlZc00zlAoJIT17OwsotGo4udGo1F0N2xqaipKusRWXnvBYFDoD5/Ph1AohHg8jkAgIAS2yWSC0+kUjd2o1qjcaU/bXmwPDQ2hp6dn0wdUrP9TairJZzudTsPv94sT3+fzIZVKKX5H7T1Z6S1YN8tmL6jVhHd9fT06OzvLJrwDgQAGBwcxMjIiIiRLS0sIhUIwmUxoaGiAyWQqyDaQxVFh8DgVBo9T4WiN1U5qs14sSnVOkfc1CWy5VgZ40fu6tbUVHo9nVTEcDocV4lruIgzcuv82NjYKcV2K4FepxklOCaHINaW9yAI7l8vB6XQKgU3BqY6OjoqqMdv2Ynvv3r141atehXe9613YtWvXug/k2rVr+MIXvoAf/OAHuHLlyrr/fqvZ6jdreXkZTz75JBwOB4xGI2pra+FyuVBbW4uamhqYTCbxu9lsFouLi5ibmxOrz1gstuJ/1tXViQmgsbFx2xjdF0IxL6hKFd7ZbBaTk5MYHBzE5OQkstkslpeXMTMzg1wuB7fbjdraWrS0tGD//v1oaWlZ8T9YHBUGj1Nh8DgVjjxWO7HNerEo9lw+NTWFiYkJTe9rj8cj0kNWm8+j0agQ1jMzM6ILsPy/3G63ENdut7vk72OxxklOCfH5fAgEAooofzwex9LSEhKJBHQ6nRDYJpMJXq8XHR0daG9vryiBDdyKxs/OzqKtra0sWqdoYvuzn/0svvzlLyMWi6G/vx8PP/wwjh8/jv7+foUQJJLJJK5evYrTp0/je9/7HgYHB2Gz2fCOd7wDv/3bv72xV7OFbPUNJRQK4bvf/S7MZvOKIgPgVgSkpqYGtbW1QojX1NSICzwUCgnxPTc3t2JyoP8h531v5za/pbrpV6rwjsfjGB4extDQEAKBAGKxGKamprC0tIT6+nq43W4R6e7o6BBRGhZHhcHjVBg8ToVDY7VT26wXi82eU4uLi6K4Ue19bbVaRfRabpSiJhaLiRboMzMzK6LgOp0ODQ0NQlx7PJ4tXyRtZJxyuZzQBnJKiBqdTodMJoNYLCYa6Oj1euh0uooV2PlSeWpra/HII49s+fEUNWc7EAjgc5/7HL797W9jeXkZOp0ORqMRLS0tqKmpgd1uRzgcRjAYxNTUFDKZjNh6eMMb3oB3vetdqKur2/SL2grKcUNJJpPI5XIYGRnB0tISgsEglpaWNKPWhNPpVAhwioQnEgmxLTQ3N7eiwhq45eUpp53U1dVtm8KcrbjpV6rwXlxcxODgIIaHh7G0tCS8Wq1WK9xuN7q6unDkyBH09vbC7XazOCoAFpGFweNUOBaLBT/84Q93bJv1YrHec0r2vib/Zpm6ujrRGj2f93U8Hsfc3JwoalxaWlrxO/X19cKKz+PxaAYVt5JCximdTiMQCGimhKj/l91uRzKZxPLyskJjVKrALjSV59ixY2Vp/lSSAsl4PI7vf//7+PGPf4znn38e8/PzK36noaEBx44dwz333INXvepV286ovJJytmlbR/1QVzwTtPVDIry2thZ2ux2JRELkZvn9fmQyGcXfGY1Ghfjeiq2xjbLVN/1KFN7ZbBbT09Miv5sa56RSKdTW1qKtrQ2vetWr0Nrauu2uv62GRWRh8DitDbVZHxgYEGPFbdbzU8g5FYlERHrIzMyMwvvaYDAovK+1ikyTyaRCXGsFn1wuF5qbm4W4rrT3Smuc1koJAW7d191uN9xuN2w2mxhL+X9VosBebypPY2MjDAbD9s/ZXo2FhQUEAgEsLy/D6XSivr5+20Sw81FJYjsfsVhMCO9gMIjFxUWRa6WFTqdDdXU1amtrRbvXZDKJSCQCv9+/wmhfr9ejvr5e5H273e6KuAiB8t70SXiPjo6K/GmiXMI7kUhgdHQUN27cwNWrVzE9PY1EIgG73Y7a2lrcddddeMlLXrIu28DbCRaRhcHjtDpym3W73Q6bzcZt1tdA65zK5XIIBAKYmJjA5OSkaFtP2O12Ia6bm5tXBIVSqZRIC5mdnRUFfjK1tbWKyHWl3NvyUVtbi9HRUZEOki9dtKqqStGR0Wg0ivuVPM56vR7Nzc0VI7DlVJ7p6ekV6S5rpfLE43H4fD60tLSUxZmNrf82SDkKJL///e+jvr4eLpdr1S2wtYhGo5qRcLWYJvR6PZxOJ4xGIzKZDJLJpMjdUj9/bW2tIu+7XFZVlXLTr0ThHQwGcfPmTZw+fRoTExNinKqqqnD06FHcf//9aG5u3rLj2Q5UyvlU6fA4aaPVZv3ee+9FU1PTbd0PoRDonEqlUgrva3X6pNvtFsWN6mBeOp2Gz+cT4trv968Q19XV1aKJjMfjqXjDgHQ6jfn5eRG5jkajeSPy1PzO7XajuroawWAQo6OjeQV2Z2cn2trayiqwE4mE2G2YmZlZdyqPLM7lVKC6ujq89rWv3aJX8SIstjdIOQokv/e978FkMokCyaqqKrS2tqK9vb3gzlWrEYlEVkTBl5aWVtgIEpRDTgI8m82iqqpKcYE6HA5xoXs8HtTW1m7JzaUSb/rxeBxjY2MYGxurCOGdy+UQi8Xw5JNP4vTp04rJrK+vD/fccw8OHz5csalCW0klnk+VCI/TSoaGhvDcc88JcUht1r1eL4/VGoRCISwvL+Pq1auYmZlRpECYTCa0tLSgtbUVLS0tCv/mTCYDv98v0kL8fv+K9Amn0ymioE1NTRW/qxeLxRT2vuqUEEoFpZQQuu9SukshAru9vb1sKYXJZBI+n0+I63wLh6amJni93hWpPPnEtUxtbS2OHz+u6cxValhsb5ByTJKJRALhcBiXLl3C1NSUQgQbjUZ4vV60t7ejtbW1qCvScDisKcLlvDjg1tbc8vIyIpEI0uk0MpkMbDYbqqqqYLPZYLVaYbFYRB4VNdspRdFlpd/0K0V40zglk0k8//zz+M///E9RsEXHcuLECdx1113weDwlPZZKptLPp0qBx+lFtNqs33nnnWLXiMdqJdlsFj6fT7iHBINB2O12EWByOp0iet3U1CTuHdlsFn6/Xwgtn8+3oubIbrcrxDWlSlYiuVxONI6hyHW+lBAS1bt27YJer1fcTytZYKdSKSGuN5LKE41GhcGDlkMM8KI4p90Ks9mM+vr6nZuzXal8+9vfxrlz53D58mUMDAwglUrhwx/+MN7whjes+bflztnOZDKYnZ3FxMQEJiYmFHaAOp1OtJNta2sriYVULpcTzjKyAA8Gg0KEZzIZLC8vi0ckEoHFYhHi2263i9w6Et+NjY1FqereTjeycgpvrXGamJjAj370I5w/f14U2drtdvT19eHOO+9Eb29vRd+oSsF2Op/KCY9T4W3WeaxukUgkMDU1JdJD1N7XPT09qK2tRWtrq7iXZbNZBAIBIa7n5uZWBH9sNpsQWs3NzWVpQFYolBJCUevVXEIo17qxsVExD9P5tLS0JAS2HN0tt8BWp/Jodb5eLZWHCiJJXGtZFNbV1cHj8aC5uRkOhwOxWAyLi4tYXFzEwsICgsEg2tvbcc8995T65a7gthbbL3/5yzE1NQWXy4WqqipMTU1VrNjOZrO4cuUK6urqYLVa4XK5FBM3FYtMTEysKBaprq5Ge3s72tra0NjYWNI0jlwuh+XlZU0RnkqlEI1GxdZgKBQSDRxkAU4TQmdnJzwez4bau27XG9lWC+/Vxml5eRlPP/00Tp06JdxprFYrmpubcfDgQezatQsdHR1lt7zaCrbr+bTV3O7jpG6z3tbWhpMnT2rWrtzOY7W0tCSKG30+n2Kes1qtaGlpQVtbm0gXWFhYwMLCgnCe8Pl8K2qMrFarQlxXsk95NBoVEWu/37+mS4g6JUTN0tISFhYWcPHixRUC2+v1ihzsrRTYlMoj7zasJ5UnEoko0kLyieuGhgZUVVXBZDKJXfjFxcW8bmy9vb24++67i/tiC+C2FtvPPPMMOjo60NLSgi984Qv4xCc+UbFie2hoCH/zN38Dm80Gk8kEl8uFrq4uIUjliHA4HBYTmTrPjUz829vb4fV6tywfN5vNKi4EEuG0/UMCXF7NGwwG2Gw2UfjS0dGB3t5eNDU1rfl8O+FGthXCu5BxSiQSuHLlCp5++mnR1thkMqG5uRktLS3o7e1FT0/Pji722gnn01Zwu47T8vIyzpw5g4mJCQC3alVOnjy5apv122ms5J3YqampFSkRLpdLeF+73W4AEPeHSCSCwcHBFZFes9msENdbVQ+0XjaSElJIXwt1BJvSbcolsLPZLObn5xXiWr3bsFoqTzgcVqSFqMdIp9OJgJzRaIRer0c4HEYoFFqRfkK/X11dDZfLhbq6OrhcLmEuUalpJDu2OuolL3lJuQ+hYOrr69HW1oZwOAy/3w+/34+BgQEYDAbRLrWtrQ09PT1oaWlBe3s79uzZg2QyienpaYyPj2NychLxeByDg4MYHBwU/qOU513K6mu9Xo/q6moRZSeoxTgJ8NnZWYyPj2N6ehrBYBDhcBjhcBgjIyPib2w2G7xeL1pbW4XgpN2JnYTVasXu3buxe/fuFcI7EAggEAjg3LlzJU81sVgsOHr0KA4ePIibN2/i3LlzwmJqamoKY2NjuHr1Kurq6tDd3Y3e3t6K3rJlmGJBO44vvPCC2KXbt28fDh06dNsXFkejUZEaMj09vcL7uqmpSeRfOxwOBINBzMzM4OrVq5idnVWksCUSCZhMJpEi0NTUhLq6uooU18VICckHCeyRkRFFjrJer0d7ezvq6+vR3t6+JR7gZL8o7zaozRRWS+UJh8MYHBwU0WtZXGcyGUSjUZjNZlgsFhgMBmSzWUSjUdEJUsZqtaKurg61tbVCWMsdtLcLOzayLVPpkW3gVoQxmUxiYGAAo6OjokOgOiJcVVUFp9OJxsZG9Pb2iuh3dXU1fD6fSDdRrxwpgtzW1lbQKqyUZLNZhEIh+Hw+DA8PY3x8HFNTU5pbUQaDAQ6HAw0NDWhtbUVHRwe6urqg0+lQW1u7oTSUSiYWi4kGOpuNeG8kupbNZjE6OopLly5hfHxcbIPW1dXB6/WKzqM9PT3o6uqquOYPG+F2ikJuhttpnDbbZn2njRWJLypuVKczVlVVCXHd3NysaEoit9MmjEYjPB4Pdu3ahaqqKtTX11dkB+P1pISQ/d5qKSFqFhcXRQRbLbC9Xi+6urrQ1tYGj8dT0vMpl8thcXFRiOu5ubkVqTwWi2XFbgOxvLysSAuhVKtYLIZoNIpYLAaDwQCj0Qij0SjshmX0er3ohk3ier2Bth3d1AaAqIatra1FV1fXZv9d0dkOYhtQnijZbBaLi4tCQA8PD4vtF7lg0mQyweFwoK6uDp2dnejt7RVG/zMzM5iYmIDf71c8D0XK6SKulEkumUxidHQUg4ODQoCHQiFFfpZOp0N9fT3MZjOqq6vR0NAAt9ut6JhZW1tbdpP+YrCW8O7q6kJHR0feqMlmJ57JyUlcunQJ09PTWFxchN/vh16vR0tLCxwOBwwGA9rb28WOSyVGogphpwmjUnE7jFM0GsVzzz2naLN+7Ngx9PT0rOv/7ISxSqVSmJmZERFstWB2u92iuYzFYimonTaJNbfbDb1eX1HjlMvlsLS0pLDgK0ZKiJrVBHZLS4tIEZEFeynGiVJ5qDBRnQdtNpsVuw0ul0vM8aFQSIjrubk5LC0tIRKJiOh0NBqFXq+Hw+EQu95ysxm73S5SP0hcV1dXr2scw+GwaKoYCASwtLSE9vZ2nDhxojgDtA5KKrbj8Tg+85nP4Bvf+IZIbn/kkUfw4Q9/GADw2GOP4f/8n/+Dv/zLv8SePXs28hRFY71iO5vNVowAlYlGo2J7f2BgQES/Q6GQsELS6XSic2B7ezt27doFr9crOixNTU0pbJMsFgva2trQ2dmJ1tbWiopU5nI5LCwsYHJyEkNDQxgZGcH8/Ly4mMnb1m63o6amBtXV1aipqYHFYoHNZltxMbtcrm3bujwWi4kdD3XLeLfbje7ubnR3d5fESWRubg4XLlzA2NiYaH2cSqXE2AK3bkB9fX3YtWtX2XdOGGa95HI5XL16FWfPnhURvb179+LEiRMVNSeWmuXlZYyNjYl0P7X3Ne0uksXa1NQUpqenNdtpNzY2wuv1ikLIcnT2W410Oq0o8tOK5gK3CvXIQWOjtoILCwsYHh4W92xCr9ejra0N3d3d6OjoKOm5FgwGMT09LR7qxkFGoxHNzc3iPZMb61EaEN2LfT4fotEowuGwsAN2OByoqalBbW2tENdGoxF1dXXiQR3G13Mfprz4+fl5zM/PIxAIYH5+XjN9p66uDj//8z+/uYEqERsS29FoFG9729tw5coV1NfXY//+/fjJT36C17/+9UJsj4+P45WvfCV+/dd/Hb/3e79X9ANfD9sxsl0IZJE0NzeH4eFhjIyMiAINedIwm81wOBxoamoSKQjJZBKLi4uKE5bsg+Rcu0ojFAohkUhgYGBAbHfJ4jsWiyGXy8HpdIoVtZxqUlVVhdraWtTU1MDlcolI+Ha6oVLEe3R0FLOzswrh3dDQIFJN2tvbi3ouLy0t4fLlyxgeHhZFsZRv6XQ6xcTc0NAg0ky2ww5DJUXXKpmdOk5ym3Xg1q7RXXfdhYaGhg3/z+0yVuRhTUX36mYhTqcTra2taGhoQC6XE81k1ttOOx9bOU6lTglRs5EIdj42Mk7Ly8siLUQrlcdgMIgFRFNTk6IvRigUwvDwMIaGhjA2NoZAICDusblcDjqdThG1djqdihQQCsTI94VCyGQyWFpaQiAQEC41CwsLK4oxgRfTTqjzdn19Pfr6+jSdTUpNyQokv/jFL+Ly5ct44xvfiA996EMwm83o7+9X/E57ezu6u7vxzDPPlF1s71T0er2wD9q/fz+AW1sr8/PzIgo6Pj6OYDAoTtqrV6+K6DedoHa7HZlMBul0GlNTU5iamgLwYuFmW1sb6uvry/lSBVSBTFXt1HmLKp3pwiThTYUdJpNJiMJwOIzp6WnF/6XdAPWjEq3vbDabKK6MxWKiuJL8Tefn5/Hcc8+hs7MTDQ0Nq6aarIfa2lrcfffdOHz4MK5evYqBgQGk02lks1kkk0kRraBjOHv2LNra2tDb24uWlpaK3C1ibl+o2ZPcZv3o0aPYvXv3tk2JKgTZ+3pqakoRcNHpdCLNw2w2IxwOY2ZmBteuXVvxf1Zrp11utiolRM1aArurq6tkO8jhcHjVVB7abZBTeQwGA9LpNMbHx3H+/HmMjIxgcnISi4uLCoFL4rqlpUUUajY0NCjyq9f7/qdSKYWgplQQ9QIIgGaEvLa2VrFbksvlKm73RGZDYvuJJ55AS0sL/vRP/3TVF+f1esVExmwNDocDDocDnZ2duOeee5BOpxEIBDA9PY3BwUGMjIzA7/cLJxCys7JYLKIpjdVqhdlsRiqVQiAQwIULF+BwOIR9U3Nzc8UIJ5vNho6ODnR0dAB4sXOV/KC0mUwmI4zwzWYzTCYT9Ho9DAYDIpEIIpGIWGgQ8taYHAmvlEpom82G/v5+9Pf3rxDefr8fo6OjeO655xQR780Kb4fDgRMnTuDQoUO4fv06rl27JvL9yEGHtv7oeKxWq3AzqaurK8ZLZ5gNo26z3t3djWPHju041yMiGAyK6PXc3JxiN8xisYgOftlsVng6q3G5XGhubhbiupJ2AyklRI5ca6WEkEsIRa6LEYRYWFgQAluOqhoMBhHBLoXAlotQtez09Hq9YrfB7XYjHo9jcXERQ0ND+OEPfyjuFWqnEbLWI5vBjo4ONDY2ora2dkM73vF4XCGqqQmNFtQJkkR1fX09qqurFQvgRCIBn88nGtpQc5tyNbUphA0phpmZGdxzzz1rriLI8odZnXg8jp/85Cew2WzIZDKw2+2oqqoSD/p6IwKPqr49Hg+OHDkC4MXihuHhYQwODopCRHoAEJOxyWSCxWJBQ0MD/H4/rl+/DpPJJCwIW1paKioPmo6tpaUFgDLVZm5uDj6fb0WuVzabhclkgtVqFQKcUlNoUaIW4U6nc0UqSrntiNTCe2lpCRcvXlwR8S6W8LZYLKJ73s2bN3HlyhXht24ymcQWKeUHXr16VdgI9vb2oqura8e5yTCVzVpt1ncK5H1NxY1qIUbpdQaDAYlEAhMTE+tqp11u5JQQn8+HhYWFkqaEqCmHwI7H48KnWquFOZkHUEqI0WhEOBzG4uIifvazn2FsbAwLCwsIhUIrxLXZbIbX6xVuX93d3WhoaNhQpJiekwoXFxcXV0TZiaqqKoWoptQTghrpjY2Nif+5tLSU9/9VShBMiw0dmc1mKyh/aHJyUmEPw2gTiUQwOzsrjOvzQZFnEuA2m00hxikqvRaUZ9XX14cHHngAqVRKpJ4MDg5idHQUgUAAsVgM6XQayWQSfr8fqVRKrHjJQ9ThcMDr9Yp0k0pr9a1OtaGIKxnz+3w+hMNhpFIpxQRUU1ODzs5OIcBTqRSCwSCWlpYQi8VEm/rJyUnF8zmdToUAJxG+1dtb5Ffe3Ny8aqpJMYS30WjEnj17sHv3bmEbuLi4iImJCej1enR3d6Ourg4+nw/j4+NYWFjAmTNncPbsWbS2tqK3txetra0VvQXIbG8KbbO+nYlGo5iamsLExMQK72sAomlaLpcTDUNkVmunXU7KlRKiZmFhASMjIxgdHVU8f6kEdjKZFFFreRdaxuVyobq6GlarVTSCGRkZwenTp0W3Z+rmDNwS5CRwW1tb0dXVhb6+PrS1ta17/iUhLIvqQCCQt7uj0+lUiOr6+npFsCWdTouiW+qamS9fm/4fpbFQKkt7e/uKuoNKYUMFku94xztw7tw5fP/73xcRgf7+fkWB5M2bN/HII4/gvvvuw6c//eniHnUB/Ou//ivOnTsHABgYGMCVK1dw9OhRkW5w//334/7779f823IUtlCnpOnpaYV9TjQaFdW+hWAwGBRRcbUYp8dak1AwGMTk5CRu3rwpHDDC4TCy2SwSiYTCO5NyqBsbG8WquK2tTVHNXEyKXVQTDofFJD47O6t5sVZVVYntR/LaDQaDQoAvLS3lnWR0Op2igEQW4aW80WuNk1p45yuu3OyiiWwD5+bmxPc6Ojqwa9cuLC8vY2hoSGFJabFY0NXVhd7e3k0Vpm2E7VLMVm626zhNTEzg9OnTijbrJ06cKGlgYCvGSnZrmpiYwPz8vOJnqVQKFosFOp0OmUxmxVy8WjvtrUJrnMqZEqImEAiICHY+gd3W1laUfPVUKiUi17Ozs1hYWBDzs91uRzAYFPd3o9EInU4ntEE0GlXsTqfTaZjNZnHvp4ZzXV1dwmlkPeI6m81qFi6qI+QARA8MSgWhh7wIiUQiIgWEHvkKG0ljkKAmsa61qNlxPtv/8R//gd/6rd/Cvn378MlPfhIdHR0KsT01NYX3vOc9uHbtGr7yla/g5MmTG3oBm+EDH/gAvvnNb+b9+bvf/W685z3v0fxZJbqRJJNJIbzVQlw2ji8UioqrxTi1TK2qqlKczLTKHhwcxNDQkIhQxmIxcUzxeBwmkwk1NTVoaGhAW1sbjh49iv7+fjQ3NxctclnqCyoej4uJfm5uTrNq3Ww2o7GxUUz2DQ0NSCaTomU9ifDFxUXNGwVwK+quFQlfr99oPtYap60Q3j6fD5cuXVJEZZqbm7F//344HA5xPsmV8jU1Nejr60N3d/eWRNe2q4jcarbbOG2kzXqxKNVYpdNpTE9Pr/C+pmi1TqcT86zValUI7NXaaZcLl8slGprRY62UEBLXpcoZX01gU2fj1tbWTQvsdDqtaAQzPz+PXC6HXC4n7qs6nQ4WiwUOhwOpVApmsxm5XE4hrsPhsEJYk7j2er1il4J8zQs9Lsqtpmj14uKiZuGiwWAQaSAUrXa5XOIcJJFOgpoEtpZtH3ArqCXb9a7Xf3vHiW0A+MhHPoKvfOUr0Ol06OnpwdDQENxuNxoaGoRLQSXY/m2EShTbhUBtUEl4q4U5iXOti0YLk8mkEOOyELfZbEilUpiamhIe2FNTU1hYWBDPJVsEud1u7NmzBydOnMDhw4c3JaK2+oKiSIt8Q1Cv6A0GAxoaGhQCnG4G0WhUIcDpsZoIp6JM+eF0OtclwtczTmsJ766uLrS3t2/4Bq22DQQgbEPb29sxOzsrbKZkz3iv14ve3l60tbWVLB9vu4nIcrFdxqkS2qwXc6wohWBychKzs7PIZDLI5XKIRCIIh8Miyul0OhUClNppU2pIIV1nSw2lhFDEmlIo1cgpIR6PBy6Xq6S7gPkEttFoVKSIbEZgZzIZsXtKBezkmkX3aqofopogEtfArVq5VCqFTCYDs9msSB2l2iwS17KN32okEglF4WIgEBC77GqocJFEdV1dnWJ3loog5Yh1MBjU1BsU/ZatAuvq6jZdw7MjxTZwy5Xk85//PG7cuKH4fldXF37zN38Tr33tazf6r8vKdhXbhRKPx0VEXCtSHo1G8wpBNXq9Xlz0VJBBDQIo+h2PxxUXnNVqRWtrK/bt24c777wTBw8eXFeUotw3feruKRddau0q1NXVCaulxsbGFQsMKiZUi3CtrTngRRGujoTn8zLd6DiVUniHw2GFbSBwazt737596O3tFe3ih4aGFCkoZrMZnZ2d6OnpgcfjWffzrka5z6ftwnYYp822WS8WmxmrXC4Hn88notf0fyKRiOgzQK4/ctTParUq2mlv9WvWYq2UEKpT2oqUEDWlFtjkYT47O4upqSmMjo6KJjByl0V1QzZKAQJupZYkEgnxXlLE2GQyKWz8Cml3H41GFaJ6YWFh1cJFEtUksGmxlsvlEAqFFCkgi4uLK3y8CbPZrBDUlA5S7BqdUCiE1tbWivXZLkq79oWFBUxNTSGbzYqV1XZmp4vtQkilUppRcflrMrjPB21tym1dyb+TLPf0ej1sNhu6urpw8OBBHDlyBP39/asW1lbSOBGhUEgUXVJjITVOp1PcUDwej+bNkCJWsvimR768fYPBsMKesKampijFIqUS3vF4HDdu3FDYBtpsNuzduxe7d++G2WxGKBTC0NAQhoaGFDeF6upq9PT0oKenpyiNlyrxfKpEKnmctNqsHz9+HN3d3WU5nvWOVTKZVHhfx+NxRKNRUeAG3EqDcblcYtFuNpsV4rq2trbs/uDU5bjQlJBdu3bBZDJtmY1gIBDAyMgIxsbGVghsShFpaWnZkMDOZrOYn5/H0NCQ6HERCoVEiiUAkWZJ4rqqqgoOhwMmkwmZTAbxeByxWGzF++hyuRRpQGsVf5IYlnOs86WZOp1ORXfHuro6cY5R8zs5Yr3avYj+Fz1cLldRm+ORN/fk5CSmp6fFPZc6S3u9Xvzpn/5p0Z6vUEomtqenp0UnvtUIBoOIRCLwer3rfYqywmK7MLLZrMgXXy2fXL4wk8kkpqenMTw8jJmZGYV5PuUb0hZiX18fent7sXfvXvT09AgHFmoVXMnQTUdutqPGZrMp0k5Wm0Cp8lsdBV9aWhJpF2rIilBdlOlwODZ0Uy6F8E6n0xgYGMDVq1eFoDaZTNi9ezf27t2Lqqoq5HI5kWYyOjqqOJ+am5vR09ODzs7ODacIbLfrrlxU4jjlcjlcv34d58+fFxHT/v5+HD16tKw+0IWMFRWhU3qILK4jkQgcDodYQBuNRphMJng8HpEWUldXV1ZxrU4JyecSYrfbhbhWp4RsxTlFTlurCezW1tZ1zx/xeBwjIyPCwWtychKhUEixuDAajUJcNzU1oaWlRexGJJNJ0YROy4qvsbFRvNc9PT2agZNsNotgMLiicFFrZ1qn06GmpmaFIwhdJ8vLy8KvmvK0td5Pel3qFBCXy1W0QtHl5WUsLS1hZmYG09PTYvGmNiLI5XLIZDKiKd+xY8fwu7/7u5s+hvVSMrG9Z88evP71r8df/uVfrvp7H/rQh/D444/j6tWr632KsrLVN5R0Oo1z586Ji5CilJXka7oZyL1ES4wvLS3h+vXrGBgYEI4ncvGE2WwW7ebr6+vhdruxa9cusU2az22lkrqZAbcWGXLEx+/3rxDJtDUoFwGtdQMgEa4W4MFgEFarVdNK0mg0CvHtcrnE+baeCESxhXc2m8XIyAguX74srj+9Xo/e3l7s379fbGGmUimMjY1haGgIMzMzitdEaSZNTU3rEiGVKCIrkUobp1K0WS8WWmOVzWYxOzsr8q/9fj9CoZAQ2OS6QNFAs9msaKddSKpAKVHXrhTiEtLY2LjqvFKqc6qYAjubzYpI8djYGEZGRjAxMQGfz7ciwkvvIT1He3s7ampqhCimSKyWuKaFlMfjWbGQcrlc8Pv9CiFMH7WCLXQc6sJFo9GoaIlO4jqfQAcguk3L0Wp1k5n1kk6nsby8LIo8fT4fZmZmRGCKelyk02mk02khpqlewWw2C5OHmpoacQ/zer14+OGHN3xcG6VkYltt85ePD33oQ3jsscc0W71WMlt9QxkcHMQnP/lJmM1m6HQ6WK1WWK1W1NTUiLws2iYkgbnTSKfTiEQiGBsbw8WLF3H+/HmR8728vIxMJgO9Xg+TyQS73S78vkmANzU1KSZ1KiDRahBEhZ7lXMxkMhnMz8+L6LfP51sx2en1etTX14tzwO12F3zM5CU8OjqKxcVFhQjPVyBrNpsVOeE0ga1lCVZsV5N8toEHDhxQCKlwOIyhoSEMDg4qbqhOpxPd3d3o6ekpqCis0kRkpVIp47Qd2qzTWMViMeF9PTw8LArQgsEgUqkUqqurhcC22+0r2mmXU1yvNyVkIy4hxTyniiGwY7GYSJWgXgETExNi7lSL66qqKpHf3d3dje7ubjgcDiwsLIjUybm5uRV/R1076b12uVyKczeZTCpEdSKRwNTUlGbapslkUojq+vp6UbhIxfnqokWt/6PX61FbW6sQ1S6Xa8P3yUwmoxDUtGChnRxyUqEAmxyhzuVyMBqNsFgsojaB7kfV1dWKYBp5h9tsNuzfvx+dnZ0bOt7NUHax/du//dt45plncP78+fU+RVnZ6htKKBTCP/3TPyEcDovcKrU1jl6vh8VigdVqhdPphNvthsfjEY1LNtpGtZKhyW5kZATXr1/HzMyMWN3H43FYLBYYjUYYDAZks1mYzWZx86IuWqvdfPV6vWZUXN0waCtuePKWLIlvrah0bW2t6Ai6kahRNpsV24VyJFy9/SljNptXCPDa2lrNRV8xI96r2QZSh1Bibm5OpJnIixaPxyPSTPKJgEoRkZVOJYyTus16T08P7rjjjooKQJCgfv755zE8PCyEBlmjkoiheYpSBdxud9kaOxUjJWQjbPac8vv9GB0dxfj4+LoENkV3SYjKD9ppoAUR8GL/CqfTiba2NnR3d6Ovrw/Nzc3I5XKYn58X4lor4m21WlcEzujeRIWLco61euypkNRqtSpamdfV1cHpdK4oWiRxnS9P22q1KgS1LNDXQyaTEQ2SFhcX4ff7EQgEFLVLVBQaiUQQj8fFPYGCZ/QgUU1F/xS1lgNksmUxCWybzSbGcke4kZw9e1Z8/ta3vhUve9nL8M53vlPzd9PpNEZGRvCRj3wEfX19eOyxxwo85MqgHG/WzMwMDAaDcKOgLae5uTmR/C8XWsjIXpwNDQ1wu91obm6G1+uF1+vd9JZPJRCNRkWUIRQKYWJiQtwYKG9ZvvCoCJMiw2RLmc1mN+xJbrPZ4HA4ND3KS5Efury8rMj7VrfnBW4VTckWWfIkvp6Jh7Y51eko+WyggFvRGXUqihwJKZbwXs02sKOjQ3GDSKfTGB8fx9DQEKanp8VzGgwGdHR0oKenB16vd8UWbblF5HagnOMUDAZx6tQpkTpUSW3W0+k0ZmZmMDQ0hCtXrmBubg7xeFxcr7QNX19fj46ODiGuGxsby9ZeutCUEHJUKiQlZCNs5JwigT02NqYonCaB3dXVhZaWFjG25PpEIpQEdS6XQyKRUIjrZDIJq9Uq5nWn04mOjg50dnaiubkZbrcbuVxOuKtQWog6lcNqtSoi1zQvLy8vryhczOfi4XA4hKju6uqCwWCA3W5HMplcIarXqt2RU0loF6VQMpmMcJTx+/2Yn58Xz02t02UXs2QyKRYpOp1OIahNJpN4XXRPpo8Oh2OFkF7v4nNHiO3+/n5xgyL/5NWg3/mrv/orvPrVry7kKSqGrX6z/H4//u3f/k2sXo1GI5xOp+JBJ10ikVBc5PPz8ytWjGqqqqpQX1+PhoYGcfG3tLSgqamp4nKbC8HpdOLKlSsYHx/H5OQk4vE4EomEuGnE43ERRZJvZjqdTqQ1dHV1idQGKvLUyikv1JPcaDTmjZLLk8dmFj3xeFwhvgOBwIr33GKxCOG9a9cuGI3GTUWeMpmMiFqQAF+tcAa4daORBXhtbS0sFgvm5uY0hbfb7Rb5jasJ73A4jCtXruDmzZsrbAP7+vpWTMyRSATDw8MYHBxULFTsdju6u7vR29srbkQsttemHONUqW3Ww+EwhoeHcfnyZdy8eVOkjAC3InZNTU2w2Wzo6elBR0eHcOkq13wrF2z7/f68KSEUmCh14xii0HNqNYHd1taGzs5ONDY2it1hOVItLyKSyaQQ19FoFAaDQdE/wuFwKERyY2MjACjm3Xzimt7j5uZmOJ1O0cpcjlrny4tWFy7W1dXBYrGIXch0Oi1SAvPZ9dGuibpocbUFXSKRQCwWE8c6Pz+vENM0VrlcDul0WohptagmIS2nb9IuLO3CU7pnbW1tya6DHSG2P/CBDwih8M1vfhMdHR04evSo5u9Sode9996Lffv2reOQK4OtfrMWFxfx2c9+FslkEolEQuRsW61W2Gw2WCwWcWOhroO05eJ0OmE0GkVkkiYE2s4Jh8N5RbhOpxMrXtriorQUcrKoROQLijxpx8fHRdQbuBWppahBIpFAOBzW3BWw2+2KbcGenh5YLBbxc7LgyifGN+JJnq97p+xXXgjpdFqRU6nevrTb7YjH42Kyo+hUMSa6dDqtGQlfTYTbbDYR+Y5Go1haWhJeswQJ746OjrxRtHg8juvXr+P69et5bQPVzM/PY3BwECMjI4oULbfbjaNHj4qbG5Ofrb6RlaPNej5yuRymp6dx8eJFXL16VdG9EXjRS7izsxP9/f3Yt28frFZrWRxR5JQQCkDkSwkhUb0VjWO0WO2cWk1gU9qDxWJBMBjMGwAgx49MJiOEIc2zVCMlB6HItpj8seleqhbXNptNiHKKdsuiWnbZktHr9ZqFizqdboXF3uLiojhmCsQRZAMp51fL/Raohbts00sLEVoALC0tiUBdIpEQOiGbza4Q1dT+ne5dDocDdrsdDocD1dXV4hwiS1vZonKrCIfDaGpqyrsYKSVlz9nerpQjZ/vxxx+H2WxGIpFAIpEQ0Vl6EBaLBTabTQhxmjCAF3OQSYRXV1fDaDQK1w8SZPPz8wgEAnmbpwC3JpPa2loR5aBcM7qoK9VWKxgMinQTucAOgFidx2IxLC0tiW5sMkajEU1NTejq6kJPTw927969onhFDU1sshinz6lx0Fqe5DIWiyWvGKe8Na2ilWw2q8iXi0QiwqmB0Ol0YmuYJsfNdu2SIRGuzgnPNwEmk0mRHpVIJEQqUFVVFZqamlYV3oXYBqrJZDKYmJjA4OCgKDiy2+2IxWJob29Hb28vvF5vWaOmlcpWie1wOIzTp08r2qyfOHEC7e3tJX9umUgkgkuXLonotdp6zel0or29HXv27MGuXbvg8XjEdbmVC5NCUkIosFLKlJCNoA6cyDnY5EZB8wOlGeh0urxzKQUS0uk04vG4SC+U5+/6+npxP/N4PNDpdGLOpM6O6qh/VVWVcAmxWq3C7zkQCOQtOqdFgVy4WFtbi1gspihYpAiyFgaDAbW1tejo6BAuUhaLRaRDymKa7juLi4uiRoB8u0lTyOOWy+WQTCaRzWbF8RsMBmFC4HA44HA44HQ6Re2SXNBLdTz5mqqVCsq3V6fSJJNJNDU14cEHH9yyYyG2rKnNTqMcke3HHnsMOp0O8XhcFP3pdDrRvpWgi4YuoGQyKSYfs9ksRLg6qkJt00mEOxwOpNNpkc9GzhiBQEC4f2hBEXeXyyWEuNfrFSK8urq65BHCQm9ksVgMk5OTmJiYwPT0tCLSYDabRQ53KBQSv6fOn6O2sh0dHeju7sauXbs21FVMy5Ncy6M8X7MANVSwoyXGKXre0tKC8fFxxfanVvSnurpa0WynFG2dU6mUZqMeOVpDuYhUYEYLS6r43717Nw4cOLDC338128B9+/bl7aQXi8UwMjKCmZkZRRGmzWYTaSaFTKK3C6UWkOVus55OpzE4OIhLly7hxo0bolEbYTAY0NLSIiLXHR0deReqpRwrdUqIVjqZyWRSpINsRUrIRqitrcXAwABGRkZw7dq1FfVJdrtdRLHlNDGytnM4HCISG4lENOc3uRDV4/HAYDCIOZHGUEtc026X0WgUbc3zdSekgkO5cNHhcCAYDCpEIRX3a0FzOu1mUyAtHo/DYDCITsUkkmOx2IqgnLoA0Ww2w2QyCS1BLh/UUM7pdIoAh3x+UBqILKzV78FWoNUCfmlpKa+byqFDh3Do0KEtPUaAxfaG2WqxHY1G8dRTTyGRSGg6UJDThslkEiI8l8shGo0qJgm6AEmQp1KpFUKcxLj65iVHxI1GI5LJJJaXl7G8vIz5+XmxFUn/V43a95KKNKlamv53MaKoG7mRpdNpzM7OinQTuUBSr9fD4/GIzmGTk5MYHBwU1oPqidhms8Hr9QpB1t3dXTSBSjeN1bp35pus1djtduRyOYUYJzuocDiM5eVlkbcoQ02FSHyXsnlGMplc4Q9OUXFZeMu43W50dXUJv3W6ERiNxry2gfv374fb7dY8BpfLhaGhIdy8eRMjIyOK8a2vr0dPTw+6u7t3jO/9RimlgFS3WW9qasKdd965ZuO0zZDJZDA7O4urV6/i2rVrGB4eXlE47XK5sGvXLuzfvx979uwpOIWlWGNVaEqIw+FQWPCVIyWkUCKRCAYHB3H9+nURCIlGo8jlcgp/aBJ3TqdTWNI5nU4RJJqdndVcaNTU1Igi1KamJiFUZcMB9ZxOudskTPPdi4EXUzjkHGuj0agQ1HLEO5PJrMhzNplMQsjTc6rvyfION6WZxGIxJJNJGI1GoQmoFwWJc9ILer0e2WwW6XQaJpMJVqt1RSCMnKYoSk0ftzqljtxUZP/w1YpHLRaLIoWGzpdyNbwrudienp7Gj3/8Y4yOjiISiWiuNnQ63ZrNbyqNchVL2e12DA8PryjwyBftpJQCs9ksVqrUfUmdq0354BQVz2azQojThUgPLfFFqSM6nU48B1VWU1eneDy+YvvSZDIp3DwoilpfX68Q4dXV1QXneG32RkZWTRMTExgfH1+xPexyudDW1ob29nYYjUYMDg5iYGAAo6OjmJ2dXWHLSD6nHR0d6O3tRW9vb0mdBjKZzKpinB42my3vDYNIp9MidYmaD6kncbvdLgpqGxsb0dDQUPJIYyKREAKcukcODw/D7/crfo+aHVEBMBVkkkPEwsKCEB35bAPl8ymbzWJqagqDg4OYmJgQN2W9Xo/W1lb09vaitbW1YoVMKSmF2I7FYnjuuecwNDQE4FaE8Pjx4+jp6Snq8wC33lu/34/x8XFcuXIFg4ODWFhYUOziWa1WdHZ2Yu/evTh48OCG3U42OlbrTQmhwrNKSAlRI9vrBQIBjI2N4ebNm5idnRWvyWw2I5PJiEY4PT09It2CdktpDpidndUUyk6nUyGuTSaTiFqTIJf/hqLDZrNZ1Dvlu56pl4NcuEgtzEnA+3w+4WSifmSzWVit1hW7kPR8yWRS3JMpKk0CmQQ19T/IZDLimMmAgu7hJOjJIlgNpaPIgnq9riTFIpVKaean59M51dXVK1rA5zvuHVEgqeazn/0sPve5zylOYvpXatcSbmpTGFonCnUIVJ+Y+XJgqY0qpXMYjUbodDrEYjHh96peLVJ+G0XFc7kc9Hq9+EhpKXKhJkECnb4vi305b4xycuXjlEU4CXEtEU45Y6Xy0pTTSNROGVVVVWhra0NbWxuam5uRSqUwPj6OgYEBDA0NYXJyEsvLy4q/oe251tZWkXri9Xq39IaYy+Vgs9kwNTWVt7iToiQy2WxWRL1DoZBIKdLpdGLiJ8cTr9eL1tZWtLa2Ct/tUm8zLiws4Nq1a7h27ZrYoYhGo0ilUgrhTTccKsQMh8Pipuf1enHixAl0d3eLgiWt84naMQ8NDWF+fl5832q1oqurC729vaivry/p660kinnd5XI53LhxA88//7yizfqRI0eKFlWjGobZ2VncvHkTN27cEGlyBKWT7dq1CwcPHkRfX19R0i0KHatIJCJs5KhxzFopIcUqci4m4XBY0TxFdrKggjx5rnE4HOjs7MTRo0fR0tIi5n2ymSNx7fP5Vohrh8MhhHVTUxPMZvOKyHUulxO7v+QqRc5MVVVVK3apqKELCX0SxIFAQLGrQN7VVDQooxbVdrsdFotFiG7gxfbi1BlRTvWQ66+AF5u1GI1GOBwOhEIh4QiSTqfz7jaSV7WcAuJ0OssSIKAccrmVfL5UnGK0gN9xYvuJJ57A+9//frS0tOA3fuM38OSTT+KZZ57B3//932NiYgJPPPEEzpw5g7e//e249957ceLEiQ29gHJRSWI7H5TfKk9wS0tLeVeHcvWyw+GAyWQSDU7kDk/qqC0JcYqK6/V6sZqmbpfqQk1Cr9crIqCpVEp4cmYyGc0iUNrOk4U4fSTxTZFJcmVxOBxFm0gSiYQQ3lNTU4qUGaPRCK/Xi/b2drS2tsJqtSKTyWBubg6Dg4MYHBwU9kxqEVtVVSWcNvr6+tDR0YH6+vqSitNCzqdUKrWq00o0GhVborSboeW+UlVVJRZLlNqRL5+8WLmj0WhU+HhPTk6KBUQsFhOLOafTCYvFgkQigenpacXN2+VyYe/evTh58iTMZrNo2qN1Li0tLWFwcBDDw8OKxarL5UJvby+6uroqqrFKKSjWjSwQCODZZ58VC5hitVknR4jZ2VlMTk5iYGBANMGic9ZkMqG6uhrt7e3Yt28f+vv712x+tRHyBU7klBCfz6cZNKnklBCKSqofNL4UHCKBTWlsVHDf19eHffv2ob29HQaDATU1NSLaTeJaq0uj3PzHYrEIcU2Ra7lIne4vJFKrq6uFuKaW37LJgMlkEh0b6bFauh4JdrvdDqfTKQQ6NVejyDTtJuv1+rzvH9VSVVdXi3sB/X08HhfNxtRuJDQucpRaTqfbasgNTV20mG8M6djliLVWPxC1/pA/an2vt7c3r0teKSmZ2H7LW96CF154AU8++SRaWlrwwQ9+EN/61rcUEeyvfOUr+PjHP46vfvWrOHbs2HqfoqyUQ2xHo1Hh+bxRMSLnPcnFBGtFwelRV1cHm80mLnL1Qz0JZjIZ4dOZSqUUQhx4Meqtfj20sqdtMJpcKL2FhDj970QiAZ1OJ0Q4RROrqqpgsVhgMBgUxZ/0kQpBN3qjopxOcjeRJzudTofGxka0t7ejra1N5GzTezAyMiIKf8gZRMZkMqGmpgbt7e3o6elBT08PPB5PUQVbscSRuvLd5/NhamoKMzMzmJ2dRTAYVFhHARCdTum9kHP1jUbjqsWdG/Ekl4X37Oys+H4ymYTNZkNNTQ0cDgeWl5dFVJzOZ2qy4PF4YDab4XQ6xU1M3s6mHMjp6WkMDQ1hfHxcpCDodDp4vV709fWhra2tbJ0AS8lmzyetNutHjhxR9HBYDyRe6TwcGxsT0WESKUajUTgo7N69G7t370ZbW1vJt89dLpdoArJWSgg1+KiklBD1jio9tPLFc7mcsJCLxWKi0I8s4sgHm1x+aLdhZmZGOGXJ2Gw2EbVubm6G1WoVKSEkyOWuhCSu5R1YyrvO5XKwWCyi3slqtYpidQoo0N+robmAUtSoINNisYh7WDQaRSgUWtP+lQR1dXU1zGaziHAnEgmEQiHRzE4Ls9ksivLlNJBy1ZBQsai8i7G4uKjpyKLT6VBTU4O6ujrU1tbCbreLa08WyXSfVwvoQg0DCK/Xi1e+8pVFeZ3roWRi+/jx49izZw/+8R//EQCE2L569api0nzNa14Dj8eDL33pS+t9irJSDjeSb3/722L1KqdurPYgt4a1tlkSiYQi+k0XSD7HERIb8laO0+kUE4v6sby8vOJCy2azImKdyWQUQjybzYrXJ6/CaRKUCztJiMu/Q8UilCNOVnlyRJxSXuTIgdqfXG4WVAiBQEAUWC4sLCh+VlNTI9JNGhsbFddBLBbDzMwMbt68KVJPQqGQYnKl1BOPxyOi316vF3V1dRteLGzVllosFoPP51NYLpJTDj1yuZyIJKnTgrSgLdR8Tiv0uVYUJ5/wBl708a6rq8ONGzdw4cIFRCIRsc3d0NCA5ubmFQtEvV6vaNJDW82BQADDw8Pw+Xzid81ms0gzyVeUuR3ZzPk0PDyMs2fPigLE7u5uHDt2bN2Ly2AwKMT1zMwM5ufnxZxGxb7V1dWoqalBU1MT+vv70dbWhqamppJH/OSUkGg0ivHxcc2UEHXjmHKnhMTjcSGYaCxX2yWtqqoShauyWKbr2Ww2C4Hd3NyMUCgk3q+5uTmFMLXb7Uin0wpxbbPZhLgeHR3F8PCwSEkJhUJC0FP+MhUYypZ1drsdJpMJmUxGIapjsdiKokKqWSJRTXONwWBAPB4Xu7/qXV81csCHAgxkNyv3JMhX9EdzjNpaj3alt1qX0IJLbVNIwTtKhUmlUuJcoRQdCrLRrgEJ6Y2g1+uF3lF/lD/X6XTo6+tbs06pFJRMbB86dAj3338/PvGJTwAA/uf//J949NFHcerUKYXN1u/93u/h6aefxunTp9f7FGVlq0/qSCSCf/3XfxX5pwaDAQaDQeSYkVVPPij1gk48+jyfYKeiEIpcyKvTfCeqOp+KHmazWeT5qgV4MBjUjKrncjmFTRGJYhLs5Jwib6tR8R55MUejUVEwQmKUfo9WxtTGnkQ4PWTxShOkVp74ajfncDiMiYkJTE5OYmZmRrHYsFqtQnh7vd4V/yedTmN+fl50NxwbG9OsvCb7JWoz3tHRAbfbXXBEo1z5a6lUakWzHVrYUXOJTCYjfFxpsqT3mJwJCkHtSU6LLRLjABSdK2Xcbjfa29tRXV2NCxcuYHFxUZw/1EaYLAvzRZ1oK9xkMonrCYB4j6qrq4VjTSVELDfDRs6nzbZZD4VCQlzPzc2JttokDDOZjBA3NTU1ohNpW1tbSW0b10oJocCJnBJCjWO20pNYhrb65Yik2n5ThnydKSpJhcfT09MYHx9f0dSnra0NXV1dsNlsihxqdSqB2WyGx+NBbW0t2traRG8Eajo1OzsrItdyh0LZ1pYENV3zdA8hAUjCjlw/ZIFtNBphtVpFh2HascrX+ExG3ceiurpaRGpJmK62C0CQw4p8L62urs4bWCn1XB6PxxUWsdSWPRaLKQQ1fZR3L2iuLfS+RDoln4BWC2kKfFBjnkgkgnA4vOKRTqfR0tKCV7ziFSUbp3yUTGzff//98Hq9IrL9uc99Dp/+9KfxT//0T4qUkbe85S24fv06nnvuufU+RVnZaoHi8/nwxBNPwG63Y3l5GalUSnFy0wOA8MqkiK9erxfiXBbp6u/J4p0cQuToOH0kX0+yPopEIgiFQmtGwWURLpvcZzKZFXnhlP+rtcLP5XJC8Oh0uhURcYvFApfLJSrKaQuKcuxofGhyJsFOv0sinKyW5Ih4PhcWtQhXN/VJJpOYmpoS4luO3BgMBjQ3N4s8b61IHt24yXKQUk/UfudmsxnV1dVoampCb28vOjs7RftbrRt4ucS2GipUkydzdZRDp9Ohvr5e+H07nU6RvpIvn3y9nuQGgwHLy8sitYpuvnTTq6qqQjAYVDSYINtAq9WqiE5RAZj6GHK5nMhdjMVi4rqy2+3o7OzE/v370dnZWbHdWVdjPefTRtusLy8vi3SB2dlZkZ4gp8TRThVtT7e0tIhC3VJtrRfqEkIpIbt27YLZbC7bAisajYoxI3Gdr/kKoNzNpPmcbA7n5uZEoxm1wG5vbxdpfSSwqa6DHrSwttvtsFqtSKfTGB8fF77/NJayFJHFdUNDg3CwcrlcImJMDbEoL1qevykVkSLf5NZF95HVkOd9+eF0OsUuMY0rzQP57o/UNVeOWG+kXfl6rj3aVdbKaaYUUcpNp9eQL9VU3mGkxY28oyhbCmoJZjkISMX1+a5/LTFNZguRSKSg+X7fvn04fvx4QeNUTEomtn/rt34LFy9exNNPPw0AOHfuHN785jfjxIkT+NznPge73S6KKA8fPoyvfe1r6z/6MrLVAiWdTuOZZ54R/qG09SRvweeDcsdInJOPp1qo0/ey2WxeIZ7v+xQ9pjwzaiJADXfod2hiI+9OiojkqyomL28S3/JWYb4cuEQiAYPBIESzfFxyRTdFSalgjvLBqXCOhDhF1GkxQxO2XKipJYysVqumCHc4HFhaWsL4+LhwKpGhaGpbW9uqHsKRSARzc3MYGRkR3Q5pC5WgXHVqE93b2yvs+eg9qASxrYYEKeVf5isUq6mpUTTbUXsc0812teLOfJEquYEOpSPR+UNd6vR6PRwOh4ja3XHHHejo6FC8Djpv1SI8k8kgk8kgEAjA7/eLCnxKF+ru7kZ/fz96e3vFVnGlU+j5pG6z3traipMnT2p6VEciEYW4ppQ0ihIGg0GRd11TUwOn0ylStlpbW+HxeEpSPBiJRBQ7M/lcQvKlhGzVtZdOpxWCmj7Pd97LvsryQ56bc7mcpsCmQAZ1E4xGo5idnRUpcfL9Sq6ZIYeR+fl5LCwsKOZEcp4hUUrRcdpxslgsijQX+W/lInuyyqM5nRbY+c4Ncr+SRTV9TqkPcmqNuhBUjVz/JNd6bLavBC0qbDabsJ2Ve2lofaRjpJ3ecDismBfz7dKZTCZxzyZXp7q6OpGWqRWBXk8aZjHEtJwmRDuj9LDb7WhoaNhZbiT/+q//ij/+4z/Gl7/8ZbzkJS8BAPzKr/wKTp8+DaPRCLvdLm4un//85/FzP/dz632KslKOnO1HH30UVVVVYotGXilqpZPQpEKRXwBCYJPglh8kjmkbfzVBLn+92ukh2xjJf0v5dLJVHEUQqRCoubkZLS0taG5u1hSz8XhcIb7lh9Vq1dz6pNdNCwU6RjL1p0mUxLfc5lZtcSjffGjsKcJOv5svOmGxWMTELQuySCSiiIg7nU6RbrKWaEilUvD7/SL6PTY2JiIScpEeuYK0tLTg8OHDqK2tRWNjo2aldyURDodFV7y5ubkVRVPAiy2TGxsbV43oyxTiSZ5MJjE+Pr6igQ7lGpIbAIk+2lWQCzrlfHKr1So6s9KDiip9Pp9CCFksFtEAqrm5WZETTgVFlcJaArKQNuuxWEwI65mZGTHecofRTCYjmmNROpfH4xECu9gdTnO5HBYXF0U3wdVcQkhUr5USUmyxncvlFPZ6JK7z2ajpdDrhTywHPrQWddlsFpFIBGNjY2JnTY5OkwsVAOHnrH4uqsMwGo1IpVJiB5O292lOpihzbW0tOjs7ceDAAZEnnc1mFa+N0s3kIjp5x9NgMKyawkBF2loRapqHyQtcFtSrpdZQwZ9aWBfasjyVShXkqiHb5dICZ7VcZHVuOs1rNOYUCKOPdC8mx5vm5ua8nXYLhZ6bhDR19CyWmDabzUIXqLXB8vIyIpEIDhw4gPvuu29Tr2MjlExsJ5NJTE5OigsYuDXRfuxjH8OPfvQjBINBdHV14Z3vfCcefvjhdR94udlqsX3jxg38wR/8AdLptCgkk7dt5MILLYs9gkStVu4TeW7TJEUinSZPLXFOEy2lk5AwTSQSK4Q5RdVzuZz4e7lILt82m06nExZKVIBG9oQ2m01x4dF42O12IVrULc/zbRGmUikR1acbBy0WyLJJFuCyf7M8pnKXMfq+nOpCzRK0oEg+HbeczlNTU4Pu7m60tbWJTparQTemubk5DA8PY2hoSNHlE4DYkaCK+s7OTnR1dVVMYdZqxONxUWw2Nze3ojEFcOv1UdSbmu1sxAWktrYWMzMzwuaQBMfMzAxSqZSIcsZiMcU16fV64Xa7VyySyBpMXdxptVqRy+WE8B4eHhbvF0UD3W63whKSFqn0oBt9OWwG8wnI1dqsp9NpzM3NibxreREViUQUqTgkhMg1glJDvF5vUVuN08KV0kF8Pt+KaB+lhJAYaWxsXNfCZzNiWx1VpfzqfBFJahUu7yJS98V4PC7mNHkOp/lydnYWU1NTQtwCL7pMmUwmYVtH9xxqmkLCncaEjlEucCfoOu3o6EBrayvq6upgMBhEUfLk5OSK1uPkZS0Laq2iaIvFsiJCTV/Lfu0U9JBF9eLiIkKhUN6AksPh0MyrpmuTxkkWx2sJ6Xz3wbVwuVxIp9NiDqF7s9wfQy2qgRcj7mRPKHe8XA+5XE6cQ1r50nLQZzUonUQuoDQajaJrNf1/Eukk1El3rCXYa2tr8dGPfnRdr60YlLyD5E5lq8W23+/Hpz71KTEJUqoGbUWTdycJQ7m4gEQ1tUKnE7jQrVV1zlW+3Cv5+wAUAp1M9il1gy4YEunkYkLbnBTxWK0QjlJTaAFBrwu4tfqlFBb5QZ005aZKlPJCLW61UmcovUQeO9kvVZ2SQlEDGj+5GJWOlSZ7g8Gg6aqSyWREbi8V4FHVtc1mEw1x+vr64PF41nTvAF6MDlOxEaUwhMNhIVTJe7ampgatra3o6elBU1MT3G530SOGxUSdM6slkAwGg8jvJIFUiEjLJ4zUriaJREK0lyYRQPaN9fX1Iq2lUEwmE6LRKBYXF0UjDrre5cYUWu87CR5ZgNfW1m5623o1tMZJ3Wa9oaEBXV1dop22/PtUoEfzGtUgkHipq6tDa2sr2traiup9TYslilyvNyVkIxQituV0GblIPV/+LDVeoWAEzY2yEJJ36yh1ToasSckHW44eU6CHCrPp/wMQNn6U1kELe3VqGwWKPB4PmpqaUF9fj6qqKiwvL2N6ehrBYFAhrOl4yElEvUtEQQ11qgc9tBog0TWlzqvOJ9ToWqKFNN1fSUxrRZvj8Xjexc9aUIqi2WwWOc1a91yK5FIQiQrp87l62O12hXc1LQ4KuY7oHJIFrpzqIdsj0r1Mbs5DX5NwJhFN9z+6j5Ju0Oq2WQiy6YGcPkLnxp133om6urrC34wiUXaxnUwm8dhjj+GXfumXSvUUJaEcOT+Uczw4OCjy22hCpMlCntRkSMyRgJS7M9LERdFY+cLbaK4jVXNrCfR8kXWtG1cymcTMzAwmJycxPT0txBRtYcqRcYqe06RMYruQSKa8+JAXLjRBUGoIiXD153JOOn2fCi7l6nc6TtrmlPPD6SZGeYyyj3QikcDs7KxwhlHnW1IuGnWxVOeK5/MSt9vtuHHjhoh+j4yMiPx4mrDJGpFcE7q7u9Ha2gq3270lbdk3ihzZp6JL9fUht7WmXHatiHAhwoiE9+joqLAwm5mZQSKREJaNd955J44cOQIACvGjlcKijgIlEgnMz8/D7/eL15HL5WA0GsXN02AwKK4DeRFK77/ValWIcBLsxSgclMeJ2qwPDAxgeXkZsVgMDQ0NQvzJr0teuFKqAfBi8TBFsIuRt16KlJCNoD6n5LxjOb9afR5QcIDmDnp/af6mBf96/IetViuSyaRI7aBdSBKMdrsdHo8H1dXVQtzJBfU6nU5h+0rzEwkei8UiilWBF8UuCX5192DZupMWVTQ3aonqfOduMplckf6xtLQkIsh0rdAOLBXYy0EROhfXciHJBzV2k++BWrnN8uf50iblc4POD1osyWkkZBEoi+q6urpVr3G1mCZXGurLQXVSdE+kRZj6a+p4SYsBdSqrlpBWL/jInIDup/Q5BYLUDmH0oMXDagGUHddBci1isRj+5V/+Bf/wD/+A+fl5btdeIGudKNFoVNxE/H7/imri1Qoq1RFYskyjiDjdsElgyqkW8pbYWpXc+VDnoWuJc3rIE4P6xkRCQ75p0M2Ibg7Ai41YKIqmftAkQmk0VCRHeeoUYZTzA9UPEtQ02ZD1FC0U1Kt++j36O4piU5Gj3MFwaWkJgUAA8/PziveU3Fhoq5j+n5YlVVtbm3heGpOFhQX4fD6MjY1haGhI5ClHIhHxHHRMNTU16OjoQEdHhxAmlVzIR36+FMXUst4iYUwCnCbx9VzzJLyHh4dx9epVTE1NCYFcXV2NI0eO4N57713V3o62f7WKO8lfeGZmRiHGnE4n3G436urqROdPEjRU/CzXSsiPmpoa1NfXKwQ4RS8LxeVywefz4dlnn8XTTz+NQCCAcDgMj8eD9vZ2GI1G0VlWr9cLgSMvtO12u4heF8P7eitSQtYD7Vhls1mMjIwIMUg2dmohkslkxA4YRQTz+cerkZ1u5E671CY8HA6LImufzyfyXJPJJGpqaoRDD+3GkNixWCwKcZ1MJkU6lMFgEMWIlM5AO5xqwapOAamurhYLG5qn2tvbRd+FfCSTScWO1vz8PObn57G8vKxpS5dOp8XYyKlcVqt1zQUVCUm1UM5nT7daWqcWau/qQCCwauM5s9mMuro6dHR0iIW33K2SgjyJREIsNiinmd5vSsmg843minzPR6mRsoMLfZRrwigYoBbM6gedB3RPIQ9ydardehuZabFjxPbzzz8vJtn6+nq87GUvE5Ec4NZN6Ctf+Qr+8R//EcFgELlcDvv378c3vvGNjb2CMlGpYns1EomEaKdNETKy96EJUz3JE7StJecly5+rW22rUzHo+eWHvN22UYFO+YE0qdGkbjAYEAgEEIvFRGqNnPsFQAgM2mai/0PtX/M91KKcIj2yvSBFlygqrl7d00RFkRMS5FrCXmv7jBo0UE43RdLptdLER9u+JKDU7011dTWSyaQQlFTIQzc6h8MhOkLOzMxgZGREuJ7Q5AxAFAY6nU40Njaiu7tbCFaKuFYi9Noo+q1uRATcWlj09PSgqqpKvJ717PhEo1GMjo7i3LlzuHjxoqJgrbu7G3fffTcOHz68IXGXSCRw8+ZNXLt2DePj4+LaSqfTqKmpQU1NjeJmr647kCOLADQLlylPnCK8JIbkAjKydJuensaPf/xjsYix2+3o7u4WKReZTEYzdcHtdguBvdkt3nA4LHL510oJoQViqeoTIpEIFhcXhZ801RaQFZ0876ZSKZFiIefxUzMOGYpqy+kUalGiJciz2SxmZ2cxPDyMS5cuwefzCbFF+b5yVJAcXmRxTcXiJKpJyNHcS5Fc9TVCr626uloU3JGDEC3+qQhSvkdYrVbRBCsWi2FpaQnz8/MrihXzyRRKxVCPD92bVmuCohV5LqazTTqdVqQIaeXeyyYDtPtJiyd6HRRQmp6eFu8npXbI99xCpJxsg0gpOrIwph0oLQGt/h7woq1qvke+c7VU7AixTV0iAQiBAQBvfvOb8aEPfQhPP/00PvCBDyAQCCCXy2Hv3r1497vfjZe//OUbfwVlYjuK7dVIpVLiAqWLlfJEyc6IHnLqBhU7qZvk0Oc0ca/W7U8W6CR01QUk9JyFtmmVt9QoT1buEEaCXJ0/Rk0aKEWCxAUJLBIransl+XtyUQo9H30t/4y2zulBkyoAxTFRkSrd0CgfnCIH8uRPkQX6P7JoovbvdrtdNBqi10OQJZbsbkM3SLrxVlVViYhVIBAQLZVpoUG7HpS+Qq4CXq9XiJtyFO8Vghwhm5ubw/z8PDKZjOJ8koUavZ5CbxTRaBTnzp3Dz372M4yMjIjv19TU4MCBA8I6cCPCOxqNChtIeY6w2WzC1cdkMmmmrsi5tbIQz5f7SbcEWkRZrVaFr7nT6cSBAwfQ0tIitvJlgW0ymYT3dUtLy4bzyNebEkKPYqWEkHNRMBgUYlpO8aNrVX0LNRgMYhEqz4kUtVZHodVicT3FoNlsFlNTU7h48SIuX76MmZkZkddLxd3kPlFbW6uw06OUEHpvaY4Lh8OK+hFZXJMdpuxkQW4itPCTi/e05nsaW4qo01hGo9G8gRmau+UiUNppyyegt0rgqRscUaCLanHUqRiZTEYRGadzQV6IaFn55Ut1kd23tIoP5XRLmvdlm0QtdDpd3uiz/PV6dsa2gm0vtr/5zW/igx/8IADgZS97GXp7exGJRHDq1ClMTEzgPe95Dz73uc8hlUqhr68Pv/M7v4P7779/86+gTOw0sb0a5O0tr5hlOx15myqVSik+khhXm9fT52rkyI4sxtWRczqufNFys9kMv9+/4mdy4x8SFLL4WKsLIE3kdXV1aGhoUCwu1FERSndR21JRMyA5/YW29iKRyJqFIHIluVx8SjcnEuGUskLPKQtwilhSHizZp6mPda3qcRLztFAgNxX5mGhBQEW6JHwo79vj8YhcXjlPUs6XLBeZTAbz8/OIx+O4efMmfD7fivdHr9ejvr5epJ0U2sGTosAvvPCCKB602+1oaWlBf38/urq6Niy8ZccU+QZcX1+P3t5edHV1rThGLU9yaiAzPj6OiYkJzM3NYXFxUbHQpcWjHCkkwSbbctXX16Ojo0M43tCibz1sVUqIbAepnicWFhaEWKJI72r5vCQ+6urqUF9fL9J8mpqaRD40/U4haQyFkE6ncfXqVZw+fRoXL14UkWHZJo5qFWhsyFWHUhbknTXKZSbxR7sANptN7KDQgyzuCt211LLepIZklLZCBepUh0DzL3VxbWpqKmk3UODFQIZ8v9MKQFH0Xe7AGQwGV/Wulhdb8twuL0Bo11IWwpTaSRHoeDyuCLCoUz4LNUYgga+10JNTbkrhX19qtr3Yfutb34rnnnsOn/3sZxUehul0Gu973/vw1FNPAbgV5f7gBz9YsdvKhXI7ie3VyGQyohqZxLecA0YRW3UuIglyebtK3bUy302HJqd8YryqqgrNzc2aPszqzllytDyRSCAUConGCiSEl5eX826/qSci2vaVj1Ur7zyfQCcrLjnFh46FxLhsp6i+kdH/oCgJvcZYLCaK1ChFiMaccmZpe7e1tVVEoyj6RpZLNB7U3VMr1x2AeA65qQRtP2azWbENLdcGNDQ0KNJXKKovF4CpP5cdYuSfyV8XQ7TTdUcRKrnZjpa3bW1trdgVaWxsXDWPPRwO49y5czh9+rQo/rVarWInwOPxoLOzc0PCO5vNCt/1yclJcb7o9Xq0trait7cXra2tK3ZHFhYWhM/13NycYpFK4iuVSmFoaAhzc3Pi3KTOfYS8eKY8TPmaofdanQ5BX1P+KonrzaaE0PWvFnZqsUeBAvX3tQpXKfXG4XCgoaFBLLzIbcPhcGg2TynmXJ7JZDA8PIzTp0/jhRdewNDQkGh+RlRVVYlcaJvNhmQyKfKa5QAJzdkkbuXibbJf1Wp0sxp0HdL5IwtJSoGg56MoK3lzU66/3H14MyJPSzBrBYzoa1lIq889+RyRnbW07heU0icXxJP1KkW35agyzX9y7wv6HbkGiMbX5XIJx6p8yDsp8rWmvo+VO8hRSra92D558iQ6Ojrw9a9/fcXPhoaG8OpXvxperxc/+tGPKrpxRqGw2F6bbDYrhLiWGFcLRbVjB63e5VxnEmhrnUPUiS6fGKdHIZM2WcrRNjEV31BBk1zkSFFligzIk1mhC0yKDmoVhsoFlslkUowvOdHkazxERZAkkqhYhiLs8o2ERDhFsWhXoqamBg0NDSKCW19fD6vVKgQ7LVzItlGd107vOxXmUB5iMpkU6SskxmhbmyJlTqdzU6kn9JrUArwQIW82m+F2uxGJRDTFBYlBOj/kVu6EnMbg8Xg0m+3E43Fcv34dL7zwAqanp0XnyubmZjQ1NcFgMKCxsXHDwjsejwu/9UAgIL5PTXOqqqoQj8cxOzu7InpvsViEeDSZTDh//jyee+45BINB6HQ64XVNhVkWi0U0AyELOFm0yDUhJECo+Il2SCi6Ki+4aEeGGl61traiubkZDocDqVRqhVe01tfq2xltzasbfqTTaYWbC10LNF7yTsZGOgFudC7PZDJYWFjAyMgIbt68iStXruDmzZvCk5qufeDFQmabzYZ0Oq2oK1HX5NDCiOouSNyqnZFol0rerVQ7bdA1T0KUrvl8Ue6qqipFV0WqHyGRrR4n+V6xWqRZ62cbrQ+ic0QO0sjRZprf0+m0SJukMVEX51ManvpBYpqEtGwasFaxpdvtRjab1UzpoHtQMRyHtjvbXmzv3bsXr371q/Hxj398xc/S6TT279+PBx54AH/zN3+zsSOtMFhsb45cLie6R2kJ8Xz52HQjlnOs1b7ZiURizW5ahLyilwtP5Ar5fKv8WCym8L6l6DNN5rIIp+p32n6jiVOv1xfFyYWiHSRu5SZCyWQSer1+hVCk6BV5ppKDTTgcVix6yMqJ8url56Tvy62NyeOXFgy0QJBTXgwGgyL/MxAIKG5ktG1cVVUlqtMbGhrQ0tKiaPNMuybqdBp1RfxmofNJLdq1IunqFu3Ly8sr3GqqqqoUke+GhgZxI06n0xgYGMDVq1fFzkYwGITNZkNzc7NIvdiM8B4dHcXZs2dx+fJlBAIBIc6qqqrgdrvh9XqFkHW73UgmbzUWeeGFF3DlyhWRV1tbW4sjR46gr68PbW1t2LVrl+aOUjweV3TLXFpags/nw/T0tNhqV1uLkdhwOByK91yv14sIJL3HiURiRXGn+mGxWET6GPn6ygt7WVTTYkvdtKSurg7V1dVF2T5fbS6nyC+5hczOzgp3IErnoRx7ebxojrHZbCJiKheJq8/Buro6eL1e4VtOjU1Ws6WT55FEIrGiZfnS0lLeVDiKwFJuOM2xAFaIY/rcYrGIolL62UbnSYJSG9V9GmhnkHYD5Z4Q5D4lC3rqVklCmtIcaezVYlq2fVXb4uYT0zS/au3+yLn99fX1O0IblAI5GNba2qoZECk1hYjtgvYT6Oao+Q/+3/crtSiK2Xpk72Yt+zO5aEv+uLy8rBB8dBHJkPsG3RjkbTc5L5VuvLFYTBHpUyPnr6kj5Xa7XUR4AWUjGlmEU04nWRZSUSLZ9DU3N4soktwsYTUHFzm6QsWOgNKhxW63iwWIXKRJBZ1Go1H4t9fV1cHj8YgiTNlthCLisqsK5aOTG8vc3Jx4flm00PtBETLyA6bfpSYR9J7TsdIxUHW+3LyCBBC1sif7QepWK6PV+VT9uSzU1aJd7nYnR6QKgQpFSXzLuzqy8JHzUCkVoru7G06nU9j1ZTIZTE5Oii19cgE5c+bMmsI7FAqJDo2zs7Pi/KMxW1hYQDqdFmk8yWQSU1NT8Pv9QrCNjo5iYWEBer0eTU1NuOeee3D8+HFFiky+qJvVahXONgDEgsrhcAihaDQaReEwbafTQi0SiSAUCinaesvXNbnxyO+T7BxE7yMAIYjkBy0ympubxeJHdlzZDOougvTRbDbD5/OJn5FLlM/nE5ae5KhEUXlaRFPkU3bTUHe+lTvD2mw2eL1etLe3o6enB7t27YLX64XD4ShopzmdTosiUFlY0+6e2m85m80KkU6F8iRCaXFdaKfEfIETebGvFs75hDR9lL2zaa6en5/HyMiI8LHXmn/lWhIK9NCOAc0X8g4IPaiGQRbTNPflc5MhMV3JXXyLjdqeUf11oZ/TOUnflwMuXq8Xr3jFKyoyw2LnJu8wFQtNOh6PZ8XP4vF4XiFO4o9ySNVQkZ7b7RYOHXTTVuffUbEhiSutiB1BkSJZkNvtdtEkRa/XryicCQaDSCQSQgAROp0O1dXVioYELpcrb/RyNQcXEuXqGz0tUGw2GxYWFhQiXO70BUDRdY5eK/Bim3BqKkFbx3KqChVdUd47RYBoN0Le5iZhQLaFdCOUC0ipnfLIyAhyuZzYZqWbVX19vRAVnZ2d6OnpEZH2zSz2XS4X/H6/phDPJ9Dlz2tqahTb2DQmdO6So4XsUEI5stXV1UJYk6UeecmTFZcs3Ovr69HQ0ACr1SrShag+Qhb3zc3NIoLd1NQkhPuFCxcwMzMD4JZoo9zf1tZW7N27F3feeSfuuOOOvMEV2rWiZlRTU1OYnZ1FKBRS7JiQMKHFU1tbG6qqqhSLYrkbKwltdQQauBVhlV175IijbL1JyE29aLcpmUxibGwM4+PjmrUYJIJkkaW+rtQf83URpNSWmZkZEdWnOgi6btQuRWSpR+Kazmm5cJCuB4fDgdbWVnR2dqKvrw+dnZ2r5rHLUWMS+XLtSigUUohqelDhpFowUmSd/j+NhRqKxlOKkJZYdrvdiMfjIn+cfnc9IjSXy4nra3p6Wsy5agceOXgjNyijBZ3cW0FOLaL3hAIJajcZLUG9nVM6tERtIZ+rxbH694qBvPCTP9L76vF4KlJoAwWmkfT394sCDC2mp6dhs9k0f67T6UQB5XZhq7drcrkcRkZGYLfbkUwmFTlzt9PKdy0oQqTX6zExMaFIU8nXXZMwm82KrosUjaComVaXv7WcCGTU9odWq1WR65xIJBRt3tVYLBbRsICEOOXIrhcSxlVVVaLNuFqoUxcxErqLi4sirUGraJRuKHJBIr0+yhmXU13opkU3XK1olOwLTjdtinIuLi4KgUILCLmwi6JQtIPS0NAgukTSdjkVgVJ0PV9OZDHTt+QbFQnPhYUFUYxI3sdycyWKbgMQDhjyjqHJZBL+w3L3QIqCOxwO0eSIzm9qjU47MLTAki045+bmkMvlYLFY4HQ6sWvXLvT09MDj8cBkMgkRHI1GMT8/j2g0iomJCbHtrkZeQNAiSxYjaqs7ObqXTqcxNTWFiYkJTExMCO9qGis1lAZCEWvKryZBT4tyOr9J8KrrHtQfCS1PclkIGo1GpFIphEIh4fBBRXSU1kFinGom6Dyn60MdJZX9oSltoarqVpt0WmS63W44nU6x8MiXw0y7RnQ+0SPf7Z7SutQPEvhrRZm1Ppd3ufJR6LVHNUJLS0uYnp7GzMwMpqamROdhKi5XCzGaf2SXJpoP6PtyIbccUFEX9NLX5XDpUI8TpUppidr1fq6ONJeSfMWltGima50WovL1It9n1N2eaRfM5XLhda97XUlfgxZFy9nu7+/f8EHodDruILkGc3Nz+P73v6+5pSY3nJEfWk1orFbrtneCKQStCTqVWuklTh/Xyu+Wm7bQR1mQ52u5XchNTI0695oioup8UuDWtUPuAIVEwQsZp3zIHq+Li4u4efMmbt68iZGREUXrZSosk29Wcm413Ygo/x6AmDQpOkyTJp23dHMj0UE3ftmOi6LeckMHytmWBXi+XFS56YbsuEA7LIlEYoWffDHSDLSIRCKKokv1e7S0tISxsTEEAgGxyKDGRJlMRohnErCyiKA29vS3dNPK5XIixYLSBCh6S23gKVVJLgzT6XTiBkxikYroqCslWTxSOhFdP2T/JxelmkwmUVArN/vQ6vYJvBgdpeemxSvVHmiJZ0qdks8tGietXFv1A3jRRk0+d9WNgmgBQ6KSRF4qlVIIPBLGcrdIuv4BCDtFGiNKP6NUNkrR0ELtqkLHqE6/o/fTYrFo2pw6nU7FMctF1KWMFNIclclkRP50MBjE/Py8ENOzs7NCUJNjjPr10XlC55/cSMdms4mCbK1CenqUIrBForiQFAmtn9F5YrFYsLS0pPidUqPuUUH1K3Svkz/K4pgeskhWB2E2A6VSyuconbd79uxBTU3Npl/7eima2J6amtrUgbS0tGzq77eacnhdv/DCC0in08L3V45grQcSQvka0cg/K5bv61az3khkOq3tJU4WhqtdAgaDQSG+5c/tdruiGU4+MS7fJLSgyDr9HokIOW9RfpCNn5yKohUFL1bEdnFxUXgxT01NrWjeQxFqyj2WbwhyQxwSLdR5k147pabQ38hFiXKxIr2XJIJIwMhFV5R2ITfhUG8JyykSZrNZtL1XL2hlazQtH3n5e5sR58FgEFevXsXAwACGhobg8/nETZoWGFarVXhZv/zlL8eBAwcwOTmJ5557Djdu3MD8/LyIOFPRFaUBUURubm4OExMTQliT0KIosM/nw+LiImKxmEjNoAgrtYymzymCvBpqIai+Dqg2gM4Fsv2U5yq6uVNkWH7QYkEtNuUCO8oPpxsz1QNQOk5tbS1MJpMQ4fF4HPPz84pCReqoqi5MlkWEugGVbKMov1baAVO3raav5UJRGbp25MUC7fiovZnpo8vlEnUCtNtDPtlbDdnIUlMgSmFJJBIiOh0OhxEOh8UunLpQUs5jp8Ja2tnwer3ivFTnRxdyn1uPKF6PWC6WKF7NFEAtiOVGNrLdIn1O5yIAhTCWF5Y0J6vdXrQsEjfCartG6tQj9feoyFVdnJpMJtHd3V22nYe1WFe79tuFSnEjoWiKuhmJ1vc22hY9n5jQEuylivStl2Ju+9P2pNzIR+0lng/qpqYW4flumHLnSbnjpfy1nGYiF3zKvw9AFBTKE5bsAdzc3Ix9+/YVfVswEolgcnIS4+PjmJmZEeNDH2WBR7Zg6q5/cpEmRSjlLUw5xYLOcfqZLMRJdMupOnIeLB0TnctyTjndfCifXOtvZbGtfmjlNNMulCzA1btRFsutltCUFjI7O6tpfUZQPQEVQFKqDTk5ULttSg0BXqyJoNQpm80mzmUSK+3t7TAYDIhEIopFHTUsoXE3Go1wOp0wmUzC0aK1tRVms1kIT3LVkLvnURqQuoCVIvXyAkjLDUcLyqWVRYU8P5G4ImFFEWXykKdjUOdd03jLaT2yJSnlhtNOCokp9Ta3vHtD7yMtEuj4aOeGUm6oERSl2DgcDkU0mZ6PovVaotHhcCh2ayilaCt3OSORCAKBAHw+n6KAnNJ4qCBbziGnBQsV1pKYpveV6jQ8Ho+wgqQW8CS+5MV9IXnEq31eatTCVy2OtToe0+cNDQ0Ih8Pi7+Vosto/XEsgqy0IN4vs+KKVRqTlFkRimWqotMSy1kNOyaPXmo+6ujq89rWv3fTrWy8stjdIpYjt9SLfQNQtxOXv0e+tF3nrXyulpRBBUgy2yiIxn5c4PVaruCdHFrUQp8/z3QgpGihHx9Vd/xYWFkR+KIl1rQmUtqXr6+uFECcxTtv8m2lykEqlMD09jYmJCUxOTirOKb1ej+bmZrS1tcHr9SKbzYoFjfygGy1BIo8e8mKHCgbpRkq7CSTOZR9n+YZDN1S6OVHkV04voRs9FUzJfrhqgUOpK/JNRP5/6u3oTCYjHEuoeJaOh/435V/LnVTp5pxK3eqsODs7i4mJCUWXR4PBIGwTOzs74Xa7RcpFNBrF1NQUZmZmRLpIW1sb+vr6FAVcZrNZeEvX19eLdJRYLIbp6WncvHkT4+PjAG7NjeFwWAgGcuDJdxsh0US5r7J3u+xhTBFoiqbLYheAaAAi36TVEUW52FeuuaAdEDq3ZGtBuobVeaD0/LSgowWCXFhH+eb0OxQxJB95Kg6ltA2KLFMqDblkBINBRXR+tZbllFJGnviUviPnxxdz3qX5aHl5WTTiosUU+WtTMbgMLYLlehFahMgCjCLttGNCnSqpDbt8vZOILiU0D6ijwasJ4UI/l6HzUUsky6KSfmY2m8VOQKFuSWuRL6q8loCma1EthuXrajURXaz3ULb0pOPfu3dvWTIpWGxvkK0W29FoFE899RRMJhMSiYTiApdzHeVVsPqh7tC1FnK3xXyiXP56IxFSdWRQHSlXR9QL3f6pBD/yjXqJE3JuqyzC6Wa8GiSk5EcgEFA05SH7LfVNEICiot5ut6OmpkY078jXudNisWgcifKY/H4/xsfHMT4+viIHt76+Hu3t7Whra0NdXZ34fjKZFOMWCoWEK0kwGFTcVGRxTecmCTY6h+i8p+gZRcbJyYYitvS/SAiQ0JKdT0i8yG3H6fe1rgU5J5FEoVyQKhcByY2RKO9avmZJwNINjKKjlCLmcrlEVJqeJ5PJiHSBbDYrUkZoV4AKcAGIBVhra6twCZHTEugY5MUeFaf5fD5FMbJOpxPtwZubm0VqE6VpkGiS8+dpe5iicvmK/NQRulgsJs4TdZMaOh/oIacW0bkAQLGYopx0Eg9avy8vuKiWgAS5HLmWO026XC709vbCbrfD7XYLtxqaS+VulXQ86pQUEvLyAqTQnGL1Akd9PVOhM/ngk12f2qWEXJ/oHJLzctX5uSSE1a4w6voOus7oWBoaGkQK13qQdzkKFbvqe2Qhojgf+RrXaAlorZ+tV3Dmq+fKJ5K1cu9JS9AcRAtXWdyrRbOWWC6WZJTTBOlY1a9htZ9p6YVt39TmdmOr36zFxUV897vfhc1mK6hZy1rQxCyLcFm0q8U7ndRqIU8/oxuLWpCvFj3faEqLWoxrRc+bm5tXREQrjdW8xNeKTFRVVa0Q4vSx0FQeirBdu3ZNpCDMz8+LQiOaVOX3iXJm5aY/tC1PdmpkSaZ1M5e38IPBoMjz9vl8imMj67L29nY0NTXlXWRRLrHsY61ezKgL10hE04KCzh0SsyS+5aYW1HyIznF5wSunrZAwpugOFerRNjmJPi0xTjd3Su2gBQwJeiqko2OS0whyuZwiOkpOGPF4XDh4kC+y3DiIFhH0fCQI6b2k1BpKX7BarSLFR84FprmAXDBsNptwvKFxphs6WQ2aTCZN8SF/1BIcWr7x8kOGLNvkWgDZulKO9lKqjWwrR6JdPqdIRNIuHnlVh0IhUdBKiypaPFGEVu7IaLFYFHUK+aCdFdmlhQrd5d0NEuS0S0PnGb3fJObp2OTUHRpveaFKoknOmZdt8NRtw2V3Ftkyj6D0GPX7Y7fbRWodRfnpvKO88lgsVlA6hToHebOoUxnypWDkizYXg0JFcmNjo8KlCHixCF0tltWRZbV4LgaUeiYfp1oYy6liarGcLyVqs7DY3maU482KRqMwmUzw+/0K+zD15/K2uFYlfimQLyytKLuWoAcgboBycQ9FkNQ30/Vgt9sRi8VWzTdXC/VSpbRshLW8xFeDvMS13FPU0aF8Ew9FKRcWFoSAkLu4qVMw1CKc0hzU0M1Vtnij3PVgMCiiZ7LAN5vNaGlpQVtbm8gFXgt5V0EW4VTIRlvPsgiXhbBcfEfuMGTJR4JVjmKn0+kVW8pypFpuu0xihNJC6LqhGyPlhFOklizj4vG4KLKjxbKcVkKRNDk1gsQhcGuHIBgMCgGs1+tFZ04SmsCLhXZ07VFBqmylSDUHtOij42hsbAQAkTaRSqWwuLgoit5k8Ux+9/X19SuuPVlQk0CU5zJKL1E/KAIt20WmUikRPaVzh0SoHMWj3F5aHMn2lnROu91uYa9nNBoxOjqKGzduwOfziddGkWwqODSZTKJhDdn+UREvvTa6bqmomvK0zWaz4nqja052cZCL1+T8bfVHucBTTrmQd1zkomQSOrJ9mnon0mw2i4UgiSPZylP2n6b8anKnofd+rWj8ZsSRvDOiFU1WR2vVP9tsp0rgxej9WikZaitEObqsfg3qqHIikYDZbBauLcVAKwVDLYxX+1kl3U9lWGxvM7Zrzrac05hPsKuLlVb7nVLlx6nFO124ckW0vB0vG9eTfRbloKojLPmgaF6h0fNyVDQDL0ZetXLE14rmU9SUBHhbWxuy2ayIbK4GOV+ou2NSlFQtwummK+ewFlL1T+lL0WgUoVBIHDcJpra2NvT09KCrqwtOp3N9g/f//v/S0pKwC6Nt8UAggFAoJAoMqWCLBHAsFhOCg0SdHEmUm/nQ38jRGopSk9uFw+FQ5ChTvvnCwgL8fr/Iu5dvtPKNm5q/yOkvss0hPTcJ+lgspmg0QgKTRIXRaFwRyZMLUek2QO8DWfuRQKRjkyN68mLbarWKBQTtDJCIo3oBu90uXgulcWhdv3St0mshQUILPyL3/5ojJZNJ8X9IjJNlp5yaRHUUFEGmZjtm8y0XnYWFBQwODgpXFjknnJxMqqurRR692tqMhC4Vj9HCOV/xJ4lUdcoInWfq3UK5MYuW4JbHRR5fueiQFsHqeY5y3imtRMvOVF5YyqlWlGdNCzM5JY4i2rJol3E6nZidnV01d3m1KPNm0So0V6cw0PdllyN1EW6+FAx1xHmjckudRpKvEFGek9TCX/5Zue5vpYbFdpm4ePEiPvOZz+DChQtIpVLo7e3Fr/zKr+Dhhx9e9e+2+s3KZrO4fv06bDYb4vG4Iq9Ry65sK49rIxH2fIK+WOLdZrMp3AVkL2G1zyc9p9o2TP2QC6RISGrlm2u5tVgsli2x00qlVnqJ0+da6UfyBG00GvMWa9rt9rzHT80xSHxTxzk1NN7yuNBNnjx0tewPw+Gw+L9yLrDBYIDL5RLpJs3NzQpxQNvqan9h6gyqBQkidbqTyWQSz01RZ3UHSDlKSMWYcitxGmN1nq3sHCCnOdA51tjYiKamJjQ1NUGn0wnnjMXFRSHeKO+ecr1JQGWzWfh8PgSDQTGuVCBHkX15p8RgMIjINd1wSczKRWx0bVP6kNl8yx6RWoCro/gk7Ol6DIfDmJ+fF50JCUobqK+vF37nJMRInFO0j+wH6VpOJBLCfo/ON0p1MZluNcWRayiSyeSKtDhK2ZCtIykvmd5vmk9IrDqdTtTW1grxT8h1D3IaCNU2OJ1OsVAltyMSs/K1IM9R9Fq1GnbIxaT5hBYt9mh85fQeivovLy8LxxhahFKxNy0q5UUG7bLIhaxyETL9jdpbWf09WgDIudZ0PsrRckoRkV+v+kHXl+wWs5YTBp3vctErXVP5hHG5UzDkn3k8HkQikZKmYOwEWGyXgdOnT+Md73gHTCYTXv3qV8PpdOIHP/gBJicn8b73vQ+/8Ru/kfdvt/rNGhsbw6c//Wno9XqRbwpA8VG+QPOtZLXypOQCn9Ue9DwbeRTytwRFYehBNzea3NWTvVZk22w2IxgMiglTa7zkz9Xez/LnWhF/WXhriXH1z6lwim66tPUv23rJor3QQqf1kE6nFVFw2iafnp4uipe4+rlkAU6f58tjtNlsoiMmRXuNRqMib3pxcRGzs7MYGxsTrZbl9xyAIjJH73G+m6vsBCMLYLlAjm60RqMRQ0NDonMhVf3LN1lKH6AbNv1MdhWhcZKt4Ui0yc9PxbEWi0UUa8p1DiRILBaLiAw6HA4YjUYRrZ2amoLP5xNjLne3o+eUxV8qlRLnoMPhQFdXF3p6emA2m4UgCoVC8Pv94hEIBESUk96DTCaj6JJqMpkUaWJyygPwYrEqXVeyQJLFulx4R9chjSldZ7JokhcKckqE/Dsklk0mk3ivKVWL0o9kS0QSrORd73A4xPtF+fJUAFpdXa2YS9Q5vQaDQaQE0rjJBZhU00EWo/T+07HIEWn63Ol0orGxUXhnk8UnFTbLRcy0w0MLWbpWtQqmyVaQrneasyiCT4tZSneiVCb5e7LriJwSQ9dPvpQNg8GgKBSVxbFWUa28SyBf1zK0SJNz0ukalcU6je16IXGfr6BP/bUsmjeaglEJpgDbgR0vtpPJW16wZrMZtbW1m/13myadTuNVr3oVZmdn8eijj2Lv3r0AbkXR3vSmN2FkZAT/9m//hs7OTs2/3+o3a35+Hl/84heRy+VElEEWg5t5i7QKT9QFKOqfVfqqmSK2FFFTP+So9mo/14qAy5Pzav9T/h+E2qqMkKOcNMmr8x7Vbi1ye2ASp/LNpZBFUE1NjYhC042RomoUYSPbNq0FC3DrZqj2BCYRS2KEni8SiShaZFOEVi7UksWJnANNCxXa0o9EIsJZhYQ8XRPk1kCt2mnxIo+5HKmTF6B0E6R0FhI5clQduHXdyCkhRqNRCAoSH5SWEo1GRddG8paWI2fy+yVH9ehak69Hes8p0isLOvqatvgptaG/vx9erxe1tbVCaNLii6JxlJc+OTkpUkv0ej28Xi+6u7thtVoVqTNkTTczMyPeB4ryy1FLOj8obUa2LZRdQUhcRqNRsZ1O/4PGRT6X5EiqLLrpI4AVixir1apIWaCdIFqwyVFvdTvu+vp6tLS0oL29Xfw9CSMSnPJDLVpp14Rer06nEzn0NEfkE2jyg1Kx5BQfSvnJJ9JoMUERZzpP1akmdD3Iz2U2m4sSANB6XfR6aeeBFtZyhD+bzYrrhhYrWjun8rwri+Z8C5PV0gvl36G5WD0Py7uX6vbtsniWI9GlvG+y2F6J7HlP50h7e3vebrSlpORi+//+3/+LRx99FDdv3kQul8MjjzyCD3/4wwCAJ554Ak888QR+//d/P6+oLRVPP/003vGOd+ANb3iDOB7iiSeewPve9z68613vwvvf/37Nvy/HSR2JRGCxWLC4uKhYkVOkhybyfFEE9e/IFl70Uf4830fZT5ZuNhRNUH8tiyXZj1Zd5a71/UIe+f62qqpKRGvz/d1GWEu8081K/hld6HLurbzFqhbqGzk+urnQQ46QaN3g6PfsdruI3GpF5Ol76vxQeqxWRERjJQsjWejLE6FWpb/aPozQWogYjUZFQa0cPaWdDroBAlCICzpGOSVKnTtJ4k3emaDUBvmGKr9Gyq2nDo8kDEjw0Pst53ES9Hppi152pJBTHui1U27y/Py8yE+2WCxobm5GfX29IpKnXlTodDpxXFRESg1oSDhTHQQ5lsgLLblwsq6uTqRzUESWfpdSDmjhRH9HKVbyNULWlbRgVkf9qUkLiU45aqxO5SFxShF0SvmR3WpoIa2uL6AOi3V1deL9pQWE/N6TEJXFtOw6Q4tV+TqsqalBOp1W5MfSOGo9yAoxX55yNBoVTZBmZmbEzoM6VUeGXFKqq6uFP3ddXZ2maJcbG2kV9sn+5/LinM5nmge13D1oLtRCTnXTmivU4yFHweXdJGDlzqZ6XpTvXfK8VSzU84U8R8tztVycKIt1elSSpd1mUe9Qy7vLWg+6xtVfy/Or/H01Ho8HDz744JYHDAsR2xtKBE6n03j3u9+N//zP/4TJZEJPTw9u3ryp+J2enh489dRT2Lt3L37rt35rI0+zYc6cOQMAuPvuu1f87KUvfanidyoF8qotVm62HGmRBTp9rfV9rS1G9f+k7VA1VCQlR0zUueckoOTf2QiFTDzFFvgkkOSPWgsY+ecktuQbEUVC1Q041FaKst8vCXb5+ej9ohuVLB7lNAK6OclCQyslRv5IUUar1arpxS5bX8mTmpwKQJFTAIpFGaWCkGCWFy10Q5Zzf+k1yzsvZrNZFM1RhJrOSSo6I8FAY0Rb2bKwl9MT6AZNKR3z8/Pid0hk0DFTioMcjaVdCRJmJO5pASZ7LMuuE7TLIJ9jcuSOBLNerxdpG9QcJRQKIRAIKCL+q+3qqHdXTCaTiLzS+0vCXy0AUqmU8D4nEVlTUyNynUlE00KLziO65quqqlBdXY3GxkbFTgTNJ+QZThHQ5eVlEXWl8aQxp/MmHo8jEAhoLmplQU4CkQoXbTabSCvx+/2K9BY639SLRxL2NHfJjbvkKCkVDdbX1yOZTAoxJRcikguQHMVV7y7Re6KuSZDPEUr7oPee3iudTidep3ydU5Mi2VqUdqiqqqoUudi0mKSvi+HcAaxMwaivrxduG1qFfOr0DACKbrrqpl/0KCSoQWOuzpWm91O+vuk6lhfs9JHGhn5WjDFSi3GXyyUKj9XXpjpFhb4upAhSnQImp1iqRe5aQlnrUYTEiYKg69Dr9VbszvyGlN0//uM/4ic/+Qnuvfde/K//9b9QX1+P/v5+xe/s3r0bra2t+OlPf7rlYnt0dBQA0NHRseJn1NZ2bGws79/X1NSUrVq3kBVSqaBtX1lUaX2ujq7TZJPL5YRILAS6+clbePSQv1Z/DpR3nLYSWejKEUX5c/lmk09o0U1d3g2hCZEEEj1k8aGeuChCZLVaFZF/Ogco2iAXVsnXkiz8TCaTsCwkgUeRWPn8IsFED0IWgiTQksmkEG4GgwFVVVVobm4WebfUzppcJeiY5AgafVxeXhbtp6nro3xDovGRj4tuLvKixWAwiLQXunmrixIpiifvopBDBD1PLBYTRdQLCwuoqqoSkVHq+qhV40BpLSRWZQFjMt2yJaTGJfQ9ivoaDAZFp0C5Wym97+QLTYsKErn0XpBoprmFLAldLpcQ/JT3T8KdRPfS0pIQPzRm8uukBRC9DySe5MgniRA6z+nYaWzUi1l50ULfp/dAa2dIXsTIX+cr7FMX/tECjl63XJyoPuf1er1Ic6BFJY0/7SaRaA6Hw2KBJ0eGta5tOV9anmstFot4fvmaXkv05fuotYjJ96DXQnaW6hogSl/S+hnNmzR3yl1pafFC7y/NgVqpdPSeq+tw5NQp8t6n80ldDyTnrq/2uTpSS/8jHA7D7/evSF9ULzDVn8vzk/o1yeeTOg1HKzizHuRdEkJ+Djltdb2f50t/3Q5s6Ci/9a1vwe1241Of+tSqnZ/a2towNDS04YP7/9l77/DGrutafAEgQBIESIJgBdjJwTTOaJpmRrJcVCLL1owsudtyeXYcxXain1tsS7Gd5Dl5tp9bbCsvz5bTLDtuapbVLFtRoqhNkWY0vZHDBpAEUUiCHe3+/uDbR/teXoAgByRAzlnfh48zKBcX5557zjr7rL32UjExMQEAKa3DbDYbhoaGUn5+bGxsWc5rIeTTVhENtKWlpQu+V2tRpn1oI+lE9AAsSV9VUVEhEr60CTTa6Dn9f7VbHdFvczqd816jiYV8p0dHRzE6Oop4PI7BwUFRWllLtrnURauLpEleb7DWEgB6niZsnvTGo4700OqYOYg4abWXNOhzksQnNJpceDSF+gG9l6KjBoNB5e9eUlIiNNHJZBLj4+OiLHkymRTb8WS/R4M8lxTQuXO5FW8/Ikmk/yQy63A4xARuNpsxNTUFv9+Po0eP4sKFC2IhRQSMSxhmZmYwOjqqirySH3Z7eztaWlrQ1NSElpYWlJWVCfmG1t+dfkcgEEBvby/8fj8CgQDOnDkDs9mMyspKlJaWwu12C5cQrkEHXttJ4wsGIhJ0/aenpxEIBDA2NoaBgQHVTo12d4WTRd7HaEyqra0VizNOLriOnGQx/By4Hpg/OGnn0XBODrUknP/lOyfULpyc82Pyc6Hv5Vp0fp9RtJci1bTYjcfjuq5AWhiNRthsNtU9yhdi1B70Oi1yyJ7RaDQKiRNZiFIeiXZXazGBFoJeZcSVALUFX1zrPTKJVNOYxqPh9FcvSk7XXDsm6kWSqa+QlI5/TnsM/rx2IZXJv1MtHLWLKW6HyPX/qYJkpH9PtdDi10PvQW1AO4rpPutyuXLC35ZNRtLb24vXv/71C5ZYzSfymO+gySrTAi8Lbc8sdvsm0223VOARl0zeT1EqPtjpEXX+PA18o6Ojup7T6b6PJ8lxmyme5c5fW0rWeLavCXeqoAgVEWqyE5uYmBCLF+1WIG0d8++niABF/7SDtzYqSqSAJyZxQqKNBmmjLMD8BFE6F358/n30Ov8evWgmvY9+A9e0U2IblS0HXqviaDbPOS+QQwpZSVJ0l0cXKTpOfsLUFlrHE9L70meI6PMFA0/IBOa2w8khgh7BYFBIDIA5HTmVWafPcsLIo5Xx+JxlXn9/P/r7+3Ho0CERVS4rK0NtbS2cTqeIxlFUOxgMin5ks9kQjUYxNDQkLAWHh4cF6S4pKVGRQjq/2tpaVFdXo6KiAiaTCbOzswiHw7h48SK6u7vh8/mEXSf1T76w4uAReK5dJ2I/OzsLr9crrjMdh8Yfo9GoO5bSQoh2NbS2a9RHObngfZrfG3yhx68H16VTn+L5HDzfgEfN6bupz/BdIepzsVhMvEaEhhL3OMkhMswTrElWoCeVA+b06NyekHbNqB8mk0mxkOfXXlvsiki4VmLH72v+msViETKadHI+7f9Tvab3famiv/xBY6A2L4fkRpx80/Xm41amY3uq3RGet6AXGKJ7lZNgIsI0DuvlzRDStSsf++mRDemQtk30dn54ICXVTpH23+lkIuvXr8cHP/jBSzrv5cKSyLbFYsmoXPbAwMCSClNcKmglnypqOjExkZPzSoVIJIKf//znYqtY6zaRyn0iVXRwLYJvv5PchevL9JIp6O9SYTAYMt7Son8vNBgAENvGfFtTrzy1NtrMJ+pU+mjeJ0wmkypyRq+n6k/aSIf2O/S21bWadX5+vI8ajca0USLuLAG8JmniJEb7+3jSEZ90DIbX/JnpwSOtlNh48eJFJBIJITGgtuH/p0UGXV9+jSmSzx0MSA7DJwYtQaPrSxMa/dbR0VEhkzAajSgrK4PZPOfqQVptmhSj0ajYCieiT8/RPaL3AF7TqtM1pP/Tb7HZbKiqqoLb7cbY2Jgo8EJEjMg6MEfSeNVbvjikXQbtxM4je7T7wfsd6eOj0ei8fkiga02LCSolT/2ER9c4mabvoL/JZFK1O6Fd/Gm39vVAOw48MEDkmM6bOz1xfS3v8+mIJR1Pu4Cge1srXdESlVTBBO2WPNfZV1ZWij5F0gt6JBIJ3UAa7bDQ/UAPbkvIQUWmtISY37f8b6rn0r2WigjrPZ/qvbSrQoms2vfzc6drpjd260Vk6fNc0sKvj8ViEXku9Bxd33TjLz9Hbd9a6Hn6q7dQ0f427T2tfZ/2uPy707W93uf49dB79Pf34wMf+EBecqIlkW2Px4MTJ05gZGQkZfh8YGAAp0+fxt69ey/pBJcCcj/p7e1FR0eH6jWaPLZv377i55UKoVAIJ0+eFNtaS4EeKdcjVvz/WplAOnKvfW+qz+i9vtDxF/pdWpBFXCbvp8lcS3j0iDqPVPEbPF3iC30f3wbU00trNbR8u0+7JagdqPhvoslVm+ioHcSB18pq60k+9DSmev/XTtxa6CVc8oi3dvLhEW0+kFO0iBNRre6PuwmQVIVPqKmSPoHXJnWK1vIkRX7P0aTKvdGJgGgXVdpkSJ6wqJW38OvHYTQaBUGjiLjT6URlZaUqQsiJK7WF1WoV3039S7slzfuh9nrQ9eN6Yt4OXI9Lx4zH46IaI5FiumbaKB+9hx+TLwQ5WdD2PR7Bpzak42nPl9p+ZmYGVqtVfAfXvGeCdOSL+jT1WT5u8Nf5tjtF2ynyq5cUzgkFJ/hc5qH9y/Xd/Hz44k27wNKD9p7n0VE9zTV/P50v1x7Pzs7qRu5pDOOyCvpbWFiYUnqSbcLE50R+vVI9eHvovaYdHxc6X36vaoNFfOeDQ5uQycF3YXgSunYhtVCbZBN6x0tF2vUWSAu9vhDsdvu8OTNfsCSy/c53vhN33303Pv/5z+M73/kOysrKVK9PTk7iy1/+MmKxGN71rndl5UQXgyuvvBI/+tGP8Pzzz+Pmm29WvfbCCy8AAHbv3r3i55UKtbW12Lt3r8gA10YU9QbPdBPDQltaqT5Lz+tFgzOJAmQaKeCTcSYEH3htMgbmti8paSbV5/SOD7yWqMHJqTYqDEAVgeQOIuQ1TH6xnBwSIeKTjHb7VG/y4+RDm1ClJZB8u1FLcLWDPyUx8kE5U1cSvef0/i51UEsmk8KKjsppE1EhZwTaLqdIHE1WJEHQ9im+iCIfbK5L1kbljUajsErkOwBErAEI1w2bzSbcJzjxIqJMz1Mkmt+7RF74jojRaBRRYZPJJKLiTqdTkHgOTtJoscCTZ6lN6LhEfrT3Mh8j+FY536XQEhH+Gp8Q6TUux+J9kS+w+Od5NJ3amRMKiu4ZjUZRYIU07fTbafKl/kC7Q5OTkwiFQqpkP23iH/dQ5tpaniSmKK9pkLlTUKooG/fsLikpQVVV1ZIDJ5mCL6pS2eXRX57YrkfiUyWK8munDabw/sH7NR936TppdyiIONG15vk23OlFOx5pk0z5uMjfo/23djeHXzvtc6meT/XeTN6X6XOKoqhyQagPGo1GUVWWmxJkMv7yNtU+aNeBj+XZ+i3p2mkpxwPUVoJayV8sFsP27dvnBZfyBUv22f7Upz6Fp556CjabDTt37sSzzz6L5uZmeDweHDx4EGNjY9i3bx++/e1vZ/ucF0Q8HsdNN90Ev9+PX//619i4cSMAdVGbxx57DC0tLbqfX2mdud/vx5NPPplxsoiW0OlFEpbzPUv9f7ZAOr9M2odHfvikwv/P5Qo8mU67FckfqVbwemSfLxT4ZKR9j5Z0600WWsJNJJpvlxO5KC8vRzKZFNHZdDr0xQx4SxkwE4mE0JsTudZOGMXFxaJSn8PhEAlwesfT7kaQjrenp0ckhfIFELU9l4IQQSCdKWmNqWqiXtIbaWJ5lbvi4uJ5XsZkp0YFavj5T09P49y5cxgeHgYwNxlu2LABVVVV8xIhaSeOCgVFIhHhLsElGzzSqb1W2m1efi7a6Cdvbx4pB9SLZC0J41FdvvtAfZIIc1lZGYqLi0U/JOtD0gdzws0XQ0ajUdgH8gUJ7UzQDgH5ntNirbCwEJWVlXC5XHA6nfMi7XTfUNtQlFFRlHn3isEwt73P+yg522jlYw6HQ+ibqb1ooUL9KtWYxP9yvTb/vHbXjI+v6UgO36FIteOnZwmrzang42u6XU0+XvH5gF4nhx6uMaf+4nQ6UVNTg6qqKpSVlYlKqpcjtPlv5L2utT3k/880WZUvFvV0+PTvXLh+8PtGb0dUGwlvbW29JOnoUrGsRW0URcE//dM/4V/+5V/mkVO73Y6PfvSj+PjHP56zcP6BAwfwsY99DGazGfv27YPNZhPl2j/96U/jE5/4RMrPrjTZTiQSOHHiBAoKCoSTCsdyEaBLOeZSvhuALgnWOgNw0ssfNBEbDAaEw2HVpKD1gebRHa0Gk9+sqXYDiDjz36ElwVxTx90CtFt6WpssrjMmMkQTkZ7kRDs5LiRpIegtSogA6RWw4P/nEWWK9KbbctVupxoMcxX0QqEQQqEQwuGwqk1poq2trRUPSjTUOz5HNBqF3+9HZ2cnTp48ibNnz6Kvr2+entVisaCiogL19fVob29HXV0dSktLRfSIzm98fBxerxfhcFilN6bkNupHWkJjNpuFSwPXqdrtdlEspaysTDzMZjN6enpw4cIFQbhcLhfq6+uRSCTE+ZBjB7lxUKReey7aiCy1E/U7ihaSRSC9ny98qKoj1+PS7+ckTm9soL7LCTu/T4h0U3/jyXwkFeG7FyUlJaitrUVlZSWsVitmZ2cxPDyMYDAokivpe8k+0Ol0wmKxiHOn68Y9qum8iCjb7XYYjUZVFUO65/n4RLUPKioqhLTH4XCISKAeYaVHYWGhsIukx0qA+iWXa/D/6/07kwctDjgZp50VnqxNbTo5OSnGYe14TqCdGCoKxQMefFwhuQn1IXLyoZL1LpcLNTU1YsdiqfUb8hlLMZuIx+Pz/Mc5Gdd6twPz7wG+Q8f1/FpjAT5PaGWUWsKsJch68zIn1ouB0+nEvn37Vpx3rki59kQigdOnT8Pn8yGZTKKmpgZbtmzJiw5//Phx/OAHP8Crr76KWCyG9vZ2fPjDH8Ytt9yS9nO5clDJV/cWGmi1Gmet3plv62byb35c7dYZH9CJOHPtNE2sPMOf36B88ufRZW10mCYT2v4tKysTUcry8nLx/7KyMtjtdjHY8EQVPX2ZVgKkjZJrz1UbfdT7DH9ea1ml9WsmDTBFDPWinouBdnLWm6ij0ahqQNeCnCCoTRdyM1IURUh4OHEPBoOiUA3fZTCZTKioqIDb7UZ9fb0ooEK6YiKSnPAbDAaUlJSI5ykZiayqaJEXiUQwODiIgYEBQcq1biD8vOl8uDaZFj5EHogA0/Xi/YLLL6if8kUckSpehZCqBfJiK8nknOUe7SgQKaJ7iSRRROapr+ktdEheoZUM0LkREQNei4rTgpIWDVwCZDQaRXsTeaZ7jn4L2fcR8R4aGhK7FkTOKKLOLT5JUkJEkCee0jnTIoQieLQ44NKEVJM27YjoPWgRlmqXUqv91/5bLwFb+z5+/2lJdL5AGyXnFqUk7wLmdnY5Qaf3Ub9MpVnmMBgMQhdPOyjkNsTvD3qttLRU9C892dZKgQee0hFRu92OcDgs5ky99yyF3NIuGi+spmeBmIleGnhtt0hblEj7WCoZ1kqKaPeEHhs3bkypWFhOrAjZXotYrWSba1qJ1GojokslxZmABlf+4Bn6nAxqPXj5NmcqWQuRTdrO0mqbtdUqrVbrPLJMgyw9t5a3JsvLyxEKhUS7kfSAa1C1/9cueLjWWXstuARgYmJCDMj03oKCAhW5JnKplccYjXOuH3QO5HM9MjIi/j89PS12KYDXJCHFxcVwOBxwOp3Cmo87S+gtXACoCA1V2uQ643STCxHY8fFxjI+Pq2QcXHpCOxVcO82JOIHvoPD+zJPSaOeEFoVUPZCixolEQlw/Iirkz813FLQLQq635hUFaaFB7Q5AJLMRGaVzoWIfhYWFmJycRG9vLwKBgJjEZ2dnRf4ARetpAczJg1bmwiPktHNATi/UrkQEaEyhNibpBicX2iQ0LnWgxQ/XXVMEnu8+0We1xJi7eRQVFcHlcomdFYqM19TUiDL0EnPQznl0XenBfeHHxsYQCAREqXpaQNLYw3cqCVzapHUuon5C44jWRYVbK3KJBeV4ZIvwZoJc+ZHTGM13NjiX4DvOtPOkJyvSPsclKtr7jsYgCnhwrf5CyFXActnI9tjYGM6fP4/GxkbU1NTovsfv96Ovrw/r16/PqDBKPiEXF2tsbAxGoxHBYDBtBDldcsClRC456AbSRiX4ZMWT0fj3691Y2omPBiKtvpsGPj1ZA5c2lJeXw2QyCZ9jItJcZ0YD5uU8sWVj4CGSPjMzA7/fD6/XC5/Ph6GhIbG7QNefBlHSMFut1nnHUxRFRQbJO5xIKy96RCSWIq1EDK1WK8rLywUhon5EfZEmMm2pZ+6qwBdzhYWFosQz76e86I/2vuN/tcWbuLaWR+O0OmlthJ1e10ayScdKUWI9uZX2eERU6XvpOX4f0fEpIsyJL9dl83wAPiZw6RO1FY+EcQJsNBpht9vhdrvR1NSEoqIisRNCns584UK/S9t2/K9WtqZtN4fDAbfbjcbGRpSVlaGg4LViMF6vF729vQgGgyoPf1p4cD0/VR8lvTldB4PhtaIoXDsPpM4roXFLuxtBCx0uN9PuZtBr/Pl8TQbj0COddI/Z7XaEQqG0etx00Vwan0KhEEZGRoRkjbT7fAeE3880V+nlwiwEWgBqc2T0KiHzBMRMoD0n+n9ZWRmmpqZ0k9u59E6b36P3vDbpVO949NxiQAEY2pFIpSnPlKfQjjNf6Gj15No5fs2R7b//+7/Hvffei4cffnhemXbC2bNncdttt+GTn/wk7rzzzsV+RU6x0hcrGAzisccey9rqlWcWAxBkgQYbHl3mPsb0HBFgvVWqFpzc0IBI0SC+Fa03KGk9X2kQ4zeWNqpgtVrhcrkyqp52ueNSB57R0VEMDg5iaGgIfr9fVxNdU1ODuro61NbWwuFwiD4SjUYRDofh8/nEMYaHhzEyMiK2kbnGkwg29Scun6AEKuornEQS+dAW8aCiPdT3tBZmRFqj0ShMprmS5HwHRitR0YLuJ/oMJwgUhaP2KigoEMSKEutKSkpUkXSK6vO20O4GEfnUTqTAa9Ur+QTJZRP0Hj7c80Uuv8/Ju5oe1OZWqxXx+Jx7BJ0zjzzyhCyaUOk6kNSGzrmkpERo2jn5pOtCXugjIyMIh8Oq4k2caNH5EzmmfkGLM3reZrOJREmHw6EqgBMOhzE4OIhwOCykJ9FoVGWjRsflbiYk1+FjWkFBgdgxoCIxXB6hzQPR/j+VNIUi+lrwJGkuM+HRQCJS2rwTbY4F9cdUsgYuPUgVudX7bDosZ8SWdss42aNFkTZviB7aSCwtOhOJ1zzc9RbJfKGsfQ/1EZq/+EKLFluUdEtBCpIjEfJVYroU8GvCCyiNj4+L+49kdXqSTK2mnC989uzZg507d674b1o2sn3rrbciFovh8ccfT/u+m2++GYWFhXjooYcW+xU5xUp36tnZWfz3f/83zGaz0NpyD19AbR2njTpzeQAvbKGXlLIYcO2idoKnQYiXRk83KdAES4SI+89yQp2Jfm4tDTzLicW2E+mSh4aGROSaJlfaPieySJUXSfcbDocRDodVzhk0qc3OzgrSQS4ftDVPOyWcMBFRIKJDtm+8L3KiysET+/jkr3V6AF6zXLRYLCqyyqM8nERRv+cLAi7dosl8dnZWTADl5eUwGo2CePNJmIgsTeT0WWorWgzzpFg6P+7lzHXcNLHTa5xoUdvwCQuA6v4jaYreIpu07QUFBSrXFrpeJMWh+5hXE5yZmcHQ0BDC4bDYrbBYLGLhQW1A30WTJ7/O9Dl6Dw8YaKvO0mKFSJ924c+3qqkt+XXg/ZPanVeUpD6gDRzQ7yUNO69SSfID+i00ZnO9PN/p432Y90+9SCR9r7aPLfb/2jGf/+XzAJfQ6EVEU+nHteddWlqqitimi7hmEs3NJMKrKIrQ8o+OjorxKlURPABCkki7QPTbtISRxjiK7moTqzMBzf8UeCIrSYPBIPot7YaUlpaqKoguJleOL4z4zkGqhVa6Rybv074nHS+he0TvwQMiWpSWluKb3/zmiu9oL1u5dp/Phz179iz4vpaWFhw+fHgpX3FZgQb2YDCIQCAgIlx6W9bcIWAh0KBHtj0UkeGDJI9+0Llwp4NMzl1LoPX+v1AynMTyQFEUlTMLf4yMjKgi15OTk6pIj6IoqqRRm82GsbExDA4OqrYIeVLc7OysiOgRsQZem2S15IFHnW02m3AacDqdwmOZ7g++HUwPrRMNj3xqpUp0HpzQkV6TNOZE7EjGMjY2ptoB4mSdy50SiYSI0NFkWVZWJhafFotFFNWh7W3eziQXociXw+FAUVERysvLhea3oKAAk5OTCAQCGBoaEomiNJEZDAYRBeeyGyKElZWVsNlsqKmpQUNDA5qbm+F2u2G323VdffhjcnISo6Oj6O/vRyAQEEEAo9EoCvFQKXgC9RHSaDscDtjtdkQiEQwPDyMcDmN4eFhEzZ1OJ0pLS1URwaqqKnGu7e3tqKmpUSWSzs7Oiuh3KBTC6OioSKKdmJgQ2vpAIIDR0VExrtLCkBZ1nERxTTjvv/F4XLxOfVIrP+L5I0Re6T7kOwu0SKIH/W5AnZCuN+ZzmRMdMxVZ1Uqm6PPac+I7HHR+elFavYc2Us7bkdqXy7i4DIZ2K7SOTTwRlMvAtOSZroWWUGv1wtrPWK1WVFdXq8bKWCymstokEk6LSr2k75KSEpSXl8PtdovodHl5uQgaRaNRsdNFO0DcCUhL0klaRWMMz62gaK/2of2NXHqp929anPFcg3yA3sJJu5jj76EdM5rf4vE4tm3blrfS0SW1cjwez1jbpN16lpiPnp4ePPTQQ7o6P97hiouLBQnm21KUWMAdMmjlzSUkXFOYCfh3pJJ0cAcAieUBRdy0pFnr1KIl1AUFBfO8WamITCQSmefDajAYhD61qKhIRIACgQD6+vrmJaQRISXHAJoYeOJhUVGRKqmR+hBNoORTXFxcrNJp9/X1qWQlFP3WRuQ4+ETDZSd8m5EmbwBi0otGowgGg0IKwXeMSFalp4WmNh0bGxPyKbKwM5lMoow5kX563el0ChJEUX6u3a2vr0dHRwc2btwIm80Gv9+PoaEhDA4OYnx8HJWVlaJ2AEVFp6amMDIyIsgBj4pTxHh8fBwmkwmhUAjT09Pw+XzivubRMrvdDpfLhaKiIoyOjqK3txcjIyMoKytDMpkULi9OpxMOhwMFBQWqLfqpqSlBVPgWPtfk82Ix8Xgco6OjGBgYEI411IZerxfHjx8X5ImIKe2w2O32eWShqKgIbrdbtMv09DRcLpdwtQmHwyLpltpnenpa9E+KEFIhJfpNXCZHTjC8bD31czrPeDwuJDlcGkAuLVxzzfs13TvasZ3IBf0mImh0b+iBdh95AiDXFQNq8q7NB+BJcNqFbCYRTdr5SoWFaiZooRe1XkiPrPceIpvaduM7J7Q4oURhrWUeT8ilv/RvntTLF7wUzOILSlpM0wKOFlrcxhaY23nkuzg8X4PGmKW2IT9frosmZyatHp288tO1P9+FTPc+Tp4vFfm8670kGcn+/fsxNjaG//zP/9TdKgLmCMK1114Lq9WK3/3ud5d8oiuJlb5Y09PTeOihh0Rbck0XJZlxdwMiX/zmTzegaUHRboo6ayUd9P9U1zbXyOcbSg+KoqTcDsuEQGulEunAZR8GgwEDAwMia5+IHYEiPOS6AECQZyIX9OATMU0qdF68n2ilCwaDQVg9kYaYJ+jxpFqtvlSPTKezkyICTwSGFqr8d9Fvo4mLJszR0VGVxprLVgyG17LnyRWkoKAAfr8f/f39gpjT/UraT64dpt/EF7B0nxkMBqFPHhkZUVnxAVARcb6Y0UpvuB6aFubAXDGvYDCo0qVrPbt5ZJEn/XFy6XA4UFZWhpqaGlRUVIgFGd/loL/cvYM/eDTNaDQiFpsrte73+xGJRARhIMKp1ZzTxKztw7T7QjpwreaZiILJZBIEMBQKwev1Cr02l4cQ+aBdCyIOJJ+hiCLJYSorK4UbzsTEBAwGAyYnJ+ctBMgWkIg3kXVOWulaaHMU6F7TLoxo8Ui7KzyCuhCRJScZLkvgyZp644v2wXeQ6P96OUEU8OHSGQoI8GCQ9kFSM60unO9w8KR7/hw/T+pDHFwqpR2HtK/xCDr1SZ44TQuWdOM1j/Tz68wj79pzod1jyi/hJJd+E/1uvgtODz52a11/eF5HKmkR34ngD+IQtDimvkPjJA/Q0T243JxizSVIfuc738E//dM/4aMf/Sg+//nP677n29/+Nv75n/8ZH/nIR/CFL3xhsV+RU+TiYnm9XiQSCQwODgpCoGc6nw408ehFobmkIx880C8FubihuNNCqkhyumhzpuAyDq5tI90poHa14AuwaDQqts6JEBDBpsGYBnDSo3K5Etf08gGfvpPLi7i2mnY36Pu0mmCy0CIvYw6aZGiRp9XzkzUU9V2tzzCdD/2ftm1pGzgYDMLv94tIK23f0pYsRXWINGmtv+h+oWuYSCQwMjKCvr4+TE1NwWAwoKysDA0NDSISSsclUqXV7Gp9h7nOnWs9+cRN15yTQLo2/LypjXmb0L8NBoNq4uXOHzxplfodHZvbZXK/e+68wROguWMMFfShf9OEy6NZ1JfGx8dx5MgRnD59WlwnRVHgcDhgs9mEbIN2G4DXrN34wsxkMgnCyK0MDQb9BMTi4mIkk0n4fD5hW0j37vT0NIqLi4UTSSIxZ7FIFnTj4+MqAlVVVQWXy4Xa2lpV7gLdkxx0f3GSa7PZxLWhz3GSSbuaegtNWmhx4swXunRfjI2NYXR0dJ5OnK45fR8RKn4/8EULX9hnovfV0+gupmrypeiG6TyJFPNoNCfPeoST33/aIID2depnWos86rOpCL02b4Lane7xbCWS0jlx9yAuF9MuxLXtyhcuqZAqek33CfUlzkf42KE1UqC+zQMxqeRBHo8nJ77py0a2R0ZG8La3vQ2BQAAbNmzAO9/5TjQ2NsJgMKC3txcPPPAAzp49i8rKSjzyyCOoqKhY0g/IFVaayA0PD+OJJ55Ie0Ol0kXzB21TrXUshWxTdDkdUdYmYPD/Z7Lg4TZV2ogCd3nRJj/xAS3VYE7H50QokVAXa+HbmnS+dEw+udDn+WBPJIi/zu2x+ODGM+VpwObRH0oMLC8vR1VVlaqwBC8iwhPU9CbTVI4H9JcSnEj76/f7EQqFhAaSVxWkhQEn6DTIkzMIlwVw7TZ3XwgGg0K7aTKZUFVVhaqqKtVOkd6ighCPx1UaTu39zncOSFbDZQwUhSY5hdPpVEkpeASO/s8f9JyiKMLPfHR0VNXGJHexWq0iQktR/2g0qopMk2yGIlokeyASmypqmi6HY2ZmBmfOnMHZs2dFlJbvHFA/pfbhC0vyAeeJq7FYTCwaaMcw3ffPzs4KKzmS4FC/o89TnwEgcm1o94jkI6QLdjqdgjhMT08jEomI38Xdm+h7eFElimzTWKFX9IvGK+rjWl0r3b80f/DiO9TXtaRLL/mMg0g/J+Ekmcg0mGM0GlFWVoaZmZm0cgNtgv5C71lIQkL3il4kWBsVTvU6T1yme3YhxONx1bhEO9PpEgUp2FBVVQWz2SzuIy4X1V5r7XjN73+9nQnt7gQfZ7X9jf7yfAxeEIcvbLTHSoWFJCYU0OG2nDyQwP/vcrlw22235WWC5JKL2nR2duLOO+9Ed3e3ru6pubkZ99xzD9atW7eUw+cUuYiaHj58WGxB6+mkpS76tQS8kpIS+P1+lcfxQgRaL7qsHRC0Aygny9wRIpUdERFcbZRDu/W4EOgzWkcAo9Eoom1ULIQniHC3BpPJJIgj8BoB1x6TnifnEG2kkEgD+VnPzMwgEokgFoupjmW321FRUSHINbdM0xLmxUJRFFXiUiQSEXILGvwpIk/tzqUgFE0hUkikjzSwFotFaHhnZmZ0t5FHR0cxMTEhSEVbWxs2bdoEh8OhO0nQpJ5IJIROmApxcIkJ9Usix9yFg767srIStbW1oqjM4OAggsGgqo3sdjvq6upQXV2N0tLSeQ4dJH/w+Xzwer0YHh5WJZySxIVcObQ7Obxvcd97Ind6ch7SGmulI9SvOPnm/ybpXCwWw4ULF3Dq1CmxKDEajaiurkZZWRkikYjQxfO+wq8hvyf5WEBb8xRZo10RIkJEoGZmZkS/m5ycVC2WafI3meYKAJE8aXJyEkajURAYLp3i/YS7m1DEnEuzqP9qi3+QnIUnhnEZgR5RpGme70zxa0WLCNLBkwyJorTa6CfPXdBGGyk5mBcPI509LQypb682SWAqpCLsXO+eitBT8jFfhFHiM4HvrtEOjZYjkPtPOmhtIvkumDZ5lT9SvYeD5hEi4HyHfnJyUpUQSkmnWrkLXwDxBGBAXRCML7D4oqKjowOf/OQns3lpM8KyV5BMJBL4/e9/j5deegmDg4MAgLq6Olx11VW48cYb81bzuxBWawXJfAcR2nSSC62+j0glT1AqLCzExMTEvJXzQtEI+jy/gQmcpGr1w9rI4ELgEQYiJ3oDGB/otIMeRbnGxsYQDAYxODiI4eFhoYklUqCNZlDEj2QRAMTxKUKWaksXgKikR36vRAIogYwT7LKyMjgcDjgcDhQWFi6pT9AkTdeIEg5JRkBb3lqpC32W6x7JS9npdKK6uhrV1dWoqamB3W4XelZtqWiKaNPvI3022RsmEgl0dnaKyGFNTQ327t2bcnCNx+PCLWRoaEjl3AFARH+ICNL5E4xGIyorK1FTU4Pa2lqRjKjF5OQk+vv70d/fj8HBQdV3FBUVob6+Hg0NDaisrMTQ0BC6u7tx8eJFjI+Pi6iUoihC72w2m8UWO0mPeNSS7PIGBwcxOjqq0mfrLWRp8cmJGMmTuPaay0jofqPFG/XDwsJCjI2NCTtKundra2vhcrlU7iKkvefyCJ6gS/e+VkttMBgEoaWEXdJ3c1JERVO43CaRSIjiN+TGMjMzg+HhYUxMTKgkYbTwI3kHv+7ahD2uX+fRb5vNhurqatTW1qK+vl4sxGjBwKPdpI3mOQpapxntApjv+hQWFqK0tFS4BFVWVqKiokL0WVp8cxlSOtC1pUdDQwOSyaTQ/V4OO7OZIB6Pi7E/HA5jdnYWvb29on/ryWaSyaQqR0FP859tZELM9Vxo6J7nv4HLp3jdASLnepbGWrc2t9uNu+66a9l+byosG9n++te/jtLSUvzZn/3Zkk4s3yHJdmpwUsyT6fjWGJFjvtVJOlSu++JkWe/G0b6HHhaLRZXsx7uwNiLJn+Pv19phcW0y356iiY5rhbVbXPScdrXNoz8LIZGYcxkIBoOiAEw4HFZFsLUrex59pogrPWgwo/LY1F58wCsqKhKlzisrK1FVVYVkMims1ChCx3WFtbW1qK2tRU1NjdANp4rsckLFLeWov5AFXCAQwMTEhNCTav2S6foQGSorK0NFRQUaGhpQV1eHuro6uFwuWK1WTE5OCtJFf1NtiVssFpSXl6OxsREmk0kQ7KKiIkxPT+OVV15BZ2cngDkCu2vXLrS3t6uOkUwmBbkeHBxEIBBQkReS99BCh64V769VVVWoqakRj8VaccViMQwMDKCvrw9erxeRSARDQ0MYGBhAMBgUfZEkH6SfpgRHknsQwaXS67Qoo3vQarWK9uREjmvkKTo3OTmpIpl8McD7CN2XJANJtQik91PEi64fJSc2NjaisrJSJN3SJE2LCwIfB+geIfKtjdAWFxeL+8PpdKKiokLc61RRdWhoCKOjo4LUJ5NJlJeXo7m5WZSo7+/vh9frFRIkIg18x4iD7yzwqB8dn343H5vInaWhoQFNTU3CRpEexcXFKukCkRdyjiGffJI5aJ0w9K4H7V44HA7hqEG+6STToWgmEXHtb+XSSdKv60mPbDbbZb27y7kBHyv5OJfu3uFl0GmnpLCwcN6cu1AUnh7LAQqepIqk0xjK5YU8byAej2Pr1q1oa2tblvNLh2Uj2x0dHbjuuuvwgx/8YEknlu9YS2SbrwBpAOfkmB5c+8vJMREkbiWm1dXyzs8T9jhZ5itxbZfjW73arGhgvu6UyDZ/XbuNqd2+1kaU+V9OqmnCzRZ4tByYI0ZUopoqNFICH22raRcBpI/UFjOgiBNFwklmQzpTsmrjZe5JakBb8fF4HAMDA/B6vfB6vfNcbcjnuL6+PmXuBSc3PBLBK0RGo1FRrIW0wpSoSH2Lrl1RUZGqslpdXR2am5sF4SktLRXyDE6sUznykDaUovBEqm02GwD1facoCs6fP48jR44INxCPx4MdO3agqKgIyWQSoVBIRK79fr9qkiMCSsSQ+hlPGC0vLxcRwvLyciFn0U4eqRK/+Hump6dFO1C1zuHhYVXpeNJg0+KKZClOp1N48GeCxSRpJZPJeeSOouB6eQu0GOBSE63umi+wKRGWJCPAXF5LdXU1KioqYLVahYSBiBolEE9MTMwbJwAIWQw/J20/okVpdXW10OqPj4+jr68PPT09CAQCoq2mpqZQW1uLpqYmNDU1IRqNoqurC52dnWLREovFUFhYKJJHJycnRZSebCn54o0i7JTYzL2X+SKG7BzpPiK//IqKCkGMKVJdVlYmfivX4xIRJ99ycsshor4Q6SI5Cb/viIgXFBSI3z40NCT066lAi23t+EfkfK0T8YW4gaLM2bQSAacxcWxsLC0J597gtAgniV06ZCKPSSer0T6fLbhcLvzRH/3R2tFsX3/99di0aRPuueeeJZ1YviMXZDsajaKwsBDBYFCXIPMHba/QZMZtzbTJM9pjcYKsnfB4dEZLoHlkWa/L6CVo6CWo8IiW9m86myEeSbbb7SobJE6U9bw9uRwk1fnxSHQmz/PfSg9grpAHTZY0QYVCIZG8NzIyIiJ/NFESSHJitVpRUVGB6upquN1uuFwu1NXVoby8XGg26dpTop12QDUajWhqaoLVakVNTQ2qqqqEhjsSicDr9Qpyxic5s9kMt9uN+vp6uN1u4dSgJdH8/yRJIMzOvlYFkYggbS8TcaTrTDIG0nWSNIAs3AoKCoRulh7pKr3Z7XYxYdBkTFv72kgr/dtms4nI3quvvopQKARFmSvoQ37WgUBAbOnyXRe61+i3UR/k15STA3LGWCxIP0yklRYt5KutXWgUFRWhsrISDodDEM1YLKaK3lICX01NjSiao5eoRM87HA5MTEzo3iPcnSbV/Q9AuK/QIxwOY3R0NCXR0rrRJBJzbi5EJgYHB9HV1SUWPYlEQkR6tbIEvsVOCxYKKHCtNP0G2oYneYdeUlZ5eTlqa2sFATebzfB6vQgEAujp6VH1AyLejY2NGB0dRVdXF3p7e1X3rsvlQltbG5qamsTOFI0fwWAQwWAQoVBIRJ1pAUHJwuT5riUb3FGEyC6BPMOJcBExpiJF3LWFnIdokUeuLCSvocXvQnISk8kkijZRIIBcOGjBw+e+dCBpjVb7T/fbYneK8hFLDcRRIjQn4fRIlT/DJYKchNtstmUhscQ7Mo2wp3vPunXrsH379qyf40JYNrL9jW98Aw8//DD+4z/+Q0SH1hJWmmz7/X587WtfUyXn6NkXcacIDj3yrP03vY+DogF6ZFTvoc0K5wSZyCePHmuTprTWPtzuR1sWW29Cp79OpxPj4+MpSXS2oSiKytecCr0QmSbCEIlEhOyDok5c10oreGonShJzu91obW3Fxo0b0dLSgqqqKjHxGI1GldyCouBaFBYWCjkCOSBUVVVhZGQEyWQSw8PD8Hq96O/vx9jYmOqzNptNbAEXFxcLMpeKTHPQwo8Wf1Qsh9sI0nXhE3ZpaamIQhIBjcViYmIgzbZWQsQTPbUEQquDzRSFhYU4e/YshoaGxD1GOmY6BwJdR9LUU/8mcHJNExT37E51j/HnFUURbcqvA93TVJiInqNEqdraWng8HnR0dKC+vl6X6HKdNyd5FosFbrcbjY2NcLvduo4SyyVzo9wEupeIiOtV7KNzJUJYUVEhCuu8+uqrOH36tEjCAiCcG/jErKf31GpHibST6wOBFita9yAi4lS0qLm5WWx7E/nkiYlutxtNTU1wuVzw+/3o6urC0NCQ+B6z2Yzm5ma0tbWhtrZW9fuJQPFy40S0Y7EYJiYmRBuSnSR3Q6KoPV/wprJL41Zt/G95efm8+4/cSMiyjiQkZMFJC1pelZWuDQeNFVqPdG5by638+K6IHnhEXEvIc2ETtxRk+96jPsT7D/WXVAtf7jJFBJzvEOYD1pzP9sTEBD74wQ+iuLgYX/7yl7Fp06YlnWC+YqUv1tGjR3HXXXfNI9N6SXz0VyutSJWUoCeX0OoT6S9NFnpel0Rm+IDKLaToO1Zi+yabNxTJOniBICLINEGQxIPLbMguSy/hk183alNKuquqqkJbWxvWrVsHj8czr2QwyRSGh4cFwdYjHXa7XRDrmpoalJaWqggDRT5Pnz6N/v5+4bZBsg26ztx2j0/GersZFIEgZwvaytbbCuQLKio2QlpgAMK9gR6poiwUgdU69GRqL5YqCkv/DwQC6OzshN/vx/T0tPBKJhtNLnEhFwBy2aDfWVVVhdraWtTV1aGqqkokJXFJRCoQMSIiQtUNOeLxuCBP0WhU5cVLkdDm5maUl5dn1CZ0zMHBQUG+eWTcaDSK5LvGxkZduc1KYLFRcIpkjo6OIhAIqO691tZW1NTUYGZmRpUkS7aC3M2D3DeIwJKkTjvm8uROfr8AavcIGkP5FjoAMSZXVVWhvr4elZWVosDP7OyseN3hcMDj8WDDhg0oKytL22YkJeCRzOHhYYRCIZXTBYGCOES6uYUs14zTg9+nWq9yTrg5yLqNL4ppLDEYDBgaGhL6eloYpLJdJWLNj0eLSa7/p3GQXHZ40IfPUVTUR08nnk/1KFbq3ksmk/NION8x0YPFYlFFwunf5Cq0klhzZPtDH/oQZmdncezYMRgMBmHkr9c5DQYDfvKTnyz2K3KKlb5YwWAQ3/72twXhSWXDQ1uaqSZxTnqJSGkjy+leW8r2di6QyQ2VTCZV9kOpCDXpPnkCHz0INElyMksRRW2khbSFNPnYbDY0NDTA7XYLT2S+WzEzM6PaHh4ZGRGRNj55U4ILySLIVo4IAhGTQCAgokcAhJ2YlrRq+w8RSeoPNBlSMQ6SvfCkRfocX5hRtJEK0JCEgXtFc309Jy2kSedRE7vdrrvDwonOQtIFLSKRCC5cuID/+q//EtalRqMRLS0tsFgsQtOrKIog19ReBQUFwgmipqYGlZWVGd03FOEkQk3kkSQoWlgsFpUvL/Ung8GA8vJytLS0oLm5eUHylQkURUEgEEB/fz/6+vrm7XxQMuqWLVtyviVPUXBqR2pTrYwmkUjA7/cL0k1ypSuuuAJXXnklSktLxXu1BJwTcRoHSBPLX4vH4/O037QQJH07JYpqo+okkyB3JepD5J1usVhERJgT3IqKCtTX16O+vl5VmU+7Q8gfBQUFQnJGx+zt7YXX6xW+9FoiRXpe2jkoLy8XeQiRSETlDKFHyOme5AWXuLc3QZsHoF3s09hL94E2uZ4vkIhYcyJOYwU5YXGnGm5jyYMDlPjNc0cW4xO/HMi1eQKRcJIJUSQ8ndaedqD4eE5SyOXCmiPbGzZsyPi9BoMBZ86cWexX5BQrfbEmJibw1FNPCfstrV8tkWE9Is3/v9aTRAjFxcUYGBiYt9VOkRE+MBOh5bp2+jcRaE7caAAn8kyvUftT0hb3m+XXp6ioSKVB1m6xkVUWTdx6SX2ceJLnLU9+5A4vNIFqiyOQlRlNGFRsRFuljKJM09PTojjH6P+rLkdRJb7zQceprKyE2+2G2+1WJZaRG4We8wCB9KE8caq0tHTZFnvj4+MiodHn8+HChQvw+XzCAaO6uhoOh0PY3WnJNbmE1NbWorKycsH7jGvMOSnUm5QoeZPkNDwpjb/f4XCgubk5awQ7HSKRiIh4+/1+cR1J+04Js3V1dXmzQJ+enlaRb1pwxuNxBINBDAwMiHvNaDSiubkZW7ZsEYm/qbbDyW1FS8bJ612PmANzRIPyAcg7nAga7SrSYioYDGJyclIlSzKZTOKzsVhM3JcEktNVVVUt2B8oskzjEyfiBoNBOKvQIxAIzFsE0nhSWloq9OkUVSYyS23F+63WkpXahgJHpaWlmJmZEe2Rjo7QbiLfYSS9Pd9RTJWTROOXnm5dW9WVrFO1JJweNptN7Nal8onPJnJNtlOBFr9aOQpVf9UDafU5CXc4HFlZwKw5su3z+Rb1frfbvdivyCnWkhvJcoJv16VyTkjlsqD3PtIb6tkJ8uizyWQSEQoub9BmPNPgzfXm9JfOnSQ5NEFo5ThErOl8yQ2FJguyq+LkmjS6ZHnHjfy1kV2axDgZNhqNYvAnDT9p4imyRJO8oqiL2LhcLhH1XLduHeLxuKiMODExgXA4jIGBAfT29mJgYEDIVLSkn6JzNptNJEw6nU6xBUsWe+my3fmgyl1Alnt7dnJyUpBrcjoA5u7rs2fPisIydrsd7e3taGpqEr/fbDaLyDU5dqQi16R7pEh1KBRKmxxmsVhEpJBr5H0+H3p6euYlq64kwU6FmZkZofWn7WSC2WyGy+USOu+VjvYtBNpNoGtz/vx5nDp1CuFwWLzH6XTC5XLBZrOhsLBQtQAkEp4qmk85BkTAA4EAfD4ffD4fIpEIwuGwbp4MjR2U7Ey7SgaDQRTGmZ2dVSX9tba2orKyEtPT0+jt7UU4HBZjHvVZ2mUhJxoqVLUUkL0cPSiSTXpvk2mu2A7X8FJSMy0WaHeIxiy9xGYe2eZyFAog0VhKu3c8cKLVemsJM9+l5HMFACE3ASBkNNwSlRI1DQaDyL/Rfi9F7rUPq9Uq7CIrKytVkXGqyrpYrDZuQG5ReiQ8FWhnlBNwSqDNFGuObK91rAayvRDR1Sb9ZEKI071H73jprJo4KBrMK9bxbHp6pNLt8t9L1d+45RUl4fHEQxo4abAnYkvnQ4MqbRly7TtFanhxDy5dIDJWV1cn/KaJCJNzACVQEuGnwZrsrmi7mT6X7ndPTk6KKDh9nh7l5eVob29Ha2sr6urqUFBQIJLoYrEYjh8/jv7+fgwMDIiqi9rvI6mEw+EQEUuaFKi4ApWu1kNBQYFqcKR/r5Rmb3p6WhDrwcFBRCIRAK+1XTgchs/nw9jYGMxmsyAvTqcTZrMZbW1tsNlswpVDj1yTbppLQEZGRlLaVlFFTXo4HA4ROZ2dnRVWcflIsFOhtLRU5AD09/fP86+uqalBQ0MDGhoaVDKNfENPTw8OHjyIrq4uISezWCzC8YfDYDCInANOwBdKCrPb7eju7kZPTw/6+vqE88/ExMS8+4jrjmncASAIM+120nm0traivr4eZrMZPp9PRTqrq6vR1tYmJFF0DO2uGD04MecOVlpQYRwqtEJFcrgrBC0geFEsGmeJiJMmnJKZzWYzhoaGUibDEuiY/EFOI9zznQixlnBToqieXFA77/CdTSLifLeZFkg0J3CJkN6OACfiWu/2yspKVFdX67rncKw2sp0KNJ9okzLTkXBa1HEpisPhWNEk7oUgyfYSkYty7UePHoXBYBDbzVqiy/2rF0N0lxucRPNBSmvTwxMy9az/OBnm/wYgouI0YDkcDkG6uQ0fJ8ra4hfaQYwIotVqFYMklf/mMBqNIgGOLL4o0kUuIUNDQ+jr68Pw8PC8iYy2hrkNnd7WO0lHbDYbioqKxAQx+v8KZvDoGiVU1dfXw+FwCL/unp4eeL1eDA4OioQW/nto4UAV6Nxut6gGR1KSdJFZIh5av+pMfFmzCdr2HhwcFEVFgNfINUX8k8mkSEAkNDY2YufOnaivrxfk2ul0qt7D7RtJkhCJRFJaXnJXDPqrnQhmZmbQ19eH3t7eVUWwObR+5KFQSOi8tWNmeXk5GhoaRLGZfKwMODIyghMnTqC7u1v4gpvNZtTU1KCwsBAjIyPzxgNCYWGhIN60oCovLxf3tt6krygKRkdHxc5Sf38/wuHwvFLo2qqitItEeRO0+1ZcXIz6+nq4XC7hlU0LRZPJhMbGRrS1tcHlci1KYkgJokTCORmn/4+Pj4skbso14eSbJHpkoZiqaibtdNG4RxpzGr9JysZzmGh3ko6hR8T1KlLS7+LRcZL10a4U7d5QYmyqQAjNMTR/8eRrutbawmzxeHxesjaBFiWUXEjjUlVVFaqqqrB+/fqMPe5XI+Lx+LykzIUsJHmBLiLgbW1tItiyklh2sh0Oh/Hggw/ilVdewfDwMIC5lfWuXbtw2223wel0LvXQOUUurP+efPLJRRWN0ELPI5cnkKWz0+PyCnqOBgsa8HipX75dRzKMhSZTg8GgSs7jCTCpogJakGSjoqJCaIJpi0/rWc1ht9sFObRarcKbdmhoaF4ymMFgEEU/KAkOgChcwf2peQlkAmmkaduQtoc5mabtYZJp2Gw2xGIxUVhGz/uavLaLiopEMlt/f7/I5Nezz6qoqEBRUZHQGlOSUyKREFKUdP7GWvkHJxMriWg0qiLXJAMgcj02NiauPRUzmZqaQnd3N2ZnZ1FaWoqWlhbccMMNaG1tVe1wRCIRJBIJdHd3C3KdqjhOcXGxilRTgZ1URGYhgk1yn3yOAnOkixqNj4+LSolDQ0Oq31pcXCwi3rT7kk8g154LFy4IclVaWoqOjg7U1dWJnR3qH7y/cfAoOFn/USGXVJicnBSkdXh4GMFgUIyv9KCdOYrgUnRZO15SaXXKyaD+6XA4sHHjRng8noxIwVIwOzsrJDQDAwMYGhoSxJySrEmbTQSUiLh27KKgQHFxsYiO0z3LFyXULpyE8wfJEjh5pXyaTCRP0WhUtDX3EackQe7GpEfKaV6lIBCPgnNJCgXP0lnvUn4NjcO8KFFlZaXQii9GcrEaEIvFdEl4Kp7U0NCA66+/foXPcpnJ9lNPPYUvfelLuh68pEP92te+hhtvvHEph88pVppsK4qC3t5eFBYWzisawQtLpPPozRQU7dQ6dGhdOhYqJMBBWjut2wVF4YmQkrYxnWyCIhVERqm6HpH+sbExmEwm3ZuN++9ych0OhwVR07u2vHIWDf5UkW9oaAjBYFA34YMXU3A4HHC5XGKLmUrjUkEO7eCeTM6V+eZ6WL02pejswMAAhoeHMTU1pescYLPZRHU7kizY7XbhBZ6qzXmbLVUnl23EYjFRCntwcFBoX7kjBG39UtIWuRwYDAaxZUzEZ9euXaKQCEWw6G8ikZi3yOWkictAMpHFcII9MDCg6jNEwlYTwebIdIs2Go2Kfq2VORQUFKCurg6NjY2or68XhZbyATMzMzhz5gzOnj0riKzVasWmTZvg8XhEtDmRSIgtcE7AeBRcq0XW04LrLVxjsZiw/CQCTvcutxsl1xyST5FkjcDt8Miho7S0FPX19Whvb8f69etVeuJsL4C4hanf7xdVTfnrs7OzsNvtouJtPB4XpFzPwYWkKjQ2kuMRyfRIOkIyEj1qQ8Sc2oPLEqhCLY+yFxYWppxfaU4jqzxu30kyvlTVFQGotOnk9ELBIypeRTlLtEhJRcZp/qVka9LwExHnyfHFxcV5udO0GESj0XlSlNHRUTQ3N2P37t0rfj7LRrZPnDiB973vfUgmk7jhhhtwyy23oL6+HsBc8uQjjzyCp59+GkajEb/4xS+wZcuWxZ99DrEaNNt64IVX0tneZXrJycqKblTtvylxhTTFPFs/XQlWIqk8cYQKQJB8gjL99c6ViqDwbXsimNFoFMPDw4Jch0IhUXWOHpTEQhnptL3InQW00U0itDU1NXC5XCJpsKysTJdMp7o+AwMDgoTQhE4DB00oMzMzupIWYI4c2+12QarLysqEWwlpEgl8wjeZTKrSyTTBpIu6rRTi8bjqmgWDwXnkmogEkWsiPoWFhcItZHJyEp2dncKVxul0iudTaQLNZjMaGxthNptVcoDFkI+1TLA5ljI+JZNJDA0NiZ0Y7bZwdXW1kJvki4QmFovhwoULOHXqlLh/LBYL1q9fj40bN6ZcdHH5UTweR29vb9ooOBEjTsK1x04mkxgZGRGElRbcWhQUFCASicDn8yEUCglbU9JTUzSZfKqptH1DQwOqq6tTVmDMlt805ZEMDQ2J3zE+Pj5voUvfS0Sa5AVUCAd4zeGEE3Jue0gJqJTASu5I3MUkHUiiQ64lVKCKCvmkslnkji8AxFyidbIhq0U920RyVeEJ/aT7pjYgK1Ya7/k15qDgHHnNEyEnNyl60G/jhJySd1cb1pxm+84778TTTz+N73//+ykj108//TT+/M//HDfeeCN+8IMfLPYrcop8I9tUAESPPHMSnS5izMElHdqINCfUFotF5UGrtb5aKPqt9SgtLS0VxR1oJbpQohkl1xA5JPJC5Ckej8Pr9aKnpwe9vb1i+5JLXcxms3ALIW0jETB6kN8tHzjJ3q6xsRENDQ1LIgNjY2Nie93v92NyclJsSRKJJJsp7eBGbh6UXEQVz2jATdfuDocDTU1NYlFit9vzxhoykUgIrfvQ0BACgYBwC6CiHNQfaFFGkfaioiJBrqkgUHd3N55//nlhB1lYWIjW1lbY7XbV95LlIEWwqF0qKioWfc/PzMygt7dXSETWKsHmyMZEFg6Hhc47FAqpXistLRVyk+rq6pz312QyiYsXL+LEiRNCbmYymdDe3o7NmzenvbbUVnpR8HT+6jwKzj2u+dgwPj4uIt9+v3/eNaExm/JQKKGcJFKkgybSSjp1l8uF2traeY4Zy+U3TQGFCxcu6P4OYG5nobq6GtXV1aK9KVGTIpvpyLPNZhOVXCkoQjujNA5zrTb3RdebT7UF3bh7Cm8zk8mU0gOdaiRwmSYFylJZphYWFop8LrIjpCg9zzkKh8MIhUKCjJPchudTcZCpAHdhobwePm8TIefFa9JVHs0V1hzZvvrqq9Hc3Iyf//znad/3/ve/Hz09PXjxxRcX+xU5RS4u1vDwMBKJhMjM5o+FVuIctIrVI9BErLXbSJRprkeqF/pu7U3Jk1MosYdXf0sVYaRkGb7NSlv3FD0nOyqycCPrOi1Rp0QTOhej0Si2Jkl3Tt7YFI2wWCwiM5weS5lI6Br29/fj1KlT6OnpUZVO5uW1+QBNGmlKOCQJDfmF64GqUmoj1hSVzZcM9mQyiWAwKCLX1Nd52WnaSqbJkZPr2tpaIW1JJBKiP4VCIbHAAuYmDtIFayUgFRUVKaUxmbZTOoJNJbqbmprWFMHmyHZ/mpycVJWP5/28qKgI9fX1aGhogMvlyumkrigK+vv7cfLkSZGbZDAY0NTUhC1btujmJi3UVtqxMV0S7kJRcNrNI/lJIBAQRHFmZkaQSpKUkLc2jankYESJ7LRzRkmN6WQm9LoeEc9EdsXbaXZ2FoFAQPh9B4PBeWMfVWylxXZVVZXYGSQCTn9T5V4AEJIL7nBBOS00B46NjSEUCokEUKploCdvSSQSgrjywjqLqXZLtpDcDIGObzKZMDo6KqLdXKPOjQVIusglNmSbSMGtQCAgdo4pIMW/i/oO/y5emZp/P0XK6bpTm9K85HQ6RbuuBNYc2d6yZQtuvPFGfOc730n7vs997nP4/e9/jxMnTiz2K3KKlb5YgUAAjz/+eNoESUqS4KRZS6jJG1QP0WhUNzqtLcagB34z6Vkv8SIenFinsvIjmzl6UNRV60lNhWrIaoosgii6SygsLITT6URdXZ3QgZJ+j1b3elFjGrSrqqoyrgSoh7GxMbz88ss4duwYLly4gFAoJCrMAVBdL166nUeHSN+uB7PZPM9WL5MiALkaeEivSZFrv98vIvjaPkcDNP0WSvIiiU8sFkM4HJ63dR4MBtHT0wNFUVBSUoK2tja87nWvE7r5xQzu6drpcifYHMvZn2KxGHw+n9gF4ot8k8mE2tpaITfJRRlogt/vx/Hjx1W1Jtxut0imJCylrWjHT1sdM10UXOuIUlZWBoPBgFAoJIjr8PCwkFAQeZycnBTjElWZ1X4P7QIRYaS/ZrMZiURiQbs+KlqjJeE8mJCunaggEdd9awMr5BZVXV0tCDiR29nZWUG+iVymS66jNuVRXBpzqZ1o3tQ++NjNSSudLy9Kxx1VFEURgaB0IG6gtTfk+na9ZFHu4kL9hOYSSt4nW1NtEqi2vgV9J0lduGc8/11aDkI76RSY46SctzPtPGh3CRaDNUe2r7vuOhQXF+Pxxx9P+76bb74Z09PTeOaZZxb7FTnFSl+saDSKF198EVarFclkUlfekUnCWiwWm0em6bEQoSYXBy2p5lENXiqZk+tUg25BQYEglTTQkC8qJ9R8kOc6XSLXVP2L9HBUbKSxsVHobUdHR4W/tV5Eo6ysTBW1Xqo+dHx8HN3d3Th16hROnTqF7u5uBAIBFQnjC6OamhohASkpKRGRCz1QNUG+EKHPLgUrNfAoioJwOCwSGoeHh4X1F/XF6elpUUiGdOaUhU8+5iaTKaXPLwCxMOnv78fMzIwoHrF3795LKpylbScqHEJR88uZYHOsVH9KJpMYHh4WchPtblhlZaUg3svlrrEQuG0g9Y/Kykps2bIFjY2NS5ImpQJFwbkMJVUUnI8hPBJOeRFEXP1+v4p402epSBZVWySfb7Kho7GIchxKSkqETIJLDtNVkAUgIugul0uMCzTv8AquHDTOLKRfdzgcKqmZNi+FXEa4FGUhr2fuBMKJIh2b5y3xyPhC7UDBBU40KWmS5xpZLBYEAgGVI5hWxpnOb1xPz83JOI3LfHeVouNUhZmCYSTzI+kKL0BHDjQkU9KzbUzXxrxCJ4+WU7tTsJF2Dmhnml/7NUW2/+qv/gr3338//vRP/xSf+tSn5q1CFEXB9773Pdx7771417veha9+9auL/YqcIt802xzaCoL85k63bQbMRVh5ZJqTau1NQAM811WTd7PeOfGytrz0Oa3GU4Hs2/jAQFtxvHBLfX09amtrhZ3d+fPnhVWWNiJsNBqFJIQi10uRhAwPD6O7u1t44nZ2dsLv92Nqakr1nYqioLi4WPhxO51OoXlPFS232+3zrPVIT54tLOfAMzIyImQhfr9f6ECpT5JWlAZLk8kkImi8wpyeG4XJZJpnsWe323H27FmcOHFCZOVv3boVHR0dl5zI43A4hPexJNipkauJbHR0VBDvQCCges1utwu5SW1t7YrrvMfHx3Hq1Cl0dnaqbANf97rXXdJu2UKgxEEe+AiHwynzaKiYCndpisfjCAQC6Onpwfnz5xEIBATxjkajmJycFG5FtFtkNBpFLok2AFReXi6kHZWVlTAajfOSA2nnkuYRvd1c7p3NSTjtpvJrHIlEBPn2+/26Hst2u13MBRT8SNWmWgJO0sdUNInqNfAILQVIyEGEgkechFM7pAMPgJEBBenPyVCASLfWB11byIii+uPj40KaSuQ4XTE5ACLIRfyBXLu45IXIdzQaVdkvkhSSCDlVNaUidfRZ4pALRfgp6Mb5BuUUlJWV4corr0RbW1vaYywHlo1sDw0N4dZbb8XY2BgaGhrwlre8BW63GwaDAV6vF0888QS8Xi/Ky8vx8MMPo7a2dkk/IFfINdmOx+OqLGb+WGjrjrKn9SLUetox7aCtt3VJCRhEqIhQ84IyC00qhYWFIkmFCkhQZJsiKfw31NTUoLa2FjabDbOzsyKSMTo6Om+AvlRJSDweR39/P3p7e0W1N7/fLwYmSuShAYJcWshqr6amJuXNRglPWmK9EhrUbJKjsbExFbmmaAnvl2T5Sf2MFiXUXiQP4SBJDddYa5M5vV4vDh48KCJPbrcbe/bsuWTiSxHsUCiEzs5O1YRaWVmJ5uZmNDY2XtYEmyMfcgCmpqaEreDAwICKKFgsFkG83W53Vlw0MoXWNrCkpASKosyzDVxuUF4LSVHSuTpRFJzkJ8Dcwub8+fO4cOGCKKhFY3UymURFRYXw+yc3CwC681JhYaEoykJWdGazWRDQ8fFxGI1G9Pf3q5yg0hVs0zpZaSUqNFcQASfbUI6ioiKV7CRV1VgC1SXgBHx0dDRtnQJyf9LKUfjYRvM8ke+xsbGUO9F8zuNtoFdVM50Eg+wjOREnmQ15yNPv5FWLU9FESqykB5eAkJ84T840Go0pCxQBEDvg1D6USErnqnVu0bZ/TU1NToK7y+qzfe7cOfzFX/wFLly4MHeg/9fAdDiPx4Nvf/vb8Hg8Szl8TpGLCpLHjh3DzMyMcFRIB9p60iPVqQZ1SkajBEO+HcnJNH/QVpPFYhHbN6nkLFTymxduoUc0GhUaXoqCclgsFjHwFRUViQEzlSTE7XarstQXIwmZmJgQpbIpMYsSisivlbLCp6enxcqZ2qCurg61tbXzipnwkuWcXOfSR/hSyBHZdNGDiDOPXJO8h7SHFLnm/ZHINU/y4lHrdO0zMTGBw4cPo7e3F8DchLN79240NTUt6TcB+hIRmsgkwU6PfCDbHPF4XFhpkrSIYDQahc67oaFhwfLq2QLZBvb09IhkSrIN3LRpU07Gg6VEwSsqKhCLxTAwMICBgQEEg0GRsD8+Pi4W1uRP3d7ejsbGRthsNoRCoXm+3wCERpui31VVVWhqalL1KV4FVhsR53kwqcB1wSQ7i0ajmJqaEjp2bSS3oKBAJTGsrq7OyPqTdvKIrHKimipabDQahb83J+Fkf0ugaDQ9FEWBz+db0FaXjq/3WEquw+zsLMbHx1WabsonmJiYUCWLapNGDQZDSiJO0hT+0EoxeYSc7HrJX53yB7jufXJyEhs3bsS111676N95qVhWsk04ePAgXn755XkVJPfs2XMph80p8qGCJJX41ktMXEi/TUVZ6BEIBESlQa73on8bjUahMeY6ca39Ey/Soq2CyCO1PApKVnwcZDVVUVEhNNyBQCClJIQGZopc19XVLXiNkskkwuGwsASkSYPskwiJREJYPpG/Ka3WKXrAt17zpWR5JlgMOeIFMqivcHJNux20i0ERB+3Cr6ioSOg5ecR6Md7VyWQSZ86cwdGjR8WgvWnTJmzbtm1JOwJTU1PCB1srEamsrMTWrVtFboFEauQb2eZQFEVUVu3r65tXGbaiokLovFeisnFZWRleeeWVebaB69atw6ZNm/JiMacXBde2G4FkJcFgEGNjY5iZmRHJhmazGSUlJSgpKYHdbsf69euxefNmOBwOYX0YCAR0ZROVlZWwWq0i+u10OtOOE1NTUyrynWltBwBijiOPa5I2aHdWjUYjnE6nKvq9GBkid1nSVj5MtVggyZ2WhJeVlYncJ7r3qA20j/Hx8bSSELPZnJKIL6WIGeVe6V0PCsZok0Xp32R3S9Ftkp3S7rmWiKfb7QBec2Hbs2cPbrvttkX/lkvFipDttYhcVJC8ePEiSktLoSiK7na7Hmhl7ff7RbVD8ivlEWq6Abm/NkWqS0pKVOSSE2qqgkjvSQW9KChHQUEBampqhN4uFoshEAjoDuy0xUcPp9M5TxKinfRnZ2fh9/vR09ODvr4+US6Y7xCQtoySN4DXtqm4HSLX4NXX14viMRSpJv3xakA6cjQ1NSWu1+DgoBiox8bGhBY+Go3CaDTCYDCIkslcH1daWgqn0ylINdk8XcrCw+/348CBA+K8a2pqsHfv3kUnwnGCPTg4qHqtsrISLS0taGxsFJ7k+Uoi8wmrqZ0ikYgg3sPDw6oFVklJCRoaGlBfX4+6urpluZ+prcg28MSJE0JvbjAY0NzcjI6OjhUh/osBOVNoq2PyKDi5mpBLFCVGjo+PCzcPm80mothtbW1wuVxiXKAS9aFQCMXFxapx2mg0oqKiQpDvqqqqjHcleGEyLQFMUG5ExAAAb7BJREFUlzdEGmbyvVYURRWRpToNPOlyqQtzWuBoiXi6mhWUl2AymVQJmtpdbG4uoH0slKjJ5afax1Kqi3IprNb9LJ1Wnc6RIuHU/qRPp0UeSW+o/9HnnE4nvva1ry36fC8Vy0a277//ftx0001rNhKUa822FrOzswgGgypCHQgEEAqFxNa9Ftxvu6SkBBUVFaJ0q57UYzE3lF4UlMNkMqGyshJFRUWiDG0gENB1ROEuITU1NWkjPhQxmJycxPHjx+H1ekXFNH5sItWUjEdlz7VSJ0JpaSmamprQ2tqKlpYWEZVdSc3ncoD3p5mZGRW5Hhsbw/T0tJDrUOSaEqDo2vEKak1NTSoPa4fDkbWy7jMzM3j55ZfR2dkJYG6w3blzJ9rb2zMm7lNTUyqJCEdVVZWQiGjHrdVEInOJ1dpOMzMzqvLxPLpoNpvhdrsF+c5Wf9Zrq6GhIZw8eRJer1c8p2cbmI/gJcm5BJHbCXKZ4szMjBh7HQ6HWNjQTi0FUpxOp7D3I6mKFiUlJSryXVFRsegFEskh9Ii4VqqorTsRjUZVvtmFhYWoqKgQblg1NTUoLy+/pJ3NqakplRac/k3zml4iKdVm0GrD9fowT17XJmsulAdG1r+8wA3JdJaSkJxIJFQRcW11zYVcbLTVp8kxZXJyEps2bcraPbwYLBvZ3rBhAywWC970pjdh//79eOMb37jqiQlHLiYUSrbo6+uD3+8XlfUoepBqi4wkIA6HQwxIdXV1KC8vV0k9lrI6JehFQbXnQIVIyLczHA7rVqviSYXpXEIowkJ6TNJXU7Y5Raij0aiICpC+mgYFiqKQho7cL2w2GxobG9He3o6NGzeipqZmyW2Tr6AowNmzZzE0NISBgQGMj4+LiFI4HEY8Hhf6N06uKysr0djYiJaWFrjdbpFAtRxOD4qi4Pz58zhy5IiIPnk8HuzYsSOj3Z1MCHZTU1Pa6NhqJZErjbXQTolEAoODg2JM4UTDYDCgpqZG6LwvReqRrq3C4TBOnjyZ0jYw3+RoqUBjNBFwn8+Hrq4uDA0NqZL+SKpBeS8ulwsulwsOhwOVlZWIx+Mi4EIyDyq+opfgaDKZhBUhEfBL8V7nZd315BAUpSWCSpJDOhdK/ne73aivr0dTUxOampqyIi2kSK6iKOjt7RVEPB1BLi4u1iXhqfIF+O/nJHyhHQFtoiaRcLLoW8pv17q38OvBXWz0YDQasWXLFmzfvn3R33upWDay/Td/8zd46qmnMDIyIhr8zW9+M/bt24e9e/cu6WTzCSs9oQwNDeGHP/yhKA6jBzKl5wb+VF53sZHphTA9PS0IP0VBOUiOQtICGoy0yEQSAkCUmSVHEK/XK2yoSN9FW3zRaFQkRlitVhGxLy0txezsrHBUicViKh16RUWFSOKpq6vLuzKzlwqqItff34+uri54vV5Eo1H4fD5VURheYphKuTc2NqK5uRnt7e1wu93zfGmXC6FQCAcOHBDb6xUVFdi7d68ow54K2SDYHGuBRK4E1lo7KYqCUCiEvr4+9Pf3z/tt5eXlQuddWVm5KPKQSVuRbeCFCxdEYKK0tBQdHR1oa2tbNXI1LcbHx9Hf348zZ87g/Pnz6O7uRjAYFGSJkt/IoYgIG+3E2mw21NbWoqqqSjiFTE5OiqqSejukVPWS5keHw5GV4IBWDkHJgrTLTIRQz8e6tLQUtbW1YufE4XCIiOxCriFaaPsTVc3UVs5MJ9EgG91UXuF6IImQnmNKumRV8lHXkvDS0tIlJwknk0nhZ663S5FIJFBXV4c3v/nNSzr+pWBZNduJRALPP/88Hn30UTzzzDPC+quqqgr79u3D/v37sXHjxqUcOudY6Qmlv78f3//+91FYWAhFUVS+oHV1dXC5XMI2aTlAmmdKatT+fm73ZzQaEY1GdW800rVR5FobGUomkxgdHUUwGERfX5/QV1NhHLIIIlKdTCZFtJU7WdTU1AhLoWg0KsrRUpS/uLhYJLmQFZjT6Vw1EaNMEI/H0d3djc7OTly8eBEDAwOqMsUzMzOifDA5xdjtdtTU1KCpqQltbW3weDw5SdSKRqM4evQozp49C0VRYDabsX37dmzYsCHlBDk1NSWSXf1+v+q1pRBsjrVGIpcLa72diCT29/fPS6QtLi4WEe+6uroFgxuLaavp6WmcPXtW2AYCc8l8K20buFyIRCLo6urCiRMncPr0aQwODgo3lJKSErHop0JXsVhMJF0SAadxq7a2FlarFTMzM0J+otfOBQUFwga2pqZGyBqzCZJDjI2NiX7j8/kwODioK4egMZgIaEVFRUZe4kDm/SkWi6X0Ck8FCuRpEzMXWhDwRE1Owheyb6RETSLf/LHUvk4uNi6XS9drfbmxYgmSMzMz+I//+A88+uijeOGFF4RJeWtrK/bv34+Pf/zjl/oVK4pcTCj9/f2icMByRxaj0aiKXIfDYdXrsVhM+GECc4OK9qYjSQhFrbWSkJmZGYTDYQwPD4vIkd/vx8TEBKamplSkmmQgRqMRdrtd5WBBDiBUwYsSJkgrzs+roKAAdXV1wmd3pSK0y41kMolgMIiuri50dXWJpD/K1CZyTdUY7XY7KisrUVtbi7KyMrS1taGlpUVMVLlEd3c3Dh8+LCLtLS0t2LVrl+61mpycFBFsPYJNSY6Xauu21klktnA5tdPs7KwoH+/z+VQJbAUFBXC5XELnrRepW0pbxWIxnD9/HqdPn1a5Uq1fvx4bN27M+b2bDUQiEfT29uLcuXM4d+4cQqGQqDhLVSsrKipgs9lEVJn7SxP5phyS1tZW1NTUiEAO5aDoJRyWlpaKuaq6uvqSddbpMDIyIoID/f39Iq+I29xRsrmeTapWl1xfXw9FUURBm8WCiuFpSXgqD3Zgrp9rCTjJU9PtGugV8uFR6HTQFt7Tq2SdDmuugmQ6RCIR/O53v8Ojjz6Kw4cPw2Aw4MyZM9n8imVHviVIXipisZiQhQwNDSEUCqluMEoQKSgogKIowl+bI5UkRFEUYQ03NDQkbPZCoZAg1lwCQhFx2tIiJwsqD2s0GsXNTS4gXL89MjKiShax2Wyor68XFSazKafJBWZnZxEOhxEKhdDd3Y3u7m74fD6MjY0hHo8LYk3kury8XGTvl5eXw+VyobGxEbW1tVi/fn1azd1KIhKJ4ODBg/D5fADmtn31yqynI9jV1dUiyTGbvsmXE4m8FFyu7ZRMJjE0NIS+vj54vd55W/XV1dVCbkKe/5fSVslkEl1dXTh58qTKNrC9vR2bN2/OC9vAbCASiWBkZATPP/88zp8/L7y5FUVBYWEhqqur0dLSgqKiIrHjqlf4hmvBiYA7nU5MTEwgEAhgeHhY1/nKbDaLYjtEwpdrF2FqagrDw8PC4GBoaEhVWp3Gc4rok6yGFgPaOU9b0GcxhJSDCpNxZxQqZZ8qOk05WloSrq09oQduJ7vYgn3pCvnQ915WZNvr9eKxxx7Do48+iq6uLkm2F4FsdZR4PC5u7KGhIQSDQXHjkO4pkUgISx0qe8qhJwkh/+5wOCyKSZCme3JyEhMTE6potaIoYpVeXl4urOFKSkpQWFgobNe4X3VpaakoVuH1euH1elUaPdoxIWu+xVrC5QvIWYXaMxgMqtpzfHxcyGPID91sNotEWMrKdzqdotpmTU2NKsqWD+QoHo/jxIkTacus54Jgc+RDO60GyHaaA+WX9PX1IRQKqV4rLS1FQ0MDtm7dCovFckmR01S2gU1NTdiyZUve2QYuBdSnIpEILl68iCNHjuD8+fMiKZDes3nzZnR0dMDhcCAcDgsZ4tDQEMbHx+dFsg0GA5xOp1gENTQ0oKSkRHh+UyEzLXjJ+cUWTFsMKMeGKl3yGhNUA4MS2AsLC1FWViaklulgtVp1SXiqCtKpQNFpLQkfHR1NW7CHvMK1CZqZRONjsZguCR8bG0trjWg0GgURv+KKK1BVVZXx78wWVoxsh8NhPPnkk3j00Udx7NgxAHMDxfbt27F//368//3vv9SvWFGsNrKdSCRE4ZqhoSEMDw8Lck2ZxolEQnR4m82muvH0JCGxWEwQQSK9fr9fWBRNTU0JUk2yIdJiEbEmJxQqAsOj1Q6HQ7UKj0Qiwp7L7/fPi1xQprfb7c6oqE0+Qc+7NhQKiW08ItcU5UgkEqLMORVXqKqqEjZatbW1glyn0yHmmhylK7NOBJtX2iOsBMHmyHU7rRbIdpqPyclJlVsSjVslJSVIJBIiZ8Tlcl1Szs3Q0BBOnDghdoaA1WMbmA56fSoSieDcuXN4+eWXceHCBZXlXXV1NbZt24arr74adXV1Yp7q7+8Xsg2fz6ebKGg2m1FZWSm0906nE8lkElNTUwgGg7oSByo5T2PwcuVOJRIJoUEnAs4JZklJCaanp0VyZXFxMcxms7A0XMg5BIBKtqIl4pnq2fUK9hAJT+WYxgNuWhKeaVuSh7qWhGurijocDrztbW/L6JjZxLKS7enpafzhD3/Ao48+ipdeegmJRAKKoqCtrQ379+/Hvn37UF9fv5RD5xz5TrZJw0tuIcPDw2K1OT09LaKiRqMRJpNJ2PIRuCSEPEvHxsZExMbr9YqkipGREUxPTwtSTSSQVtvkt0xbW9oiMA6HQ/dGTiaT8Pv9gmBrkxrKysqEPKSmpka1PZXPk/7U1JTKi5b8aGlQ5wNFLBYT0ZtYLCYWPVQ8hywda2trUVdXt+hKZrlqp8nJSRw6dGhemfXKysq8Idgc+dyf8gmyndIjGo2KHT+6/wkmk0nkkzQ0NCxZf71WbAMJC/WpSCSC48eP49ChQ7h48aKK0NXX12PXrl3zil6Rywwlj9NCSOunTRFRmmvIpSoWi2F2dla37LpeyfnlkPUoioKRkRFBvEkSo0V5eTlqa2tFFJ6T4XRe4lpQxWotCbfb7Rn3VUoW5e4oo6OjaRcB1P7aBM1Mo/CKoqjm1ebm5rXls/25z30OzzzzjBD619TU4K1vfStuueWWvHAgOXz4MJ555hmcPHkSp0+fxsTEBG677TZ84xvfyOjz+Ua2k8kkQqGQiFz7/X7E43Gx1UPbaAaDAcXFxSgrK1ORMpKE2O12MZhw2cL4+DjC4TDGxsZEKXci61SYgIg1ZSnX1taK6oFErhfKXqbiEl6vFwMDA6qVu9FoRG1trSDY6QawfJj0SevGSx2Hw2HVoDY9PS0GH3JLASBK1wJQZWWXlJSI7HmKXF/KwLHS7aRXZr2lpQXl5eXwer3zCDY5DDQ1NeU0mTUf+tNqgGynzFFWVoZz586J5HBt1JQirI2NjUuSwq0V28DF9KmxsTEcPnwYhw8fRm9vr1hsGI1GtLa24sorr8SVV16pO5Ykk0kMDg6iq6sL3d3dYkE0NTWl2kWlBD1ybqJjUd6RnllAcXGxKvq9UMn5pcDhcKC3txfDw8Mi+q2nQ7fZbCKQRgnyBoNhQS/xdCgoKNAl4lpdeSpMT0/P04OTa1YqWK1WXYeUhYJNa06zvWHDBtjtdtx4443Yv38/9uzZk1cr6rvuugsPP/wwiouLUVdXh4sXL64qsq0oikg4pMg1EWC6UWZnZ2EwGIR/JWl1TSYTKioqRIl1g8GA0dFR9PX1qYghEXQaQEi3XVxcLJxA6MZ1uVwigk1R10w9TGmLT49sFRUViW3Wurq6jFezK31Dca06/6uNekxPTwv/UVoMJZNJxONxIbuh60XG/+QaQtGJbK7KV7KdeJl1imQ4HI55SS/5QrA5JInMDLKdMoe2rUZHR4XOWxuhpHLcVI1wMf7QMzMzOHPmzKq1DVxqnwoGg3jxxRdx5MgRDA4OiufNZjPWr1+P3bt344orrkhLziKRCIaGhtDT04Oenh74/X5MTk6K8u3AXMSXO4MUFhYKY4BYLIZYLIbi4mIVuSbbWU7AL3Ws02unmZkZkZtFxcq0dI4STanUPPmWc8TjcVVFR07EM6noqEfCM/ESn5mZUdkUkjQlHfkvKirSlaNQ9H3Nke3f//73eNOb3pS3N/KJEydQVFSE1tZWnDhxAu95z3vynmxT5z537hz8fj9mZ2eFJITK4pIVD+9cVBzAbDbDaDSKao9UJXB0dFQkLsZiMRQUFMBisaCwsBAlJSWCPPOSujxavdhrHI/HMTQ0JCLYWu0ceV/X19cvulAEYTlvqImJCZWumhYmeiCtWCKRwOzsrBh8yXh/dnZWRa5tNpsg1yQLWc57aCUGnpmZGbzyyis4efKkkMxQEiddWyLYzc3NeWlfJklkZpDtlDnStdXU1BS8Xi/6+vowODioWrRbLBYRgHC73RmPD7FYDBcuXMCpU6fm2QZu2rRpyYVElhvZ6FNerxcvvPACXn31VZV0hxYde/bsgcfjWTAqSuR1eHgYAwMD6Ovrw8TEhCDgFDjgEouSkhKRzEiBlYKCAlitVhQVFancRLTR78UsqjJpp1gshkAgIKQnekmg5D/OncXS6abJS5w7iBAhz6SiI1+oLOQlTohGo/O8wkmfnQoka73iiivmOVytBHLiRpJvePXVV/OebI+MjOCRRx5BPB6H3+/H+Pg4pqamhJ8obdfMzs7CZDKJLHcq5UqkcGxsTERQFUWBxWIRxJr8q0njRcSatNWXQoImJycFuR4cHFTd4OR9TQQ7G9HMbAzQiUQCo6Oj82QgqbKeS0pKUFxcjGQyiVgshqmpKUxOTqqqaxG55lWzKKpAkeuVXKAuJzlSFAXHjh3D008/LYo4VFdXo7GxEWazGbW1tSKCnY8Em0OSyMwg2ylzZNpW5LxESZbcecloNIqxs6GhIaNchmQyiYsXL+LEiRMq28B169Zh06ZNeWcbmM0+pSgKzp8/j5deegknTpxQBXrI0WTXrl3CTnAh6CUt0hxL4//k5KRKZmG32wFAzOG0u0n+4FarFQUFBSI/hxPwdAuipbQTyU/5+WurbxoMBlEorqamBtXV1RkvzLiMlUfDMylso+clzhcxejKoeDyesmAP0diKigrccssti2il7ECSbawOsj08PIy///u/h9lsRmFhoVj1zczMCCnI9PS0iJjSSo9W1CaTSchAeEnWmpoauN1uNDY2isRFu91+yZIfRVEQDAZFcqO2KM5ye18vduChAjs8aTGVjyh5iDqdTlitVsRiMczMzIhBi2dDc3JND663rqmpyWlZ+OUgRxMTEzh+/Diefvpp4YxgtVrR2tqKdevWrRqCzSFJZGaQ7ZQ5ltJWiqIgEAgInbdWk1tRUSF03gvZ/qWyDWxubkZHR0fe2AYuV5+KRqM4efIkDh48iPPnz4uoNJHcjo4ObNu2DY2NjYty4hgbG1PppskNgxNwcv6iipFFRUWYmJhQ5VeRNzgR8KKiIpSWlqrINy85n412ovMn4k1F5rSgMvMU+V7KAo0qOuqRcK2DiB4W4yWeSCSEBKWxsTEn+QpZI9vXX389DAYD/vVf/xUNDQ24/vrrMz4Jg8GAp59+OuP3ZxurgWyPjo7in/7pnxCPxzE7O4vJyUmVjISipgBU0WrSL1VXV4tMdxqIy8vLs9rpotEoBgcHRUU1bXJDdXW1iMAst/d1qoGHMrGJUBPBTqUBKywsFFr0iooKUQaYe5RryXVJSYnYbaAFDY9c55Jca5GtiWx8fBx9fX3o7OzE0aNHhUbSZDJh27ZteN3rXoeWlpZVRbA5JInMDLKdMkc22ioSiQid9/DwsEo7W1JSIpxNamtr0471+WwbuBJ9KhKJ4NixYzh8+DD6+/sF8SZXri1btmDDhg2LIt6EqakpId0IBAIIhUJIJpNQFAUzMzNC/00yz4KCAthsNlX+1fj4OGZmZgTxJhJeWlqKuro6VFVVYd26dTCbzVkvOT8xMaFaPOhdC6vVqkq6dDgclxywm5qaSknE03lq0/mksjCsqalZ3ZrtDRs2AACefPJJtLS0iP9nirNnzy7q/dnEUsh2MplclJ7qUtHT04MvfelLCAaDwiaOtNVFRUWwWCywWq2oqqqC2+1GQ0MDmpub0dzcDKfTuWxWN1Ral7SFWu/r+vp6NDU1oaGhIeuDwEKIx+Oi0iJ/pFoxl5aWwul0qh4WiwWDg4MYGBgQRXS4bdHs7KzKmsjhcMDlcqGurg4ulws1NTWrvmJlKoyPj+PixYu4ePGiKALR1dWFaDSKsrIy7NixA7fccktOCghISFxumJmZQV9fnyj/zcc5s9mMhoYGNDU1obGxMeV8EAqFcOzYMXR1dQniXlVVhW3btqG5uTmvTA6WA4qiYHBwEEeOHMHhw4dVkV2SV15xxRVYt24dmpublzSn8YJyfr8ffr9fRR5Jgmg2m1VFj7hlHxHPeDyOoqIilJSUiIfb7UZzc7PYPc12yfnZ2Vn4/X4MDg5iaGgIgUBg3g6wxWIRASYKMmUzsEeJk9wml/6tlcFo0djYiJtuuilr55JN5K2MZM+ePRgdHc34/ffddx/27Nkz7/nVENk+ceIE/vZv/1bcfHa7XZA6ilbX19cvu/8w974m4slB1dH0vK+XE1rvavKz1eu6JpNJRKr5X4vFMq9sPf1GupGj0aiwOaTItcvlEgNbdXX1qiLXi40ajY+PCx/sYDAIYM5hpaenB4qioKKiAk1NTXjDG96QkySU5YKM2GYG2U6ZYznbKpFIiF1GHqkF5naSa2trxTitJwHIJ9vAXPWpWCyG3t5enDhxAqdOnUIoFMLU1JRwEqmursaGDRuE9/9Sg0mKomB0dFRIN8gzW/seql1RUFAAo9GIaDSKYDCokp4QHzIajSICXlZWhsbGRjQ3N8PlcmW95Hw8Hp+nW9cWrzEajUL+QvPkcuUmURGfVF7ii1VeZAurWrP9t3/7twv6P3L8yZ/8Cdra2uY9vxrINgC88MILKC8vF8kKK0VkZ2Zm4PP54PV64fP5lux9nQ0kk0mMjY2pKiyGQqF5q9mSkhJMTk4Km0Ii1FS1kvtZc0kIeavSzRmNRlFUVKQi17SQqK2tRVVV1aoi11pkMpHpEWxg7lrMzMxgYmJCFCbasmULtmzZsmo8fDOFJJGZQbZT5liptuL5M319ffO+s7y8XARstO5P09PTOHv27DzbwM2bN2PdunUrksydD31qYmICXV1dOH78OHp7ewXxLioqEnUPWlpaxM7Bpe7iTk5OCvIaCAQQDofnBY4sFgvKy8tRXFws7PW6u7tFwTki4TzqTA5j5P7U0tKClpaWrJacTyaTqmI7fr9f1y/b4XCoki5XwuY1FouhqqpqUUHabGFVk+1sYbWQbWDlBp6RkRGR3BgIBFQ3Onlf19fXw+VyLduAG41G5zmBjI6OzvOuBuaiNVRUp6KiAi0tLTAYDPM0wtqy9b29vRgZGRGR61gshsLCQuEW4nA40NDQIAaF1U6utUjVn0ge1NPTg1AoJJ6nqFhRUREGBwfFIoeXWV+LyIcJfzVAtlPmyFVbjY+Pi4j30NCQamwvLi4WxJsnrsdiMZw/fx6nT59W2QZu2LABGzduXFbbwHzrU36/H11dXThz5gwGBwcF8abkxaqqKiGfzAbxBuban6z6KPqtlUNSoqXT6YTNZoPJZMLk5KRK0z8xMTEvMEUVpF0ulyDg7e3tWb2mkUhERb611aDp/LnfdzYXABxrzmf7yJEjOHjwILq6uhCJRAQZam9vx549e3DFFVcs6YSXA5Jsv7btmMr7uqKiQiQ3LtX7Oh2o7Lu2qI4ezGazSgJCdoWcBFM7acvW9/T0CAtEKllPZWiJXNNEQ+R6rUVpOXh/WohgNzU1oaqqSkR3gLkdhCuvvBLNzc25OP0VQ75N+PkK2U6ZIx/aanZ2Fj6fTyS1813LgoICuFwuITchW9Ouri6cPHlyxWwD86Gd9BCPx9HX14euri50dnaKnKCZmRlUVFSgqqoKFRUVqKurE1KTbOVOaaPHw8PDMBgM83b6KSGwuroa5eXlSCQSGBoaQnd3t8izohwwLSorK+F2uwUBr6+vz4pTGTAn++SyE73IPSWnEvmuqKjIym7+miHbZ8+exV/+5V/izJkzADCvAelCbd26Ff/rf/0vtLe3L+Z8lwWXK9mmwglUkp2vlE0mk8r7Olta8MV6V9tsNhWpXsiaMJlMIhwOY2pqCmfPnhXEkbRbsVgMZrNZkGvSGJMspLKyck2Tay1MJhNeffXVtAS7qakJhYWF88qsb9q0Cdu2bcsrd5XlQr5O+PkG2U6ZI9/aisqVUzVfbcClpqZGuJuUlpamtA3csmULKioqsnZe+dZOepicnMTFixfR2dkpCsZRMj5Fu0tKSpaFeBMKCgpw7tw54Xyi12ZULZIeFRUVItG9p6cHfX198Pl8unZ/FosFZWVlopJpc3MzKisr4XA4LnkOiEaj84rtaHewCwoKVOe+1PyoNUG2jx8/jg9/+MOYnp5GcXEx3vCGN2Djxo1wOBxQFAUjIyM4c+YMnnvuOUxPT6OkpAQ//elPsWnTpkv+IYvFyy+/jAceeAAAEA6H8eyzz6KxsRE7d+4EALS2tuKOO+5I+fnVSLYVRUEoFBKDKSdXwFyUkqLX2fC+Ju9pXlRndHRUN2nRaDSKqpQ8ar3QgKQtW9/d3Y1gMIhoNCq22qigAJHrlpYWlSxkJV1l8gE8gj0zMyOiIQaDAXV1dWL7k7YReZl1YM7C8aqrrlp2+8Z8wmqY8PMBsp0yR763VSgUEjpv7VxBifCNjY1IJpM4efLkstkG5ns7aUGuTN3d3WLuC4VCIkmwsrISFosl68Rb2040B9IjGAzOk54YjUZUVlaKCHJVVRWKiooQDAbR3d2NixcvimDc5OSkau42GAzCJ7yurg6NjY1wuVxiHqfiPUtBIpEQdSvI8YRyBvi5U6IqRe8zkeyserKdSCTw1re+Fb29vXjnO9+Ju+66K2U0dGJiAl//+tfx4IMPoqWlBY8//viKE56HHnoId999d8rXd+/ejZ/+9KcpX18tZDsWi6miFdpEBdKXNTQ0LDkaoSgKIpHIPO9qngHPUVRUNE8GUlZWlnEfGBkZEbZDXV1dCAaDQhZCBXyqq6uFR3ZLSwvq6upQU1ODysrKy45cA6klIlShiyLYfLCiMusXLlwAMBcV2blzJ9atW7fmLcC0WG0Tfq4g2ylzrKa2mpiYUO2CctkB5fDY7XYRzOG2gR0dHWhsbFzymLGa2okjkUigv78fnZ2d8Pl8mJqaEkEnijCXlZWJXeRLJd4LtROvFkkPvcTFsrIyQbxrampQWlqKeDyOQCCA7u5ukYQZDocxOTmpch6hgnt2u13kOzmdTlUQbSlBPK1ji9/v1zXHoHMn8q1H+Fc92f7973+P/+//+//w1re+Fd/97ncz+vJPf/rTeOqpp3DPPffghhtuyOgz+YJ8JtuRSEQ4h2gHRrPZDLfbjfr6erjd7kUnQcRiMSH94H/TeVcToaabbbFZx2NjYxgcHMTg4CAuXrwoSuJGIhFRiYuM651OJ1pbW7F+/XpYrVY4nc7LklwDc/2gp6cHPT09qgqeBoNBJMNcccUV8wZcRVFw4cIFvPLKKyKa4PF4sGPHjhX3Ss8XrNYJf6Uh2ylzrNa2IltVCuDwiCMl283MzGB8fFxI8srKyrB58+Yl2Qau1nbimJ6eRnd3Ny5cuICRkRFMT08jFAphfHxc1MewWq0wGo1LJt5LaadIJKIqWKO18gXmkmaJeFdXV4s5dXx8HIFAAF6vF93d3RgYGMDk5KSolKkoCoxGI2w2m6rao5YPLDUKPjExoSLfeg4jJSUlKt03ubmtarJ9991345FHHsFTTz2FhoaGjL68v78fN954I2699VZ8/etfz+gz+YJ8ItvJZBLDw8Mi8qC9Yex2u0hyqa2tzZh8Tk5OqpIWw+GwbhYxMKen0vOuXoqWKxKJYGhoCAMDA+jq6ppHro1GI+x2uyiZ3traKgrI0ECwFgbopSATgs0z5LXtFA6HceDAAQwPD4vXr7rqKlRXV6/sD8kzXK79abGQ7ZQ51kJbUd0FcjfhSe3RaBQzMzOYnp6G3W4X1Q83b94Mj8eT8dywFtqJIxwOo7OzExcvXhTtEwqFRA0HcrxaLPHORjvNzMyoHE/0CtaYTCbhmU1l4wsLCxGLxRAMBoXbF9lMUon6qakpxGIxFBUVwW63i13V4uJiFBYWCuK91Cg4VXYmAk6VOjksFgt27doFj8dzSe20FGSNbO/fvx/JZBKPP/74ok7g5ptvhslkwm9/+9tFfS7XyDXZpixyimDz6AIlt1Fy40IWOuRdTVtcFK1OVYnJarWqJCAVFRUoLS1d8jbhxMSEINeUYEKykEQiIYr4lJWVobKyEq2trXC73WkzlNfaAJ0OiyXYHNRO0WgUr776Ks6cOQNFUWA2m7F9+3Zs2LDhst0Z4Lic+tOlQLZT5liLbTU6Oiqs5ihxMpFIiIQ9q9WKiooKVFZWYuPGjRnZBq7FdgLm5l2fz4fOzk709/cjmUxienpajOHFxcWi7HkmxHs52imRSAgCTZ7ferzA4XCoEhcpUj02NibIO/3l0e/JyUlRhZnIt81mEyS7tLR0nkFCpmYNJH3hBJwSVm+++ebsNVKGyBrZ3rt3L3bu3In/83/+z6JO4M/+7M/wyiuv4MCBA4v6XK6Ri5s/EolgdHQUp06dwvDw8DzvayrTns77enZ2ViUBIe9qPesf7l3tdDrFFsyl+m9OTU2pyLXP5xNuIUSuqQS60+lEe3u7KCRTUVGREalfqwM04VIINofD4cDRo0dx6NAhobFvbm7GlVdeuSJFBlYL1np/yhZkO2WOtd5W5HZFFnMU+RwYGEA0GoXD4UBlZSV27dqFK664IqVt4FpvJ2AuKtvd3S1ykIA56cn4+DiMRiOKi4vFeJyKeK9UO42NjaksB/V2u61WqyDeNTU1cDgcouplIBBQPSi6zyPgiqKICLjdbldxDovFMi8CnkkUnOwS6+rqUrqfLScyIdsZxfEnJiaWpLux2Wy6NjMSaoyMjODRRx9FcXGxSAxwOBwiubGqqkpFQhVF0fWuTtXW2g5M5DobNngzMzOCXF+4cAFer1cUkSGSb7PZRFIGkeva2lqxspeYG+SIYPNBlQbfxRZRiEQieOmll3Du3DkAc3KjvXv3rqky6xISErmB1WqFx+OBx+NBPB4XOm8i3z6fD2fPnsW5c+fw+OOPY/PmzXjTm96UsQx1LaGoqEhE+kdHR4XMhEjm9PQ0xsbGYDKZYLFY4PP54PP58NJLLwnivVK1S8rKylBWViakGNPT0yrbPiryQ3MV8JptH8lPNm/eDLPZLBIfuXSFyHs0GsXU1JTwEzeZTDCZTLBarZienobf71edF88PIy7Do+DkXlJSUpITsp0JMiLb5L27WBiNRt2KgBJqFBYWwul0ChLMva/j8ThCodA872qeJcxBmcJa7+psYXZ2Fn6/Hz6fDxcuXBA6cl46lkrGVldXo62tDQ0NDairq0N5ebkk1wwLEezm5mY0NDQsKnExkUjgxIkTOHHiBIqKimAymdZsmXUJCYnco6CgAI2NjWhsbMTVV1+N4eFh9Pf34/jx4zh37hxGRkbw/PPP4/nnn0d9fT2uuuoqbN++HU6nM9envuIoLy/Hrl27sGPHDpG31NfXJ3jSzMwMotEojEYjTCaTIN7Hjx9HaWnpsvl4p0JxcbG4tsAcHwkGg6py85RUOzAwAGBuB5YK/9TU1MDtdgvyPjMzIz5P0W8yYOBSGyLfBoNB7OTTji/BYrGoyDc5n+UrMpKRbNiwAbfddtuiEx3vvvtu/OY3vxFFcFYLcrWtVVRUhK6uLlXEemxsLK13tdZmL9vl1cnP0+fz4fz58+jt7RWyECLXVqsVpaWlqK6uxrp164SX93KR69W89ZgJwV7qYOrz+XDgwAGRyLR+/Xps3rx5zZZZzxZWc39aSch2yhyyreYwNjaGU6dO4cUXX0RnZ6eYy2w2G9rb2/H6178eDocDtbW1l20wIBqNCpkJJa8Dc8S2qKhIyC5o1zsbc0W2QNFrbjmoVx3aZrOpdN+0q03yD06+tZ+PRqNIJBKwWCxCTpKKtjY2NuK6667L/g9dAFnTbG/YsOGSSJMk2+kxOTmJ3//+94jH47r+kpfqXb0YxONx+P1+DAwM4Ny5c+jp6ZlHrouLiwW59ng8InJdVla2IpHr1TaRjY6OCoLNLYyyNWhOTk7i8OHDYtVvtVqxe/dubN++fVW1U66w2vpTriDbKXPItpqPQCCAZ599FkePHkU4HEYymRS5QlQ6npy1ckkgc4lIJCJkJlwWSuXYE4mEqsYFzSEtLS1oaGjIi3bLpFy7xWKZ53pCRHpqagrBYBB+vx/BYBDBYHCeQoIWIETAFUXB7OwsmpqasHfv3hX7rYSsku2lwmAwSLK9AEZHR/HII4/AarUKmz1uFm+1Wpftuymr1+fz4dy5c+ju7sbY2BgmJiYEuS4qKlKR66amJhG5zgVWw0S23AQbmNt2O3PmDF599VXEYjEYDAZs3LgR27dvh9lsXhXtlA+Q7ZQZZDtlDtlWqTE9PY1Tp07h4MGDos6CoihwuVyorq6G2WxGbW2tIN6X486coigYHBxEV1cXent7UVhYKAJxZWVlKCwsxOzsrMoKOB+JNzBXv4Oi1hT91spgDQaDqBhJD+I9VLCHO5/oBSWtVit27tyJtra2FfldHFkt1345IReD5OzsLCorK3W3YLKJZDIpyPXZs2dF2dnx8XGx+rRYLKJa07p169Dc3Cwi1/mAfJ3I0hFsl8slNNjZGAT1yqzv3btXVSk0X9sp3yDbKTPIdsocsq0WRiwWw9DQEF588UUEAgGEw2GMj4/DbrejtrZWSCLLy8vR2NiIhoYGVFZWXnZ5P1Rs7siRIxgaGhLPm81mVFZWwmw2C8MEwnLMOdmCoigiMZLItx55ttvtKtcTvnM+MTGhin6T77bT6cT+/ftX+idJsr1U5NpnO5ugVaHX68W5c+fQ1dU1j1ybzWZBrj0ejyiBnq8RhXyayFaSYANzCSZHjhzB+fPnAaQvs55P7ZTPkO2UGWQ7ZQ7ZVpnB4XAgGAzi4sWLOHnyJMbGxjAzM4NIJILCwkIUFRWpxk6r1Yr6+no0NjaitrZ2SeXBVyOoP42Pj6OrqwtdXV2qwJzdbkdNTQ2MRiMCgcCqId6EiYkJle6bW94SCgsL51W7pOsfj8cRDofhcrlSVrxeTkiyvUSsZrKtKArC4TD6+/tx7tw5dHZ2CltAutQFBQWqyHV7eztqa2vzllxrkeuJbHR0FN3d3ejp6Zm3jUeDWmNjY1aTVanM+pEjR0ThgYXKrOe6nVYLZDtlBtlOmUO2VWbg7aQoCvr7+3HixAlV0ZySkhKUlJQgEomo5AcFBQUqrfdiXJtWG7T9SVEU+P1+dHV1oaenR9UutbW1qK6uhqIo8Hq9q454AxCe3bzapZZEk90fRb6rq6tRV1e3usu1X25YTWSbsoH7+/tx5swZdHV1IRQKYXJyUkWuS0tLUVtbuyrJtRa5mMhGRkZEBHulCDb/7pdeeklVZn3v3r2oqalJ+zk54WcG2U6ZQbZT5pBtlRlStdPg4CBOnjwJn88nnqurq0N1dTVmZ2fh9Xrn1ZWoqakRxDtfJI/ZQrr+FI/H0dfXh87OTmG/B8zN+01NTaiqqsLMzAx6e3tXJfEG5nbow+GwKvrNE0UJHR0d2LVr14qfnyTbS0S+k+2xsTH09fXh3LlzuHDhAoLBoGrgMZlMsNvtqKurg8fjQXt7O+rq6rLqt51LrNRElo5gu91uMUgtB8EG5rR6R48eVZVZ37ZtGzZu3JiRE42c8DODbKfMINspc8i2ygwLtVM4HMbJkyfR3d0tgkdVVVXo6OhASUkJvF4v+vv7EQqFVJ8rLS0VOu/q6upVr/POtD9NTEzg4sWL6OzsVFV/tNlsaG1tRVVVFcLhcErr2XxLrkyHSCQiot5+vx+jo6NwuVy48cYbV/xcJNleIvKNbEciEfT39+Ps2bO4cOECAoGAilwbjUZBrtetWwePx7OmyLUWyzmR5ZpgE3p6enD48GGROLKUMutyws8Msp0yg2ynzCHbKjNk2k6RSASnT5/GhQsXhA1cWVkZOjo60NraiunpaUG8BwcHhZMWMOemRTrvuro6mM3mZfs9y4Wl9KdAIICuri5cvHhRVVWRis1VVFRgYGBAl3ivlog3RzQaRVVVlWreXilIsr1E5JpsT0xMCHJ9/vx5+P1+VbauwWBQRa49Hg9cLpeqfOlaRrYnsnwh2MDcpHLw4EGxfWq327Fnzx7U19cv+lhyws8Msp0yg2ynzCHbKjMstp2mp6dx5swZnD17VhBIq9WKzZs3w+PxwGw2i4qGfX198Hq9KqJpMplQV1cn5CbLaaubTVxKf0okEujv70dnZyd8Pp/YITCZTGhoaEB7eztKSkrQ19e36ol3ru47SbaXiFxcLFqBHjlyRJdc22w21NXVYf369ZcdudYiGzfUyMiISHLk220mk0kQ7Pr6+hUh2IC6zHoikYDRaMTWrVvR0dGx5Ix7OeFnBtlOmUG2U+aQbZUZltpOsVgM58+fx6lTp4R212KxYMOGDdi4cSOKi4sBzGl9/X4/+vv70d/fP89at6qqShDvTAhTrpCt/jQ1NYXu7m5cuHBB5Z5ltVrR0tKC9vZ2GI3GlFWO8514S7K9yrDSF6uzsxPf/e53YTKZxCqcy0I2bNgAt9u9KAnBWsZSbyjSquULwSZoy6y73W7s2bPnkhNY5YSfGWQ7ZQbZTplDtlVmuNR2SiQSKttAYG48X7duHTZt2jRvDB0dHUVfXx/6+/uF4wnBbrcLuQnZ6OULlqM/hUIhdHZ2oru7WzhcAYDT6UR7eztaWlowOzu7qoi3JNurDLlwuvjHf/xHOBwO1NfXY8OGDaivr181W1wrjcXcUPlKsIHUZdabm5uzcnw54WcG2U6ZQbZT5pBtlRmy1U56toEGgwEtLS3o6OhQFfsiTE1Nwev1oq+vD4ODg6qS4BaLRRBvl8uVk/mBYzn7UzKZhNfrRWdnJ7xer9C7G41G1NfXo729HfX19RgfH1+QeC+XI1emkGR7lSHXmm2J9Mgkgz1fCTaQusz6tm3bsnpOsj9lBtlOmUG2U+aQbZUZlqOd9GwD3W43Ojo6UFdXp/uZeDyu0nnzSC85ddTX16OhoSEn8s2V6k8zMzO4ePGisBAmFBUVCZmJ0+nE2NhYXhJvSbZXGSTZzm/otVMoFBI3P9flcYLd0NCQ80z0TMqsZwuyP2UG2U6ZQbZT5pBtlRmWs51S2QZu2bIFDQ0NKe0AFUXB8PCw0Hlr3S2cTqfQeTudzmU5dy1yVVuis7MTFy9exPT0tOpc2tvb0draiuLiYkG8u7u7U1ZRXiniLcn2KoMk2/kNaqfVQrCBxZVZzxZkf8oMsp0yg2ynzCHbKjOsRDulsw1sa2tbUJs9NjYmiLff71e9VlJSIoh3XV3dsum8c9mfkskkBgYG0NnZib6+PiEzMRgMcLvdaG9vR0NDA0wmU86JtyTbqwySbOcvQqEQwuEwjh8/Po9g19fXC4lIPhBs4LUy66+88gpmZ2cBAOvWrcPOnTuXvbyw7E+ZQbZTZpDtlDlkW2WGlWwnPdvAkpISbNq0SdgGLoSZmRmh8x4YGFCVEDebzXC73WhsbITb7c5q0mC+9KfZ2Vl0d3ejq6tLlWBaWFiIlpYWtLW1oaqqCsBcMioFw1aKeEuyvcogyXZ+QRvBLikpweTkJAoKClQa7Hwh2ISlllnPFmR/ygyynTKDbKfMIdsqM+SinTK1DVwI8XgcQ0NDIurNy4cbDAbU1taioaEB9fX1a9JZamxsTMhMuFVxWVmZkJmQg9pKEW9JtlcZJNnOPUKhELq7u9Hb26uKYBcUFGDjxo1wOp1wu915R7CBSy+zni3I/pQZZDtlBtlOmUO2VWbIZTulsw3cvHnzoiowK4qCYDAoiLf2NzkcDiE3qaysXLR0MJ/7k6IoGBgYQFdXF/r6+lTRfrfbjba2NjQ2Nop6EctJvCXZXmWQZDs3CAaD6Onp0SXYXCJSVVWVt+3U09ODQ4cOiSjHUsqsZwuXe3/KFLKdMoNsp8wh2yoz5EM7LcU2cCFEIhFRPn5oaAicZlmtVmErWFtbm1HRsnxop0wQjUbR09ODrq4ulb7dbDYLmQnf2c028ZZke5VBku2VQ6YEmw9I+dhO2Syzni3kYzvlI2Q7ZQbZTplDtlVmyLd2Wopt4EKYnZ2Fz+dDX18ffD4fYrGYeK2goAAulwuNjY2or69PmceTb+2UCSKRiKiMzed2u90uZCZ89yAbxFuS7VUGSbaXF0sh2Bz51E56Zda3bNmCLVu2LLnMeraQT+2Uz5DtlBlkO2UO2VaZIV/bKRwO48SJE+jp6VmUbeBCSCaTGBwcRH9/P7xeLyYmJsRrBoMB1dXVQm5SVlYmXsvXdsoEiqLA7/ejs7MTvb29qsVGXV0d2tra0NTUpJKELpV4S7K9yiDJdvYRCATQ09ODvr6+JRFsjnxpp+Uqs54t5Es75TtkO2UG2U6ZQ7ZVZsj3drpU28CFEAqFhM6bF5Gh7yHivX79ehXpXK2Ix+Po7e1FV1cXBgYGxPMFBQVobm5GW1sbamtrVYuZhYh3S0sLGhoaYLFYJNlebZBkOzsggt3b26tawRcUFKChoQHNzc1wu92LjgDnup2Wu8x6tpDrdlotkO2UGWQ7ZQ7ZVplhtbRTNmwDF8LExISIeA8ODgo/a2CukI7D4RDl43O9a5oNTExM4OLFi+js7FRVerbZbGhra0NbW9u8wBUR7+7ublWxISLer3vd6zJ2k8kmJNleIiTZXjqWi2Bz5Kqdkskkzp49i6NHjy5rmfVsYS30p5WAbKfMINspc8i2ygyrrZ2i0SguXLhwybaBmXwPLx9vNpuFvZ7JZEJdXZ3QeVut1qx8Zy4xPDyMrq4udHd3i8UMMFdhub29Hc3NzfPmWD3iXVZWhttuu21Fzx2QZHvJkGR7cVgJgs2Ri3YaHh7GgQMHEA6HAczp96666qplKbOeLazW/rTSkO2UGWQ7ZQ7ZVplhtbZTIpFAV1cXTp48KaKyZBu4adOmrEoJk8kkZmdncfz4cXi9XpUME5ibi0hukgnpy2fE43H09/ejs7MTAwMDQi9vMpnQ2NiI9vZ2uFyueZr50dFR9PX1we12w+l0rvh5S7K9REiyvTACgQC6u7vR19enS7BbWlqWbbtrJdspF2XWs4XV1J9yCdlOmUG2U+aQbZUZVns7KYqCvr4+nDhxAsFgEMCl2wbqgbfTyMiI0HnzKo7AnNMHEe+ampoVreuQbUxNTQmZCddqW61WtLa2or29HeXl5arPSM32KoMk2/OhKIoqyZETbLPZLCLYK6EnW4l2UhQFnZ2deOWVVzAzMwNg5cqsZwv53J/yCbKdMoNsp8wh2yozrKV2Wg7bQEKqdpqamhLEe3BwUCRxAnOBISof73K58lLqmCmCwSA6OzvR3d2N2dlZ8XxlZSXa2trQ2tqKwsJCSbZXGyTZngMn2L29vaqSrCtNsDmWu51GRkZw4MABYcq/0mXWs4V860/5CtlOmUG2U+aQbZUZ1mI7hUIhnDx5Mqu2gZm0UzweV+m8KUgEzCUQ1tXVifLxNptt0eeQD0gkEvB6vejs7ITP5xNJpEajEQ0NDbjmmmtyUlVaku0l4nIm24qiYHh4WESwUxFst9sNk8mUk3NcrnaKxWJ49dVXcfr0aSiKgoKCAmzfvn3Fy6xnC/nQn1YDZDtlBtlOmUO2VWZYy+2UTdvAxbYTzeP9/f3o6+tTuX0Ac+4mJDfJhcY5G5ienkZ3dzc6OztFLpXD4cDb3va2FT8XSbaXiMuNbK8Ggs2xHO3U29uLQ4cOid/e1NSEK6+8ctVGAIC1PZFlE7KdMoNsp8wh2yozXA7tND09jdOnT+PcuXNLtg281HYaGxsTchNeRh2Ys9qrr69HQ0MD6urqVmVgKRwOo7u7Gy6X65IlO0uBJNtLxOVAttMRbIvFopKI5APB5shmO+VjmfVs4XKYyLIB2U6ZQbZT5pBtlRkup3a6FNvAbLbTzMwMvF4v+vr6MDAwgHg8Ll4zm81C5+12u1FYWJiV71wp5LNme/U7o0tkDE6we3t7xQ0P5D/Bzjbyucy6hISEhMTagsViwebNm7FhwwaVbeDx48dx6tQprFu3Dps3b4bdbl/W8ygqKkJ7ezva29sRj8cxNDQkdN5TU1OiWqPBYEBtba2Qmyz3ea11SFaxxiEJ9nxoy6y7XC7s3bs3b8qsS0hISEisTZhMJng8Hqxbt05lG3j27FmcO3cu67aB6VBQUID6+nrU19dDURQEg0EhNxkZGcHg4CAGBwdx6NAhOBwOQbwrKyvz3vo23yDJ9hoEEWzywdYS7MbGRjQ3N6Ouru6yIdiAfpn1K6+8Ei0tLbk9MQkJCQmJywoGgwFNTU1oampS2QZevHgRFy9ehNvtxpYtW1BbW7ti51NVVYWqqirs2LEDkUgEXq8X/f39GBoawsjICEZGRnD8+HFYrVZBvC83HrFUSLK9RqAoCvx+v9BgS4L9GvTKrG/YsAHbt29f1d6jEhISEhKrH3V1dairq1PZBvp8Pvh8PlRVVeGaa65BaWnpikaTS0tLsWnTJmzatAmzs7Pw+Xzo6+uDz+fD1NQUzp07h3PnzqGgoAAul0uUj18tdShWGmsuQXJqagp/+MMf8Mwzz+Ds2bMYHBwUSQjvfe97sW/fvgWPsVoSJC9Xgr2YdhoeHsZLL70k3r8ayqxnC5dT8tGlQLZTZpDtlDlkW2UG2U760NoGlpSUoKCgYEm2gdlGIpHA0NCQkJtwcwWDwYDq6mo0NDSgsbFxxaWZ+ZwguebI9n//93/jT/7kT1BeXo6rrroKDQ0NCIVC+MMf/oBIJIIPfOAD+MpXvpL2GPlMtjMl2C6Xa1Va+GSCTNppNZdZzxbkRJYZZDtlBtlOmUO2VWaQ7ZQe09PTOHPmjNBQA4u3DVxuhEIhQbxDoZDqtbKyMiE3qa6uXva5V5LtFcTZs2dx4cIF3HTTTaqOGAwG8e53vxs+nw/3338/tm7dmvIY+Ua2FUXB0NAQent70dvbi+npafHa5UKwOdLdUGuhzHq2ICeyzCDbKTPIdsocsq0yg2ynzFBSUoJDhw7Nsw3cuHEjNm7cmDdz28TEBPr7++H1ejE4OCgqPAJzLij19fWifPxyuH7lM9lec5rtDRs2YMOGDfOer6ysxHve8x5897vfxeHDh9OS7XyAJNiLx1opsy4hISEhIUFIZRt47NgxnDx5csVsAxeCzWYTC4BoNDqvfHxnZyc6OzthMplQV1cndN5WqzWn570SWHNkOx1oJZWv+mVFUTA4OKhLsAsLC9HY2IimpiZJsDVYa2XWJSQkJCQktMjENnDLli0ZRVqXGxaLBc3NzWhubkYymYTf7xfEe3x8HF6vF16vF8BcLhXpvMvLy3N74suEy4ZsJxIJ/OY3v4HBYMDVV1+d69NRIZFI4MiRI/D7/QgGg+J5SbAXxlossy4hISEhIZEK+WYbuBCMRqNwXNmzZw9GRkaEzjsQCIjHkSNHYLfbhc67pqZmzfCeNafZToXvfve7+NGPfoR3vOMd+NrXvpb2vclkckUv8ODgIB599FEAcwS7paUFra2tkmCnQSQSwQsvvID+/n4AczZFV199NRobG3N8ZhISEhISEiuLYDCIY8eO4eLFiyBaV11djW3btqGpqSlvjQGmpqbEbr7P50MikRCvFRYWisJ79fX1q9qqN2/J9p49ezA6Oprx+++77z7s2bNH97Vf/epX+Ku/+its2rQJP/vZz1BSUpL2WCstsFcUBRcvXkRtbS2Ki4slwU6DRCKBvr4+PP/887LM+gKQyUeZQbZTZpDtlDlkW2UG2U6ZYTHtpLUNBOZcQbZs2YLW1ta85hexWAyDg4MqnTeBouMNDQ2or6/X3b2WCZJLwL59+1T+jQuhsrJS9/kHH3wQf/3Xfw2Px4N/+Zd/WZBo5wIGgwFtbW1y4FkAPp8PBw8eRCKRQCKRkGXWJSQkJCQkGEpLS7F3715cccUVOH36NM6dO4exsTE8//zzOHr0KDZv3ox169blhW2gFmazGY2NjWhsbBSVsPv6+tDf349IJCIK/QCA0+kUOu/VUDcjbyPb2cADDzyAr3zlK2hra8N9992X8QXJN+u/yx1TU1M4fPgwuru7AcwlU2zatEmWWV8Asj9lBtlOmUG2U+aQbZUZZDtlhktpp2g0ivPnz+P06dPCNrCwsBAbNmzIK9vAhTA2NiZ03uQ4RrDZbKivr8eePXtyIpe5LH22CQ888AC+/OUvC6LtdDoz/qwk2/mBVGXWr7vuukXtelyukP0pM8h2ygyynTKHbKvMINspM2SjnRKJhMo2EJhzaGtvb88L28DFYHp6Gl6vF/39/RgYGEA8Hgcw105ve9vbVvx8VrWM5FJw//334ytf+QpaW1vxk5/8ZFFEWyI/EAgE8NJLLyEcDgOYi2bv3bsXTqcTFotFkm0JCQkJCYkMsZpsAxdCcXEx1q1bh3Xr1iEej2NoaAherxf19fW5PrWUWHNk+6WXXsJXvvIVKIqCXbt24Re/+MW892zcuBE33HBDDs5OYiHMzs7iyJEjOHfuHIC57a4dO3bA4/HkbTa1hISEhITEasBCtoH19fXo6OjIG9vAhVBQUID6+nrU19fn9U7JmiPbg4ODwvbmV7/6le57brvtNkm28wx6Zdbb29uxa9euVaMpk5CQkJCQWC0g7+tQKIQTJ06gt7dXFJupqqrCli1b0NDQIANdWcCaI9tvf/vb8fa3vz3XpyGxCGjLrJeXl+Oqq66SZdYlJCQkJCSWGU6nE29605tUtoGBQADPPPPMqrENzHesObItsXogy6xLSEhISEjkB8g2cOvWrThz5sw828BNmzbB4/HkpW1gvkOSbYmcQJZZl5CQkJCQyD9YrVbs3LkTW7ZsEbaBk5OTOHz4MI4fP77qbAPzAZJsS6woIpEIDh06BK/XCwCw2+3Ys2dPXmcRS0hISEhIXG6wWCzo6OjAxo0bVbaBx44dw6lTp1albWCuIMm2xIogkUjg5MmTOH78uCyzLiEhISEhsUqwlmwDcwXJciSWHQMDAzhw4IAw0ne5XNizZw/KyspyfGYSEhISEhISmYDbBg4MDODUqVMq20C3240tW7asGtvAlYQk2xLLBm2ZdavViiuvvFKWWZeQkJCQkFjFcLlccLlcKttAn88Hn88nbQN1IMm2RNaRqsz69u3bYbFYcn16EhISEhISElkAtw08deoUOjs7pW2gDiTZlsgq0pVZl5CQkJCQkFh7KC0txVVXXYUrrrhC2gbqQJJtiaxAllmXkJCQkJC4vCFtA/UhybbEJSFVmfWdO3eiuLg4x2cnISEhISEhsdLQ2gaeOHEC4+Pjl61toCTbEkuGXpn1vXv3ykxkCQkJCQkJCZVtYG9vL06cOIFQKHTZ2QZKsi2xaOiVWd+2bRs2bdp02SdBSEhISEhISKhhMBjQ3NyM5uZmXdvA+vp6bNmyBTU1Nbk+1WWBJNsSi4K2zHpjYyN2794ty6xLSEhISEhILAg920Cv1wuv14vq6mp0dHSsOdtASbYlMoIssy4hISEhISGRLejZBg4PD69J20BJtiXSQq/MekdHB7Zu3SrLrEtISEhISEhcEhayDdy8eTPWrVu3qm0DJVuSSAltmfW6ujrs3btXllmXkJCQkJCQyCpS2QYeOnQIx44dW9W2gZJsS8yDXpn1Xbt2obW1NcdnJiEhISEhIbGWobUNPHnyJCKRiLANXLduHTZv3ryqcsUk2ZYQkGXWJSQkJCQkJPIBWtvAkydPIhgM4syZMzh79uyqsg2UZFsCwFyZ9QMHDiAUCgGQZdYlJCQkJCQkco9MbQPzmXRLsn2ZQ1tm3WKxYOfOnbLMuoSEhISEhEReIZ1toNfrxc6dO3N9irqQZPsyRmdnJ15++WVZZl1CQkJCQkJi1UDPNjAYDOb6tFJCku3LELLMuoSEhISEhMRqB9kG7ty5ExUVFZiYmMj1KelCku3LCLFYDMeOHcPp06eRTCZlmXUJCQkJCQmJVQ+LxZLXPtySbF8m6Ovrw6FDh8SqT5ZZl5CQkJCQkJBYfkiyvcYhy6xLSEhISEhISOQOkmyvUcgy6xISEhISEhISuYdkXWsQssy6hISEhISEhER+QJLtNYSpqSm8/PLLuHjxIgCguLgYV155pSyzLiEhISEhISGRI0iyvQZAZdZfffVVRKNRWWZdQkJCQkJCQiJPIMn2Koe2zHplZSWuuuoqWWZdQkJCQkJCQiIPIMn2KoVemfUdO3Zg/fr1ssy6hISEhISEhESeQJLtVQhZZl1CQkJCQkJCYnVAku1VBFlmXUJCQkJCQkJidUGS7VUAWWZdQkJCQkJCQmJ1QpLtPIcssy4hISEhISEhsXohyXaeQpZZl5CQkJCQkJBY/ZBkO8+QSCRw6tQpHDt2TJZZl5CQkJCQkJBY5ZDsLY/g8/nw1FNPYWxsDIAssy4hISEhISEhsdohyXYeIJlM4oUXXsDQ0BAmJydlmXUJCQkJCQkJiTUCSbbzAMPDw+jq6oLNZsOGDRuwY8cOWWZdQkJCQkJCQmINQJLtPEBNTQ2uueYatLa2Sis/CQkJCQkJCYk1hDVJtu+9914cOHAAXV1dGBkZQXFxMdxuN/bv34/3vve9eVdp0WAwoL29HQ6HAyMjI7k+HQkJCQkJCQkJiSxhTZLtX/7yl3A4HLj66qvhdDoxNTWFQ4cO4Rvf+AZ+85vf4Je//GXeEW4JCQkJCQkJCYm1hzVJtp988kkUFhbOe/4LX/gCHnnkETz00EO4/fbbc3BmEhISEhISEhISlxPWpEBYj2gDwJvf/GYAQG9v70qejoSEhISEhISExGWKNUm2U+HZZ58FAKxbty7HZyIhISEhISEhIXE5YE3KSAj/9m//hvHxcUQiERw5cgQnT57ENddcg1tvvTXXpyYhISEhISEhIXEZwKAoipLrk1guXHfddfD5fOL/t9xyC/7mb/4GJSUlaT+XTCalBZ+EhISEhISEhMQlI2/J9p49ezA6Oprx+++77z7s2bNH97VAIICDBw/iW9/6Fmw2G/75n/8ZtbW1KY+VK/s9af2XGWQ7ZQbZTplBtlNmkO2UOWRbZQbZTplBtlNmyFU7ORyOBd+TtzKSffv2YXJyMuP3V1ZWpnytqqoK+/btQ2NjI971rnfhG9/4Br73ve9l4SwlJCQkJCQkJCQkUiNvyfZXvvKVrB9z69atKCsrw6FDh7J+bAkJCQkJCQkJCQktLith8uTkJMbHx2EymXJ9KhISEhISEhISEpcB1hzZ9vl88Hq9856PxWL42te+hmQyiTe84Q05ODMJCQkJCQkJCYnLDXkrI1kqzpw5gzvvvBO7du1CU1MTHA4HgsEgXnrpJQwODqKlpQWf+cxncn2aEhISEhISEhISlwHWHNnetGkTPvShD+Hw4cP4wx/+gPHxcVitVrS1teH222/H7bffDqvVmuvTlJCQkJCQkJCQuAyw5si2y+XC3XffnevTkJCQkJCQkJCQkFh7mm0JCQkJCQkJCQmJfIEk2xISEhISEhISEhLLhLytICkhISEhISEhISGx2iEj2xISEhISEhISEhLLBEm2JSQkJCQkJCQkJJYJkmxLSEhISEhISEhILBMk2ZaQkJCQkJCQkJBYJkiyLSEhISEhISEhIbFMWHNFbfIZU1NT+MMf/oBnnnkGZ8+exeDgICwWCzZs2ID3vve92Ldv36KP+dxzz+Hee+/FqVOnoCgKOjo6cMcdd+D1r3/9MvyClcPhw4fxzDPP4OTJkzh9+jQmJiZw22234Rvf+Maij7V+/fqUr33uc5/DHXfccSmnmlNks52AtdufCIFAAN/73vfw7LPPYmxsDC6XC/v378cdd9wBi8WS8XHWQp86fvw47rnnHrz66quIxWJob2/Hhz/8Yezfvz/jYySTSfz85z/Hr371K/T29sJqtWLPnj34zGc+g+bm5uU7+RXEpbbTwYMH8aEPfSjl67/61a+wbdu2LJ1tbvDII4/glVdewcmTJ3H+/HnEYjF8/etfx9vf/vZFHWet96dstNPl0J/8fj+efPJJ/Pd//zcuXryIYDCIsrIy7NixAx/72MdwxRVXZHysfOlTkmyvIF5++WV84QtfQHl5Oa666irceOONCIVC+MMf/oDPfe5zOHr0KL7yla9kfLzf/va3+PznPw+Hw4HbbrsNBoMBTz75JD72sY/hW9/6Fm655ZZl/DXLiwcffBAPP/wwiouLUVdXh4mJiUs6ntvtxm233Tbv+R07dlzScXONbLbTWu5PwBzRfve7343BwUHccMMNaG5uxiuvvCKI1L333gujMfPNvtXcpw4ePIg//uM/htlsxs033wy73Y7f//73+Iu/+Av4fD58/OMfz+g4f/3Xf41f//rXaG9vxwc+8AGEQiE88cQTeOGFF/DLX/4S7e3ty/xLlhfZaicA2L17N3bv3j3v+dra2myeck7w/e9/Hz6fDw6HA9XV1fD5fEs6zlrvT9lqJ2Bt96ef/vSn+PGPf4zGxkZcffXVcDqd6O3txdNPP42nn34a3/nOd/DWt741o2PlTZ9SJFYMZ86cUX77298q0WhU9XwgEFCuvfZaxePxKMeOHcvoWKOjo8quXbuUPXv2KAMDA+J5v9+vvO51r1N27dqljI6OZvX8VxLHjx9Xzp8/r8TjceXo0aOKx+NRvvjFLy7pWB6PR/nABz6Q5TPMD2SrndZ6f1IURfnCF76geDwe5d///d/Fc8lkUvniF7+oeDwe5YEHHsj4WKu5T8ViMeWGG25QOjo6lFOnTonnx8fHlZtvvlnZtGmT0t3dveBxXnrpJcXj8Sjvf//7ldnZWfH8iy++qKxfv165/fbbl+P0VwzZaqcDBw4oHo9H+cEPfrCMZ5tbvPDCC4rX61UURVF+9KMfKR6PR3nwwQcXdYy13p8UJTvtdDn0p6eeeko5fPjwvOcPHz6sbN68Wdm9e7eqj6RCPvUpqdleQWzYsAH79++H2WxWPV9ZWYn3vOc9AOZkAZngd7/7HSKRCD7wgQ+grq5OPF9dXY0PfehDiEQi+N3vfpe9k19hbNmyBevWrYPJZMr1qeQ1stVOa70/TUxM4IknnkBDQwPe9773iecNBgM++9nPwmg04v7778/hGa4cDhw4gL6+Puzbtw+bNm0Sz9tsNnzyk59EPB7HQw89tOBxqL0+/elPqyQ4V111Fa655hocPnwY3d3d2f8BK4RstdPlgKuvvhput/uSjrHW+xOQnXa6HHDjjTdi165d857ftWsX9uzZg9HRUZw7d27B4+RTn5JkO09QUDCn6MmUNB06dAgAcM0118x7jfS19B4JIBKJ4P7778cPf/hD/PrXv0ZPT0+uTymvsNb706uvvopoNIqrr74aBoNB9Vp1dTU8Hg+OHTuG2dnZjI+5WvtUumv9ute9TvWedDh48CCsVquubIaOnWnwIB+RrXYi9PT04L777sO9996Lxx57DOFwODsnukaw1vtTtnG59ifiSvQ3HfKpT0nNdh4gkUjgN7/5DQwGA66++uqMPkMTe1NT07zX6Lne3t6sneNqx9mzZ/HlL39Z/N9gMGD//v346le/iuLi4hyeWX5grfcnOvdUCTFNTU04e/Ys+vv7M9bwrdY+le5al5WVweFwLHitp6amEAgE4PF4dAME1M6rZQGih2y0E8djjz2Gxx57TPy/qKgId955Jz72sY9d8rmudlwO/SnbuBz708DAAF588UVUVVXB4/GkfW++9SlJtvMA3//+93H+/Hm84x3vWLADESgRzm63z3vNarXCZDJhfHw8q+e5WvHRj34Ub3nLW9DU1ASDwYDTp0/j7//+7/Hb3/4WiUQC3/3ud3N9ijnHWu9PdO56vw+Ykwbw9y2E1dyn0l1rYK4thoaG0h6D2onaTe8Y/LtWI7LRTgBQUVGBL3zhC3jTm94El8uFSCSCgwcP4tvf/ja+9a1vwWaz4b3vfW9Wz3214XLoT9nC5dqfYrEYvvCFLyAajeIv/uIvFlQB5FufkmR7CSDNUKa47777sGfPHt3XfvWrX+FHP/oRNm3ahC996UtZOsP8QDbb6VLwxS9+UfX/vXv34t/+7d/wtre9DY8//jg+8YlPYN26dVn/3kyRL+20GpAvbZXvfUoif7Bu3TpVXyguLsYtt9yCDRs24O1vfzvuuecevPvd716UE47E5YvLsT8lk0n85V/+JQ4fPox3v/vduPXWW3N9SouGJNtLwL59+zA5OZnx+ysrK3Wff/DBB/HXf/3X8Hg8+Jd/+ReUlJRkfEweiXM4HKrXpqamkEgkUkZkVgrZaqflQHFxMW6++Wb84z/+I44cOZJTYpQP7bQa+hOw9Laic08VuV4oipkJ8qlPpcNCUfyJiYkF24FeTxUVoudTRZVWA7LRTung8XhwxRVX4OWXX0Zvby9aWlqWfKzVjsuhPy031mp/UhQFX/7yl/Hb3/4Wt9xyC/7n//yfGX0u3/qUJNtLwGK8sFPhgQcewFe+8hW0t7fjJz/5yTyCsxCam5tx8uRJ9Pb2zvss6Qj1tIYriWy003KC2m16ejqn55EP7bQa+hOw9Laic0+lz+vt7YXRaERDQ8NSTw1A/vSpdCCtYm9vLzo6OlSvjY2NYWRkBNu3b097DKvViqqqKni9XiQSiXlbutTOq7kQSTbaaSFQf5mZmbmk46x2XA79aSWw1vpTMpnEl770JTz00EPYt28fvvGNb2Qcsc+3PrV29hlWER544AF8+ctfRmtrK37yk5+goqJi0ce48sorAQDPP//8vNeee+45ANA1vJd4DceOHQMA1NfX5/hMco+13p+2bdsGi8WCF198EYqiqF4bHh7G+fPnccUVV6CwsPCSvmc19Kl01/qFF14AkNm13r17N6ampnDkyJF5r9Gx6btWI7LVTqkQj8dx+vRpGAwGld3m5Yq13p+WG2utP3Gi/da3vhXf/OY3F21xm099SpLtFcb999+vItpOpzPt+6enp9HV1YWBgQHV8295y1tgt9vxs5/9DIODg+L54eFh3HfffSgtLcVNN920LL8hH5GqnU6fPq0bZXzyySfx+OOPw+Fw4Kqrrlqp08w5Ltf+ZLPZ8Na3vhX9/f34xS9+IZ5XFAXf/e53kUwm8a53vUv1mbXap6666io0NDTgsccew5kzZ8TzExMT+Md//EcUFBSoKmOGw2F0dXXNsxZ797vfDQD43ve+h2g0Kp5/6aWX8Pzzz+PKK69c1VvZ2Wqno0ePzlvgxeNxfPOb34TP58M111yD8vLyZf0t+YTLtT8tFpdzf+JE+6abbsK3vvWttER7NfQpg6K9ahLLhpdeegkf+chHoCgK3vOe96CqqmreezZu3IgbbrhB/P/gwYP40Ic+hN27d+OnP/2p6r2PPPIIvvCFL8DhcODmm28W5bWDwSC++c1v4m1ve9uy/6blwssvv4wHHngAwNyN9Oyzz6KxsRE7d+4EALS2tuKOO+4Q70/VTnfddReefvppXHXVVairq4OiKDh9+jRefvllFBYW4p577sEb3/jGlf1xWUS22glY2/0JmFs4vPvd78bQ0BD+6I/+CM3NzXj55Zdx5MgRXHPNNfjxj3+s2qJcy33qwIED+NjHPgaz2Yx9+/bBZrPh97//PbxeLz796U/jE5/4hHjvPffcg3/4h3/An//5n+POO+9UHefLX/4y7r//frS3t+ONb3yjKIVcWFi4JsprZ6OdrrvuOgDA9u3bUVNTg/HxcVFMw+Vy4Wc/+9mqL3Ry//3345VXXgEAnD9/HqdOncKOHTuEfOuGG24Q89rl3J+y0U6XQ3+i3261WvGhD31I11P7hhtuwMaNG1Xvz+c+JTXbK4jBwUGxIv3Vr36l+57bbrtNRbbT4W1vexscDgfuvfdeUcls8+bN+MY3viEKkaxW9PX14eGHH573XF9fH4C57SFOIlPh+uuvRyQSwalTp/Dcc88hHo+jpqYG73znO/HRj34UbW1ty3L+K4VstROwtvsTMFe85te//jW+973v4dlnn8V//ud/wuVy4c4778Qdd9yRsRZwLfSpvXv34uc//zl+8IMf4Mknn0QsFkN7ezs+9alP4ZZbbsn4OF/96lexfv16/OpXv8JPf/pTWK1WXHvttfjMZz6zJqKQ2Win9773vXjuuedw6NAhjIyMoKCgAI2Njfj4xz+Oj370oygrK1vmX7H8eOWVV+aNQ0eOHBHb9263O6N5ba33p2y00+XQn3w+H4C55Pwf/vCHuu9xu92CbKdDvvQpGdmWkJCQkJCQkJCQWCZIzbaEhISEhISEhITEMkGSbQkJCQkJCQkJCYllgiTbEhISEhISEhISEssESbYlJCQkJCQkJCQklgmSbEtISEhISEhISEgsEyTZlpCQkJCQkJCQkFgmSLItISEhISEhISEhsUyQZFtCQkJCQkJCQkJimSDJtoSEhISEhISEhMQyQZJtCQkJAMD69evF4+jRoynf98QTT4j3XXfddStyXtrvOXjwINavX4+77rpr2b//UjA8PIxNmzZh/fr1+Ku/+qtcn05aeL1ecV03btwIv9+f8r0//vGPxXs/+MEPruBZpsZdd92F9evX4+DBg7k+lawhEolgz549+OxnP5uzc9C7//7whz9g/fr1ePLJJ3N0VhISqwuSbEtISMzDo48+mvK13/72tyt4Jqsbjz76KBKJBADgySefRDQazfEZZYZkMonHHnss5euyD6wM/u///b+IRCL45Cc/ueRjLMci5IYbbsCGDRvw3e9+d9X0aQmJXEKSbQkJCQGLxYL29nY88cQTiMfj814fGRnB888/j82bN+fg7F7D1q1b8cQTT+Q04pcJHnnkEQBAVVUVIpEI/uu//iu3J5QB3G43ysrKUhLqc+fO4fz58znvA1p89rOfxRNPPIGtW7fm+lSyguHhYfzsZz/Dddddh/b29lyfjgoGgwF33HEH+vr68MADD+T6dCQk8h6SbEtISKiwf/9+Qaq1eOKJJxCLxXDLLbfk4MxeQ3FxMdra2lBdXZ3T80iHc+fO4dy5c3C73fj0pz8N4DXync+wWCx485vfjLNnz+LChQvzXqffkOs+oEV1dTXa2tpQXFyc61PJCh588EFEo1HceuutuT4VXVx//fUoKSnBL3/5y1yfioRE3kOSbQkJCRX2798Pg8GgG9l89NFHYbVacf3116c9xrlz5/C5z30Or3/969HR0YFrrrkGd999N7xer+77p6am8K1vfQtvetObsGXLFtx0003413/9VyiKovv+VJrtSCSCn/70p/jjP/5jXHvttejo6MCePXvwx3/8x3jhhRd0j/XBD34Q69evh9frxdNPP413v/vd2LZtG3bv3o3PfvazGBoaSvtbU+E3v/kNgLn2vOmmm1BUVIRnn30Wo6OjKT/T39+PT33qU9i9eze2b9+O973vfXjuuefSatQVRcHDDz+M22+/Hbt27cLWrVuxf/9+/PM//zNisdiSzp2ItLYPJJNJPP7442hsbMS2bdt0Pzs7O4v7778fn/jEJ3D99ddj69at2LVrF26//XY8/vjjup/hUofnnnsOH/zgB7Fr1y6sX78ekUgEDz30ENavX4977rkH3d3d+MxnPoOrr74aGzZswNNPPz3vGBxnzpzBN7/5Tbz97W/H3r170dHRgeuvvx5/8zd/k1aX/sQTT+Ad73gHtm7diquvvhp33303gsFgWllGOBzG//7f/xtvfvObsWXLFlx55ZX42Mc+hsOHD6f8Hj0oioIHHngApaWleOMb36j7+uOPP47bb78dr3vd67Blyxa88Y1vxP/4H/8D//7v/y7et379ejz88MMAgA996EOqvAx+Ly72/gOAoqIi3HDDDTh37hyOHTu2qN8nIXG5oSDXJyAhIZFfcLvd2LFjB5555hlMTk6ipKQEwBwRPHr0KG699VYUFRWl/PxTTz2Fz33uc4jFYti8eTO2b9+O/v5+PPTQQ3jmmWfws5/9DOvWrRPvj0aj+OhHP4qjR4/C4XDg2muvxeTkJL7zne+gr69vUef+6quv4u/+7u9QV1eH5uZmbNu2DYODg3jhhRfwwgsv4O/+7u/wzne+U/ezP//5z/Gv//qv6OjowOtf/3qcOHECjz/+OE6dOoVHHnkk7W/Wgmueb7nlFthsNlx77bV48skn8eSTT+J973vfvM/09PTgve99L0ZGRtDS0oJNmzbB5/PhjjvuwPvf//6U3/OZz3wGv/vd72Cz2bBlyxZYrVYcP34c3/zmN3Hw4EH88Ic/hNG4uLjKrl274HK58Nhjj+Gzn/0sDAYDAODQoUMYGhrCn/3Zn6X8rNfrxZe//GVUVlaitbUVW7duRTAYxNGjR/Hyyy/j4sWLuPPOO3U/+9hjj+H+++9HR0cH3vCGN6Cvr098NwB0d3fjne98J8rLy7Fnzx5EIhEUFKSfxu6991489dRTWLduHXbs2AGDwYAzZ87gF7/4BZ5++mk8+OCDqKmpUX3m3/7t3/D1r38dJpMJu3fvhsPhwAsvvCAWPXro6urCRz7yEfj9fjQ2NuKNb3wjRkdHceDAAbzwwgv45je/if3796c9V0JnZye8Xi/e8IY3wGKxzHv9O9/5Dn784x+jpKQEO3fuRGlpKYaHh3H27Fn09fXh9ttvBwDcdttteOWVV9DX14drrrkGVVVV4hhWqxXApd1/u3fvxiOPPIL/+q//whVXXJHRb5OQuCyhSEhISCiK4vF4lI6ODkVRFOUXv/iF4vF4lIcffli8/g//8A+Kx+NRnnvuOWV4eFjxeDzKtddeqzpGX1+fcsUVVyg7d+5UDh06pHrt4YcfVjwej/KOd7xD9fwPf/hDxePxKO985zuVSCQinj958qSyY8cO3e85cOCA4vF4lC9+8Yvzvv+VV16Z99tOnTql7Nq1S9mxY4cyMTGheu0DH/iA4vF4lG3btikvvviieH5qakp5z3veo3g8HuX+++9P1Wy6eP755xWPx6Pcdttt4rn/+I//UDwej/Le975X9zMf/vCHFY/Ho/zt3/6tkkgkxPPUbnq/995771U8Ho/ykY98RAmFQuL5yclJ5U//9E8Vj8ej/OxnP8vonPv7+xWPx6O8+c1vVhRFUb797W8rHo9HdR3vvvtuxePxKBcvXlSOHj2qeDwe5QMf+IDqOOFwWHnuuedUv0FR5q7Ntddeq2zYsEHp7+9XvfbFL35R/MbHH3983rk9+OCD4vWvfvWrSjwen/ceOsaBAwdUz7/44ouK3+9XPZdIJJR77rlH8Xg8yl133TXvPDdv3qxs2bJFOXz4sHh+ZmZGueOOO8R58O+Jx+PKvn37FI/Ho/zkJz9RksmkeO3UqVPK7t27lW3btinBYHDeeevh5z//ueLxeJTvf//7816bmZlROjo6lGuvvVYZGRlRvRaLxebdd6nahbCU+49w7tw53T4gISGhhpSRSEhIzMNb3vIWmM1mlSvJo48+iqqqKlx11VUpP3ffffdhenoan//853HllVeqXrv11ltxww034MSJEzh16pR4/he/+AUA4O6774bdbhfPb968WUToMkVDQwN27Ngx7/lNmzbh/e9/PyYmJlK6Mnz4wx9W/bbi4mJ89KMfBQC8/PLLizqP/7+9ew+KqnwDOP7lahN3QVnFC5dIDHOwNJTUxAsqgplj4yUrB7G00QrDaUqTpqlR2xS7WGk1mg5NFkUylAoCgjfwAqaVJCIWCSoGusjKcpHfH8zZH+ueZRcVa6bnM8M/7zm75z3n7Bme857nfY5aXvOoUaPw8vKiqKiIiooKk/X/+OMPDh06hKenJ0uXLjUZiZ42bZrZsQRobm7miy++wMXFhffee4/u3bsbl9177728/fbbODs733JO7eOPPw78vzKNwWAgMzOTBx98kICAAIuf8/LyYuTIkWaj6X379mXRokXcuHGD3Nxc1c+OGTOG6Ohoi9/dvXt3EhMTcXBwsHk/RowYYZbbb29vz+LFi/H19SUnJ8dkWWpqKk1NTUybNo2hQ4ca27t168by5ctVnxLk5uZy+vRpYmJieOaZZ0xG4x944AFeeOEF9Hq9zVVcfv/9dwDV43zt2jUaGxsJCQnB09PTZJmjo6Pqb6Ujt3P9BQYGmvRXCKFO0kiEEGY8PDx47LHHyM3Npbq6mqqqKsrLy5k3b16Hgc7BgwcBLOZ0P/zww+zZs4eTJ08SGhpKZWUlVVVV+Pr6qgbJU6ZMYePGjZ3qe0tLC4cOHaK4uJjq6mpjabJz584BbYGtmpEjR5q1+fv7A1BdXW3z9vV6PVlZWTg4OBATE2Nsd3JyIjo6mpSUFNLT001SMZS65qNHjzY+3m9v0qRJZnm/v/32G7W1tYwePdok0Fb4+Pjg7+9PaWkpDQ0NnUqDAbjvvvsYOHAgu3btYsWKFeTk5FBXV2fzxMijR49y+PBhLl68SGNjI62trcbjaOkcWKvbHhERcUsTIGtra8nJyaG0tBSdTseNGzeAthuWK1eucOXKFWPgqpyLyZMnm31Pv379GDhwoMnNImCcD9DR7x7g5MmTNvW3pqYGAHd3d7Nl3t7eaDQa8vLy+Pzzz4mNjTVLg7HV7V5/jo6OuLi4oNPpaG5utprSI8R/lVwZQghVU6dOZc+ePfz444/GyVTWAq3z588D8Oijj3a4Xm1tLdBW3gygd+/equtZarfkwoULPP/885SUlFhcp76+XrVdLWBpn9dqq6ysLPR6PaNGjcLHx8dk2dSpU1WDbeU49OrVS/U71dqVY52fn28xj1hx9erVTgfbSn/XrFlDfn4+6enpODo6MmXKlA4/U1dXx+LFiykoKLC4jqVzYGn/bV2uJiMjgzfeeAO9Xt9hf5RgWzkXGo1Gdd3evXubBdvKuUhISCAhIcHidpTfvTV1dXUAxvkSN1u9ejVLly5Fq9Wi1Wrp06cPw4YNIyYmRvWm0ZI7cf25urpSX1/PtWvXzEbahRBtJNgWQqiKjIzE3d2dHTt2cOnSJYKCgqzWVm5pacHOzs5quTJlgmRrB9UOAJPH8bZYvnw5JSUlREVFsWDBAgICAnBxccHe3p7t27ezcuVKi9vs7LYsUVIFysrKVCdCQtso+4kTJ8xqQlvqg1qfldFZf39/hgwZ0mGfnJycrPZbTUxMDFqtlm3btnHs2DEiIiLw9vbu8DNarZaCggKGDRvGiy++SHBwMO7u7jg4OLB//37mz59v8Rx069atw++2tvxm58+fN1Zwef311xkzZgy+vr7GG49Zs2ZRXFys2p/OnAvlxUWjR4/u8PgoaRfWKOkclm5KRowYQVZWFrm5uezbt48jR46QlpZGWloakydPZv369TZt505cf3V1ddjZ2eHq6mrTNoX4L5JgWwihSqm3/O233wLY9FpujUbDn3/+yYoVK2z656vk0lZWVqouV0YMbaHX6zl48CA+Pj6sX7/eLN3l5jzprnDp0iUOHToEtO2Tpf2CtrxuJdhWqkRYWl+t/KAyEh8cHMzq1atvq9+W9OzZk+HDhxvTg2xJIdmzZw8ODg588sknJjnAcHfOQXt5eXk0NTURFxfHs88+a7ZcrT89evSgvLycqqoqYxpRe1VVVWZtyij4rFmzrJbFtIWSFtRRmUhXV1diY2ONFU6OHz/OSy+9xM6dO3niiSdUSwbe7Havv6amJvR6PR4eHpJCIkQHZIKkEMKiadOm4enpiZeXl01ly5QJhkrtY2v8/PzQaDRcvHjRmCvb3k8//WRzX+vq6rhx4wY9evQwC7Sbm5vJysqy+btuVUZGBi0tLUyaNMn4Upub/zIzMwFM3tKpjEzn5+dz/fp1s+/dvXu3WdvgwYNxc3OjsLCQa9euddk+TZ8+HU9PTzQaDePHj7e6vk6nw8XFxSzQhrZX1t9NOp0OUE8JOXLkCJcvXzZrV3KXd+3aZbasoqKCU6dOmbVHREQAtv/urQkJCQHg7NmzNn8mLCzMOKn19OnTxnblqYYy+t7e7V5/Sv+U/goh1EmwLYSwaOjQoRQWFlJQUICfn5/V9ePi4rjnnntYtWqVWZUHaBupS0lJoaGhwdg2c+ZMANasWWMSNJ46dcrkBR3WeHt74+bmRmlpKceOHTO2t7S0oNVqjRMku5JShaT9xMib9e/fn9DQUGpqati3bx/QlgoSHh7OlStXWLduncnj/fT0dA4fPmz2Pc7OzsTFxaHT6ViyZInqKGRJSUmnbljUxMbGUlhYSF5enk2TE/39/dHpdGbb3bJli8VKMF1FGZlOT083ydm+ePEiSUlJqp+ZPn06Tk5OpKWlUVRUZGw3GAy88847xvSd9iZOnEhgYCBpaWls2rTJ7GVCjY2NZGZm2ly1Q6mCojahsrKyku+//97spqyxsdF4fNvnWiuj1+Xl5arbup3r78SJEyb9FUKok+c+Qog7xt/fH61Wy7Jly1i0aBEBAQEEBQXR2tpKZWUlZ86coampidjYWGPebHx8PHv37qW4uJjx48cTHh5OfX09BQUFzJgxw1iazBpHR0fi4+NJTk7m6aefZvjw4Xh4ePDzzz/z999/89RTT3UqeO+s06dPU1JSgqurq9VH+NHR0fz666+kp6cTGRkJwJtvvsns2bPZunUr+/fvN77U5vjx48yZM4evvvrKLPd64cKFlJWVkZGRwaRJkwgNDaVXr17U1tZSUVHBX3/9xbhx4zosp3enPffccyxbtoyEhARSUlLQaDSUlJRw9uxZ5s2bx5YtW+5aX8aOHUtwcDC//PILUVFRPPTQQxgMBgoLCwkJCWHIkCFmI7r9+/cnISGBd999l7lz5xIeHo6npydFRUXY29sTGRlJbm6uyblwdHTko48+Ij4+nrVr17J161YGDBiAq6srFy5c4OzZs+h0OjZs2GB1MitAUFAQffr04fjx4xgMBpNc9atXr/Laa6/x1ltvMWjQIHx9fbl+/TrFxcXU1NQwePBgJkyYYFw/MjKSDRs2sHr1ag4cOICXlxcAiYmJeHl53db1p9wE2pKyIsR/mYxsCyHuqKioKHbs2MHMmTNpbm4mPz+fw4cP09jYSGxsLBs3bjRJMXB2dmbz5s3ExcXh7OxMdnY2FRUVvPzyy6xcubJT2164cCFr1qxhwIABFBUVcfDgQUJCQti+fTuDBg2607tqQnk9+4QJE1Tf+tfelClTsLOzIycnxziaGBgYyDfffMPEiRO5fPky2dnZAGzcuNGYZnJztQd7e3vWrl3LBx98QHh4OOfOnSMrK4szZ87g4+PDkiVLSExMvLM7asXUqVPZtGkTYWFhnDp1ivz8fHr27MmXX35ptbTfnebs7ExKSgqzZ8/G2dmZ3NxcysrKmDt3Lps3b7Y4cXT+/PmsW7eOkJAQjh49SkFBAeHh4Wzfvh2DwQCYn4ugoCB++OEHlixZgre3N0VFReTl5VFTU8PQoUNZtWpVhzXq27Ozs+PJJ5+kvr7e7AlR3759efXVV3nkkUeorKwkKyuLoqIi/Pz8WLFiBdu2bTP5/Q0aNAitVktwcDAHDhwgNTWV1NRU4+TLW73+GhoayM7O5v7775e3RwphhV2rtenIQggh/lFJSUl8/fXXJCcn39VRamFKr9czduxYDAYDR48e7dTLdTqrurqacePGERERwaefftpl27lVGRkZvPLKKyQlJTFnzpx/ujtC/KvJyLYQQvwLGAwGysrKzNp3795Namoqbm5u8rj+LqmoqDDWulbU19eTlJREbW0tkydP7tJAG9qqosydO5e9e/dSWlrapdvqrNbWVj777DP69evHjBkz/unuCPGvJznbQgjxL6DT6YiOjiYwMJD+/fvj5OREWVkZZWVl2Nvbk5SUZPElJ+LO2rlzJx9++CGhoaFoNBp0Op3xjZ1+fn4sXbr0rvRj4cKFfPfdd3z88cckJyfflW3aIjs7m5KSEpKTk62mTAkhJI1ECCH+FRoaGnj//fc5cOAAFy5coL6+Hg8PD8LCwoiLi5OKD3fRiRMn2Lx5s3FybWtrK7169WLs2LEsWLDAWAdbCCFsIcG2EEIIIYQQXURytoUQQgghhOgiEmwLIYQQQgjRRSTYFkIIIYQQootIsC2EEEIIIUQXkWBbCCGEEEKILiLBthBCCCGEEF1Egm0hhBBCCCG6iATbQgghhBBCdJH/AXqMsGP9HcpIAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -511,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -520,7 +520,7 @@ "(4, 1000)" ] }, - "execution_count": 17, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -531,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -551,12 +551,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -586,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -594,13 +594,7 @@ "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ + "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [a, bM, sigma]\n" ] @@ -638,7 +632,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:13<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:10<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -653,7 +647,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 51 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 35 seconds.\n", "Sampling: [a, bM, divorce_rate_std, sigma]\n" ] } @@ -674,23 +668,22 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'm_5_2_trace' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32mc:\\Users\\mason\\Documents\\GitHub\\pymc-resources\\Rethinking_2\\Chp_05.ipynb Cell 24\u001b[0m line \u001b[0;36m1\n\u001b[1;32m----> 1\u001b[0m az\u001b[39m.\u001b[39mplot_trace(m_5_2_trace, var_names\u001b[39m=\u001b[39m[\u001b[39m\"\u001b[39m\u001b[39mbM\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39ma\u001b[39m\u001b[39m\"\u001b[39m]);\n", - "\u001b[1;31mNameError\u001b[0m: name 'm_5_2_trace' is not defined" - ] + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "az.plot_trace(m_5_2_trace, var_names=[\"bM\", \"a\"]);" + "az.plot_trace(idata_5_2, var_names=[\"bM\", \"a\"]);" ] }, { @@ -728,22 +721,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: There are no gridspecs with layoutgrids. Possibly did not call parent GridSpec with the \"figure\" keyword\n", + "c:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\IPython\\core\\events.py:82: UserWarning: There are no gridspecs with layoutgrids. Possibly did not call parent GridSpec with the \"figure\" keyword\n", + " func(*args, **kwargs)\n", + "c:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: There are no gridspecs with layoutgrids. Possibly did not call parent GridSpec with the \"figure\" keyword\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "data": { - "image/png": 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -751,15 +746,15 @@ } ], "source": [ - "# dag5_1 = CausalGraphicalModel(nodes=[\"A\", \"D\", \"M\"], edges=[(\"A\", \"D\"), (\"A\", \"M\"), (\"M\", \"D\")])\n", - "# pgm = daft.PGM()\n", - "# coordinates = {\"A\": (0, 0), \"D\": (1, 1), \"M\": (2, 0)}\n", - "# for node in dag5_1.dag.nodes:\n", - "# pgm.add_node(node, node, *coordinates[node])\n", - "# for edge in dag5_1.dag.edges:\n", - "# pgm.add_edge(*edge)\n", - "# pgm.render()\n", - "# plt.gca().invert_yaxis()" + "dag5_1 = CausalGraphicalModel(nodes=[\"A\", \"D\", \"M\"], edges=[(\"A\", \"D\"), (\"A\", \"M\"), (\"M\", \"D\")])\n", + "pgm = daft.PGM()\n", + "coordinates = {\"A\": (0, 0), \"D\": (1, 1), \"M\": (2, 0)}\n", + "for node in dag5_1.dag.nodes:\n", + " pgm.add_node(node, node, *coordinates[node])\n", + "for edge in dag5_1.dag.edges:\n", + " pgm.add_edge(*edge)\n", + "pgm.render()\n", + "plt.gca().invert_yaxis()" ] }, { @@ -785,14 +780,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -800,17 +795,17 @@ } ], "source": [ - "# # Note - There is no explicit code section for drawing the second DAG\n", - "# # but the figure appears in the book and hence drawing it as well\n", - "# dag5_2 = CausalGraphicalModel(nodes=[\"A\", \"D\", \"M\"], edges=[(\"A\", \"D\"), (\"A\", \"M\")])\n", - "# pgm = daft.PGM()\n", - "# coordinates = {\"A\": (0, 0), \"D\": (1, 1), \"M\": (2, 0)}\n", - "# for node in dag5_2.dag.nodes:\n", - "# pgm.add_node(node, node, *coordinates[node])\n", - "# for edge in dag5_2.dag.edges:\n", - "# pgm.add_edge(*edge)\n", - "# pgm.render()\n", - "# plt.gca().invert_yaxis()" + "# Note - There is no explicit code section for drawing the second DAG\n", + "# but the figure appears in the book and hence drawing it as well\n", + "dag5_2 = CausalGraphicalModel(nodes=[\"A\", \"D\", \"M\"], edges=[(\"A\", \"D\"), (\"A\", \"M\")])\n", + "pgm = daft.PGM()\n", + "coordinates = {\"A\": (0, 0), \"D\": (1, 1), \"M\": (2, 0)}\n", + "for node in dag5_2.dag.nodes:\n", + " pgm.add_node(node, node, *coordinates[node])\n", + "for edge in dag5_2.dag.edges:\n", + " pgm.add_edge(*edge)\n", + "pgm.render()\n", + "plt.gca().invert_yaxis()" ] }, { @@ -822,7 +817,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -834,7 +829,7 @@ } ], "source": [ - "# print(dag5_2.get_distribution())" + "print(dag5_2.get_distribution())" ] }, { @@ -846,7 +841,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -866,7 +861,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -878,15 +873,15 @@ } ], "source": [ - "# DMA_dag2 = CausalGraphicalModel(nodes=[\"A\", \"D\", \"M\"], edges=[(\"A\", \"D\"), (\"A\", \"M\")])\n", - "# all_independencies = DMA_dag2.get_all_independence_relationships()\n", - "# for s in all_independencies:\n", - "# if all(\n", - "# t[0] != s[0] or t[1] != s[1] or not t[2].issubset(s[2])\n", - "# for t in all_independencies\n", - "# if t != s\n", - "# ):\n", - "# print(s)" + "DMA_dag2 = CausalGraphicalModel(nodes=[\"A\", \"D\", \"M\"], edges=[(\"A\", \"D\"), (\"A\", \"M\")])\n", + "all_independencies = DMA_dag2.get_all_independence_relationships()\n", + "for s in all_independencies:\n", + " if all(\n", + " t[0] != s[0] or t[1] != s[1] or not t[2].issubset(s[2])\n", + " for t in all_independencies\n", + " if t != s\n", + " ):\n", + " print(s)" ] }, { @@ -905,19 +900,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "# DMA_dag1 = CausalGraphicalModel(nodes=[\"A\", \"D\", \"M\"], edges=[(\"A\", \"D\"), (\"A\", \"M\"), (\"M\", \"D\")])\n", - "# all_independencies = DMA_dag1.get_all_independence_relationships()\n", - "# for s in all_independencies:\n", - "# if all(\n", - "# t[0] != s[0] or t[1] != s[1] or not t[2].issubset(s[2])\n", - "# for t in all_independencies\n", - "# if t != s\n", - "# ):\n", - "# print(s)" + "DMA_dag1 = CausalGraphicalModel(nodes=[\"A\", \"D\", \"M\"], edges=[(\"A\", \"D\"), (\"A\", \"M\"), (\"M\", \"D\")])\n", + "all_independencies = DMA_dag1.get_all_independence_relationships()\n", + "for s in all_independencies:\n", + " if all(\n", + " t[0] != s[0] or t[1] != s[1] or not t[2].issubset(s[2])\n", + " for t in all_independencies\n", + " if t != s\n", + " ):\n", + " print(s)" ] }, { @@ -936,7 +931,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -961,6 +956,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -979,7 +977,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:37<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -994,7 +992,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 21 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 82 seconds.\n", + "Sampling: [a, bA, bM, divorce_rate_std, sigma]\n" ] } ], @@ -1018,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1057,49 +1056,49 @@ " \n", " a\n", " 0.001\n", - " 0.100\n", - " -0.191\n", - " 0.179\n", + " 0.102\n", + " -0.182\n", + " 0.199\n", " 0.002\n", " 0.002\n", - " 3630.0\n", - " 2543.0\n", + " 3742.0\n", + " 2886.0\n", " 1.0\n", " \n", " \n", " bM\n", - " -0.059\n", - " 0.158\n", - " -0.349\n", - " 0.246\n", + " -0.058\n", + " 0.156\n", + " -0.358\n", + " 0.225\n", " 0.003\n", " 0.002\n", - " 2214.0\n", - " 2620.0\n", + " 2498.0\n", + " 2497.0\n", " 1.0\n", " \n", " \n", " bA\n", - " -0.605\n", - " 0.156\n", - " -0.906\n", - " -0.327\n", + " -0.602\n", + " 0.157\n", + " -0.899\n", + " -0.317\n", " 0.003\n", " 0.002\n", - " 2176.0\n", - " 2317.0\n", + " 2570.0\n", + " 2420.0\n", " 1.0\n", " \n", " \n", " sigma\n", " 0.825\n", - " 0.085\n", - " 0.678\n", - " 0.995\n", + " 0.086\n", + " 0.680\n", + " 1.001\n", " 0.002\n", " 0.001\n", - " 2331.0\n", - " 1645.0\n", + " 3222.0\n", + " 2656.0\n", " 1.0\n", " \n", " \n", @@ -1108,10 +1107,10 @@ ], "text/plain": [ " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", - "a 0.001 0.100 -0.191 0.179 0.002 0.002 3630.0 2543.0 \n", - "bM -0.059 0.158 -0.349 0.246 0.003 0.002 2214.0 2620.0 \n", - "bA -0.605 0.156 -0.906 -0.327 0.003 0.002 2176.0 2317.0 \n", - "sigma 0.825 0.085 0.678 0.995 0.002 0.001 2331.0 1645.0 \n", + "a 0.001 0.102 -0.182 0.199 0.002 0.002 3742.0 2886.0 \n", + "bM -0.058 0.156 -0.358 0.225 0.003 0.002 2498.0 2497.0 \n", + "bA -0.602 0.157 -0.899 -0.317 0.003 0.002 2570.0 2420.0 \n", + "sigma 0.825 0.086 0.680 1.001 0.002 0.001 3222.0 2656.0 \n", "\n", " r_hat \n", "a 1.0 \n", @@ -1138,19 +1137,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1176,7 +1173,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -1195,7 +1192,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1220,6 +1217,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1238,7 +1238,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:22<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1253,7 +1253,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 20 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 106 seconds.\n", + "Sampling: [Marriage_std, a, bAM, sigma]\n" ] } ], @@ -1281,7 +1282,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1299,9 +1300,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [divorce_rate_std]\n" + ] + }, { "data": { "text/html": [ @@ -1314,6 +1322,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1331,8 +1342,8 @@ "text/html": [ "\n", "
\n", - " \n", - " 100.00% [4000/4000 00:00<00:00]\n", + " \n", + " 0.12% [5/4000 00:00<00:16]\n", "
\n", " " ], @@ -1349,11 +1360,11 @@ " m_5_3_ppc = pm.sample_posterior_predictive(idata_5_3, var_names=[\"mu\", \"divorce_rate_std\"])\n", "\n", "\n", - "mu_mean = m_5_3_ppc[\"posterior\"]_predictive[\"mu\"].mean(dim=[\"chain\", \"draw\"])\n", - "mu_PI = az.hdi(m_5_3_ppc[\"posterior\"]_predictive[\"mu\"], 0.89)\n", + "mu_mean = m_5_3_ppc[\"posterior_predictive\"][\"mu\"].mean(dim=[\"chain\", \"draw\"])\n", + "mu_PI = az.hdi(m_5_3_ppc[\"posterior_predictive\"][\"mu\"], 0.89)\n", "\n", - "D_sim = m_5_3_ppc[\"posterior\"]_predictive[\"divorce_rate_std\"].mean(dim=[\"chain\", \"draw\"])\n", - "D_PI = az.hdi(m_5_3_ppc[\"posterior\"]_predictive[\"divorce_rate_std\"], 0.89)" + "D_sim = m_5_3_ppc[\"posterior_predictive\"][\"divorce_rate_std\"].mean(dim=[\"chain\", \"draw\"])\n", + "D_PI = az.hdi(m_5_3_ppc[\"posterior_predictive\"][\"divorce_rate_std\"], 0.89)" ] }, { @@ -1365,19 +1376,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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"text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1455,7 +1462,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1480,6 +1487,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1498,7 +1508,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:09<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:25<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1513,7 +1523,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 25 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 85 seconds.\n" ] } ], @@ -1555,7 +1565,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1564,7 +1574,7 @@ "(50,)" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1584,9 +1594,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [divorce, marriage]\n" + ] + }, { "data": { "text/html": [ @@ -1599,6 +1616,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1616,8 +1636,8 @@ "text/html": [ "\n", "
\n", - " \n", - " 100.00% [4000/4000 00:00<00:00]\n", + " \n", + " 1.35% [54/4000 00:00<00:04]\n", "
\n", " " ], @@ -1636,7 +1656,7 @@ "age_shared.set_value(A_seq)\n", "\n", "with m_5_3_A:\n", - " m_5_3_M_ppc = pm.sample_posterior_predictive(idata_5_3_A)" + " idata_5_3_A_marriage_ppc = pm.sample_posterior_predictive(idata_5_3_A)" ] }, { @@ -1648,33 +1668,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(1, 2, figsize=(12, 4))\n", - "az.plot_hdi(A_seq, m_5_3_M_ppc[\"posterior\"]_predictive[\"divorce\"], ax=ax[0])\n", - "ax[0].plot(A_seq, m_5_3_M_ppc[\"posterior\"]_predictive[\"divorce\"].mean(dim=[\"chain\", \"draw\"]))\n", + "az.plot_hdi(A_seq, idata_5_3_A_marriage_ppc[\"posterior_predictive\"][\"divorce\"], ax=ax[0])\n", + "ax[0].plot(\n", + " A_seq, idata_5_3_A_marriage_ppc[\"posterior_predictive\"][\"divorce\"].mean(dim=[\"chain\", \"draw\"])\n", + ")\n", "ax[0].set_title(\"Total counterfactual effect of A on D\")\n", "ax[0].set_xlabel(\"manipulated A\")\n", "ax[0].set_ylabel(\"counterfactual D\")\n", "\n", "\n", - "az.plot_hdi(A_seq, idata_5_3_M_marriage[\"posterior\"]_predictive[\"marriage\"], ax=ax[1])\n", - "ax[1].plot(A_seq, idata_5_3_M_marriage[\"posterior\"]_predictive[\"marriage\"].mean(dim=[\"chain\", \"draw\"]))\n", + "az.plot_hdi(A_seq, idata_5_3_A_marriage_ppc[\"posterior_predictive\"][\"marriage\"], ax=ax[1])\n", + "ax[1].plot(\n", + " A_seq, idata_5_3_A_marriage_ppc[\"posterior_predictive\"][\"marriage\"].mean(dim=[\"chain\", \"draw\"])\n", + ")\n", "ax[1].set_title(\"Total counterfactual effect of A -> M\")\n", "ax[1].set_xlabel(\"manipulated A\")\n", "ax[1].set_ylabel(\"counterfactual M\");" @@ -1689,9 +1711,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [divorce, marriage]\n" + ] + }, { "data": { "text/html": [ @@ -1704,6 +1733,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1722,7 +1754,7 @@ "\n", "
\n", " \n", - " 100.00% [4000/4000 00:00<00:00]\n", + " 100.00% [4000/4000 00:01<00:00]\n", "
\n", " " ], @@ -1767,6 +1799,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -1996,6 +2029,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -2017,14 +2055,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -2034,13 +2074,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -2078,7 +2121,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -2088,14 +2132,14 @@ " fill: currentColor;\n", "}\n", "
<xarray.DataArray 'divorce' ()>\n",
-       "array(0.04078092)
" + "array(-0.2470755)" ], "text/plain": [ "\n", - "array(0.04078092)" + "array(-0.2470755)" ] }, - "execution_count": 40, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -2107,12 +2151,12 @@ "age_shared.set_value(A_seq)\n", "\n", "with m_5_3_A:\n", - " m_5_3_M_ppc = pm.sample_posterior_predictive(idata_5_3_M)\n", + " idata_5_3_A_ppc = pm.sample_posterior_predictive(idata_5_3_A)\n", "\n", "# Average first and last column and take difference\n", "(\n", - " m_5_3_M_ppc[\"posterior_predictive\"][\"divorce\"][:, -1].mean()\n", - " - m_5_3_M_ppc[\"posterior_predictive\"][\"divorce\"][:, 0].mean()\n", + " idata_5_3_A_ppc[\"posterior_predictive\"][\"divorce\"][:, -1].mean()\n", + " - idata_5_3_A_ppc[\"posterior_predictive\"][\"divorce\"][:, 0].mean()\n", ")" ] }, @@ -2125,9 +2169,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [divorce, marriage]\n" + ] + }, { "data": { "text/html": [ @@ -2140,6 +2191,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -2158,7 +2212,7 @@ "\n", "
\n", " \n", - " 100.00% [4000/4000 00:00<00:00]\n", + " 100.00% [4000/4000 00:01<00:00]\n", "
\n", " " ], @@ -2179,34 +2233,32 @@ "age_shared.set_value(np.zeros(50))\n", "\n", "with m_5_3_A:\n", - " m_5_3_M_ppc = pm.sample_posterior_predictive(idata_5_3_A)" + " idata_5_3_A_ppc = pm.sample_posterior_predictive(idata_5_3_A)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", - "az.plot_hdi(marriage_counter_factual_x, m_5_3_M_ppc[\"posterior\"]_predictive[\"divorce\"], ax=ax)\n", + "az.plot_hdi(marriage_counter_factual_x, idata_5_3_A_ppc[\"posterior_predictive\"][\"divorce\"], ax=ax)\n", "ax.plot(\n", " marriage_counter_factual_x,\n", - " m_5_3_M_ppc[\"posterior\"]_predictive[\"divorce\"].mean(dim=[\"chain\", \"draw\"]),\n", + " idata_5_3_A_ppc[\"posterior_predictive\"][\"divorce\"].mean(dim=[\"chain\", \"draw\"]),\n", ")\n", "ax.set_title(\"Total counterfactual effect M on D\")\n", "ax.set_xlabel(\"manipulated M\")\n", @@ -2222,7 +2274,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -2238,9 +2290,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [aM, bAM, sigma_m]\n" + ] + }, { "data": { "text/html": [ @@ -2253,6 +2312,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -2270,8 +2332,8 @@ "text/html": [ "\n", "
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\n", " " ], @@ -2286,14 +2348,14 @@ "source": [ "# Get the samples from Age Marriage model first\n", "with m_5_3_A:\n", - " m_5_3_M_marriage = pm.sample_posterior_predictive(\n", + " idata_5_3_A_marriage_ppc = pm.sample_posterior_predictive(\n", " idata_5_3_A, var_names=[\"sigma_m\", \"aM\", \"bAM\"]\n", " )" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -2302,21 +2364,23 @@ "(4000, 30)" ] }, - "execution_count": 45, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "marriage_mu_counterfactual = np.outer(\n", - " m_55_3_M_marriage[\"posterior\"]_predictive[\"aM\"] +m_55_3_M_marriage[\"posterior\"]_predictive[\"bAM\"], A_seq\n", + " idata_5_3_A_marriage_ppc[\"posterior_predictive\"][\"aM\"]\n", + " + idata_5_3_A_marriage_ppc[\"posterior_predictive\"][\"bAM\"],\n", + " A_seq,\n", ")\n", "marriage_mu_counterfactual.shape" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -2325,14 +2389,14 @@ "(30, 4000)" ] }, - "execution_count": 46, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mu = marriage_mu_counterfactual.T\n", - "sigma = az.extract_dataset(m_5_3_M_marriage[\"posterior\"]_predictive[\"sigma_m\"]).to_array()\n", + "sigma = az.extract_dataset(idata_5_3_A_marriage_ppc[\"posterior_predictive\"][\"sigma_m\"]).to_array()\n", "M_sim = stats.norm(loc=mu, scale=sigma).rvs()\n", "M_sim.shape" ] @@ -2346,9 +2410,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [a, bA, bM, sigma]\n" + ] + }, { "data": { "text/html": [ @@ -2361,6 +2432,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -2378,8 +2452,8 @@ "text/html": [ "\n", "
\n", - " \n", - " 100.00% [4000/4000 00:00<00:00]\n", + " \n", + " 11.10% [444/4000 00:00<00:00]\n", "
\n", " " ], @@ -2393,22 +2467,24 @@ ], "source": [ "with m_5_3_A:\n", - " m_5_3_M_divorce = pm.sample_posterior_predictive(\n", - " m_55_3_A_trace, var_names=[\"sigma\", \"bM\", \"bA\", \"a\"]\n", + " idata_5_3_A_divorce_ppc = pm.sample_posterior_predictive(\n", + " idata_5_3_A, var_names=[\"sigma\", \"bM\", \"bA\", \"a\"]\n", " )" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "D_sim = np.zeros((30, 4000))\n", - "a = np.array(az.extract_dataset(m_5_3_M_divorce[\"posterior\"]_predictive[\"a\"]).to_array())\n", - "bM = np.array(az.extract_dataset(m_5_3_M_divorce[\"posterior\"]_predictive[\"bM\"]).to_array())\n", - "bA = np.array(az.extract_dataset(m_5_3_M_divorce[\"posterior\"]_predictive[\"bA\"]).to_array())\n", - "sigma = np.array(az.extract_dataset(m_5_3_M_divorce[\"posterior\"]_predictive[\"sigma\"]).to_array())\n", + "a = np.array(az.extract_dataset(idata_5_3_A_divorce_ppc[\"posterior_predictive\"][\"a\"]).to_array())\n", + "bM = np.array(az.extract_dataset(idata_5_3_A_divorce_ppc[\"posterior_predictive\"][\"bM\"]).to_array())\n", + "bA = np.array(az.extract_dataset(idata_5_3_A_divorce_ppc[\"posterior_predictive\"][\"bA\"]).to_array())\n", + "sigma = np.array(\n", + " az.extract_dataset(idata_5_3_A_divorce_ppc[\"posterior_predictive\"][\"sigma\"]).to_array()\n", + ")\n", "\n", "for i, age_counterfactual in enumerate(A_seq):\n", " divorce_mu_counterfactual = a + bA * age_counterfactual + bM * M_sim[i, :]\n", @@ -2425,7 +2501,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -2535,7 +2611,7 @@ "4 53.22 2.19 NaN " ] }, - "execution_count": 49, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -2554,7 +2630,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -2572,7 +2648,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -2585,15 +2661,15 @@ }, { "ename": "SamplingError", - "evalue": "Initial evaluation of model at starting point failed!\nStarting values:\n{'sigma_log__': array(-0.99934241), 'bN': array(-0.92004079), 'a': array(-0.64712419)}\n\nInitial evaluation results:\n{'sigma': -1.37, 'bN': -1.34, 'a': -1.13, 'K': nan}", + "evalue": "Initial evaluation of model at starting point failed!\nStarting values:\n{'sigma_log__': array(0.97580412), 'bN': array(0.54011463), 'a': array(-0.85919959)}\n\nLogp initial evaluation results:\n{'sigma': -1.68, 'bN': -1.06, 'a': -1.29, 'K': nan}\nYou can call `model.debug()` for more details.", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mSamplingError\u001b[0m Traceback (most recent call last)", - "Input \u001b[1;32mIn [51]\u001b[0m, in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 6\u001b[0m mu \u001b[38;5;241m=\u001b[39m pm\u001b[38;5;241m.\u001b[39mDeterministic(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmu\u001b[39m\u001b[38;5;124m\"\u001b[39m, a \u001b[38;5;241m+\u001b[39m bN \u001b[38;5;241m*\u001b[39m d[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mN\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues)\n\u001b[0;32m 8\u001b[0m K \u001b[38;5;241m=\u001b[39m pm\u001b[38;5;241m.\u001b[39mNormal(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mK\u001b[39m\u001b[38;5;124m\"\u001b[39m, mu, sigma, observed\u001b[38;5;241m=\u001b[39md[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mK\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues)\n\u001b[1;32m---> 10\u001b[0m m5_5_draft_trace \u001b[38;5;241m=\u001b[39m \u001b[43mpm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\lib\\site-packages\\pymc\\sampling.py:558\u001b[0m, in \u001b[0;36msample\u001b[1;34m(draws, step, init, n_init, initvals, trace, chain_idx, chains, cores, tune, progressbar, model, random_seed, discard_tuned_samples, compute_convergence_checks, callback, jitter_max_retries, return_inferencedata, idata_kwargs, mp_ctx, **kwargs)\u001b[0m\n\u001b[0;32m 556\u001b[0m \u001b[38;5;66;03m# One final check that shapes and logps at the starting points are okay.\u001b[39;00m\n\u001b[0;32m 557\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ip \u001b[38;5;129;01min\u001b[39;00m initial_points:\n\u001b[1;32m--> 558\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcheck_start_vals\u001b[49m\u001b[43m(\u001b[49m\u001b[43mip\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 559\u001b[0m _check_start_shape(model, ip)\n\u001b[0;32m 561\u001b[0m sample_args \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m 562\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdraws\u001b[39m\u001b[38;5;124m\"\u001b[39m: draws,\n\u001b[0;32m 563\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstep\u001b[39m\u001b[38;5;124m\"\u001b[39m: step,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 573\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdiscard_tuned_samples\u001b[39m\u001b[38;5;124m\"\u001b[39m: discard_tuned_samples,\n\u001b[0;32m 574\u001b[0m }\n", - "File \u001b[1;32m~\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\lib\\site-packages\\pymc\\model.py:1725\u001b[0m, in \u001b[0;36mModel.check_start_vals\u001b[1;34m(self, start)\u001b[0m\n\u001b[0;32m 1722\u001b[0m initial_eval \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpoint_logps(point\u001b[38;5;241m=\u001b[39melem)\n\u001b[0;32m 1724\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mall\u001b[39m(np\u001b[38;5;241m.\u001b[39misfinite(v) \u001b[38;5;28;01mfor\u001b[39;00m v \u001b[38;5;129;01min\u001b[39;00m initial_eval\u001b[38;5;241m.\u001b[39mvalues()):\n\u001b[1;32m-> 1725\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m SamplingError(\n\u001b[0;32m 1726\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInitial evaluation of model at starting point failed!\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1727\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStarting values:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00melem\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1728\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInitial evaluation results:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00minitial_eval\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1729\u001b[0m )\n", - "\u001b[1;31mSamplingError\u001b[0m: Initial evaluation of model at starting point failed!\nStarting values:\n{'sigma_log__': array(-0.99934241), 'bN': array(-0.92004079), 'a': array(-0.64712419)}\n\nInitial evaluation results:\n{'sigma': -1.37, 'bN': -1.34, 'a': -1.13, 'K': nan}" + "Cell \u001b[1;32mIn[48], line 10\u001b[0m\n\u001b[0;32m 6\u001b[0m mu \u001b[38;5;241m=\u001b[39m pm\u001b[38;5;241m.\u001b[39mDeterministic(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmu\u001b[39m\u001b[38;5;124m\"\u001b[39m, a \u001b[38;5;241m+\u001b[39m bN \u001b[38;5;241m*\u001b[39m d[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mN\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues)\n\u001b[0;32m 8\u001b[0m K \u001b[38;5;241m=\u001b[39m pm\u001b[38;5;241m.\u001b[39mNormal(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mK\u001b[39m\u001b[38;5;124m\"\u001b[39m, mu, sigma, observed\u001b[38;5;241m=\u001b[39md[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mK\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues)\n\u001b[1;32m---> 10\u001b[0m idata_5_5_draft \u001b[38;5;241m=\u001b[39m \u001b[43mpm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pymc\\sampling\\mcmc.py:744\u001b[0m, in \u001b[0;36msample\u001b[1;34m(draws, tune, chains, cores, random_seed, progressbar, step, nuts_sampler, initvals, init, jitter_max_retries, n_init, trace, discard_tuned_samples, compute_convergence_checks, keep_warning_stat, return_inferencedata, idata_kwargs, nuts_sampler_kwargs, callback, mp_ctx, model, **kwargs)\u001b[0m\n\u001b[0;32m 742\u001b[0m ip: Dict[\u001b[38;5;28mstr\u001b[39m, np\u001b[38;5;241m.\u001b[39mndarray]\n\u001b[0;32m 743\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m ip \u001b[38;5;129;01min\u001b[39;00m initial_points:\n\u001b[1;32m--> 744\u001b[0m \u001b[43mmodel\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcheck_start_vals\u001b[49m\u001b[43m(\u001b[49m\u001b[43mip\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 745\u001b[0m _check_start_shape(model, ip)\n\u001b[0;32m 747\u001b[0m \u001b[38;5;66;03m# Create trace backends for each chain\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pymc\\model\\core.py:1660\u001b[0m, in \u001b[0;36mModel.check_start_vals\u001b[1;34m(self, start)\u001b[0m\n\u001b[0;32m 1657\u001b[0m initial_eval \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpoint_logps(point\u001b[38;5;241m=\u001b[39melem)\n\u001b[0;32m 1659\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mall\u001b[39m(np\u001b[38;5;241m.\u001b[39misfinite(v) \u001b[38;5;28;01mfor\u001b[39;00m v \u001b[38;5;129;01min\u001b[39;00m initial_eval\u001b[38;5;241m.\u001b[39mvalues()):\n\u001b[1;32m-> 1660\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m SamplingError(\n\u001b[0;32m 1661\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInitial evaluation of model at starting point failed!\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1662\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mStarting values:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00melem\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1663\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLogp initial evaluation results:\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00minitial_eval\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1664\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mYou can call `model.debug()` for more details.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 1665\u001b[0m )\n", + "\u001b[1;31mSamplingError\u001b[0m: Initial evaluation of model at starting point failed!\nStarting values:\n{'sigma_log__': array(0.97580412), 'bN': array(0.54011463), 'a': array(-0.85919959)}\n\nLogp initial evaluation results:\n{'sigma': -1.68, 'bN': -1.06, 'a': -1.29, 'K': nan}\nYou can call `model.debug()` for more details." ] } ], @@ -2619,7 +2695,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -2657,7 +2733,7 @@ "Name: neocortex.perc, dtype: float64" ] }, - "execution_count": 52, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -2675,7 +2751,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -2684,7 +2760,7 @@ "(17, 11)" ] }, - "execution_count": 53, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -2703,7 +2779,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2728,6 +2804,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -2746,7 +2825,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:29<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -2761,7 +2840,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 21 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 85 seconds.\n" ] } ], @@ -2788,9 +2867,51 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling: [K, a, bN, sigma]\n" + ] + }, + { + "ename": "ValueError", + "evalue": "shape mismatch: objects cannot be broadcast to a single shape. Mismatch is between arg 0 with shape (17,) and arg 1 with shape (2,).\nApply node that caused the error: normal_rv{0, (0, 0), floatX, True}(RandomGeneratorSharedVariable(), [17], 11, mu, sigma)\nToposort index: 6\nInputs types: [RandomGeneratorType, TensorType(int64, shape=(1,)), TensorType(int64, shape=()), TensorType(float64, shape=(None,)), TensorType(float64, shape=())]\nInputs shapes: ['No shapes', (1,), (), (2,), ()]\nInputs strides: ['No strides', (8,), (), (8,), ()]\nInputs values: [Generator(PCG64) at 0x210D7662260, array([17], dtype=int64), array(11, dtype=int64), array([-1.87247786, 0.33223883]), array(0.58470118)]\nOutputs clients: [['output'], ['output']]\n\nHINT: Re-running with most PyTensor optimizations disabled could provide a back-trace showing when this node was created. This can be done by setting the PyTensor flag 'optimizer=fast_compile'. If that does not work, PyTensor optimizations can be disabled with 'optimizer=None'.\nHINT: Use the PyTensor flag `exception_verbosity=high` for a debug print-out and storage map footprint of this Apply node.", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\compile\\function\\types.py:970\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 968\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 969\u001b[0m outputs \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m--> 970\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvm\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m output_subset \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 972\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvm(output_subset\u001b[38;5;241m=\u001b[39moutput_subset)\n\u001b[0;32m 973\u001b[0m )\n\u001b[0;32m 974\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\graph\\op.py:518\u001b[0m, in \u001b[0;36mOp.make_py_thunk..rval\u001b[1;34m(p, i, o, n)\u001b[0m\n\u001b[0;32m 516\u001b[0m \u001b[38;5;129m@is_thunk_type\u001b[39m\n\u001b[0;32m 517\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrval\u001b[39m(p\u001b[38;5;241m=\u001b[39mp, i\u001b[38;5;241m=\u001b[39mnode_input_storage, o\u001b[38;5;241m=\u001b[39mnode_output_storage, n\u001b[38;5;241m=\u001b[39mnode):\n\u001b[1;32m--> 518\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43mp\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mo\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 519\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m node\u001b[38;5;241m.\u001b[39moutputs:\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\tensor\\random\\op.py:328\u001b[0m, in \u001b[0;36mRandomVariable.perform\u001b[1;34m(self, node, inputs, outputs)\u001b[0m\n\u001b[0;32m 326\u001b[0m rng_var_out[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m rng\n\u001b[1;32m--> 328\u001b[0m smpl_val \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrng_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrng\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43msize\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 330\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m 331\u001b[0m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(smpl_val, np\u001b[38;5;241m.\u001b[39mndarray)\n\u001b[0;32m 332\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mstr\u001b[39m(smpl_val\u001b[38;5;241m.\u001b[39mdtype) \u001b[38;5;241m!=\u001b[39m out_var\u001b[38;5;241m.\u001b[39mtype\u001b[38;5;241m.\u001b[39mdtype\n\u001b[0;32m 333\u001b[0m ):\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\tensor\\random\\op.py:125\u001b[0m, in \u001b[0;36mRandomVariable.rng_fn\u001b[1;34m(self, rng, *args, **kwargs)\u001b[0m\n\u001b[0;32m 124\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Sample a numeric random variate.\"\"\"\u001b[39;00m\n\u001b[1;32m--> 125\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mrng\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mnumpy\\\\random\\\\_generator.pyx:1220\u001b[0m, in \u001b[0;36mnumpy.random._generator.Generator.normal\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32m_common.pyx:600\u001b[0m, in \u001b[0;36mnumpy.random._common.cont\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32m_common.pyx:517\u001b[0m, in \u001b[0;36mnumpy.random._common.cont_broadcast_2\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32m__init__.cython-30.pxd:780\u001b[0m, in \u001b[0;36mnumpy.PyArray_MultiIterNew3\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mValueError\u001b[0m: shape mismatch: objects cannot be broadcast to a single shape. Mismatch is between arg 0 with shape (17,) and arg 1 with shape (2,).", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[52], line 4\u001b[0m\n\u001b[0;32m 2\u001b[0m shared_N\u001b[38;5;241m.\u001b[39mset_value(np\u001b[38;5;241m.\u001b[39marray(xseq))\n\u001b[0;32m 3\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m m_5_5_draft:\n\u001b[1;32m----> 4\u001b[0m m_5_5_draft_prior_predictive \u001b[38;5;241m=\u001b[39m \u001b[43mpm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_prior_predictive\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pymc\\sampling\\forward.py:425\u001b[0m, in \u001b[0;36msample_prior_predictive\u001b[1;34m(samples, model, var_names, random_seed, return_inferencedata, idata_kwargs, compile_kwargs)\u001b[0m\n\u001b[0;32m 423\u001b[0m \u001b[38;5;66;03m# All model variables have a name, but mypy does not know this\u001b[39;00m\n\u001b[0;32m 424\u001b[0m _log\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSampling: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlist\u001b[39m(\u001b[38;5;28msorted\u001b[39m(volatile_basic_rvs,\u001b[38;5;250m \u001b[39mkey\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m\u001b[38;5;250m \u001b[39mvar:\u001b[38;5;250m \u001b[39mvar\u001b[38;5;241m.\u001b[39mname))\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m--> 425\u001b[0m values \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mzip\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msampler_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mrange\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msamples\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 427\u001b[0m data \u001b[38;5;241m=\u001b[39m {k: np\u001b[38;5;241m.\u001b[39mstack(v) \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(names, values)}\n\u001b[0;32m 428\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pymc\\sampling\\forward.py:425\u001b[0m, in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 423\u001b[0m \u001b[38;5;66;03m# All model variables have a name, but mypy does not know this\u001b[39;00m\n\u001b[0;32m 424\u001b[0m _log\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSampling: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlist\u001b[39m(\u001b[38;5;28msorted\u001b[39m(volatile_basic_rvs,\u001b[38;5;250m \u001b[39mkey\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mlambda\u001b[39;00m\u001b[38;5;250m \u001b[39mvar:\u001b[38;5;250m \u001b[39mvar\u001b[38;5;241m.\u001b[39mname))\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m--> 425\u001b[0m values \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mzip\u001b[39m(\u001b[38;5;241m*\u001b[39m(\u001b[43msampler_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(samples)))\n\u001b[0;32m 427\u001b[0m data \u001b[38;5;241m=\u001b[39m {k: np\u001b[38;5;241m.\u001b[39mstack(v) \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(names, values)}\n\u001b[0;32m 428\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\compile\\function\\types.py:983\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 981\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvm, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mthunks\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[0;32m 982\u001b[0m thunk \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvm\u001b[38;5;241m.\u001b[39mthunks[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvm\u001b[38;5;241m.\u001b[39mposition_of_error]\n\u001b[1;32m--> 983\u001b[0m \u001b[43mraise_with_op\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 984\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmaker\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfgraph\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 985\u001b[0m \u001b[43m \u001b[49m\u001b[43mnode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnodes\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mposition_of_error\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 986\u001b[0m \u001b[43m \u001b[49m\u001b[43mthunk\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mthunk\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 987\u001b[0m \u001b[43m \u001b[49m\u001b[43mstorage_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvm\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstorage_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 988\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 989\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 990\u001b[0m \u001b[38;5;66;03m# old-style linkers raise their own exceptions\u001b[39;00m\n\u001b[0;32m 991\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\link\\utils.py:531\u001b[0m, in \u001b[0;36mraise_with_op\u001b[1;34m(fgraph, node, thunk, exc_info, storage_map)\u001b[0m\n\u001b[0;32m 526\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m 527\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mexc_type\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m error does not allow us to add an extra error message\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m 528\u001b[0m )\n\u001b[0;32m 529\u001b[0m \u001b[38;5;66;03m# Some exception need extra parameter in inputs. So forget the\u001b[39;00m\n\u001b[0;32m 530\u001b[0m \u001b[38;5;66;03m# extra long error message in that case.\u001b[39;00m\n\u001b[1;32m--> 531\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc_value\u001b[38;5;241m.\u001b[39mwith_traceback(exc_trace)\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\compile\\function\\types.py:970\u001b[0m, in \u001b[0;36mFunction.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 967\u001b[0m t0_fn \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mperf_counter()\n\u001b[0;32m 968\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 969\u001b[0m outputs \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m--> 970\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvm\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m output_subset \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 972\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvm(output_subset\u001b[38;5;241m=\u001b[39moutput_subset)\n\u001b[0;32m 973\u001b[0m )\n\u001b[0;32m 974\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[0;32m 975\u001b[0m restore_defaults()\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\graph\\op.py:518\u001b[0m, in \u001b[0;36mOp.make_py_thunk..rval\u001b[1;34m(p, i, o, n)\u001b[0m\n\u001b[0;32m 516\u001b[0m \u001b[38;5;129m@is_thunk_type\u001b[39m\n\u001b[0;32m 517\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrval\u001b[39m(p\u001b[38;5;241m=\u001b[39mp, i\u001b[38;5;241m=\u001b[39mnode_input_storage, o\u001b[38;5;241m=\u001b[39mnode_output_storage, n\u001b[38;5;241m=\u001b[39mnode):\n\u001b[1;32m--> 518\u001b[0m r \u001b[38;5;241m=\u001b[39m \u001b[43mp\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mo\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 519\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m node\u001b[38;5;241m.\u001b[39moutputs:\n\u001b[0;32m 520\u001b[0m compute_map[o][\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\tensor\\random\\op.py:328\u001b[0m, in \u001b[0;36mRandomVariable.perform\u001b[1;34m(self, node, inputs, outputs)\u001b[0m\n\u001b[0;32m 324\u001b[0m rng \u001b[38;5;241m=\u001b[39m copy(rng)\n\u001b[0;32m 326\u001b[0m rng_var_out[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m rng\n\u001b[1;32m--> 328\u001b[0m smpl_val \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrng_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrng\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[43msize\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 330\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m 331\u001b[0m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(smpl_val, np\u001b[38;5;241m.\u001b[39mndarray)\n\u001b[0;32m 332\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mstr\u001b[39m(smpl_val\u001b[38;5;241m.\u001b[39mdtype) \u001b[38;5;241m!=\u001b[39m out_var\u001b[38;5;241m.\u001b[39mtype\u001b[38;5;241m.\u001b[39mdtype\n\u001b[0;32m 333\u001b[0m ):\n\u001b[0;32m 334\u001b[0m smpl_val \u001b[38;5;241m=\u001b[39m _asarray(smpl_val, dtype\u001b[38;5;241m=\u001b[39mout_var\u001b[38;5;241m.\u001b[39mtype\u001b[38;5;241m.\u001b[39mdtype)\n", + "File \u001b[1;32mc:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\pytensor\\tensor\\random\\op.py:125\u001b[0m, in \u001b[0;36mRandomVariable.rng_fn\u001b[1;34m(self, rng, *args, **kwargs)\u001b[0m\n\u001b[0;32m 123\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mrng_fn\u001b[39m(\u001b[38;5;28mself\u001b[39m, rng, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Union[\u001b[38;5;28mint\u001b[39m, \u001b[38;5;28mfloat\u001b[39m, np\u001b[38;5;241m.\u001b[39mndarray]:\n\u001b[0;32m 124\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Sample a numeric random variate.\"\"\"\u001b[39;00m\n\u001b[1;32m--> 125\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mgetattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mrng\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[1;32mnumpy\\\\random\\\\_generator.pyx:1220\u001b[0m, in \u001b[0;36mnumpy.random._generator.Generator.normal\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32m_common.pyx:600\u001b[0m, in \u001b[0;36mnumpy.random._common.cont\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32m_common.pyx:517\u001b[0m, in \u001b[0;36mnumpy.random._common.cont_broadcast_2\u001b[1;34m()\u001b[0m\n", + "File \u001b[1;32m__init__.cython-30.pxd:780\u001b[0m, in \u001b[0;36mnumpy.PyArray_MultiIterNew3\u001b[1;34m()\u001b[0m\n", + "\u001b[1;31mValueError\u001b[0m: shape mismatch: objects cannot be broadcast to a single shape. Mismatch is between arg 0 with shape (17,) and arg 1 with shape (2,).\nApply node that caused the error: normal_rv{0, (0, 0), floatX, True}(RandomGeneratorSharedVariable(), [17], 11, mu, sigma)\nToposort index: 6\nInputs types: [RandomGeneratorType, TensorType(int64, shape=(1,)), TensorType(int64, shape=()), TensorType(float64, shape=(None,)), TensorType(float64, shape=())]\nInputs shapes: ['No shapes', (1,), (), (2,), ()]\nInputs strides: ['No strides', (8,), (), (8,), ()]\nInputs values: [Generator(PCG64) at 0x210D7662260, array([17], dtype=int64), array(11, dtype=int64), array([-1.87247786, 0.33223883]), array(0.58470118)]\nOutputs clients: [['output'], ['output']]\n\nHINT: Re-running with most PyTensor optimizations disabled could provide a back-trace showing when this node was created. This can be done by setting the PyTensor flag 'optimizer=fast_compile'. If that does not work, PyTensor optimizations can be disabled with 'optimizer=None'.\nHINT: Use the PyTensor flag `exception_verbosity=high` for a debug print-out and storage map footprint of this Apply node." + ] + } + ], "source": [ "xseq = [-2, 2]\n", "shared_N.set_value(np.array(xseq))\n", @@ -2802,20 +2923,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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\n", - " \n", - " 100.00% [8000/8000 00:05<00:00 Sampling 4 chains, 0 divergences]\n", - "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
a0.0330.161-0.2630.3470.0030.0033967.02421.01.0
bN0.1230.243-0.3210.5820.0040.0034216.02758.01.0
sigma1.1140.2070.7791.4970.0030.0024199.02795.01.0
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" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", - "a 0.033 0.161 -0.263 0.347 0.003 0.003 3967.0 2421.0 \n", - "bN 0.123 0.243 -0.321 0.582 0.004 0.003 4216.0 2758.0 \n", - "sigma 1.114 0.207 0.779 1.497 0.003 0.002 4199.0 2795.0 \n", - "\n", - " r_hat \n", - "a 1.0 \n", - "bN 1.0 \n", - "sigma 1.0 " - ] - }, - "execution_count": 60, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "az.summary(idata_5_5, var_names=[\"a\", \"bN\", \"sigma\"])" ] @@ -3078,61 +3024,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "xseq = np.linspace(dcc[\"N\"].min() - 0.15, dcc[\"N\"].max() + 0.15, 30)\n", "\n", @@ -3141,7 +3033,7 @@ "with m_5_5:\n", " m_5_5_posterior_predictive = pm.sample_posterior_predictive(idata_5_5, var_names=[\"mu\"])\n", "\n", - "mu_ppd = m_5_5_posterior_predictive[\"posterior\"]_predictive[\"mu\"]\n", + "mu_ppd = m_5_5_posterior_predictive[\"posterior_predictive\"][\"mu\"]\n", "mu_mean = mu_ppd.mean(dim=[\"chain\", \"draw\"])\n", "\n", "fig, ax = plt.subplots()\n", @@ -3164,155 +3056,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [sigma, bM, a]\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
bM-0.3060.242-0.7890.1200.0040.0034344.02989.01.0
a0.0440.158-0.2590.3180.0020.0024699.02593.01.0
sigma1.0600.2010.7311.4430.0030.0023701.02119.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", - "bM -0.306 0.242 -0.789 0.120 0.004 0.003 4344.0 2989.0 \n", - "a 0.044 0.158 -0.259 0.318 0.002 0.002 4699.0 2593.0 \n", - "sigma 1.060 0.201 0.731 1.443 0.003 0.002 3701.0 2119.0 \n", - "\n", - " r_hat \n", - "bM 1.0 \n", - "a 1.0 \n", - "sigma 1.0 " - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "shared_M = shared(dcc[\"M\"].values)\n", "\n", @@ -3340,169 +3084,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [sigma, bN, bM, a]\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
a0.0600.152-0.2220.3520.0010.00133132.027357.01.0
bN0.3800.259-0.1190.8580.0020.00124784.022994.01.0
bM-0.5130.271-1.0040.0170.0020.00123848.022770.01.0
sigma0.9700.1930.6511.3350.0010.00125911.022398.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", - "a 0.060 0.152 -0.222 0.352 0.001 0.001 33132.0 27357.0 \n", - "bN 0.380 0.259 -0.119 0.858 0.002 0.001 24784.0 22994.0 \n", - "bM -0.513 0.271 -1.004 0.017 0.002 0.001 23848.0 22770.0 \n", - "sigma 0.970 0.193 0.651 1.335 0.001 0.001 25911.0 22398.0 \n", - "\n", - " r_hat \n", - "a 1.0 \n", - "bN 1.0 \n", - "bM 1.0 \n", - "sigma 1.0 " - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "shared_N = shared(dcc[\"N\"].values)\n", "shared_M = shared(dcc[\"M\"].values)\n", @@ -3533,20 +3115,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "xseq = np.linspace(dcc[\"M\"].min() - 0.15, dcc[\"M\"].max() + 0.15, 30)\n", "shared_N.set_value(np.zeros(30))\n", @@ -3632,7 +3147,7 @@ "with m_5_7:\n", " m_5_7_posterior_predictive = pm.sample_posterior_predictive(idata_5_7, var_names=[\"mu\"])\n", "\n", - "mu_ppd = m_5_7_posterior_predictive[\"posterior\"]_predictive[\"mu\"]\n", + "mu_ppd = m_5_7_posterior_predictive[\"posterior_predictive\"][\"mu\"]\n", "mu_mean = mu_ppd.mean(dim=[\"chain\", \"draw\"])\n", "\n", "fig, ax = plt.subplots()\n", @@ -3672,20 +3187,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Professor McElreath suggests viewing the pair plots\n", "az.plot_pair({\"M\": M, \"N\": N, \"K\": K});" @@ -3735,88 +3237,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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heightweightagemale
0151.76547.82560663.01
1139.70036.48580763.00
2136.52531.86483865.00
3156.84553.04191441.01
4145.41541.27687251.00
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" - ], - "text/plain": [ - " height weight age male\n", - "0 151.765 47.825606 63.0 1\n", - "1 139.700 36.485807 63.0 0\n", - "2 136.525 31.864838 65.0 0\n", - "3 156.845 53.041914 41.0 1\n", - "4 145.415 41.276872 51.0 0" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "d = pd.read_csv(os.path.join(\"Data\", \"Howell1.csv\"), delimiter=\";\")\n", "d.head()" @@ -3833,64 +3254,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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meansdhdi_3%hdi_97%
mu_female176.91819.091141.103212.153
mu_male177.69622.989135.588221.674
\n", - "
" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97%\n", - "mu_female 176.918 19.091 141.103 212.153\n", - "mu_male 177.696 22.989 135.588 221.674" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "mu_female = stats.norm(178, 20).rvs(1000)\n", "mu_male = stats.norm(178, 20).rvs(1000) + stats.norm(0, 10).rvs(1000)\n", @@ -3925,477 +3289,55 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [sigma, mu]\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
\n", - " \n", - " 100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", - "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
mu[0]134.9361.695131.786137.9620.0230.0165634.03251.01.0
mu[1]142.5761.750139.176145.6900.0260.0184494.03008.01.0
sigma27.4230.85125.82729.0310.0110.0085779.03101.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", - "mu[0] 134.936 1.695 131.786 137.962 0.023 0.016 5634.0 \n", - "mu[1] 142.576 1.750 139.176 145.690 0.026 0.018 4494.0 \n", - "sigma 27.423 0.851 25.827 29.031 0.011 0.008 5779.0 \n", - "\n", - " ess_tail r_hat \n", - "mu[0] 3251.0 1.0 \n", - "mu[1] 3008.0 1.0 \n", - "sigma 3101.0 1.0 " - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "with pm.Model() as m_5_8:\n", - " sigma = pm.Uniform(\"sigma\", 0, 50)\n", - " mu = pm.Normal(\"mu\", 178, 20, shape=2)\n", - " height = pm.Normal(\"height\", mu[sex], sigma, observed=d[\"height\"].values)\n", - " idata_5_8 = pm.sample()\n", - "\n", - "az.summary(idata_5_8)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 5.49" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [sigma, mu]\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
mu[0]134.8911.680131.829138.0500.0240.0174904.02827.01.0
mu[1]142.6001.702139.324145.6670.0250.0174771.03040.01.0
sigma27.4360.86025.88929.0900.0120.0094944.02769.01.0
diff-7.7092.400-12.198-3.2250.0330.0255185.02877.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", - "mu[0] 134.891 1.680 131.829 138.050 0.024 0.017 4904.0 \n", - "mu[1] 142.600 1.702 139.324 145.667 0.025 0.017 4771.0 \n", - "sigma 27.436 0.860 25.889 29.090 0.012 0.009 4944.0 \n", - "diff -7.709 2.400 -12.198 -3.225 0.033 0.025 5185.0 \n", - "\n", - " ess_tail r_hat \n", - "mu[0] 2827.0 1.0 \n", - "mu[1] 3040.0 1.0 \n", - "sigma 2769.0 1.0 \n", - "diff 2877.0 1.0 " - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "with pm.Model() as m_5_8:\n", " sigma = pm.Uniform(\"sigma\", 0, 50)\n", " mu = pm.Normal(\"mu\", 178, 20, shape=2)\n", " height = pm.Normal(\"height\", mu[sex], sigma, observed=d[\"height\"].values)\n", - "\n", - " # With PyMC it's easier just to create a deterministic that includes both values\n", - " diff_fm = pm.Deterministic(\"diff\", mu[0] - mu[1])\n", - "\n", - " idata_5_8 = pm.sample()\n", - "\n", - "az.summary(idata_5_8)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 5.50" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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cladespecieskcal.per.gperc.fatperc.proteinperc.lactosemassneocortex.perc
0StrepsirrhineEulemur fulvus0.4916.6015.4267.981.9555.16
1StrepsirrhineE macaco0.5119.2716.9163.822.09NaN
2StrepsirrhineE mongoz0.4614.1116.8569.042.51NaN
3StrepsirrhineE rubriventer0.4814.9113.1871.911.62NaN
4StrepsirrhineLemur catta0.6027.2819.5053.222.19NaN
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" - ], - "text/plain": [ - " clade species kcal.per.g perc.fat perc.protein \\\n", - "0 Strepsirrhine Eulemur fulvus 0.49 16.60 15.42 \n", - "1 Strepsirrhine E macaco 0.51 19.27 16.91 \n", - "2 Strepsirrhine E mongoz 0.46 14.11 16.85 \n", - "3 Strepsirrhine E rubriventer 0.48 14.91 13.18 \n", - "4 Strepsirrhine Lemur catta 0.60 27.28 19.50 \n", - "\n", - " perc.lactose mass neocortex.perc \n", - "0 67.98 1.95 55.16 \n", - "1 63.82 2.09 NaN \n", - "2 69.04 2.51 NaN \n", - "3 71.91 1.62 NaN \n", - "4 53.22 2.19 NaN " - ] - }, - "execution_count": 74, - "metadata": {}, - "output_type": "execute_result" - } - ], + " idata_5_8 = pm.sample()\n", + "\n", + "az.summary(idata_5_8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 5.49" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as m_5_8:\n", + " sigma = pm.Uniform(\"sigma\", 0, 50)\n", + " mu = pm.Normal(\"mu\", 178, 20, shape=2)\n", + " height = pm.Normal(\"height\", mu[sex], sigma, observed=d[\"height\"].values)\n", + "\n", + " # With PyMC it's easier just to create a deterministic that includes both values\n", + " diff_fm = pm.Deterministic(\"diff\", mu[0] - mu[1])\n", + "\n", + " idata_5_8 = pm.sample()\n", + "\n", + "az.summary(idata_5_8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 5.50" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "d = pd.read_csv(os.path.join(\"Data\", \"milk.csv\"), delimiter=\";\")\n", "d.head()" @@ -4428,18 +3370,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "4" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "d[\"clade_id\"].max() + 1" ] @@ -4448,78 +3379,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Auto-assigning NUTS sampler...\n", - "Initializing NUTS using jitter+adapt_diag...\n", - "Multiprocess sampling (4 chains in 4 jobs)\n", - "NUTS: [sigma, mu]\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
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\n", - " \n", - " 100.00% [8000/8000 00:09<00:00 Sampling 4 chains, 0 divergences]\n", - "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
mu_clade[0]-0.3620.290-0.9070.1980.0050.0043159.03182.01.0
mu_clade[1]0.3630.295-0.2050.9080.0050.0043188.03222.01.0
mu_clade[2]0.5570.314-0.0131.1790.0050.0043375.02916.01.0
mu_clade[3]-0.4660.325-1.0760.1430.0050.0043786.02837.01.0
mu_house[0]0.1230.324-0.4690.7290.0050.0053503.02977.01.0
mu_house[1]-0.3570.286-0.8850.1810.0050.0043087.02976.01.0
mu_house[2]0.0490.285-0.4580.6020.0050.0043304.02820.01.0
mu_house[3]0.2880.325-0.3720.8560.0050.0043569.03305.01.0
\n", - "
" - ], - "text/plain": [ - " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", - "mu_clade[0] -0.362 0.290 -0.907 0.198 0.005 0.004 3159.0 \n", - "mu_clade[1] 0.363 0.295 -0.205 0.908 0.005 0.004 3188.0 \n", - "mu_clade[2] 0.557 0.314 -0.013 1.179 0.005 0.004 3375.0 \n", - "mu_clade[3] -0.466 0.325 -1.076 0.143 0.005 0.004 3786.0 \n", - "mu_house[0] 0.123 0.324 -0.469 0.729 0.005 0.005 3503.0 \n", - "mu_house[1] -0.357 0.286 -0.885 0.181 0.005 0.004 3087.0 \n", - "mu_house[2] 0.049 0.285 -0.458 0.602 0.005 0.004 3304.0 \n", - "mu_house[3] 0.288 0.325 -0.372 0.856 0.005 0.004 3569.0 \n", - "\n", - " ess_tail r_hat \n", - "mu_clade[0] 3182.0 1.0 \n", - "mu_clade[1] 3222.0 1.0 \n", - "mu_clade[2] 2916.0 1.0 \n", - "mu_clade[3] 2837.0 1.0 \n", - "mu_house[0] 2977.0 1.0 \n", - "mu_house[1] 2976.0 1.0 \n", - "mu_house[2] 2820.0 1.0 \n", - "mu_house[3] 3305.0 1.0 " - ] - }, - "execution_count": 79, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "with pm.Model() as m_5_10:\n", " sigma = pm.Exponential(\"sigma\", 1)\n", @@ -4797,30 +3439,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Last updated: Sat Jul 09 2022\n", - "\n", - "Python implementation: CPython\n", - "Python version : 3.9.13\n", - "IPython version : 8.4.0\n", - "\n", - "arviz : 0.12.1\n", - "numpy : 1.22.1\n", - "pymc : 4.0.0\n", - "pandas : 1.4.2\n", - "matplotlib: 3.5.2\n", - "scipy : 1.7.3\n", - "daft : 0.1.2\n", - "\n", - "Watermark: 2.3.1\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" @@ -4843,7 +3462,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/Rethinking_2/Chp_06.ipynb b/Rethinking_2/Chp_06.ipynb index fd3371f..a6d6921 100644 --- a/Rethinking_2/Chp_06.ipynb +++ b/Rethinking_2/Chp_06.ipynb @@ -11,15 +11,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (aesara.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" - ] - } - ], + "outputs": [], "source": [ "import warnings\n", "\n", @@ -104,14 +96,12 @@ }, { "data": { - "image/png": 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -266,6 +256,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -283,8 +276,8 @@ "text/html": [ "\n", "
\n", - " \n", - " 100.00% [4400/4400 01:51<00:00 Sampling 4 chains, 5 divergences]\n", + " \n", + " 100.00% [800/800 00:16<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -299,9 +292,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 100 draw iterations (4_000 + 400 draws total) took 139 seconds.\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n", - "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n" + "Sampling 4 chains for 100 tune and 100 draw iterations (400 + 400 draws total) took 46 seconds.\n", + "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n", + "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], @@ -316,7 +309,7 @@ "\n", " height = pm.Normal(\"height\", mu=mu, sigma=sigma, observed=d[\"height\"].values)\n", "\n", - " idata_6_1 = pm.sample(draws=100)" + " idata_6_1 = pm.sample(draws=100, tune=100)" ] }, { @@ -359,51 +352,51 @@ " \n", " \n", " a\n", - " 0.96\n", - " 0.35\n", - " 0.35\n", - " 1.44\n", - " 0.02\n", + " 1.00\n", + " 0.31\n", + " 0.52\n", + " 1.47\n", " 0.02\n", - " 197.84\n", - " 135.28\n", - " 1.02\n", + " 0.01\n", + " 269.67\n", + " 155.59\n", + " 1.01\n", " \n", " \n", " bl\n", - " -1.57\n", - " 2.20\n", - " -4.55\n", - " 2.18\n", - " 0.19\n", - " 0.13\n", - " 135.70\n", - " 127.56\n", + " -1.77\n", + " 2.04\n", + " -5.66\n", + " 0.86\n", + " 0.21\n", + " 0.15\n", + " 91.65\n", + " 116.41\n", " 1.03\n", " \n", " \n", " br\n", - " 3.59\n", - " 2.19\n", - " -0.07\n", - " 6.65\n", - " 0.19\n", - " 0.13\n", - " 136.46\n", - " 126.32\n", + " 3.79\n", + " 2.03\n", + " 0.31\n", + " 6.83\n", + " 0.21\n", + " 0.15\n", + " 89.49\n", + " 122.65\n", " 1.03\n", " \n", " \n", " sigma\n", " 0.65\n", " 0.05\n", - " 0.58\n", - " 0.72\n", + " 0.57\n", + " 0.71\n", " 0.00\n", " 0.00\n", - " 222.94\n", - " 165.44\n", - " 1.01\n", + " 388.50\n", + " 242.59\n", + " 1.02\n", " \n", " \n", "\n", @@ -411,16 +404,16 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a 0.96 0.35 0.35 1.44 0.02 0.02 197.84 \n", - "bl -1.57 2.20 -4.55 2.18 0.19 0.13 135.70 \n", - "br 3.59 2.19 -0.07 6.65 0.19 0.13 136.46 \n", - "sigma 0.65 0.05 0.58 0.72 0.00 0.00 222.94 \n", + "a 1.00 0.31 0.52 1.47 0.02 0.01 269.67 \n", + "bl -1.77 2.04 -5.66 0.86 0.21 0.15 91.65 \n", + "br 3.79 2.03 0.31 6.83 0.21 0.15 89.49 \n", + "sigma 0.65 0.05 0.57 0.71 0.00 0.00 388.50 \n", "\n", " ess_tail r_hat \n", - "a 135.28 1.02 \n", - "bl 127.56 1.03 \n", - "br 126.32 1.03 \n", - "sigma 165.44 1.01 " + "a 155.59 1.01 \n", + "bl 116.41 1.03 \n", + "br 122.65 1.03 \n", + "sigma 242.59 1.02 " ] }, "execution_count": 7, @@ -446,14 +439,12 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -539,6 +528,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -557,7 +549,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:12<00:00 Sampling 4 chains, 1 divergences]\n", + " 100.00% [8000/8000 00:17<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -572,8 +564,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 30 seconds.\n", - "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 56 seconds.\n" ] }, { @@ -611,14 +602,14 @@ " \n", " \n", " a\n", - " 0.90\n", + " 0.91\n", " 0.33\n", - " 0.37\n", - " 1.42\n", + " 0.38\n", + " 1.46\n", " 0.01\n", " 0.01\n", - " 1516.91\n", - " 1615.15\n", + " 1219.67\n", + " 1388.81\n", " 1.0\n", " \n", " \n", @@ -629,20 +620,20 @@ " 2.16\n", " 0.00\n", " 0.00\n", - " 1552.68\n", - " 1741.55\n", + " 1227.55\n", + " 1434.52\n", " 1.0\n", " \n", " \n", " sigma\n", - " 0.66\n", + " 0.65\n", " 0.05\n", " 0.58\n", " 0.73\n", " 0.00\n", " 0.00\n", - " 1655.43\n", - " 1633.22\n", + " 1971.54\n", + " 1402.56\n", " 1.0\n", " \n", " \n", @@ -651,14 +642,14 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a 0.90 0.33 0.37 1.42 0.01 0.01 1516.91 \n", - "bl 2.04 0.07 1.93 2.16 0.00 0.00 1552.68 \n", - "sigma 0.66 0.05 0.58 0.73 0.00 0.00 1655.43 \n", + "a 0.91 0.33 0.38 1.46 0.01 0.01 1219.67 \n", + "bl 2.04 0.07 1.93 2.16 0.00 0.00 1227.55 \n", + "sigma 0.65 0.05 0.58 0.73 0.00 0.00 1971.54 \n", "\n", " ess_tail r_hat \n", - "a 1615.15 1.0 \n", - "bl 1741.55 1.0 \n", - "sigma 1633.22 1.0 " + "a 1388.81 1.0 \n", + "bl 1434.52 1.0 \n", + "sigma 1402.56 1.0 " ] }, "execution_count": 10, @@ -873,6 +864,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -891,7 +885,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:10<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -906,7 +900,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 23 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 42 seconds.\n" ] }, { @@ -944,26 +938,26 @@ " \n", " \n", " a\n", - " 0.00\n", + " -0.00\n", " 0.08\n", " -0.13\n", - " 0.14\n", + " 0.13\n", " 0.0\n", " 0.0\n", - " 4774.63\n", - " 2707.69\n", + " 4090.86\n", + " 2801.08\n", " 1.0\n", " \n", " \n", " bF\n", " 0.86\n", " 0.09\n", - " 0.72\n", - " 1.02\n", + " 0.71\n", + " 1.01\n", " 0.0\n", " 0.0\n", - " 4182.05\n", - " 2252.74\n", + " 5282.12\n", + " 3126.10\n", " 1.0\n", " \n", " \n", @@ -974,8 +968,8 @@ " 0.59\n", " 0.0\n", " 0.0\n", - " 3808.33\n", - " 2432.74\n", + " 4450.81\n", + " 3163.96\n", " 1.0\n", " \n", " \n", @@ -984,14 +978,14 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a 0.00 0.08 -0.13 0.14 0.0 0.0 4774.63 \n", - "bF 0.86 0.09 0.72 1.02 0.0 0.0 4182.05 \n", - "sigma 0.49 0.07 0.38 0.59 0.0 0.0 3808.33 \n", + "a -0.00 0.08 -0.13 0.13 0.0 0.0 4090.86 \n", + "bF 0.86 0.09 0.71 1.01 0.0 0.0 5282.12 \n", + "sigma 0.49 0.07 0.38 0.59 0.0 0.0 4450.81 \n", "\n", " ess_tail r_hat \n", - "a 2707.69 1.0 \n", - "bF 2252.74 1.0 \n", - "sigma 2432.74 1.0 " + "a 2801.08 1.0 \n", + "bF 3126.10 1.0 \n", + "sigma 3163.96 1.0 " ] }, "execution_count": 12, @@ -1042,6 +1036,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1060,7 +1057,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:10<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1075,7 +1072,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 25 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 44 seconds.\n" ] }, { @@ -1115,12 +1112,12 @@ " a\n", " 0.00\n", " 0.07\n", - " -0.11\n", - " 0.12\n", + " -0.12\n", + " 0.11\n", " 0.0\n", " 0.0\n", - " 4706.19\n", - " 2819.13\n", + " 4233.87\n", + " 2983.64\n", " 1.0\n", " \n", " \n", @@ -1131,20 +1128,20 @@ " -0.77\n", " 0.0\n", " 0.0\n", - " 4656.63\n", - " 3094.01\n", + " 5514.26\n", + " 3245.40\n", " 1.0\n", " \n", " \n", " sigma\n", " 0.41\n", " 0.06\n", - " 0.32\n", + " 0.33\n", " 0.50\n", " 0.0\n", " 0.0\n", - " 4001.47\n", - " 2300.83\n", + " 3833.38\n", + " 2483.97\n", " 1.0\n", " \n", " \n", @@ -1153,14 +1150,14 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a 0.00 0.07 -0.11 0.12 0.0 0.0 4706.19 \n", - "bF -0.90 0.08 -1.02 -0.77 0.0 0.0 4656.63 \n", - "sigma 0.41 0.06 0.32 0.50 0.0 0.0 4001.47 \n", + "a 0.00 0.07 -0.12 0.11 0.0 0.0 4233.87 \n", + "bF -0.90 0.08 -1.02 -0.77 0.0 0.0 5514.26 \n", + "sigma 0.41 0.06 0.33 0.50 0.0 0.0 3833.38 \n", "\n", " ess_tail r_hat \n", - "a 2819.13 1.0 \n", - "bF 3094.01 1.0 \n", - "sigma 2300.83 1.0 " + "a 2983.64 1.0 \n", + "bF 3245.40 1.0 \n", + "sigma 2483.97 1.0 " ] }, "execution_count": 13, @@ -1218,6 +1215,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1236,7 +1236,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:10<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:14<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1251,7 +1251,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 27 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 48 seconds.\n" ] }, { @@ -1291,49 +1291,49 @@ " a\n", " 0.00\n", " 0.07\n", - " -0.12\n", - " 0.11\n", + " -0.11\n", + " 0.12\n", " 0.0\n", " 0.0\n", - " 2481.08\n", - " 2074.92\n", - " 1.0\n", + " 2390.49\n", + " 1979.54\n", + " 1.01\n", " \n", " \n", " bF\n", " 0.25\n", - " 0.20\n", - " -0.07\n", - " 0.56\n", + " 0.19\n", + " -0.03\n", + " 0.57\n", " 0.0\n", " 0.0\n", - " 1896.22\n", - " 2113.85\n", - " 1.0\n", + " 1867.66\n", + " 1904.40\n", + " 1.00\n", " \n", " \n", " bL\n", " -0.67\n", - " 0.20\n", - " -0.99\n", - " -0.35\n", + " 0.19\n", + " -0.96\n", + " -0.37\n", " 0.0\n", " 0.0\n", - " 1931.21\n", - " 2018.05\n", - " 1.0\n", + " 1871.78\n", + " 1981.08\n", + " 1.00\n", " \n", " \n", " sigma\n", - " 0.41\n", + " 0.42\n", " 0.06\n", - " 0.31\n", - " 0.49\n", + " 0.32\n", + " 0.50\n", " 0.0\n", " 0.0\n", - " 1961.26\n", - " 1467.35\n", - " 1.0\n", + " 2420.33\n", + " 2390.65\n", + " 1.00\n", " \n", " \n", "\n", @@ -1341,16 +1341,16 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a 0.00 0.07 -0.12 0.11 0.0 0.0 2481.08 \n", - "bF 0.25 0.20 -0.07 0.56 0.0 0.0 1896.22 \n", - "bL -0.67 0.20 -0.99 -0.35 0.0 0.0 1931.21 \n", - "sigma 0.41 0.06 0.31 0.49 0.0 0.0 1961.26 \n", + "a 0.00 0.07 -0.11 0.12 0.0 0.0 2390.49 \n", + "bF 0.25 0.19 -0.03 0.57 0.0 0.0 1867.66 \n", + "bL -0.67 0.19 -0.96 -0.37 0.0 0.0 1871.78 \n", + "sigma 0.42 0.06 0.32 0.50 0.0 0.0 2420.33 \n", "\n", " ess_tail r_hat \n", - "a 2074.92 1.0 \n", - "bF 2113.85 1.0 \n", - "bL 2018.05 1.0 \n", - "sigma 1467.35 1.0 " + "a 1979.54 1.01 \n", + "bF 1904.40 1.00 \n", + "bL 1981.08 1.00 \n", + "sigma 2390.65 1.00 " ] }, "execution_count": 14, @@ -1390,20 +1390,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\lib\\site-packages\\seaborn\\axisgrid.py:88: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n", + "c:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1660,6 +1656,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1678,7 +1677,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:15<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1693,7 +1692,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 24 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 54 seconds.\n" ] }, { @@ -1737,8 +1736,8 @@ " 1.41\n", " 0.0\n", " 0.0\n", - " 3501.56\n", - " 2665.47\n", + " 3952.28\n", + " 2848.33\n", " 1.0\n", " \n", " \n", @@ -1746,11 +1745,11 @@ " 1.95\n", " 0.14\n", " 1.72\n", - " 2.17\n", + " 2.15\n", " 0.0\n", " 0.0\n", - " 3713.12\n", - " 2838.64\n", + " 3399.66\n", + " 2628.19\n", " 1.0\n", " \n", " \n", @@ -1759,12 +1758,12 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "p 1.38 0.02 1.35 1.41 0.0 0.0 3501.56 \n", - "sigma 1.95 0.14 1.72 2.17 0.0 0.0 3713.12 \n", + "p 1.38 0.02 1.35 1.41 0.0 0.0 3952.28 \n", + "sigma 1.95 0.14 1.72 2.15 0.0 0.0 3399.66 \n", "\n", " ess_tail r_hat \n", - "p 2665.47 1.0 \n", - "sigma 2838.64 1.0 " + "p 2848.33 1.0 \n", + "sigma 2628.19 1.0 " ] }, "execution_count": 19, @@ -1820,6 +1819,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -1838,7 +1840,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:10<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:18<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1853,7 +1855,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 28 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 53 seconds.\n" ] }, { @@ -1897,8 +1899,8 @@ " 1.49\n", " 0.0\n", " 0.0\n", - " 2118.25\n", - " 2088.24\n", + " 2143.13\n", + " 2252.34\n", " 1.0\n", " \n", " \n", @@ -1909,8 +1911,8 @@ " 0.08\n", " 0.0\n", " 0.0\n", - " 2131.82\n", - " 2532.23\n", + " 2435.26\n", + " 2774.04\n", " 1.0\n", " \n", " \n", @@ -1921,20 +1923,20 @@ " -0.23\n", " 0.0\n", " 0.0\n", - " 2590.89\n", - " 2529.88\n", + " 2446.64\n", + " 2476.98\n", " 1.0\n", " \n", " \n", " sigma\n", " 1.30\n", " 0.10\n", - " 1.16\n", - " 1.46\n", + " 1.14\n", + " 1.44\n", " 0.0\n", " 0.0\n", - " 2842.39\n", - " 2315.96\n", + " 2946.64\n", + " 2302.50\n", " 1.0\n", " \n", " \n", @@ -1943,16 +1945,16 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a 1.45 0.02 1.42 1.49 0.0 0.0 2118.25 \n", - "bt 0.04 0.03 -0.01 0.08 0.0 0.0 2131.82 \n", - "bf -0.27 0.03 -0.32 -0.23 0.0 0.0 2590.89 \n", - "sigma 1.30 0.10 1.16 1.46 0.0 0.0 2842.39 \n", + "a 1.45 0.02 1.42 1.49 0.0 0.0 2143.13 \n", + "bt 0.04 0.03 -0.01 0.08 0.0 0.0 2435.26 \n", + "bf -0.27 0.03 -0.32 -0.23 0.0 0.0 2446.64 \n", + "sigma 1.30 0.10 1.14 1.44 0.0 0.0 2946.64 \n", "\n", " ess_tail r_hat \n", - "a 2088.24 1.0 \n", - "bt 2532.23 1.0 \n", - "bf 2529.88 1.0 \n", - "sigma 2315.96 1.0 " + "a 2252.34 1.0 \n", + "bt 2774.04 1.0 \n", + "bf 2476.98 1.0 \n", + "sigma 2302.50 1.0 " ] }, "execution_count": 20, @@ -2012,6 +2014,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -2030,7 +2035,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:08<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:14<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -2045,8 +2050,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 29 seconds.\n", - "The acceptance probability does not match the target. It is 0.8842, but should be close to 0.8. Try to increase the number of tuning steps.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 47 seconds.\n" ] }, { @@ -2090,32 +2094,32 @@ " 1.34\n", " 0.0\n", " 0.0\n", - " 1124.23\n", - " 2353.12\n", + " 2397.74\n", + " 2289.01\n", " 1.0\n", " \n", " \n", " bt\n", " 0.14\n", " 0.04\n", - " 0.09\n", - " 0.20\n", + " 0.08\n", + " 0.19\n", " 0.0\n", " 0.0\n", - " 1295.34\n", - " 2269.93\n", + " 2356.29\n", + " 2638.06\n", " 1.0\n", " \n", " \n", " sigma\n", " 1.86\n", - " 0.14\n", - " 1.65\n", - " 2.10\n", + " 0.13\n", + " 1.63\n", + " 2.06\n", " 0.0\n", " 0.0\n", - " 2364.62\n", - " 1632.56\n", + " 2483.32\n", + " 2133.28\n", " 1.0\n", " \n", " \n", @@ -2124,14 +2128,14 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a 1.30 0.03 1.26 1.34 0.0 0.0 1124.23 \n", - "bt 0.14 0.04 0.09 0.20 0.0 0.0 1295.34 \n", - "sigma 1.86 0.14 1.65 2.10 0.0 0.0 2364.62 \n", + "a 1.30 0.03 1.26 1.34 0.0 0.0 2397.74 \n", + "bt 0.14 0.04 0.08 0.19 0.0 0.0 2356.29 \n", + "sigma 1.86 0.13 1.63 2.06 0.0 0.0 2483.32 \n", "\n", " ess_tail r_hat \n", - "a 2353.12 1.0 \n", - "bt 2269.93 1.0 \n", - "sigma 1632.56 1.0 " + "a 2289.01 1.0 \n", + "bt 2638.06 1.0 \n", + "sigma 2133.28 1.0 " ] }, "execution_count": 21, @@ -2174,15 +2178,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\lib\\site-packages\\IPython\\core\\pylabtools.py:151: UserWarning: There are no gridspecs with layoutgrids. Possibly did not call parent GridSpec with the \"figure\" keyword\n", + "c:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\IPython\\core\\events.py:82: UserWarning: There are no gridspecs with layoutgrids. Possibly did not call parent GridSpec with the \"figure\" keyword\n", + " func(*args, **kwargs)\n", + "c:\\Users\\mason\\AppData\\Local\\Continuum\\anaconda3\\envs\\stat-rethink2-pymc\\Lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: There are no gridspecs with layoutgrids. Possibly did not call parent GridSpec with the \"figure\" keyword\n", " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { "data": { - "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -2231,8 +2237,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "('H1', 'T', {'F'})\n", "('T', 'H0', set())\n", + "('T', 'H1', {'F'})\n", "('H0', 'F', set())\n" ] } @@ -2484,14 +2490,12 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -2562,6 +2566,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -2580,7 +2587,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:11<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:16<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -2595,7 +2602,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 31 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 49 seconds.\n" ] }, { @@ -2634,38 +2641,38 @@ " \n", " a[0]\n", " -0.23\n", - " 0.07\n", - " -0.33\n", + " 0.06\n", + " -0.32\n", " -0.12\n", " 0.0\n", " 0.0\n", - " 1772.33\n", - " 2171.19\n", - " 1.00\n", + " 2002.16\n", + " 2181.01\n", + " 1.0\n", " \n", " \n", " a[1]\n", " 1.27\n", " 0.09\n", - " 1.12\n", + " 1.14\n", " 1.41\n", " 0.0\n", " 0.0\n", - " 1970.61\n", - " 2194.99\n", - " 1.00\n", + " 1985.37\n", + " 2374.04\n", + " 1.0\n", " \n", " \n", " bA\n", " -0.71\n", " 0.12\n", - " -0.89\n", - " -0.51\n", + " -0.88\n", + " -0.52\n", " 0.0\n", " 0.0\n", - " 1671.24\n", - " 1858.98\n", - " 1.01\n", + " 1758.74\n", + " 1958.80\n", + " 1.0\n", " \n", " \n", " sigma\n", @@ -2675,9 +2682,9 @@ " 1.03\n", " 0.0\n", " 0.0\n", - " 2268.29\n", - " 2284.51\n", - " 1.00\n", + " 2892.99\n", + " 2480.06\n", + " 1.0\n", " \n", " \n", "\n", @@ -2685,16 +2692,16 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a[0] -0.23 0.07 -0.33 -0.12 0.0 0.0 1772.33 \n", - "a[1] 1.27 0.09 1.12 1.41 0.0 0.0 1970.61 \n", - "bA -0.71 0.12 -0.89 -0.51 0.0 0.0 1671.24 \n", - "sigma 1.00 0.02 0.96 1.03 0.0 0.0 2268.29 \n", + "a[0] -0.23 0.06 -0.32 -0.12 0.0 0.0 2002.16 \n", + "a[1] 1.27 0.09 1.14 1.41 0.0 0.0 1985.37 \n", + "bA -0.71 0.12 -0.88 -0.52 0.0 0.0 1758.74 \n", + "sigma 1.00 0.02 0.96 1.03 0.0 0.0 2892.99 \n", "\n", " ess_tail r_hat \n", - "a[0] 2171.19 1.00 \n", - "a[1] 2194.99 1.00 \n", - "bA 1858.98 1.01 \n", - "sigma 2284.51 1.00 " + "a[0] 2181.01 1.0 \n", + "a[1] 2374.04 1.0 \n", + "bA 1958.80 1.0 \n", + "sigma 2480.06 1.0 " ] }, "execution_count": 29, @@ -2753,6 +2760,9 @@ " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", + " progress:not([value]), progress:not([value])::-webkit-progress-bar {\n", + " background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n", + " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", @@ -2771,7 +2781,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:09<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:14<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -2786,10 +2796,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 27 seconds.\n", - "The acceptance probability does not match the target. It is 0.6697, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.8989, but should be close to 0.8. Try to increase the number of tuning steps.\n", - "The acceptance probability does not match the target. It is 0.8792, but should be close to 0.8. Try to increase the number of tuning steps.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 49 seconds.\n" ] }, { @@ -2827,26 +2834,26 @@ " \n", " \n", " a\n", - " -0.00\n", + " 0.00\n", " 0.08\n", - " -0.13\n", - " 0.12\n", + " -0.12\n", + " 0.13\n", " 0.0\n", " 0.0\n", - " 1863.86\n", - " 1889.94\n", + " 1986.41\n", + " 2174.41\n", " 1.0\n", " \n", " \n", " bA\n", - " 0.00\n", + " -0.00\n", " 0.14\n", - " -0.21\n", - " 0.23\n", + " -0.23\n", + " 0.22\n", " 0.0\n", " 0.0\n", - " 1863.86\n", - " 1871.54\n", + " 1999.62\n", + " 2242.52\n", " 1.0\n", " \n", " \n", @@ -2857,8 +2864,8 @@ " 1.26\n", " 0.0\n", " 0.0\n", - " 2148.16\n", - " 1567.94\n", + " 2310.07\n", + " 2076.17\n", " 1.0\n", " \n", " \n", @@ -2867,14 +2874,14 @@ ], "text/plain": [ " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", - "a -0.00 0.08 -0.13 0.12 0.0 0.0 1863.86 \n", - "bA 0.00 0.14 -0.21 0.23 0.0 0.0 1863.86 \n", - "sigma 1.22 0.03 1.17 1.26 0.0 0.0 2148.16 \n", + "a 0.00 0.08 -0.12 0.13 0.0 0.0 1986.41 \n", + "bA -0.00 0.14 -0.23 0.22 0.0 0.0 1999.62 \n", + "sigma 1.22 0.03 1.17 1.26 0.0 0.0 2310.07 \n", "\n", " ess_tail r_hat \n", - "a 1889.94 1.0 \n", - "bA 1871.54 1.0 \n", - "sigma 1567.94 1.0 " + "a 2174.41 1.0 \n", + "bA 2242.52 1.0 \n", + "sigma 2076.17 1.0 " ] }, "execution_count": 30, @@ -2954,14 +2961,12 @@ }, { "data": { - "image/png": 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", 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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
a0.00.09-0.140.150.00.05305.763373.381.0
b_PC1.80.041.731.860.00.04521.913243.971.0
b_GC-0.80.10-0.97-0.640.00.04511.453449.911.0
sigma1.30.071.191.400.00.04342.122979.251.0
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" + ], + "text/plain": [ + " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", + "a 0.0 0.09 -0.14 0.15 0.0 0.0 5305.76 \n", + "b_PC 1.8 0.04 1.73 1.86 0.0 0.0 4521.91 \n", + "b_GC -0.8 0.10 -0.97 -0.64 0.0 0.0 4511.45 \n", + "sigma 1.3 0.07 1.19 1.40 0.0 0.0 4342.12 \n", + "\n", + " ess_tail r_hat \n", + "a 3373.38 1.0 \n", + "b_PC 3243.97 1.0 \n", + "b_GC 3449.91 1.0 \n", + "sigma 2979.25 1.0 " + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -3077,24 +3195,203 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [a, b_PC, b_GC, b_U, sigma]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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meansdhdi_5.5%hdi_94.5%mcse_meanmcse_sdess_bulkess_tailr_hat
a0.020.06-0.070.130.00.04584.803222.521.0
b_PC0.980.060.881.090.00.01535.122036.881.0
b_GC0.050.09-0.090.200.00.01800.312084.361.0
b_U2.000.141.782.220.00.01618.032136.611.0
sigma0.890.050.820.970.00.03732.142810.981.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd ess_bulk \\\n", + "a 0.02 0.06 -0.07 0.13 0.0 0.0 4584.80 \n", + "b_PC 0.98 0.06 0.88 1.09 0.0 0.0 1535.12 \n", + "b_GC 0.05 0.09 -0.09 0.20 0.0 0.0 1800.31 \n", + "b_U 2.00 0.14 1.78 2.22 0.0 0.0 1618.03 \n", + "sigma 0.89 0.05 0.82 0.97 0.0 0.0 3732.14 \n", + "\n", + " ess_tail r_hat \n", + "a 3222.52 1.0 \n", + "b_PC 2036.88 1.0 \n", + "b_GC 2084.36 1.0 \n", + "b_U 2136.61 1.0 \n", + "sigma 2810.98 1.0 " + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# with pm.Model() as m_6_12:\n", - "# a = pm.Normal(\"a\", 0, 1)\n", - "# p_PC = pm.Normal(\"b_PC\", 0, 1)\n", - "# p_GC = pm.Normal(\"b_GC\", 0, 1)\n", - "# p_U = pm.Normal(\"b_U\", 0, 1)\n", + "with pm.Model() as m_6_12:\n", + " a = pm.Normal(\"a\", 0, 1)\n", + " p_PC = pm.Normal(\"b_PC\", 0, 1)\n", + " p_GC = pm.Normal(\"b_GC\", 0, 1)\n", + " p_U = pm.Normal(\"b_U\", 0, 1)\n", "\n", - "# mu = a + p_PC * d.P.values + p_GC * d.G.values + p_U * d.U.values\n", - "# sigma = pm.Exponential(\"sigma\", 1)\n", + " mu = a + p_PC * d.P.values + p_GC * d.G.values + p_U * d.U.values\n", + " sigma = pm.Exponential(\"sigma\", 1)\n", "\n", - "# pC = pm.Normal(\"C\", mu, sigma, observed=d.C.values)\n", + " pC = pm.Normal(\"C\", mu, sigma, observed=d.C.values)\n", "\n", - "# idata_6_12 = pm.sample()\n", + " idata_6_12 = pm.sample()\n", "\n", - "# az.summary(idata_6_12, round_to=2)" + "az.summary(idata_6_12, round_to=2)" ] }, { @@ -3108,27 +3405,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "frozenset({'A'})\n", + "frozenset({'C'})\n" + ] + } + ], "source": [ - "# dag_6_1 = CausalGraphicalModel(\n", - "# nodes=[\"X\", \"Y\", \"C\", \"U\", \"B\", \"A\"],\n", - "# edges=[\n", - "# (\"X\", \"Y\"),\n", - "# (\"U\", \"X\"),\n", - "# (\"A\", \"U\"),\n", - "# (\"A\", \"C\"),\n", - "# (\"C\", \"Y\"),\n", - "# (\"U\", \"B\"),\n", - "# (\"C\", \"B\"),\n", - "# ],\n", - "# )\n", - "# all_adjustment_sets = dag_6_1.get_all_backdoor_adjustment_sets(\"X\", \"Y\")\n", - "# for s in all_adjustment_sets:\n", - "# if all(not t.issubset(s) for t in all_adjustment_sets if t != s):\n", - "# if s != {\"U\"}:\n", - "# print(s)" + "dag_6_1 = CausalGraphicalModel(\n", + " nodes=[\"X\", \"Y\", \"C\", \"U\", \"B\", \"A\"],\n", + " edges=[\n", + " (\"X\", \"Y\"),\n", + " (\"U\", \"X\"),\n", + " (\"A\", \"U\"),\n", + " (\"A\", \"C\"),\n", + " (\"C\", \"Y\"),\n", + " (\"U\", \"B\"),\n", + " (\"C\", \"B\"),\n", + " ],\n", + ")\n", + "all_adjustment_sets = dag_6_1.get_all_backdoor_adjustment_sets(\"X\", \"Y\")\n", + "for s in all_adjustment_sets:\n", + " if all(not t.issubset(s) for t in all_adjustment_sets if t != s):\n", + " if s != {\"U\"}:\n", + " print(s)" ] }, { @@ -3142,26 +3448,35 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "frozenset({'S'})\n", + "frozenset({'A', 'M'})\n" + ] + } + ], "source": [ - "# dag_6_2 = CausalGraphicalModel(\n", - "# nodes=[\"S\", \"A\", \"D\", \"M\", \"W\"],\n", - "# edges=[\n", - "# (\"S\", \"A\"),\n", - "# (\"A\", \"D\"),\n", - "# (\"S\", \"M\"),\n", - "# (\"M\", \"D\"),\n", - "# (\"S\", \"W\"),\n", - "# (\"W\", \"D\"),\n", - "# (\"A\", \"M\"),\n", - "# ],\n", - "# )\n", - "# all_adjustment_sets = dag_6_2.get_all_backdoor_adjustment_sets(\"W\", \"D\")\n", - "# for s in all_adjustment_sets:\n", - "# if all(not t.issubset(s) for t in all_adjustment_sets if t != s):\n", - "# print(s)" + "dag_6_2 = CausalGraphicalModel(\n", + " nodes=[\"S\", \"A\", \"D\", \"M\", \"W\"],\n", + " edges=[\n", + " (\"S\", \"A\"),\n", + " (\"A\", \"D\"),\n", + " (\"S\", \"M\"),\n", + " (\"M\", \"D\"),\n", + " (\"S\", \"W\"),\n", + " (\"W\", \"D\"),\n", + " (\"A\", \"M\"),\n", + " ],\n", + ")\n", + "all_adjustment_sets = dag_6_2.get_all_backdoor_adjustment_sets(\"W\", \"D\")\n", + "for s in all_adjustment_sets:\n", + " if all(not t.issubset(s) for t in all_adjustment_sets if t != s):\n", + " print(s)" ] }, { @@ -3175,25 +3490,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('W', 'A', {'S'})\n", + "('W', 'M', {'S'})\n", + "('D', 'S', {'W', 'A', 'M'})\n" + ] + } + ], "source": [ - "# all_independencies = dag_6_2.get_all_independence_relationships()\n", - "# for s in all_independencies:\n", - "# if all(\n", - "# t[0] != s[0] or t[1] != s[1] or not t[2].issubset(s[2])\n", - "# for t in all_independencies\n", - "# if t != s\n", - "# ):\n", - "# print(s)" + "all_independencies = dag_6_2.get_all_independence_relationships()\n", + "for s in all_independencies:\n", + " if all(\n", + " t[0] != s[0] or t[1] != s[1] or not t[2].issubset(s[2])\n", + " for t in all_independencies\n", + " if t != s\n", + " ):\n", + " print(s)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Last updated: Sat Jan 06 2024\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.11.7\n", + "IPython version : 8.19.0\n", + "\n", + "daft : 0.1.2\n", + "numpy : 1.26.3\n", + "seaborn : 0.12.2\n", + "arviz : 0.17.0\n", + "pandas : 2.1.4\n", + "matplotlib: 3.8.2\n", + "scipy : 1.11.4\n", + "pymc : 5.10.3\n", + "\n", + "Watermark: 2.4.3\n", + "\n" + ] + } + ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" @@ -3216,7 +3565,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.7" } }, "nbformat": 4,