From d4035ab5e5351bceda6e7fcd285bfc2362695542 Mon Sep 17 00:00:00 2001
From: Eric Kooistra <kooistra@astron.nl>
Date: Thu, 29 Aug 2024 16:48:10 +0200
Subject: [PATCH] Latest run.

---
 .../lofar2/model/pfb_os/multirate_mixer.ipynb | 20 +++++--------------
 1 file changed, 5 insertions(+), 15 deletions(-)

diff --git a/applications/lofar2/model/pfb_os/multirate_mixer.ipynb b/applications/lofar2/model/pfb_os/multirate_mixer.ipynb
index c12da8acdc..14db6456e6 100644
--- a/applications/lofar2/model/pfb_os/multirate_mixer.ipynb
+++ b/applications/lofar2/model/pfb_os/multirate_mixer.ipynb
@@ -299,7 +299,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f06c9276610>]"
+       "[<matplotlib.lines.Line2D at 0x7f776b96b6a0>]"
       ]
      },
      "execution_count": 12,
@@ -383,7 +383,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f06c37e6160>"
+       "<matplotlib.legend.Legend at 0x7f776b7cb4c0>"
       ]
      },
      "execution_count": 15,
@@ -584,7 +584,6 @@
      "output_type": "stream",
      "text": [
       "Ndft  = 16\n",
-      "[1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
       "> Log maximal_downsample_bpf():\n",
       "  . len(x)  = 160\n",
       "  . Nx      = 145\n",
@@ -631,7 +630,6 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
       "> non_maximal_downsample_bpf():\n",
       "  . len(x)   = 160\n",
       "  . Nx       = 145\n",
@@ -646,7 +644,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f06c37505e0>]"
+       "[<matplotlib.lines.Line2D at 0x7f7769e7e640>]"
       ]
      },
      "execution_count": 21,
@@ -655,7 +653,7 @@
     },
     {
      "data": {
-      "image/png": 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jNfE+HPxh2YMOHYKlS5Wfw8KU27ffQoMGMGzY1aaqWzeoAZdwKdHUsSkT+k5gQt8JFBUXEZoYapyTKvxCOP+k/wNg/M2/5M/Zf1b8Hy1bnS3N6zU3qyFqZN+oyi9180zvZ9jw3Aa+2vsVMWkxpa55qGXXvraoi1Hc0eqOWvHaqjuzSn+c98EHH7Bw4cJS386bO3cun3766Q2/nVeecePGsW3bNnJzc7GxqViXXh3fzktOTqZ169ZVsm1RdSQ37dFSZsHng3lg2QMYMBD4SmDZv8UXF8MDD8Dhw/DCCzBqFOzcqdxSUkzHdu58taEaPhxq8FG5xOxEOv3UicLiwlKP6dDxQIcHbtoMtajXgsYOja12REZoa3+rSY4ePQqGSgoODjYAhvnz5xuX5efnG7p162ZwcnIyLsvNzTWcOHHCkJKSYlx28eLFUtuLiIgw1KlTx/DEE0+YVceRI0cMgOHIkSMqXkXF/PLLL1W2bVF1JDft0UpmVwqvGPov6W9gDoZXNr5S/sDVqw0GMBjq1zcYEhOvLi8qMhiOHjUY/vc/g2H4cIOhbl1lXMnNxsZguP9+g2HOHIMhKMhgKCio8tdkrv5L+ht0c3QG5mC86eboDAOWDLB2aaKCtLK/1TRHjhwxWOSyL8899xwbN27knXfeoVu3bnh6ehISEkJAQIDx5NCS6Qxmz57NnDlzABg+fDiOjo488MADtGrViqioKJYuXUqdOnU4dOgQvXv3NqsjlMu+CCGq0/yD85m1exbNHJsRMy2GFvValB50+TL06gXnzsE338Cnn5a/wdxc2LtXOULl7w/RphcapkkTePhh5SjVyJHKUSsrK29eHp/nfDT/0ZAQN2Kxy76sXLmSmTNnsmrVKmbMmEFBQQG+vr43/XbNU089RWpqKgsWLOCtt97ijz/+4JlnniEsLMysBqq6yNT42iS5aY8WMjuTeYY5e+cA8MOIH8puoAAWLFAaqI4d4d13b7zR+vVhzBj46Sc4cQLOnAF3d3juOWjaFDIzYcMGmDoVunSBHj1g+nTYuhWysy358iqs5ByU/q37Y4cd/Vv3lwZKY7Swv9VUFjkSVRNUx5EovV5v8o1AoQ2Sm/bU9MwMBgNj14xlW+w2hnQawp+v/Fn2Sc6JiUqjk5sLXl7K+VBqFRXBkSNXj1IdOqQsK1GnjnLeVclRqrvuggqeU2opNT03UTbJTR2LHYm6VaxYscLaJQgVJDftqemZ+ZzwYVvsNurY1MH1MdfyvyX22WdKA+XkBM8/X7kntbWFe+9Vtrl/P6Snw6ZN8Oab0LWrMv/U3r3Kx4X33AOtWilNm4cHnD9fueeuoJqemyib5KZepac4uJWMGjXK2iUIFSQ37anJmWXps5ixYwYAHw7+kN4tyzn1IDwcSv5xWrjQ8tMWNGoETz6p3ADi4mDXLuUo1Z49kJYGa9cqN4A+fa4epRoyBOrVs2w91OzcRPkkN/XkSJQZ/vrrL2uXIFSQ3LSnJmf2+Z7PScxOpGvTrnzy0CdlDzIYlPOfDAblCNT991d9YV27KpN5btwIqalw4AB8/rlyFMzGBv7+W2nmRo+GZs1gxAiYPx/++kup0wJqcm6ifJKbetJEmaFVq1bWLkGoILlpT03NLCwxjF9CfgFgyWNLcKxTzhUZNm+GP/8EBwf43/+qr8ASderA4MHw1VcQHKzMRbV+Pbz+OnToAHo97N4Ns2bBnXdC27bw8svw+++QnKz6aWtqbpVWUAB5eZCfD1euQGGhMvdX7TiluPbmVg3k4zwzlHcJGlGzSW7aUxMzKywuZKrvVAwYeLHfi4zoOqLsgVeuwAcfKD+/+y506lR9RZanWTMYN065GQxw8qTysd/OnRAYqDROq1YpN1Aaq5KP/gYPVprBCqiJuZkoLoZLl5SPOktu6ek3//lm33y0sVFuOt3Vn8tbdrP7VlinR0aG8nekNnrqqcp9oeMmpIkyQ0JCAvfcc4+1yxBmkty0pyZmtjhkMUeTjtLEoQkLRi4of6CLC/zzD7RpAx99VH0FVpROBz17KrcZM5SjUocOXW2qjh6FiAjl9v334OgIQ4debap69y73/K5qy81gUE7Yr2gTVPJzRobSSFlacXHVbLea1NL2SdG1qzRRNcWgQYOsXYJQQXLTnpqW2fms83wW+BkA/3v4f7RuUM4lMlJTlY/QQJlYs2HDaqqwEuztlSZp6FCYN0/56G/37qtNVVISbN+u3ADat7/aUD3yCDRvbtyUqtz0evMaoZKfr1xR/5rr11fqbt5cOQJTkZ/t7ZXmraRhKvk4z5r3LbSNjMxMmtbgywtVyt13V+nmpYkyg6+vL2+88Ya1yxBmkty0p6ZlNmP7DHKu5HB/+/v5z93/KX/gnDnKx0UDBsCkSdVVnmW1bKn85v7CC8o/uH//fbWh2rdPmS5h+XLlptPBoEHGpmr34cNMevJJ8xqi3Fz1tdata14jdG1DJIz+cHWtUfublshkm2YoLCzEzk76Tq2R3LSnJmW2JWYLT659EjsbO45OOUq/1v3KHhgVBf37KxNgBgQoFw+ubfLylG/9lTRVx45ZZrs2NkpzY04z1Ly5Mk2DpaeOuAXVpP1NS44ePSpHoszh6urKtGnTrF2GMJPkpj01JbOcKzlM81PqePe+d8tvoEA5mbyoCJ54onY2UKCcHzVihHIDZUb2XbuUhmrXLuWjwEaNzP+orHHjap9dXVxVU/Y3LZIjUUIIUY73d77Pj4d+pHOTzhx/8zj169Yve+DOnfDoo2Bnp3z81aNH9RZaExgMShMpRzTELUIu+2ImuUijNklu2lMTMou4EMFPwT8BsHjM4vIbqMLCqxcWnjbt1mygAHQ6XFxdrV2FUKEm7G9aJU2UGZ599llrlyBUkNy0x9qZFRUXMdV3KkWGIsbdMY4x3ceUP9jdXTn61KwZfPFF9RVZA1k7N6GO5KaeNFFmOHjwoLVLECpIbtpj7czcjrgRkhBCw7oNWTRqUfkDL1262jjNmQNNm1ZLfTWVtXMT6khu6kkTZYauXbtauwShguSmPdbMLCk7iY8DPgZg7sNzadewXfmDv/1WOZm6Vy/lunW3ONnXtElyU0+aKDPkVmY+E2E1kpv2WDOzmf4zydJnMajdIN4c9Gb5A0+dgkX/HqX64QflenW3ONnXtElyU0+aKDNkZWVZuwShguSmPdbKbMc/O1j39zpsdDYsfXwptjY3uBbcrFnKrNmPPAJjbnDO1C1E9jVtktzUkybKDD179rR2CUIFyU17rJHZ5YLLvLXtLQD+6/RfBrYdWP7g/fthwwZlbqMFC2TCx3/JvqZNkpt60kSZYe/evdYuQagguWmPNTL7eu/XxGfG075Re74a9lX5A4uL4Z13lJ9ffx363WACzluM7GvaJLmpJ5NtmiE3N5f69cuZK0bUWJKb9lR3ZscvHmeg20AKiwvZNGETT/Z6svzBK1fCK68oFxeOjYXW5VyM+BYk+5o2SW7qyGSbZvLw8LB2CUIFyU17qjOzYkMxb/i+QWFxIU/2fPLGDVRuLnysfHOPTz+VBuo6sq9pk+SmnhyJEkLc0n478htTfKdQv059Trx9gg6NO5Q/eM4c+PJL6NwZTpwAB4fqKlMIUcPIkSgzydT42iS5aU91ZXYx9yIf7v4QgK+HfX3jBur8efj+e+Xn77+XBqoMsq9pk+SmXqWbKL1ez4cffki7du1wdHTEycmJXbt2mb2db7/9Fp1OR9++fStbUpV58cUXrV2CUEFy057qyuy9ne+RkZ/BnW3uZLrT9BsP/uQTyMuDwYNh3LhqqU9rZF/TJslNvUo3UZMmTWLBggVMnDiRRYsWYWtry5gxYzhw4ECFt3H+/Hnmzp1b409s27Fjh7VLECpIbtpTHZntPrWb3yN/R4eOpY8vxc7GrvzBoaGwapXy88KFMqVBOWRf0ybJTb0bvGvcXEhICGvXrmX+/Pm8//77ALz88sv07duXWbNmERQUVKHtvP/++9x3330UFRWRmppamZKq1J133mntEoQKkpv2VHVm+YX5xjmh3r7nbe657Z7yBxsMV6c0eOkluOcGY29xsq9pk+SmXqWORHl7e2Nra8uUKVOMyxwcHJg8eTKHDh3i3LlzN93Gvn378Pb25qeffqpMKdXiwoUL1i5BqCC5aU9VZzZv/zxi02Np26At3wz/5saDN2yAgwfB0RHmzavSurRO9jVtktzUq9SRqPDwcHr06EGjRo1Mlt97770ARERE0KFD+SdqFhUVMX36dF5//XX6mTlhnV6vR6/XG+/n5OSYtb4ateSLjLccyU17qjKz6NRo5h1QmqGfR/9MY4fG5Q/Oz1cu7wLwwQfQvn2V1VUbyL6mTZKbepU6EpWUlETbtm1LLS9ZlpiYeMP1XV1dOXPmDF9//bXZzz1v3jwaN25svDk7OxtrcnNzQ6/XG79x4OLiQnJyMuvWrSMyMpJ9+/bh7+9PbGwsK1asIDs722RsZmYmq1atIjo6mt27dxMYGMjx48eJiIggLS3NZGxeXh7u7u6cOnWKbdu2cfDgQY4cOYK3tzeJiYkmY4uKiliyZAkJCQls3LiRsLAwgoOD2bp1K/Hx8SxdurRU3SkpKaxdu5bIyEj27t2Lv78/MTExeHp6lqo7KyuLlStXEhMTw86dOwkMDOTYsWOsWbOG1NRUk7H5+fm4u7sTHx+Pr68vQUFBhIWF4ePjQ2JiIosXL6a4uBgXFxeKi4tZvHgxiYmJ+Pj4EBYWRlBQEL6+vsTHx+Pu7k5+fr7J9lNTU1mzZg3Hjh0jMDCQnTt3EhMTw8qVK8nKyjIZm52djaenJzExMfj7+7N3714iIyNZu3YtKSkpJmP1ej1Lly4lPj6erVu3EhwcTFhYGBs3biQhIYElS5ZQVFRkso6dnR3e3t4cOXKEgwcPsm3bNk6dOoW7uzt5eXkmY9PS0vDy8uL48eMEBgaye/duoqOjWbVqFZmZmaXqXrFiBbGxsfj7+7Nv3z4iIyNZt24dycnJpep2c3PjzJkzbNmyheDgYEJDQ9m0aRPnz5/H1dWVwsJCk3WSkpLw9vYmPDycAwcO4OfnR1xcHMuXLyc3N9dkbHp6Ol5eXkRFRbFnzx4CAgKIiopi9erVZGRkmIzNycnBw8OD2NhYduzYwf79+4mIiGD9+vWl6i4oKMDNzY2zZ8+yefNmQkJCCAkJYfPmzZw9exY3NzcKCgpK7Wvr168nIiKC/fv3s2PHDmJjY/Hw8CAnJ8dkbEZGBqtXryYqKoqAgAD27NlDVFQUERERpKenm4zNzc1l+fLlxMXF4efnx4EDBwgPD8fb25ukpCSTsYWFhbi6unL+/Hk2bdpEaGgowcHBbN68mUnekygoLmBU11EkBSTd8D0i9YsvID6e4rZtcf33l8UbvUd4eXnd0u8Rtra2mnyPSExMvKXfI+rXr6+59wgvL68qeY/YsmULZ86cqVAfERQUBIZKuP322w2jR48utTwuLs4AGBYuXFjuuqmpqYZmzZoZfvjhB+MyZ2dnQ58+fSr03Pn5+YZLly4Zb3v37jUAhiNHjpj9Oirq999/r7Jti6ojuWlPVWW2InyFgTkYHL9xNMRnxN94cHKywdCwocEABsOKFVVST20j+5o2SW7qHDlyxFCpj/McHR1NPlIrkZ+fb3y8PJ999hnNmjVj+vSbfK24HPb29tjb2xvvN2jQQNV2zDFGrtSuSZKb9lRFZqmXU3lv53sAzBk6h85NOt94hS++gOxsuOsu+L//s3g9tZHsa9okualXqY/z2rZtS1JSUqnlJcvatWtX5nqxsbEsXbqUGTNmkJiYyOnTpzl9+jT5+fkUFBRw+vRp0tPTK1NalVi9erW1SxAqSG7aUxWZzdo1i7S8NPq16sc7971z48HHjsFvvyk/L1wINjIvcUXIvqZNkpt6lbrsywcffMDChQtJT083Obl87ty5fPrpp5w9e7bME8v//PNPhg0bdsNt//e//zXrG3ty2RchRHn2nt7LUM+hABx87SAPdHig/MEGAzz6KOzaBc88o3w7TwghrlPpy76MGzeOoqIili5dalym1+vx8PDAycnJ2EBdvnyZ6Oho4xxQffv2ZePGjaVuffr0oWPHjmzcuJHJkydXprQqIVPja5Pkpj2WzExfqOeNbW8AMPXuqTduoAD8/JQGqm7dq5d5ERUi+5o2SW7qVfoCxM899xwbN27knXfeoVu3bnh6ehISEkJAQABDhgwBrh55mj17NnPmzCl3W0OHDiU1NZXjx4+bXUd1HInKycmplnOvhGVJbtpjycy+2fcNnwd+Tqv6rYh+O5qmjk3LH1xQAP37Q3Q0vP8+zJ9vkRpuFbKvaZPkpo5FLkC8cuVKZs6cyapVq5gxYwYFBQX4+voaG6jaZP369dYuQagguWmPpTL7J/0fvtmnTKa58NGFN26gANzclAaqRQv47DOL1HArkX1NmyQ39Sp9JKqmqI4jUbGxsXTv3r1Kti2qjuSmPZbIzGAwMPL3kew+tZsRt4/A/yV/dDe65l1GBnTrBunp8Ouv8OablXr+W5Hsa9okualjkSNRt5K4uDhrlyBUkNy0xxKZrTm+ht2ndmNva8+vj/164wYK4OuvlQaqTx/4z38q/fy3ItnXtElyU0+aKDPUr1/f2iUIFSQ37alsZhl5Gbzjr0xj8NmQz+jWrNuNV4iNhZKTa3/8EewqNYXeLUv2NW2S3NSTJsoMDRs2tHYJQgXJTXsqm9lHuz/iYu5FerfozQcPfHDzFT74QDmpfNQoZXoDoYrsa9okuaknTZQZYmNjrV2CUEFy057KZBZ0LoilR5VpV1wfd8Xezv7GKwQGwubNYGurHIUSqsm+pk2Sm3rSRJmhNn7j8FYguWmP2swKigqY6jsVgFfvfJUhnW6ynaIieOff2cunToU77lD1vEIh+5o2SW7qSRNlBvkaqDZJbtqjNrMFhxZw/OJxWtRrwfwRFZjjydMT/voLGjeGL79U9ZziKtnXtElyU0+mOBBC1ArxGfH0+bUPeYV5rHhyBa/c+cqNV8jOhh494MIF+OEHeO+96ilUCFEryBQHZpKp8bVJctMeczMzGAxM2z6NvMI8hnYeyssDXr75St99pzRQXbvCtGkqKxXXkn1NmyQ39eRIlBkKCgqoU6dOlWxbVB3JTXvMzcw7ypvx68dT17Yuf73xF71a9LrxCmfPQs+ekJ8PPj7w9NOVrFiA7GtaJbmpI0eizLR8+XJrlyBUkNy0x5zMLuVfYsb2GQB8NPijmzdQAB99pDRQzs7w1FMqqxTXk31NmyQ39aSJMsPo0aOtXYJQQXLTHnMy+2zPZyTlJNG9WXc+fujjm68QHAxr1oBOBwsWKH8Ki5B9TZskN/WkiTJDeHi4tUsQKkhu2lPRzEITQlkcuhiAJY8twcHO4cYrGAxXpzR45RWQL6FYlOxr2iS5qSdNlBnatm1r7RKECpKb9lQks8LiQqb4TsGAgZf6v8TDtz988w2vXasciapfH7791gKVimvJvqZNkpt60kQJITTpl8O/EHEhgqYOTflxZAVmGs/LU86FAvjwQ2jXrmoLFELUetJEmSEpKcnaJQgVJDftuVlm5y6d4/PAzwH4fsT3tKrf6uYbXbhQ+VZe+/YyJ1QVkX1NmyQ39aSJMsPAgQOtXYJQQXLTnptlNn37dHILchncYTCvDXzt5hu8cAHmzVN+/t//oF49C1Qprif7mjZJbupJE2WG7du3W7sEoYLkpj03ymxz9GY2x2zGzsYOt8fdsNFV4G3ss88gJwfuvRdeeMGClYpryb6mTZKbejLZphlkQjJtkty0p7zMsvXZ3PHrHZzPOs/HD37M3Ifn3nxjERHKt/AMBjh4EB54wPIFC0D2Na2S3NSRyTbN5ObmZu0ShAqSm/aUl9nsP2dzPus8XZp04bMhn918QwYDvPuu8udzz0kDVcVkX9MmyU09ORIlhNCE8KRwBv02iGJDMdsnbmdUt1E3X2nzZmVGcnt7iI6Gzp2rukwhxC1CjkSZSS7SqE2Sm/Zcn1lRcRFTfadSbChmQp8JFWugrlyB999Xfn7nHWmgqoHsa9okuaknTZQZxo8fb+0ShAqSm/Zcn9mSsCWEJobSyL4RCx9dWLGN/Por/PMPtGoFH1fgcjCi0mRf0ybJTT1posywb98+a5cgVJDctOfazBKzE/kk4BMA5j08j7YNKzC7cloafPml8vM330CjRlVRpriO7GvaJLmpZ5EmSq/X8+GHH9KuXTscHR1xcnJi165dN13v77//Zvz48dx+++3Uq1ePFi1aMGTIELZu3WqJsiyue/fu1i5BqCC5ac+1mc3cMZPsK9k43ebE1LunVmwDX34JmZnQvz+8VoF5pIRFyL6mTZKbehZpoiZNmsSCBQuYOHEiixYtwtbWljFjxnDgwIEbrnfmzBmys7N55ZVXWLRoEZ9/rsxA/MQTT7B06VJLlGZR2dnZ1i5BqCC5aU9JZn6xfqyPWo+tzha3x92wtbG9+crR0cpHeQALFoBtBdYRFiH7mjZJburZVXYDISEhrF27lvnz5/P+vydxvvzyy/Tt25dZs2YRFBRU7rpjxoxhzJgxJsumTZvG3XffzYIFC5gyZUply7Oo3Nxca5cgVJDctCc3N5fLBZd52+9tAGbeN5MBbQZUbOX334eiIhg7Fh6uwEWJhcXIvqZNkpt6lT4S5e3tja2trUnD4+DgwOTJkzl06BDnzp0za3u2trZ06NCBzMzMypZmcV27drV2CUIFyU17unbtyld7v+J05mk6Nu7InKFzKrbirl2wbRvY2cH8+VVaoyhN9jVtktzUq3QTFR4eTo8ePWh03Ymb9957LwARERE33UZubi6pqanExcWxcOFCtm/fzsM18DfIm308KWomyU07fE74MMB1AHd43cF3B78DwGW0Cw3qNrj5yoWFysSaAG+9BT17VmGloiyyr2mT5KZepT/OS0pKom3b0t+WKVmWmJh402289957xhlTbWxseOaZZ246b4Ver0ev1xvv5+TkmFO2KvI1UG2S3LTB54QPz657Fh06DFydA7iguKBiG1i2DI4fh6ZNYfbsKqpS3Ijsa9okualX6SNReXl52Nvbl1ru4OBgfPxmZs6cya5du/D09GT06NEUFRVx5cqVG64zb948GjdubLw5OzsDSlPn5uaGXq83NmIuLi4kJyezbt06IiMj2bdvH/7+/sTGxrJixQqys7NNxmZmZrJq1Sqio6PZvXs3gYGBHD9+nHfffZe0tDSTsXl5ebi7u3Pq1Cm2bdvGwYMHOXLkCN7e3iQmJpqMLSoqYsmSJSQkJLBx40bCwsIIDg5m69atxMfHs3Tp0lJ1p6SksHbtWiIjI9m7dy/+/v7ExMTg6elZqu6srCxWrlxJTEwMO3fuJDAwkGPHjrFmzRpSU1NNxubn5+Pu7k58fDy+vr4EBQURFhaGj48PiYmJLF68mOLiYlxcXCguLmbx4sUkJibi4+NDWFgYQUFB+Pr6Eh8fj7u7O/n5+SbbT01NZc2aNRw7dozAwEB27txJTEwMK1euJCsry2RsdnY2np6exMTE4O/vz969e4mMjGTt2rWkpKSYjNXr9SxdupT4+Hi2bt1KcHAwYWFhbNy4kYSEBJYsWUJRUZHJOr/88gve3t4cOXKEgwcPsm3bNk6dOoW7uzt5eXkmY9PS0vDy8uL48eMEBgaye/duoqOjWbVqFZmZmaXqXrFiBbGxsfj7+7Nv3z4iIyNZt24dycnJpep2c3PjzJkzbNmyheDgYEJDQ9m0aRPnz5/H1dWVwsJCk3WSkpLw9vYmPDycAwcO4OfnR1xcHMuXLyc3N9dkbHp6Ol5eXkRFRbFnzx4CAgKIiopi9erVZGRkmIzNycnBw8OD2NhYduzYwf79+4mIiGD9+vWl6i4oKMDNzY2zZ8+yefNmQkJCCAkJYfPmzZw9exY3NzcKCgpK7Wvr168nIiKC/fv3s2PHDmJjY/Hw8CAnJ8dkbEZGBqtXryYqKooPfD8o1UDp0PHV3q9wcXEhNzeX5cuXExcXh5+fHwcOHCA8PBxvb28unDzJ5X/Pydw3fDiFjRrh6urK+fPn2bRpE6GhoQQHB7NlyxbOnDlTZe8RXl5et/R7xM8//6zJ94jExMRb+j1iyZIlmniPCAgIYM+ePURFReHl5UV6errJ2Bu9RyQlJZmMLSwsrPR7RFBQUOUv+9K3b19at25NQECAyfKoqCj69OmDq6srU6dW8GvJ/xo5ciSZmZkcPnwYnU5X5pjrj0RFRETg7Owsl30RQqMcv3Ekvyi/1HIHOwfyPr3JL2MffQTffQc9eihHo+RiqkKIKmaRy760bduWpKSkUstLlrVr187sbY4bN47Q0FBOnjxZ7hh7e3saNWpkvDVoUIFzJipJpsbXJslNG3q06IEO01+adOjo2fwm5zbFx8PCf2cx/+EHaaCsSPY1bZLc1Kt0E3XnnXdy8uRJsrKyTJYfPnzY+Li5Sj4CvHTpUmXLs6iJEydauwShguSmDbOdZ5f6KM+AgdnONzm/6cMPlevkPfwwPP54FVcpbkT2NW2S3NSrdBM1btw4ioqKTCbH1Ov1eHh44OTkRIcOHQC4fPky0dHRpKamGsddvHix1PYKCgpYuXIljo6O3HHHHZUtz6L8/PysXYJQQXLTho6NOxp/tsOO/q374/OcD0/3frr8lQ4cgPXrQadTJtYs5+N/UT1kX9MmyU29Sn87z8nJifHjx/Pxxx9z8eJFunXrhqenJ6dPn2bZsmXGcSEhIQwbNozZs2czZ84cAKZOnUpWVhZDhgzhtttu48KFC6xevZro6Gh+/PHHavmIzhwDBw60dglCBclNGxYcWgDAS/1f4uOeH9/8l6jiYnjnHeXnyZOVS7wIq5J9TZskN/UsctmXlStXMnPmTFatWsWMGTMoKCjA19eXIUOG3HC9CRMmYGNjw5IlS3jzzTdZsGAB7du3Z/PmzbxbMt9LDVLWuV+i5pPcar6zl86y7u91ALx3/3sVy2z1aggLgwYN4Ouvq7hCURGyr2mT5KZepY9EgTKdwfz585l/gxmChw4dyvVfBHz++ed5/vnnLVFCtSjvm4KiZpPcar6fD/9MkaGI4V2Gc2ebO9kTtefGK+TmwscfKz9/8gm0aVP1RYqbkn1NmyQ39SxyJOpW0UbeqDVJcqvZsvRZ/Hb0NwDevU85An3TzH74ARISoFOnqx/pCauTfU2bJDf1pIkyQ0UuYSNqHsmtZlt2dBlZ+ix6tejF6O6jgZtklpAA33+v/Pzdd/DvxL7C+mRf0ybJTT1poswwatQoa5cgVJDcaq7C4kIWHV4EKEehbHTKW9INM/v0U7h8GR54AJ57rjrKFBUk+5o2SW7qSRNlBi8vL2uXIFSQ3GquDVEbOHPpDC3rteSl/i8Zl5eb2ZEj4Omp/LxwoUxpUMPIvqZNkpt6lb7sS01x9OhR7r77brnsixAaYTAYcHJ3IjQxlNnOs5kzdM7NVgBnZ9i/HyZOhN9/r5Y6hRCiLBa57MutRKbG1ybJrWY6eO4goYmh2Nva89Y9b5k8VmZmPj5KA+XgAHPnVlOVwhyyr2mT5KaeNFFmePXVV61dglBBcquZfjz0IwAvD3iZVvVbmTxWKjO9HmbNUn5+/33o2BFR88i+pk2Sm3rSRJnhjz/+sHYJQgXJreb5J/0fNkdvBuCd+0pPUVAqs59/hlOnoG1b5Vp5okaSfU2bJDf1pIkyg7Ozs7VLECpIbjXPT8E/YcDAmO5j6N2yd6nHTTK7eBG++Ub5+dtvlRnKRY0k+5o2SW7qSRNlhpiYGGuXIFSQ3GqW9Lx0PCI8AOUSL2UxyWzOHMjKgoED4ZVXqqFCoZbsa9okuaknTZQZGjVqZO0ShAqSW83iFubG5YLLDGg9gGGdh5U5xpjZ33+Dm5vy88KFYCNvWTWZ7GvaJLmpJ+9IZqhfv761SxAqSG41x5WiK/wS8gugHIUq75pdxszeew+Ki+Hpp5XpDUSNJvuaNklu6kkTZYa4uDhrlyBUkNxqjjXH1pCUk0S7hu2Y0HdCuePi4uJg+3bw94c6da5e5kXUaLKvaZPkpp6dtQvQksGDB1u7BKGC5FYzGAwGFgQvAGD6vdOpa1u33LGD770XSi5FMX06dOtWHSWKSpJ9TZskN/XkSJQZNmzYYO0ShAqSW80QEB9AZHIk9evUZ+rdU2849uT778OJE9C8OXz+eTVVKCpL9jVtktzUk8u+CCGqxejVo9nxzw6m3zudn0f/XP7AjAzo3h3S0sDFBd5+u/qKFEKICpLLvphJpsbXJsnN+v6++Dc7/tmBDh3/dfrvjQd//LHSQPXuDVNvfMRK1Cyyr2mT5KaeNFFmeOONN6xdglBBcrO+hcELAXi699N0bda1/IGbN1+d0uCXX8BOTtvUEtnXtElyU0+aKDO4u7tbuwShguRmXck5yayKXAWUP7kmAElJMHkyAH89/DA8/HB1lCcsSPY1bZLc1JMmygyPP/64tUsQKkhu1rU4dDFXiq7gdJsT97e/v+xBxcXKbORpaXDnnTQvORolNEX2NW2S3NSTJsoMYWFh1i5BqCC5WU9eQR6/hv4K3HhyTX76CXbtAgcH8PIi7Nix6itSWIzsa9okuaknJxyY4bbbbrN2CUIFyc16Vv61krS8NDo36czTvZ8ue1BEhHIyOcCCBdC7N7fl5FRbjcJyZF/TJslNPTkSZYaioiJrlyBUkNyso9hQbJxc879O/8XOpozf2S5fhhdfhCtX4Ikn4N8TXCUzbZLctElyU0+aKDNcvHjR2iUIFSQ36/CL9eNk2kka2zdm8sDJZQ8qmVSzTRtwd4d/P+6TzLRJctMmyU09izVRer2eDz/8kHbt2uHo6IiTkxO7du264TqhoaFMmzaNPn36UL9+fTp27Mhzzz3HyZMnLVWWRQ0YMMDaJQgVJDfr+PHQjwBMuXsKDe0blh6wZQssWaL87OkJLVsaH5LMtEly0ybJTT2LNVGTJk1iwYIFTJw4kUWLFmFra8uYMWM4cOBAuet89913bNiwgYcffphFixYxZcoU9u3bx1133cXx48ctVZrF7Nixw9olCBUkt+p3NOkof57+EzsbO6bfO730gGumM+Cdd2DkSJOHJTNtkty0SXJTzyKXfQkJCcHJyYn58+fz/vvvA5Cfn0/fvn1p1aoVQUFBZa4XFBTEoEGDqFv36oVIY2Nj6devH+PGjeP333+vcA3VcdkXvV6Pvb19lWxbVB3Jrfq95PMSq4+t5sV+L7L6mdWmDxYXw+jRsHMnDBgAhw/DdflIZtokuWmT5KaOxS774u3tja2tLVOmTDEuc3BwYPLkyRw6dIhz586Vud4DDzxg0kABdO/enT59+nDixAlLlGZRv/32m7VLECpIbtXrfNZ5/vj7DwDeve/d0gMWLVIaqH+nM7i+gQLJTKskN22S3NSzSBMVHh5Ojx49aNSokcnye++9F4CIiIgKb8tgMJCcnEyLFi1uOE6v15OVlWW85VTDV6KnTZtW5c8hLE9yq14/H/6ZwuJCnDs5c3e7u00fjIiAjz5Sfl6wAO64o8xtSGbaJLlpk+SmnkWaqKSkJNq2bVtqecmyxMTECm9r9erVJCQkMGHChBuOmzdvHo0bNzbenJ2djbW4ubmh1+uNF1V0cXEhOTmZdevWERkZyb59+/D39yc2NpYVK1aQnZ1tMjYzM5NVq1YRHR3N7t27CQwM5Pjx40yZMoW0tDSTsXl5ebi7u3Pq1Cm2bdvGwYMHOXLkCN7e3iQmJpqMLSoqYsmSJSQkJLBx40bCwsIIDg5m69atxMfHs3Tp0lJ1p6SksHbtWiIjI9m7dy/+/v7ExMTg6elZqu6srCxWrlxJTEwMO3fuJDAwkGPHjrFmzRpSU1NNxubn5+Pu7k58fDy+vr4EBQURFhaGj48PiYmJLF68mOLiYlxcXCguLmbx4sUkJibi4+NDWFgYQUFB+Pr6Eh8fj7u7O/n5+SbbT01NZc2aNRw7dozAwEB27txJTEwMK1euJCsry2RsdnY2np6exMTE4O/vz969e4mMjGTt2rWkpKSYjNXr9SxdupT4+Hi2bt1KcHAwYWFhbNy4kYSEBJYsWUJRUZHJOvPmzcPb25sjR45w8OBBtm3bxqlTp3B3dycvL89kbFpaGl5eXhw/fpzAwEB2795NdHQ0q1atIjMzs1TdK1asIDY2Fn9/f/bt20dkZCTr1q0jOTm5VN1ubm6cOXOGLVu2EBwcTGhoKJs2beL8+fO4urpSWFhosk5SUhLe3t6Eh4dz4MAB/Pz8iIuLY/ny5eTm5pqMTU9Px8vLi6ioKPbs2UNAQABRUVGsXr2ajIwMk7E5OTl4eHgQGxvLjh072L9/PxEREaxfv75U3QUFBbi5uXH27Fk2b95MSEgIISEhbN68mbNnz+Lm5kZBQYFxnR9++QG3MGW28afbPM3+/fvZsWMHsbGxrHR1pfj555XpDMaOxaWwkIyMDFavXk1UVBQBAQHs2bOHqKgo/vOf/5Cenm5SS25uLsuXLycuLg4/Pz8OHDhAeHg43t7eJCUlmYwtLCzE1dWV8+fPs2nTJkJDQwkODmbLli2cOXOmyt4jvLy8bun3iLlz52ryPSIxMfGWfo+YP39+tb1HlOxr69evJyIiwuQ9wsPDg5ycHJOx5b1HeHl5Wf09IigoyDLnRHXt2pWePXvi5+dnsvzUqVN07dqVhQsXMnPmzJtuJzo6GicnJ/r06cP+/fuxtbUtd6xer0ev1xvvR0RE4OzsXKXnRCUnJ9O6desq2baoOpJb9VkUvIiZ/jPp0bwHJ94+gY3umt/T3n4bfv1Vmc4gMtLk23jXk8y0SXLTJslNHYudE+Xo6GjS0JTIz883Pn4zFy5c4LHHHqNx48bGc6xuxN7enkaNGhlvDRo0UFe8Gfbu3VvlzyEsT3KrHoXFhfx0+CcA3rnvHdMGautWpYGCUtMZlEUy0ybJTZskN/UsctmXtm3bkpCQUGp5UlISAO3atbvh+pcuXWL06NFkZmayf//+m463ll69elm7BKGC5FY9Np7YyOnM0zR3bM7LA16++kBSErz2mvJzGdMZlEUy0ybJTZskN/UsciTqzjvv5OTJk2RlZZksP3z4sPHx8uTn5zN27FhOnjyJr68vd5RzomlNkJmZae0ShAqSW/UoucTLW/e8Rb069ZSFxcUwaRKkpkL//jB3boW2JZlpk+SmTZKbehZposaNG0dRURFLly41LtPr9Xh4eODk5ESHDh0AuHz5MtHR0aSmpgLK9XomTJjAoUOHWL9+Pffff78lyqkyeXl51i5BqCC5Vb2gc0EEnw+mrm1d3r7n7asP/Pzz1ekM1qxR/qwAyUybJDdtktzUs8jHeU5OTowfP56PP/6Yixcv0q1bNzw9PTl9+jTLli0zjgsJCWHYsGHMnj2bOXPm8N5777FlyxbGjh1Lenp6qck1X3rpJUuUZzG33367tUsQKkhuVa/kEi8v9XuJ1g3+PUH1r7/gww//HfBjudMZlEUy0ybJTZskN/Us0kQBrFy5ks8//5xVq1aRkZFB//798fX1ZciQIeWuUzJ/1NatW9m6dWupx2taE3Xw4EG6d+9u7TKEmSS3qhWXHsfGExsBePf+fyfXzMuDF19UpjN4/HF4802ztimZaZPkpk2Sm3oWmeKgJqiOy75kZ2fTsGEZF1IVNZrkVrVmbJ/BLyG/MKrbKLZP3K4snDYNFi+G1q2V6QxatTJrm5KZNklu2iS5qWOxKQ5uFZ6entYuQagguVWdjLwMlocvB665xIuvr9JAgTKdgZkNlLKaZKZFkps2SW7qyZEoIYRq3x34jo8CPqJ/6/5ETI1Al5wM/fop38abORMWLrR2iUIIUSXkSJSZSqZ/F9oiuVWNK0VX+DnkZ0A5CqUzGEynM5g3T/W2JTNtkty0SXJTT5ooM9S0E91FxUhuVeOP43+QmJ1ImwZteL7v8/DLL+Dvr0xj4OVV4ekMyiKZaZPkpk2Sm3rSRJmhrG8QippPcrM8g8FgnFxz+r3TsY+KgVmzlAd/+AH69KnU9iUzbZLctElyU89iUxzcCu655x5rlyBUkNwsL/B0IBEXIqhXpx5v9HkFHhp5dTqDt96q9PYlM22S3LRJclNPjkSZ4fz589YuQagguVleyeSakwZMotkX8yAqSpnOYNky0OkqvX3JTJskN22S3NSTI1FmsLW1tXYJQgXJzbJOpJzAL9YPHTo+zRoAi6cqD6xYoWo6g7JIZtokuWmT5KaeHIkyQ8uWLa1dglBBcrOshcHKtAWvtHmUdv/9TFn43//CqFEWew7JTJskN22S3NSTJsoMkZGR1i5BqCC5Wc7F3Ius/GslumL4cU0GpKQo0xn8738WfR7JTJskN22S3NSTj/PM8Oijj1q7BKGC5GY5v4b+ir5Izw8xHWi297BFpjMoi2SmTZKbNklu6smRKDOsWbPG2iUIFSQ3y8gryOPX0F/pdwFm+iQpC+fPr/R0BmWRzLRJctMmyU09ueyLEKJCfjvyGzM2TiFiWR16XiiAxx6DrVst8m08IYTQGrnsi5lkanxtktwqr9hQzILgBXy/C6WBat0ali+vsgZKMtMmyU2bJDf15EiUGfLy8nB0dKySbYuqI7lVnl+sH4vnPMY2r38XbN9u0W/jXU8y0ybJTZskN3XkSJSZVq9ebe0ShAqSW+Ut3zEPj03/3pkxo0obKJDMtEpy0ybJTT1poswwfPhwa5cgVJDcKiciKZzXfj5Aq8tw5Y5e8N13Vf6ckpk2SW7aJLmpJ02UGU6cOGHtEoQKklvlHPt8CmP+gSt1bKj7x3qLT2dQFslMmyQ3bZLc1JMmygxNmjSxdglCBclNveRDuxnvGQZA0hfvQt++1fK8kpk2SW7aJLmpJ02UGRyq4TdwYXmSm0p5eRhefAGHQjjUvymdPv2+2p5aMtMmyU2bJDf1pIkyQ3x8vLVLECpIbupcef9d2pxOJbk+ZP66sFrng5LMtEly0ybJTT1poszwwAMPWLsEoYLkpoKfH3V/dQXgk/9ry6MP/F+1Pr1kpk2SmzZJbupJE2UGHx8fa5cgVJDczJScjOHVVwFY5AR3v/YZNrrqfauQzLRJctMmyU09i7wz6vV6PvzwQ9q1a4ejoyNOTk7s2rXrpuvl5OQwe/ZsRo0aRbNmzdDpdKxYscISJVWJadOmWbsEoYLkZgaDAV59Fd3FixxrBd+NbcqkOydVexmSmTZJbtokualnkSZq0qRJLFiwgIkTJ7Jo0SJsbW0ZM2YMBw4cuOF6qampfPXVV5w4cYIBAwZYopQqJVPja5PkZgYXF9i+Hb2djheehdfuf4t6depZoQzJTIskN22S3NSr9GVfQkJCcHJyYv78+bz//vsA5Ofn07dvX1q1akVQUFC56+r1ejIyMmjTpg1hYWHcc889eHh4MGnSJLPrqI7LvhQVFWFra1sl2xZVR3KroGPH4J57QK9n+mhY+kBdTv/3NG0btq32UiQzbZLctElyU8cil33x9vbG1taWKVOmGJc5ODgwefJkDh06xLlz58pd197enjZt2lS2hGqzdOlSa5cgVJDcKiAvD158EfR6jg5sg8u98GK/F63SQIFkplWSmzZJburZVXYD4eHh9OjRg0aNGpksv/feewGIiIigQ4cOlX2aUvR6PXq93ng/JyfH4s9xvSeeeKLKn0NYnuRWAR99BMePU9SyOY89kgw6ePe+d61WjmSmTZKbNklu6lX6SFRSUhJt25b+bbVkWWJiYmWfokzz5s2jcePGxpuzs7OxHjc3N/R6vfFzXhcXF5KTk1m3bh2RkZHs27cPf39/YmNjWbFiBdnZ2SZjMzMzWbVqFdHR0ezevZvAwECOHz/OokWLSEtLMxmbl5eHu7s7p06dYtu2bRw8eJAjR47g7e1NYmKiydiioiKWLFlCQkICGzduJCwsjODgYLZu3Up8fDxLly4tVXdKSgpr164lMjKSvXv34u/vT0xMDJ6enqXqzsrKYuXKlcTExLBz504CAwM5duwYa9asITU11WRsfn4+7u7uxMfH4+vrS1BQEGFhYfj4+JCYmMjixYspLi7GxcWF4uJiFi9eTGJiIj4+PoSFhREUFISvry/x8fG4u7uTn59vsv3U1FTWrFnDsWPHCAwMZOfOncTExLBy5UqysrJMxmZnZ+Pp6UlMTAz+/v7s3buXyMhI1q5dS0pKislYvV7P0qVLiY+PZ+vWrQQHBxMWFsbGjRtJSEhgyZIlFBUVmayzc+dOvL29OXLkCAcPHmTbtm2cOnUKd3d38vLyTMampaXh5eXF8ePHCQwMZPfu3URHR7Nq1SoyMzNL1b1ixQpiY2Px9/dn3759REZGsm7dOpKTk0vV7ebmxpkzZ9iyZQvBwcGEhoayadMmzp8/j6urK4WFhSbrJCUl4e3tTXh4OAcOHMDPz4+4uDiWL19Obm6uydj09HS8vLyIiopiz549BAQEEBUVxerVq8nIyDAZm5OTg4eHB7GxsezYsYPj8+fDzz8DsPg/g7hQ38CI20ewd/1eCgoKcHNz4+zZs2zevJmQkBBCQkLYvHkzZ8+exc3NjYKCglL72vr164mIiGD//v3s2LGD2NhYPDw8yMnJMRmbkZHB6tWriYqKIiAggD179hAVFcVPP/1Eenq6ydjc3FyWL19OXFwcfn5+HDhwgPDwcLy9vUlKSjIZW1hYiKurK+fPn2fTpk2EhoYSHBzMli1bOHPmTJW9R3h5ed3S7xH+/v6afI9ITEy8pd8jAgMDb/gesX//fiIiIli/fn2puq31HuHl5WX194igoKDKnxPVtWtXevbsiZ+fn8nyU6dO0bVrVxYuXMjMmTNvuh1zz4m6/khUREQEzs7OVXpOVFhYGIMGDaqSbYuqI7ndQHIy9O8PFy+if3MKLTp4kXMlhx0Td/Bot0etVpZkpk2SmzZJbuocPXq08h/nOTo6mjQzJfLz842PVwV7e3vs7e2N9xs0aFAlz3OtwsLCKn8OYXmSWzkMBnjtNbh4Efr2ZfG4TuTsz6FPyz6M7DrSqqVJZtokuWmT5KZepZuotm3bkpCQUGp5UlISAO3atavsU9QYKSkp1i5BqCC5lWPxYvDzA3t7ClZ5sjDwSQDevf9ddNV4iZeySGbaJLlpk+SmXqXPibrzzjs5efIkWVlZJssPHz5sfLy26FtNV7AXliW5leH4cfh3ShK+/551Nic4n3We1vVbM7HfROvWhmSmVZKbNklu6lW6iRo3bhxFRUUmX5HU6/V4eHjg5ORk/Gbe5cuXiY6OJjU1tbJPaTUVmYVd1DyS23Xy8+GFF0Cvh9GjMUybxo+HfgRg2r3TsLezv8kGqp5kpk2SmzZJbupV+uM8Jycnxo8fz8cff8zFixfp1q0bnp6enD59mmXLlhnHhYSEMGzYMGbPns2cOXOMy0u+6VLyLb6tW7dy/vx5AKZPn07jxo0rW6LFvPLKK9YuQagguV3n3+kMaNkSPDzYe3Yf4RfCcbRz5I1Bb1i7OkAy0yrJTZskN/UsctmXlStXMnPmTFatWsWMGTMoKCjA19eXIUOG3HTdH374gc8//5wlS5YAyoUQP//8cz7//HMyMjIsUZ7F/Pbbb9YuQagguV1jxw5YtEj52cMDWrc2HoV6ZcArtKjXworFXSWZaZPkpk2Sm3qVnuKgpqiOy74IoWkXLyrTGSQnw7Rp8MsvRKdG03txbwBipsXQo3kPKxcphBDaYJHLvtxK5CKN2iS5oUxn8OqrSgPVty98/z0APwX/BMDYHmNrVAMlmWmT5KZNkpt60kSZYcKECdYuQagguQG//mqczgAvL3B0JCU3Bc+/PAF47/73rFygKclMmyQ3bZLc1JMmygwBAQHWLkGocMvn9vffV6cz+O476NcPgCVhS8gvzOfutnczpNPNz1+sTrd8ZholuWmT5KaeNFFmuOOOO6xdglDhls6tZDqD/HwYNQpmzFAWF+azOHQxUDMm17zeLZ2Zhklu2iS5qSdNlBlq2rcFRcXc0rl99BEcO6ZMZ7BiBfzbLK2OXM3F3Iu0b9Se8XeMt26NZbilM9MwyU2bJDf1pIkyQ8n1AIW23LK5lTGdAYDBYGBB8AIA/uv0X+rY1rFWheW6ZTPTOMlNmyQ39aSJMkPnzp2tXYJQ4ZbM7eJFmDRJ+fntt+Gxx4wP+cf5E5USRYO6DXj9rtetU99N3JKZ1QKSmzZJbupJE2WG4OBga5cgVLjlcjMYYPJkZTqDPn1g/nyTh0sm13x94Os0cWhihQJv7pbLrJaQ3LRJclNPJts0Q3Z2Ng0bNqySbYuqc8vltnixMpmmvT2EhCgTbP7rrwt/cafbndjobIibEUfnJp2tV+cN3HKZ1RKSmzZJburIZJtm8vT0tHYJQoVbKrfrpzO4poECWBi8EIBxd4yrsQ0U3GKZ1SKSmzZJburJkSghaov8fHBygshIePRRZXJNm6u/JyVmJ9L5p84UFBcQPDkYp/ZOVixWCCG0TY5EmUmmxtemWya3jz9WGqiS6QxsTHdvlxAXCooLGNxhcI1voG6ZzGoZyU2bJDf15EiUGbKysmjUqFGVbFtUnVsitx07YPRo5eetW+Hxx00ezr2SS4eFHcjIz8DnOR+e7v20FYqsuFsis1pIctMmyU0dORJlpk2bNlm7BKFCrc8tJcV0OoPrGiiAFREryMjPoGvTrjzR84nqrU+FWp9ZLSW5aZPkpp40UWZwcqrZH4GIstXq3AwGeO01ZTqDO+4oNZ0BQFFxkfGE8pn3zcTWxra6qzRbrc6sFpPctElyU0+aKDOcOXPG2iUIFWp1bkuWgK8v1K0La9aAo2OpIVtithCXEUdTh6a8euerVijSfLU6s1pMctMmyU09aaLMUKdOzbs8hri5Wpvb33/De+8pP5cxnUGJkku8TL17KvXr1q+u6iql1mZWy0lu2iS5qWdn7QK0pEWLFtYuQahQa3IrKoKkJDhzBk6fVhqn/HxlOoMZM8pcJSQhhANnD1DHpg7TnaZXb72VUGsyu8VIbtokuaknTZQZjh8/Tr9+/axdhjCTZnIrKICEBKVBKmmUzpy5+vO5c8qYa7VooVxc2Kbsg8oll3h5od8LtGvYrkrLtyTNZCZMSG7aJLmpJ02UGUaMGGHtEoQKNSY3vR7OnjVtkK5tlM6fh+LiG2/D1hY6dIDOnaFLF/jvf6Ft2zKHns48jXeUNwDv3veuRV9KVasxmQmzSG7aJLmpJ02UGdauXcu0adOsXYYwU7Xldvly2Q1SyZ9JSTffRt260KmTcuvc2fTPTp2gXTuwq9hu+/Phnyk2FPNwl4cZ0GaA+tdlBbKvaZPkpk2Sm3oy2aYQFXXpkunHa9f/mZp6823Uq1d+g9S5M7RuXe5Hc2aVmn+JDgs7kH0lG78X/RjdfXSltymEEOKqo0ePypEoc7i4uEi3riE+J3z4cu+XRCVHcUfrO5jtPJtnej9T9mCDAdLTS5+HdO2fmZk3f9JGjcpvkDp1Us5h0uks9ArL537Unewr2fRu0ZtHuz1a5c9nabKvaZPkpk2Sm3oWORKl1+v54osvWLVqFRkZGfTv359vvvmmQp+zVmbda1XHkaj8/HwcHByqZNui8i4XXCb1cippl9PYFL2Jr/Z9hQ4dBgzoDNAqB9YMmscwXZeyG6Xc3Js/SfPmNz6S1KRJVb7ECikoKqDrz105l3WO38b+xut3vW7tkswm+5o2SW7aJLmpY7EjUZMmTcLb25uZM2fSvXt3VqxYwZgxYwgMDOTBBx+ssnWr2++//87rr2vvHyStMRgMZF/JJu1ymtIU5aUZm6OMnBRyUxLRpyVzJT2FovQ0DJcysbmURb3LhTTJh8Z66JwPPvnQON/AbdnQ8RI4FgJ8fOMnb936xkeSGjSo8tdfWd5R3pzLOkfLei15qf9L1i5HFdnXtEly0ybJTb1KH4kKCQnBycmJ+fPn8/777wNKV9u3b19atWpFUFBQlax7vao8EjVr1yx+CfmF/MJ8HOwcmH7vdL4f8b1Fn8NaSj7yOpl6kh4tetz4Iy8Vig3FXMq/9G8TlEpGWgI5F8+Tm5pIfuoFpRHKSMOQmYnu0iXssnKpm5NHo7xiGudjbIqa5EPjfGhQcPPnLLcWIKERnGkMKa3q49i1J2373EfPux/FoVtP6NixzBm/tcRgMHDPb/dwJOkIc5znMHvobGuXpEp8fDxdunSxdhkWVdX7Wk0guWlLyWuLTommV8tetea1VVdmR48erXwTNWvWLBYsWEB6errJVaDnzZvHJ598wtmzZ+nQoYPF1y3rxVRFEzVr1yzmB5W+HtkHD3yg+UbK54QPz657ttTyDc9tKPMvXNEVPRkXTnPp4lmyks9yOTWJ/NQL6NMvUpSeRnFGOrqsLGyzcqibcxmHHD31LhcYG6Am+WBnoa8xXHGsS2GD+hQ1boiucWNsmjajTtMW2DVrga5JE7477sZpMrlkDxcawOkmcL4R2Do4YDAY0Bfpjduqa1uXoZ2HMrrbaMZ0H0P3Zt3RVcN5S5VR3pvEvjP7cF7hjIOdA2dnnqVl/ZbWLlUVX19fHi/jQspaVbKvGT9e/vfP7x75jpFdR2JnY0eXJl2MM8pn67PJ0mdha2OLnY0ddjZ22OqUn21tbKljU6dG/R0t+ft44uIJerfqXav+MS4rt/LeI7Wktr626nxdFmmiRowYQUJCAlFRUSbLAwICeOSRR9iyZQtjx461+Lp6vR69/uo/hBERETg7O1u8iXL81pH8wnw+3A/P/Q3N88AA6KDUhVxP3X07Ohtb0OloevIcTTPzjWNN6OD04L5Qxw50NjQ6HkuzlJxrHzZZ7+zwu9E51gOdDY4Rx2hxPuO6EVd/Oj9qMHZNmoJOh01oGK3/Kf21+pKxXv1tOFc3H4MO7j8HTueVx2wMUBcbbIoN2BWBXZEBHVC/EkeBrlVoA9kONmQ52vzbADWHxo3IcICYgiTy6tuT38Cey/Xqklu/Dpfr1SGnnh0TH3yLe/qMgEaNOJgUwrwD88p9jtDEUC7mXiy13NHOkeFdhpN6OZWLuRe5kHOBvMI8kzH169SnXcN2tGvYjtb1W2Nna4cOHTqdjgl9JvB4D+Uf99OZp/l679fodDrj49f+Oab7GMb2VP7+Xsi5wNz9c8scp9PpcO7kbBybmZ/J9we/R/dvUtePLyguYN6BeWW+SXj+5cmWmC1MuWsKbmPdLJKXNQQFBfHAAw9YuwyLGeA6gMjkyBuO+fOVP3Hu7AyAS4gL07eXP8P8the3Mab7GABW/rWSt7a9ZWywrm+4fh3zq/HbmTvjdvJxwMdlNmZ2Nna8d/97PHL7IwAcTTrKD0E/XH1cZ2cydvwd4xnccXC5v4w9d8dz9GrRCwMGRnUbxQMdlDzPZJ7BNcwVAwYMBkOpP0d1G8WIrso5sQlZCXx38Lsyx5Vs96leTwFwMfciH+/+GANljx15+0j+b8D/AZCel85b294qt4aHuzzM2/e+zQDXARxLPoYB038mG9ZtyNDOQwEY0mkI7z+gfJJSVFzEM+tM/6HWXfM+fU+7e/h0yKfG++PXj6ewuLDMsf1b92fO0DnG+69seoWcKzllju3RvAdzH55rvP+G7xuk5aWVObZj4478MPKHcl9bY/vGjOo2CoBW9Vvx8+ifjY99tPsjTmeepixNHJrg+rir8f6cP+cQnRpd5ljHOo54POlhvD93/9xy9w+dTseaZ9cY7/8Y9COhiaFljgWISoni+MXjJq9Lh47+rfsT8UZEueupYZFzopKSkmhbxmR/JcsSExOrZN158+bx5ZdflrlNNzc3Jk2axG+//ca0adNwcXFh/Pjx7N27l169epGZmUleXh633347Bw8e5Nlnn8XT09M49qWXXmLr1q3cc8895BfmA/BoHNx14fpnKzK51353bLn1Xu+2rREVHtvOO7jCY9t6BVZ47Dt/3ujR8id91NuCfVG5D7Pjnva0eeQxzqZfomn83zy085jJ4zoD1C0opmFxMb8/48SrP67Fx8eHemcC6bA0DL0d5Nspz5Nvh/G+38XG9Hd6Gk8PD+o7nOOOVdtMHr92nTqtdfDvwc16V6BVLuTZweU6efhHb6Pwmv53pMNIHh3yKG6BbsQVxpFbkEtseiyx6aXzzPoni8c/eBwXFxf6PtqX5RHLy/3/cDrqNGNnjcXFxYUHn36QX0J+KXfsX3/9xeh3RuPq6srYl8besEGsr6tvbJwA458ve79MbrFycvx93EdUVBTh4eGMGTOG1atXG/9+T5o0ifXr1/Pggw8SFxdH/fr1adiwIbGxsQwZMoT169cbx06dOpXly5czevRowsPDjftmUlISAwcOZPv27bz22mu4ubmZ7Gv79u2je/fuZGdnk5ubS9euXTlw4ADjx49nxYoVxrETJ07Ez8+PgQMHkpSUhE6no02bNsZ91cvLyzj21Vdf5Y8//sDZ2ZmYmBgaNWpE/fr1iYuLY/DgwWzYsME49o033sDd3Z3HH3+csLAwbrvtNoqKirh48SIDBgxgx44dFnuPOH/+PLa2trRs2ZK//vqLLvd24cdNP5J/Wz59L/ZlztQ5RCVHlR0m0FjXGPt69mzduJUHZzzI0qVLyeiagS22FFH2jrZt6zbGvDsGFxcXrvS7Qm5B+V+K8Nniw+j3RuPi4oLjvY4cTTpa7thWF1rxyHuP4OLiQmvn1qw5vqbcscnHk7n/3fuZvmG6yd/HEuui1hl/jo6I5q4378Ld3Z27nryL/x38X7nbPR19GqdXnVi5ciUPjXvohvtNUnwSg5sP5o8//mDUi6NuuD+mJ6QzvMVwtmzZwuMvPM4ff/9R7tic1BxGtxhNVHJUqdcFkH0lm60ntyo/p2fzeLPHCQ0NZfRjo9kSs6Xc7aakpjC2yViio6NxdnZmU9QmCiksc+y5i+d4rP5jJCQkMGjQILwjvblsuFzm2H5N+zHGfgxZWVn07NmTdRHryCjKKHNsj8Y9GGM3hhMXT5T52i7pLxn/33Ro0IExujHG94h1R9YRnx9f5nZbOrZkdNFo43vEurB1nMg9UebYBnUaMObKGON7xIYjGzh6qey/lzY6Gx7Pf9z4HrHpxCYOpB0ocyyAHXalXpcBA9Gp0cZvIVrqPSIyMrLyR6K6du1Kz5498fPzM1l+6tQpunbtysKFC5k5c6bF163uI1HPHYeR/0DT/KtHctrWb/Pv8SDlf2F+/z7/HkYyYBN/mjqXcq6GaTD+BwxwuXsnsLHBYDBgl3gB+6zLGHSgM5iON2Agp0NrDDa2YCimbmoG9jn5pbZX8kN2q0YYbO3AUIz9pVzsc//9f/TvdnXXbPusvZ7Cf6ckqlcAdYvgii1csYHWTW7Dtk5dbOzqYGtXB4cpb3Hb3cNo2roT59a6UeS1Gjt9AbYFhdheKcD2SqHxVuixjFbOym++SfM+pdXn/8O2qOymLHnDSlo/o/x2mLzwG1q/+3m5WVzw/JU2L78JwEX3RbT6z8xyx374Uhvmd0vGgIHHY2Drdf8WFNvaUGhfh0KHuqR/+RHtp30CwOk9G7n8zjTSySPFkMMlmwLy6igNWF4dCLuzFZ3HvMiY7mPoaWjO0d/nU2BvR0FdOwrs7bhS144CBzuu1LXlrj4jGNLvMaXe3Iv8fPjncn+jHtJpiPEIV3peOl/t/arcse5H3SkoLv+woA4dgzsOZnjn4Yy7Yxz9Wmvvcg4+Pj4884w2PlJIyU1h96nd7Dq1i51xO0nITjA+9u3wb/nkoU/K/K2/or8dFxuKKSwupKi4SPnTUET9OvWpY6tcNDZbn03K5ZRSYwqLCyksLqRH8x40c2wGQGJ2In9d+Mvk8ZJ1CosLeajTQ9ze9HYA4tLj2BKzxTj2+m0/1esp7r3tXhy/cSS/KL9U3bY6W6bePRWdTsczvZ9heJfhgHIEd1HwonKP4I7sOpKHb38YUI7guoS4lHsEd3CHwcaxGXkZuIa5lrvdgW0HGmvIvZLLsvBl5W63V4teDO08tNzcbmt0G3Oc5wBwe9PbGdZlmDGrZUeXlZtlx8YdTaYc+e3IbxQbyn5vbNewnfHoNMDy8OXoC/Vljm1VvxXP3nH1aOCKiBXkXim7sW7m2IwX+r1Q7mtr17AdHw7+EIBG9o145c5XjI+vPb6WlNyUMrdbr049Jt812XjfO8qbpOyyJxiuY1uHNwa9Yby/OXozZy+dLXOsTqdj2r1Xp1/YdnIbpzJOlTkW4Lejv1XrkahKN1F9+/aldevWBAQEmCyPioqiT58+uLq6MnXqVIuve73qPidq1gOz+G7EdxZ7Hmvo/FNnzlw6U3p5487Ezyz7tw3VioqUy57o9cpFc/PzlZ/bt7/6jbezZyEi4uqY6/8cNw569lTGHjoEbm5lj8vP5+Abj/Fg0jfo0PHECQNeG6Be2b/wwfLl8Oqrys/bt8OYMeW+jBmj4Jf7lJ8fSbBn129lv6kB8M038Om/h+4jI+HBB5UT16+91aun/Pl//wcvv6yMvXhRubjw9WP/vT17/HM22v1T6k2irN8qXUa78Pa9bwPKP/anM09zV9u7Sn0UXdMkJibSrl3Nv9bfkcQjDPptkMkye1t7hnQawsiuI3mi5xP0aN6j3PM0fJ7z4eneT1upesuoTINY09Xm3Grra6vO12WRj/Patm1LQkJCqeVJ/17i4kZvhJVZt7qUnDx+7bfzZtw7Q/MNFMCCRxeUeS7DgkcXWP7JbG2VhqFevfLHdOyo3Cri/vuVWzkGAxtODOSrvV+xjb954Jc+zB7yBU/fPgby8pRLtOTlKbdr/54NGACrV5s+/u9Nn5XBM/e3J7fRabb/s500XRKBncGxQJk+oUlxXRob6lK/UIedvhDdta81Nxeys5VbWR566OrPycmwoPwM5r36BD6dYo1vDvWuwOW6yj9gA1oPYMNzG9gTv4c9p/cYz28B2BS9iSm+U2hs3xjnzs483OVhhncZTp+WfWrUScoAGzdu5O2337Z2GYDyjccTqSfYFbeLnad20qdlH+P7Qv/W/WlYtyFdmnZh5O0jGdl1JA92fBDHOqbf8nym9zNseG4DX+39ipi0GHo278ls59ma/seqxGzn2WX+ozXbWZvfDL1Wbc7t2tf2d/Lf9Gndp1a8turOrNJHoj744AMWLlxY6ht2c+fO5dNPP73hN+wqs+71qmOyzeLiYmwscEmOmsTnhE+tfIO4VlXkZjAY+Cv5L/xi/dj+z3aCzgWZHJZvULcBI24fwehuoxndfTTt67aAc+dKNWbGW79+0L+/snJCAvz8c+lmr+T24ov4PNSCr/Z+xZ17ovg2AJ592Z7DTXJY9fSqcueG+jHoR77e9zWX9JdMlreq34rhXYbzv4f/R6cmnSz6/0kta+9rKbkpBMQHsDNuZ6mP6Lo3687J6SeN9y/lX6KxQ2NrlFljGN9HUmPo2aJ2vo/UZtbe37TKIh/nHT58mPvuu89krie9Xk/fvn1p3rw5wcHKSdGXL1/m7NmztGjRghYtWpi1bkVfTFU3UTI1vjZVR24ZeRnsjNvJ9n+2s/2f7aW+GdivVT/GdB/DmO5juL/9/cbzWSqlsBDuuguOHSPTHqa81oLff0mgrm3dclcpKi7iaNJR45Gq/Wf2k1eYh43OhrRZaTRxaALAxhMbybmSw/Auw7mt0W2Vr9VM1b2vFRuKsdFd/Uek28/diMuIM953sHNQPqK7fSQjuo6gf+v+1Vablsh7pDZJbupYpIkCeO6559i4cSPvvPMO3bp1w9PTk5CQEAICAhgyZAgAf/75J8OGDWP27NnMmTPHrHUr+mLkSJQoS3XnVmwoJjwpHL9YP/z+8ePw+cMm54s0sm/EyK4jGdNtDKO6jaJtw9LfUK0oQ2oqR+/rxN1xlymys8XWYwW8VPFZyvWFekISQvg75W+TEz0HLx9M0DllstuezXsyvMtwHu7yMEM7D6V5veaq662oqs6s5CO6kiNNfyX/xZmZZ7CzUc5weNP3TQ6dP8TIriMZcfuIMj+iE6XJe6Q2SW7qHD16FAwWkJeXZ3j//fcNbdq0Mdjb2xvuuecew44dO0zGBAYGGgDD7NmzzV63Io4cOWIADEeOHKnMS7khFxeXKtu2qDrWzi0lN8WwOnK1YeKGiYbm3zU3MAeT20DXgYZPAz41HDhzwFBQVGDWtv3/8TfYf4rBu5+twaB8B9Ng+OYbg6G4uFI1fxrwqWHQ0kEG3RydSa26OTrDcM/hldp2RVRFZhdzLhq8Ir0MkzZNMrT7sV2pHA6dO2QcW1hUaPHnvxVYe18T6khu6hw5csRgkSNRNUF1HInSyjeGhKmalFtRcRFhiWHGc6munzSuqUNTHu32KKO7jWZUt1G0qt/qhtt79PdH2Rm3k/8Oms5Pf9rDDz8oD/znP8q3Fyt5wnhGXgb7zuxjT/weAuID+Dvlb57u9TQ+E3wA5YjOs+ue5Y6Wd/Bwl4e5v8P9ONhV/kKmlshMX6hHp9MZP978au9XzP7z6snO139E169Vvxp3gr3W1KR9TVSc5KaOxS5AfKsIDg7WzNw14qqalJutjS1O7Z1wau/El8O+JDknGf84f7b/sx3/f/zJyM9g7fG1rD2+Fh06BrUbZLwczaB2g4xTE/ic8OHj3R9zMl05wblnq94w/03lIsn//S+0aFHpBgqgqWNTnuz1JE/2ehKA5JxksvRZxsdPZZxiY/RGNkZv5Nv932Jva2+co+rh2x9mULtBxo/IzKEmM8N1H9HtPbOXlU+tNM6fM7LrSHxO+DDi9hHlfotOVE5N2tdExUlu6smRKDOEhYUxaNCgmw8UNYpWcissLuTw+cNs/2c7frF+hF8IN3m8Rb0WPNr1UVrWa8lPh38qtb7x2lChoXD33VAN5zhk5mey8cRG9pzeQ8CpAJJyTCfXe+e+d4xTZpR8e/HaE7jLU9HMsvXZ+J70LXOiS4CZTjNZOGphRV+OqCSt7GvClOSmjhyJMtOVK1esXYJQQSu52dnYMbjjYAZ3HMw3w78hKTuJHf/swO8fP3bG7ST1ciqrj60uc10dOr7a+5XSRN1zz9UH8vKUiUQ//xz69LF4zU0cmvDqwFd5deCrGAwGYtJilG/+xe8h8HQgzp2cjWP3ndnHuHXjGNZlmPFIVXkXey4vM32hnrS8NNo1VD56SMtL40WfF42PO9g54NzJ2Xi0qW+rvhZ+xeJGtLKvCVOSm3rSRJkhPT3d2iUIFbSaW9uGbY0NSkFRAYfOH8Iv1o/vD35f5rWhYtJiSm/ks8/gjz9gxw7YuBGGDauyeksul9GrRS/euuctig3FJnNnBcYHkpaXhneUN95R3gDc1vA2hncZzvAuw3mi5xP8efpPvtz7JScunqB3ZG++GPIFvVr0YmfcTnad2sWfp//k4dsfZusLynXLOjfpzFO9nqJ7s+7Gj+gscU6WUEer+9qtTnJTTz7OM0N8fDxdunSpkm2LqlPbcjPrMhtpafDkk3DwINSpAx4eMHFi9Rb8r4KiAkITQ41HqoLOBaEvunrZnPkj5vPBrg/KvYRNiW7NunFy2kk5CbwGqm372q1CclPn6NGjyMQQZrj+Gn9CG2pbbrOdZxsvrwHc+DIbzZvD7t0wfjwUFChzSM2da7wgdXWqY1uHBzo8wGdDPmPPK3vI+DCD3f+3m08e/IRHbn+ElX+tLLOBKrko7Q8jfiDyjUhpoGqw2rav3SokN/XkSJQZ8vPzcXCQjwq0pjbmZvbleoqL4cMPTadA+PVXsKs5n+g7fuNIflF+qeX2tvbkf1Z6uah5auO+diuQ3NSRI1Fmcnd3t3YJQoXamNszvZ8h4o0I8j7NI+KNiJtfp8zGBubPh19+UX728VGu0VeD9GjRw3h0rYQO5TwroQ21cV+7FUhu6smRKCFuNZs3Q8uW8MAD1q7EhM8JH55d96zxI72SP32e85GL2Qohahw5EmUmFxcXa5cgVJDcrvPkk6YN1J49EBVlvXr+9UzvZ9jw3Ab6t+6PHXb0b91fGiiNkX1NmyQ39eRIlBlSU1Np0aJFlWxbVB3J7QYiI2HwYLC1hU2bYOhQa1cESGZaJblpk+SmjhyJMtOuXbusXYJQQXK7gdtugwED4NIlGDkSvLysXREgmWmV5KZNkpt60kSZoW9fmf1YiyS3G7h+CoSJE2HePKtMgXAtyUybJDdtktzUkybKDKmpqdYuQaggud2EgwOsXQvvv6/c/+QTeOMNKCy0WkmSmTZJbtokuaknTZQZCgoKrF2CUEFyq4Brp0DQ6WDpUmUeKSuRzLRJctMmyU29mjPTngZ06tTJ2iUIFSQ3M0ybBh06wIoV8OabVitDMtMmyU2bJDf15EiUGQ4fPmztEoQKkpuZnnxSuVhxnTrK/cJCiI+v1hIkM22S3LRJclNPmigzPPXUU9YuQagguVWCwQAzZsBdd8HevdX2tJKZNklu2iS5qSdNlBlWrlxp7RKECpJbJeTlwV9/QWZmtU6BIJlpk+SmTZKbejLZphDixvLy4OWXwdtbuT9vnnIxY53uxusJIUQtJpNtmkmmxtcmya2SHB3hjz/gvfeU+x9/rJx0XoVTIEhm2iS5aZPkpp4ciTJDdnY2DRs2rJJti6ojuVnQL7/Af/+rnCs1fjysW1clTyOZaZPkpk2SmzpyJMpMPj4+1i5BqCC5WdD06eDjAw0awEsvVdnTSGbaJLlpk+SmXqWbKL1ez4cffki7du1wdHTEycmpwtfhycnJYfbs2YwaNYpmzZqh0+lYsWJFZUuqMvfdd5+1SxAqSG4W9tRTypQHTzxxdVlRkUWfQjLTJslNmyQ39SrdRE2aNIkFCxYwceJEFi1ahK2tLWPGjOHAgQM3XTc1NZWvvvqKEydOMGDAgMqWUuVOnz5t7RKECpJbFbj2iu/x8dC3r0WnQJDMtEly0ybJTb1KNVEhISGsXbuWefPmMX/+fKZMmcKePXvo1KkTs2bNuun6bdu2JSkpiTNnzjB//vzKlFItHBwcrF2CUEFyq2JffgnR0coUCGvWWGSTkpk2SW7aJLmpV6kmytvbG1tbW6ZMmWJc5uDgwOTJkzl06BDnzp274fr29va0adOmMiVUq6ZNm1q7BKGC5FbFliyBZ5+FK1fgxRfhu++UE88rQTLTJslNmyQ39SrVRIWHh9OjRw8aNWpksvzee+8FICIiojKbr3GioqKsXYJQQXKrYo6Oyrf03n1Xuf/RR5WeAkEy0ybJTZskN/Uq1UQlJSXRtm3bUstLliUmJlZm8zek1+vJysoy3nJycqrsuUo8/PDDVf4cwvIkt2pgYwM//giLFimTcLq5KdfgU7lfSmbaJLlpk+SmnrGJKi4uJj8/v0K3kqml8vLysLe3L7XRks9X8/LyqqzwefPm0bhxY+PN2dkZUBo7Nzc39Hq9cQIxFxcXkpOTWbduHZGRkezbtw9/f39iY2NZsWIF2dnZJmMzMzNZtWoV0dHR7N69m8DAQI4fP86nn35KWlqaydi8vDzc3d05deoU27Zt4+DBgxw5cgRvb28SExNNxhYVFbFkyRISEhLYuHEjYWFhBAcHs3XrVuLj41m6dGmpulNSUli7di2RkZHs3bsXf39/YmJi8PT0LFV3VlYWK1euJCYmhp07dxIYGMixY8dYs2YNqampJmPz8/Nxd3cnPj4eX19fgoKCCAsLw8fHh8TERBYvXkxxcTEuLi4UFxezePFiEhMT8fHxISwsjKCgIHx9fYmPj8fd3Z38/HyT7aemprJmzRqOHTtGYGAgO3fuJCYmhpUrV5KVlWUyNjs7G09PT2JiYvD392fv3r1ERkaydu1aUlJSTMbq9XqWLl1KfHw8W7duJTg4mLCwMDZu3EhCQgJLliyhqKjIZB13d3e8vb05cuQIBw8eZNu2bZw6dQp3d3fy8vJMxqalpeHl5cXx48cJDAxk9+7dREdHs2rVKjIzM0vVvWLFCmJjY/H392ffvn1ERkaybt06kpOTS9Xt5ubGmTNn2LJlC8HBwYSGhrJp0ybOnz+Pq6srhYWFJuskJSXh7e1NeHg4Bw4cwM/Pj7i4OJYvX05ubq7J2PT0dLy8vIiKimLPnj0EBAQQFRXF6tWrycjIMBmbk5ODh4cHsbGx7Nixg/379xMREcH69etL1V1QUICbmxtnz55l8+bNhISEEBISwubNmzl79ixubm4UFBRcXcfGhsxlyyiqU4fLp09zMCiIHTt2EBsbi4eHBzk5OSbbz8jIYPXq1URFRREQEMCePXuIiorik08+IT093WRsbm4uy5cvJy4uDj8/Pw4cOEB4eDje3t4kJSWZjC0sLMTV1ZXz58+zadMmQkNDCQ4OZsuWLZw5c6bK3iO8vLxu6feI3377TZPvEYmJibf0e8SKFSuq7z3i331t/fr1REREsH//flXvEV5eXlZ/jwgKCro62eaff/7JsGHDqIgTJ07Qq1cv+vbtS+vWrQkICDB5PCoqij59+uDq6srUqVMrtM2wsDDuuecePDw8mDRp0k3H6/V69Hq98X5ERATOzs5y2RchaoKQEOjYETR0zqMQQpjj6NGj2JXc6dWrFx4eHhVaseTjurZt25KQkFDq8aSkJADatWtniTrLZG9vb3IUrEGDBlX2XCVcXFyYNm1alT+PsCzJzQr+PS/SaMECGDQIhgyp0OqSmTZJbtokualnbKLatGlToSNA17rzzjsJDAwkKyvL5OTyw4cPGx+vTf7zn/9YuwShguRmZb6+ynX36tYFT094/vmbriKZaZPkpk2Sm3qVOrF83LhxFBUVsXTpUuMyvV6Ph4cHTk5OdOjQwbj88uXLREdHk5qaWpmntCpPT09rlyBUkNys7OGH4ZlnlCkQXnihQlMgSGbaJLlpk+Smnt3Nh5TPycmJ8ePH8/HHH3Px4kW6deuGp6cnp0+fZtmyZSZjQ0JCGDZsGLNnz2bOnDnG5SUnaZZ8k2/r1q2cP38egOnTp9O4cePKlGhRI0aMsHYJQgXJzcpKpkD44ANYuFCZAuH0aeVixnZlvwVJZtokuWmT5KZepZoogJUrV/L555+zatUqMjIy6N+/P76+vgyp4LkPP/zwA2fOnDHe9/HxMV4M8aWXXqpRTdTx48fp0qWLtcsQZpLcagBbW+W8qE6d4J13wNUVzp2DtWuVixlfRzLTJslNmyQ39SrdRDk4ODB//vybXrZl6NChxqkRrqWla/a0bNnS2iUIFSS3GuS//1W+tffii7BtG/j7K7OdX0cy0ybJTZskN/Uq3UTdSuzK+ehB1GySWw3z9NMQGAj79pXZQIFkplWSmzZJbupV6sTyW83NrgUoaibJrQa67z649iLlKSlw8KDxrmSmTZKbNklu6kkTZYZ7r5/7RmiC5FbDXb4MY8fC8OHKOVJIZloluWmT5KaeNFFm2LJli7VLECpIbjWcTge33XZ1CoTvv2fL5s3WrkqoIPuaNklu6hkv+6J1R48e5e67767Sy74UFRVha2tbJdsWVUdy04CiInj/ffjpJwCK33gDm59/hjp1rFuXMIvsa9okualz9OhRORJljiVLlli7BKGC5KYBtrbKHFI//QQ6HTaurtC1q7Ksdvyed0uQfU2bJDf15EiUEKJm2bQJpk6FixeVc6XkowYhRA0kR6LM5OLiYu0ShAqSm8Y89RRLPvoI3N3hs8+uLj97Fv7v/yA83Hq1iRuSfU2bJDf1pIkywzPPPGPtEoQKkpv2PDlhAkyeDNd+a2jRIvj9d7jrLuV6fNu3y0d9NYzsa9okuaknTZQZgoKCrF2CUEFy054yM3vpJWWmc1tb2LMHxoyBfv3AwwP0+uovUpQi+5o2SW7qSRNlBrm2kDZJbtpTZmYDB8Lq1XDqFLz7LjRsCH//Da+9pjRTRUXVX6gwIfuaNklu6kkTZYb8/HxrlyBUkNy054aZdewIP/6oXMB4/nxljqnHH1eOUIHyEd/Zs9VTqDAh+5o2SW7qSRNlhszMTGuXIFSQ3LSnQpk1bqzMLXXqFMyZc3X5/v3QpQuMHw/BwVVVoiiD7GvaJLmpJ02UGXr37m3tEoQKkpv2mJVZ3brQqNHV+3v3QnExeHvD/ffDgw8q0ybIx31VTvY1bZLc1JMmygx79uyxdglCBclNeyqV2eefw7Fj8OqryoznBw/C009Dr16wZAkUFFiuUGFC9jVtktzUk8k2zZCXl4ejo2OVbFtUHclNeyyWWVISuLgozVNGBnTrBtHRV8+fEhYl+5o2SW7qyGSbZlq2bJm1SxAqSG7aY7HM2raFb79VTjT/+Wf4+uurDVR+PsycqTRVwiJkX9MmyU09ORIlhLg1LVsGr7+u/Pz448pJ6kOGgE5n3bqEEJogR6LMJFPja5Pkpj3VktmAAfDUU0rT5OsLQ4cqM6T/8QcUFlb989dCsq9pk+SmnhyJMkNaWhrNmzevkm2LqiO5aU+1ZnbyJCxcCCtWKB/xAXTuDBERyjQKosJkX9MmyU0dORJlJn9/f2uXIFSQ3LSnWjPr0UM58fzsWfjyS2jZEnr2NG2gsrKqrx4Nk31NmyQ39aSJMkP//v2tXYJQQXLTHqtk1rIlfPEFnDkDv/12dXliIrRrBy+/DH/9Vf11aYjsa9okuaknTZQZUlJSrF2CUEFy0x6rZuboCB06XL2/ZQvk5sKqVXDnnTByJPj7K5eXESZkX9MmyU09O2sXoCVFMuOxJklu2lOjMnvjDRg0SLle3/r1sGuXcuvXD957D154QZk1vbYzGCA9XTlSd/ascjtzBh59VGksAfszZ5Qjevb24OBQ+jZhAvznP8r2MjKUiVHLGufgAH37wn33KWMLCuDw4fLHOjiAnfxzplaN2t80xiJ/6/R6PV988QWrVq0iIyOD/v3788033zBixIgbrhcaGoqnpyeBgYGcPn2a5s2bc9999/HNN9/Qo0cPS5RmUe3bt7d2CUIFyU17alxmgwbBmjUwbx4sWqR83HfsGLz1ljI9Qm04KffKFTh/XmmO2rVTzhUDOH5cuQ7h2bNw+XLp9erWNTZRbRs3htTU8p/jnnuu/pyWBosXlz922rSrTVRaGjz0UPljJ00CDw/l59xc5Zy28pqtYcOU5heUxvD995Xljo6lx3burFw2qMSePcolhUrWLTkaaTBAixZw991Xx/r7X50d//qxzZubbtfX9+qXGq4f27Sp8f8vAJs3Q3Z22WMbN1a+cVrCx0dpfMsa26ABTJwI/Lu/bdgAFy+W/f/X3h5ee+3q/S1bICGh7LG2tjBlytX7fn5Ks12eqVPB5t8PxXbtgn/+KX/s5MlXf2EJDLzxHG+vvAL16pX/uIVYpImaNGkS3t7ezJw5k+7du7NixQrGjBlDYGAgD177F+U63333HQcPHmT8+PH079+fCxcu4OLiwl133UVwcDB9+/a1RHkWExoaSq9evaxdhjCT5KY9NTazzp2Vb/LNng1Llyr/8F3bQC1YoFxipksXq5VYJoNBmbahTh3lflKSUmvJEaWzZ5VlJf/IfvSR0jACNGxo+o9VmzbQsePVm7Oz8aGg9HS6/P238v+lrNu112hr3Fg5ElXe2GvP0ykuhu7dS48paVIcHK6Ozc8v/x94UJqSEleuKP8fyvPUU6bNziOPlP8x7qOPwo4dV++PGwc5OWWPfegh2Lfv6v3Jk8tvYO66y7SJeucdiI8ve2zPnqZN1OzZShNclg4djE1UaGgovRYvVo72laVZM9MmatEipaEsi729aRO1ZInSJJbn2rHLlilTjJTnpZeuNlG//w7Ll5c/9umntdFEhYSEsHbtWubPn8/7778PwMsvv0zfvn2ZNWsWQUFB5a777rvv4uXlRd1rDoVPmDCBfv368b///Y/ff/+9suVZ1NixY61dglBBctOeGp9ZkyYwa5bpskOHlCMcH3yg/AP63nvKvFPVJS8PQkNNP2q7tkmaPh3mzlXGXrkCP/xQehv29kpj1LDh1WW33QYBAcry9u1NG5brPPbss8r/m4po2RK++qpiY9u1U6aiuF5REej1pssaNYKjR0s3XHl5yp/XN7izZpXfyN15p+nYvn2VJkqnu3oD5c+uXU3H3nWXcuSurLF9+piOve8+5YhRWWOv/1Rm8GDlucoae+25fKA0uJ07lx6n0yn///81duxY+PtvJeuyNGhgev+hh8rPuaRRL/HAAxX/uPvee298bctrP7K96y7IzCx/rL19xZ6zsgyV9MEHHxhsbW0Nly5dMlk+d+5cA2A4e/as2du86667DHfddZdZ6xw5csQAGI4cOWL281XUL7/8UmXbFlVHctMeTWZ25IjBMHJkyYcmyu2hhwyGzZsNhqIi9dstLjYYMjIMhr/+Mhi2bjUYFi82GD780GB4/nmDwdX16rjTp02f+/rbxIlXxxYUGAwzZxoMCxYYDN7eBkNoqMGQnKw8VyVoMjchual05MgRQ6Un2xwxYgQJCQlERUWZLA8ICOCRRx5hy5YtZv1WaTAY6NChA3369Lnh3BV6vR79Nb+BRERE4OzsLJd9EUJYV2Sk8hGRl9fV36p79IDt2+H220uPLyxUplEoOWLUrp0yezooH7H17Hn1HJjrTZyofKxRsp0+fZSjRR07QqdOph+7deignPcjhLAIi0y2mZSURNu2bUstL1mWmJho1vZWr15NQkICEyZMuOG4efPm0bhxY+PN+d/P5ZOSknBzc0Ov1xunsndxcSE5OZl169YRGRnJvn378Pf3JzY2lhUrVpCdnW0yNjMzk1WrVhEdHc3u3bsJDAzk+PHjTJkyhbS0NJOxeXl5uLu7c+rUKbZt28bBgwc5cuQI3t7eJCYmmowtKipiyZIlJCQksHHjRsLCwggODmbr1q3Ex8ezdOnSUnWnpKSwdu1aIiMj2bt3L/7+/sTExODp6Vmq7qysLFauXElMTAw7d+4kMDCQY8eOsWbNGlJTU03G5ufn4+7uTnx8PL6+vgQFBREWFoaPjw+JiYksXryY4uJiXFxcKC4uZvHixSQmJuLj40NYWBhBQUH4+voSHx+Pu7s7+fn5JttPTU1lzZo1HDt2jMDAQHbu3ElMTAwrV64kKyvLZGx2djaenp7ExMTg7+/P3r17iYyMZO3ataSkpJiM1ev1LF26lPj4eLZu3UpwcDBhYWFs3LiRhIQElixZQlFRkck68+bNw9vbmyNHjnDw4EG2bdvGqVOncHd3Jy8vz2RsWloaXl5eHD9+nMDAQHbv3k10dDSrVq0iMzOzVN0rVqwgNjYWf39/9u3bR2RkJOvWrSM5OblU3W5ubpw5c4YtW7YQHBxMaGgomzZt4vz587i6ulJYWGiyTlJSEt7e3oSHh3PgwAH8/PyIi4tj+fLl5ObmmoxNT0/Hy8uLqKgo9uzZQ0BAAFFRUaxevZqMjAyTsTk5OXh4eBAbG8uOHTvYv38/ERERrF+/vlTdBQUFuLm5cfbsWTZv3kxISAghISFs3ryZs2fP4ubmRkFBQal9bf369URERLB//3527NhBbGwsHh4e5OTkmIzNyMhg9erVREVFERAQwJ49e4iKiuI///kP6enpJmNzc3NZvnw5cXFx+Pn5ceDAAcLDw/H29iYpKclkbGFhIa6urpw/f55NmzYRGhpKcHAwW7Zs4cyZM1X2HuHl5UXabbfhMmgQxMdz5JFHMDRuTHZaGqcKC9m2bRvBO3eSNno0qb17U9i+PcX29krD89BDMHEiJ2fNuvoeceYMhtxcAIqaNSOlY0eKnniCiKFD4ccf2di8+dX3iKgo9i5div+sWcR89BGeXbqQPX48LtHR0KMHLsuWVfl7xNy5czX5HpGYmHhLv0fMnz9fc+8RXl5eVn+PCAoKMr3sS3FxMVeuXKEi7O3t0el0dO3alZ49e+Ln52fy+KlTp+jatSsLFy5k5syZFdpmdHQ0Tk5O9OnTh/3792NbcrX1MljjSFR2djYNrz1XQGiC5KY9tSqz7GzlG0cDByr3CwqU84pKvuUFynkkHTooR4xGjIBPPrn6WGyscnSqfv3qrVuFWpXbLURyU6fUkah9+/bh6OhYoVtMTAwAjo6OJs1Mifx/v67pWMHDxxcuXOCxxx6jcePGeHt737CBAqWJa9SokfHW4PoT36rAhg0bqvw5hOVJbtpTqzJr2PBqAwVKw/TLL8q3kA4dUr5Jlp8PcXHK17avbaBA+VaaBhooqGW53UIkN/VMvp3Xq1cvPErm2riJko/r2rZtS0IZXydNSkoCoF27djfd1qVLlxg9ejSZmZns37+/QutYw+DBg61dglBBctOeWp/ZW29Zu4IqUetzq6UkN/VMmqg2bdowadIkszZw5513EhgYSFZWFo0aNTIuP/zvfBN3Xv8V0evk5+czduxYTp48ye7du7njjjvMev7qdOrUKbp3727tMoSZJDftkcy0SXLTJslNvUqfWD5u3DiKiopYunSpcZler8fDwwMnJyc6XDNvxeXLl4mOjib13xlti4qKmDBhAocOHWL9+vXcf//9lS2nSlX0o0lRs0hu2iOZaZPkpk2Sm3qVnmzTycmJ8ePH8/HHH3Px4kW6deuGp6cnp0+fZtmyZSZjQ0JCGDZsGLNnz2bOnDm89957xikQ0tPTS02u+dJLL1W2PItqUtFJ5ESNIrlpj2SmTZKbNklu6lnksi8rV67k888/N7l2nq+vL0OGDLnhehEREQBs3bqVrVu3lnq8pjVR0dHR9L/2UgRCEyQ37ZHMtEly0ybJTb1KT7ZZUxw9epS77767Sqc4SE5OpnXr1lWybVF1JDftkcy0SXLTJslNHYtMtnkrWb9+vbVLECpIbtojmWmT5KZNkpt6ciRKCCGEEMJMciTKTCXTvwttkdy0RzLTJslNmyQ39eRIlBn0ej329vZVsm1RdSQ37ZHMtEly0ybJTR05EmWmFStWWLsEoYLkpj2SmTZJbtokualnkSkOaoK8vDwATpw4UWXP0b59e44ePVpl2xdVQ3LTHslMmyQ3bZLc1Dlx4kTtaaJOnz4N1Ly5pYQQQghRO9Wac6JSU1Px9/enc+fOVTKFfU5ODs7Ozuzdu5cGDRpYfPuiakhu2iOZaZPkpk2Sm3p5eXm1p4mqallZWTRu3JhLly6ZXGhZ1GySm/ZIZtokuWmT5FY5cmK5EEIIIYQK0kQJIYQQQqggTVQF2dvbM3v2bJlLQ2MkN+2RzLRJctMmya1y5JwoIYQQQggV5EiUEEIIIYQK0kQJIYQQQqggTZQQQgghhArSRAkhhBBCqCBNlBBCCCGECtJEVYBer+fDDz+kXbt2ODo64uTkxK5du6xdlihHaGgo06ZNo0+fPtSvX5+OHTvy3HPPcfLkSWuXJszw7bffotPp6Nu3r7VLETdx9OhRnnjiCZo1a0a9evXo27cvP//8s7XLEjcQGxvL888/T/v27alXrx69evXiq6++4vLly9YuTVNkioMKeOGFF/D29mbmzJl0796dFStWEBoaSmBgIA8++KC1yxPXGTduHAcPHmT8+PH079+fCxcu4OLiQk5ODsHBwfKPsgacP3+enj17otPp6Ny5M8ePH7d2SaIcO3fuZOzYsQwcOJAJEybQoEED4uLiKC4u5vvvv7d2eaIM586do3///jRu3Jg33niDZs2acejQIVasWMETTzzB5s2brV2iZkgTdRMhISE4OTkxf/583n//fQDy8/Pp27cvrVq1IigoyMoViusFBQUxaNAg6tata1wWGxtLv379GDduHL///rsVqxMV8fzzz5OSkkJRURGpqanSRNVQWVlZ9OjRgwceeABvb29sbOTDDS2YO3cun376KcePH6dPnz7G5a+88gorV64kPT2dpk2bWrFC7ZC/8Tfh7e2Nra0tU6ZMMS5zcHBg8uTJHDp0iHPnzlmxOlGWBx54wKSBAujevTt9+vThxIkTVqpKVNS+ffvw9vbmp59+snYp4ia8vLxITk7m22+/xcbGhtzcXIqLi61dlriJrKwsAFq3bm2yvG3bttjY2JR6/xTlkybqJsLDw+nRo0epq1vfe++9AERERFihKmEug8FAcnIyLVq0sHYp4gaKioqYPn06r7/+Ov369bN2OeImdu/eTaNGjUhISKBnz540aNCARo0a8eabb5Kfn2/t8kQ5hg4dCsDkyZOJiIjg3Llz/PHHHyxZsoQZM2ZQv3596xaoIdJE3URSUhJt27YttbxkWWJiYnWXJFRYvXo1CQkJTJgwwdqliBtwdXXlzJkzfP3119YuRVRAbGwshYWFPPnkkzz66KNs2LCB1157DVdXV1599VVrlyfKMWrUKL7++mt27drFwIED6dixI88//zzTp09n4cKF1i5PU+ysXUBNl5eXV+aFGR0cHIyPi5otOjqat99+m/vvv59XXnnF2uWIcqSlpfHFF1/w+eef07JlS2uXIyogJyeHy5cv88Ybbxi/jffMM89w5coV3Nzc+Oqrr+jevbuVqxRl6dy5M0OGDOHZZ5+lefPmbNu2jblz59KmTRumTZtm7fI0Q5qom3B0dESv15daXnKo2tHRsbpLEma4cOECjz32GI0bNzae3yZqps8++4xmzZoxffp0a5ciKqjk/e+FF14wWf7iiy/i5ubGoUOHpImqgdauXcuUKVM4efIk7du3B5Tmt7i4mA8//JAXXniB5s2bW7lKbZCP826ibdu2JCUllVpesqxdu3bVXZKooEuXLjF69GgyMzPZsWOHZFWDxcbGsnTpUmbMmEFiYiKnT5/m9OnT5OfnU1BQwOnTp0lPT7d2meI6JfvU9Scot2rVCoCMjIxqr0nc3K+//srAgQONDVSJJ554gsuXLxMeHm6lyrRHmqibuPPOOzl58qTx2wwlDh8+bHxc1Dz5+fmMHTuWkydP4uvryx133GHtksQNJCQkUFxczIwZM+jSpYvxdvjwYU6ePEmXLl346quvrF2muM7dd98NKPldq+RcUflYtmZKTk6mqKio1PKCggIACgsLq7skzZIm6ibGjRtHUVERS5cuNS7T6/V4eHjg5OREhw4drFidKEtRURETJkzg0KFDrF+/nvvvv9/aJYmb6Nu3Lxs3bix169OnDx07dmTjxo1MnjzZ2mWK6zz33HMALFu2zGS5u7s7dnZ2xm+BiZqlR48ehIeHl7qKw5o1a7CxsaF///5Wqkx7ZLLNCnjuuefYuHEj77zzDt26dcPT05OQkBACAgIYMmSItcsT15k5cyaLFi1i7Nixxjf5a7300ktWqEqoMXToUJlss4abPHkyy5cv57nnnsPZ2Zk///yT9evX8/HHHzN37lxrlyfKsG/fPoYPH07z5s2ZNm0azZs3x9fXl+3bt/P666/z22+/WbtEzZAmqgLy8/P5/PPP+f3338nIyKB///58/fXXPProo9YuTZRh6NCh7N27t9zH5a+8dkgTVfMVFBQwd+5cPDw8SExMpFOnTrz99tvMnDnT2qWJGwgJCWHOnDmEh4eTlpZGly5deOWVV5g1axZ2dvKds4qSJkoIIYQQQgU5J0oIIYQQQgVpooQQQgghVPh/fo/HmAzPNOwAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 700x400 with 1 Axes>"
       ]
@@ -697,7 +695,7 @@
     {
      "data": {
       "text/plain": [
-       "-15.99965088374785"
+       "733264.0988632141"
       ]
      },
      "execution_count": 22,
@@ -716,14 +714,6 @@
    "metadata": {},
    "outputs": [],
    "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "db607857",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
-- 
GitLab