From 8502c1e36cb295070be99a4217328cbec3aae4c8 Mon Sep 17 00:00:00 2001 From: NT Date: Sat, 27 Aug 2022 13:53:10 +0200 Subject: [PATCH] phiflow 2.2 updates --- diffphys-code-burgers.ipynb | 227 +++++++++++++++++++++--------------- diffphys-code-ns.ipynb | 2 +- overview-burgers-forw.ipynb | 2 +- physicalloss-code.ipynb | 80 ++++++------- 4 files changed, 170 insertions(+), 141 deletions(-) diff --git a/diffphys-code-burgers.ipynb b/diffphys-code-burgers.ipynb index e609b06..f0f9791 100644 --- a/diffphys-code-burgers.ipynb +++ b/diffphys-code-burgers.ipynb @@ -2,7 +2,9 @@ "cells": [ { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "BiKkPaSYZKnF" + }, "source": [ "# Burgers Optimization with a Differentiable Physics Gradient\n", "\n", @@ -25,10 +27,12 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "id": "W69db7SUZKnI" + }, "outputs": [], "source": [ - "!pip install --upgrade --quiet phiflow==2.2\n", + "#!pip install --upgrade --quiet phiflow==2.2\n", "from phi.tf.flow import *\n", "\n", "N = 128\n", @@ -47,7 +51,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "lewJYuRzZKnL" + }, "source": [ "Below we verify that the fields of our simulation are now backed by TensorFlow." ] @@ -55,7 +61,10 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "id": "5u03jWPfZKnM", + "outputId": "6606726e-3498-4419-da44-021f8e30adda" + }, "outputs": [ { "data": { @@ -74,7 +83,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "FBoE0HsOZKnN" + }, "source": [ "## Gradients\n", "\n", @@ -86,38 +97,41 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "id": "WjRnOIihZKnO", + "outputId": "5851883a-1635-48a9-bb7f-1d254c2983af" + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Instructions for updating:\n", - "This op will be removed after the deprecation date. Please switch to tf.sets.difference().\n", "Loss: 0.382915\n" ] } ], "source": [ - "velocities = [velocity]\n", - "\n", - "with math.record_gradients(velocity.values):\n", - "\n", + "def loss_function(velocity):\n", + " velocities = [velocity]\n", " for time_step in range(STEPS):\n", " v1 = diffuse.explicit(1.0*velocities[-1], NU, DT, substeps=1)\n", " v2 = advect.semi_lagrangian(v1, v1, DT)\n", " velocities.append(v2)\n", - "\n", " loss = field.l2_loss(velocities[16] - SOLUTION_T16)*2./N # MSE\n", + " return loss, velocities\n", "\n", - " grad = math.gradients(loss, velocity.values)\n", + "gradient_function = math.gradient(loss_function)\n", + "\n", + "(loss,velocities), grad = gradient_function(velocity)\n", "\n", "print('Loss: %f' % (loss))" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "n7PQQAP6ZKnP" + }, "source": [ "Because we're only constraining time step 16, we could actually omit steps 17 to 31 in this setup. They don't have any degrees of freedom and are not constrained in any way. However, for fairness regarding a comparison with the previous case, we include them.\n", "\n", @@ -132,11 +146,14 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "id": "ujFnJy0eZKnQ", + "outputId": "fd89f5c8-c34b-4f0b-a5e4-82443d831f75" + }, "outputs": [ { "data": { - "image/png": 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", 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RqXldt4HAGWNMdWA88C+r/SowEniev5oEPAkEW492ro9eqbyRkprC2atnEYTigZ51fS53KBpYlJmdZ7Kg+wJKBpXk+7jvqTOpDt/uc36pFOW57KxcIoA4Y8zvxphrwFyg83V9OgPpF9dZALQUETHGXDLG/ERakskgIuWBYsaYzSatnp4NdHHnh1DKnc5ePQtAiaAS+Pr42htMHnqk5iPs/NtOWlZryYnLJ+j4RUee+u4pLiddtjs0lU12JpeKwGGH1/FWm9M+xphk4BxQ+gbbjL/BNgEQkUgRiRKRKD16RHmqjMvt58PJ/BupVKwSKx5fwXut3yPAN4BJUZMImxpGzBH33ItFuVaBndA3xkw1xoQbY8LLli1rdzhKOVVQ5lsy4yM+/L3R39kyaAv3lLmHX0/+SsPpDRm7YSypJvXGG1C2sTO5JACVHV5Xstqc9hERP6A4kNVlVROs7WS1TaW8RkFPLulCbgshOjKaofWHkpSaxIurXqTV7FYcPnf4xisrW9iZXLYBwSJSTUQCgF7A4uv6LAb6Wc+7AatNFscmGmOOAOdFpKF1lFhfYJHrQ1cqb1xITLtHR7HAYjZHYr9C/oWY0GEC3z36HbcWuZU1B9dQZ3Id5u+eb3doygnbkos1hzIUWA7sAeYbY3aLyBgR6WR1mwGUFpE4YASQcbiyiBwE3gf6i0i8w5FmTwHTgTjgN+D7vPg8SrnDtZRrAPj7+NsciefoENyBn//2Mw8GP8jZq2fpuaAnAxYN4NK1S3aHphzYeoa+MWYpsPS6tlEOz68C3TNZt2om7VHAva6LUin7JKUmAWmXS1H/c2uRW1nSewmToyYzYsUIPon9hI2HNzKv2zzq3lbX7vAUBXhCXylvkJRiJRetXP5CRPhb/b+x7clt1Cpbi72n9tJgegM+3vqxntnvATS5KOXBklOTAU0uWbn31nvZ+uRWIkMjSUxJZNj3w+g6r2vGwRDKHppclPJgOiyWPYX9CzOl4xTmd5tP8cDiLNq7iJDJIaw/dOP7ySv30OSilAfTYbGc6V6rO7FDYmlYqSGHzx+m+azmvPHjG6SkptgdWoGjyUUpD6aVS85VLVGVdf3X8VLjlzDGMGrtKFp91oqE83rKW17S5KKUB9PKJXf8ff15u9XbLH9sOeWKlGPtwbXUnVxXL4CZhzS5KOXBtHK5Oa3vbM2OITtoe2dbTl05RccvOvLssmdJTE60O7R8T5OLUh5MK5ebV+6Wcizts5Sxrcbi5+PHh1s+5L4Z97Hv1D67Q8vXNLko5cG0cnENH/HhhcYvsGHABqqVqMb2o9sJnRLKZzs+szu0fEuTi1IeTCsX14qoGMH2wdvpWasnl5Iu0febvgxcNFDvE+MGmlyU8mBaubhe8aDifPHIF0zrOI0gvyBmxs6kwfQG/HryV7tDy1c0uSjlwbRycQ8RYVDoILYM2kKN0jXYdXwX4VPDmbNzjt2h5RuaXJTyYFq5uFedcnWIejKK3vf25lLSJR5b+BiRSyK5knTF7tC8niYXpTxYRnLRysVtigYWZc7Dc5jy0BQCfQOZFjONhjMa6tFkN0mTi1IeLH1YzM/H1rtj5HsiQmRYJJsHbaZ6qersPLaTsKlhzN011+7QvJYmF6U8mA6L5a302yn3qNWDi9cu0vur3vzt279xNfmq3aF5HU0uSnkwndDPe8UCizH3kbn8u8O/CfANYHL0ZO6bcR9xp+PsDs2raHJRyoNp5WKP9BuRbRq4iTtK3kHs0VhCp4Qyf/d8u0PzGppclPJgWrnYK7R8KDGRMTxyzyNcuHaBngt68vR3T+swWTZoclHKg2nlYr/iQcX5svuXTGg/gQDfAP4d9W8az2zMb6d/szs0j6bJRSkPppWLZxARhkYMzbg2WcyRGEKnhvLVL1/ZHZrH0uSilAfTysWzhFcIJ2ZwDF3v7sr5xPN0+7Ibw78frpfwd0KTi1IeTCsXz1MiqARf9fiKD9t9iL+PPxO2TuD+T+7n4NmDdofmUTS5KOXBtHLxTCLC8AbD+WnAT1QpXoVtf2yj3pR6LN672O7QPIatyUVE2onIXhGJE5GXnCwPFJF51vItIlLVYdnLVvteEWnr0H5QRH4WkVgRicqjj6KUW2jl4tkiKkYQMziGh2o8xNmrZ+k8tzP/WPmPjN9bQWZbchERX2Ai0B6oCfQWkZrXdRsInDHGVAfGA/+y1q0J9AJqAe2Af1vbS/eAMSbEGBPu5o+hlFtp5eL5ShUqxaJeixjbaiy+4su7G9+l+azmxJ+Ptzs0W9lZuUQAccaY340x14C5QOfr+nQGZlnPFwAtRUSs9rnGmERjzAEgztqeUvmKVi7eIf1Ol2v7r6VC0QpsPLyRelPqsTxuud2h2cbO5FIROOzwOt5qc9rHGJMMnANK32BdA6wQkWgRiczszUUkUkSiRCTqxIkTN/VBlHIXrVy8S5PbmxA7OJY2d7bh5OWTtJ/TnpGrR5KSmmJ3aHkuP07oNzHGhJI23Pa0iDR11skYM9UYE26MCS9btmzeRqhUNiWnJgNauXiTskXKsvTRpYxpPgYR4c31b9L6s9YcvXjU7tDylJ3JJQGo7PC6ktXmtI+I+AHFgVNZrWuMSf95HFiIDpcpL5YxLKaVi1fx9fFlZLORrHx8JeWKlGPNwTWETA5hzYE1doeWZ+xMLtuAYBGpJiIBpE3QX38c32Kgn/W8G7DaGGOs9l7W0WTVgGBgq4gUEZGiACJSBGgD7MqDz6KUW+jNwrxbi2ot2D54O82rNufYpWO0+qwVb617i1STandobmdbcrHmUIYCy4E9wHxjzG4RGSMinaxuM4DSIhIHjABestbdDcwHfgGWAU8bY1KAcsBPIrID2Ap8Z4xZlpefSylX0srF+5UvWp6Vj6/k1ftfJdWk8uqaV+kwpwMnL5+0OzS3krRCoGALDw83UVF6SozyLCmpKfi94YeP+JAyquBNCOdHy+KW8djXj3HqyikqFq3IvG7zaHx7Y7vDyjURic7slI/8OKGvVL6gQ2L5T7vq7dg+eDuNKjci4UICzT5txnsb3yM/fsnX5KKUh9IhsfypcvHKrO23lufve54Uk8ILK1+gy7wunLlyxu7QXEqTi1IeSiuX/Mvf159327zLNz2/oURQCRbvXUzo1FC2JWyzOzSX0eSilIdKr1z8fPxsjkS5S+e7OxMTGUN4hXAOnj1I45mNmbBlQr4YJtPkopSH0rPzC4ZqJavx0xM/MSxiGEmpSQxfNpweC3pw7uo5u0O7KZpclPJQel2xgiPQL5CP2n/E/G7zKRpQlAW/LCB8WjixR2PtDi3XNLko5aG0cil4utfqTnRkNHXL1SXudBwNpzdkWvQ0rxwm0+SilIfSyqVgCi4dzKaBm3gy9EkSUxKJ/DaSvt/05eK1i3aHliOaXJTyUFq5FFyF/AsxteNUPuv6GYX9C/Ofnf8hYloEu4/vtju0bNPkopSH0spFPVbnMbY9uY2aZWuy5+QeIqZHMHvHbLvDyhZNLkp5KK1cFEDNsjXZOmgrj9d5nMtJl+n3TT8GLR7ElaQrdoeWJU0uSnkorVxUuiIBRZjVZRbTO04nyC+IGdtn0HBGQ/ad2md3aJnS5KKUh9LKRTkSEQaGDmTzwM0Elwpm57GdhE0NY96ueXaH5pQmF6U8lFYuypm6t9UlKjKKHrV6cPHaRXp91YuhS4eSmJxod2h/oslFKQ+llYvKTLHAYsx9ZC4TO0wkwDeAidsm0nhmYw6cOWB3aBk0uSjlobRyUVkREZ6q/xQbBmygaomqRB+Jpt6Ueiz6dZHdoQGaXJTyWFq5qOwIrxBOTGQMne/qzLnEc3SZ14W/L/97xpcTu2hyUcpDaeWisqtkoZIs7LmQcW3G4efjx/ub36fZp804fO6wbTFpclHKQ2nlonJCRBhx3wjW9V9HpWKV2BS/iXpT6vH9/u9tiUeTi1IeSisXlRv3Vb6P7YO30756e05dOUWHzzvw4soX83yYTJOLUh5K70SpcqtM4TJ8++i3/F+L/8NXfBm7cSxNPmnC72d+z7MYNLko5aGSU5MBHRZTueMjPrx8/8v82P9Hbi9+O1sTtlJvSr08O+lSk4tSHkqHxZQrNL69MbGDY3n4noc5n3ieXl/1YtDiQVy6dsmt72trchGRdiKyV0TiROQlJ8sDRWSetXyLiFR1WPay1b5XRNpmd5tKeQud0FeuUrJQSRZ0X8CkBycR6BvIjO0zCJ8Wzs5jO932nrYlFxHxBSYC7YGaQG8RqXldt4HAGWNMdWA88C9r3ZpAL6AW0A74t4j4ZnObSnmF9MrFz8fP5khUfiAiDAkfwrYnt3FPmXv49eSvREyLYOLWiW6506VkZ6MiMspZuzFmTK7fWOQ+YLQxpq31+mVrm2879Flu9dkkIn7AUaAs8JJj3/R+1mpZbtOZ8PBwExUVlYvPEJPjdZRSytOkptZDRHK8nohEG2PCnS3LbuVyyeGRQlplUDXHkfxZRcDxDJ94q81pH2NMMnAOKJ3FutnZJgAiEikiUSISdeLEiZv4GEop5d1yk1huJFv1tjFm3HWBvAcsd3k0ecgYMxWYCmmVS07XT05NZuCifzNj+wwAutfsztSOUykRVMKlcaqCa8TyEYzfPJ73Wr/H3xv93e5wlMqR3M65FAYq3eR7JwCVHV5Xstqc9rGGxYoDp7JYNzvbdAk/Hz+md5rO5w9/TtGAonz5y5fUm1KPLfFb3PF2qgDKOFpMJ/SVF8pWchGRn0Vkp/XYDewFPrjJ994GBItINREJIG2CfvF1fRYD/azn3YDVJm2SaDHQyzqarBoQDGzN5jZdqnft3sQMjiGsfBgHzx6kySdNeHfDu6SaVHe+rSoA9CRK5c2yW7k8BHS0Hm2ACsaYj2/mja05lKGkDa/tAeYbY3aLyBgR6WR1mwGUFpE4YAT/m8jfDcwHfgGWAU8bY1Iy2+bNxJkd1UtVZ+PAjTzX8DmSU5P5x6p/8ODnD3L80nF3v7XKx7RyUd4su3Muh9zx5saYpcDS69pGOTy/CnTPZN23gLeys828EOAbwPtt36dFtRb0/6Y/y+KWUXdyXeY8PIcW1VrkdTgqH9DKRXkzPUPfxR6q8RCxQ2JpWqUpRy8epdXsVoxcPTLjUh5KZZeeRKm8mSYXN6hUrBKr+67mtWavAfDm+jd5YNYDtt5bQXkfvfyL8maaXNzE18eX0c1Hs7rfaioUrcBP//2JupPrsnivW48vUPmIVi7Km2lycbPmVZsTOziWDsEdOHP1DJ3nduaZ758hMTnR7tCUh9PKRXkzTS55oGyRsizpvYRxbcbh7+PPR1s/4r4Z97H/1H67Q1MeTCsX5c00ueQRH/FhxH0j2DBgA3eUvIPtR7cTNjWML3d/aXdoykNp5aK8mSaXPFa/Yn1iImPoXrM7F65doMeCHgxbOkyHydRfaOWivJkmFxsUDyrOvG7z+Lj9x/j7+PPxto9p8kkTDpw5YHdoyoNo5aK8mSYXm4gIT0c8zYYBG6haoipRf0QROjWURb8usjs05SG0clHeTJOLzdKHyTrd1YmzV8/SZV4Xnl/xfMa3VlVwaeWivJkmFw9QslBJvun5De+1fg9f8WXcpnE0+7SZnnRZwGnloryZJhcPISL8vdHfWffEOioVq8Sm+E3Um1KPZXHL7A5N2UQrF+XNNLl4mEaVG7F98HbaVW/HqSunaD+nPa+uflWvTVYAaeWivJkmFw9UpnAZvnv0O/6vxf/hIz68tf4tWs1uxZELR+wOTeUhrVyUN9Pk4qF8xIeX73+ZH/r+wG233MaPh34kZEoIqw+stjs0lUfSKxc/n2zdGUMpj6LJxcOlX5usRbUWHL90nFazWzHmxzF6p8sCIH0oVIfFlDfS5OIFyt1SjhWPrWBU07T7qL229jXaz2nPiUsnbI5MuZMOiylvpsnFS/j6+PL6A6+z7LFllClchhW/raDelHps+O8Gu0NTbqIT+sqbaXLxMm3ubMP2wdtpXLkxCRcSaPZpM8ZtHIcxxu7QlAsZY/43LKaVi/JCmly8UKVilVjTbw3P3/c8KSaF51c+T9d5XTlz5YzdoSkXSU8svuKLiNgcjVI5p8nFS/n7+vNum3f5puc3FA8szqK9iwibGkb0H9F2h6ZcQIfElLfT5OLlOt/dmZjBMYSVD+PA2QM0mtmISdsm6TCZl9PJfOXtNLnkA3eUvIOfBvzEU+FPcS3lGk8tfYo+X/fhQuIFu0NTuaSVi/J2tiQXESklIitFZL/1s2Qm/fpZffaLSD+H9jAR+VlE4kTkI7EGpUVktIgkiEis9eiQV5/JbkF+QUx8cCKfP/w5RfyL8MWuL6g/rT67ju+yOzSVC1q5KG9nV+XyEvCDMSYY+MF6/SciUgp4DWgARACvOSShScCTQLD1aOew6nhjTIj1WOrGz+CRetfuTVRkFLXK1mLvqb1ETItgVuwsu8NSOaSVi/J2diWXzkD6/3izgC5O+rQFVhpjThtjzgArgXYiUh4oZozZbNImFmZnsn6BdXeZu9kyaAt96/blSvIV+i/qz6DFg7iSdMXu0FQ2aeWivJ1dyaWcMSb9KoxHgXJO+lQEHG9oEm+1VbSeX9+ebqiI7BSRmZkNtwGISKSIRIlI1IkT+e9M9yIBRfi086fM6DSDIL8gZmyfQcMZDdl/ar/doals0MpFeTu3JRcRWSUiu5w8Ojv2s6oPVx3aNAm4EwgBjgDjMutojJlqjAk3xoSXLVvWRW/vWUSEAfUGsHngZqqXqs7OYzsJmxrGl7u/tDs0dQNauShv57bkYoxpZYy518ljEXDMGt7C+nncySYSgMoOrytZbQnW8+vbMcYcM8akGGNSgWmkzdUUeHVvq0t0ZDTdanbjwrUL9FjQg+HfD+dayjW7Q1OZ0MpFeTu7hsUWA+lHf/UDFjnpsxxoIyIlreGtNsByazjtvIg0tI4S65u+fnrCsnQF9FApS7HAYszvNp+P2n2Ev48/E7ZO4P5P7ufQ2UN2h6ac0MpFeTu7kss7QGsR2Q+0sl4jIuEiMh3AGHMaeAPYZj3GWG0ATwHTgTjgN+B7q32sdYjyTuAB4Lk8+jxeQUQY1mAY659Yz+3Fb2drwlbqTanHd/u+szs0dR2tXJS3Ez2TG8LDw01UVJTdYeSp01dO03dhX77bn5ZYXmr8Em+0eENvTOUh1hxYQ4vZLWhWpRlr+6+1OxylnBKRaGNMuLNleoZ+AVWqUCkW917M2y3fxkd8eGfDO7Sc3ZI/Lvxhd2gKrVyU99PkUoD5iA8vNXmJ1X1XU/6W8qw7tI56U+rxw+8/2B1agadzLsrbaXJRNKvajO2Dt2fcSrn1Z61548c39FbKNtLKRXk7TS4K+N+tlEc2HQnAqLWj6DCng95K2SbplYvOgSlvpclFZfD18WXMA2NY2mcppQuVZvlvy6k3pR4bD2+0O7QCJ6Ny0WEx5aU0uai/aFe9HdsHb6dR5UZ6K2WbZMy56LCY8lKaXJRTlYtXZm2/tYxoOILk1OSMWymfvXrW7tAKBK1clLfT5KIy5e/rz7i24/i6x9cZt1IOnRLKtoRtdoeW7+nRYsrbaXJRN9T1nq5ER0YTWj6UA2cP0HhmY8ZvGq/DZG6kR4spb6fJRWXLnaXuZOOAjQyLGEZSahIjVoyg09xOnLp8yu7Q8qXk1GRAKxflvTS5qGwL9Avko/Yf8XWPrykRVIJv931LyJQQ1h9ab3do+Y5O6Ctvp8lF5VjXe7oSOziWhpUaEn8+nuazmvPmujdJSU2xO7R8Qyf0lbfT5KJypUqJKqzrv44XG79Iqkll5JqRtP1PW45cOHLjldUNaeWivJ0mF5Vr/r7+vNPqHZb1WUbZwmX54cAPhEwJYcVvK+wOzetp5aK8nSYXddPaVm/LjiE7Mq5N1vY/bXl51csZ375VzmnlorydJhflEuWLlmfFYysY03xMxiX8m89qzn/P/dfu0LySVi7K22lyUS7j6+PLyGYjWdNvDRWKVmDj4Y2ETA5h0a/O7mKtsqKVi/J2mlyUyzWt0pQdQ3bwYPCDnLl6hi7zujD8++EkJifaHZrX0MpFeTtNLsotyhQuw5LeSxjXZhz+Pv5M2DqBhjMasufEHrtD8wp6hr7ydppclNuICCPuG8FPA37ijpJ3EHs0lrCpYUyNnqqXjrkBvbaY8naaXJTbRVSMYPvg7fSt25cryVcY/O1gHpn/iF46JgtauShvp8lF5YligcWY1WUWcx6eQ7HAYiz8dSF1J9dlzYE1dofmkbRyUd5Ok4vKU4/WfpTYwbHcV+k+Ei4k0HJ2Sz0nxgmtXJS30+Si8ly1ktVY98Q6RjUdhYjwzoZ3aDyzMXGn4+wOzWNo5aK8nS3JRURKichKEdlv/SyZSb9+Vp/9ItLPof0tETksIhev6x8oIvNEJE5EtohIVTd/FJVLfj5+vP7A6/zY/0duL3472/7YRr0p9ZgVO0sn+4GL19L+tIsEFLE5EqVyx67K5SXgB2NMMPCD9fpPRKQU8BrQAIgAXnNIQkustusNBM4YY6oD44F/uSF25UJNbm/CjiE76FGrBxevXaT/ov48+vWjBf52yqevnAagVKFSNkeiVO7YlVw6A7Os57OALk76tAVWGmNOG2POACuBdgDGmM3GGGeX33Xc7gKgpYiIKwNXrlciqARzH5nLJ50/oYh/EebumkvI5IJ9nxhNLsrb2ZVcyjkkh6NAOSd9KgKHHV7HW21ZyVjHGJMMnANKO+soIpEiEiUiUSdOnMhJ7MoNRIT+If3ZPng74RXCOXTuEM0+bcbLq17mWso1u8PLU8YYzlw9A0DJIKcjxkp5PLclFxFZJSK7nDw6O/YzaQPseT7IboyZaowJN8aEly1bNq/fXmUiuHQwGwZs4J/3/zNjsr/B9AbsPr7b7tDyzOWky1xLuUYhv0IU8i9kdzhK5YrbkosxppUx5l4nj0XAMREpD2D9PO5kEwlAZYfXlay2rGSsIyJ+QHFAz9TzMgG+AbzZ4k3W9V/3pzP7x28aT6pJtTs8t0sfEitZSKsW5b3sGhZbDKQf/dUPcHbZ3OVAGxEpaU3kt7HasrvdbsBqo4ceea3GtzcmdnAsg+oNIjElkRErRtD6s9YcPnf4xit7MZ1vUfmBXcnlHaC1iOwHWlmvEZFwEZkOYIw5DbwBbLMeY6w2RGSsiMQDhUUkXkRGW9udAZQWkThgBE6OQlPepWhgUaZ1msaiXosoW7gsqw+spvak2nz+8+d2h+Y2mlxUfiD6xR7Cw8NNVFSU3WGoGzh28RiDlgzi233fAtDr3l5M7DAx3/0n/PWer3lk/iN0ubsLC3sutDscpTIlItHGmHBny/QMfeU1yt1SjsW9FjOt47SMQ5ZrT6rN9/u/tzs0l8qYc9EjxZQX0+SivIqIMCh0EDuG7OC+Svfxx4U/6PB5BwYuGsi5q+fsDs8ldFhM5QeaXJRXurPUnax/Yj1jW40l0DeQmbEzuXfSvaz4bYXdod00TS4qP9DkoryWr48vLzR+ge2DtxNRMYL48/G0/U9bIpdEcj7xvN3h5ZomF5UfaHJRXu+esvewYcAG3m75NgG+AUyLmUbtSbVZ9fsqu0PLlfSz8zW5KG+myUXlC34+frzU5CViImMIrxDOf8/9l9aftWbIt0O4kHjB7vByRCf0VX6gyUXlK7VurcWmgZt4q8Vb+Pv4MyV6CrUn1eaH33+wO7Rs02ExlR9oclH5jp+PH6/c/wrRkdGElg/l0LlDtPqsFQMWDcj4j9uTaXJR+YEmF5Vv1S5Xm80DN/NWi7cI9A3kk9hPuGfiPczfPd+jb0imyUXlB5pcVL7m7+vPK/e/wo4hO2hapSnHLx2n54KedJ7b2SOvUZaUksTFaxfxFV+KBRazOxylck2TiyoQ7ipzF2v6rWHqQ1MpHlicJfuWUPPfNZm4daJHXWk5/UixEkEl0PvcKW+myUUVGD7iw5NhT/LL07/w8D0Pc/HaRYZ+P5TGMxsTezTW7vAAHRJT+YcmF1XgVChaga96fMVXPb6i/C3l2Ry/mbCpYTzz/TO2X0JGk4vKLzS5qALr4XseZs/Te3imwTMAfLT1I+6eeDef//y5bRP+mlxUfqHJRRVoxYOK80G7D4iJjKFR5UYcvXiUPl/3oeXsluw5sSfP4zlzJW3ORe9CqbydJhelgLq31WX9E+uZ0WkGpQuVZs3BNdSZXIcXV76Yp9cpy6hcgrRyUd5Nk4tSFh/xYUC9AewdupfI0EhSUlMYu3EswROCmRI1heTUZLfHoMNiKr/Q5KLUdUoXLs2UjlPYPGgzjSo34vil4wz5bgghk0NYHrfcre+tyUXlF5pclMpERMUIfnriJ77s/iXVSlRj94ndtJvTjnb/aceu47vc8p6nr2pyUfmDJhelsiAidKvZjT1P7+Hd1u9SPLA4y39bTt3JdRm8ZDAJ5xNc+n46oa/yC00uSmVDoF8gzzd6nrjhcQytPxRBmBozlTs/upPnlj3H0YtHXfI+Oiym8gtNLkrlQJnCZZjQYQK7ntpF95rdSUxJ5IMtH3DHh3fwj5X/4OTlkze1fU0uKr/Q5KJULtxd5m7md59P7OBYOt/VmSvJV3h347tU+aAKw78fzoEzB3K1XU0uKr+wJbmISCkRWSki+62fTgeYRaSf1We/iPRzaH9LRA6LyMXr+vcXkRMiEms9Brn7s6iCre5tdfmm1zdse3IbHYI7cDnpMhO2TqD6hOr0XNCTbQnbsr2tVJOaceFKvQul8nZ2VS4vAT8YY4KBH6zXfyIipYDXgAZABPCaQxJaYrU5M88YE2I9prs+dKX+KrxCON89+h07huygb92++IgP83fPJ2J6BE1mNuGzHZ9xJelKltu4kHiBVJPKLQG34O/rn0eRK+UediWXzsAs6/ksoIuTPm2BlcaY08aYM8BKoB2AMWazMeZIXgSqVE7UKVeHWV1mceCZA7zQ6AWKBRZjw+EN9P2mLxXfr8iTi59k9YHVpKSm/Gk9Ywwj14wEoHKxynaErpRLiR0X6BORs8aYEtZzAc6kv3bo8zwQZIx503o9ErhijHnPoc9FY8wtDq/7A28DJ4B9wHPGGKd3hBKRSCAS4Pbbbw87dOiQyz6fUukuJF7gi11fMCV6CjFHYjLaSxUqRds729KiWgtqlK7Bol8X8f7m9wnwDWBJ7yW0ubONjVErlT0iEm2MCXe6zF3JRURWAbc5WfRPYJZjMhGRM8aYPw0y5zK5lAYuGmMSRWQw0NMY0+JGsYaHh5uoqKicfUClcmjX8V3M3TWXebvnEXc67i/L/Xz8+LrH13S8q6MN0SmVc7Ykl6yIyF6guTHmiIiUB9YaY+66rk9vq89g6/UUq98XDn3+lFyuW98XOG2MKX6jeDS5qLy2/9R+vtv/HVF/RLH/9H4uJ11mTPMxdL2nq92hKZVtWSUXv7wOxrIY6Ae8Y/1c5KTPcuD/HCbx2wAvZ7VRESnvMBfTCcj7a6YrlQ3BpYN5tvSzdoehlNvYNaH/DtBaRPYDrazXiEi4iEwHMMacBt4AtlmPMVYbIjJWROKBwiISLyKjre0OF5HdIrIDGA70z8PPpJRSymLLsJin0WExpZTKuayGxfQMfaWUUi6nyUUppZTLaXJRSinlcppclFJKuZwmF6WUUi6nyUUppZTL6aHIgIicAHJ7cbEywM3dIco9NK6c0bhyzlNj07hy5mbiqmKMKetsgSaXmyQiUZkd520njStnNK6c89TYNK6ccVdcOiymlFLK5TS5KKWUcjlNLjdvqt0BZELjyhmNK+c8NTaNK2fcEpfOuSillHI5rVyUUkq5nCYXpZRSLqfJJRtEpLt1n5hUEcn0kD0RaScie0UkTkRecmivJiJbrPZ5IhLgorhKichKEdlv/SzppM8DIhLr8LgqIl2sZZ+KyAGHZSF5FZfVL8XhvRc7tNu5v0JEZJP1+94pIj0dlrl0f2X29+KwPND6/HHW/qjqsOxlq32viLS9mThyEdcIEfnF2j8/iEgVh2VOf6d5FFd/ETnh8P6DHJb1s37v+0WkXx7HNd4hpn0ictZhmTv310wROS4iuzJZLiLykRX3ThEJdVh28/vLGKOPGzyAe4C7gLVAeCZ9fIHfgDuAAGAHUNNaNh/oZT2fDPzNRXGNBV6ynr8E/OsG/UsBp4HC1utPgW5u2F/Zigu4mEm7bfsLqAEEW88rAEeAEq7eX1n9vTj0eQqYbD3vBcyznte0+gcC1azt+OZhXA84/A39LT2urH6neRRXf+BjJ+uWAn63fpa0npfMq7iu6z8MmOnu/WVtuykQCuzKZHkH4HtAgIbAFlfuL61cssEYs8cYs/cG3SKAOGPM78aYa8BcoLOICNACWGD1mwV0cVFona3tZXe73YDvjTGXXfT+mclpXBns3l/GmH3GmP3W8z+A44DTM5BvktO/lyziXQC0tPZPZ2CuMSbRGHMAiLO2lydxGWPWOPwNbQYquei9byquLLQFVhpjThtjzgArgXY2xdUb+MJF750lY8w60r5MZqYzMNuk2QyUEJHyuGh/aXJxnYrAYYfX8VZbaeCsMSb5unZXKGeMOWI9PwqUu0H/Xvz1D/stqyQeLyKBeRxXkIhEicjm9KE6PGh/iUgEad9Gf3NodtX+yuzvxWkfa3+cI23/ZGddd8blaCBp337TOfud5mVcj1i/nwUiUjmH67ozLqzhw2rAaodmd+2v7MgsdpfsL7+bCi0fEZFVwG1OFv3TGLMor+NJl1Vcji+MMUZEMj2u3PpGUhtY7tD8Mmn/yQaQdqz7i8CYPIyrijEmQUTuAFaLyM+k/Qeaay7eX58B/YwxqVZzrvdXfiQijwHhQDOH5r/8To0xvznfgsstAb4wxiSKyGDSqr4WefTe2dELWGCMSXFos3N/uZUmF4sxptVNbiIBqOzwupLVdoq0ctPP+vaZ3n7TcYnIMREpb4w5Yv1neDyLTfUAFhpjkhy2nf4tPlFEPgGez8u4jDEJ1s/fRWQtUA/4Cpv3l4gUA74j7YvFZodt53p/OZHZ34uzPvEi4gcUJ+3vKTvrujMuRKQVaQm7mTEmMb09k9+pK/6zvGFcxphTDi+nkzbHlr5u8+vWXeuCmLIVl4NewNOODW7cX9mRWewu2V86LOY624BgSTvSKYC0P6TFJm2GbA1p8x0A/QBXVUKLre1lZ7t/Geu1/oNNn+foAjg9qsQdcYlIyfRhJREpAzQGfrF7f1m/u4WkjUUvuG6ZK/eX07+XLOLtBqy29s9ioJekHU1WDQgGtt5ELDmKS0TqAVOATsaY4w7tTn+neRhXeYeXnYA91vPlQBsrvpJAG/5cwbs1Liu2u0mbHN/k0ObO/ZUdi4G+1lFjDYFz1hco1+wvdx2pkJ8eQFfSxh0TgWPAcqu9ArDUoV8HYB9p3zz+6dB+B2n/+OOAL4FAF8VVGvgB2A+sAkpZ7eHAdId+VUn7NuJz3fqrgZ9J+0/yP8AteRUX0Mh67x3Wz4GesL+Ax4AkINbhEeKO/eXs74W0YbZO1vMg6/PHWfvjDod1/2mttxdo7+K/9xvFtcr6d5C+fxbf6HeaR3G9Dey23n8NcLfDugOs/RgHPJGXcVmvRwPvXLeeu/fXF6Qd7ZhE2v9fA4EhwBBruQATrbh/xuFIWFfsL738i1JKKZfTYTGllFIup8lFKaWUy2lyUUop5XKaXJRSSrmcJhellFIup8lFKaWUy2lyUUop5XKaXJTyQCJS37oAY5CIFJG0+8vca3dcSmWXnkSplIcSkTdJO0u/EBBvjHnb5pCUyjZNLkp5KOtaVduAq0Aj8+er6Srl0XRYTCnPVRq4BShKWgWjlNfQykUpDyVp91SfS9oNpsobY4baHJJS2ab3c1HKA4lIXyDJGPO5iPgCG0WkhTFm9Y3WVcoTaOWilFLK5XTORSmllMtpclFKKeVymlyUUkq5nCYXpZRSLqfJRSmllMtpclFKKeVymlyUUkq53P8D1k+6XqM46BsAAAAASUVORK5CYII=\n", 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" ] @@ -154,19 +171,21 @@ "pltx = np.linspace(-1,1,N)\n", "\n", "# first gradient\n", - "fig.plot(pltx, grad.numpy('x') , lw=2, color='green', label=\"Gradient\") \n", + "fig.plot(pltx, grad[0].values.numpy('x') , lw=2, color='green', label=\"Gradient\") \n", "fig.plot(pltx, velocity.values.numpy('x'), lw=2, color='mediumblue', label=\"u at t=0\")\n", "plt.xlabel('x'); plt.ylabel('u'); plt.legend();\n", "\n", "# some (optional) other fields to plot:\n", - "#fig.plot(pltx, (velocities[16]).values.numpy('x') , lw=2, color='cyan', label=\"u at t=0.5\") \n", - "#fig.plot(pltx, (SOLUTION_T16).values.numpy('x') , lw=2, color='red', label=\"solution at t=0.5\") \n", - "#fig.plot(pltx, (velocities[16] - SOLUTION_T16).values.numpy('x') , lw=2, color='blue', label=\"difference at t=0.5\") \n" + "# fig.plot(pltx, (velocities[16]).values.numpy('x') , lw=2, color='cyan', label=\"u at t=0.5\") \n", + "# fig.plot(pltx, (SOLUTION_T16).values.numpy('x') , lw=2, color='red', label=\"solution at t=0.5\") \n", + "# fig.plot(pltx, (velocities[16] - SOLUTION_T16).values.numpy('x') , lw=2, color='blue', label=\"difference at t=0.5\") \n" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "pEsbDiF4ZKnT" + }, "source": [ "This gives us a \"search direction\" for each velocity variable. Based on a linear approximation, the gradient tells us how to change each of them to increase the loss function (gradients _always_ point \"upwards\"). Thus, we can use the gradient to run an optimization and find an initial state `velocity` that minimizes our loss.\n", "\n" @@ -174,7 +193,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "m8fc8eMeZKnU" + }, "source": [ "## Optimization \n", "\n", @@ -186,7 +207,10 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, + "metadata": { + "id": "fGVc9zQcZKnV", + "outputId": "b27673a4-1b17-4ba7-a707-523248fb8bf0" + }, "outputs": [ { "name": "stdout", @@ -205,25 +229,18 @@ "\n", "grads=[]\n", "for optim_step in range(5):\n", - " velocities = [velocity]\n", - " with math.record_gradients(velocity.values):\n", - " for time_step in range(STEPS):\n", - " v1 = diffuse.explicit(1.0*velocities[-1], NU, DT)\n", - " v2 = advect.semi_lagrangian(v1, v1, DT)\n", - " velocities.append(v2)\n", + " (loss,velocities), grad = gradient_function(velocity)\n", + " print('Optimization step %d, loss: %f' % (optim_step,loss))\n", + " grads.append( grad[0] )\n", "\n", - " loss = field.l2_loss(velocities[16] - SOLUTION_T16)*2./N # MSE\n", - " print('Optimization step %d, loss: %f' % (optim_step,loss))\n", - "\n", - " grads.append( math.gradients(loss, velocity.values) )\n", - "\n", - " velocity = velocity - LR * grads[-1]\n", - "\n" + " velocity = velocity - LR * grads[-1]\n" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "pXTveI7uZKnW" + }, "source": [ "\n", "Now we'll check well the 16th state of the simulation actually matches the target after the 5 update steps. This is what the loss measures, after all. The next graph shows the constraints (i.e. the solution we'd like to obtain) in green, and the reconstructed state after the initial state `velocity` (which we updated five times via the gradient by now) was updated 16 times by the solver. \n", @@ -233,11 +250,14 @@ { "cell_type": "code", "execution_count": 6, - "metadata": {}, + "metadata": { + "id": "ce-MV-4eZKnX", + "outputId": "1ec5844e-2915-4656-dec3-585260fdfa5c" + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -262,7 +282,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "2r8mVjyrZKnY" + }, "source": [ "This seems to be going in the right direction! It's definitely not perfect, but we've only computed 5 GD update steps so far. The two peaks with a positive velocity on the left side of the shock and the negative peak on the right side are starting to show.\n", "\n", @@ -272,7 +294,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "23T8WOKUZKnZ" + }, "source": [ "## More optimization steps\n", "\n", @@ -283,22 +307,25 @@ { "cell_type": "code", "execution_count": 7, - "metadata": {}, + "metadata": { + "id": "JIpn4s4YZKnZ", + "outputId": "85274162-8128-4e2b-a6a6-76a7d3a07c62" + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimization step 0, loss: 0.183476\n", - "Optimization step 5, loss: 0.096224\n", - "Optimization step 10, loss: 0.054792\n", - "Optimization step 15, loss: 0.032819\n", - "Optimization step 20, loss: 0.020334\n", - "Optimization step 25, loss: 0.012852\n", - "Optimization step 30, loss: 0.008185\n", - "Optimization step 35, loss: 0.005186\n", - "Optimization step 40, loss: 0.003263\n", - "Runtime 56.25s\n" + "Optimization step 5, loss: 0.183476\n", + "Optimization step 10, loss: 0.096224\n", + "Optimization step 15, loss: 0.054792\n", + "Optimization step 20, loss: 0.032819\n", + "Optimization step 25, loss: 0.020334\n", + "Optimization step 30, loss: 0.012852\n", + "Optimization step 35, loss: 0.008185\n", + "Optimization step 40, loss: 0.005186\n", + "Optimization step 45, loss: 0.003263\n", + "Runtime 130.33s\n" ] } ], @@ -306,21 +333,11 @@ "import time\n", "start = time.time()\n", "\n", - "for optim_step in range(45):\n", - " velocities = [velocity]\n", - " with math.record_gradients(velocity.values):\n", - " for time_step in range(STEPS):\n", - " v1 = diffuse.explicit(1.0*velocities[-1], NU, DT)\n", - " v2 = advect.semi_lagrangian(v1, v1, DT)\n", - " velocities.append(v2)\n", - "\n", - " loss = field.l2_loss(velocities[16] - SOLUTION_T16)*2./N # MSE\n", - " if optim_step%5==0: \n", - " print('Optimization step %d, loss: %f' % (optim_step,loss))\n", - "\n", - " grad = math.gradients(loss, velocity.values)\n", - "\n", - " velocity = velocity - LR * grad\n", + "for optim_step in range(5,50):\n", + " (loss,velocities), grad = gradient_function(velocity)\n", + " velocity = velocity - LR * grad[0]\n", + " if optim_step%5==0: \n", + " print('Optimization step %d, loss: %f' % (optim_step,loss))\n", "\n", "end = time.time()\n", "print(\"Runtime {:.2f}s\".format(end-start))" @@ -328,9 +345,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "JA07WBp8ZKna" + }, "source": [ - "Thinking back to the PINN version from {doc}`diffphys-code-burgers`, we have a much lower error here after only 50 steps (by ca. an order of magnitude), and the runtime is also lower (roughly by a factor of 1.5 to 2). This behavior stems from DP providing gradients for the whole solutions with all its discretization points and time steps, rather than localized updates.\n", + "Thinking back to the PINN version from {doc}`diffphys-code-burgers`, the error decreases much more strongly (by ca. two orders of magnitude) with a comparable runtime. This behavior stems from DP providing gradients for the whole solutions with all its discretization points and time steps, rather than localized updates.\n", "\n", "Let's plot again how well our solution at $t=0.5$ (blue) matches the constraints (green) now:" ] @@ -338,11 +357,14 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "id": "a3BFszmLZKnb", + "outputId": "d341b7dc-0794-43c3-fb1b-a6b9bc2615dd" + }, "outputs": [ { "data": { - "image/png": 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", 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v75OakQpA+7rtuafVPVxQ+wJEBFXlzTfjePTRWBISPERG+nP77ZF06VKODz6I59139zNixC6iz6wOFP0EcrI1hfyW2QeSmJjIZZddxqRJk7jzzjupWLFiVt9IblSVLl268MEHH+S4vmzZsidVLjg4GHA69NPT0/N8vJKuqN8HYoxP7Uvcx4tLXqTD1A7M+nUWqRmpdDurG/N7zWfGdTNoE9UGEWHbtlQuu2wj9923nYQED9ddV5F16xozdmwtunWrwDvvRDNuXC0AJow9QKBfEMnpySSlJZ0ggtKrTJkyjB8/nldffZUyZcpQt25dPv74Y8D54P7999+P2eaCCy5g6dKlbNy4EYAjR47w77//5rmcty5dujBp0qSs5/Hx8XnaT0liCcSYHKSkpzB5xWQ6TuvItFXTSE5PpvOZnZl3xzwmXDmBBpUbAM4H2bRpeznnnHV8++1hIiP9mT07mo8/rkuVKkePJ3TPPZWoXDmAX39Nwn9ba6Do10J8rUWLFjRt2pQPPviA9957j+nTp9OsWTPOPvtsvvjii2PKV65cmVmzZnHzzTfTtGlT2rRpwz///JPnct6eeuop4uPjOeecc2jWrBmLFy/O035KklI1J3rLli3VJpQyx6OqzFs/j9E/jCb2UCwAF0dfzMMXPUzTak2PKrt9eyr33LONBQsOAXDNNRV4440oqlbNfSC6Z5/dybBhO6nc5F/K3TGUObfP4eyqZxfcH3SK/v77bxo1auTrMIwP5fQeEJHVqtoye1nrAzHGtTp2NS8seYE1O9cA0KBSA57o8AQXRx99Y1p6ujJhwh6GDdtJQoKHiAh/Jk6szU03hZ9wKIj776/MqFG7ifvzLIJ3RlkNxBRrlkBMqbftwDZG/zCa+f/OB6BSmUo8fNHDXH/O9fj7HX2z2S+/HOHee7exZo3Td3HddRWZOLE21aqd3PDXkZEB3H13JBMnxnFoRWf297Hbl0zxZQnElFrJaclM/mUyb/7yJqkZqQQHBNOnZR/6nt+XsKCjbwQ7cCCdoUN38MYbe1GFOnWCmDSpNt27Vzjl43brVp6JE+NI21OTA0kH8umvMabwWQIxpdLizYsZuXAk2w5uA+CqRlfx6MWPUqN8jaPKqSoffhjPQw/FsGtXOgEB8MgjVXn66WqULZu3oTCio4MASIuvTHzSxtP7Q4zxIUsgplSJPRjLs4uf5duN3wJQP7I+IzuP5Pza5x9TduPGZB54YDvffOPcEHjhhWWZPDmKc84JPa0YoqKcBJIeX4n9R1aeoLQxRZclEFMqpGakMmPVDCYsm0ByejJlA8syoO0Aep3bi0D/o/svUlI8jB69m+ee20VKihIe7s/LL9fk7rsj8fM7/bkyypb1p0JEBgf3BxKz06aONcWX3QdiSrxftv9Cj7d6MPrH0SSnJ9OtQTe+ufsb+rTqc0zyWLLkMM2b/83TT+8kJUW5444I1q9vTJ8+lfIleWSq7txTSOz20nMZ/cl6/vnnOfvss2natCnNmzdnxYoVAPTp04d169blyzGio6PZu3fvccu88MILp7zfWbNm0b9//7yGlS/7advWGeF5y5YtvP/++6cdy/FYDcSUWIdTDvPSDy/xwe/OMBPR4dGM6DSCi6IvOqZsXFwagwfH8tZbzlVRDRoE88YbUVxySbkCia12VAD//KHsibXvcN6WLVvGvHnz+PXXXwkODmbv3r2kpjpDx5zKcO354YUXXuDJJ58s1GPmh59//hn4XwK55ZZbCuxY9u41JdKCDQu4dMalfPD7BwT6BfJgmweZ32v+McnD41GmT99Lw4breOut/QQHCyNHVuf33xsVWPIAqFfX6UfZvyukwI5RHO3cuZNKlSpljUVVqVIlatRwLmzo0KEDmTcCh4WFMXjwYM4++2w6d+7ML7/8QocOHahXrx5z5swBjv0W36NHD5YsWXLMMa+++mrOO+88zj77bKZMmQLAkCFDsgZ1vPXWWwF49913Of/882nevDn33nsvGRkZAMycOZOzzjqL888/n6VLlx6zf4/HQ3R0NAcOHMhaVr9+fXbv3k1cXBzXXXcdrVq1olWrVjluv2XLFjp27EjTpk3p1KkT27Y5F37s3r2ba665hmbNmtGsWbOsxJE5lPyQIUP48ccfad68OWPHjqVdu3ZHjSV20UUX5TgczClR1VLzc95556kp2XYd3qX9Pu+n9UbX03qj6+l1716n6+PW51j2r78S9aKL/lFYrbBau3T5VzdsSCqUOF8Zu11htYa3eblQjney1q1bl/U487zk98/xHD58WJs1a6b169fXfv366ZIlS7LWtW/fXleuXOnGhs6fP19VVa+++mrt0qWLpqam6po1a7RZs2aqqjpz5kx94IEHsrbv3r27Ll68WFVV69Spo3Fxcaqqum/fPlVVTUxM1LPPPlv37t2rqqply5Y96rz06NFDU1NTVVW1X79++tZbb+mOHTu0du3aumfPHk1JSdG2bdsedcxMAwYM0BkzZqiq6vLly7VTp06qqnrzzTfrjz/+qKqqW7du1YYNGx4Te48ePXTWrFmqqjp9+nS96qqrVFX1xhtv1LFjx6qqanp6uh44cOCouBcvXqzdu3fPimHWrFk6cOBAVVVdv3695vZ56P0eyASs0hw+U60GYkoEj3qY/cdsLpt5GQs2LKBsYFme6fgMH978IWdVOuuosomJHp54Ipbmzf/mp5+OULVqAB98EM2CBWdy5pmFUyM46wznW2LyvkgbUNFLWFgYq1evZsqUKVSuXJmePXsya9asY8oFBQVx+eWXA9CkSRPat29PYGAgTZo0YcuWLad0zPHjx9OsWTMuuOACtm/fzoYNG44ps3DhQlavXk2rVq1o3rw5CxcuZPPmzaxYsYIOHTpQuXJlgoKCsoaLz65nz558+OGHAMyePTur3HfffUf//v1p3rw5V155JYcOHSIhIeGobZctW5bVDHX77bfz008/AbBo0SL69esHOKMGV6hw/HuSbrjhBubNm0daWhozZszgzjvvPPmTlAtfz0h4OTAO8AemqeqobOvHApe4T8sAVVS1orsuA/jTXbdNVa8slKBNkRNzMIbHv36c5duXA9CxXkdGdB5xzD0dAPPnH+SBB7azZUsqItCvXyVeeKEGFSsW7r9CdLTTRJMeX5n4pHhCA0/v0uCCoHquT47r7+9Phw4d6NChA02aNOGtt9465sMuMDAwa9gYPz+/rCYvPz+/rOHXAwIC8Hg8WdskJx97xduSJUv47rvvWLZsGWXKlKFDhw45llNVevXqxYsvvnjU8s8///yk/qY2bdqwceNG4uLi+Pzzz3nqqacAp3lr+fLlhIQU/BeXMmXK0KVLF7744gs++ugjVq9efdr79FkNRET8gUlAV6AxcLOINPYuo6oPqWpzVW0OTAD+z2t1UuY6Sx6lk6ry/pr36TarG8u3LyciNILXerzGlGumHJM8YmNTuf76zXTvvoktW1Jp1iyUZcsa8PrrUYWePMC5kx2cBLI/0YYzybR+/fqjagBr1qyhTp06edpXdHQ0a9aswePxsH37dn755Zdjyhw8eJDw8HDKlCnDP//8w/Lly7PWBQYGkpaWBkCnTp345JNP2LNnDwD79+9n69attG7dmu+//559+/ZlTX+bExHhmmuu4eGHH6ZRo0ZERkYCcOmllzJhwoSj/t7s2rZtmzWR1XvvvcfFF1+cFdMbb7wBOLM3Hjx48KjtypUrx+HDh49a1qdPHwYMGECrVq0IDw/P/eSdJF82YZ0PbFTVzaqaCswGrjpO+ZuB0jlrizlG7MFYen3Si6e/e5ojaUfodlY3vr7ra65oeMVRAxpmZCjjxu2hYcN1fPrpAcqW9ePVV2uyalVDWrcu67P4y5f3J6hsMpoexObtB3wWR1GTkJBAr169aNy4MU2bNmXdunUMHz48T/u68MILqVu3Lo0bN2bAgAGce+6xNarLL7+c9PR0GjVqxJAhQ7jggguy1vXt25emTZty66230rhxY5577jkuvfRSmjZtSpcuXdi5cyfVq1dn+PDhtGnThgsvvPC4Ixn37NmTd99996hmrvHjx7Nq1SqaNm1K48aNmTx58jHbTZgwgZkzZ9K0aVPeeecdxo0bB8C4ceNYvHgxTZo04bzzzjvmEuemTZvi7+9Ps2bNGDt2LODMsFi+fHnuuuuuUzuZucmpY6QwfoDrcZqtMp/fDkzMpWwdYCfg77UsHVgFLAeuPs5x+rrlVkVFReXYaWSKD4/Ho++veV+bjmuq9UbX0/Mmnqfz/p6XY9mVKxP03HPXZXXeXn31Rt26NaWQI85d5XrfKKzW0bPn+zqULDl1oJqSIzY2VuvXr68ZGRm5ljmVTvTich/ITcAnqprhtayOqsaKSD1gkYj8qarHzMGpqlOAKeDMB1I44ZqCsOPQDp5Y8AQ/bXU6ES+vfzkjOo+gUtlKR5U7eDCDp57awaRJcahC7dqBTJxYmyuvrOiDqHMXUS2FuM3w33/Hzu1tTH57++23GTp0KGPGjMHPL38an3yZQGKB2l7Pa7nLcnIT8ID3AlWNdX9vFpElQAvAN5M4mwKlqnz818c8v/h5ElITqBhSkeGdh9OjQY9j5t/47LMD9O+/nR070vD3h4ceqsIzz1QnLCxvAx8WpKo1PawHYrbnPue2Mfnljjvu4I477sjXffoygawE6otIXZzEcRNwzC2TItIQCAeWeS0LBxJVNUVEKgEXAi8XStSmUO1O2M2Qr4fww5YfALi0/qU82/nZY2odO3ak8uCDMfzf/x0A4IILyjJ5cm2aNStT2CGftJpRTvLbsT3/hkjJD6p6womxTMmkpzhDrc8SiKqmi0h/YAHOZbwzVHWtiIzEaW+b4xa9CZitR/9ljYA3RcSDcyHAKFXNn0FyTJExf/18nv72aQ4kH6BCSAWGdxp+TCe5x6NMm7aPxx6L5eDBDMLC/Bg1qib9+uXv2FUFoU4d59LTvTtPbjKqwhASEsK+ffuIjIy0JFLKqCr79u07pUuKfdoHoqrzgfnZlg3L9nx4Dtv9DDQp0OCMzxxKPsSIRSP4fN3nALSLbsdLl79ElbAqR5Vbvz6Ze+7Zxo8/Ojde9ehRntdfj6J27aDCDjlPzqzn1I7idxed4Uxq1apFTEwMcXFxvg7F+EBISAi1atU66fLFpRPdlBLLti1j8FeD2Xl4JyEBITzZ4UluaXbLUd+GU1Od4dZHjtxFaqpSpUoAEybU5oYbKharb80NzygPpJOwp1yRaTYKDAykbt26vg7DFBOWQEyRkJKewis/vsKM1TMAaFqtKWO6jaFuxNEfZitWHKFPn6389Zdzt/Ddd0cyenRNIiKK31s5qlo4+O8gIyWY5GQlNNT3CcSYU1H8/utMibNuzzoe/vJhNuzbgL/4079Nf/q17nfUXB2HDzuX5k6Y4Fyae8YZwUyZEkXHjgU3Ym5BiygTgfhvRzMCSU+3K8xN8WMJxPhMhieDaSunMXbpWNI8adQNr8uYbmNoWr3pUeXmzz9Iv37b2bYtFX9/ePTRqjzzTHVCQ4v3WKBlAssgfhkocCQ5hXLliu4VY8bkxBKI8Ykdh3bwyPxH+CXGGZ/o9ua383j7x48aVHDPnjQGDYrhgw/iATjvvDJMnRpFixYl44NWRBB/597YpJQ0H0djzKmzBGIK3fz18xn6zVAOpRyictnKvHT5S7Sv2z5rvary9tv7efjhGPbvzyA0VHj22RoMHFiFgICS1U8g/s5osSmpdjOhKX4sgZhCcyT1CM8uepaP/3JGLO10RidevOxFIstEZpXZvDmFe+/dxnffOaOIdulSjsmTo6hXL9gnMRe0zASSbAnEFEOWQEyh+GPXHzz05UNsid9CcEAwT7Z/klub35p16Wp6uvLaa3sYNmwHSUlKRIQ/Y8fW4vbbI4rE5a0Fxc/PaiCm+LIEYgqURz1MXTmVMT+NId2TToNKDXitx2tHzRL422+J9OmzlV9/dWbmu+WWcMaOrUWVKkXnDu2CIgFOH4glEFMcWQIxBWbX4V0M/mowP2/7GYBe5/bi8XaPExzgNEclJnoYMWInr766m4wMiIoKYvLk2nTtevypOUsSPz/n8l1rwjLFkSUQUyC+3fgtTyx4gvikeCJCI3i568tcUu+SrPULFx6ib99tbN7sTC07cGBlnnuuRpEcNbcg+QVkNmFlnKCkMUWPJRCTr5LSknhhyQu8//v7gDOO1ctdX6Zy2coA7N+fzqOPxjJz5j4AmjQJYerUOj6dHdCXrA/EFGeWQEy++SfuHwbOHcjG/RsJ8g/isXaP0evcXviJH6rKhx/GM3BgDHv2pBMcLAwbVp3Bg6sSGFhyO8lPxM/facJKSbMaiCl+LIGY06aqvP/7+zy3+DlSM1I5M+JMXuvxGo2qOPNDb9uWyv33b+PLLw8B0K5dGFOmRNGgQdEZhdZX/AKcBJKa6vFxJMacOksg5rQcSj7EEwue4OsNXwPQs2lPnr7kaUIDQ8nIUF5/PY4nn9xBQoKHChX8GT26Jr17Rxb5uToKi39WDcSasEzxYwnE5NmanWsYOHcgMYdiCAsK4/lLn6dHwx4A/PVXEvfcs43ly48AcN11FZkwoTbVq5f8S3NPhXWim+LMp6PRicjlIrJeRDaKyJAc1t8pInEissb96eO1rpeIbHB/ehVu5KWbRz1M+WUKPT/oScyhGJpUbcLcO+bSo2EPUlI8DBu2g3PP/Yfly49QvXog//d/9fjkk3qWPHKQ2QeSan0gphjyWQ1ERPyBSUAXIAZYKSJzcpia9kNV7Z9t2wjgGaAloMBqd9v4Qgi9VNuXuI/BXw3m+/++B+Du8+5mcLvBBPkHsXRpAn36bOWff1IAuO++SowaVZMKFUrXpbmnIsD9D0xNsz4QU/z4sgnrfGCjqm4GEJHZwFXAycxtfhnwrarud7f9Frgc+KCAYjXA8m3LeXj+w+xO2E3FkIqM7jqajmd0JDHRw5CnYnjttT2oQoMGwUydWoeLLw7zdchFXmYfiHWim+LIlwmkJrDd63kM0DqHcteJSDvgX+AhVd2ey7Y1czqIiPQF+gJERUXlQ9ilT4Yng4nLJjJx+UQ86qFVrVaM7T6W6uWqs3RpAnfdtZUNG1Lw94fHHqvKsGHVCQkp3nN1FBa/QGvCMsVXUe9Enwt8oKopInIv8BbQ8VR2oKpTgCkALVu2tGnfTtGuw7t4+MuHWRGzAkHof0F/Hmz7IOmpfjz88P9qHWefHcKsWXVo2bJ03hCYVwFu657VQExx5MsEEgvU9npey12WRVX3eT2dBrzstW2HbNsuyfcIS7nFmxfz2FePsT9pP5XLVmZM9zG0jWrLrl1pXH31v6xYkYi/Pzz+uFPrCA62Wsep8ncTSFq6JRBT/PgygawE6otIXZyEcBNwi3cBEamuqjvdp1cCf7uPFwAviEi4+/xS4ImCD7l0SM1I5ZUfX2H6qukAXBx9Ma90fYVKZSvxxx+JXHHFZrZtSyUqKohPPqlLq1ZW68irzGnfrQZiiiOfJRBVTReR/jjJwB+YoaprRWQksEpV5wADRORKIB3YD9zpbrtfRJ7FSUIAIzM71M3piT0Yy4NzH+T3Xb/jL/48cvEj3NPqHtQjvPrqboYO3UFKitK6dRm++OIMqla1S3NPR4DVQEwx5tM+EFWdD8zPtmyY1+MnyKVmoaozgBkFGmAps2jTIh796lEOJh+kRrkajLtiHOfWOJfNm1O4886t/PhjAgB33x3JxIm1CQ21JqvTFeDm37Q0654zxU9R70Q3hSDdk86Yn8bw5i9vAtCxXkdGdx1NhZAKvPlmHI88EsuRIx6qVg1g6tQorriiom8DLkEy53i3+0BMcWQJpJTbdXgXg74cxMqYlfiLP49e/Ch9WvVh5450bu6zia+/dgZAvPHGirz+ehSRkfaWyU+ZNxKmWw3EFEP2aVCKLd26lEHzBrE/aT9Vw6oyrsc4WtZsyfvvx9O//3YOHMggPNyf11+vzU03Rfg63BIpM4FYH4gpjiyBlEIZngwmLZ/E+J/HoygX1rmQMd3GoIkVuOGG//j00wMAdOtWnqlTo6hRI8i3AZdggYFOP1K6DcZriiFLIKXM3iN7eWT+I/y09ScEYWDbgTxwwQPMm3uYvn3/Zs+edMLC/Bg7tha9e0ciYsOuF6SsGog1YZliyBJIKbIqZhUD5g1gd8JuIkIjGNt9LOdUvIC779rO2287V0G3bx/GrFl1iI4O9nG0pUNmJ7o1YZniyBJIKaCqTF05lVd+fIUMzaBlzZaM6zGOv1aUocldfxMTk0ZIiDBqVE0efLCyTfZUiDKn801P83EgxuSBJZAS7kDSAR77+jEWbloIwL3n38u9LQYx9IndTJq0EYDzzy/DW29F07ChTTFb2DL7QDKsD8QUQ5ZASrA/dv5B/7n9iT0US4WQCozuOprQ3a1pee4GNm5MISAAhg+vzuOPV8tqSjGFK7MGkpZufSCm+LEEUgKpKu/89g4vLHmBNE8aTas15ZVLxzPlVT9eeeVfPB5o0iSEt9+OpnnzMr4Ot1QLDLAaiCm+LIGUMIdTDvPkN08yf70zQswdLe7g8vIDubrTDv76Kxk/PxgypCrDh9vouUVBVg3E+kBMMWQJpAT5J+4fHpjzAFvitxAWFMazHV/gj8/P5aIRm0lPhzPPDOatt+rQtq3NFFhUBGX2gdh8UqYYsgRSQnz858c8s/AZUtJTaFi5IQ81GMeTd6ezcqUzGn7//pUZNaoGZcva/ORFSZB1optizBJIMZeUlsQz3z3Dp2s/BeCGs28kYm1/rrhvD8nJSu3agcycWYdOncr7OFKTk8AgSyCm+LIEUoxt2reJ/nP78+/efwkJCOGBhi/w0ahGfP/9bgDuvDOC116rTYUKVusoqoICndcmI8OugjPFjyWQYmrO33MY+s1QEtMSqRd+Bu0OjuHxG9JJSEigatUApkyJ4sorK/o6THMC/2vCsgRiih9LIMVMSnoKzy9+nvd+fw+ASyrfSMzsOxn29REArr++Im+8EUWlSvbSFgdB7pSE1oRliiOffsqIyOXAOJwpbaep6qhs6x8G+uBMaRsH3K2qW911GcCfbtFtqnploQXuI9sObKP/3P6s3b2WQL8gOqe8zPsPRREff4TwcH8mTarNTTeF2wCIxUhQcOZVWPaameLHZwlERPyBSUAXIAZYKSJzVHWdV7HfgJaqmigi/YCXgZ7uuiRVbV6YMfvSNxu+4bGvH+NwymGq+TUkbMnzTJrrATLo2rU806bZsOvFUWYfiMeasEwx5MsayPnARlXdDCAis4GrgKwEoqqLvcovB24r1AiLgLSMNEb/MJrpq6cDUD++N79N786e3RmEhfkxZkwt+vSxYdeLq+Ag60Q3xZcvE0hNYLvX8xig9XHK9wa+8noeIiKrcJq3Rqnq5zltJCJ9gb4AUVFRpxNvodtxaAcD5g3gtx2/ISnlqLZiNAvmRgIZtGvnDLtet64Nu16cBWfWQCyBmGKoWPS0ishtQEugvdfiOqoaKyL1gEUi8qeqbsq+rapOAaYAtGzZstiMWPf9f9/zyPxHiE+KJzS2Hfs+7s/SWCE4WHjxxRoMHFjFhl0vAYKC/IEMPOk2rIwpfnyZQGKB2l7Pa7nLjiIinYGhQHtVTclcrqqx7u/NIrIEaAEck0CKm3RPOuN+Hscby98gIzWI0J+eYu1XzQBo1aoMb71Vh0aNQn0cpckvIYEBQIbVQEyx5MsEshKoLyJ1cRLHTcAt3gVEpAXwJnC5qu7xWh4OJKpqiohUAi7E6WAv1vYk7GHQl4NYsX0FKVsakfrFE2yJCSUgAIYNq84TT9iw6yVNcHAAkIInw2ogpvjxWQJR1XQR6Q8swLmMd4aqrhWRkcAqVZ0DjAbCgI/dTuLMy3UbAW+KiAfww+kDWZfjgYqJn7f9zEPzHmLPwUMkL7yX3Ys6oSo0aRLCW29F06KFDbteEv2vD8QSiCl+fNoHoqrzgfnZlg3zetw5l+1+BpoUbHSFI8OTwesrXmf8z+NJ3FqPhE+f49COSPz9YciQagwbVo2gIPtwKamCA51/QbUEYoqhYtGJXlLtPbKXR+Y/wo+blhP/7U0cXHI16hEaNQrhrbfq0KpVWV+HaApYcLDVQEzxZQnER1bGrGTgvIFs+6cM+z96haSdNRGBwYOrMHJkDUJC7AOlNAgJCgRAPfZ6m+LHEkgh86iHqb9M5ZUlr7F34VUcXHQdmuFvkz2VUqHBmU1YNmKyKX4sgRSi+KR4Bn81mAVLN7Fn9nOk7qgLwIABlXnxxZqUKWPfQkub4MwaiDVhmWLIEkgh+W3Hb/T/fCB/zz2fA9++hGYEULduEDNn1qF9+3K+Ds/4iNVATHFmCaSAqSozV89k5MfvsOuDB0jZXh+A++6rxOjRNQkLsw+O0iw4yE0gHnsfmOLHEkgBOpR8iMHzh/DJjCDiF7yIpgdRu3Yg06fXoUsXm2LWQEig04SF+pGR4cHf35qyTPFhCaSA/LbjN/pOf5Y/Z1xPypaGANx9dyRjxtSyKWZNFj8/P/BLB08AKWnplPG3IflN8WEJJJ951MObK6byzEtr2fvlYDQtmCrV/JgxrS7du1fwdXimCBL/DNQTQHJKOmVCLIGY4sMSSD7ae2Qv984ayfyxLUnedCcAt9xagQnj6xARYafa5Ez8PCiQlJrm61CMOSX2qZZPftqylNuf/Iytn96EpoYQHulh+tQzueaair4OzRRx4u8BICXFJkY3xYslkNOU7kln+P+9wZihZUn61xlM+IprQpgx5SwqVbLTa05M/DMASEq1BGKKF/uEOw2xB2O5+vHprH6rI5pchjLl05g2+QxuvrmSr0MzxYj4uTUQSyCmmLEEkkcf/PwN990bw6G/egBwcRcPH719LtWqBfo4MlPc+Lk1kGRrwjLFjF10fopS0lO4/qk3ua1LMIf+ak5QmRQmTanE9wvOs+Rh8kT8nZmWU9IsgZjixWogp2Dlvxu46vaf2flLKwDOvuAwX310AbVrB/s4MlOc+Qe4TViWQEwx49MaiIhcLiLrRWSjiAzJYX2wiHzorl8hItFe655wl68XkcsKMk5V5fEJ82nbcjs7f2mCf3AKT7/kx58/t7PkYU5bVh9ISoaPIzHm1PisBiIi/sAkoAsQA6wUkTnZpqbtDcSr6pkichPwEtBTRBrjzKF+NlAD+E5EzlLVfP8PjI07yKU3f8O6hWcAUPOc3Xz1cWuaNIzI70OZUsovwJqwTPF0UglERIbltFxVR57Gsc8HNqrqZvcYs4GrAO8EchUw3H38CTBRnMnRrwJmq2oK8J+IbHT3t+w04snRkaRkNqyshASm0uuhw0x74TIbr8jkK7/M+0BSrQZiCsa7X67htu7N832/J/tJeMTrJwPoCkSf5rFrAtu9nse4y3Iso6rpwEEg8iS3BUBE+orIKhFZFRcXd8pBnhVVlYkzyrHghwhmvtTFkofJd35uJ3pqmiUQk7+27TxEw/afcXsPD8MmLc73/Z9UDURVX/V+LiKvAAvyPZoCoKpTgCkALVu21Lzso+91LfM1JmO8+WdehWV9ICYfTXznDx55cD+pB+sgQckcOJj/Q+XktQ+kDFDrNI8dC9T2el7LXZZTmRgRCQAqAPtOcltjigX/AKuBmPxz4EA6Pe5YwtK5EUB5ws/awsfvnUOnlm3z/Vgn1R4jIn+KyB/uz1pgPfDaaR57JVBfROqKSBBOp/icbGXmAL3cx9cDi1RV3eU3uVdp1QXqA7+cZjzG+ERmE1ZKqsfHkZji7tO5MdQ6cylL50YgAalceu9fxPzRjU4tzyqQ451sDaSH1+N0YLfbJ5FnqpouIv1xmsL8gRmqulZERgKrVHUOMB14x+0k34+TZHDLfYTT4Z4OPFAQV2AZUxisBmJOV0JCBnf0W81n7wYA5ShTZzPjJofT5/I7CvS4J9sHsrUgDq6q84H52ZYN83qcDNyQy7bPA88XRFzGFCZ/978wNc1qIObULV5ykBtu/Yt9O0LBP50m1//MvNdvICoix+uK8pVdUmSMj/nbVVgmD5KSPNzX/186dtzIvh2hBNXYwuBpf/Dr+/0LJXmADWVijM8FuEOopVkNxJykFSuOcOOtf7Ntkx/4eahx+QI+GN+JdmdeW6hxWAIxxsf8/Z3f1oRlTiQlxcOIETsZ9dIu1ONHYJUYOg5cwjsDn6By2cqFHo8lEGN8LLMPxGog5njWrEnktts3sfavNBClQvu5PPl0RR65ZDT+fv4+ickSiDE+FpCVQPJ0n6sp4dLTlVGjdjF8xA4y0oWAyF2cccfbTB3wABdHX+zT2CyBGONjmQkkNd1qIOZo69Yl0avXFlatSgKE8m2/pnOfdUy6/jWqlavm6/AsgRjjawEBAkBaqtVAjCMjQ3nttT0MHbqDlBTFv+Jeqtw4iYG3tOXhi2YS6F80Jq+zBGKMj2XWQNLTLYEY2LgxmTvv3MrSpUcAKNdqEXVv+Iyx1z5LxzM6+ji6o1kCMcbHMi/jtauwSjePR3njjb089lgsiYke/MvFU/mGybS5JIMJV3xEzQqFc2/HqbAEYoyPBQY49/Om23xSpda2bancffdWFi48DEBYix+JvHoGfS6+gcfaPUaQf5CPI8yZJRBjfCww0OkDSbdO9FJHVZk5cx+DBsVw+LCHwLAEwq+ZTLWWa3n58pe57KwCna37tFkCMcbHsjrR7TLeUmXnzjTuuWcrX355CICwc1YSed1kmtarzYQr51CnYh0fR3hilkCM8bHAICeBZFgTVqmgqsyeHc8DD2wnPj6D4LIplL/iTcLO/ZHbmt/K0EuGEhwQ7OswT4olEGN8LKsGYldhlXhxcWncf/92PvnkAACR5/xD2avHUqFSCs9f9hpXNLzCtwGeIksgxvhYkNuJbjWQku3zzw/Qt+824uLSCSnjoWKPGYS2XEDDyg2YeOVE6kXU83WIp8wSiDE+FhjoXoWV/1NWmyIgPj6dAQNiePfd/QDUbrIbeowgMCKOG5vcyLCOwwgNDPVxlHnjkwQiIhHAh0A0sAW4UVXjs5VpDrwBlAcygOdV9UN33SygPXDQLX6nqq4p+MiNyX//uwrLx4GYfPf11wfp3XsbO3akERIK0VfPJaX5O4QGBTOy88tcd851vg7xtPiqBjIEWKiqo0RkiPv88WxlEoE7VHWDiNQAVovIAlU94K4frKqfFF7IxhSMoEBrwippDh/O4JFHYpg6dR8AZzVLwdPtaVIj/uPMiDOYcMUEGlRu4OMoT5+vEshVQAf38VvAErIlEFX91+vxDhHZA1QGDhRKhMYUkqwmLJuQsERYsuQwd921lS1bUgkKEi68/Xe2nPU84ufhqkZX8WyXZykbVNbXYeYLXyWQqqq60328C6h6vMIicj4QBGzyWvy8iAwDFgJDVDUll237An0BoqKiTjduY/JdcKAzl0NGuvg4EnM6EhM9PPFELOPHxwFwTjN/Im4Yx9bg7wn2D+KZTs/Qs0lPRErO61xgCUREvgNyGm94qPcTVVURyfX6RRGpDrwD9FLVzFt1n8BJPEHAFJzay8ictlfVKW4ZWrZsaddJmiInMMiasIq7ZcsS6NVrKxs2pBAQADfed5g/6z1ETMZB6lSsw8QrJ9K4SmNfh5nvCiyBqGrn3NaJyG4Rqa6qO90EsSeXcuWBL4Ghqrrca9+ZtZcUEZkJPJqPoRtTqLL6QDJKzjfT0iIlxcMzz+xk9OjdeDzQ+OxgLur/Dd8lTIQM6HZWN1647AXKBZfzdagFwldNWHOAXsAo9/cX2QuISBDwGfB29s5yr+QjwNXAXwUesTEFJMiasIqlX39N5I47trB2bTJ+fnD/oFC2NXmK7/avIdAvkCc7PMntLW4vUU1W2fn56LijgC4isgHo7D5HRFqKyDS3zI1AO+BOEVnj/jR3170nIn8CfwKVgOcKNXpj8lFmDcRjNZBiIS1NGTFiJ61b/8PatcnUrx/MmNkH+bneLazbv4Za5Wvx0c0fcce5d5To5AE+qoGo6j6gUw7LVwF93MfvAu/msn3RmlXFmNMQHGQ1kOLir7+cKWZ//TUJgAcHRBJx+QeMXzsVgM5ndubly1+mQkgFX4ZZaOxOdGN8LDgwAPBYDaQIy8hQXnllN8OG7SQ1VYmODmL0xLLMPvgIX679jQC/AB5r9xh3n3d3ia91eLMEYoyPBQX7AR6rgRRR//7rTDG7bJkzxWzfvpW48oFNDPuhFweSD1CtXDXG9xjPeTXP83Gkhc8SiDE+5tRA0tEMX3VJmpx4PMrEiXEMGRJLUpJSs2Ygb06pxd/lpjPgmzcAaF+3Pa90fYWIMhE+jtY3LIEY42NZfSDWhFVkbNmSwl13bWXJkgQAbr89gqHPBzN86f38su4X/MSPhy96mHvPvxc/Kb2J3xKIMT7m1ECwGkgRoKpMn76Phx6KISHBQ5UqAbz5ZhSVW6zltjmD2J+0nyplq/Baj9doXbu1r8P1OXvHGuNjIcFOAvFYAvGpHTtS6d59E/fcs42EBA/XXVeR3/9owNbKb9Hr417sT9pP26i2zL1jriUPl9VAjPGxzLGwrAbiG9mnmA0P92fSpNp0uiKdh+f3Ztm2ZQjCg20e5ME2D+Lv5+/rkIsMSyDG+FhwkFsD8VgCKWx796Zz//3b+PjjAwB07VqeadOi2JK+iivefoi9iXuJLBPJ2O5jubDOhb4NtgiyBGKMj4UEWR+IL8yde4B77tnG7t3phIX5MWZMLe66uyJvrHiD8cvG41EPrWu35rXur1ElrIqvwy2SLIEY42PBwYEAaIY1jRSGQ4cyGDQohpkzncme2rULY9asOpSrcpi7/+9ulm5diiD0v6A/A9oOsCar47AEYoyPlbEEUmgWLXIme9q2LZXgYOHFF2swcGAVfolZwc1vDyLuSBwRoRGM7T6Wi6Iv8nW4RZ4lEGN8LLMPRK0PpMAkJnoYMiSWCROcyZ5atizD22/XoUHDYF5fPolxP4/Dox7Or3U+r/V4japhx53jzrgsgRjjYyFBmVdh+aOqpWospcKwfPkRevXawr//OpM9Pf10dZ54ohoHU/dx1yf38dPWnxCE+y+4n4FtBxLgZx+LJ8vOlDE+ljknOp4AUjNSCQ4I9m1AJURqqocRI3YyapQ72VPjEN5+O5rzzivDL9t/YdCXg9idsJuI0Ahe7fYq7eq283XIxY4lEGN8zM9PQDygfqSlZxBs/5Wnbe3aJG69dQu//56ECAweXIWRI2sQFAyvL3+dsUvH4lEPrWq14rXur1GtXE6zb5sTsbeqMUWA+GWgGX4kpaQRFuLraIq3+fMP0rPnfyQkeKhXL4hZs6K5+OIw9iXu475PH+HHLT8C0K91PwZdOMiarE6DnTljigDxz0AzAklOTfd1KMWWqjJuXByPPBKDxwM9e4YzbVoUYWH+rIxZycB5A9mdsJvw0HBe7fYq7eu293XIxZ5PLvsQkQgR+VZENri/w3Mpl+E1ne0cr+V1RWSFiGwUkQ/d+dONKbbE3wNAcoolkLzYvDmFzp038tBDTvJ45plqfPBBNGXKCpNXTObWD29ld8Juzqt5HnPvmGvJI5/46rrBIcBCVa0PLHSf5yRJVZu7P1d6LX8JGKuqZwLxQO+CDdeYgiV+bgJJTfNxJMVLRoby2mt7aNLkbxYtOkylSgF88kldhg+vwb7Efdz96d2M/nE0GZrBfeffx3s3vkf1ctV9HXaJ4asmrKuADu7jt4AlwOMns6E41zh2BG7x2n448EZ+BmhMYfKzGsgp+/vvJHr33pY1U+DNN4czblwtKlcO5MctP/LI/EfYl7iPiNAIXu76MpfUu8THEZc8vkogVVV1p/t4F5DbXTshIrIKSAdGqernQCRwQFUz/9NigJq5HUhE+gJ9AaKiovIhdGPyX2YTVkpaho8jKfrS0pTRo3czYoQzP3n16oFMnlybK6+sSGpGKqO+H8XUlVMBuKD2BYzpPsZuDCwgBZZAROQ7IKdr44Z6P1FVFRHNZTd1VDVWROoBi0TkT+DgqcShqlOAKQAtW7bM7TjG+FRmDSTFaiDHtWZNInffvZXffksCoHfvSF55pSYVKwaw7cA2Bs0bxO+7fsdf/Bl44UDuO/8+G8uqABVYAlHVzrmtE5HdIlJdVXeKSHVgTy77iHV/bxaRJUAL4FOgoogEuLWQWkBsvv8BxhSi/9VALIHkJCXFw7PP7uKll3aRng7R0UFMnRpF587lAZj7z1ye+uYpElITqFGuBmN7jKVlzZY+jrrk81Un+hygl/u4F/BF9gIiEi4iwe7jSsCFwDpVVWAxcP3xtjemOPELcBJIkl3Ge4zly4/QosU/PP/8LjIy4MEHK/Pnn43o3Lk8iamJDPl6CIPmDSIhNYHL6l/GvF7zLHkUEl/1gYwCPhKR3sBW4EYAEWkJ3KeqfYBGwJsi4sFJdKNUdZ27/ePAbBF5DvgNmF7Yf4Ax+cnf32ldTUu1PpBMR45k8NRTOxk3bg+q0KBBMNOn1+HCC8MA+CfuHwbMHcCm/ZsI8g/i6Uue5uZmN9tYYoXIJwlEVfcBnXJYvgro4z7+GWiSy/abgfMLMkZjCpOfdaIfZfHiw/Tps5XNm1Px94fBg6vyzDPVCQnxQ1V5d827vLDkBVIzUjkz4kzGXzGeBpUb+DrsUsfuRDemCPBzayAppbwGcuBAOo89FsvUqc5kT02bhjJjRh3OO6+Msz7pAEMWDOHbjd8C0LNpT56+5GlCA0N9FnNpZgnEmCIg80Kh1FJcA/nsswM88MB2du5MIzBQePrpajz+eFWCgpyu2pUxKxn05SB2Hd5FWFAYL1z6At0bdvdx1KWbJRBjigB/txO9NNZAdu5Mo3//7fzf/x0AoE2bskybFkXjxk6tIt2TzqRlk5i4fCIe9dC8enNe6/4atSvW9mHUBiyBGFMk+GfVQDy+DaQQqSozZuzj0UdjOXAgg7AwP158sQb331/ZGeIe2HpgK498+Qi/7fwNgPvOv49BFw4i0D/Ql6EblyUQY4oA/wCnDyS1lNRANm5Mpm/fbSxenABA167lmTw5iqgoZ1xUVeXTtZ8ycuFIjqQdoVpYNUZ3G03bqLa+DNtkYwnEmCIgK4Gkl+waSHq6MnbsHoYN20FyslKpUgDjxtXi5pvDsy6/PZB0gKe+fYqv/v0KgK5ndeW5Ls9RMbSiDyM3ObEEYkwR4O/+J6amltwEsmZNIr17b+XXX51hSG67LYKxY2tRqdL/PoZ+3vYzg+cPZlfCLsoGlmVYp2Fcd/Z1dm9HEWUJxJgiIDOBpJXAPpCkJA8jR+5k9OjdZGRAVFQQkyfXpmvXClllUtJTGLt0LNNWTkNRWlRvwavdX6VOxTo+jNyciCUQY4qAALcJK62ENWF9//1h7rlnGxs2pCACAwZU5rnnalCu3P8GONy4byMPffkQ6/asw0/8ePCCB3mgzQM21WwxYK+QMUVAgL/TRFNSLuPdvz+dIUP+d0Ng48YhTJsWRZs2YVllVJX31rzHC9+/QEp6CrUr1GZM9zGcW+NcX4VtTpElEGOKgOBg518xMSXFx5GcHlXlvff28/DDscTFpRMYKAwdWo0hQ6oSHPy/sVv3HtnLkAVDWLx5MQDXnn0twzoOo1xwOV+FbvLAEogxRUBokHNfw+GkJB9Hknf//pvM/fdvZ+HCwwC0axfGG2/UzrohMNPX/37N098+zf6k/ZQPLs9zXZ6zO8qLKUsgxhQBEeFOAtm3t/g1YaWkeHjppd288MIuUlKUiAh/XnmlFnfeGXHU1VMHkw8yYuEIvvjbmX2hTVQbXr78ZWqUr+Gr0M1psgRiTBEQHR0MwN6dxesO6yVLDnPffdtYv95peuvVK4LRo2tSufLRf8cP//3AEwueYFfCLkICQni83ePc1uI2/MRXUxKZ/GAJxJgioF5dp5knflfxGFU2Li6NRx+N5e239wPOXB2TJ0fRocPRfRhHUo8w6vtRvP/7+wC0qN6C0V1HUzeibqHHbPKfJRBjioBGZ1YADpIQV7Q7kVWVmTP3MXhwLPv3ZxAc7HSSP/bY0Z3kAKtiVjH4q8FsO7iNQL9ABl44kHta3WOX55YgPnklRSQC+BCIBrYAN6pqfLYylwBjvRY1BG5S1c9FZBbQHjjorrtTVdcUbNTGFJxzzooEDpKyvyIej2YNJliUrFuXxH33befHH53xqzp1Kscbb9Smfv2Qo8plvymwYeWGvNrtVRpWbuiLsE0B8lUD5BBgoarWBxa6z4+iqotVtbmqNgc6AonAN15FBmeut+RhirsqFSvgH3YAzQhga0yir8M5SlKSh6FDY2ne/B9+/DGBKlUCePfdaL799sxjkscfO//gqneuYurKqYgI/Vr347PbPrPkUUL5qi55FdDBffwWsARnnvPcXA98papF6z/LmHwiIoRExnMkoSJr/42nblRZX4cEwIIFh3jgge1s2uR0kvftW4lRo2oQHn70R0dyWjJjl45lxuoZeNRDdHg0r3R9hRY1WvgibFNIfFUDqaqqO93Hu4CqJyh/E/BBtmXPi8gfIjJWRIJz21BE+orIKhFZFRcXdxohG1Owwio7TUP/bDh4gpIFLzY2lRtu2Mzll29k06YUzjknhJ9+Oos334w6Jnn8sv0Xur3VjWmrpgHQu2Vv5t0xz5JHKVBgNRAR+Q6olsOqod5PVFVFRI+zn+pAE2CB1+IncBJPEDAFp/YyMqftVXWKW4aWLVvmehxjfC28WhK7gY3/HfFZDOnpyoQJexg2bCcJCR7KlPFj+PDqDBpUhcDAo/tlElITGP3DaN5d8y4A9SPr89LlL9GsejNfhG58oMASiKp2zm2diOwWkeqqutNNEHuOs6sbgc9UNc1r35m1lxQRmQk8mi9BG+NDlWo4b/GtW1J9cvzly49w333b+P135274q6+uwLhxtbMmefL2w38/MPSboew4vIMAvwD6te5Hv9b9CA7ItTHAlEC+6gOZA/QCRrm/vzhO2ZtxahxZvJKPAFcDfxVQnMYUmuq1nApybEzhjsi7f386Tzyxg6lT96IKdeoEMXFibXr0qHBM2YPJB3l+8fN8uvZTAM6peg6jLhtFoyqNCjVmUzT4KoGMAj4Skd7AVpxaBiLSErhPVfu4z6OB2sD32bZ/T0QqAwKsAe4rnLCNKThRdZy7t3fH+p+gZP5QVd5+ez+PPhrL3r3pBATA4MFVeeqp6pQp43dM2W82fMMzC58h7kgcQf5BDGo7iN6tett9HaWYT155Vd0HdMph+Sqgj9fzLUDNHMp1LMj4jPGF6DpO88/+XUGoaoHOwrd2bRL337+dH35wOu7btw/j9dePHfgQIOZgDCMWjmDR5kUAnFfzPEZdNop6EfUKLD5TPNhXB2OKiOqRFfArc4j0xPLs3p1OtWr5Py7WkSMZPPvsLl59dTfp6VC5cgCvvlqT226LOCZhpWWkMWPVDMYvG09yejJhQWE8evGj3Nr8VhvDygCWQIwpMiJCIwgI30tqYnm2bk3N9wQyZ84BHnwwhm3bUhGBe++txIsvHntPB8Cq2FU89c1TbNi3AYAeDXswtMNQqoRVydeYTPFmCcSYIqJiaEUCwv8mNbYeW7ak0Lp1/txMuHVrCgMGxDBnjnN/SfPmoUyeHJXj/uOT4nn5h5f56M+PAIiqGMWITiNoV7ddvsRiShZLIMYUEeGh4QSG7wVgSz5cypuerowdu4fhw3eSmOihXDk/nnuuBvffX5mAgKObq9I96Xz4x4eMXTqW+KR4Av0Cuff8e+nXuh8hgSG5HMGUdpZAjCkiIkIjCIhwbonauvX0EshffyVx111bWbXKGf2nZ89wxoypSY0ax97TsWzbMp5d9Czr964H4ILaFzCy80jOiDzjtGIwJZ8lEGOKiHLB5QiK2AfA5v+S87SPtDRl1KhdPPvsLtLSlNq1A5kyJYrLLz/2no5tB7Yx6vtRLNjgDPJQq3wtnuzwJJfWv7RArwAzJYclEGOKCBEhsmYiO4FVKxNJSvIQGnryVzutWZPIXXdtZc0a507ye++txMsv16R8+aPvKzmSeoQ3VrzB9FXTSc1IJTQglH4X9KP3eb2tucqcEksgxhQhNeqm8G/NzeyLrcfbb+/j3nsrn3Cb1FQPzz23ixdf3EV6OkRHBzF9eh06djx6cqq0jDQ++esTxv88nj1HnKayqxtfzeCLB1OtXE7D1hlzfJZAjClCIsqEU7HDF+x57yFefXUPffpUwt8/9+akVauOcNddW/nrL6fJq3//yrz4Yg3Cwv5X6/Coh6/Wf8WYpWPYEr8FgGbVmvF0x6dtxFxzWiyBGFOEVAytSNkm31G1ZgYbNqTwxRcHuPba8GPKJSd7GDFiJ6NH7yYjA844I5gZM6Jo1+5/tQ5V5aetP/HKj6/w125nuLjo8GgevvBhujboajcDmtNmCcSYIiQ8NBzx93DZbXt5+6WqjB69h2uuqXhUp/by5Ue4++6t/P13MiLw0ENVeO65GlnjV6kqizYvYtKySfy+63cAqpStwoNtH+SGc24g0D//73A3pZMlEGOKkIjQCACaXbaFiKk1WL78CJ07b+TVV2uyb186H34Yz/Tp+/B4oEGDYGbMqEPbtmGA01S14N8FTFo+ib/j/s7aX5+Wfbjj3DsIDTx2nCtjToclEGOKkIohFQFIZB/Tp9fh7ru3smjRYVq0+CerjJ8fPPZYVYYPr05oqB8Hkw/yyV+f8N6a99h6YCvg1DjuaXUPNzW9iTJBZXzxp5hSwBKIMUVIeKjT3xGfFM/VV1fk4ovDGD58J1On7qVevWCuuqoCt9wSQZMmoazbs453fniHOX/PITnd6USvWb4m955/L9efc71N7mQKnCUQY4qQzCas+KR4ACIjA5gwoTbjx9dCRIg5GMOX699m6NtfsnbP2qztLqpzEbe1uI2O9Tri71c484kYYwnEmCKkYmhFAH7b8RtvrniTi+tezOb9m/lz1598/9/3WaPjgnPn+rVnX8ttzW+zuTmMT4iqFv5BRW4AhgONgPPdiaRyKnc5MA7wB6ap6ih3eV1gNhAJrAZuV9UTDh7UsmVLXbUqx0MZUyQkpiZy7XvXHpUovIUFhdGubjuuaHgF7eu2t2YqUyhEZLWqtsy+3Fc1kL+Aa4E3cysgIv7AJKALEAOsFJE5qroOeAkYq6qzRWQy0Bt4o+DDNqZglQkqw5e9vuSHLT/w/pr32bh/I/Uj69OgcgPaRLWhZc2WBPkfOyCiMb7gqylt/wZONGDb+cBGVd3slp0NXCUifwMdgVvccm/h1GYsgZgSwd/Pn0vqXcIl9S7xdSjGHFdRvhW1JrDd63mMuywSOKCq6dmW50hE+orIKhFZFRcXV2DBGmNMaVNgNRAR+Q7IaYS2oar6RUEdNztVnQJMAacPpLCOa4wxJV2BJRBV7Xyau4gFans9r+Uu2wdUFJEAtxaSudwYY0whKspNWCuB+iJSV0SCgJuAOepcNrYYuN4t1wsotBqNMcYYh08SiIhcIyIxQBvgSxFZ4C6vISLzAdzaRX9gAfA38JGqZt459TjwsIhsxOkTmV7Yf4MxxpR2PrkPxFfsPhBjjDl1ud0HUpSbsIwxxhRhlkCMMcbkSalqwhKROGBrHjevBOzNx3Dyi8V1aiyuU2NxnZqSGlcdVa2cfWGpSiCnQ0RW5dQG6GsW16mxuE6NxXVqSltc1oRljDEmTyyBGGOMyRNLICdviq8DyIXFdWosrlNjcZ2aUhWX9YEYY4zJE6uBGGOMyRNLIMYYY/LEEogXEblBRNaKiEdEcr3kTUQuF5H1IrJRRIZ4La8rIivc5R+6g0DmR1wRIvKtiGxwf4fnUOYSEVnj9ZMsIle762aJyH9e65oXVlxuuQyvY8/xWu7L89VcRJa5r/cfItLTa12+nq/c3i9e64Pdv3+jez6ivdY94S5fLyKXnU4ceYjrYRFZ556fhSJSx2tdjq9pIcV1p4jEeR2/j9e6Xu7rvkFEehVyXGO9YvpXRA54rSuQ8yUiM0Rkj4j8lct6EZHxbsx/iMi5XutO/1ypqv24PzhztDcAlgAtcynjD2wC6gFBwO9AY3fdR8BN7uPJQL98iutlYIj7eAjw0gnKRwD7gTLu81nA9QVwvk4qLiAhl+U+O1/AWUB993ENYCdQMb/P1/HeL15l7gcmu49vAj50Hzd2ywcDdd39+BdiXJd4vYf6ZcZ1vNe0kOK6E5iYw7YRwGb3d7j7OLyw4spW/kFgRiGcr3bAucBfuazvBnwFCHABsCI/z5XVQLyo6t+quv4ExbKm2lXVVCBzql3BmWr3E7fcW8DV+RTaVe7+Tna/1wNfqWpiPh0/N6caVxZfny9V/VdVN7iPdwB7gGPutM0HOb5fjhPvJ0An9/xcBcxW1RRV/Q/Y6O6vUOJS1cVe76HlOHPvFLSTOV+5uQz4VlX3q2o88C1wuY/iuhn4IJ+OnStV/QHny2JurgLeVsdynLmUqpNP58oSyKnLl6l2T1FVVd3pPt4FVD1B+Zs49s37vFuFHSsiwYUcV4g40wovz2xWowidLxE5H+db5Savxfl1vnJ7v+RYxj0fB3HOz8lsW5BxeeuN8002U06vaWHGdZ37+nwiIpkTzxWJ8+U29dUFFnktLqjzdSK5xZ0v56rAZiQsqqSITLWb3fHi8n6iqioiuV577X67aIIzj0qmJ3A+SINwrgd/HBhZiHHVUdVYEakHLBKRP3E+JPMsn8/XO0AvVfW4i/N8vkoiEbkNaAm091p8zGuqqpty3kO+mwt8oKopInIvTu2tYyEd+2TcBHyiqhley3x5vgpMqUsgWkSn2j1eXCKyW0Sqq+pO9wNvz3F2dSPwmaqmee0789t4iojMBB4tzLhUNdb9vVlElgAtgE/x8fkSkfLAlzhfHpZ77TvP5ysHub1fcioTIyIBQAWc99PJbFuQcSEinXGScntVTclcnstrmh8fiCeMS1X3eT2dhtPnlblth2zbLsmHmE4qLi83AQ94LyjA83UiucWdL+fKmrBOnS+m2p3j7u9k9ntM26v7IZrZ73A1kOMVGwURl4iEZzYBiUgl4EJgna/Pl/vafYbTPvxJtnX5eb5yfL8cJ97rgUXu+ZkD3CTOVVp1gfrAL6cRyynFJSItgDeBK1V1j9fyHF/TQoyrutfTK3FmLAWn1n2pG184cClH18QLNC43toY4ndLLvJYV5Pk6kTnAHe7VWBcAB90vSPlzrgriyoDi+gNcg9MWmALsBha4y2sA873KdQP+xfkGMdRreT2cf/CNwMdAcD7FFQksBDYA3wER7vKWwDSvctE43yz8sm2/CPgT54PwXSCssOIC2rrH/t393bsonC/gNiANWOP107wgzldO7xecJrEr3cch7t+/0T0f9by2Heputx7oms/v9xPF9Z37f5B5fuac6DUtpLheBNa6x18MNPTa9m73PG4E7irMuNznw4FR2bYrsPOF82Vxp/tejsHpq7oPuM9dL8AkN+Y/8bq6ND/OlQ1lYowxJk+sCcsYY0yeWAIxxhiTJ5ZAjDHG5IklEGOMMXliCcQYY0yeWAIxxhiTJ5ZAjDHG5IklEGN8SERauYMChohIWXHmJznH13EZczLsRkJjfExEnsO5Gz0UiFHVF30ckjEnxRKIMT7mjq20EkgG2urRo7gaU2RZE5YxvhcJhAHlcGoixhQLVgMxxsfEmSN7Ns4kRNVVtb+PQzLmpJS6+UCMKUpE5A4gTVXfFxF/4GcR6aiqi060rTG+ZjUQY4wxeWJ9IMYYY/LEEogxxpg8sQRijDEmTyyBGGOMyRNLIMYYY/LEEogxxpg8sQRijDEmT/4fUl5tAFWLEwYAAAAASUVORK5CYII=\n", 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" ] @@ -362,7 +384,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "BX8hUE0XZKnd" + }, "source": [ "Not bad. But how well is the initial state recovered via backpropagation through the 16 simulation steps? This is what we're changing, and because it's only indirectly constrained via the observation later in time there is more room to deviate from a desired or expected solution.\n", "\n", @@ -372,11 +396,14 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "id": "3oBdj2EaZKnd", + "outputId": "1e7dbd37-8d14-4acc-f526-1bab26c6a3a4" + }, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -400,7 +427,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "Ug2pTemYZKne" + }, "source": [ "Naturally, this is a tougher task: the optimization receives direct feedback what the state at $t=0.5$ should look like, but due to the non-linear model equation, we typically have a large number of solutions that exactly or numerically very closely satisfy the constraints. Hence, our minimizer does not necessarily find the exact state we started from (we can observe some numerical oscillations from the diffusion operator here with the default settings). However, the solution is still quite close in this Burgers scenario.\n", "\n", @@ -410,11 +439,14 @@ { "cell_type": "code", "execution_count": 10, - "metadata": {}, + "metadata": { + "id": "HiaIZgUlZKnf", + "outputId": "6fb48869-39bb-422d-a9bd-4fd1e33d57ce" + }, "outputs": [ { "data": { - "image/png": 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", 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\n", 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" ] @@ -451,7 +483,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "ozka-l1UZKng" + }, "source": [ "## Physics-informed vs. differentiable physics reconstruction\n", "\n", @@ -463,7 +497,10 @@ { "cell_type": "code", "execution_count": 11, - "metadata": {}, + "metadata": { + "id": "1b0CXDEDZKng", + "outputId": "ee4c501b-47a7-4673-9955-0a503f7001bd" + }, "outputs": [ { "name": "stdout", @@ -475,7 +512,7 @@ }, { "data": { - "image/png": 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", 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\n", 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" ] @@ -501,7 +538,9 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "D8qbYQpHZKni" + }, "source": [ "It's quite clearly visible here that the PINN solution (in the middle) recovers the overall shape of the solution, hence the temporal constraints are at least partially fulfilled. However, it doesn't manage to capture the amplitudes of the GT solution very well.\n", "\n", @@ -512,22 +551,24 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, + "execution_count": 13, + "metadata": { + "id": "VoxYVPwjZKni" + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MAE PINN: 0.23281 \n", + "MAE PINN: 0.19298 \n", "MAE DP: 0.06382\n", "\n", - "Error GT to PINN (top) , DiffPhys (bottom):\n" + "Error GT to PINN (top) , GT to DiffPhys (bottom):\n" ] }, { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] @@ -543,15 +584,17 @@ "err_dp = np.sum( np.abs(sol_dp-sol_gt)) / (STEPS*N)\n", "print(\"MAE PINN: {:7.5f} \\nMAE DP: {:7.5f}\".format(err_pi,err_dp))\n", "\n", - "print(\"\\nError GT to PINN (top) , DiffPhys (bottom):\")\n", + "print(\"\\nError GT to PINN (top) , GT to DiffPhys (bottom):\")\n", "show_state(np.reshape( np.concatenate([sol_pi-sol_gt, divider, sol_dp-sol_gt],axis=0) ,[N*2+10,33,1]))" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "id": "4_zwf8mkZKnj" + }, "source": [ - "That's a pretty clear result: the PINN error is almost 4 times higher than the one from the Differentiable Physics (DP) reconstruction.\n", + "That's a pretty clear result: the PINN error is more than 3 times larger than the one from the Differentiable Physics (DP) reconstruction.\n", "\n", "This difference also shows clearly in the jointly visualized image at the bottom: the magnitudes of the errors of the DP reconstruction are much closer to zero, as indicated by the purple color above.\n", "\n", @@ -590,5 +633,5 @@ } }, "nbformat": 4, - "nbformat_minor": 4 + "nbformat_minor": 1 } diff --git a/diffphys-code-ns.ipynb b/diffphys-code-ns.ipynb index 76c97fd..68cc645 100644 --- a/diffphys-code-ns.ipynb +++ b/diffphys-code-ns.ipynb @@ -416,7 +416,7 @@ "id": "PI3xY-7m_trr" }, "source": [ - "The loss should have gone down significantly, from above 1100 to below 700, and now we can also visualize the initial velocities that were obtained in the optimization. \n", + "The loss should have gone down significantly, from almost 300 to below 170, and now we can also visualize the initial velocities that were obtained in the optimization. \n", "\n", "The following images show the resulting three initial velocities in terms of their x (first set), and y components (second set of images). We're skipping the fourth set with `inflow_loc[0]` because it only contains zeros.\n" ] diff --git a/overview-burgers-forw.ipynb b/overview-burgers-forw.ipynb index 468f3ac..370492d 100644 --- a/overview-burgers-forw.ipynb +++ b/overview-burgers-forw.ipynb @@ -45,7 +45,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Using phiflow version: 2.0.3\n" + "Using phiflow version: 2.2.0\n" ] } ], diff --git a/physicalloss-code.ipynb b/physicalloss-code.ipynb index 5e8edd9..6d4fd38 100644 --- a/physicalloss-code.ipynb +++ b/physicalloss-code.ipynb @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -69,13 +69,7 @@ "id": "L30jgXowoXat", "outputId": "bcceefc0-fb33-44c7-959c-0b742e5a1606" }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [] - } - ], + "outputs": [], "source": [ "!pip install --quiet phiflow==1.5.1\n", "\n", @@ -180,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -188,15 +182,7 @@ "id": "xxLRbUQzoXay", "outputId": "a2504aae-26dc-48a3-a5fa-12c6539f3f62" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - } - ], + "outputs": [], "source": [ "N=128\n", "grids_xt = np.meshgrid(np.linspace(-1, 1, N), np.linspace(0, 1, 33), indexing='ij')\n", @@ -241,7 +227,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -298,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -354,20 +340,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Step 0, loss: 0.155002\n", - "Step 1, loss: 0.139890\n", - "Step 2, loss: 0.128770\n", - "Step 1000, loss: 0.058176\n", - "Step 2000, loss: 0.047925\n", - "Step 3000, loss: 0.043175\n", - "Step 4000, loss: 0.039472\n", - "Step 5000, loss: 0.038181\n", - "Step 6000, loss: 0.035628\n", - "Step 7000, loss: 0.026915\n", - "Step 8000, loss: 0.021984\n", - "Step 9000, loss: 0.018708\n", - "Step 10000, loss: 0.016682\n", - "Runtime 104.06s\n" + "Step 0, loss: 0.100037\n", + "Step 1, loss: 0.097836\n", + "Step 2, loss: 0.096151\n", + "Step 1000, loss: 0.054487\n", + "Step 2000, loss: 0.049147\n", + "Step 3000, loss: 0.045515\n", + "Step 4000, loss: 0.042890\n", + "Step 5000, loss: 0.039945\n", + "Step 6000, loss: 0.037641\n", + "Step 7000, loss: 0.035227\n", + "Step 8000, loss: 0.033604\n", + "Step 9000, loss: 0.031556\n", + "Step 10000, loss: 0.029434\n", + "Runtime 110.02s\n" ] } ], @@ -415,7 +401,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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WGxfD6DUhYxGpSaaeKSruBSFIKM/ZpHmt1exDIuBiIgyfFAm41sjKuwveX6Bp3g2inkQid1d1bdr1rh4ax7SSKETmaNXJK4R6wlCBxaaqMIz7aN2FHa0lISBWGh8teoiJImwuNBtH8saEFBxWYtI+P2mYq+DQ2gfZuqIluvBJjSjU5JMxmYsOgiI/p0j/u2Fc0f4qkks1NL9V5ZC03weK/D/Qra2CSmKzWt6XLvxKs78UH+GVXCKJgK3zz78bhw4uEQGx2njMXuMShShsDkUhiHWXqDVz0RoomAAC8RKiyosK7Ooh69PWdb1GwEl6yuly9RQo2j0AknBPhVMIujBaBbo12OUOJLVCU1XOS5XrLWjc0pqOlsiYWBC1hRbApPGL0SWK63/OkHS6VmzF7CB6gZsDkkIQlcQLXUgO2KUQ9aqT7AFVyG9oBJzi4qTM1auEZg1En1siUai44x4TTc6mIo52IsovRRA9AQWFoULACSKUoJDYLHI0+jYKOZFHorbQ6gJWG5/c+x5kjlbzYSWHteg1c6VDswboBFxrsg9CEdIiES6i6pOiAxuCAi4xAUn/u1lqbpIoQlMnmqqD2WtuOtjVE7lPE11IouRIJel7Vuj1opZbqEDZn00lNltTsuKiQweXiABWG/8T+oSpQA3MBHes+pQcKgBoWzV/HFOTOyHJqcvQzLfvBjHfGoHQCkSFYVLT84tJiBrrCnJzVAdsVU85xUVPtA8qicJMUT6ZqLlyJWGocAsDUQ9AEKUW6MRhaxTr2iE8sCtC1XeQi7NtigjZo6G40AqYCv4JM4HK6EQHbJGAQ2Bhh8zRErl6irAeUWU8Re83el2rg2jclgGGAi6tX7Hsu2EvtB43+jIHIEAX6qko5rPLQz1hCPdsTYp6C66P3XzMSqKwDxDdMAwUZwRFiHLzIYFa+0AROljT0XKO1raIiLOANwCnMZzm92bmKyLifsCbgbOBzwEXZuZXjzAYrDSuhqEQQ+vjVtk4fUru1jDL5uXdSU0IFhQriiK6mCochyLvgoHIIUS5NdUEnGCuztUTHgIFeauBTsApDpgWhcJqhqWKbGiujbr0yjo34JTsJHdvEY7WDHhBZv5lRJwMXB8R7wGeA7w3My+LiEuBS4EXbjpSdLAqEFq9yCVThIl0Avet7zUHq06T8MtkLnHKJGGZPaSiKIpAFNKHJKleFUKqckcUB/foO40gmE8IxZtBMNehl5jihk6dXD1VC4XIaH9Ti2Il02Xhnor8N80+kB1Wi+wtUOYritzo1p+JFR0tcOjgdsjMW4Bbxq+/ERGfAM4ALgDOG592OXANRxRaQa7uaTvBvpe4WqEKHRTdCWOuCJ9UxUorHIcUhWVCKMSLolJmnxLXRXYrUBXapfjA7/syDcwBSV+9TpVPJnMHBAKu1wh5jSgUhXqCpMJYRgeKEGVR6KCkBV4VoUktBxJ0nzOtqegLpYthtCMizgYeDlwLnDaKMIAvMoQWHmkAcrrSdk59D6LS5goUoTey8EmV2FTQi0LGZhr3TZJTB5KiKCmqwFmp1YHDMil3p1UT6hmaRtvlQj0V8xWMKaqQKOt7pogiKZRXCBaGtS4K6zhHqwkRcRLw74FfyMyvx4a73JmZcZgMvoi4BLgE4G991wo0FloJMFtrOiZAdJMyAi76uebiP5u1DzlQCjcXRZF8SMdc1OpAIjYTZoI72CoBJ2raLEmoVjUWVlEqV09Rwa6TCTgFKlEoCfWczJu7eoEmHE/W96yba9a2+YgM71tZ8ZLW49a6obUTWYjQiogVBpH1psx82/jwlyLi9My8JSJOB2491M9m5l5gL8AjH3xS5uoJ7SeocokEB6vo2scbqMQm0xXN4VIhiPpeuA9qlHeX5eopRCEQU01OHYpxJTl1aO4CpqivnqJSJqLcSkShLLOJJN8FQT+1QFPQSRUipOgpF6rcHFV/LtGNSFW7hzK5X6LegoM4tqMFLoaxLWKwrl4HfCIzf3vDX10FXARcNv7/HUcaKyPoGwutwc1RlMqeS4QWnUAQiRytmK2Rii3XTUQCrpLQUhVFUcw1NAJOUV1qgqQkv6zVgaJSpsjV04Q1IXT1BAcrQXXA9XFbk33IXD0FujVQzFdUlbiYWyhBFOKnyLGF9mGkNcu742IY2+SxwLOAj0bEh8fHfoVBYF0ZERcDnwcuPOJIEeS0ddVBkSDqO+g1d3Cb03dDrlpjZHlq0F7A9b0o5EAkXhR0heYKtQRcICneIWt1oOpV13zQkJgD0c9Fbo5GwJUqDKPKdRHYI9FpCgQNfbSaDyuKdAg0n4nVRKFmH8REVJ25GC6GsQ0y8z9z+PPAE7Y0WHSFhJbK0VLl/BxoP2ZXR8BF35OqPDUBsqIolfLUFCiLokgS4BQFAFJS3DQlb4XUtDpQCrjWqAqtROgEnACVW1jK1auS/wfjdUFxM0NQRVrU7kHhwpZ0tAiHDi4N0ZEr9246ZPYzycUvUzSuIu+rnzev5gjroYONx+znQ0GUxuuQDPNtznRFIzZFQiumop5yVfLUQCM2p5M6vepEuXrDYWWXtzpQ5NVNUrOuqhxAVYjQXNPMvlRfPYEolBXZ6FOUo6VqrqxyCxtTUa84dHCJiCCnbftoRT+RiBf6CSn4EIn5/vaDyty39pUXkxWJIIp+Tgpy9RRiE4QhYwqxWS2nTmHnzEViU8JEVNWyr9XqQJJTB5L57nZXD2GouirUs5KIVbgkqj6bkj6IQQjCJzVuYUVHy6GDS0Q0L1yRojLsocjP6ueat1DMRcUVRAJOQaWcOhX9XJSnNq/TQ0qZU9d6e2UV4TbSF8qpAySCSHQFllwXqjUwV+2DXZ6rl31I7j0hcvVCUByHTuTqKQR3Qb2SuOrg0pDRkRNFeXeFyBCVMp61d7SG8u4Cp0wl4BQl7vs5IcpTK+Nk9J2mAqfCJQNZiXtJCKlqH0iSqUStDkT5ipocmpRUM6RXNe8WFZhQvGQSsS10+YsVW2lNTNC4b3b1Bpp/fhV0tFJUeGdBlBZaEDAVCK2+/dUkJ6Jxu/YvYfQzEIxLP9M0bVbk1U1oX2gFiNkBUaNaVX6SJk9NVhimNcX6qcmKolTKqZO1OqjTU04T6inqUaa479RDiuYqc/UEDXAVrSkAnaunuB+t+OzK0OX/NRYYMsNYjEMHl4XoYHKiYFzB4TKF4qUxGTOdqycKy2x+OennMhdSkqOlyCdThXn2mhytStUnQ9JkWxRKjKgwTCl3t1pPOQGqnDrFeapLQiXgJOPa1ZPl6kkao2vct5hk+3DPklUHHTq4PERoxIuEFegVh5X2Q9JNLeC6qSSvrtRHnkxozSVhAZo7jJq5Sug7YR+t9gzhUkWEVvSa0MHZTPMZrkCVUydxC8MCDmAqcvUUnwihKekd01q5esVOCRpEoYMRcT7wCoYM6ddm5mUH/f2/AH4amAFfBn4qMz+/3d9bRaUckiCIrnHoYM5g0n5ZspCjBWhcvW6mE3DNCwvMNI5WNx1CMxuj+GjOic4pk7QlULl6EidD4+7K8tQUeZCiXL2Q9RYUfNZGV6iIiar6pOj2gCh8UibgBMMiOh6oXL1KxVbKuHpVHa3GnwsRMQFeBTwJuAn4YERclZkf3/C0DwHnZuYdEfG/Ab8F/Ph2f3dpoQVBNBcvU1JwEA5VeanQfJIqcr/oBYIIYH6nYFAk+4D5PpK2LQkAwftgyNWT7IPZfs0+cFEUTfESmdis08AciuW/VSqKoqzsqaCMqweqd4PK1WtN9ujCMquIwoIReKKqg48CbsjMzwBExBXABcBdQisz37fh+R8AfrLFLy4utDQoDq0qVDdDJe/NyXRw9pojyNPr10QhPYLiLajKOYtcl0ooQl2hVKsDmQOJqOF68xEHNO+xXpcL2Zq+15ywu2JCS1LApBNdb0R7S+TqtRZb0aETcJIS95oqpOVISTGMM4AbN3x/E/DoTZ5/MfAfW/ziOoriUETonKIqyOL7BeGT/UzzesWsvYAT5akRa6Iaye0FnCynrhKqXmqFhJa0p1yV/DdUfdrcU47ZDCZF9kHfa05NfWrWdqpwuHsktx360EQ6KPrfqQQctD/TFXS0IMhji808NSKu2/D93szcu+XfHvGTwLnA445lEgdTXKVYaKn+/QrnKVS5b6hEUY1y/ADMBOGTE2C+r/mwGVOR2FSwB2aimw6SHC2HT8rCJ0U95UqFT+726pMTNGEksxkSlSFx31S5eqI9IHGekDSDloRklhRaHGvu5m2Zee5h/u5m4KwN3585PnYPIuKJwIuBx2Vmk4ayu1ulHIZKoYMqQuRotSZiCEfUibjGiIqXZKUtK3LJUnHTIWeSA3bM9kvC5iR0mjVAId6UlBKbApdM1OpAUWQk+rnzyZQomoKresrJcuraD1tWFAkQ5Gh9EDgnIh7IILCeDvzExidExMOB3wXOz8xbW/3iSsczUxyZgK103ZNFyAhyv3JGThX5bzNRqwPF/pqStHf1mFIodHACISz135rpSvMho5/LGpinQshD87XNrtPUXprSXLwMcxW5b4rqk4qjWN/DVDSuAlVIpuKA0E3qFEWxeAMgM2cR8TzgXQz28esz82MR8RvAdZl5FfCvgJOAt8RQmOQLmfnU7f5uC63jyG4Pc5QhEi8qV0/ilEnWQBeSKQuhLEKl/LfoJzr3rcgaVMqpi35OdiJHR0FfqPpk3yO5jCucsnW3tPW4k07TU06yBmjaB6gEnKIoiqi8vRRNMQwy82rg6oMe+9UNXz+x+S+lvNDK5odWi6GBrtI6CObaq3KIujphmTAKgtZjpqafGiuiqpZde4dE0pKgn0ny35I9xKxJqPo9UfUSE3weZM5EeWrt1yBZ0fW/k4TRrrUXRWPooETAKZwywTxlPQBlLQlETcFlayASMHa0yGMvhrGUFDpNHx+GQ2D7caPTHAIVwrCUyBKhWgNZlKPqM0nVPkCQU9fP90neD5LQQU5sHz45mQL7kFQMbT4itdoHuPqktvpka0aXrEz7AIEoSlH+X0kB1xpVS4K+F1zLCyotNI7Woqh9ok47Wgr6nJUSW0PD7xoU00O6ik0CuomgxH3OkOS/VQqfFK1Bsk+SVxcKt7SbiCr57dcUGlEgqj6Z09X2FTi7CTk70Dx8MvpeU3hIFD6JwH2T5b+BJtxVklPX1RFwFfVKSophLIyFXeljOB1fB9ycmU8ZK4FcAdwfuB54VmYe4VM924dMCU/CrmZYSxQpUP37ZSa7IixT0fcMNE50TOkFjlb2mps6mkPgbOj/pkAginK6p/mY9HNJbo6sDLvAyVGEDQKjm1Ojl1iq5jpbk1R0lPV+ExSckTXvrlQQpEfQU66mYLHQasPzgU8A9xm/fxnw8sy8IiJew9CV+dVHHKV1PsJ8BoI743eN3ZCIqeyELUnzjCmZglAOlXgp5OqVK7woEnCtyZzRqZpBC5DsA6X7JnjrSubazyQ95eimEgdOUnlaFeJYKnxyohOxZdZA5L6JmneXC59sTcViGDh0cNtExJnAjwAvBf5FDHUUH8/dNe0vB17CEYRWZk+2vvh1U80FVRTWpDgE2nmrhyynTJJXWMfV66UDt0fz3tV8Jub0RE1RFFEhm1R81rKvUHl30XWhmxUSGSpHC02z8eYjIst9qxY+KRNwzQetJ1hcDKMN/wb4ZeDk8fv7A7fn3fFENwFnHHmYbJ9Q3q/pegcJkNwZ75EcLlUumQqFyKjkkoEFXIdIE6laEqg6Vytc/vm+sYBHWyTheLEGihBSTtAIw27ePP8t+pkkLDNmIDlTiQSsZH8JeokBkuqTiS4YTSIMJWGOmhsDqlDicojKuy+K437qi4inALdm5vURcd4x/PwlwCUAZ515Uvs7rd0UZu1LL+dUlJOhKkMuahHReg36nMnyk3Z7PpkShYBTiTfJ/oqpRsgrnHPRTSImJ2jGVjgvUjdHEPLafESGsDlBmf+c7ilUzVAU5jg7UKYoSvTzUo5WKsL8RK0DNO0uagoW52htj8cCT42IJzOUsroP8ArglIiYjq7WmcDNh/rhzNwL7AV4xENPzVj7ZtPJZTfV5Wgp+vEIyJhKQpA6TiARHKxEr1ehiLFyTpmCaiX5q+yvmGhaU/TzfZoy/81HBHKmiXSY3Slx9RSo8grp54RAaGmczXmdJtsqRGX+VQJOFpZZRWxaaC2c4/4Jn5kvAl4EMDpav5iZz4yItwBPY6g8eBHwjqMYrP0dtm6us28FhxXJXLspinLOPaI+RyJXT2Tq2Skrhsp9U4U6tmaYq6AMu0gYK24SZS+qYuc8NU2eWj8nOkXRiikKvZlTUX6OQmB0E02Zf1TvMcGg/VwXPqkocV+NDIcOinghcEVE/CbwIeB1R/yJ7KGx0FJ8OMMoiHrRcrc+sPRrmg8ngaMV3VTWqFaVp1bFyQA7ZSoquW8dorBMUTieIk8tJsPnTPNxEeUnKa41ovNfKi42qr1VLU9tuqoJR5uuNh8yZgc0Je4lbbQmdrSEJHa0mpGZ1wDXjF9/BnjU1gbo6dbuaDunbiK5wxi9pkSyztFqj+J6mj1005MkrpaioiOd7jCsoFoBE9MeVZ6a6uaAyilT5L+pbhK5nxqSEL/BzamUpyZqiC1wtHSisP2Q9L3Q0Wr8ehUUWoCrDi4N2RMH2hauiG5CTgUhB/28TLLrcLdGFM6iCMNqPuJ6o1rBuDnVHKw6zbiVDtgWcA5zBGEZcsHG7SYnaEKfBUpLeu5RiKLmIzJcwwTbK2YaQaQp7z6XheNJhJZi3G4iKfOv6dNWU2j1drSWg8gkWvdIEIUOApCKO0uKsAuNIEzQVe9qjKpwSaVCI9FpxGYl9w0s4KpRKQ8URPNV5NQhFFuSDxpF42pViB8SkSHJUwNC8HplJ8rRguZnmug1ufzDe6zxBqvoaDlHa4kQOFrDnQpN2U5FTwvJ4TKmIgu/vasnu3udM80H6eQEct740BZTSUWwnM804VLNRxxQnH8iJpL8JLCAi5iQWaNRbcS0lL1bqiCIzNqs0/pEJTIkN027CSkIn4wesnUFzpzJxJtMFBYYU41ztJaJTLp9bYVWdh0xFXQSXz2hfewtmmt/dhPNRaqftW+iCeSqIhZ/qulv06+BwC2TiIHQlPXuOk05fkmZ/5yVKlxRjSohiarKi3SaPmW6ubYfVueUnQh942v5ZKop7z7b115kqOjnigyAsd9V67WdDCX5W9PNdGGOranoaO0wiryzD0Pfw4HWVQe7Uo6WovJNdhNyKijfujqXiE0FQ66eQmi1F5vDuIIk9W5FIl7m/UxWcU6BwjWNmEpuZux2l0xFJ2owDaLqi4VsY6lT1npt+1mdMEc0FR0DUe6XYExQ5alpbg5o1qCm0LKjtSxkEo2FFl1HCoRWlCqGoct6dvikZh+oEr9lVS0FBwBVUZRKiWrOU9OgElnVkOSToSmSJInK6KbtXbL1cRUIyvwrc6mqHK2VeWrNKepoWWgtC5mw1th5CUEfA4Be4+Zo4ro1a+DwSSThkypU4ZNMTpAVG2mNqniJqvpkNQFn6hCiUGJNPpkm1DNzJgn91t0hqVMQZAghFTSubjviXaicMgNk0Lu8+5KQPexr7WgFzAXLMpsOYYmtUXWTF+SpMVuTrEHODgiKbIjCJ6ft5wrQK/I8uik5VfSM2Se5g50rJzUfk25FEzooylNTFC8BjZNRKXzU1CK6abF8MhEqV2/Wvnm3ZF27KY2L8d41bgj6nmny1Oo5QwmuOrg09AkHBIJA0EeL6UwTkqcIc+w6mAq2xmovDUtsyZCj1f7OZU7Xmq9BdpqGsm7ezXChVsx1onE2e1GvOpWrp0DVsNhoUDllEmKqyydTRA+oQjJL5RVq9laZPDWHDi6c2lekBNYavzsjAFXJ4RqljBEVBIn1sSvQTXRVhVr39GC4E9Y67MLNuxlKGStcIlVRlMmJzcdU5dSpwjIrUUkUlhFDVZGIF8GNaFWrAwWim3pQKU+tpmCx0FoWErK1g90lMRfcq5hlnQ+nroOpItOzh2i/CJKcuq4DgaMV01n7hoTjeM0/loThk4pcPVUFzpCET+7R9YBrzbyegFOw20WhCgs4oaunyoVVFQhq7ep1omJGCPPUFINWI6G30FoSesj9rQ+twEzwzpy2F2/RAXPFHauAqWCTTycaR6t1A2AYCoIo+ppMNbl6ubpfkKfWEZLwyRVNntqqKFdv3l5oMdujKQIwa78PAHLSPieD6QmacM9KohA04V0CLDRHROF4kuIdkqZyImFcySmDQo2r6wmWJOxoLQ0Z5IHG/4QuJasSffsjRQKsKgRcDhUdWyNYA7rQ9D3ruiGvrjX9qkRsaqpPioqiTFfar4EwT61WUZR7NR+TbirJW5XcwVeJFqmrV6Nhcc5FZdirsdsdOFkp+jXN/iomNluL4ywotMChg8tDQs7b7srI1FQ7URTY6JJofwYku5TcrYlOET6ZtQRcLyoIoiqKsrrafFzdGrR/j0U3IVfb52gpcupA2OqgTFGU/ToBJ2p1oEDSPqGQKDQF6VY0OWUKZGJTcDOjaDEMhw4uCZkd/f62B8HoemIi6CE17wah0XpcwVyj60GRpyaYK2jcQroc8upaM52XEVp0nSQsMyZTzRrMBJU9uw5m7S/+MV1pn6sH5ExT1VLi6s33a5yXVYGrx5BX13xM1Z3xqaKAy1SS85PU6S1oRiSFO6r1KBONawA7WstDQr/W/p/QTUTuUycQRQpR2PWEIE8tRWuQ8yRCIYoEYZnTBMEaMFPs2Rjy6lojytWLmShXT+Dq5XRF1FNOcEdY5epNVzRFUQQ5ddlNYNZeaMV0v6bVgcrVUxywu2n7gryhEYUyLDR1SMRboTDHgqGDmRZay0MG2VpoRU+vCB3skhC0/Q5BdcDoepFDogubay2JoutFeWq95MO0lKsnyCu8K9RT4WgpwjJVffUUqFodTFeI1kKrm0huYFdrdRACpyy7qcTVG5yy1keRmSaXqlqYYyUB14nCcxWowhwV+6tk6GA4dHBZyAz6tcYXqdCE+MVkTgpO2JGCQ2D0MgGXAucpJPlvmgO27B0nEcajA9eanGk+/FUCTlEUJVc1rQ6aj4is1YGqgXmnEIXdhH5VITbn7cUmmmip6OYaATfdQ0qaVyvy34o161WhEnDK3KfWqJwyA9jR2jYRcQrwWuAhDMXzfgr4JPBm4Gzgc8CFmfnVzcbJDOaC0EGF0OommrvXMVcIoiTmovBJhas3F9wR7noQiULF/lLdCUxF+OSkH9yy1uNKyvwDE8G4M1GunqrVwUr78MmYrUlCB2Om6VXXzQR5aqsnlikMMzTvVjhaGrGZghsk2U0HB641ipw6GAScRBAoPmeEx9Eqzp7E1aspWCy0ts8rgHdm5tMiYhW4F/ArwHsz87KIuBS4FHjhpqNkMD8gaCorOGDnRJDrgsbNiUjJhS8mvcYtLCYKJbl6M8H+EuXqDQVBRGGZrVG5evM1jaunyNWbToZCI83HnRKtXb2uGw7ubUcdGlevCophzNYk/e86UXEcRVGUPguVje/m0AkEHIjy3xA1Fy6U/0adypaZAse0YOhg4qqD2yIivgP4h8BzADLzAHAgIi4AzhufdjlwDUcQWpmUcbQyBQcgoBNsxghNwYYQFa0IgVsYXRKCoigxT4nI6CYa8aJZA014ruYuq6r6pGYfRPOqAgziTVEURRQ6qMmpm2pcotU9zYVWIIpE6yaSte1A4mxK6CagyFMDYfhk48/Fblon1HEULYriMArxJhmzqKO1k1iEzH8g8GXg9yLiocD1wPOB0zLzlvE5XwROO+JIGczX2t5ZidA4GX3jfl/rdIry7iGqkBgpyn8TCS3Fh95EEzqYMrEpGFfl6gmK2ESXmhYK87mokaZCZKAJSVQJOIWbM5/CTPB5IOopp+mn1oEgTy36OSnIAVQVRZGMC4Nb1hjBLaIhdFLSPqD9kPRrMBU0GkdU2VNAanaBFlcdbPI7HwH8fGZeGxGvYAgTvIvMzDiM9RERlwCXADzgxFUONO6jNfwOgRgQHCy7EDlEnWjc0OTmKMTmMK4qLLOI89SlZg1UIaQCV09WGEYkuGNF4+qF4oA96SVhWHGCotpcwKrC1dP0lIsD7UP8outIQfgkq3skPeXiBEE/tW5CrN7ZfNicrkqqT/YrijUQVZ/sJpJWB8z3tR9ThaTQiiaaSourDm6Xm4CbMvPa8fu3MgitL0XE6Zl5S0ScDtx6qB/OzL3AXoCHnHJy7t/X9g3fKUKaGA9sEvEimq9CECn6RwETRd8zdG5h+zH7MaeshoiV9KkDOoHIsNgsKDb3CBpMdz0o1mBln6bdw572YoAOYlVwZFjV9JRjj8B16To6SQVOjdiUCONuIhGFqr56irlCnXDXmAk+C8QkkDso5PG4C63M/GJE3BgR35eZnwSeAHx8/HMRcNn4/3cceazggCB0UEGnEkQi8SY5tAtFbPsxdW6hAoWIja6X7FuVq9cJQm+UAlbick9EN3QERXe6yVxS2VMmuBXjTkVrsKpw9VJTfGnlTk2+4uo3m49JBzERHACnoRGbCmEMMFUU7ugkLS9k/QqL9EGM/YUcvQ3sqtDBiHhwZn78oMfOy8xrtvF7fx5401hx8DPAcxnu610ZERcDnwcuPNIg2QcHDrQPHVQgc55E4yqoJLSGces4kDJBVGkNFIc1oRO9211jC26Ra971OjdedHOgNdH1Q2iqAFWYtkRshsY5l8y16ylTZUN17hKIi/xWkTU9iN0WOnhlRLwR+C2GEja/BZwL/OCx/tLM/PA4xsE8YSvjzLPjm/tF/SeMMaYYKufcGCU76VB1LKju3ldyBXpRqJhiDVT7NbP92N/42rubjnd8iFJ790gcjdB6NPAy4L8CJwNvAh6rnNTR0mdwRxFHq1K8qfKiV+XNo/rQh+HDVEGVw4pqDyheM+kFVTBf3dq2J1OT8Cybq2pcwRrMRftAMW6PZt8qujKo9oFkXVO5D9qPqVtbwaAM69saxXXh643Ta44HCsG5SI5GaK0BdwInMjhan83MpfAi+wzunNXYRD5c6gTGPDWx0qqDlYJZoTuiqoOV6lChWFvZoUJQ4l73emk+v9YEazAcgNojmSsw79uv7XBwbzokMO4DwbgKoaVag7U+JdfHNcGgwxoIxiVJwbiz1BQ47wWj9pnNy7HfMVuK4/qWqXJT/mg4GqH1QYbCFH8POBV4TUT808z8MenMjoIUCC3VoUIlXnz3VtdFvMqdy8yQHCpAM99Kd29TNO4sNT1uFAd33eFStQbtx8zUHFrnvUYQzHKo29V6TMUBey17esG4BwTNu3t61gTjzmJOL7ji7I/2hRCSnlnrJsjAPNboBfnWc9pXIU16esE+yGg/7r64o+l4xwtlVNHx5miE1sWZed349S3ABRHxLOGcjpp5Bt8Q2KKKi7/KcVAd3BV3GJVhDIo3peTurchx0ImX5sMyF+2vSnewVXfxDwgGld7Fbz8sa337I2ufyVww27XsJXfG90sOl8ks2h8u1zhALyiysUb7XmKzmEkO7vNcIwVCaw2B0MqeebZfg14wJsBc0Fg4maMI7Er65uMqXis1yS5ztDaIrI2PvVEzna3RE+zr24eNVQu/USAJl0LjPM0ErxdoDu7z1IRQrpUSWqJQIYGTMYhYjZOhcEw1QkvlZKREZKwJDkA9yZriLj69yMnY33zMPnrmgjWYMZM4GTMEa5BzjdBiTXJwn2X7NcicS0ShQhBk9pK5ZrYXRDAIuPaDViyQ5IbFS0MmHJi3FVo9mn3ZU8clUoVL9dQ5YINGbM5lIWPtx6wntBR5AxqhtdYrLv+Dm9OaBNZSEC5F+3wEgAMCMZAkB0JxwNaIDIWb09MzV62BZH8JhJbIyVA5WgqXqM9eIghUoqjvBT3l0IgijXiricKYiIjzgVcAE+C1mXnZQX+/B3gD8EjgK8CPZ+bntvt7SwutHtjX2M3oMyRCSxU2t6bKzRGcAmcZkje9QgxUExmSvBRStA+QHLDXKgktUV7KmuLuLclMcKhQuTlrAjHQ0zMLhaM1E62BwMlAFDJGIYdEtAYql0gpipqPKQibMzVJ2kd8RMQEeBXwJOAm4IMRcdVBfYIvBr6amd8TEU9nqLj+49v93aWFVmZIHC3VwV0h4FQhfoo1mImS32sJrawltESJ+orqUpIKWyRzwcV/TSUyRAUAFLk51dwcVaJ+FZHRowmbUzkZqtwUlUukQJX3pArH2+1EtE+FKRmAlxJH61HADZn5GYCIuAK4ANgotC4AXjJ+/VbglRERuc0DS22hRXtHR1W9rC8UMgZ2c6q5OcPath1Xlp9ULDdnrqgyNhQzbj6uIrwt7eYwlKzQiAFF9bJKgqgXuTlKl6g1ktwcNIIILIqMHkGO1hnAjRu+v4mhT/Ahn5OZs4j4GnB/4Lbt/OL6Qqt56KCoGR+VRIZmrs7N0QgiUPVL0VRam6fieI2kWIGqCMIsNIfAWWjEi6QIQswkB8w1QQEA0IgXxZgAvaDSmgWRUBCJRKwClciyeDMbyWPz4k6NiI0F/PZm5t5GUzpmaguthAON35sqoVXJ0VI1JNQ1pqxTaU3VPFFRrKBnyKNpzYy5xtESuC5DV5P2466FJrxN4TwNnp7A0SoU3gYWL1BPvDQfs5hDZPGi219mKbktM889zN/dDJy14fszx8cO9ZybImIKfAdDUYxtUVtoAfsbv4fs5tjNgVpuznp4W2vxIgubE7k5BwTiRdqcs0heStLLegcpUK1BCm5mJH0Z8SITAxYvMiwyTEVSU979g8A5EfFABkH1dOAnDnrOVcBFwPuBpwF/tt38LKgutATuU6aqf1KK+icpRIYyN6c9ktycTEkFN4UgAlHYXKQsZExTCELgEoVOZEhyfgRz7ZmXcnNUBQBUgmi3Oy9K4WKhYUxNWnsIY87V84B3MZR3f31mfiwifgO4LjOvAl4HvDEibgD+hkGMbZvaQov2DTqrVZtTiJfMlITjzclSJa0V/XjmzOlDsQYqkeEGpZVyc2a9Jj9JIV6quTmVKq3p3Kc6wqWS82R0KCr5GT3HmKO1+ZiZVwNXH/TYr274eh/wY61/b2mh1acidLBeSevmIWOqsDlhSevW49rNEbs5kpLp+5qPqSw9rQhFmwucJ9AJLQWVGpRCNUFQaa5Gh8WLgmAiGbUaQwpPvXkfjtJCK0kO9I0P2NQpaa0Kb6vUoLSPtJtDPTdHcbhU5eao+uYoDu6KED/QhYxVyiWqJDJqiTcDdl6MuQtR39lFUVxotc9RUrk5a9nXyc0hJRXcdH1z6lRwm7GfXuFkKPrm0EvEiyo/yYKolpsziIEagkCbR1RjDSoShZwXxR6zeNOhcZ/MOn1BJ+5w1BZamezv2x4ABjdHI4gqlbRWiJdqDUolIgONyJgJegf1OS+Vm6Oaq90czRqokAmXQmtQCqEYUOyFSuLNaFCJLIkwLqhXEkiHDm6PiPjfgZ9mWM+PAs8FTgeuYOjCfD3wrMzc9LTfk+xrfCd/OP4oSk9rDtiqktaKcVUiYy0FuTl2c+hTEzanEi+qanOVxItFRq2CDdWQHDBVe8tuTilU7lspUSQZt6JgkZR3XxjHXWhFxBnAPwcenJl3RsSVDCUUnwy8PDOviIjXABcDr95srCTZ31poiYogHIgDhYSWpkHpWu7TFRYo0pOoz7VSbo4iFE1XVEAwV2XvoCLipZZwqbGmd1NLDCj2gkOwBjQH9ypiYBy3kCjSrUGtzwQVOyhFa2Ghg1PgxIhYA+4F3AI8nrubh10OvIQjCa1I1qK1o6UJm6tWBEExbiVBlDmXVHDrVY6WKDdH4xKJqs2J8p4UgkgnXqoJjd2O6vXyYa0SzqWqJbJUWGQNuOrgNsnMmyPiXwNfAO4E3s0QKnh73n1L+ibgjCON1ZPsj7ZhY4PQEogMZpIiCBKhJWpQqipprchPUpX17vvZrs/NUbk5Fi+UccnMSKFDoFEfhCu5Lu1FUZ1QvHHcIq9XlAwdLHXVPSKLCB28L3AB8EDgduAtwPlb+PlLgEsAJnECd8a3ms5PlZuj6vFTqaS1qn+SQhSmKD9J8fGhEoWICjYMaOZbhdxRgRHLRdWDRQUkrkOhgzAUC/Er5BLtdkEEw+vVOUcLcDGM7fJE4LOZ+WWAiHgb8FjglIiYjq7WmcDNh/rhzNwL7AVYnZycrd2MHk3voD7bO1rKHj+acTWhXfO+vaMFopwf0X2aFBWCqCSILF6M0VEplyrohCFjdQ7uCiI0a1tJGKveC110Dh9k6KHl0MHt8QXgMRFxL4bQwScA1wHvA57GUHnwIuAdRxoo6Zs7RSqXSJWbMxOIDGVVOE2pbFXvoEoukQXRQB1Xqxa++OvC/OocBBVrUOtgqRIZtZynai5Ra9q7TgPDDYK2863q8O+k26aLyNG6NiLeCvwlMAM+xOBQ/QlwRUT85vjY645iLNb6OxvPT1cEoTXKqnClBJFMaIlcIkl+kupjycLFmEoiS0axA7bKeaqWn1TlNVOJzUlojrmtBRFUu+mgxY7WNsnMXwN+7aCHPwM8akvj0Dd3dFJUCEJXFU4TNicJ85M5JBZEtQTRTrpXdaxUuoio7t6K1qDSwb2Y81QpP6mLFcm4dol0LpFmDeoIoi4m7ceOSteagaTWieZILKq8exOSZC4QGgpRVKmZqrYq3G4PcVN9fFi8GCjlkJRC42RUKgQxHNoLiYFC46pE7G4XRKB5L0gEEaq9ZRZNaaFFZhlRVClszoJoHYsiA75UidwnO0/j2DUObM5PGsctFJKoyCVS5BGtj6tgUsjZ7CTvhYrXr3DVwWUhSYEo6h02Bw6bAyyIjO4i5XC8UiWtq4V2qfJSRPlJVarYKQVRFZco6OgKCS2VIJI4ZYr3V0mh5dDBJSKbOzoOm7MgMlWxKLJLJBQZu9wlqiSIQJejpSiuoAqbk7k5IhGrERp1hBYgELH1hFbiPlpLRHuhNYwqKr9tUYRFkan1wV9IZN1FjYO7LD+pktgsVMVOWbDBYXO18oiqCCJQuUS1XL2K9DvoqFhcaClEkUYQgYsrmIpYFFVznqqIIt2hoo6AU7kuXSFXT+W6yKoOWhSVcokqCaJO8PldNXRwJ51AiwutBImjVc0las1O2uK7hUofphZE1QSRy3rXcol0Aq7OXCuFzanmOqHOGqjEZidy+LusMtdKZ4OBTPfR2tHUE1kWRbWo9OFRSBCBrGBDFUEE9cp6O2zOYXOVwrCUDlEZ58mCCNDMd3C0Wo9b6cxxN1VsiaOhvNCqFY5n6lDtw6mQKKqUQ8OkVNhcpUIQwaScKGo+JpNSLlEpN6eQS1SttHklUVRHENnR2oiLYexoLLJ0VHvj1ElMtSDSCKJh7FouUfMxLYhkgsguUS1BBF4DQCaINEJDNNciorDaqQuGOK2ddBIvLrR22stxLFR8G7WmkJsD7kkkEkSqAgAOm3PYnEoQ6QpBaN4LioO7pkmrZm1DJgY0azDN9vugkpsDgyisJODaU/OMmDsoK6a40DI6drmbA/UcHQW7vLhCJUEEugO2IhRNIYiGcUUHbJFDJKnkp3IyBO8FnZsjEpupEJui0EHRGkjC8YoJok4U2tZ6DaJoCF5fVCAeiuJCK9AIAoVLVke4qLAgqieIFDhszmFzw7h2iVRuTrXeQVVcIpUYqOQSVRJEANNUvcecT6UicR+tXUAdUVTqjVlIEIHD5saRm49YySVy2JwFEQh7/BTrHVSpCMJUdLxxzo9IbAqcl0HAqpwnxXzbj1nohHgPHDq4RJQSGgosXgoWQWiPrNqcSBBpnBfVuAqRUSfED0T5Lm6mKiuVrQodVOX8KFCEzdnNGVC5OVXEi2rPKtag5hk5HDq445GJFwUWRJUEEYXEgAXR4BBp9pfogF2oWa9KDEgKNgh7Byn2rUIQgeaAqcojUq2BYh+oBNFEFppaRxDVcrQMAGlHa7koklSvwjk/KlFURwwAdF2dQ4XOdanjEqkO7oo9q3JzZEJL8XqJBJEy56c1upAxzbiyQhCFQtxUgqhSfpLmVplmvl0IQgcFY6rZafXEiwut9sUwKgkXqCdeFDjnx0UQ1sdtjVIQSSq4FRIvLoJQz82RhOMVCpurFN4G1RytOuIF6uRT1ZNZAy6GcRRExOuBpwC3ZuZDxsfuB7wZOBv4HHBhZn41Bsn9CuDJwB3AczLzL4/itxCiA0AFVNXb7h678ZiiD31liFvzMV0EQVa9bLf3DqpYFa5KEYRqbk6lktZ2c0QCQ3iSUQmiKuIFNAKuxsnTbBWlo/X7wCuBN2x47FLgvZl5WURcOn7/QuCHgXPGP48GXj3+/4hUcQcG6sy1Ws5P8zELCaJhXPcOUlaGa02l3kEqQdSJxEsll6hSEQSlIKpSsEDnaGmYqK43hQTRVORoKULyNCGONdlBhpZOaGXmn0fE2Qc9fAFw3vj15cA1DELrAuANmZnAByLilIg4PTNv2fy3RJkQN6UgUoW4NR9TdDmplPOjcIhAF9pVTRBVKZVdrZlqpZyfUmFzomaiipAxC6Ka4W2KkSu5OSpBpHrNWo9aUWgNfbQqzvzQHO8crdM2iKcvAqeNX58B3LjheTeNj20qtAJNWesq+T6gC5eqlvPTfExVlbFi1eYUYXOV1rVaVThVDo3K0apUwU3jvokcLVGYtmK+dnPGbPMi4kVVXEElXnShg+3H1MjimoLFVQcbkJkZEVteyoi4BLhk+G6iCZkqIgZA5+ZUyvmRlbS2ICqV86Nwc0CX89MaC6IBVQGAqeg1a43dnIGJqoqdSBBVCUXrQteZqY540cxVI4wFgx4HXHXw2PnSekhgRJwO3Do+fjNw1obnnTk+9m1k5l5gL0DX7cnWoqhSjx+oJYiUB/fmYwqbqVbJ+XERhAFV49PmY4oEUbUiCApBBLpwPAUKkVGtWEG13By7OZrZTkWLoBIwrde2os5K7Ghth6uAi4DLxv+/Y8Pjz4uIKxiKYHztyPlZ4527IqGDysanzccsVgRBVdK6iiACF0EAnSCqlZ8kquxpQSRKVA+RQ7K7w9sAJqoQN5EgqiReqrg5MAii3b62FbGjdRRExB8xFL44NSJuAn6NQWBdGREXA58HLhyffjVDafcbGMq7P/cof0vzg6vdnHpuTqWcH5UoVOT8aB2SIkKrmJtTqWCBKj/Jbo7OzVGIF2VRgSoHbNXheghJFIxbZF1Bu7atUbxWJXVbuo/WUZGZzzjMXz3hEM9N4Oe2+juGu4HthVYlN6eaIHIFt2p9c2oIInBJa1DmJylERi1B5NwcVQU7waAIHS3BmMowtGrCsDVVQvxAI4oq5mglLu++PITK0bIgchEEF0FwEQStQ6QJx1M5GYr9Vch1oY4gAp3I0DhazYccxhWM6TA0bYhfa9b//ZVuEJgBO1pLwnCXse0/oVqPH1XOjwWRRhSqcn5UPX4qVUWrVtK6SgU3ZS8eVflplaPTmmrhbZUcB12OlmDM9kMCOvFSq8iGhipCq8g0vw0Xw1gSgo4VTmg+ZiU3R1mwoDW6kLE6+Ul2c+zmQL1Goru90poyBKuKeHEYms7RglquS6W57vY1qCi0EhfDWCI0oYOVBJFLWtcqaV2tx48FUT03pzVKQaRyc6q4DpVC0VSiECoVbNCgcokqiZdqzlNFAVMJhw4uCUE0FwQuaT2gcIl04Xi6ELfWVBJEqpLWCkEEympz7XF4m1YQ1Tm41xGFUCsUrdIBu5og2u1hczoXtr26qFgMA45/MYyIuB/wZuBs4HPAhZn51YOe8zDg1cB9gDnw0sx885HGLi+0VnJP83F1ZaJrOTqtUYTNqfJ9OjTizSWtdRXcVDkZilLZzs2xmwPK/CTNuLvdyXB+0oCFhoYqAlZNshBH61LgvZl5WURcOn7/woOecwfw7Mz8VEQ8ALg+It6VmbdvNnBxodWxwmrzcau5Oc3HlIWMuUGp3Rydm+NKa5oDdrXcnGoio8oBW+m6VJpvpbkqhAvUcYyhnthsTZFp3pNcSDGMC4Dzxq8vB67hIKGVmf/fhq//OiJuBb4TuH2zgYsLLY0oqlTBTeWQKCq46dynOhXcLIhqCSKAqeIgLBMZdnMstGodWqsJrUquS6V9AHXEiy40V6EuaiY7LaAYxmmZecv49ReB0zZ7ckQ8ClgFPn2kgUsLLQQ5Wi5pPVCppPVU5RK5gpvkglpNEO323BzdGmioJLSqiYxKc51IDq1eW9AJDQUa8VInD7JS6GQDTo2I6zZ8vzcz965/ExF/CnzXIX7uxRu/ycyMTTZORJwOvBG4KDOPqAlLC63IYKWxo+WS1uuHQE3ek+I9L8mhERYrsHhpPybUc3OqiJdqYqCS0FKdgaaiw6VDxkSCu/2QgEWGik71/ioypppt5GjdlpnnHnbczCce7u8i4ksRcXpm3jIKqVsP87z7AH8CvDgzP3A0k6ottAhWBf8Euzm13ByF0ALNga1aon4lN6fSAVs110pr4PykIQxtt4uXSq6LhcuAQmhUEgSVwlKrsoCVuAq4CLhs/P87Dn5CRKwCbwfekJlvPdqBiwut9qJIme+jcMoqCSJVeJvu0Kpa2+bDWhAJx/Ua1BJa1QoAWLxYvFRySKBOLhXU+jxQUGSa38YCqg5eBlwZERcDnwcuBIiIc4GfycyfHh/7h8D9I+I54889JzM/vNnAO0Botd1GlQSRalwLIq0g0jibzYcEYCI4rVTKzekKhfhBLaFVyc1RHlh3u3ip5LpANWFcxyGR7QPNsBJU79uKHO+qg5n5FeAJh3j8OuCnx6//APiDrY5dW2hFsKdrXwyiknhR3RVWrUFrHN6mG7fS3XblXKusAdQqAKBztDQoDkFK16VSeFclZ1NBNZFRSRCo1qCKq1fFedtIspCqgzJqCy3aCwK7OXZzQFusoModd6WbU2lcVTnnUvtAMC7UES9K16WSkK8UhmUnwyIDLAoLvVT3oF9AIy0VpYUWtC+EUMkhGsZtP2YlQQS68LZSYqCQ86IURJVC0ezmON+lkiCy6zKgqUYrGBSLDBWV1rVqH62asz40pYVWEJKKc5UcknoCrj2V8lKqhQ5WOrBV2geDyKjj5jgMrY6TA877glrixSJjoNI6qG7otKaio5W5kGIYMmoLrYCVxu9MlZujCr+xm1NPvChQ5OZUcslAmJ8kGLOSeClX2rz9kECtA7ZFRi3XQbcP6qxBJUFQaV1rkuQO8rRqCy1gRXBFqeTmWBDVc3N2e25ORJbJo3EOzbhnm4+6Pnadg7vkfVvo5gDUm2+VA7HO3a3x71+nkjhWUOW6qGYbDYuXEpnQiojXA08Bbs3Mh4yP/SvgHwMHgE8Dz83M28e/exFwMTAH/nlmvuuIvwPNIbua0KpycFcJranCGShWCKKaIKri5kCxfLL2Q0oP1xYv1cRmndOPxUu994KC3S7equKqg0fH7wOvBN6w4bH3AC/KzFlEvAx4EfDCiHgw8HTg7wAPAP40Ir43M+eb/YKI9od3lSCaij6ZFOKlWrECnYBrP6bqQ1/nFmpCEhVYvNQSL5WEC6iKINQp3AEWGWCRAbXWQEGp90HRELx01cEjk5l/HhFnH/TYuzd8+wHgaePXFwBXZOZ+4LMRcQPwKOD9m/2OAPa0b6MlEy+tqRbeVkkMDOO2H1P1AS0rBFEoFE0lBqoIF6izrqAVLlWiZWRCy8JYgp3CgUqvmYJKQrPKZ+FG3EerHT8FvHn8+gwG4bXOTeNj30ZEXAJcAnByd3Kd0MFibo5GaNURGdVyc2oVgtCEJKoEUaUDZqWDYCXXpZLYhHrzbY1SuFQSGVVer3Uqra2KSo22ldjR2iYR8WJgBrxpqz+bmXuBvQCnrZ6WzUMHhb14JCGJhQ7uurLemvC2WqXN6xysuqgjMpRCy+Klzp6FOnsWajkk1faBgmoCY7eLgVIFJirNdQN2tLZBRDyHoUjGE/JuyXozcNaGp505Prb5WMBK1/YNryxWoPgw1Tladeaqc8rqHKwmjd8H61QJRRtC/OrkuzhkTCtiW1Pp9YJaYlNFJTFQ6uBOLSGvosr+qpijNVQdrDfvw3FchVZEnA/8MvC4zLxjw19dBfxhRPw2QzGMc4C/OOJ4wEqRELdKldakuV/NR3Uo2vq4rVGJl2quS6VDazWHpNIaWGTUEgSVxECVQ/s6ld4Llah0vTVHj7K8+x8B5wGnRsRNwK8xVBncA7wnhk/sD2Tmz2TmxyLiSuDjDCGFP3ekioMwKHWFKFK4A8pKfq2pKIiqHNh0a1DnA7qLLPN6QZ29BfXWtjU6h6iWcLHI0FBNYFTaByoq3Rwwd+OGxUdBZj7jEA+/bpPnvxR46ZZ+SbQXRfVKm9cJPVGFt1VaA12RjVo5NJXEQLW1bY3Fy4Dq0FpFaChFxm4XBNXEQJU9a+riHK0lYQgdbCy07OYM4zYfsZ6bU+WArRIu62M3H9MhfhYZ6+PK1qHGQVAXkikZVkK1Q3uVvaVktwvjSlTcr0nSF/tc2IzyQmsqcEl2u5tTLTdn0mnufex6sVnO0apzaLVwGahyYJMJWOFhotIBq8o+UFGxYIGC3b4PFBS653I36WIYS0OEpry5pjqgZtNMC1XcU134y4UOFnEgoZ4gUlyoK4mXSgeVauLFwsWCoNL7S0klx9TUxDlaS0KgOWRr+jLVERmVKuOBTmxWCvOzm6MqDFPLyZG8XsWES6XDsEq4VFoD8MEd6r1mxqhIcOjgsnDj/i/f9gs3vOZbwG2LnotZSk7Fe8McGu8NsxneH+ZweG+Yw7GMe+O7Fz2BY8FCa0nIzO+MiOsy89xFz8UsH94b5nB4b5jN8P4wh8N7wxwO741WpEMHjTHGGGOMMaYlDh00xhhjjDHGmNYE9LFzOmntBKG1d9ETMEuL94Y5HN4bZjO8P8zh8N4wh8N7oxE7ydGK3EG16o0xxhhjjDE1udfk/vm3T3jyln/uQ3f8wfXLmCO3ExwtY4wxxhhjzA5gJzlaFlrGGGOMMcaYpWAn5Wgp+tIeFyLi/Ij4ZETcEBGXLno+5vgTEa+PiFsj4q82PHa/iHhPRHxq/P99x8cjIn5n3C//LSIesbiZGzURcVZEvC8iPh4RH4uI54+Pe3/sciLihIj4i4j4yLg3fn18/IERce24B94cEavj43vG728Y//7shf4DjJyImETEhyLij8fvvTcMABHxuYj4aER8OCKuGx/zdaUhSdIfw3/LSkmhFRET4FXADwMPBp4REQ9e7KzMAvh94PyDHrsUeG9mngO8d/wehr1yzvjnEuDVx2mOZjHMgBdk5oOBxwA/N35GeH+Y/cDjM/OhwMOA8yPiMcDLgJdn5vcAXwUuHp9/MfDV8fGXj88zO5vnA5/Y8L33htnI/5SZD9uQD+TrSmMstBbPo4AbMvMzmXkAuAK4YMFzMseZzPxz4G8OevgC4PLx68uBH93w+Bty4APAKRFx+nGZqDnuZOYtmfmX49ffYDg0nYH3x65nfI2/OX67Mv5J4PHAW8fHD94b63vmrcATIiKOz2zN8SYizgR+BHjt+H3gvWE2x9cVc1iqCq0zgBs3fH/T+Jgxp2XmLePXXwROG7/2ntmljOE8DweuxfvDcFdo2IeBW4H3AJ8Gbs/M2fiUja//XXtj/PuvAfc/rhM2x5N/A/wy3HWL/P54b5i7SeDdEXF9RFwyPubrSlOG4MGt/llWXAzD7FgyMyNi55SuMVsmIk4C/j3wC5n59Y03m70/di+ZOQceFhGnAG8H/vZiZ2SWgYh4CnBrZl4fEecteDpmOfkHmXlzRPwPwHsi4r9v/EtfV7ZP4mIYy8DNwFkbvj9zfMyYL61b8+P/bx0f957ZZUTECoPIelNmvm182PvD3EVm3g68D/hBhrCe9ZuPG1//u/bG+PffAXzl+M7UHCceCzw1Ij7HkJLweOAVeG+Ykcy8efz/rQw3aR6FryuNcTGMZeCDwDljJaBV4OnAVQuek1kOrgIuGr++CHjHhsefPVYBegzwtQ1Wv9lhjHkSrwM+kZm/veGvvD92ORHxnaOTRUScCDyJIYfvfcDTxqcdvDfW98zTgD/LTN+x3oFk5osy88zMPJvhXPFnmflMvDcMEBH3joiT178G/mfgr/B1pTnJfMt/lpWSoYOZOYuI5wHvAibA6zPzYwueljnORMQfAecBp0bETcCvAZcBV0bExcDngQvHp18NPBm4AbgDeO5xn7A5njwWeBbw0TEXB+BX8P4wcDpw+Vi9tgOuzMw/joiPA1dExG8CH2IQ6oz/f2NE3MBQfOfpi5i0WSgvxHvDDLlXbx9D0KfAH2bmOyPig/i60oz18u47hfDNF2OMMcYYY8yi2TP5jjz9Xn9/yz/3+W++8/oNJfeXhpKOljHGGGOMMWankUsdCrhVLLSMMcYYY4wxCydhR4UOWmgZY4wxxhhjloJl7ou1VSy0jDHGGGOMMUtA0jt00BhjjDHGGGPakewsR6tqHy1jjDHHgYg4JSJ+dvz6ARHx1kXPyRhjzE4l6XO+5T/LioWWMcaYzTgF+FmAzPzrzHza5k83xhhjjp2k3/KfZcWhg8YYYzbjMuBBY+PnTwHfn5kPiYjnAD8K3Bs4B/jXwCpDo+j9wJMz828i4kHAq4DvZGja+c8y878f73+EMcaYCuys8u52tIwxxmzGpcCnM/NhwC8d9HcPAf4J8PeAlwJ3ZObDgfcDzx6fsxf4+cx8JPCLwL87HpM2xhhTjwT67Lf8ZztExP0i4j0R8anx//fd5Ln3iYibIuKVRzO2hZYxxphj5X2Z+Y3M/DLwNeA/jI9/FDg7Ik4C/j7wltER+13g9IXM1BhjTAFyEaGDlwLvzcxzgPeO3x+Ofwn8+dEO7NBBY4wxx8r+DV/3G77vGa4vHXD76IYZY4wxy8gFwHnj15cD1wAvPPhJEfFI4DTgncC5RzOwHS1jjDGb8Q3g5GP5wcz8OvDZiPgxgBh4aMvJGWOM2UEkZM63/GebnJaZt4xff5FBTN2DiOiA/5shBP6osaNljDHmsGTmVyLiv0TEXwGfOIYhngm8OiL+D2AFuAL4SMs5GmOM2RkMgYPHFAp4akRct+H7vZm5d/2biPhT4LsO8XMvvsfvz8yIyEM872eBqzPzpog46klF5qHGMsYYY4wxxpjjx6Q7Me+954Fb/rlv7PvE9Zl5VOF8BxMRnwTOy8xbIuJ04JrM/L6DnvMm4IcYQuNPYqiy++8yc7N8LjtaxhhjjDHGmGVgIeXdrwIuYmhnchHwjm+bVeYz178e25uceySRBc7RMsYYY4wxxiwJmf2W/2yTy4AnRcSngCeO3xMR50bEa7czsEMHjTHGGGOMMQtn0u3JE1bP3PLP3bH/M8ccOqjEoYPGGGOMMcaYhZPQoorg0mChZYwxxhhjjFkCskUo4NJgoWWMMcYYY4xZCvLYyrsvJRZaxhhjjDHGmMWT2NEyxhhjjDHGmLakHS1jjDHGGGOMaYmLYRhjjDHGGGNMcxLsaBljjDHGGGNMW5yjZYwxxhhjjDFNcY6WMcYYY4wxxgiw0DLGGGOMMcaYtuyg0MFu0RMwxhhjjDHGmJ2GHS1jjDHGGGPMEuAcLWOMMcYYY4wRYKFljDHGGGOMMW3JXPQMmmGhZYwxxhhjjFkCksRCyxhjjDHGGGNa8i6YnXoMP3db85k0IHIH2XPGGGOMMcYYswy4vLsxxhhjjDHGNMZCyxhjjDHGGGMaY6FljDHGGGOMMY2x0DLGGGOMMcaYxlhoGWOMMcYYY0xj/n/UVM4aC9oANAAAAABJRU5ErkJggg==\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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hm5rONk9igSnGmBRjzA7gb6xwKMUMY+CLL+Cii2DyZCsKr74Kv/1mA9j5YT8wCGgCzMYujBuDfbMNAEJzZadh58KdTL56MvOvf5dbmUzvNWPp9dAMIg7Gc+7vQ6UoM2LECLZt20aTJk2yXZltjGH+/PnceOONAAwYMIAff/zxnH5NmzalujND45JLLiEhIYGkpCSf2+5JIKfH/g40EJG6WIHoD9ySoc+PWE/iUxGphB2K2u5PI5XAs3s33HuvHW4C6NLFxiHq18/fcU8DrwOvOI/DgPuBkUClXB7LGMP2udtZ9Pwi9iy1I6qhkWHsS6xAFXOIlm+vICw+mfiP+1Ahf2YreaSgKtZ6S81S0GnGv/vuO5o1a0ZERET6tjvvvJPQ0FD69u3L008/7ZOa4QETCmOMS0QewC5kDQU+McasF5FR2AIaU5znuovIBmymhGHGmKOBslnxL2lp8N57Nv4QH28D1K+/Dnfemb/aAqnYxXFPA/ucbddh8zTldj2eMYZts7axaNQiYn+1CTyiKkTR6qFWNPt3DNHVS3FZ2mqu4yfK7IvnNKhQFFN8nWZ8/fr1DB8+nNmzZ6dv++KLL6hRowZxcXH07duXSZMmcfvtt+fV5HQCuuDOGDMdmJ5h20iPxwZ41PlTihGbNtkpr+6Fc337wjvvQLVq+TvuXOx6iDVOuznWq+iYy+MYY9g6YyuLRi1i72/2V19UxSjaDG1Di/tbEFHG/sKLjoYjx6x/EnUsQeMUASTQSRl9mWY8NjaW66+/nokTJ1Lfw7V29y9Tpgy33HILK1asCH6hUJSMpKTYNRCjRtlFdFWrwrhxthhQftiAnebq/lVyPvASdlwzN4E6t0AsfHYh+1Zaf6Rk5ZK0GdaGFve1ILx0+D/6ly8PJ47ZKLsKRfGjINKMnzhxgt69ezNmzBjatm2bvt3lcnHixAkqVapESkoKP//8M127dvXJdRT2WU9KMWLlSoiJgaeftiJx112wYUP+ROIgcB9wGVYkymAFYjN24VxOPwDuGMQnbT5hcu/J7Fu5j1JVStH99e48tOMh2g5re45IgBWKBFQoiiu+SjM+ZcoURo60gy3vvvsuW7duZdSoUf+YBpuUlESPHj247LLLaNKkCTVq1ODuu+/2yXWICXTZJx8TExNjVq5cGWgzlFyQlGRTf7/yio1L1K1rg9X5+TGUDLwDjAJOYYNg/waeBXI7YXDX4l0seGYBuxbvAqBkpZK0HdGWFve1oERJ72lou3eHeXPSGMkLGIEWrpH0DimosKqSkY0bN3LRRRcF2oxCR2b3RURWGWNiMuuvQ09KQFmzBm6/3S6WE4FHHrE5m0qVyvsxZwCPYL0GgF7Aa0Buvy5il8ey4JkFbJ9rJ9pFlo+kzbA2tBrSKlPvITPKl4c0QkgpG0GJU0nEnUyE8vlc8KEofkaFQgkILhe8/LItQ5qSYqe6TpgAHkOuuWYLdtbDz067IfAmNhV4bti3ah8LRy5ky/QtAESUjaD1o61p/XBrIstllv4va9yrs1PKRlmhOK5CoQQfKhSK39m82XoR7kJegwdb0ShdOm/Hi8Mm6XsDSMHGIZ7Fpv7O2e9+y8F1B1k4ciGbftwEQIlSJWj1UCvaPNaGqAp5+3JPF4rSUcAJTh9LgHrl83QsRQkUKhSK30hLs1NcR4yAxESoWRM+/tiO4+fpeNgEfcMBJ50SdwL/Aarm4jhH/z7KgpELWP/1ejAQFhVGi/tb0PbxtpSqnI8xMM4KRXIpKzQJxxLydTxFCQQqFIpf2L/fehFz59r27bfDW2/lPcvrH9hV1MuddmvgbaBFLo4Rtz+ORc8v4o+P/sCkGkLDQ2l+b3PajWhHmWpl8mZYBtKLF0VaoUhUoVCCEBUKpcCZPh0GDIAjR6BSJfjvf+G66/J2rFPAM9gaEWlYz+Fl4DZyPtU18UQiS19ZyvI3l+NKcCEhQtNBTek4siPlzi+XN8OyIF0owm1sI0mFQglCdB2FUmAkJcHDD0Pv3lYkrrzSzm7Ki0gY4GugEdZzEGzg+m9sOvCcvJFdiS6WvbaMt+u/zZKXluBKcHHRDRcxeP1grv3vtT4XCTgrFAmh1qNwqVAUKwoizfjOnTuJiopKX0Nx7733+tLkTFGhUAqETZugdWs7vBQWBmPGwOzZeUvBsQ07c6kfNtNra2wBodexgevsSHOl8ecnf/JOg3eYM2wOCccSqNOpDgOXD+Sm726iUqPcpgDMOenFi5xFd67jKhTFiYJIMw5Qv3799FTi77//vq/MzRIVCsWnGGMD1M2bw+rVUK+ezdc0fLgtMJQbkrCzmRpjs0OWBz4AlgKX58gWw+Ypm3nvsveYMnAKp2JPUeXyKtw641Zun387NVvVzJ1BeSC9eFGKFQpzLLHAz6kUHgoizXgg0BiF4jPi4uCee+Crr2z71lth/HgoWzb3x1qATb3hXjR3O/AqOV9Vvf+P/cx+bDY7F+4EILpuNF1Gd6Fx/8aIH1dGu4XiZKIzvVaHngLG8/J8gRz3WfNsls8VVJrxHTt20LRpU8qWLcvo0aOzTDboK1QoFJ+wfj3ceKMdcipVyqYHz1B4K0ccwcYeJjntRsB4IKcVTk/FnmL+U/NZM2kNGJvRtePIjsTcG0NoeG5KEPmGsmXtivOTZ6xQiApFscVXacarVavG7t27qVixIqtWreK6665j/fr1lM3LL7IcokKh5JvJk+Huu+HMGVvH+ttvoVGj3B3DHaweAhwGIrGzm4aSs0VzyfHJLH1lKcteW4YrwUVoeCgtH2xJh6c6EBmdu9XUviQkxE4BTnCGnkJVKAKGt1/+/sBXacYjIiLSCxU1b96c+vXr8/fffxMTk2maJp+gQqHkmaQkePRRO7wEdqjpgw9yn6dpLzAYmOK0OwP/BXJSwC4tNY3Vn61mwdMLiD8QD8DF/7qYrmO6Ur6QrIAuXx4OJ1uhKKFCUawoiDTjhw8fpkKFCoSGhrJ9+3a2bNlCvXr1CsL8dDSYreSJXbugQwcrEuHhdqhp0qTciYTBCsLFWJEo67TnkTOR2DZnGx82+5Cpg6YSfyCeGq1qcOeSO/nX1/8qNCIBTqrxBOvVhB9LoKhlbFaypiDSjC9evDg9lfiNN97I+++/T4UKBVs3UT0KJdfMnGm9h2PHoHZt+OYbaJGbJdHAVuAebNAa4FpsLCLzel7/5PCGw8wZNic9aV+52uXoOqYrl/S7xCf1gX1N+fLg2lqClKgwSiS4cCW4sk1PrhQdJk+enOO+9erVY4U7CZoH1157Lddeey0Affv2pW/fvj6zLyeoUCg5xhibvO/JJ+3jq66yXkTFijk/Rio2o+szQAJQGVs34ibsIjpvnDl6hgUjF7Dqg1WYVENE2QjaPdmO1g+1Jiyy8L6Vy5cHTkPCeVGUSIjjzLEEyqlQKEFE4f10KYWK06dh4ED43/9s+/nnbSW63KyN+Au4C/jdad+Gzfia3XK3NFcaqz5cxfyn55N4PBEJFWIGx9DpuU75TtrnD8qXB1yQWCGKsvviOHksgXI1C26GiqL4GhUKJVt27rRpN9asgTJl4PPPwfGCc4QLWzjoWWzluZrYhXO9cnLuhTuZ8eAMDq07BEDdK+vS862enHdJbuvUBQ73WorEaBvQPn4sgVoBtKe4YYwplEOSgSIvMbKACoWI9ATewlaq/MgYMyaLfn2Bb4EWxhitc+pHFi606yOOHoUGDeCnnyA3lSU3AwOA35z2PdiFc9n9nj65+ySzh85mwzcbAIiuE033sd1pdF2joPvQpycGLGeF4qTOfPIbkZGRHD16lIoVKwbd+6YgMMZw9OhRIiNzN2U8YEIhIqHAOKAbEAv8LiJTjDEbMvQrAzzE2e8axQ8YA+++a0uTpqZCz57w5Zc5Twuehv0F8CSQiA1Sfwz0yGa/lIQUlr26jCVjbNK+sKgw2j/Zniseu4ISUcE5rp8uFGXshzNOhcJv1KxZk9jYWA4fPhxoUwoNkZGR1KyZu/Q1gfQoWgJbjTHbAUTkK6APsCFDvxewmaSzn1um+ISkJFt17pNPbHv4cHjxRQjN4cLmbdgCQr847QHYAHa0l32MMWz8fiOzH5vNyV0nAWjcvzFdX+laIFld/Yl7wWxiaetRxGtiQL9RokQJ6tatG2gzgp5ACkUNYI9HOxZo5dlBRJoB5xtjpolIlkIhIvdgRzWoVUtHf/PD8eNw/fWwaBFERdkEfzffnLN904D3gceB00AV4EPs1FdvHPrrEDMfmsmO+TsAqHJ5Fa56+ypqd6id18soVLi9/OSSVihOq0ehBBmFNpgtIiHAWOCO7PoaYz7EficRExOjq5nyyPbt0KuXrWldrRpMnWqzwOaE3cBAwClgR39scSFvM2cTjiew8NmF/D7+d0yqIapCFF1e7EKzu5sRElp01oI62RZIitJyqEpwEkih2Auc79Gu6WxzUwabYXqhE4SqCkwRkWs1oO17li+3M5kOH4ZLL4Vp0+D887Pfz2DrVj+ArT5XCbtw7l9e9klLTePPj/9k3pPzSDiagIQILe5vQedRnYmqEOWDqylcpAuFUw41SVONK0FGIIXid6CBiNTFCkR/4Bb3k8aYk3hMsReRhcBQFQnf8+23NtNrYiJ0725XWuckEeUxbCrwr532ddihpype9tm3ch/T7pvGvpX7AKjTqQ493+pJlcu87RXcuIeeEktYoUhWj0IJMgImFMYYl4g8gK1JEwp8YoxZLyKjgJXGmCnej6DkF2Pgtdfg8cdt++67Ydw4KJGDyUXzsTUi9gKlseVJ7yDr1dUJxxKY99Q8Vn2wCgyUqVGGHmN7cPG/Li7y0xbTPQoth6oEKQGNURhjpgPTM2wbmUXfTv6wqbjgcsGQIeCuojhmjBWM7L6zk4CnsGVIAa7A1o7IKomfSTOsnrCauY/P5cyRM4SEhdD6kdZ0HNmR8NI5SSAe/Lg9ijNihSJVZz0pQUahDWYrBUdcHPTrBzNm2F+7EyfCTTdlv99fwK3AWqwLOBK7TiKrN9HBtQeZNngae5bayW21O9Sm1/heQbWq2he4PYpE4y6HqkKhBBcqFMWM2Fi4+mqbjqNiRZgyBdq08b5PGjZx33CsR3EBNoDdKov+SaeSWPDsAla8swKTaihVpRTdX+vOpbdeWuSHmTLDLRQJSeGkhQohccmkpqQSWsL/FfcUJS+oUBQjVq+G3r1h3z5o2NDObLrgAu/77MPGHuY47UHYRH6lM+lrjGH9/9Yz69FZxO+PR0KElkNa0nlU54BWmQs07qGn1HghuVQ4kaeSSDmdQmi0CoUSHKhQFBOmT7fDTfHx0L49/PBD9unBvwfuxs5uqgh8hJ3ZlBlHNh1h+v3T0xfN1WhVg97v9aZa02q+uoSgxe1RuE5AaoQVh9Tk1MAZpCi5RIWiGPDee/DAA5CWBrfcYlNzuL+8MiMOm1zrU6fdw3mc2Vd+8ulkFo9ezK+v/0paShpRFaLo+nJXmt7VFAkpfsNMmeH2KFJOgCvCfuRcSa7AGaQouUSFogiTlmbzNL32mm0//TSMGuV9ZtOv2DoR24FIbKbX+zl32qsxhs0/bWbmQzM5udvmZmo6qCldX+pKyUolfX0pQY17unHaKUgNdzyKJPUolOBBhaKIkpBgF9F99x2EhcGHH8Kdd2bdPwUY7fylAU2wAetLMul7fPtxZgyZkV6KtGrTqvQe35uarXOXkbK4IGK9isTTOvSkBCcqFEWQQ4dsOo7ffrMrrL//Hq68Muv+W7FexG9Yz+FxYBSQcXTKlehi6StL+eU/v5CalEpEuQi6jO5CzH0xRSo3U0EQEWGFQoeelGBEhaKIsXGjndm0YwfUrm1nNl2SmVuAzdP0MfAwNtvr+cBEoFMmfbfO3Mr0B6ZzfNtxAC77v8vo9mo3SlfJbP6TkpGICCAeUivo0JMSfKhQFCEWLrQpwk+cgJgYm/21atXM+x7Bzmj60Wn3xybzK5+h38k9J5n18Cw2fr8RgMoXV6bX+F7U6VjH5/YXZSIjgdOQWk2HnpTgQ4WiiDBpEgwcCCkp0KcPfPEFlCqVed+Z2MJCB7AlScdjV1x7kpqcyq9v/MriUYtJOZNCiVIl6PRcJ1o91EoXiuWBiAjghA49KcGJCkWQYww8/7z9A3j4YTvLKbNqdAnY+MO7TrsDdqgpY3mgnQt3Mm3wNI5sPALAxf+6mB5je1C2Zg5SyiqZku5ROLOeXDr0pAQRKhRBTHIyDBpkvYmQEHjrLbteIjP+xHoNG7Ev+gvY2rKeehK3P445Q+ewbvI6ACo0qECvd3tRv3tWKf+UnBIRAaRCmiMUiTr0pAQRKhRByvHjcMMNNi5RsiR89RVcc825/VKxmV6fxk6BbQR8ATTz6JPmSmPFuBUsHLmQpFNJhEWG0f6p9rQZ1oawCH2L+AL3AkfjFgodelKCCP0WCEK2b7czmzZtsiVLf/4ZmjU7t99uYACw0GkPxi6g81wOt+fXPUy7bxoH1xwEoOHVDen5dk/K180Y1lbyg3t1tgm3H7kk9SiUIEKFIsj47TfrObhLlv78M9SqdW6/L7HV504C52FTcPTyeP7MkTPMGT6H1Z+sBqBc7XJc9fZVXHjthQV9CcUSt0fhHnpK1hiFEkSoUAQR330Ht93mvWTpCWz96i+c9jXYZH7uChAmzfDHR38w74l5JBxLIKRECG0fb0v7J9tTomQOStspecLtUaSFuYVCh56U4EGFIggwBsaOhWHD7ONBg2D8+HNLli7ClifdjR1eegO7VsKdp2nfqn1MHzydvSv2AlCvaz2uevcqKl1YCaVgyRijSNahJyWIUKEo5Lhc8OCDNgMswEsv2UR/non9krHV5l7BrrZugc3T1NB5PuFYAvOfns/K91faetXVy9DjjeJRr7qwcNajsB+5FB16UoIIFYpCTMaSpRMm2LYn67F5mlYDIdh61iOBEmRer7rVw63oOLIjEWW85BlXfE66R+EMPaXo0JMSRKhQFFL27rUzm9wlS3/6Cdq2Pft8Gnbh3OPY8qR1sV6Eu6rpgdUHmH7/dPYsc+pVd6xNr3HFr151YSE9mO0WCh16UoKIgAqFiPQE3sKu+/rIGDMmw/OPYqtvuoDDwF3GmF1+N9TPrFljRWLvXmjQwFan8yxZmrE86V3Am0AZIPFEIgtGLuD3cb9j0gylq5am22vduPSW4lmvurCgQ09KMBMwoRCRUGAc0A2IBX4XkSnGmA0e3f4EYowxZ0TkPuwwfL9zj1Z0mDEDbrrJlixt1w5+/PGfJUu/Bf7N2fKk/wWuxxYSWvP5WuYMm8Ppg6eRUKHVw63o9FwnIssV33rVhYX0oacQdwoPHXpSgodAehQtga3GmO0AIvIV0AdIFwpjzAKP/suxw/FFlnHjbOA6LQ1uvtmWLHX/Ej0FDMHmZgLoCXyCLU96cN1Bpt8/nd2/7Abg/Lbn02tcL6penkXqWMXvpHsUoZo9Vgk+AikUNYA9Hu1YoJWX/gOBGZk9ISL3APcA1Mps9VkhJzUVHn0U3n7btjOWLP0FO+11J7Y86WvYVdbJp5KY9dxCfnv7N0yqoWTlknR7tRuX3365DjMVMtJjFCGaFFAJPoIimC0itwExQMfMnjfGfAh8CBATE2P8aFq+iYuz3sO0aRAeDh99ZEuYgp32+izwMnbaazPsQroLjeGvr/5i9mOzid8fj4QILe5vQZfRXYiM1mGmwshZobAfOS1cpAQTgRSKvdiiam5qOtv+gYh0xc767GiMSfKTbX5h926bjmPtWhuH+OEHaN/ePrcRm+31T+y01yewonFyw2EmPjCdnQt2AlCzdU16jetFtWbVAnEJSg5xDz2lig49KcFHIIXid6CBiNTFCkR/4BbPDiLSFPgA6GmMOeR/EwuO33+3da0PHICGDa1HccEF1nNwT3tNxE57nQS0iE9m0QuLWD52OWmuNKIqRtH15a40vbMpEqLDTIUdt0eRirsUqgazleAhYEJhjHGJyAPALOz02E+MMetFZBSw0hgzBZvstDTwjTPmvtsYc22gbPYV339vczYlJEDnzjaHU/nyNvXGIM5Oe70DeNMYYr/dwLhHZ3Mq9hQINP93c678z5VEVYgK2DUouSPdo3A+cmk69KQEEQGNURhjpgPTM2wb6fG4q9+NKkCMgZdfhieesO2BA52cTeHwMfAIEAdUwAZc2q09yI8PzWTnwp0AVI+pTq/xvajRokZA7FfyjtujcDkeRZoOPSlBRFAEs4sCyclw3312yitYwRg2DPaKTdw30+l3HfDG0TOsH7mAD95fhUkzRFWMosuLXWg2qBkhoSGBuQAlX6QPPaU5QqFDT0oQoULhBw4dgr59YckSiIqCzz+H62+Az4CHsWskygPvuNJo8OEqvn5mAQnHEpBQoeWQlnR6vhNR5XWYKZhxDz2lpNmPnFGPQgkiVCgKmNWroU8fO8OpenWbs6laDFzN2TG3a4GRC3ey4sEZzFhnY/Z1r6xLzzd7cl5jzc1UFEgfenI8CqMxCiWIUKEoQL75BgYMsEHr1q3hu+9hTjXoiq08Fw2M3XWCUkPn8PO3dkF6dJ1ouo/tTqPrGumiuSJEukfhcguFDj0pwYMKRQGQlgbPPgujR9v2HXfAM+/BvyPhZ6fPtWdSGPTKUta+vBRXoosSJUvQ7ol2XPHYFZSI0kpzRQ23R5Hscj5yOvSkBBEqFD4mLs6urP7pJwgJgVdfg0oPQ3OxZUrLGcN/vt1A8tA5/LH7JACN+zem6ytdKXd+uUCarhQg6R5FivUo0KEnJYhQofAh27bZeMT69RAdDe/9AF92ginO833XHqTbgzM4sMhmSq9yeRWueucqarevHSiTFT/h9iiSkt1CoUNPSvCgQuEj5s2z6cGPHYNGF8Gg+TC4KhwHzjt6hsefWcDpD1ZxQKe7FkvShSLJfuREh56UIEKFIp8YA+++C488YrPAdr0VIj+FoSUgxJXG7R+spNEzC4g/nqjTXYsx7qGnpCTrUUhSKsYYnbCgBAUqFPng9Gn497/hiy9s+9rJsLQ/HBW4eMEObnloJq51h0hGp7sWd9weRcoZITUshFBXGmkpaYSGhwbWMEXJASoUeWTrVrjhBli3DqJqw6W/wJTzodyuEzwwdA6Vvt2AC53uqlhCQyEsDFxJkBoRSqgrjdTkVBUKJShQocgDU6famU0nT0K1hyDxNfgzOYXuzy6hzSvLQKe7KpkQEQGuZEgND4XTKbiSXISXDg+0WYqSLSoUuSA11a6PePFFoBLUWAJ72xgu+WYD1wydTeSeU4BOd1UyJyICTieDK0KLFynBhQpFDjlyBG65BebMAbkRSn4Grq0HuKvzTGo5012rNqlKz7d76nRXJVMiI4FkO/QEWrxICR5UKHLA8uXQrx/sPg0R30NIxwQ6Pj6fFu+vQpzprlf+50qaDmyq012VLImIwApFuLtutq6lUIIDFQovpKXB2LG2foSrN5T4bxqNv/+DKxvOp+RRm921hU53VXKI26PQoScl2FChyIKjR21Cv2lLgI/h/Av2cFXPGVT/Yz8AdTrV4ap3rtLprkqOSfcoInXoSQkuciQUIjIys+3GmFG+NadwsHQp9O8PsY2gzPw4ur45l8sHrAWgbM2ydH+9Oxf/62Kd7qrkiogIIB5Sy+nQkxJc5NSjOO3xOBJbTmGj780JLGlp8Mor8NR/QEal0sb1Gx07LSIiLpmQ8FDaDmtDuyfaEV5KpzQqueecoSf1KJQgIUdCYYx53bMtIq8BswrEogBx+DDcfjvMPAH139rGVS/PoNLmowA0uKYhPd/oQYX6FQJrpBLUZAxma4xCCRbyGqMoCdT0pSGB5oNPYfklx+m3dTYX3bUJgFINK9LnzR40uKpBgK1TigIZp8fq0JMSLOQ0RrEOME4zFKgM5Ds+ISI9gbecY35kjBmT4fkIYCLQHDgK9DPG7MzveTPDVXk1D4z8mbCkVEzpcDo/04F2D7fWFAuKz3B7FDr0pBQUyQbCCyB0mlOP4mqPxy7goDEmXz+HRCQUGAd0A2KB30VkijFmg0e3gcBxY8wFItIfeBnol5/zZsVtl1fh85Q0qt56Kbe80o0y1csUxGmUYky6R6FDT4qPOZmcyr1PrIA9R5j89TX4WityGqPY5ePzArQEthpjtgOIyFdAH8BTKPoAzzmPvwXeFRExxhh8zAXNqvHQliGUr1fe14dWFMDxKFJ06EnxLT/N2cWcB6fTaNMhAD77rgV39q3q03MEch1FDWCPRzsWaJVVH2OMS0ROAhWBI56dROQe4B6AWrVq5dkgFQmlIImIAMxZjyJZh56UfHDiQDyvPjSH8K/XUhk4VrM8Ne/r6XORgCKy4M4Y8yHwIUBMTIzPvQ1F8QXu4kVpJRyh0KEnJQ+kudKYNm4Fy0cuJPxUEq6IUH7v0Y7Rz7cjpknBfKUHUij2Aud7tGs62zLrEysiYUA5bFBbUYIOd/GitBL2Y5ekQ09KLtm1dDefD56Oa+1BwoHNVzZkX4Oe/PhSeaKjC+68gRSK34EGIlIXKwj9gVsy9JkCDAB+BW4E5hdEfEJR/EG6RxFmPYoUHXpScsjpQ6eZ+vgcNk9YA8DxOtHM6NuT3uUuZNKTtjBWQRIwoXBiDg9gF+6FAp8YY9aLyChgpTFmCvAxMElEtgLHsGKiKEHJWY9Ch56UnJGWmsbK91cy+6n5pJ60w0xLHmrL8j3t+KR5CW6+2T92BDRGYYyZDkzPsG2kx+NE4F/+tktRCoJ0oQizH7tkHXpSvLDn1z38fP90Dv15AIAtV13AjJuvIvTNCix6D1q29J8tRSKYrSjBQPrQkzNO4NKhJyUTTh8+zdwRc1n9yWoATtQqx8zXerJp2YU0eVOY+hPU9HNeDBUKRfETZz0KJ0ahQ0+KB2mpafzx3z+Y9+Q8Eo8n4goPZdmwNvxyTXtSBpXghoYwcTGUKuV/21QoFMVPuD2K1BD7sVOhUNzsXbGXaYOnsX+VrXeztXt9ZrxzFUenVIQO8NQwGDUKQgJUQFOFQlH8hNujSA3RwkWK5czRM8x7Yh5/fPQHGIirWZbpb/ZgW4eLSL5ZiFgCn3wKt2ScD+pnVCgUxU+c9Sg0hUdxx6QZ/vz0T+YOn0vC0QRMiRCWPHYFi5/uQPiv4SRfBFXC4MeF0Lp1oK1VoVAUv5HuUYj92Ll06KlYcnDdQabdN409S20Go/1d6vLduF7ENahExDCIfwMuvxymTIF8ZCTyKSoUiuIn0oUCHXoqjiTHJ7Pw+YUsf2M5JtVAlVJ8/0YP1vZvTL2TQlxziF8DPXvCN99A6dKBtvgsKhSK4ifcQ08ut1Do0FOxYdNPm5gxZAan9pwCgd33t2Dy6C4kRkfSdTXMuwJMItx1F7z/PpQoEWiL/4kKhaL4iXSPwlihSFOPoshzYtcJZgyZwd9T/wYgolk1Pnm/N1ta1KCagY4fwVd3277PPQcjR4IUQOGh/KJCoSh+wu1RpBj7sUvTGEWRJTUllV/H/sriUYtJOZNCeNkI9o7uzPjBLTChIVyTBhH3w1fv2zxNH3wAAwcG2uqsUaFQFD/h9ihS0hyPQoeeiiS7Fu9i2n3TOLzhMABV+zfm7bHd2VCtDFHAS2dgyrUwdZ5dPPfNN3DVVYG1OTtUKBTFT7iFwpWqQ09FkdOHTzP38bms/mw1AOUvqMDx8b24v1t9UoGmwBsH4cHusHYtVKkC06ZB8+aBtDpnqFAoip9wDz0lp9qPndGhpyKBSTP8+YmzJuJYAqHhoTR+oh1jR7Tjl0j7Wg8FbtkAfXrCnj3QsCHMnAl16wbW9pyiQqEofsLtUSS7rEdhdOgp6Dm47iDT7p3GnmV2TUS9rvVIHdeLAQ0rcgqoDkwASiyCzn3g5Elo08aukahYMZCW5w4VCkXxE+Hh9n9KilNlRoeegpaMayJKVy1Nhzd68Ha/S/jcmbZ0HfARMPd/cPvtkJwM118PX3wBUVGBtD73qFAoip8QsV5FapoOPQUrxhg2/7SZGQ+eXRPR4oEWlB7dhX7lItkBRAFvAoMMvDEWhg61+z7wALz5ZsFXoysIVCgUxY+ULg3HnWA2OvQUVJzY6ayJ+NmuiajWvBo937+az2KqMwrSA9aTgQap8Ohj8NZbdt9XXrGCURjXSOQEFQpF8SPR0XDUZXNFS6ohLTWNkNAA5Y5WckRqsl0TsWjUIlwJLiLKRtDlxS5Uui+GW0JDWOr0Gwa8AKQlQL//g+++syusJ0zAbyVLCwoVCkXxI9HRQIrgigglLCmV1ORUQqJUKAorGddENO7fmO5juzO1Whm6QXrAeiJwJXD0KPTpA0uXQrly8MMP0Llz4Oz3FSoUiuJHoqOBZHBFhFmhSEqlRFQhS+yjnLMmosIFFeg1vheVu9VnMPC50+86bMC6IrBzp03ot3mzLVU6YwY0bhwA4wsAFQpF8SNuoUgN1wyyhRH3mog5j88h8XgioeGhtHuyHe2Gt2NFZBjd4B8B67sBAf74A3r3hgMH4NJLYfp0/9e1LkgCIhQiUgH4H1AH2AncZIw5nqFPE+A9oCw2TvSiMeZ/fjVUUXxMdDRwBlIjtHhRYePg2oP8fO/PxP4aC0C9bvXoNa4X5RpU5EVs/CEVaAZ8ATRy9ps1C268EeLjoUsX+P57O+xUlAjU4OgIYJ4xpgEwz2ln5AxwuzHmEqAn8KaIRPvPREXxPed4FDpFNuAkxycze+hsPmj2AbG/xlK6amn6ftmX22bdRlyDinQCnsOKxDDgV86KxGefWU8iPh5uvdUONxU1kYDADT31ATo5jycAC4Hhnh2MMX97PN4nIoeAysAJv1ioKAWAZ4wCdOgpkBhj2PTjJmY+OJNTsWfXRHQZ3YXIcpFMBu7j3IC13RdGj7ZpwQFGjIAXX4SQIjovIVBCUcUYs995fACo4q2ziLQEwoFtWTx/D3APQK3CUjtQUTIh3aPQoaeAcnzHcWYMmcGWaVsAuybi6vevpnpMdU5hYw/ugPX1wH+xAWsAlwsGD4b//tcKwzvv2HZRpsCEQkTmAlUzeeopz4YxxoiI8XKcasAkYIAxJi2zPsaYD4EPAWJiYrI8lqIEGg1mB5bU5FSWvb6MxS8sPrsm4j9diLk3hpDQEJYBt2ED1iVxVlhjA9Zgh5j69bPB6shI+OorOx22qFNgQmGM6ZrVcyJyUESqGWP2O0JwKIt+ZYFpwFPGmOUFZKqi+I1zhp40RuE3di7aybT7pnFk4xHg7JqIMtXK4MIGqz0D1pOBCz32P3gQrr4aVq60Cf2mToUrrvD3VQSGQA09TQEGAGOc/z9l7CAi4cAPwERjzLf+NU9RCoZ0j6KsDj35i9OHTjNn2BzWTFwDQIUGFeg1rhf1u9UH7LTL2+AfK6xHY8e63fz9ty0utH27TQ0+c6ZNFV5cCJRQjAG+FpGBwC7gJgARiQHuNcYMcrZ1ACqKyB3OfncYY1b731xF8Q069OQ/TJrhj4/+YO6IuXZNREQo7Z6wayLCnDoR3gLWbn79Fa65xq66jomBn3+2RYeKEwERCmPMUc59PTDGrMQOCWKM+Zyz8SRFKRLo0JN/OLDmANPum3bOmoiKDWxI+iTwAFkHrN389BP07w+JidCrF3z9tS1fWtzQldmK4kd01lPBkhSXxMLnFvLbW7+l14no8WYPLrnpEsRJ3boMuBU75JRZwNrN+PEwZAikpcHdd9t2WDH9xiyml60ogaFUKQhN06EnX2OMYdMPm5j5kF0TISFCyyEt6fxCZyLL2Rq0LjhnhXXGgDVYYXjySXj5ZdseNQqefjp4U4T7AhUKRfEjIlAuClwRujLbVxzf7qyJmG7XRFSPqU7v93tTvXn19D47sV7EMqzn8DhWMMIzHCs5Ge66y1ahCwuzayXuuMMPF1HIUaFQFD9TLuqsR6FDT3nHleRi2avL+OXFX3Alnrsmws0XwGDOBqwnAV0yOd7Jk3DDDTB/vi0w9e230KOHXy6l0KNCoSh+JrokuJzU4q4EFYq8sH3udqbfP52jfx8F4NJbL6X7a90pXbV0ep+TwP1YoYCsA9YAsbE2WL1uHVStCtOmQbNmBXsNwYQKhaL4mfKlILFcBACJJxMDbE1wEbc/jtmPzuavr/4CoFKjSvQa34u6nev+o99S7NqInXgPWAOsWWNFYt8+aNTIJvarU6fgriEYUaFQFD9TvjTEOgHWpJNJAbYmOEhzpfH7e7+z4OkFJJ1KIiwqjA7PdKDNY20IdYbxAFKAUcB/gDSyDli7mT3bpgiPi4MOHWxFugoVCvpqgg8VCkXxM+WjYWtpKxRnTqhHkR2xv8Uy7b5pHPjzAAANr25Iz7d7Ur5u+X/024L1IlZgPYcRwPOcG7B288kncM89kJpqa1p/+ilERBTYZQQ1KhSK4meioyGxpP1GSlCPIksSjiUw78l5rPpwFRgoV6scPd/uSaM+jf7RzwAfAw8Dp4HzsQHrjlkc1xibHnz0aNt+4gn7uKimCPcFKhSK4meioyGxlPUoEtSjOAdjDGsmrmHOsDmcOXyGkLAQrhh6BR2e7kB4qX/6B0ewKcF/dNo3A+OB6CyOnZwMgwbBpElWGMaPh3//u4AupAihQqEofsZ6FO4YhQqFJ4f+OsS0wdPY/ctuAGp3rE3v8b2pfHHlc/rOBu4A9mPrJY/HrpXIihMn7PTXBQvswsevv7ZBbCV7VCgUxc9ER0NSpCMU6lEAthzpolGLWP7GctJcaZSsXJLur3fnstsuS0+94SYRG394y2m3ww411fFy/N27rSisX6/TX/OCCoWi+JnoaEiMskKRXMxjFMYYNn6/kVmPzOLUHluONOa+GLq82IWo8lHn9F8H3AL8hf3yeh5bQzn0nJ5n+eMPW0di/364+GJbdKh27YK4mqKLCoWi+JnoaEgqYcfaU04lkZaa9o+VxMWFwxsPM/PBmWyfux2w5Uh7v9ebGi1qnNM3DetBjACSgQbYhXQtsjnH99/D//0fnDkDnTvbdnS0L6+ieKBCoSh+JjoajCuExLIRRJ5KIjkumcjoyECb5TeS4pJY/MLi9GGmyPKRdHmxC83vaZ6pYO7ExiIWOe17gLGAt2zfxtikfk88Ydt33gnvvw/hWc2VVbyiQqEofiY6GtgHSeWsUCSeSCwWQmGM4a8v/2L20NnE748HgWb3NOPKF6+kZKWS5/YHPsFOe40HzsOm4Lg2m/MkJdn1ERMn2iSMY8bAsGHFO/trflGhUBQ/U748sBMSoyMpt+dUsUjjcXDtQWYMmcGuxbsAqNGqBr3e7UX1mOqZ9j+Anfb6s9PuC7wHnDv36Z8cOQLXXw9LlkDJkjYL7HXX+eQSijUqFIriZ6KiQFIg0UnjkViEZz4lnkhkwbML+H3c75hUQ8nKJek6pitN7miChGT+E/9b4F7gKHY9xLvYAHZ2DsHGjTZovX071KgBU6dC06Y+vJhijAqFovgZEQgz1qOAopnvyaQZVk9Yzdzhczlz+Ex6IaFOz3fKdDYTwHFsedLJTrsbduipZg7ON2sW9OtnU4U3bw5TpkD1zJ0VJQ+oUChKAAg3NkYBRc+j2Pv7XmY+OJPY5bZeda32tbjqnauoennVLPeZBdwF7MNme30N61Vk50UYA6+/DsOH28p0ffva2ETJc0MeSj5QoVCUABDOWY+iqAhF3L445j0xjzUT1wBQumppur3WjUtvufScRXNuTgLDsEFqgDbABOCCHJzvzBlby3qy44KMHAnPPqs5mwqCgAiFiFQA/oddTLkTuMkYczyLvmWBDcCPxpgH/GWjohQk4VJ0alKkJKTw69hfWfLSElJOpxAaHkqrh1vR4akORJTNOh3rDOxU11iscD6PFQ1vi+fc7N5tg9R//mnTcUycaNNzKAVDoDyKEcA8Y8wYERnhtIdn0fcFYLHfLFMUPxAZEvwehTGGDd9sYM7jczi56yQAja5vRLdXu1GhftZFHY4BjwATnXZLbCzikhyed/FiW0Pi8GGoVw9++gkaN877dSjZEyih6AN0ch5PABaSiVCISHOgCjATiPGTbYpS4ESGQFIQFy/a/8d+Zj48Mz15X5XLqtDjjR7U7VLX634/YWMPB4BI7K/AR8iZF2GMzfb68MPgckH37vDll1poyB8ESiiqGGP2O48PYMXgH4hICPA6thZJVz/apigFTtlIOBOEHkX8gXjmPTWP1Z+uBgMlK5Wk8+jONBvUzGsakiPAEOArp90OW0OiYQ7Pm5AADzxgiw0BDB0KL70EYRpl9QsFdptFZC6Q2TSHpzwbxhgjIiaTfoOB6caY2KwCYR7nugc73EmtWrXyZrCi+JHaVeDP48HjUbgSXSx/czm/vPgLyfHJhISF0PLBlnR8pqPXVeUG+AY77fUwdkbTS047pzHnrVvtUNOaNRAZCR99BLd6yyeu+JwCEwpjTJZegIgcFJFqxpj9IlINOJRJtyuA9iIyGCgNhItIvDFmRCbn+hD4ECAmJiYz0VGUQkXjqvDrfhvojT9aeD0KYwwbvt3AvBHzOL7dzjdpeE1Dur/WnYoNK3rddy/Wi/jBaXcGPgLq5eL8P/wAd9wBp07BBRfAt9/C5Zfn+jKUfBIox20KMAAY4/z/KWMHY0z6bwYRuQOIyUwkFCUYqRF+Nph98mDhFIrdS3Yze+hs9v62F4DKF1emxxs9qN+9vtf9UrHpNp4E4rC/8l7Fuvw59SJSUmxCv9dft+0bbrDDTuXK5eVKlPwSKKEYA3wtIgOBXcBNACISA9xrjBkUILsUxS+cx9lgdsLxwiUUR/8+ytzhc9n04yYASp1Xik7Pd7JxiDDvX/WrgX8DK5z2tdgUHOfn4vx799pV1kuX2hjEK6/YALYm9QscAREKY8xR4MpMtq8EzhEJY8xnwGcFbpii+InzOOtRmMQkjDFZLkrzF6cPnWbh8wtZ9cEqTKqhRMkSXDH0CtoMbUNEmazXQwCcBp4D3sB6FDWAd4Drc2nDvHlwyy1w6JBNwfH119C2bR4uRvEpOmdAUQJAZcAVGYYrPJSw5FSOH3ZR4bwSAbEl5UwKv77xK0tfXkpyXDISIjQd1JTOz3emTPUy2e4/HTvzZBc25caD2GmvZXNjQwo895ydyWQMXHmlXXF93nl5uCDF56hQKEoAcH//JUZHUvrQaZbOS+Kam/0rFGmuNNZMWsOCZxYQtzcOgAa9GtD15a6c1zj7b+j9wEPYWU0ATbAzSrKrOpeRbdusF7FihU2/8cwzNh1HaE4WVyh+QYVCUQJAaeyCs6RyEZQ+dJrlCxO55ubSfjm3MYaN321kwTMLOLLpCABVm1al+2vds10wB+AC3sfOcz+FnfL6AtaTyO0Xyuefw+DBEBcH559v2x065PIgSoGjQqEoAUD4Z5xi5dKCD2gbY9g+ZzvznpzH/lV2vWt03Wg6j+psE/dlUR/CkyXYNRBrnPbV2GB17VzacuqUFYgvvrDtG2+EDz90ijophQ4VCkUJEJU5W7xo2/pEtm61awUKgtjlscx7Yh47F+4EbGbXDs90oNmgZoSGZz/Gsx94HPjcadfGBq6vI/tU4BlZvtwONe3YYdOBv/023HWXzmoqzKhQKEqA8PQoIknis89g9GjfnuPguoMseHoBm6dstucpH0nb4W1p+UBLwkuFZ7t/Cnb20nPYNRER2Ayej2OHnHJDcrK9vv/8B1JToUkTm6upUaNcHkjxOyoUihIgzgOOO6nGI0lkwgR4/nnfBHGPbT3GwucWsm7yOjBQomQJWj3cirbD2npNueHJPGzcYYPTvhbrReRmZbWbNWvsCuvVq63n8OijVjAivM+6VQoJKhSKEiDOA/Y7X9rVKySyKtauI+jePe/HPLb1GL+8+AtrJq3BpBpCSoQQc28M7Z9sT+mqOQuW/42tCzHFadcH3gZ65cEelwvGjIFRo+wU2Hr14NNPNWAdbKhQKEqAOI+zxYtiGicydbFNU5EXocgoEBIqNLmzCR1HdiS6TnSOjnEcGIUNTruwM7OexKYBz5kP8k82bIABA2DlStsePBhefhlK+2dyl+JDVCgUJUBU5myM4sI6icgv8OOPcOxYzmssHNt2jF9GnysQ7Z9q77V4kCcp2Omuz2GLCgk2PcILZJ7+OTtSU2HsWLseIikJatWCjz+GrlosIGhRoVCUAOEZzC6RmkT37jBrlh2aeewx7/se2+Z4EBPzLhAGu6p6KLDJ2dYZGItdPJcX/vwT7rnnrBcxcKAVjbK5WaatFDpUKBQlQHgmBkw8kcgDD1ihePddmwQvs6D2kc1HWDpmab48CIDfsCUlFzntC4DXsAHrvMxSPX3aBuLHjrUeRc2a8MEH0CsvgQ2l0KFCoSgBwtOjSDqZRK9eUL++TWkxdSpcd93ZvvtW7WPJS0vY+P1GMORZIDZj4w7fO+0K2BXWDwDZT5bNnFmz4N57YedOO6PpoYfghRegTPZpopQgQYVCUQKEZ4zi2LZjpMQnMWRIBA8/DG+9BX36GHYt2sWSl5awbfY2AELDQ7n8jstp+3jbXAnEPuB5bPnRVCAKG6R+HMhriYdDh+CRR2zyPrAFhT78EFq2zOMBlUKLCoWiBIhIIPGiShxuVAk2HeG7m7/j9on9eeYp2L/wb95pspTja2MBCC8dTvN7m3PFI1fkKKOrm2PYIaU3gQQgFFtA6Fmgeh7tTk21s7OGD4fjxyEqymZ+feQRKBGYBLhKAaNCoSgBpFKJUL6cejNDW33ElulbSO3/BQ/LEUI5xfG1EFUxilYPtaLl/S2JqhCV4+Mexy6OewubuA/gBuBFID8LoZctgyFD4I8/bLtbN3j/fbs+Qim6qFAoSgA5D9h2QQUa/9iP1VdOZPvc7YQCxyjPClryztRmxFyR8+jBSaz38IbzGKAbdn1E63zYuW+f9SA+d5I91awJr70GN92kOZqKAyoUihJAKjv/U9rXpv+P/dkyYwsX33gxb/1Qm+VvCU+MhNmzs/8yPoVdPf06cMLZ1gUbl2iXD/uSkmy85IUXID7eptwYNgxGjIBSpfJxYCWoUKFQlADiLg90GFs0qEGvBgA83Rg+/QzmzrVC0aNH5vsfxq6kfhcbjwDohBWI/GTJMAamTbM5mbZssduuuw5ef12HmYoj3iulK4pSoLiF4lCG7RUrwlNP2cdDh9pf9p7swE5prY0dVjqG9RzmAwvIn0gsW2ZzMV1zjRWJCy+0U2B/+EFForiiQqEoASQroQAbNK5XD/76y65NMMAvQH/sArlx2JlMVwOLnb/O+bBlwwbrNbRtC0uWWLF64w1YuzZ/iQqV4CcgQiEiFURkjohscf5nWtdKRGqJyGwR2SgiG0Skjp9NVZQCxZtQREbC119DeGX4IAzOP249hf9hP7gDgHXAVKA9eVtRDbBuHdx6K1x6Kfz0ky0m9PTTduHfww9DeF5X4ilFhkDFKEYA84wxY0RkhNMenkm/icCLxpg5IlIaSPOnkYpS0LiD2RmFIgVbD+J/zYG9QAn7r0ISDI6wayHOz+e5ly2Dl16Cn3+27bAw+Pe/bTK/atXyeXClSBEooeiDjbkBTAAWkkEoRORiIMwYMwfAGBPvR/sUxS+4s7MuBLoCVwIrsDmYjrs7lYDqm2Df03ByGtR4A86/N2/nS062XsO778LixXZbZCQMGmRjIbVzW/xaKRYEKkZRxRiz33l8AKiSSZ+GwAkR+V5E/hSRV0XEB7W/FKXwcDHwMLas6DxsHqYfsSJxETb192ZgdwMYWhdSE+G++2zN6c2bc3aOtDQbc3j4Ybv+4aabrEiUK2cD5rt2wTvvqEgoWSPGmII5sMhcMk9n/xQwwRgT7dH3uDHmH3EKEbkRm5qmKbAbOzQ73RjzcSbnugfrjVOrVq3mu3bt8tVlKIpfOIEdZ90EtAA6knnJ0QkTbBrv5GS7tuLaa+HKK6F1a6hUya5zOHXKfvlv2mQFYvFim5fJTePG9hgDBmj6b+UsIrLKGBOT6XMFJRTeEJHNQCdjzH4RqQYsNMZcmKFPa+BlY0xHp/1/QGtjzP3ejh0TE2NWupPhK0oRZPt2Wynu009tedGcUKcO3Hgj/Otf0KKFrqZWzsWbUAQqRjEFO2ljjPP/p0z6/A5Ei0hlY8xh7EJTVQCl2FOvnq31MHKkDUT/+iusWgVxcXa9RcmSVhjq1rWeRocO0KCBioOSdwLlUVQEvgZqAbuAm4wxx0QkBrjXGDPI6dcNm5VAgFXAPcaYZG/HVo9CURQl9xQ6j8IYcxQ7wSPj9pXYcr3u9hzgMj+apiiKomRAV2YriqIoXlGhUBRFUbyiQqEoiqJ4RYVCURRF8YoKhaIoiuIVFQpFURTFKyoUiqIoilcCsuCuIBGRw9hFfHmlEnDER+b4ErUrd6hduUPtyh1F0a7axpjKmT1R5IQiv4jIyqxWJwYStSt3qF25Q+3KHcXNLh16UhRFUbyiQqEoiqJ4RYXiXD4MtAFZoHblDrUrd6hduaNY2aUxCkVRFMUr6lEoiqIoXlGhUBRFUbxSLIVCRP4lIutFJM0plpRVv54isllEtorICI/tdUXkN2f7/0Qk3Ed2VRCROSKyxflfPpM+nUVktcdfoohc5zz3mYjs8Hiuib/scvqlepx7isf2QN6vJiLyq/N6rxWRfh7P+ex+ZfVe8Xg+wrn2rc69qOPx3BPO9s0i0iOvNuTRrkdFZINzb+aJSG2P5zJ9Pf1o2x0ictjDhkEezw1wXvctIjLAjza94WHP3yJywuO5ArtfIvKJiBwSkb+yeF5E5G3H7rUi0szjufzfK2NMsfsDLgIuBBYCMVn0CQW2YWvchwNrgIud574G+juP3wfu85FdrwAjnMcjsDXDvfWvABwDSjrtz4AbC+B+5cguID6L7QG7X0BDoIHzuDqwH4j25f3y9l7x6DMYeN953B/4n/P4Yqd/BFDXOU6oj+5PTuzq7PH+uc9tl7fX04+23QG8m8m+FYDtzv/yzuPy/rApQ/8hwCd+ul8dgGbAX1k83wuYga0G2hr4zZf3qlh6FMaYjcaYzdl0awlsNcZsN7b86ldAHxERbP3ub51+E4DrfGRaH+d4OT3ujcAMY8wZH50/K3JrVzqBvl/GmL+NMVucx/uAQ0Cmq0/zQabvFS+2fgtc6dybPsBXxpgkY8wOYKtzPL/YZYxZ4PH+WQ7U9NG5822bF3oAc4wxx4wxx4E5QM8A2HQz8KUPzpstxpjF2B+FWdEHmGgsy4FoEamGj+5VsRSKHFID2OPRjnW2VQROGGNcGbb7girGmP3O4wNAlWz69+fcN+qLjuv5hohE+NmuSBFZKSLL3cNhFKL7JSItsb8Ut3ls9sX9yuq9kmkf516cxN6bnOybV3J77IHYX6VuMns9fUVObevrvD7fisj5udy3oGzCGaKrC8z32FyQ9ys7srLdJ/cqIDWz/YGIzAWqZvLUU8aYn/xtjxtvdnk2jDFGRLKcu+z8WrgUmOWx+QnsF2Y4dj71cGCUH+2qbYzZKyL1gPkisg77hZhnfHy/JgEDjDFpzuY836+ihojcBsQAHT02n/N6GmO2ZX6EAmEq8KUxJklE/o31yLr48fze6A98a4xJ9dgW6PtVYBRZoTDGdM3nIfYC53u0azrbjmLdujDnl6F7e77tEpGDIlLNGLPf+WI75OVQNwE/GGNSPI7t/nWdJCKfAkP9aZcxZq/zf7uILASaAt8R4PslImWBadgfCcs9jp3n+5WBrN4rmfWJFZEwoBz2vZSTffNKjo4tIl2xwtvRGJPk3p7F6+mrL75sbTPGHPVofoSNSbn37ZRh34X+sMmD/sD9nhsK+H5lR1a2++Re6dBT1vwONBA7Yycc+8aYYmyEaAE2PgAwAPCVhzLFOV5OjnvO+KjzZemOC1wHZDpDoiDsEpHy7qEbEakEtAU2BPp+Oa/dD9jx228zPOer+5Xpe8WLrTcC8517MwXoL3ZWVF2gAbAij3bk2i4RaQp8AFxrjDnksT3T19NHduXUtmoezWuBjc7jWUB3x8byQHf+6VkXmE2OXY2wgeFfPbYV9P3KjinA7c7sp9bASeeHkG/uVUFF6QvzH3A9dqwuCTgIzHK2Vweme/TrBfyN/VXwlMf2etgP81bgGyDCR3ZVBOYBW4C5QAVnewzwkUe/OthfCiEZ9p8PrMN+4X0OlPaXXUAb59xrnP8DC8P9Am4DUoDVHn9NfH2/MnuvYIexrnUeRzrXvtW5F/U89n3K2W8zcJWP3+vZ2TXX+Qy4782U7F5PP9r2ErDesWEB0Mhj37uce7kVuNNfNjnt54AxGfYr0PuF/VG433kvx2LjSfcC9zrPCzDOsXsdHrM5fXGvNIWHoiiK4hUdelIURVG8okKhKIqieEWFQlEURfGKCoWiKIriFRUKRVEUxSsqFIqiKIpXVCgURVEUr6hQKEoBIyItnMR2kSJSSmxtjMaBtktRcoouuFMUPyAio7Grs6OAWGPMSwE2SVFyjAqFovgBJ3fQ70Ai0Mb8M+uoohRqdOhJUfxDRaA0UAbrWShK0KAehaL4AbE1lL/CFrupZox5IMAmKUqOKbL1KBSlsCAitwMpxpjJIhIKLBORLsaY+dntqyiFAfUoFEVRFK9ojEJRFEXxigqFoiiK4hUVCkVRFMUrKhSKoiiKV1QoFEVRFK+oUCiKoiheUaFQFEVRvPL/GW6clultK/EAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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" ] @@ -727,13 +713,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Mean absolute error for re-simulation across 16 steps: 0.01372\n" + "Mean absolute error for re-simulation across 16 steps: 0.01136\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -742,7 +728,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -792,7 +778,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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