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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from fmskill import ModelResult, PointObservation, Connector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Dfsu2D\n",
       "Number of elements: 3612\n",
       "Number of nodes: 2046\n",
       "Projection: UTM-33\n",
       "Items:\n",
       "  0:  Surface elevation <Surface Elevation> (meter)\n",
       "  1:  Total water depth <Water Depth> (meter)\n",
       "  2:  U velocity <u velocity component> (meter per sec)\n",
       "  3:  V velocity <v velocity component> (meter per sec)\n",
       "  4:  Wind U velocity <Wind Velocity> (meter per sec)\n",
       "  5:  Wind V velocity <Wind Velocity> (meter per sec)\n",
       "  6:  Air pressure <Pressure2> (pascal)\n",
       "Time: 51 steps with dt=12000.0s\n",
       "      2018-03-04 00:00:00 -- 2018-03-10 22:40:00"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "fn = '../tests/testdata/Oresund2D.dfsu'\n",
    "mr = ModelResult(fn)\n",
    "mr.dfs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "PointObservation: smhi_2095_klagshamn, x=366844.15, y=6154291.6\n50328 2015-01-01 01:00:00\n"
     ]
    }
   ],
   "source": [
    "fn = '../tests/testdata/smhi_2095_klagshamn.dfs0'\n",
    "o1 = PointObservation(fn, x=366844.15, y=6154291.6, item=0) \n",
    "print(o1)\n",
    "print(o1.n_points, o1.start_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "{'smhi_2095_klagshamn': PointObservation: smhi_2095_klagshamn, x=366844.15, y=6154291.6}"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "con = Connector(o1, mr['Surface elevation'], validate=False)\n",
    "con.observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "con.plot_observation_positions(figsize=(8,8));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "comparison = con.extract()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "comparison.plot_timeseries(figsize=(10,4));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x288 with 1 Axes>",
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4cs8991ynjMi7777Lxo0bsZfvIeyZn+3xxEJ4AQXAeUAlkAn8VEp5wGibi4HbgaXomhdekFKmCyEGAR5SylP639cDj0opv+7pnFOnTpXdw7MK12b5Q//iYFk1+W89xvDLf8fKuWms+v11zjZLoUCr1RJ4yZ3cfNFsnpwzln/f+gf+ODiON0/mceUrz7tVLZ9CcejQIbul+hSWYep/IITYI6U0WVzrtAiclLIdnXP2DXAI+FBKeUAI8SshxK/0m60DioEi4BXgNv3ycGCrEGIfkAF82ZvzpnA/pJTsPFjCjPFjEEKQlhDN3sJyZ5ulUABQerSeMy2tTB49iqaMTM47XcMQbTurvYPdRsNOoVC4L04dpSWlXIfOSTNe9rLR7xL4jYn9ioFkuxuocCqlR+s5duIkMyfoat5S46N4/pONaNrb8fZSU+DOBYzHbLlaRMvQwDB5zCgCRg3G38eLS1pq+cQ/HM3kpF72VigUiv6hJjEoXBaDfMgMvQOXlhBNm6adg2VKReZcwHjMliuO1sop1jlwIzZ+A0D0G6/z82WLaBUerK1vpSkri7r/rHI5uxUKxcBAOXAKl2XHwWIC/HyYPEanHJOWEAPA3gKVRj0XMB6z5YqjtbL35hLZ0ULzv1+k/KabAVh0710kjYnk1dXrXdr5VCgU7o9y4BQuy86DxUwbG4uXpycA8aNCGezvq+rgzhGMx2y54mitnJJKEjRNXRxMIQQ3XzSb3eU1FGi9XNb5VCgU7o9y4BQuSXNrG1lF5Z31bwAeHh6kxEeRVaQcuHMBw5it0DvuIPqN112qBq61TcPh060kypazHMxrz0/H29ODTweNdFnnU6FQuD/KgVO4JHsLy2nv0HbWvxlIS4gmu6iCjg6tmT0VA4mA1FSG33qLSzlvAHlHjtKhlcz85fVnOZjDg4awbHYKX4TGEvSb213O+VQoXJmKigqWLVtGQkICcXFx3HnnnbS1tfHmm29y++23O9s8PvvsMw4e/HHi55///Gc2bNjgFFuUA6dwSTobGMaf7cCdaWmlsLLn4cQKhT0xNDBMXTjHpIN580WzqTvdwq7J05XzplBYiJSSFStWsHz5cgoLCykoKOD06dM88MADdjmf8dgsS+nuwD366KOcf/75tjTLYpQDp3BJdhwsZvTI4YQHB3ZZnhqvG4emJjK4N+7eoZlTUom3lyeJUWEm118wdSKjhg/lta+2OtgyhcJ92bhxI35+ftx0002Abjbpc889x+uvv05TUxNHjhxhyZIljB07lr/85S8AnDlzhosvvpjk5GQmTZrEBx98AMCePXuYP38+U6ZM4cILL6S6WqdesGDBAu6//37mz5/PE088QWxsbOec1KamJqKiotBoNLzyyitMmzaN5ORkVq5cSVNTE9u3b2ft2rX88Y9/JCUlhcOHD3PjjTfy8ccfA/Ddd9+RmprK5MmTufnmm2lt1c3ujo2N5eGHHyYtLY3JkyeTl5dnk+ulHDiFS7LzYPFZ0TeA8TEj8PX2Uo0Mboyry4NYQk5xJeOiR5jVI/T09OCGC2fyVUYuVXUNjjVOoXBTDhw4wJQpU7osCwwMJDo6mvb2djIyMnjvvffIzs7mo48+Yvfu3Xz99ddERESwb98+cnNzWbJkCRqNht/+9rd8/PHH7Nmzh5tvvrlLFK+hoYEffviBhx9+mOTkZH744QcAPv/8cy688EK8vb1ZsWIFmZmZ7Nu3j/Hjx/Paa68xa9YsLrvsMp5++mmys7OJi4vrPGZLSws33ngjH3zwATk5ObS3t/PSSy91rh8+fDh79+7l17/+Nc8884xNrpdy4BQux5Ga41TWNXRpYDDg7eVF0phI5cC5Ma4uD2IJuaWVTB49qsdtbloyG61W8va3OxxklULhWGwdSZdSIoQwu3zx4sWEhITg7+/PihUr2Lp1K5MnT2bDhg3cc889bNmyhaCgIPLz88nNzWXx4sWkpKTw+OOPU1FR0Xm8q666qsvvhqjd+++/37kuNzeXuXPnMnnyZN577z0OHDhAT+Tn5zN69GgSExMBuOGGG9i8eXPn+hUrVgAwZcoUSktL+3aBuqEcOIXL0V3AtzupCVHsLSznzN69bp2GO1dxdXmQ3mg43cSRmhO9OnDxo8KYl5TA619vw1kzpxUKe2GPSPrEiRPpPq/85MmTHDlyBE9Pz7OcOyEEiYmJ7Nmzh8mTJ3Pffffx6KOPIqVk4sSJZGdnk52dTU5ODt9++23nfoMGDer8/bLLLuOrr77i+PHj7Nmzh0WLFgFw44038uKLL5KTk8PDDz9MS0tLj7b39h739fUFdGnhvtTemUI5cAqXY8fBYvx8vEmOizS5Pi0hmobTTez8xa/dOg13ruLK8iCWkGs0Qqs3fr50DoUVNWzLLbK3WQqFQ7FHJP28886jqamJt99+G4COjg5+//vfc+ONNxIQEMD69es5fvw4zc3NfPbZZ8yePZuqqioCAgL42c9+xh/+8Af27t3L2LFjqa2tZccOXfRbo9GYjaANHjyY9PR07rzzTi655BI89bqjp06dYuTIkWg0Gt57773O7YcMGcKpU6fOOs64ceMoLS2lqEj3Xn/nnXeYP39+v69JTygHTuFy7DxYzJTEaHy8TdcXGSYyHJA+bp2GO5dxVXkQSzB0oPYWgQNYOTeNIQF+vP7VNnubpVA4FHtE0oUQfPrpp3z00UckJCSQmJiIn58ff/3rXwGYM2cO1113HSkpKaxcuZKpU6eSk5NDeno6KSkpPPHEEzz44IP4+Pjw8ccfc88995CcnExKSgrbt283e96rrrqKd999t0tq9bHHHmP69OksXryYcePGdS6/+uqrefrpp0lNTeXw4cOdy/38/HjjjTe48sormTx5Mh4eHvzqV7/q9zXpCXEuhfanTp0qu4dnFa5Fa5uGwEvv5I7LF/H0r64wuU1Lm4bBS2/nF2cqufNkKcLb2y0jOQr35LZ/vMd73+2iYe3zJut1unPLs+/w3/U7yL1kMmGzZ6jXqcIlOXToEOPHj7dqn6asLJoyMglIn6Ze1zbA1P9ACLFHSjnV1PamQxwKhZPIPnyENk07MyaMNruNn483E2IjKPWNIjTpMvXhoXAoOSWVTIodZZHzBvDTuOG88mU7777xIVe8ukrdbCgGDAGpqeq17ERUClXhUuw8WALAzAlxPW6XlhDNvmMNbpuGU7gnUkpyS6osqn8zMPFoOWPam/jUL0yl+xUKhcX0VjurHDiFS7Hj4GGiwoYRMXxoj9ulJURz9PhJqusbHGKXQgFQtGkrDaebGOtleenJoOnprGyrZ69vEKW+Q9yu61ahUDiejg4t1/3t9R63UQ6cwqXYebCkS/TNnM6QYSKD0oNTOIqmrCy+/9NDAAx/y3L5moDUVH791IN4Cthw+fUqYqxwWc6lmnhXo/u1X7Mtm5Lquh73UQ6cwmWorm+g7Fg9M8br6t960hlKiY8C1EgtheNoysikAB8A4ltOWZUKHT1vNpfMSua/+w7T3tFhLxMVij7j5+dHfX29cuKcgJSS+vp6/Pz8Opc9t3oDsSNCetxPNTEoXAZD/ZtBwNeUzpAhejEkwI/EyHAVgVM4jID0aRS8/TVhHa0M8xJWp0JvXjKbNdv28dWuXC6dlWwnKxWKvhEZGUlFRQW1tbXONsWt0ba1IVtbEb6+ePj4WLyfn58fkZE67dPMvFK25hTx3G0/4e7/PWl2H+XAKVyGHQcP4+PtRVqCLj1q0BmSGk2nzpBx23pqQlSn06cY+DhbsiAgNZWy0eOYqG0j+h/Wd5JeNH0S4cMCef2rbcqBU7gc3t7ejB5tvvtf0TuGrJFsa0P4+PS54/y5jzcwJMCPmy+azd09bOfUFKoQYokQIl8IUSSEuNfEeiGEeEG/fr8QIs3SfRXux86DJaTGR+Hr4w2crdgPdEmpTgrwouxYPcdPnnGm2QoHYI+xPdbS3tFBfm0DU+b1TcvN28uLFXNT+S4rD61WawcLFQqFM7HFdIojNcf56Ifd/GLpHAIH+fe4rdMcOCGEJ/Av4CJgAnCNEGJCt80uAhL0j1uAl6zYV+FGaNrb2V1QetYAe2PF/u5vjvGnjwOQVaTSqAMde4ztsZbCihpaNe1WSYh0Jy0hmlNNLZQerbehZQqFwhWwxXSKFz/7Hq2U3LFiUa/bOjMClw4USSmLpZRtwPvAsm7bLAPeljp2AkOFECMt3FfhRuwvrqS5VWN2gD2c/eZIP282AHsLlAM30LHH2B5rySmxfISWOZLjdM032UWq+UahGCgY1BKAfs15Pt3cwqovtrBiTiqxI4b3ur0za+BGAcafYhXAdAu2GWXhvgoLcHZdkYEdB3Qz5bpH4IwxpFSN7Y0OW6MaGc4BTP3vHU1OcSUeHoJx0SP6fIxJoyPw8BBkHz7Cinlpve+gUChcGlN1b8NvvaVPx3rrmx00nG7i7isWW7S9Mx04U3Nouvcvm9vGkn11BxDiFnTpV6Kjo62xb8Bjq4JLW7DzUAkjQ4KICgvucbvuo1vSEqJVCvUcwdlje3JLKkkYFYa/r+WdZd3x9/VhbNQI9h2usKFlCoXCWfSklmANWq2Wf6z+junjRzNzovlAhjHOTKFWAFFGf0cCVRZuY8m+AEgpV0kpp0opp4aGhvbb6IGEK9QVGdh5sJiZE8YghDAr3muKtMRoCipqONXU4gArFecyOSWV/UqfGkiJi1IpVIVigNCRlMw9w8axzzeoX+UdX+zYT1FlDXdfcb7Fc5ad6cBlAglCiNFCCB/gamBtt23WAtfru1FnAI1SymoL91X0givUFQHUnDjJ4apaZowfY3W3YWp8NFJK9h1WX4gK+3GmuZXi6jomj4ns97FS4iMprznOiVOqe1qhcHdeLznO574h3B05Bb8XXuxzluC51RuIChvGSitKK5zmwEkp24HbgW+AQ8CHUsoDQohfCSF+pd9sHVAMFAGvALf1tK+Dn4Lb012mw1npqV2H9APsJ46xOipo0IxTdXAKe3KgtAoppU0icIZGBpVGVSjcmzPNrfz9o/WkxkfR0AG//DyDjg7rJYKyCsvZlF3AHZefh5enp8X7OVXIV0q5Dp2TZrzsZaPfJfAbS/dVWE/3uiJnNDXsOFiMl6eHzhlrP1u8tydGhgQRPiyQzF3Z1NUednozhmJg0tmB2g8JEQMpRp2oC1LG9vt4CoXCObz8+Q/UNZ5mzWO/4WBZFb989h2eeG8df77+EquO89zHGxjk58svLp5j1X5qEoOiE2c1New8WExyXBQBfr5gZbehEILk8KFk7sii9vMspzdjKAYmuSWV+Pt6M9qC1v7eCA8OZERwoIrAKRRuTHNrG09/8C2LUscxa1IcMyeOYfP+Qh5563NmT4rjvLTxFh2nur6B97/P5FeXzmfo4ACrbFDD7BWdOKOpob2jg4y8rgK+xuK9ljBBtFHk6U+rVjq9GUMxMMkpqWRibASenrb5yEyOiyJb1W0qFG7Lq19u5diJkzx03cWALpjw0l3XMj56BD994lWq6xssOs6/PttEe4eWOy0Q7u2OcuDsgDVdlK6EM5oaDpRWcaaltUcB396Ylp5EhxAU+g5xajOGYuBiqw5UAylxURworaJN026zYyoUCsfQ2qbhqQ++Yc7keOYnJ3YuH+Tvy0cP38rp5lauefxVTu7e06Mv0NTSykuf/8CyWcnEjQqz2g6VQrUx3dOQ4ffdS0dDo0vVZpmrc3OGWOqOA8VAzwK+vTHzggXw1rccufAyLr5mqctcZ4X1HDt+kvV7DnLt+dMtbqW3NzUnTlJz4pTNHLimrCzGlOajae8gr/woSXH972xVKBSO461vd1BRe4LX/nD9WZ9TE2IjePmua7n+yTf4085N3NlYYra05531Ozl+8gx3X3F+n+xQDpyN6ZKGbGvj6GOPg1brMrVZvdW5OVosdeehYkKHDmH0yL7XFsWOCGHo4AAKRsY4/foq+sdf3v6cl9b+wPiYkUxJjHG2OYBtGxgM77+IDk8ITWPXxq0kxV3d7+MqFArHoGlv52///Yr0cbEsnmp6BPt1F8zk2w8/5z/FkNp0nHmak2cJ/BqEe6ckxjA3KaFPtqgUqo0xTkPi4QFarUsI5RpwJfFe6Crg21eEEKTGR6mZqG5OS5uG/23UvR7f/naHk635kT1bdgEw5vSJfh/L8P6L1ZzBT3aQtUepHykU7sR7GzIoPVrPQ9dd0uP31j9uuZyx7U3cM2wsR30HnVXa803mAfLKj1ol3Nsd5cDZGGNttREPPegSQrld7HMR8V6A4yfPkH/kWL/q3wykJUSzv7gCTbuqKXJX1m7fR8PpJmJHhPC/jZku8b9sysoi44M1DNNqaL3z9n7XtRref56eniR0NHNQq5IgAwF3rXtWWEdHh5a//ncdqfFRXDxjco/bhqRP44MHf067jy/3JV+A9+Su2//94w1EhAzlyvlT+myP+vSwA8ZpSN/ERJcYFm/AFYaCG9h1qP/1bwZSE6Jp1bSTV37UJmr5Cttiib7gG19vIypsGM/d9hMu//NLfLv7IBfPSHKwpV1pysikwMOPRM0Z6MecQwPG77+pZWdYc7AcKaXL1PsprMeVZkor7MsHmzIprKjhvzdcSP2qV3r9Dk2+YCGveQ/m6sde4b5XPuWZX18JQE5xBRv2HOJvv7gcH+++u2HKgbMzzh7AbQpXsWnHwWI8PARTx/a/1sl4IoNy4FwLS77gKmtP8O3ug9x3zUUsnT6ZkMBBvLN+p9MdOL+pUzn8/i5WNB+zWcTa8P6b8tn3vLHzEJV1DUSGDrOBtQpnYKth5grXRqvV8sS765gwIpjk5x6n1kKH/aqF09iyv5BnP1rP3KQEls1O4R+rvyPAz4dbLpnXL5tUCtUGqPB539h5sJikMZEM9vfr97ESI8MJ8PMhq1Bpa7kaltRdvrthF1qt5MYls/Dx9uLqhdP4bGs2jaebTB/TQe+5YyMiaRKepM2bafPISkr8jxMZFO6LK5WlKOzHJ1uyOFhWzV2jhyKsrCN/9tdXMiUxhhuefIOdB4t5d8MubrhgJsGBg/plk3Lg+om1w9cVOrRaLbvySpgxvv/pUwBPTw9S4qLUTFQXpLcvOCklb36znTmT44nXayFdf8FMWjXtfLx571nHc+R7ztCBOuuma2weVUnSR4qVA+feuMpMaYX9kFLy+LtfMjYqnKtXLLbaYff18eajh28FYMHdz9CmaeeulX2TDjFGOXD9xNW6Ot2FQ2VHOXmmhZkTbePAAaTGR5FVVI5Wa/0wYYX96O0LLiOvhLzyo9x44azOZdPGxZIYGc4763eedTxHvudyS6oAmBATYfNjDwnwIy4ilH1qIoPbY+30GIV78fn2few7XMH91y5lyJQpfXLYR48czpv33Eirpp1LZiSRGBXeb7tUDVw/MUQXLB2+rtCxu6AUgPRxsYBlRe69kZYYzb/WbKKostYmbw6F7eip7vLNr3fg7+vdpRtLCMF1i2fw0BtrKD1aR6zRDFJHvudySioZPXI4QwL6n+Y3RUp8FNlqJqpC4bJIKXns3S8ZM3I4Pz0vHeh7HfnyOamsf/quzuh7f1ERuH4ykMPn9qwzKqg4hqeHB3ERoTZLiaUl6JohsopUGtVd0Gm/ZbBybhqBg/y7rPvZ4ukAvLdhV5fljnzP2XqEVndS4qI4XFXLqaYWu52jO0WVNURc+Ue27C902DkHIqr2+dzgm8wD7M4v476fXoSXp2e/j3f+lAmEDQu0gWXKgbMJAzF8bu86o8KKGkaPHI63l5fNUmITYkbi7eWp6uDciDXbsmk808yNS2adtS52xHDmJSXwzvqdSCm7rHPEe661TUPBkWN2deCS4yKRUpJTXGm3c3TniXfXUV3fyFsuJJbsbqja53MDKSWPvfMlUWHDuP6Cmc425yyUA6cwib3rjIoqa0jQF6zbqovLx9uLyaNHKQfOjXjj6+1EhwWzMGWsyfXXLZ5B/pFjZOaVOtYw4FD5UTq0WpuM0DJHZyeqg+rgDlfW8M76nXh5evD5jn10dKh60b6gap/PDb7Pymf7gcPcc/WSfum12QvlwClMYs/WeCklhZU1JETqHTgbpsTSEqLJKiw/K2KjcD0qa0+wfs9BbrhwJh4epj+Krpw/BV9vL5PNDPYmV9+BOinWfg5cZOgwhg0JsGkjQ0+pvb/972u8PD34v1tWUnPiFLsOldjsvOcC+eVHadO0K+mQc4TH3v2CkSFB/HzpHGebYhLlwJ0jWFuvYc86o2MnTnK6uZX4iLAu57NFSiw1IZr6k2c4UnO8v2Yq7Mw763ei1Upu6CE1ETQ4gGWzU3j/+0zaNI4drZVTUom3lyeJUWG9b9xHhBCkxEXZTEqkp9Re6dE63vpmO7dcMo+bL5qNl6cHa7fvs8l5zwXONLeS9MtH+fnTbw3o2meFjq05hWzKLuCPP7kAPx9vmxzT1nWTyoE7B+hrvYa96owKK2oAOiNwtsR4IoPCdTFov82dnEDcqJ5fB9ctnkFd42m+zsh1kHW698yeH3YwNnQo3l72TZ2kxEeRU1Jpk3RmT6m9v/33Kzw8PPjT1RcydHAAC1LGsmZ7dr/Pea5QUXuCNk07727YxadbsgZk7bPiRx5750tChw7h1kv7Ny3BgD3qJpUD50Cc1bXkavUaRZV6B66XL+6+kDRmFB4egj0FyoFzZXYdKiH/yDFuXNJ7YfCF0yYQOnSIw9Kohg/aAxW1jC4tsPv7NTkukuZWDYWVx/p9rO6pPc+hQdT9ZxX5Gzfzxtfb+flFszvHdi2blUxe+VEKjvT/vOcClXUNAAQN8ufW596ltuGUcw1S2I19h4/w7e6D/P7KxQT4+drkmPb4HlYOnINwZteSq9VrFFbW4OXpQcyIEJsfO8DPl/HRI5WUiIvz5jfbCfDz4cr5U3vd1tvLi2sWTePzHfs5ceqM3W1rysikQdPBUU9fEtpO2/2Gx5YjtYxTe+H33cuxvz1J7fPP88iDfwcpufeaJZ3bXjozGdB1Ait6p6q+AYDX/ng9Daeb+PU/3lO1tgOU77PyAV3031bY43vYKQ6cECJYCLFeCFGo/2lykrMQYokQIl8IUSSEuNdo+SNCiEohRLb+sdRx1vcNZ0bBXK1eo7DiGKNHDreJpo4p0hKiVQrVhWlubeP9jZmsnJtmsUDudYtn0Kpp56Mf9tjZOt0HbZF/EAAJtNr9hmd8tE7+Zp+NBH0Nqb2OhkZkWxtH8WK173CuiQkmOvzHm6aYESGkxEepNKqFGCJwF06byKM3XsbqzXt5f6PqPh2I7C4oIyJkKBHDh9rsmPb4Hu7RgRNC7Lfg8V0fznsv8J2UMgH4Tv9393N7Av8CLgImANcIISYYbfKclDJF/1jXBxscirOjYK5Ur1FoJCFiD9ISoqmub6Raf8escC0+26rTfrvJhPabOaYkxjA+ZqRD0qgBqanU33QLAAv/71G7v2d8vL2YEDPS5lIihs+c1wKjkcC911x41jbLZiWz/UAxNSdO2vTcA5Gq+gYCB/kx2N+PP1x1AdPHj+Y3L/yXKr1jpxg4ZOaVMm1cjM2Pa+vv4d4icJ7ApT08LgNC+3DeZcBb+t/fApab2CYdKJJSFksp24D39fu5Ja4WBXMWUkqKKmtJGGW/UVeGRoasQjVj0hV585vtxISHMD850eJ9DKO1tuYUUVJdZ0frdORrPAga5E/iwrl2P1dTVhbjOprJsrGkR0BqKt7/+CcfD47g2ukTGH/e/LO2WTY7BSklX+7Msem5ByKVdQ2MGq5LFnl5evLWPTfR3Krhlr+/o1KpA4jG000UVBxjamKss03pld4cuFullGU9PEqB2/pw3nApZTWA/qepcMwowPgbuEK/zMDt+gjg6+ZSsK7GkZCRXJF3ktZ4y7+4BhpHjzdypqWV+FF98fstw1BTpNKorkdF7QnW7znUo/abOa7VzyF8d4P9o3A5JZVMGh2BEMKu5zHUxsbu382xU02UbN5m0+O/eKCSdgR/vuM6k+tT4qOIDgtWaVQLqKprINzHo7MRbWz0CJ785Qq+3JnDG1/b9v+mcB6G742pY20fgbM1PX6CSim39nYAc9sIITYIIXJNPCyNopn65DTc5rwExAEpQDXwrNmDCHGLEGK3EGJ3bW2thae2D59uzeKHfQXszi9zqh19wVYdtD9KiNgvAhc4yJ/EyHDlwLkghrFY1/ehODg6PIQFKYm8/e3Zo7Vs2eGt1WrJKa5k8mjbDJzuCUNt7Lg2XUfj7u+32+zYR4838vLnm7lu8QzGRJi+YRJCcNmsZL7dfZCmllabnXsgUlFdQ1Duvi6NaL+9fCHzkxO5618fUna03tkmKmxAZn4pMAAcOANCiEuEEFlCiONCiJNCiFNCiB6LJqSU50spJ5l4rAGOCSFG6o89EqgxcYgKIMro70igSn/sY1LKDimlFngFXbrVnB2rpJRTpZRTQ0PtF/WxhAz9OCCDjIa7YMsO2qIq+0mIGKMaGVwPKSVvfr2deUm9a7+Z4/rFMymqrOkyQcDWHd77iytpPNPMrIlj+nUcSzDUqY3V6obZFwyxXWf2Mx98S1t7O/dfe1GP2102K5nmVg0b9hyy2bkHGlqtlqONZwjVtHRpRPPw8OCNP92IViu5+em30GrVaDJ3Z3d+GbEjQhgeNMTZpvSKpTmMfwA3ACFSykAp5RApZWA/zrtWfzz0P9eY2CYTSBBCjBZC+ABX6/czOH0GLgccp/DZDwxfOoernBsJtBZbdtAWVugkRIZXldtVEy8tIZqyY/XUN562y/EV1rPzYDEFFce48ULLmxe6s3JeGn4+3l2aGWzx+jSO4H2flQfAwtRxfbbTUgy1sQm/vY3IoYM52Gy9A2Aq+lhz4iQvff4D1543vTPabS5KOT85kcBBfqxRUxnMUtd4Go1WMkJ0nNWINnrkcP5+25VszMrjpbU/ONlS96ey9oRTG0N2F5QxbWys085vDZZKjB8BcqXtKjWfBD4UQvwcKAeuBBBCRACvSimXSinbhRC3A9+ga6Z4XUp5QL//U0KIFHQp1VLgVhvZZTcqa0906gi5mwNniBJIjabfHbSFlTWMDh5C1S9+gWxrQ/j42KWpIy1R38hQVM75Uyb0srXCEbz5zXYG+fly5YIpfT5G4CB/lutHaz1320/w8fbq9+vTEMEzvB7Xz7mChMiwTsFbexOQmkpAaiqp5S9arQXX3XbDe+nZj9bT3KrhgWuX9rgd6Lpgl6ZP5vMd++no0OLpqeRBu1NV3wjAhNtuIbSlnoD0aV0+s3558Vw+2ZLFn1at5sJpE4m3c4ZhIHP146/Qpmln17/vd/i56xpPUVJdx69sNH3B3lj6Tv0TsE4IcZ8Q4neGR19PKqWsl1KeJ6VM0P88rl9eJaVcarTdOillopQyTkr5hNHy66SUk6WUSVLKywwNEa6MIX06IjiwM43oLtiyg7awooZYL+yuiZcar3Pg1EQG16CppZX3v8/kivlpDPa3TPvNHNdfMIPjJ8+wbpeuc7L76xPojDRZUhtnHMHTaDRsKTjCIgdE37qTHBdF/pFjNLe2WbyPqehjXeMp/vXZJq5eOI2x0SPMbmfMstnJ1DacYuehYps+p4FCZd0JAMakm5aBEELw6h+ux9vTkxv/7w2bjEU7F9FqtWQVHiEjr5TyY46vKTR8X7hDBypY7sA9ATQBfsAQo4fCQjLySvD28uTyOakUV9e5Xdu5LfRrpJQUVdWQmBBjd0284MBBxI4IUXVwLsJn27I5eaalX+lTA4unTiB8WGCXNKrh9Ql01sOV3XAj5TfcaLY2zuDceQ4N6nw9HvIbyul2LQtTxvbbTmtJiY+kQ6vlQGmVxfuY0pf8+0cbaGpt48GfLe1xO2MuSp+Et5enGm5vhqo6XQQuImSo2W0iQ4fxz99ezbbcwzz38QYHWTawKDt2nDP6Zpo12xz/Wtytb2CYos/g2BNbNF5ZmkINllJe0OezKMjIKyU5LpKJsRE0tbRx9HgjI3v4MBiIVNc30tTSxviUiUQve52mjMyzUhG2RDUyuA5vfr2d2BEhzEtK6PexvDw9uWbRNP61ZhPHT54hOHBQ5zrjSBMaja5tXcouUaemjEw8hwZx7G9PdqYUw++7l46GRvJOecK6XSxIdoIDF/fjSK2pFtbgGKKPhvdSS1wi/3zwda6cP4UJsRFmt+v+ngsaHMCC5ETWbMvm/25ZabPnNFCorDuBEIIRwT2Xfv9s8QxWb9nLg69/xtLpk7r8DxS9Y7h58fX24tOtWfx2xSKHnj8zv5TEyHCCBgfY9Tw9lTRYg6URuA1CCOXA9RGtVktmfinp40YTp2/nL6p0rzo4W2AY1p0wKswhkyHSEqIpqqyh8XST3c6h6J0jNcfZsDePGy6wXvvNHNdfMBNNewcfbtrdZblxpAlvb4S3d5fB7obo3NHHHu+SUuxoaGT4rbew9dhJJo2OILyXL2p7MHrkcAb7+1o9Usv4vfSP1Rs43dzKQ9dd3ON2plg2O4X8I8fILz/aJ/sHMlX1jYQNHYK3V88xDyEE/7n7Ogb7+3LD/71Be0eHgywcGOSWVALwi6Vz2Ly/0OFNaLvzyxwiH2KrxkBLP01/A3wthGi2VEZE8SP5R45xqqmF9HGxncWt7tbIYAsMTqs9NeCMMUxksPWIIoV1vLthl0777YKZNjtmSnwUE2MjzhqtZVwPF/PWm0S/9WZnbZxhNihare7h4dElpdimaWdrbhELUxxf/wbg4eFBclxkn1+vJ06d4flPvmPlvDQmjR7V+w7duHRmEoAS9TVBZd0JRlk4FzM8OJCX7/4Zu/PLeOaDb+1r2AAjt7SKqLBh3LhkFh1aLV/s3O+wc1fXN1BZ12C2A9WWWpO2Gq1pUQpVSqnq3fpBRp5OPiR93GhiwoPx9PA4Jx24wooavL08iQpzTHdfWoLuTmpvQTnznZASU+j4JvMAUxJjzIrJ9gXDaK17X/mEw5U1XXTlDF2dxn937mfUrWpImxpSilv2F9LcqmFRqvNeKylxUby9fidardbqaOULn2zk5JkWk9E3S4gODyE1Poo12/bxp6uX9OkYA5Wq+kYih1v+uXXF/ClcMiOJpz74ht8sX8iQgP417pwr5JZUMil2FFMSY4gMHcZnW7O5wQZ1s5ZgENg3FYGzVcrTQG8lDZbS2zD7Eb0dwJJtznUy8koZEuDH2KhwvL28iA4PdjsxX1tQWHmMMSOH4+XpafdzNWVl4fnR+0QEDTrn6+AsvXMsrDjGyTPNNj13a5uGXYdKbFL71p1rFunuWj/evNei7bt3qw676qouKcXvs/MRQlg1o9XWJMdFcaqphVIrVf0bTzfxj9XfsXx2CslxUb3vgOnXxbLZKew4WMyx4yrBYkxlXQOjQodatc9D113MiVNNvLR2k11sGmi0d3RwqPxo5wi75bNT+Gb3AYdNCNldUIaHh+hUMDDGllqoBmxRRtTbLd46C45hyTYDDmvCqRl5JUwbG9t5Rx0fEWr3CJwtw722orCyxq5D7A0YK/OPra1gT06B3c/pqnSfUnDigw/Oel1otVqeePdLxt7wZ/7w8sc2Pf+egnJa2jTMnWx7By46PIRpY2NZbaEDBz1/aG7MyiM1PophQwaZ2NMxGOb4WqMHJ6Xkt/98n8YzzRZH38xNr+gcbr/LcakrV6dN005tw6keO1BNkT5+NIunjOfvH22wShrmXKWosoY2TTsT9Y0fy+ek0Nyq4ZvMgw45/+78UibEjGSQv+9Z62yV8rQUS7+/e0uhJvdS6yaAc+5WzZpwakubhn2HK/j9lYs7l8VFhPHhD7tNbu9o+xyFlJKiyhrOTxtv93MZ3y2NbzvNDzUnONPcavKNOdDpcufY1sbRxx4Hrbaz87K+pp7f5p3g60NlDPb3Zf0e235Ybt6vc57nTI636XENrJyXxr2vfEL5sXqiw/s+hqq5tY0dB4u543LHdr11Z8zJWjwE7N6WyYp5aRbt8/pX23hn/U4evv4S0hItK8A2FVEISE0lOS6SmPAQ1mzbx80XzenPUxkwVOtFfC2tgTPmgZ8tZcHdz/Lauq3c7uTXlqtj6EA11G/OS0pg2JAAPtuWzeVz7fv9JaUkM7+Mi6dPNrneVilPS+j+/T3Iw8PsHWVvw+w99aOzzD2GSCmtr5Z1c6wJp2YXHUHT3kH6uNGdy+IiQjl+8gwnTp1xin3bcos4aIXWlC2oqmuguVXjEIVy47ulibIFrYT9xdZ19g0UunRlenh0FvDLtjY2/u05Fn60k+8OlvDcirk88fPllB6tp/Ronc3OvyWnkPExIwkdap8y2pV6J+eTLf2LNG8/cJg2TbtT69+asrKoveUWYjVN7Ppyg0XR832Hj3D7C//j/Cnjeei6Syw+l7mIgmG4/fo9ari9AcMEnYiQIKv3nZeUyJzJ8fzf+9/Qpmm3sWUDi9ySKoQQjNeLT3t7eXHpzGQ+37EPTbt9r92RmuPUNpxi2rhYs9vYUznBOOLW/ft7sIeH2Q9PNTOlD1gTTv2xgSG2c1n8KF0xt73SqD3ZJ6XkJ39ZxYX3PG/zeqeeKKx0zBB76FrrtPipRwHOqTo44w8D42sx4qEHO18XqwNG8NNhk2gXgrdP5PIz7+ZO8dpN2bZJOXd0aNmWe5i5doq+AcSPCiNpTCSrt1ieRjXFxqw8PD08mGOHVK+lGD64x7edJs/Tv8cbw6asLEpefIkr7nuBYUMCeO/+n1s1Aqun6SqXzUqiuVXDejXcHtDVvwGMsqKJwYAQggeuXUpF7YmzOqatwRVLYmxNbkklcRGhBPj9mClZPjuFE6ea2LK/yK7nztQL+E61MIJtS7qXMxgLiwtvb05rtafM7WupkK/CCGvCqRl5pUSEDGWU0VxFgxbc4apaiwU7bWVfZV1D5x3ln1at5uW7f2bz85vC0LQRsvk7mjxb7Z7SNXQihkhJ6D8/Y09BmV3P5yqYS58brrd29Bju/M+nvFdSx0xNI0+fyCfESxCQPo2JsREMDxrM99n53Lik/51fuaWVNJ5ptkv9mzEr56XxyFufU13f0Gdx7I1Z+aSPi3Vqt6DhxmtsRzNfeobROinJ5HZNWVmU3XQzd/uPpsQvhHW/WU7YMOt167p36xqYn5xI0CB/1mzLZtnsFKuPO9DojMANtzwCZ4ikBKRP48JpKUxJjOFv//2KGy6caXUTlyuWxNiD3NIqJnUTPr5w2gT8fb35dGsWi9LsJ++zO78ML08PkuIi7XYOc3SPuHU0NHb5/j6TlmY2VacicH3E0nBqRl5Jl+gbwJiRBjFf+3WimrMv45AuIrgodRz/+XwzG/fm2c0GYw7uzcFbavF59WWTY43shRDinJrI0FP6vLiqlsWvfs17JXU8cO1SvvnHnxj729s6vxA8PDyYn5zIpux8m4x627K/EMD+DtzcNKSUfLo1u0/7n2pqITOvlIVOTJ/Cjzde0y8+H4DCQaYjPk0ZmfzXK5hv/Idz5+ly0uorbWqHt5cXS6dP5oudOWqmJ7qbXh9vL0ICB1u0ffeISnN2Ng9cu5TDVbVnCU9bdDw7dEC6Gi1tGgoras7SLwzw8+WCqRP4bFu2XcdP7i4oI2lMJH4+3nY7hzlMZcws9S96kxEJ7ulh02cxADl+8gyFFTWkjx/dZfkgf19GhgQ5RQsuM78Uby9PPn7kVhIiw/jFs29zptl+tS6G0H/e/jyiOlrwdMKHUFpCNAdKq2hp0zjsnM7CXPr8ix37mfKrJyg5Ws/nT9zO4z9fzpApU876kFiYMpbymuOUVPe/Dm5LThFRYcOIGdH35gJLmBA7krFR4VZ1oxqzZX8hHVqtUwbYdycgNZX5d9wKYHYiw6ERMfzfkNHMbz3OzzU1dumIMx5ufy6k73qiqq6BiJAghBAWbW/K4Vo2O5mJsRH89b2v0Gqtc4od3QHpDPKPHKVDq2Vi7Miz1l0+J5WK2hN2y6JIKR02gcEUPZUz9EZvKdQ9gETXbdodCYyx3MxzD8Ng3OnjRp+1Ls4BUiKmyMwvJWlMJMOGDOK1P9zAvLue5oHXPuMft19l83MZh/6LhqcS09HqlA+htIRo2ju05JZU2iVl7Up0T5/7JiXz0OtrePzdL0mNj+LjR37Vo6CuYQbopn35/RLelVKyJafQIUPhhRCsnJfG//3vG+oaTzE8yLqGie+z8/Hx9mLWxDg7WWgd4cGBhA8LNCklcuLUGa7/YBMjggNZNT+NyLkP2Dyd1pSVRfqB3Xh7evDxJ98S8skrAz591xOVdQ1WdaAaHC6DYHRA+jQ8PDy4/9qLuPaJ11izbZ9VXZWO7IB0Ft07UI25ZEYSnh4efLY12y6f34eramk43cTURNsf21LMlTP0Rm9dqKOllGP0P7s/lPPWCxl5pQghmJJ4tjBgXESow+ehGmayGkaFzE1K4PblC3nh041sy7V9kajhTlSr1XLE05fEMZF9usvoL4aRWudKGtUQfvdNSubSB17k8Xe/5OaLZrPtn/f06pRNiNV1jH6fld8vG4qraqmub7R7+tTAyrlpdGi1rNm2z+p9N2blMXPCGPx9fexgWd9IiY86a6SWlJIb/+9NKusa+Ojx20m84za7OG/lN91My79fJL3lBGt35Qz49F1vVNU3WKUBZy6i8pMFU4mLCOWJ99ZZnQ50xOxoZ5JbUoWXpweJJsYshgQNZl5SAp9utU8E2BBo6akD1VWxqAZO6PiZEOIh/d/RQoh0+5rm/mTklTAuegRBgwPOWhcfEUZVfYNDBR4LK2o4eaalS03e3355OdFhwdz81Fs2t8VwJ1rj7U+L8GT8jDSnfAiNHjmcoYMDbObAuUtKaU9BGV9l5PL4zct47Y83WOSgCCFYkJzIpn0F/ao52ZKjuyFwlAOXmhDN6JHDrU6jHj95hqyiIy6RPjUmOS6Sg2XVXaQn/v7RetZu38fTt17B9PG2vX82vKYbP1vT6bAtbK6nuLmDEr/AAZ2+6w1rI3Bg2uHy8vTk3muWsKegjG93O0ac1l3ILalkbNQIfLxNJwWXz0nhYFk1BUeO2fzcmfll+Hp7mUzfujqWNjH8G5gJ/FT/9yngX3axaIAgpSQjr/SsBgYDhk7U4irbaW71hkHSxPhOY7C/H6/+4ToKKo7xl7e+sPhYljgxhjvRxit1L5uJM6b0zfB+0tnIUNB/B86cgr0rsmmfLor2i6VzrdpvYcpYKmpP9CvFv3l/AcGBgxgf45hJe0IIVs5NY8PeQzScbrJ4v837dY6qM/XfTJESF0Wbpp288qOATrvxnlWfsGJuKnessK0grPFruuHTTxFeXuDpySK9esGea3/plMi5K3CqqYXTza1WT2Ewx/UXzCQydBiPv/tlj9u5y02ircgtrWLS6Aiz65fru6E/22b767E7v5SU+Ci8vdxPlMNSB266lPI3QAuAlPIE4Dr5BhfkSM1xjp042UXA1xiDA1dU5biZqJn5ZQzy82V8dNc7jfOnTOAXS+fw9IffkJlX2utxrHFiAlJTqUnTBWsdMUbLHGkJ0ewvrui3IKQ7dYR9n53P+JiRhAdbJzGxoFMPru9p1C05RcydHG/1QPb+sHJeGpr2Dr7YYfkYqI1Z+QT4+Zh9nzoLw0itfYePUNtwiqseXUVMeDCv//EGi4vpLcX4NU1HB0GXX07oHXcw/bWXSUuI5quSmgGdvuuJyroTAFbPQTWHj7cXf7rqQrbmFLF5n2m9RXe6SbQFp5tbKKmuY1Ks+ZkA0eEhpCVE81kfO83N0dGhZW9heWdZkbth6aerRgjhia5xASFEKKD6y3tg16GzBXyNMUwk2L96rcPeoJn5pUxJjDYp+PnMr65gxLAgbn76zV4Vw3tyYkzdORZV1uDj7UVkqGlZBEeQlhBNq6adQ2VH+3Ucd+kI07S3szWniAV9GMw+LnoE4cMC+b6PDtzR440UVdYwPTjAoVGE9HGxjBo+1Ko06sasPOZMijebunEWCZFh+Pl4s7ewnOv+9jp1jad5++oFaN571+bXs/trOmj5sk6HbdnsFHYeKjlnh9tX1enGaNkqAgfwi4vnEDZsiNkonDvdJNoCw2fyxFjzETjQdaPuOFhMtV6XzxbkHznK6eZWp3Wg9hdLHbgXgE+BMCHEE8BW4K92s2oAkJFXio+3F0ljTAsD+h0uIFDbzqFtmQ65y2rTtJPVw51G0OAA/vO7n5FbUsVf31vX47G6f+B7Dg2i7j+rOPHBBybvHAsraoiLCLVKKd7W2KqRwVSBsiumO/YWlnO6ubUzmmYJhufRnJ3NgpRENmX3rQ7OoP8W9+5rDo0ieHh4sGJuGl9nHuB0c0uv2x87fpIDpVUuV/8GunqpieHDeOnTjXyTeYCnl80i5KF77HI9e5IxWDY7GSklX+w8N4fbd0bg+jAH1Rz+vj78/srFrN9zyGTGw11uEm1FbolOx7CnFCro6uAA1m63vlHJHLv10iTO7EDtDxZ9o0op3wP+BPwNqAaWSyk/6utJ9Tpy64UQhfqfJkMzQojXhRA1QojcvuzvTDLySkiNjzJ7Z9+UkUlURwvlnn4OucvKLamkVdN+liadMZfMTOLa86fzxHvr2G9Ggwq6fuCH33cvx/72JLXPP8/Rxx43eedYWFnjkBFaPZEQGcZgf1+baAkZFyi7arrDMA7L0ghc9+cxOySAqvoGCiusT/FvySkiwNODcc0NDo8irJyXSkubhnW7cnvd1lAj6AipE2tpyspidOEBWrWSS1rrWXm00K5RGXNdjkljIokKG8a6XTk2PZ+7UFVv+wgcwK8vW8CwIQE88d7ZUbj+6IK5I7mlVfj5eHcK3JtjYmwE8aPC+izYbYrd+rKicdGOqdW1NZZ2oT4PBEsp/yWlfFFK2d8hefcC30kpE4Dv9H+b4k1gST/2dwrtHR3sLijrsa4mIH0a0dpWyr38HHKXlaG/0+st1//8b64iOHAQNz31Ju0dHWa3M3zgdzQ0/lg/o9XqBqYb3TlqtVoOV9U63YHz8PAgJT7K5lIi5tId2UVHeP2rrTY9lzV8n53PhJiRFo9Y6v48pp05Dvzo5FjDlpxC0seMxMfH2+FRhDmTEggbNsSiNOrGrDwCB/mRZkLmx9k0ZWSytOkY5zfX8XBjIUIIp0RlhBAsmTaJDXsP2X2guCtSWddA0CB/Bvn79r6xFQwJ8OPOFeexZts+corPvlke6LIh8GPEf9++PCbEjKR1/74eMxlCCJbPTmFjVh6NVjQq9URmfilpCabLitwBS63eCzwohCgSQjwthJjaz/MuA97S//4WsNzURlLKzcDxvu7vLA6VVdPU0ma2/g10b9BJSxdT7R3AyFdfsfsbNTO/lJDAQcT2ooofEjSYf93xU/YWlvPMB9/2etwu4X4fH0Y89GCXO8fKugZa2jSdNX/OJC0hmuzDR/o0HshcmtRUukNKyS3PvsOvnnvPYaOIjO3rrH+zIrLU/XlMPm8OI0OCrNaDazzdxL7DFSyYleaUKIKnpwfLZ6fw5c6cXmVxvs/OZ35SotWzKR1BQPo0ZtLMCycLGOzlSdDyZU6LylyUPomTZ1rYfuCwS5YL2JMjh0sJ95R2eb6/vXwRg/19+et7X9n82K6OccQ/J+8wiaLNokzG5XNS0bR3WBRh7w1NezvZRUfcUv/NgEWVu1LKt4C39OOzVgL/J4SI1kfA+kK4lLJaf+xqIYS13+793d+uGKJdvXW2jUubRPt3e6kbGY3lY5L7RmZ+KenjRlvUwXbF/CmdA8KXzU5hfIx5fZzeVMINKbiESOf9iwyDpSf6DKGppY2CimM9PidT+5sbJm3q+W/LLSJTLw557MRJImxYP2OJfUcf+StnWlqtamAw9TwWJO/l++w8pJQWdz5uP3AYKSVzJycQkDrOKRGElXPTWPXFFr7dfdDsMPaK2hMUVtTw60vnO9Y4CzH3vnLG9TwvbRxenh58/vlGwj9edc5MZWjKyqJk735COtopv+lmmz/f4MBB3LZsAU9/8C1/ufEyEqOc16XvaAwR/0bpQY2HD6Nrq87KZJi61jMmjCZ8WCCfbcvmmvP6J0V7sKyaljYNUxPds4EBrB9mHw+MA2KBHqegCyE2CCFyTTyW9dHWPiGEuEUIsVsIsbu21jGTDzLyShg6OID4UT3n9OMjdE6NvUdqnWlu5UBplVV3Gi/ecQ2D/H35+dNv9RpF6incX1ipE150VgrV+E5vxH/+CVjfyNBbV1j35//3j9Z3ris7Vt/PZ2C9fd9tygBgvpUdqN2fx8KUsRw9fpL8I5Z37m7eX4iXpwczJjhPlmNh6liGDQnoMY36fZbu42tRmus1MBhwlTRa4CB/Zk+K5+u9eedUd2RTRiY1wouwjla7Pd/fXbEYX28vnvzfuRWFM0T8i3wHA5AyI9WiEgEPDw+WzU5m3a6cfs+2NjSQuGsHKlheA/d/QohC4FEgF5gipby0p32klOdLKSeZeKwBjgkhRuqPPRKwtlLa4v2llKuklFOllFNDQ/s+29EaMvJKmTY2plcNLIMWnL0duL2F5Wi1sseUbndGBAfx/G+uYsfBYv756cY+n7uoshZfJ0qIGDs3o1tO4ucprHbgrOkKO1xZw6dbs7lsVjIA5TWmKgBsS3f7drZ6MDE2wuL6N3MsSNE5gIaGCEvYklPIlMQYAvxsWzNkDd5eXiyblcLa7fvMSuJszMonJHAQk03MXlSczUXpkzjQ0Eyt76BzpjvSb+pUaj18CJMauz3f8OBAfnnxXN5Zv5Oyo/a/2XMVDBHmo4svBmDG9VdbXCJw+ZxUTje38t3e/pXi7y4oI2iQv0uU9/QVSyNwJcBMKeUSKeUbUsqGfp53LXCD/vcbgDUO3t9uNLW0klNcadGom5EhQfj5eFNkIwfOXH1K5wQGK8UKrz1/OounjOev//2qz7VchZXHiIsIdaigqzHGzo23tzeTR4Wyt9C6TlRrusJe+HQjXp4ePHXLSsC+ETjD/xvotG/kq6+wo6ymT/pv3YkfFcao4UMt1oNradOQmV/msPFZPbFyXhqNZ5rZmHV2okBKycasPBakjHXa69LduCh9EgAHf3X3OdMd2TQmnnbhwZi5s+z6fP941QUIIbj9hf9xuNJxwu7OJiA1ldLIMQwJ8CMqLPis7n5ztZYLU8YyJMCv36K+u/PLmDo2xubC2I7E0k+vVcASIcSfwSazUJ8EFuujeov1fyOEiBBCdIqQCSH+B+wAxgohKoQQP+9pf1cgq+gIHVqtRdEuDw8P4iJCOWyDaQw9yVlk5pcSHRZsdURGCMEvL55LbcMptuQU9smuwooap9a/dXe+pqaM10ckrXNILUlnNZxu4rV127hmUTpjo0cwdHAA5cfsE4Hr/v8GGH7rLRz0H6arf7OBNIYQggUpY9m0L98iPbiMQyW0adqZl+R8B27xlPEMCfAzmUYtqa6jvOa4S+q/uSqTx4wiImQoG4+edIm0riOorGsAYOyyi+36fKPCgnnouov5KiOX+OseZMk9z7NmW3aPKgADhdzSKibFRnRxonqTZvL18ebi6ZNZs31fnwMLrW0a9hdXuK3+mwFLHbh/oZuFeo3+737NQpVS1kspz5NSJuh/Htcvr5JSLjXa7hop5UgppbeUMlJK+VpP+/dGe22t3bunMg6dPW+0J3QOXP8jcD3VaWX2MJO1N5ZOn4y/rzcf/7DH6n1/lBBxbnGusfOVlhDNyTMt7HnuRV1zQw93etZ23L3yxRbOtLRy9xXnAxAdFkyZvRw4M//vTfrxPNbWv5ljYcpYak6c4lBZda/bGpz82ZPibXLu/uDr480lM5L4dGvWWV+Ehqicq80/dWWEECxJn8j6PYfOCccCoEqv+B8x3N4tZvDQdZdQ9r+/8cgNl5JbUsnyh/7N6J/ez6Nvf0GV3pE0MFA6gaWU5JZUMqlbGYMlkyiWz0mhtuEUOw4e7tO59xdXomnvYNo4961/g3NsFmp7TY3dxVZ35ZUQHRbMiGDL3vQGB64vivfGmKvTqms8RXF1XZ9bpQf5+7J0+mRWb9lrddSqovYErZr2Xps5HMl4bTMAW9/9mLIbbqT8hhtN3ulZK9CraW/nhU83sih1XOccy5jwYLvVwJn7f2/KzmfS6AhChw6xyXkMqdhNZuY2GrMlp4hJoyMIDhxkk3P3l5XzUqk/eYbN+7pGjzdm5TMiOJCxUe4p3ukslkybSMPpps4xgQMdQwRu1HDH1O+OCh3GwzdcSun//sanj/6aCTEjefjNtURffS8rH36J9bsPcnrPXpcUDu8Lx06cpP7kmbMmMFhSc3xR+iR8vL36LOq7W68S0FsEztWd5XNrFqrE7t1TGVZGu+JHhdHcqqFar/jdV8zVae3O19V79WdY9xXz0jh6/CTbD1h3t1Oor+dwdgTOmNgjxXhJLQe9BoFGg9RoTM90tXIe4cc/7KWi9gS/u/L8zmW6CJx9auBM/b817e1szS1iQbLtIktjIkKJChvW2bVpjo4OLdsPHHaJ+jcDS6ZNwt/Xm9VbfkyjSin5PjuPRanj3Lr2xRksnjoBTw8PvrKBBpc7UFXXgBCC8GG2uRmyFC9PT5bPSeWbp+6i6J3H+d2V5/PDvgIu+NM/SPrLG7zuNZwG6eH2ncAHSquAs2egWlJzHDjIn/NSx/HZ1qw+BT8y80sZHjSY6PBgs9u46pQdY86tWagCu3ZP1TacoqS6zipnyZadqKbqtDLyShFCMKUfWjcXz0jC19uLj3+wfEg4uIYGXHeGzZxOQkczB32GgLc3wtv7rJmuTVlZVnWeSin5+8frGRsV3lnsDRATHkLjmWabqYZ3p/v/OzOvjKaWts7uUVsghGBB8lg27et5Luq+w0c41dTiUg7cIH9fLkqfxKdbszqjx3nlRzl6/KSqf+sDQwcHMHPiGL7OPOBsUxxCZV0D4cOG4O1lkVyqXYgbFcZTt15BxYdP8e79P2dk6DCeDhzNVaGpaN28Ezi3ROfATYo9uxPckprjy+ekUlxdR05xpdXn3l1QxrSxsT3exFl7E+8M+jwLFdhmP7Psg1dYWL+6iXoLpxp0ZdLHx1p8TIMDV2Sn7qPMvFLGRY9gSIBfn48xJMCPJekTrU6jFlXW4OfjbdNB0P0lIDWV9FlTyBsynOg33yD6rTfPmulqaAqwtPN0a04Ru/PLuPuK87t0NRru7hwhJQI/jr2al2Q7Bw50dXB1jac775hNsVk/wH6uCzQwGLNyXhrV9Y3sOFgM/Fj/5orzT92BJdMmsqegjGPHTzrbFLtTVd9g8xmofcXPx5trz5/Ottce5d8/WcARLz9qH/mrWzeT5JZUMjxoMGF9jHBeNisZIQSfbcu2ar+mFp0uam/6b9bcxDsLi3vopZR53Wah7rSjXXbBKzS0X85bb+HUjLwSPDysi3bFhAfj6eFhFy04KaV+AkNsv491xbwpVNSe6JwyYQmFlTVOlRAxR/rMNI63tVM/KsbkTFdjJXBLOu7+/tF6QgIHcd3iGV2Wx4TrxpY5zIGzcf2bAUNH66Ye5ES25BQSOyLEaXp/5rhkRhI+3l6d3ajfZ+cTEx7C6JHDnWyZe2KIMH+ze+BH4SrrGlzq5tPAVT9dhoeH4LvjPY+Kc3VyS6uYNDqiz6UM4cGBzJo4hnc37LQqy5FVdAStVvY6gcEa+Shn0Z9v1nOqgMSScGpGXikTYkYy2N/yaJe3lxcx4cF2ceCO1Bzn2ImTVuu/meLSmUl4e3nykRXdqIWVNU4fYm+KtATd8HJjQd++3m0VVdawZvs+fn3ZgrPEa6PDdBE4e3WiGtOmaWfbgcMsTLF9anD0yOHEhIeY1YOTUrIlp8il0qcGAgf5s3jKeD7ZkkVHh5bvs/NZlDpW1b/1kZT4KMKGDeHrjIHvwFXVN9p9DF5fCA4cxKyJcazbleNsU/qMlJIDpVUm06fW8MC1Syk9Ws+i3/+d2oZTFu1jqAufasH3oqtMQzFHfxy4/rVNuhm9fcFLKcnIK+lTs0BcRChFNtCC645hHqctHLigwQFcMHUCH/+wx6Ki0Y4OvYSIC9W/GUgaMwoPj64TGfp6t/X86u/w9vLkN8sXAF3T7COCA/H28rSbFpwxmfmluvo3G8mHdGdBSiI/7CswmUIvOHKM2oZTLunAgS56XHasnje/2c7xk2dU+rQfeHh4sGTaJL7ZfaDPGlzuQGubhtqGUy4ZgQOdvNPewnKq9VIn7saRmuOcamo5qwPVWi6aPpk1j93GwbJq5t31NJW1J3rdZ3d+KREhQ13SObeWHh04IcQ/hRAvmHj8ExjqGBNdg96+4Euq66g/eaZP6cr4UWF2icBl5JXi7eVJclykTY53xbwplNcc77yD6YmK2hO0adpdckxJgJ8v46NHnjVSy9q7rROnzvD619v46aJ0RgQHnZVmb9m3j6jQYQ6Zh2pIb85Lto8TtTBlLPUnz3QWHhtj0H+bm+R8/TdTXDYrGS9PD+5/7VMAFqoGhn5xUfpEjp88w+6CUmebYjeO6mv8XKUGrjtLp+tS2V9luGdHsOFzpHsHqil6qz2/aPpkvvm/O6msa2DOnU/1Os0iM7/U7fXfDPQWgdsN7DHx2A381r6muR49fcEbxlX1NQJ34lQTx0+e6beNxmTmlZIcF4mvj7dNjmf4Ivx4c+9pVGcPse+NKYkxVs9E7c6qL7bQ1NLWKdxrKs0eEx7ikBq4TfsKmDxmFMOD7CN5YJAmMTRKGLMlp4jQoUNcVlctOHBQpyBxYmS4y9XpuRuLp0zAw0MMaDkRgwZcRIj9RXz7QtKYSEYNH8o6N/0f5JbqOkd7c+AslfKYl5zIxmd/p+uEv+tpcktMd6aePNNM/pFjbj+BwUCPDpyU8q2eHo4y0h3IyCvF39e7TyFhewy112q17C4o65f+W3eCAwdx/pTxFqVRf5QQcR0NOGPSEqKprm/scwqiTdPOC59s5Pwp40nSRzhNpdmjw22nBWfuTrRN08623CK7pgZjRugK/00Ntt+SU8jcyfEuXVe2cl4aAAvV9IV+ExI0mPRxo/lyU4ZLi5z2B8MUBkeJ+FqLEIKl0yfz7e6DtGnanW2O1eSWVDFq+FCGDelZ9NsaKY+pY2PZ/I8/AjD/7mc6VSGMMdy099aB6i64VnugG5ORV0JaQnSfNIMMaUZbzEQ1kH/kGKeaWmxS/2bMFfOmUFxdR3bRkR63K6qqxd/X22XvYA2NDFmFPT8Pc3z0wx6q6hv43RU/CveaSrPHhIdQVd+Ipr1/H7K9zbptbtXYVMDXFAuSE/lhf9c6uIraE5RU17ls/ZuBFXPTGDNyOD+ZP9XZpgwIzosMZk/ZMQpe+JfLipz2h84InAPGaPWVi2dM5lRTC9tyi5xtitWYGqFlCmubyybERrD1+T8RNMifRb9/9qzOeYNTpxw4RSea9nb2FJT3Odo1Ri9pYMsInC0bGIxZNjsZT4/e06iFFcdcUkLEgGHcVV/SqFJK/v7ResbHjOTCaRO7rOueZo8OC0ZKSUVtQ7/s7elO9Pssg/6bfZ2ohSljOX7yDDlG6YktLqr/1p3QoUM4/N5fWZSm6t9swTztaaQQbPMJclmR0/5QVd+Aj7cXIYGDHXZOa8c2nZc2Dh9vL77c6V7dqB0dWg6VH2WSBfVvfWkuGxMRypZ//JHosGAuuvcFvty5v3Pd7oIyYkeE2K3UxNH0+u0qhPAUQtztCGPcldySKlraNH3WWwvw82VkSBBFlbZz4DIOlTDY35dx0batSxoeNISFqWP5qJc0qk5CxDXTp6ATJ06MDGdPQe8NGd3ZvL+AvYXl3L3y/B4d1KasLIZm6uQSy2v6l0bt6U500758ksZEEhJkuy8bU18mBj04g8MIuvTpYH9fmzXKKNyDWRcuYJhWwxa/YJcVOe0PlXUNRIQE2b0swPA+O/HBB1aPbRrs78f8pATWuVkjQ3F1LS1tGosicNA3KY9RocP44R9/YGJsBMsf+jcffK+7wdidX9qr/ps70asDJ6XsAJY5wBa3pT8NDAbiI2zbiZqZX8qUxBg8PW0fAbtiXhqFFTVmC0U7OrQUV9e5pISIMWkJ0X2KwD374XqGBw3mZ4unm93GkPIM+Ph/ABRm9C/FZO5OtLVNw/YDh206PstcujYqLJi4iNAujQxbcgqZNTEOL09Pm51f4foMnpLG4ikT2DE0gsjXXnNZnay+UmUnEV/jGyPj99nRxx7v09impdMnc6ismpLqOpvbag+asrLY/p83Acs6UPvD8KAhbHz2d8yaGMc1j7/KU+9/TXF1HdNsIGzvKlj67b5NCPGiEGKuECLN8LCrZW5ERl4pIYGD+qXuHhcRajMHrk3TTvbhCpunTw0sn52Kh4fg482mZ6MeqT2ukxCJcH0HrrzmOHWNlglAgk7z7PMd+7lt2QL8fX3MbmdIeY7QtABwOKfnYfCWYOpO1FD/ZssGhp7StQtSxvLDvkI6OrQc18uKuHr9m8I+XLpkLnWt7eQNNj8Q3F3RReCG2vSY3W+MGj9b0/k+Q6sFDw+rhcQvnjEZwC1EfQ3Pf8/XGwGIbbDP+EhjAgf589WTd7Bk2kTuWfUJwIDpQAXLHbhZwETgUeBZ/eMZexnlbhgEfPsTbo8W7VTVN1C3K6Pf9uwvrqBN026TEVqmCA8OZF5SgtmpDK44xN4UaYnWNzL8Y/UGfLy9uO2yBT1uZ0h5+nkKQrQajg22TzH0puwChBA2nX/aU7p2YcpYGk43sb+4orN42lX13xT25YKpEwAG5FSGqnrbR+C63xgBP77PfHwY8dCDVguJJ0SGEz8qzD0cOP3zL/QKIKq9BbEv2yHnDfDz5bPHbuOqhVMZNiSAKfrP/YGARS2TUsqF9jbEXTnV1MKB0mpWzu17QLIpK4vAj/8Hg+PYfttdnP/qv/qVkjB02tgzVHzFvCnc/sL/OFhaxYRuofBCvZCiq2rAGUiN172R//tdBlJKhgcN7nx0H4sFUN94mje/2c7Pzp9OeHBgj8c2pDybMjKJ3V5OZbt9amm+z84nacwoggN7bse3BmPbA9KndXktGiY9fJ+dz9HjjXh7edpUqkbhPoQNC2Tq2Bi+ysjlwesutuu5dAPIq4kJDyZ06BC71qadPNPM6eZWm0fgDDdGUqNBeHsTtHwZQcuXmXyfWcPF0yfzny8209TSavJzy1UwPP9C70EkaJsdWjfp4+3F+w/d4vLXyFoscuCEEOHAX4EIKeVFQogJwEwp5Wt2tc4N2FtYhpSyX19iTRmZRLWchsFQLj07B6lbtG9W1lkfABl5pYQOHdI5TN0eXD4nld/+830+3ryXP3dz4Ioqa3QSIi4+qiQ4cBBJYyJ585vtvPnN9i7r/Hy8uzh0IYGDqGs8TXOrplO4tzcCUlMJSE0ltvplDpSePcGgvxjq3269ZJ7Nj22wvTujQoeREBnGpux8ahtPkz4utksq2dTrUTFwuSh9Ek+8t47jJ8/Y9CbCmD0FZVz92CsU6W8MAwf5kTAqnIRRYSREhul/6v62RSNPpwZc6NB+H8sYczdG/X2fLJ0+iec/+Y5N2QUs1adUXZGA1FRGvPIKZfe+wopFc/r8vPvzGTOQnDew0IED3gTeAB7Q/10AfACc8w5cxqFSoH/RroD0aUS/vAqAIz6DLL4zMdQUyLY2hI9PZ+g9M7+UaWNj7HqXGjF8KLMnxfHx5j38+fpLuqwrrKghflSYSwu7Gtj5r3spP3acupOnqWvUPeqNfjc8yo8dp7bxFD89L93i7ikDMeEhrNuVg5TSptckI6+UljaNw8VpF6aM5X8bM2lubeMPP7mgc7m516Ni4LJk2iQee+dLNuw9xE8W2FZjT0rJPz7ewD2vfEL4sEDeuvcmTpxqorDiGIWVNezKK+HDH3aj1f7YDT9sSAAJo8JIS4jh+duvwsfbel3OH6cwDLXRM/kRczdG/WFeciIBfj58uSvHpR04gIrhI2mXktQZfctYqc+Yrlj66h4upfxQCHEfgJSyXQjRYUe73IZdeSWMHjmc0KF915UJSE0l6fVXGHrfKk7Musjy6JuJYvOOseM5WFbNFfPs32Ny5fwp3PniB+SXH2WskVxJYeUxu3cY2Qp/Xx/GRo/Ani5QdFgwza0a6k+etqn+0KZ9+QghHN5EsCB5LKu+2ALQ5dymXo/n8ofruUD6+FiGDQngq125NnXgahtOcdNTb/LlzhyWzU7m9T/eaDLC19qmoeRoHYUVNRRW1lBYUUP24SO8/PkP/GTBlD7Nva3SO3C2qoGzd1Taz8eb89PG2+Um0dYYlAv6+v2gPmO6YmkTwxkhRAggAYQQM4BGu1nlRuw6VMJ0G9QABaSmEj86krK2nkdUddnHRLG5LVK6lrJCX/e3esuP3ajtHR06CREX1oBzNNFhui69smO2nYm6KbuA5LhIu6WuzGGQLBFCMGtSXOdya1XTFe6Pl6cni6dM4OvM3C4TOvrD91l5JP/yUdbvOcSLd1zDp4/eZvY17uvjzbjokVw6K5nfXbmYl+6+lq+evAMhBFty+jahwJYROEtnefaXpdMnUXq0nkNl1XY5vq3ILanC08ODsVF9+36w92eMtWLKzsZSB+53wFogTgixDXgbuKOvJxVCBAsh1gshCvU/TQ6cE0K8LoSoEULkdlv+iBCiUgiRrX8s7ast/aGqroGK2hNMH28bZykuIrSzzsMSTGmDZebphGkdoXUTGTqMmRPG8LFRN+qRmhNo2juIHxVq9/O7CzHhOgeu3IYOXKf+W7Ltuk8tZWTIUMZFjyA5LpKhgwM6l/dFNV3h/lyUPomjx0+yv9i0LqSltHd08Oc31nDeH54jMMCPXf+6j98sX2h1RGno4AAmjx7F1pzCPtlRVd9I0CB/Bvn3v17Kmlme/WHpdIOciGuL+uaWVpIYFY6vj3ef9rfnZ4yjnG1bYqkDdwCYj05O5FZ0kiL9Eba6F/hOSpkAfKf/2xRvAkvMrHtOSpmif6zrhy19xhYCvsbER4RRduy4VXMzu2uDZeSVEDsipF8pXWu4Yv4UsoqOcFjveBZWHANcX0LEkUSHGyJwthlqD7rIb0ubbfXfrOHd+3/O63+84azlfVFNV7g3F07TyYl81Y+JAOXH6ln4u2d57J0vufHCmex5+cHOcXd9Yc7keHYcLKa9w/pKn8q6EzZrwHJUVDoqLJjJY0bx5a79vW/sRHJLqiwaodUT9vqMcZSzbUssdeB2SCnbpZQHpJS5UkoNsKMf510GvKX//S1guamNpJSbAdvmnWzIrkMleHl6kJrQ9w8aY+IiQunQavsVqdE1MMTaxB5LWNktjfqjhIhKoRoICRxMgJ8P5TW2eylv2qfTf3PWDNIpiTGkJgwcPSVF3xkZMpSU+Ci+6mP057OtWaTc8hjZRUd0NwZ/urHf0a+5k+M53dxKdpHlGo8GquobbVb/5sio9MXTJ7M1p4jG0012O0d/aGpppbi6zuomMEfhjiUgPTpwQogRQogpgL8QItVoCsMCIKCnfXshXEpZDaD/2Zdwze1CiP36NKvJFKy9ycgrJWlMZI+K/NYQF6FLOxb1cSJDbcMpSo/WO9SBixkRwrSxsZ2ivkWVNQT4+TAyxD7Cte6IEILosGCbRuA2ZeeTEhfJsCGOrX9TKExxUfokth84bJXz0NKm4bcv/I/L//wSY0aGkrXqIa493/x4OmuYo2+u2dqHOrjKuhM27UB1VFR66fTJtHdo2bD3kF3P01cOlR9FStnvCJwxtqxZc8cSkN4icBeim7gQCfydH6cw/A64v6cdhRAbhBC5Jh62mKv6EhAHpADVepvM2XGLEGK3EGJ3ba3tZo12dGjJzC+1Wf0bQLxe+LavI7UMAr7p42NtZJFlXDE/jd35ZZQeraOwsob4CPeQEHEkMeEhlJZWWP1hY+oDqqVz/qlz0qcKRXeWTJtIh9Yy56G6voHH3vmC+J89wIuffc/vrlzM9n/e0/n5ZwsiQ4cROyKELVbWwWm1WqrrGhl2pMQtaqCMmTlxDEMHB/DlTtecytDfDtTu2KNmzd1KQHqUEZFSvgW8JYRYKaVcbc2BpZRm1U6FEMeEECOllNVCiJGAVUPRpJTHjI71CvBFD9uuAlYBTJ061fIWz17IP3KUU00tNnXgRoYE4e/r3XcHLr8UIQRpCTE2s8kSVs5N455Vn7B6814KK2qYPMY1Q+TOJMJTS2ZZFbWZn1msX2RO82jXoWJaNe1OaWBQKEwxc+IYAgf58XXGAVbOm3LWeiklW/YX8u+1m1i9eS/tHVoumDqBt+69ifPSxtvFprmTE/hm9wGrpDXKtu6gXatl8K5tlG/73G0iMaDrCL5w2gS+ytB1BHt4WFoh5RhyS6rw9fYizkYNbkpSxMIaOCnlaiHExUKIPwkh/mx49OO8awFDBfQNwBprdtY7fQYuB+zSetNTeHbXIds2MIAu1TZmpHWdqMZk5pcyPnoEQwL8bGaTJcSNCiM1Por3v8+k5Gidy4/QcgYjzjRy3MObFi0WF8iaK6rtnH+qHDiFi+Dt5cXiKTrnQcof75NPNbXw8tofSP7lo8y/+xm+yTzIby9fRMHbj/HNU3fZzXkDXSNDzYlTnbOZLaFku+49Ft7e6jaF7MYsnT6Zo8dPktWH2j97k1tayfiYkXh5etrkeN1r1jyHBrmVBIgtsHSU1svoat4WAq8CVwD9mbr+JPChEOLnQDlwpf48EcCrUsql+r//BywAhgshKoCH9eO7nhJCpKDTpStF1xlrU3pTfN6VV0LQIP8+69mYI35UKEWV1kfgpJRk5JVy8XTnKHFfMX8KD7z2GYBNUyEDhTGTxkFOFdU+/ozx6LCoQLb77ETDPpv25ZMaH9VFwsNZqNFZCgNLpk1k9ea95JZU4unhwUtrf+Ctb3dwqqmF1PgoXv3D9VyzaJrDxhkZRKa35BSSaOHn9ImoGOAgobLdbQrZjVkybSJCCNbtymFKomMzMb2RW1Jl06yB8Wgyz6FBHPvbk+fchAZLJzHMklImCSH2Syn/IoR4FvikryeVUtYD55lYXgUsNfr7GjP7X9fXc1tKb+HZjEMlTBsXa/MwdVxEGN/uPmh1CLz82HFqG045RP/NFFfM+9GBUxG4s0lMT4P/baRp5VVEX3a+RR8upmYntrRp2HGgmN8sX+gAq3tGjbVRGLMkfRIAF9//T47UnMDH24urFkzltmULmD5+tMPrYsdFjyAkcBBbc4r4+dI5Fu1TH6SbHz3hxp8RvWC2W7yejW+iwlJTmTY2hi935vDQdZf0vrODaDzdREXtCZt3oBpGk9X9Z9U5mU611IFr1v9s0kfJ6gH7S/3bCUuiBuaiH6Brh95fXMk911xoc9viIkJpbtVQXd/IqFDLm2t/1KSLtblNlpAYFU7SmEj2F1coDTgTGLTgGqbOsOqDpfvsxMy8Ulo17cx3knyIMaoGRWFMZOgw5k5OoLzmOE/+cgU3XzTbYXqUphBCMGdyvFWNDJV1DQghGP/bX+HtZf0cVUdj6ibq4hlJPPLW59Q2nHLq9TfmQKluQsSk0fYZsdjT9/VAxtJX6BdCiKHA08BedKnLV+xllD2xNGpgKvphIKvoCB1arU1GaHUnXi8lcriq1ioHLjO/FB9vL5LGRNrcJku59dJ5vPz5D4wIVhIi3Rk1fCgeHqLfWnC780sBmD5+jA2s6h/n6oemwjRNWVl8MiEI/xvOY1Ca/WcxW8LcyQms2baP6voGRlogDVJV10D4sCFu4byB6ZuopQsu4OE31/JN5gF+tniGs00EdPVvYLsO1O709H09kOnxVSqEuAvYBvxNStkOrBZCfAH4SSndchaqNVGD7tEPA50NDDbsQDUQZ+TAWVOknplfSvKYSHy8nffBc9uyBdy2bIHTzu/KeHt5EREytN/zUPcUljNq+FDCgwNtZFnfOVc/NBVn46rp9DmT4wGdHtyVC6b2un1lXYNNNeDsjambqLSEaMKHBfLlzhzXceBKqhjs79s5F9oemPu+Hsj09m0fCTwPjBNC7Ae2o3Po+jOFwanYImqw61AJ0WHBdok0xYwIwcvTg6IqyzunquoayMwr44YLZ9rcHoXtiAkPprxGJ+bb1+L/PQVlpLnQBIRz8UNTcTaumk5PS4jG39ebrbmWOXBV9Q12dTJsjbmbqIvSJ7FmezbtHR026/rsD7kllUyMjXCotMm50GDVmw7cHwCEED7AVHSzUG8GXhFCNEgpJ9jfRNtii6hBRl6JTfXfjPHy9CQmPMRiLbjTzS1c+sCLCAG/vmy+XWxS2IbosBB2HSruc7TidHML+UeOcfVClapUuBaumk739vJixvgxbNlvWR1cZV0DMyY4vzzBGkzdRF08YzJvfrOdnQeLO6dSOIuODi37iiu4fI7jnChXjQjbGkvdYX8gEAjSP6qAXfYyyl40tbYB/VNbrjlxktKj9TbVf+tOXESoRQ5cR4eWnz7+KtmHj/DBQ7e47Iw5hY6Y8GCO1J7g9K6MPg1Nzi46gpTSKfIAthxZoxh4uPIYorlJCewrruDkmeYet2tt01DXeNpmc1CdyeIp4/Hy9GBdH+fT2pKtuYUcP3mGC6c6Lt7jjoPp+0JvNXCrgInAKXQO23bg71LKEw6wzeZU1PbfbEP9m70icKDTUfvvd73L7N397w/5fMd+/nXnT1k6wzn6bwrLiQ4LRtPewalxE/sUrdhTUA7g8BTquXI3q+gftk6n2yoFNmdSPFqtZMfBYi6cNtHsdtXHdWXd7lQDZ46gwQHMmRzPlztz+OsvLneqLas3Z+Hn481F0yc57JzWRITdOdXaWw1cNOALFAKVQAXQYGeb7MapphbqGk8xPKjvrdUZeaV4enjY9Us0LiKUhtNNHD95huBA08PKX/jkO/756UZ+d+Vi1TjgJsSE6zSmakJHktyHNP6egjJGBAcS4eAIgavWNykGLra8aZg5cQyeHh5s2V/YowNXVadz4AZCBA5gafpk/rRqNRW1J4i0QtHAlmi1Wj7Zspcl0yYy2N9xE4K6l0oB1P1n1Vmft+5+c9pjClVKuQSYhm6gPcDvgUwhxLdCiL/Y2zh7sHb7vn7tv+tQMZNGRzDI335q4sadqKZYuy2bu/71IZfPSeXpW1fazQ6FbTFowZXXHO9TGn9vYblT0qfdR9a4Sn2TYuBiyxTYYH8/UhOi2Jpb1ON2lXW6DM1AiMCBbqwWwLpdzhtun5lfSmVdAyvnOV5WxvAZC5gdeu/uqdZea+CkjlxgHfAVui7UOOBOO9tmc3y8vVi9eW+f99dqtWTml9k1fQoQH6ETwjU1E3VPQRnXPPEqUxNjePf+m11uYLHCPIbutrJj9Vbve6a5lUPl1c5x4Fy4vkkxMLH1TcOcSfHsOlRCa5vG7DZV9QMrAjchdiQx4SFOdeBWb96Lt5cnl8xMcpoNppw0Q02v59Agt7457a0G7g50naezAQ0/Soi8DjjvVdFHhg0OYP2eQzSebiKoD3MkCytqaDjdZNcGBoAxEcOBsyNwZUfrueT+fxIaNITPn7jdYTMFFbYhcJA/QwcHUN4HLbh9hyvQaqXTJESUXIjCkfSWAjOuWwJ6LUeYOzmBf6z+jr2F5cycGGdym8q6E/h6e5ktW3E3hBAsnT6Jt7/dSWubBl8fb4eeX0rJ6s17WRAfQft779LkpBqz7vVwnkODuqRNw++7l46GxgFZAxcLfAzcLaWstr859mXo4ACOtXfwxc4crj1/utX778qzfwMDgL+vDxEhQ7s4cI2nm7jkgX/S3Krhu2d+5xJCrgrriQ4L7pOY797CMgCXG1CtUNgLw01D9zql8Pvu7RxcjpcXApDt7T3WMM2epBP03ZJTaNaBq6pvJGL4UIfPbLUnl8xI4qW1P7BpX0GP9X/2YN/hCoqr67ixqITaTVVOqzHrfjPQPSLX0dDYmWp1N3qrgfudlPLjgeC8AQz29yUiZCifbOlbGjXjUAmD/X0ZHz3SxpZ1pSkrixiPdgoKigHQtLdz5V/+Q175Ud772fmEffOFknNwU3RivtY7cHsKygkbNsQl0jtKUkRhL0y9trp/4Z76dn3n32g0SI2m1xqm8OBAEiPD2bLffB1cZd0JIkIG1hjARWnjCPDz6Xftd1/4ZMtePAQsOl3j9Boz45rjgVTT6x4D32zI5XNSeP3rbZxpbrW6EWFXXglTx8bg6Wm/ujPD3eYIv2i2+g3jzN693LUxl/V7DvHSVQuJ+9ufqXXTjhmFLgK3uZuoqCVt7HsKdRMYnB0dcPeuLYXrYu611T0FNuSCxTTt2aNz3Dw9dRG4jo5ev4znTI7n061ZaLVak7XDVXWNpMRH2fEZOh4/H28unDqRtdv38eId1zj082P15r3MGRNBSL0HEtdxlgbSCMBzzoFbMTeNf63ZxNeZuaycN8Xi/VraNOw7XMHvrlhsR+t+vNuM8mqm1iOch19fw6sHq3ng2qVc0V5DrZJzcGtiwkNoPNPcWYdpiUPU3NrGwdJqLpuZ7CSrf0RJiijshbnXlqkvXN/ERKtq4EBXB/f6V9s4WFZ9lui5lJLKugaWOlCrzFFcNiuZT7dmkV10hFQH1dDmlVdzsKyaf/72aqJvW+ZyztJAqek95xy4eckJhAQOYvXmLKscuOyiI2jaO0gfF2s/4/ix4DJG2wrAsweruWZROo/dvIzm7GyXHFejsBxjKZHJgwMscoj2F1fQodW6RP2bq45MUrg/Pb22un/hmvobeo5mzzUabN/dgTvV1MKZllZGDXeOXpo9uXjGZIQQrN2+z2EOnEHt4fI5qQSEDhsQzpIrcs45cF6eniyfk8qHm3Z3duZY0tHkiAkM8GN4N/nrTbD+EHMmx/PGn25ACDGgQr/nKgYx3/Ka40weE2nyS6v7l5BhAsOUROcPsVevQYUl9EXdvr+vrd6i2WMiQhkRHMiWnEJ+1W1udGVdAwARwwdWDRxA6NAhzJo4hrXb9/HwDZc65JyrN+9l5oQxjHKSgPC5wjnnwAGsnJvKa+u2smHvIRb6dnS+6XvqaMrIK2HU8KEOeUEGpKayKCWFV5O3sWJuapf274ES+j1X+VELTtfIYEouofuX0J6CMkICBxGl39fZqNegoif6UyfZn9dWb9FsIQRzJyewNefsRoaq+gZg4GjAdeeyWcncs+oTh0xlKKmuI6voCE/feoVdz6OwfJj9gOK8tPEEDvJj9ea9Xd70PXU07TpUYnf9N2OEEPx86RyGDRkYmkQKHSOCA/H28uyiBWfcIWXqS8gwgcHZDQwKhSU4S93eku7COZPjKa85Tnk3Me3OCNwAmcLQnUv19bOfO6Ab1aDy4IzpC+ca56QD5+PtxaUzk1mzfR/eU9I63/R4eyO8vc/6AKhvPM3hqlq7p08VAx8PDw+iQoeZncbQ/UvIIzWV3JJKl6h/UygswVkyDZZMDJk7OQGALd2icFUD3IEbFz2C+FFhrN1hfwdu9ea9pMZHMXrkcLuf61zHKSlUIUQw8AE6oeBS4CdSyhPdtokC3gZGAFpglZTyeUv3742Vc9N4b8MuMkUAs7qlsLrXYGQ4SMBXcW4QEx5iVguue0r1gP8w2ju0TpvAoFBYizPrJHtLwSaNiWRIgB9bc4q6iLlX1jUQNMjfrjOunYkQgstmJfPiZ99zqqmFIQH2GSxfWXuCHQeLefzmZXY5vqIrzorA3Qt8J6VMAL7T/92dduD3UsrxwAzgN0KICVbs3yMXTptAgJ8PqzdndRX5MzFkfNehEoQQKgqisAnR4cE9zkM1fg2qCQwKd8TU56gz6C4M7OnpwayJcWzJ6arFWFXfMGDr3wxcNiuJNk073+4+YLdzfLYtG9DJdSnsj7McuGXAW/rf3wKWd99ASlktpdyr//0UcAgYZen+vRHg58vS9El8ujWLjg5tj9tm5JUyMXak3e5aFOcWMeEhVNU3omlv73XbPQXlDBsSQOyIEAdYplA4FntO9TA0U9Q+/zzlN93ceY65k+M5UFrF8ZNnOrc9UlZJaMvpAT1dZPakeIYNCWDt9v12O8fqzXsZHzOS8TH2nVak0OEsBy7cMJ5L/zOsp42FELFAKrCrL/ubY+W8NI6dOMmOg4fNbiOlJCPPsQ0MioFNdFhwp3Bob+wpcI0JDAqFrTHnYNns+GaaKebo9eC25RZ12lFRcoRhpUV2scNV8PL05OLpk/ly537aOzpsfvzahlP8sL+AlSr65jDs5sAJITYIIXJNPKxKjgshBgOrgbuklCf7YMctQojdQojdtbW1XdYtnT4ZH2+vTtFBUxyuqqX+5Bmn1r+p2ZMDi5hwg5SI+TQqQJumnRzVwKAYoNi7W9VcM0X6uNF4e3myVe/And6VQa2HN6HtrU6d1+kILpuVTP3JM+w4UGzzY6/Zlo1WK1X3qQOxWxODlPJ8c+uEEMeEECOllNVCiJFAjZntvNE5b+9JKT8xWmXR/no7VgGrAKZOnSqN1wUO8ueCKRP4ZEsWf7/tJyajHM5uYFCzJwce0WF6Md9jPQ+1zy2pRNPeoRw4xYDCIPLrOTTIrlM9zDVT+Pv6MDUxhi36mcRnJkyiXewhXLYP+OkiF06biLeXJ2u372NuUoJNj/3JlixGjxxOclykTY+rMI+zhHzXAjcAT+p/rum+gdB5U68Bh6SUf7d2f0tZOS+NL3buZ3d+GdNMjMnadaiEAD8fJsZG9PUU/ULNnhx4RIXphDTLenHgOicwqA5UhRvTfdKN8Q1p+H330tHQaLduVXNdqXOTEnju4w00t7ZxYoTO4Yi/aDHRKy4Y0J+vgYP8WZgyls937OPpX9lOaLfhdBMb9h7izhXnqXIPB+KsGrgngcVCiEJgsf5vhBARQoh1+m1mA9cBi4QQ2frH0p727wuXzUrG08OjU3ywOxl5pUxJiMHL07Ovp+gXztJUUtgPf18fwoYNMSslYmBPYRlBg/wZExHqIMsUCtvSvc6t8bM1XW5IOxoandKtOndyApr2DjLySqiqbwRg/E9/MqCdNwOXzUom/8gx8suP2uyYX+zYj6a9Q6VPHYxTHDgpZb2U8jwpZYL+53H98iop5VL971ullEJKmSSlTNE/1vW0f18IDhzEwtSxrN6yFym7ZFhp07STVVju1Po3S8QpFe5HTFhIrzVwewvKVQODwq3pnkEAXOKGdNbEOAC27C+isk4nIRoxAGRELKmXvnRmEgCf77BdN+rqzXsZNXwo6SayWAr7cU5OYujOyrlpFFbUkFtS2WX5vsMVtGranf6idBVNJYXtiA4P7jECp2lvZ39xhap/U7g13TMIQcuXucQNaXDgICaNjmBrbhFV9Y0IIRgRHOgUW2yFpV290eEhpMRHsdZGY7XONLfydeYBLp+TioeHcikcibrawPI5KQghzupGdXYDg2LgEhOui8B1j/oaOFBaTaumXU1gULg1pjIIrnJDOmdSAtsPHKb82HHChw1xWpmMrbCmq/eyWclsO1BEXeOpfp/3q4xcWto0Kn3qBJQDB4wIDmLOpHhWd6uD23WohPBhgUSFBTvJMsVAJTosmOZWDfUnT5tcryYwKAYKruKwdWduUjynmlr4ZvcBRg0f5mxz+o019dKXzUpGq5Ws25Xb7/Ou3ryX0KFDOufMKhyHcuD0rJyXRm5JFQVHjnUuy8grYfr40aoGSWFzosMMWnCm06h7CsoZEuBH/CjVwKBQ2IM5k3SCvtX1jUSEBDnZmv5jTb10WkI0ESFD+51GbWnT8MXO/SyfnYKnp3InHI264noun5MC0NmNeuLUGfKPHFPpU4VdMIj5mtOC21NQRmp8lKopUSjsRHR4SOeN1ECIwIHl0U7DcPuvMw7Q0qbp8/nW7z7I6eZWVsx1rejquYL6dtATHR7CtLGxnWnUzLxSAKc3MCgGJtE9TGNo7+hg32HVwKBQ2BJTHZoGMduI4e4fgbOWS2cmcaallU3Z+X0+xidbsgga5M+i1HGdy9TkIMehHDgjVs5LY3d+GWVH68nQO3DTxsY61SbFwCQkcDABfj4mO1EPlVXT0qZRDpxCYSPMdWga0qijBoCEiLUsShtHgJ9Pn9OomvZ21mzP5rJZyfh462YC2Hu+raIryoEzwtBF88mWvew6VMK46BEEDQ5wslWKgYgQguiwYJMRuM4JDImqA1WhsAXdOzQbP1tD3X9WMX8QjAgOZGpirLNNdDh+Pt5cOHUia7fvM9sN3xObsgs4caqpS/epvefbKrrirFFaLkn8qDCSxkSyesteCipqWDp9krNNUgxgYsJDTEbg9hSUMcjPl4RR4U6wSqEYeBg6NKVGA56eNH76KbK9HeHjw+E3XifgHJ3fedmsZD7dmkVWYTlpVkb8V2/ZyyA/Xy6YOqFzmfF1VpOD7I+KwHVjxdxUtuUeprbhFNPHqQYGhf3QReDOduD2FpaTmhCluroUChth3KE59PLLke3tKkoEXDxjMkIIq9Oojaeb+GxrNkunT8Lf16dzuZoc5FjUN0Q3jMPB6aoDVWFHYsKDqW04RXNrW+eyjg4t2YePMCVB1b8pFLbE0KEZtHyZS4zzcgVChw5h1sQxVjlw2UVHmPrrv1LXeJpbLpl71npX1f0biCgHrhsTYyNIjAzHz8ebpDGjnG2OYgBjkDAwlhLJKz9KU0sbaar+TaGwCypK1JXLZiWTVXSEIz2M9jPw+ldbmXn7kzS1tLHpud9z/pQJve6jsB/KgeuGEILHbl7GQ9ddjLeXKhFU2I+Y8BCALnVwnRMYVAROobAbKkr0I5fNSgZ6Hm7f1NLKzU+9yc+ffpvZk+LIWvUgc9TkBaejPBQT/GTBVGeboDgHMKUFt6egHH9fb8ZFj3CWWQqF4hxibNQIEiLDWLt9H7ctW3DW+sKKY1zxyH/IKankoesu5uHrL1X1uS6CcuAUCicxavhQPDxElwjcnsIyUuJUA4NCoXAMQggum5nMC59u5OSZZgIH+Xeu+/iHPdz89Fv4eHmy7m+/ZUm6UmZwJdS3hELhJLy9vIgIGdrpwGm1WrIKjygBX4VC4VAum5WMpr2Db3cfBKBN085dL37AlX/5DxNjI8ha9ZBy3lwQFYFTKJxITPiPYr4FFcc409KqHDiFQuFQZk2KIzhwEGu372P6+NH85NFV7DxYzJ0rzuOpW1d2TlpQuBbqv6JQOJHosBB2HSoG1AQGhULhHLw8Pbl4+mTWbM/mq4xcWto0fPjnW7hS1YO7NCqFqlA4kZjwYI7UnkCr1bKnoAw/H2/Gx4x0tlkKhWIAY2rg/LLZyZw800KYvw/rFyRwcZCnEy1UWIKKwCkUTiQ6LBhNewdHj59kb2E5yXGReHmqD06FQmEfDAPnZVsbwseH8PvupaOhkQunTuXDm5YQ/+wT+GW3UP7eG0onz8VRDpxC4UQMWnClR+vZW1jOdYtnONkihUIxkOkycL6tjaOPPQ5aLcLHhznLltHQ1tJlzJhy4FwXp6RQhRDBQoj1QohC/c9hJraJEkJ8L4Q4JIQ4IIS402jdI0KISiFEtv6x1LHPQKGwDQYtuO+yDnGqqYW0BFX/plAo7Idh4DyenuDhAVptp8MGqDFjboSzInD3At9JKZ8UQtyr//uebtu0A7+XUu4VQgwB9ggh1kspD+rXPyelfMaBNisUNscwTuvTLbpaFNWBqlAo7IlhlFhTRiaeQ4M49rcnkRoNwtuboOXLCFq+TBd5S5+mom8ujrMcuGXAAv3vbwGb6ObASSmrgWr976eEEIeAUcBBFIoBQuAgf4YODiCr6Ai+3l5MjFUNDAqFov80ZWWZdcQCUlM7l/kmJp61nXLc3ANnOXDhegcNKWW1ECKsp42FELFAKrDLaPHtQojrgd3oInUn7GWsQmFPosOCaTjdRNKYSDV/V6FQ9JvujQrRb7yuW27CoTN25kwdR0XjXBe7fVsIITYApgY6PmDlcQYDq4G7pJQn9YtfAh4DpP7ns8DNZva/BbgFIDpa1RcpXI+Y8GD2F1eQpvTfFAqFDejSqKDR0PjZGhrXrOni0PXmkJlyApUT51rYrYlBSnm+lHKSicca4JgQYiSA/meNqWMIIbzROW/vSSk/MTr2MSllh5RSC7wCpPdgxyop5VQp5dTQ0FBbPkWFwiYY6uCmJKj6N4VC0X+MGxWEtzdAF4euKSOz12N0dwI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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "comparison.remove_bias()\n",
    "comparison.plot_timeseries(figsize=(10,4));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "comparison.residual_hist(bins=40);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 576x576 with 2 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "comparison.scatter(binsize=0.02, cmap='YlOrRd')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}