L09-multisite-generation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "breeding-perry",
   "metadata": {},
   "source": [
    "# Lecture 9\n",
    "_____________\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "baking-staff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.dpi'] = 600\n",
    "import pandas as pd\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "signed-safety",
   "metadata": {},
   "source": [
    "## _Multisite generation_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "575e73e8-faec-4a83-9576-aee3bed40b13",
   "metadata": {},
   "source": [
    "Example - sampling from multivariate normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d6921cb9-305a-43ef-9fb8-5b30d95b474b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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TX1lKeXOtdWevMwDQW7XWTw5gjc2llHOTfDXJkmmm/j+llNe6ngHtYmcCAOihWuuXkryny7QfyOy2QwZgsLZk6oaep/arSPA4b0jy2S5zVif50T7nAKA3fi3Jc5IcU2tdW2v9N7XWt9ZaP+sX7wDDoZSyJsnPdJn2n2qt3Z7UNq1a6z3p/jTqC0spJx7OOgAMzO8k+Ykk319rXVVr/ela62/WWj+tSADAftuS/PskG2qtf9CPIsF31Frfl+T3u0xbnOQF/coAwNxTa7073X9ftThTu60BLaJMAAC995tJuj09+tmDCALA7O3fOvIPB7GDzP41Xpek21rn9zsLAIev1vrOWuu1tdZvN50FgIP6hUy/o+TfJ/lAj9Z6b6bKygczkqmbjQAYcrXW3621/s9a67amswAwnGqt/63W+r5a674BLfnGJN12Uzt/ADkAmFvenaTbNQz3NEHLKBMAQI/VWh9I8sUu004ZRBYAhl+t9cYk/6vLtB8eQBQAAJjXSimdTO1CNp139OoJovtvIvqvXaa9aH8uAACAGau1bk3ysS7TnuX7BgCPV2sdT/KJLtPc0wQt4wdGAOiPbmWClQNJAcBc8T+7jJ9SShkbSBIAAJi/fjTJ8dOMP5bkIz1e878n2TPN+MooDwMAAIem27WFpUlWDyIIAHOKe5qA76JMAAD90W2r48UDSQHAXPHXXcZHkvzAIIIAAMA89hNdxv+i1rqrlwvWWh9K8qku07rlAgAAOJBu1xaSZE3fUwAw17inCfguygQA0B87u4w/OpAUAMwV/zSDOcv6HQIAAOa587qM/0Wf1u123E19WhcAAJjHaq0PJtnbZdqyAUQBYG5xTxPwXZQJAKA/jusy/s2BpABgrtg+gzmL+p4CAADmqVLK8UnWd5n2mT4tf22X8Q2llO/v09oAAMD81u26s2sLAHwv9zQB30WZAAD6Y1WX8S0DSQHAXHHkDOY81vcUAAAwfz21y/i9tdZ7+7FwrfUbSbZ2mfZD/VgbAACY97pdX3BtAYDv5Z4m4LsoEwBAfzy3y/jnBpICgLmi2y9skuTbfU8BAADz1xldxm/s8/o3dBnvlg8AAOC7lFKWJDm6yzTXFgD4Xj/eZdw9TdAyygQA0GOllKcnedI0U76d5EuDSQPAHHFml/F9Sf5hEEEAAGCe2thl/JY+r//VLuPKBAAAwGxtTFK6zNk8gBwAzBGllBOSnDPNlH1JPjOgOMCQUCYAgB4qpXSS/Ncu0z5Qa90ziDwAzBn/ssv4nbXW8YEkAQCA+Wldl/G/7/P63W7gObnP6wMAAPNPt2sLO+NBRQB8t3cmGZlm/OO11q0DygIMCWUCAOity5P80DTju5K8a0BZAJgDSilL0/0X/tcNIgsAAMxjT+oy/vU+r9/t+Cf2eX0AAGAe2f+Quxd0mfb5WuvkIPIAMPxKKa9JcsE0U/Ylectg0gDDRJkAAHqglLK4lPKBJK/pMvU1GrwAfI+fS3JUlzn/YxBBAABgPiqlfH+SRV2m3d/nGN2Of2Qp5bg+ZwAAAOaPn0r3UrJrCwCklDJWSnlTknd0mfrmWuvNA4gEDBllAgA4DKWUI0spFyW5I8klXaZ/uNb64QHEAmCOKKUsSfKGLtO2JfnMAOIAAMB8tXIGc7b1OcM/zWDOTHICAAAtV0oZSfLrXabtTXLVAOIAMKT2lwh+KsnNSf6/LtM/neQ3+h4KGEqjTQcAgLmglDKaZOn+1+okG5M8NclPJFkyg0P8XrqXDQBon19J0u3po++qtU4MIgwAAMxTy7uM76y17ulngFrr7lLKw5l+V7JuOQEAAJLkZUl+sMuc/15rfXAQYQBo1v6S2ZJM3dP0xEzd03RWpnaxecIMDvGXSc6vtY73KyMw3JQJACBJKeW8JNf24dCPJnl9rfV9fTg2AHNYKeWHklzWZdqDSd4zgDgAADCfHdNlfOdAUkytM12ZoFtOAACg5Uopq5O8pcu08SS/NYA4AAxAKeWkJH/fh0PvS/KbSX7Dw+2g3TpNBwCAeWpfkt9PcpoiAQDfq5SyOFOfEyNdpv5KrfWhAUQCAID57Pu6jA+yTDAdZQIAAOCgSimdJL+XqadPT+edtdbN/U8EwBxVk/yPJD9Ua/01RQLAzgQA0Fs3JfnTJFfWWr/RcBYAhtf7kpzSZc6NSd4/gCwAADDfHdFl/NGBpEge6TLeLScAANBub0ryw13m3JvkN/ofBYA56M5M3dP0kVrrbU2HAYaHnQkAoHd2J9mS5P79fw8A/5dSyqVJLuoybU+Sl3gKBAAA9MSCLuP7BpKi+zrdcgIAAC1VSnl+kl/uMq0m+bla664BRAJgbtmXZHOS+9L9gRdAyygTAEDvLEryM0l+N8m9pZTfK6VsaDgTAEOklPIjSd41g6m/7GkQAADQM8oEAADAnFVKWZ/kY+l+n9e7a63XDiASAHPPaJLnJ3l3ks2llKtLKWc3nAkYEsoEANAfY0lemuTWUso7Sym2qQdouVLKyUn+JFOfEdP5s1rr2wcQCQAA2qLbtZBB7QjWbZ2RgaQAAADmjFLKsUn+PMnSLlP/Nsnr+58IgHmgk+Snk3yxlPLRUsr3NR0IaNZo0wEA6L1SyklJrm86Ry/VWp/Q5yVuT3LJNOOLkyzb/zoxyVOTHD+D45Ykr07y3FLKT9Va7zq8mAD94bOjv0opK5J8MskxXaZuTvKzfQ8EcJh8bgAwx3TbEWBQ10q6rTM+kBQAAMCcUEpZnKkiwZouU7+V5MJa697+pwKgAQ9k+nuaFuWf72k6IVP3NK2e4bFfmOTZpZQLa61fPIyMwBymTAAwP40mWd50iLmk1ro1yYdm855SyglJXpDk55Os6zL9lCSfLaX8SK31zkNLCdBXPjv6pJRydJJPJVnbZer2JM+vte7oeyiAw+dzA4C5pNsNNYO6VtJtlzI3/gAAAEmSUsqCJB9P8rQuU3cn+cla6z39TwVAE2qtOzP7e5qOzdTuAy9LcmaX6U9M8ulSyvNqrX9zaCmBuazb1r4AwEHUWu+ttV6eqaLAhUm2dXnL8Un+9/6nUwPQAqWURZl6atDGLlN3JXmeHWwAAKAvuj3xf8FAUigTAAAAM1BK6SS5Mslzu0wdT/Kva61f6H8qAOaSWuv2WusHaq1nJfnRJJu7vGVJkk+VUtb3Px0wbJQJAOAw1Sl/kmRDkk90mX58ZtkWBmBu2v/UoKuTPKvL1N1JfqLWekP/UwEAQCs93GV8yUBSJEu7jHfLCQAAzHOllJLkA0le0GXqZJKX1Fq7XZ8GoOVqrf87yWlJPtxl6lFJPlJK6fZADGCeUSYAgB6ptX4rU1uEfbrL1H9VSnnxACIB0JBSykiSjyb58S5Tv/PUoOv6nwoAAFrrwS7jgyoTdFunW04AAGD+e3uSn5vBvEtrrX/Y7zAAzA+11keTXJzuhYIzkvxS/xMBw0SZAAB6qNa6N1OFgju7TH3DAOIA0ID9Tw36cJKf6TJ1Isn/66lBAADQd9/qMr5sECGSHN1lvFtOAABgHiul/Ockr5nB1NfVWj/Y5zgAzDO11prkkiSf7TL11aWURf1PBAwLZQIA6LFa6+4kr+0ybUMp5bmDyAPAwL03yUu6zKlJfq7WetUA8gAAQNt9s8v4wlLKsn4GKKUsT7KgyzRlAgAAaKlSyi8l+Y8zmPqrtda39zsPAPNTrXUyySsz9eC7g3lCul/vBuaR0aYDANB7tdavJSlN52izWusnSylfSPKMaab9ZJJPDygSwLR8dvRGKeXyJJfOYOoraq3/vd95APrF5wYAc8w/zGDOiiQ7+phhxQzmzCQnAAAwz5RSXpXkLTOY+tZa66/3Ow8A81ut9e9KKX+U5EXTTPvJJO8fUCSgYXYmAID+uabL+LmDCAHAYOzffviyGUz9D7XW9/Y7DwAAMKXW+nC6706wus8xuh3/gVrrI33OAAAADJlSyiVJ3jmDqe+ptf6HPscBoD2u6TJ+TinF/cXQEv5jB4D++Ysu4+tLKYsHkgSAviql/MfMbPvhX6u1vrXfeQAAgP/L3V3GT+7z+t2O3y0fAAAwz5RSLkpyRbrvAPrhJK/sfyIAWuRTSSanGV+a5MkDygI0TJkAAPqn20XgkuQJgwgCQP+UUi5L8p9nMPW3a61v6nceAADggG7rMt7vi6Pruox3ywcAAMwjpZQLk/y3dL9362NJLqm11v6nAqAtaq270n0nz+MGkQVonjIBAPRJrXV3kl1dpi0fRBYA+qOU8vIkl89g6u/UWn+p33kAAICDuqnL+Bl9Xv/MLuPd8gEAAPNEKeUnk/xBkpEuU/80yUtqrdM9ORoADtW2LuPuaYKWUCYAgP7a2WV80UBSANBzpZR/m+Q9M5j6oSSv7nMcAABgejd2Gd9YSul2I88hKaWMJjm9yzRlAgAAaIFSynOT/HGSsS5TP5nk/6m17ut/KgBayj1NQBJlAgDot8Vdxh8ZSAoAeqqU8sJMlQRKl6kfSfIy2w8DAEDjvpLksWnGj0pyVp/WfmqSI6cZfyzJDX1aGwAAGBKllB/O1G4DC7tM/V9JLqi17u13JgBazT1NQBJlAgDom1LKUUmWdZn27QFEAaCHSik/neT30/371J8k+VnbDwMAQPNqrY8l+XyXaZv6tPx5XcY/tz8fAAAwT5VSnp7kz9P9Kc+fT/KTviMAMAAndBl3TxO0hDIBAPRPt+3rx5PcN4ggAPRGKeV5Sf4wyWiXqX+e5EW11on+pwIAAGbo2i7jF/Rp3X/dZfwv+7QuAAAwBEopZyb5ZKZ2RJvOl5P8y1qrJ0ED0FellCcmWd5l2pZBZAGap0wAAP3znC7jd7nJFGDuKKX8aJKrkyzoMvXaJBfWWsf7nwoAAJiFP+kyfmYp5cm9XLCUsiHJU7pM+3gv1wQAAIZHKeUHM1UgPrrL1K8m+fFa687+pwKArvc07YoHpEJrKBMAQB+UUkaSXNRl2l8PIgsAh6+U8owk/yPJEV2mXpfkp2qte/qfCgAAmI1a65YkX+wy7ZU9XvZVXcb/ptZ6d4/XBAAAhkApZV2Sz6T7k59vT7Kp1vrt/qcCgCTJz3YZ/3yttQ4iCNA8ZQIA6I+XJjmxy5xPDyIIAIenlHJWkk8kWdxl6heT/Kta6+7+pwIAAA7Rf+sy/m9LKcf3YqFSyqokL+ky7fd6sRYAADBcSilPSvJXSVZ0mfr3Sc6rtW7veygASFJK+ZEkz+4yzT1N0CLKBADQY/svFL+1y7RvZurGVACGWCllQ6Z+UdJt++Ebkzyv1vpw/1MBAACH4cokD0wzfmSSt/Rord/K9LubbdufBwAAmEdKKSszVSRY1WXqN5L8WK31H/seCgCSlFKWJPlgl2n7knxsAHGAIaFMAMC8Vkp5billuou2vV7vCZkqCRzTZeoVtdbxAUQC4BCVUk7OzLYfvjXJc2qtD/U/FQAAcDhqrY8l+a9dpr2klPLTh7NOKeXCJC/qMu2dtdY9h7MOAAAwXEopx2bq2sKaLlPvS/KjtdZ7+58KgGFUSvnhUkq3h9r1cr0jk/xpkrVdpv5hrf9/e3cXalldxnH894gR2UxmeGEvjI2hZi+UllraiyWhaRJdRJSSei8FvUCBVGR1U0FWdhlKSBdJUCGlUjpFWhZZTqWpk9NgaNYwWdOU+fJ0sU9YOZx9zunss885/88H9tX+r/V/bvfa67tWL/YwDmCTERMAsNl9OMmuqrqkqp46y42q6pQkNyd56ZSl+5J8dpazAPD/qaptmVzsP2rK0jszef3w3tlPBQAArJLPJdkzZc1VC9d6lq2qXpXky1OW7cn0qAEAANhAquqZSa5PcsKUpQ9k8kaCe2c+FADr2UVJ7q2qSxfeGDAzVXVckhuTnDll6SNJPjbLWYD1R0wAwAiek+QLmUQFn6qqE1fz5FV1ZFV9KcktSY5dwiHv6e4/r+YMAKyeqjoqk5Bg25SluzK52O+pDAAAsIF094Ek75+ybGuS66vqvOWcu6remuS6JFumLH1fd/99OecGAADWr6rakskb7F8+ZemfMnlI0V0zHwqAjeCIJJcl2V1Vl1fV6VVVq3XyqtpSVZcl2ZlkKQ/O+Hh371qt/YGNobp73jMAwMxU1U1JXn+Qr+5Ock2S7yW5tbv/sszzHpFJrXtBknOSPGWJh36lu9+9nL0AWFtVtTPJS6Ys6ySfyPSnma6mu7r7+2u4HwArUFXnJnn2Mg87LcnFi3x/V5JPr2Cca7v7/hUcBzCEqro6ybumLOskX01yWXffuci5XpTkI0nesYStr+7uC5Y8KADrQlW9Lslxyzzs+CQfWOT7vUk+tIJxdnT33Ss4DoAZqapvJXnLEpZekeTns53mv9zf3deu4X4ALFFVXZnkwoN89ftM7mm6IcmPunvvMs+7Nclrkpyf5G1JDlvioTcmeVN3P7ac/YCNT0wAwKa2SEzwnx5P8rskv8nkptAHkuxL8vDCd1uTPGPhc0ySl2X606oP5rtJzunuf67gWADWSFWt1x9JV3X3RfMeAoDFLfE3yFp5Q3ffNO8hANarhSeH/iTJC5d4yG1Jbk5yb5L9mVwz2p7k9EyuFy3FnUlO7u79y5sWgHlb5Eafebi4u6+c9xAAPKGqdic5et5zHMSO7j5j3kMA8GTL+I1xXyb3NO3O5J6mvZnc0/RoJten/n1f07ZMrlG9IMly326wM8lru/uhZR4HbAKHznsAAFgHDsnkj9/tM9zj60nOFxIAAAAArA/dvb+qzkrygyztwREnLnxWak+Ss4QEAAAAACzD8xY+s/LDJOcJCWBch8x7AADY5B5JcmmSt3f3P+Y9DAAAAABP6O49Sc5MsmvGW92T5I0L+wEAAADAvHWSzyc5s7v3zXsYYH7EBAAwOzuSnNrdn+zux+c9DAAAAABP1t33JDk5yXUz2uI7SU7p7lkHCwAAAACwFL/IJCJ4b3c/PO9hgPkSEwCw2X00yRVJfruGe96Q5JzuPqO7b1vDfQEAAABYge7e191nJ7koyYOrdNoHk1zY3W/2dDcAAAAA/sflST6T5FdruOePk7wzyUndfeMa7gusY4fOewAAmKXu3pHJGwJSVccnOSvJq5OckuSYVdrm0SQ/TfKNJF/zlDkAAACAjam7r6qqa5JcmOSSJCes4DR3JPlikiu7+8BqzgcAAADA5rDwgNLbknywqrYlOTvJaUlOTXJ8klqFbR5PsjPJN5Nc0923r8I5gU2munveMwDAXFTVkUlemeTYTMKC7UmOTnJ4ki1Jnp7kaUkeSfJwkv1J/pjkD5m86eCOJLcnubW7/7bW8wMAAAAwW1V1XCZ/5J6U5MVJnptka5LDkhxI8tck9yX5dZKfJfl2d989n2kBAAAA2Ayq6vAkr8gkKti+8Hl+kmdlcj/TlkzuaXosk3uaDuSJe5p2Z3JP0y+T3NLdD63t9MBGIyYAAAAAAAAAAAAAAIDBHDLvAQAAAAAAAAAAAAAAgLUlJgAAAAAAAAAAAAAAgMGICQAAAAAAAAAAAAAAYDBiAgAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAACAwYgJAAAAAAAAAAAAAABgMGICAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAIDBiAkAAAAAAAAAAAAAAGAwYgIAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAgMGICQAAAAAAAAAAAAAAYDBiAgAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAACAwYgJAAAAAAAAAAAAAABgMGICAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAIDBiAkAAAAAAAAAAAAAAGAwYgIAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAgMGICQAAAAAAAAAAAAAAYDBiAgAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAACAwYgJAAAAAAAAAAAAAABgMGICAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAIDBiAkAAAAAAAAAAAAAAGAwYgIAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAgMGICQAAAAAAAAAAAAAAYDBiAgAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAACAwYgJAAAAAAAAAAAAAABgMGICAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAIDBiAkAAAAAAAAAAAAAAGAwYgIAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAgMGICQAAAAAAAAAAAAAAYDBiAgAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAACAwYgJAAAAAAAAAAAAAABgMGICAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAIDBiAkAAAAAAAAAAAAAAGAwYgIAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAgMGICQAAAAAAAAAAAAAAYDBiAgAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAACAwYgJAAAAAAAAAAAAAABgMGICAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAAAGIyYAAAAAAAAAAAAAAIDBiAkAAAAAAAAAAAAAAGAwYgIAAAAAAAAAAAAAABiMmAAAAAAAAAAAAAAAAAYjJgAAAAAAAAAAAAAAgMGICQAAAAAAAAAAAAAAYDD/ArDt0Lb840pzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 3600x2400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu = [0,0]\n",
    "Sigma = [[1,0.5], [0.5,1]] # no correlation\n",
    "x = np.random.multivariate_normal(mu, Sigma, 1000)\n",
    "plt.scatter(x[:,0], x[:,1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "bb3567fb-104a-40ca-b525-acaf9a0ca4e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cu9p+qFVdl9nwAAAAAAAQX3QmwGTmT3F8OC4pPhrn1k8zp84ZN5Zl/aGkP4jDUOVTnwIAAAAAmMr6FaX6wdsXNB4Mm44CAAAAAHGzpCRXbpd1y+P7Gv0KsAN9WvNmuLRzQ9UXfk68bvYrjIXxYFhvfNCtg6cuaUtthZ5Y5Zv07ygAAAAAANFCMQEm86UpjsezmKBkkuMJU0wgqVBSpekQAAAAAIDpycvyaN3yEr3xQbfpKAAAAAAQN1Wl+bc8NjQeVP3p3viFQUJ65qEKLSrK+cLXMzMoJoilQMjW84fP6+2ffaidG6pu+j0AAAAAACCa+KSPycyZ4vi1uKSQpurlOFVOAAAAAABuafPqcnlZDAEAAAAgjdRWFt/y2KFTPXRvS3Prqku0aaXvpsfysjxxTpOemrsHtfalY3q50S/bdkzHAQAAAACkMGbKMRnvFMdDcUkx9ThT5QQAAAAA4JbKCrK1pbbCdAwAAAAAiIvywmzdv/Dmjb8dx9GBpq44J0IiWbO4WC9sWCaXy7rp8YpidsqPl0DI1o7D57XlzWYFw7bpOAAAAACAFEUxASZDMQEAAAAAIC1sWrlQyxbkm44BAAAAADG3saZMlnXzheJNHVfUMTBV03CkqjWLi7XnseXyuG+9jGBpaV4cE0GS6pt79dRrJ3WdjiEAAAAAgBigmACTmernI15PK6Yaxx2XFAAAAACAlJXhdmnXhip5M3hUAgAAACB1ZXncWn9v6S2PN7T1xTENEsn8bK9Kv5Sl078clOM4tzyvvHCesjxMz8bbkXP9evr103QoAAAAAABEXYbpAEhoU3UEiNfPz1TjBOOSYnoGJLXFYZxySZlxGAcAAABAkgjbjvwDozrTM6T2vhENjQc1EbIVCNvyul3KzHApL8ujiuIcVZXmyVc4T27XzXeiTFeLinK0tbZCOw6fNx0FAAAAAGJi3fIS5c7x3PJ4a89g/MIgoVwZC+g//+QX+s8/+YXKC7P1eE2Z1q8oVV7WZ39e3C5LS0pydaLrqqGk6evIuT5tq2vR7keq5eKZDgAAAAAgSigmwGQCUxyP18/PrZ9ofmSqnHHjOM5fSfqrWI9jWdZZSZWxHgcAAABA4nIcR00dV9TQ1qfWnkGd7R3WeATt7ud63aq8PVdVpfmqrSxWjW++LIuJ6CdW+XTuV8Oqb+41HQUAAAAAosqb4dLm1eW3PB62HZ3tHY5jIiQq/8CYnn2rTT94+4LWLS/R5tXlKivI/uR4VWk+xQSG1Df3qrIkV9958NZ/lwEAAAAAiATFBJjMVDv+e+OSIomKCQAAAAAg1obGgzp0qkevNXXJPzA24+tcC4R1ouuqTnRd1avHOyfddTCduFyWXtiwTKMTIR051286DtKQ22Xpjvw5+uWVcdNRAAAAkGK21FZ8ZkH45/kHRiMqUkfqGw+G9cYH3Tp46pK21FboiVU+uV2WaiuL9erxTtPx0tbOd9r1W/cUaVFRjukoAAAAAIAU4DIdAAltdIrj8Xo6kTvF8alyAgAAAEDS67o8pu2HWlXz3Lt69q22WRUS3MyNXQdrnntX2w+1qutydK+fTDxul/Y8tkJrFheZjoI0tPDLc/XO//NBvbbpPpUX3nqhFwAAABCJ6gX5emKVb9JzzvQMxSkNkk0gZOv5w+e1/q+P62L/iGp88+Xj84oxgZCtZ+paFbYd01EAAAAAACmAYgJM5soUx+NVTDDVOFPlBAAAAICkFQrb2vtjv2pffE9vfNAd810ib+w6WPvie9rX6E/biek5Hrf2Pn6v1lWXmI6CNHOxf0x/8PppvXqsM+pFQwAAAEhP3gyXdm6okttlTXpee99InBIhWbX0DKl293t65OWfamX5l03HSWvN3YPaf7TDdAwAAAAAQArIMB0ACe3yFMfz4xFCUt4Ux6fKCQAAAABJ6WL/iLbWtaqlezDuY9/YdfDtn32onRuqtKgoXvXkicPjdmn3I9VafHuudjW0KxCyTUdCmvgf5/tNRwAAAEAKeeahiml9phsaD8YhDZKdI+kff3FV//iLq7I+/neYsbuhXQ9/5TaVFdAlAgAAAAAwc3QmwGT+aYrjmZZl5ccygGVZBZK8U5xGMQEAAACAlGLbjl5u9GvtS8eMFBJ8WnP3oNa+dEwvN/plp2GXApfL0pOry/Wj767UsgX5puMAAAAAQETWVZdo00rftM6doIA6qpaV5umJVQvlzUjdKfn0e0qQWAIhW/sa/aZjAAAAAACSXOo+uUA0/HIa5xTHOMN0rj+dnAAAAACQFIJhW1vebNaOw+cTZif8QMjWjsPnteXNZgXDiZEp3hYV5ejg5q/pjx++J6UXggAAAABIHd+4p0gvbFgml8ua1vmBNP28F20ZLkvbH75Hh/7g6/rTf1Gphu89qEfvW6Asj9t0NKSg+tO9Gr5OVxEAAAAAwMxlmA6AxOU4zqhlWf8k6cuTnFYm6UIMY5RNcbzfcZyxGI4PAAAAAHFzPRjW06+f0pFz/aaj3FR9c69GJ0La89gKzUnDRRAZbpc2ry7Xw1+5Tfsa/ao/3avxYNh0LAAAAAC4qRVlX5LHPf1iaG8E5+LW/vdv/aZW3130yb+XFWRrx/oqbV+7WIdO9uhAU5f8A0xvIjrGg2EdOtmjb399oekoQFoL2478A6M60zOk9r4RDY0HNRGyFQjb8rpdysxwKS/Lo4riHFWV5slXOE/uaRb7AQAAALFGMQGm0qnJiwnukvRODMe/a4rjnTEcGwAAAADiJhi2E7qQ4IYj5/r19OuntffxFREtSkklLAQBAAAAkAz+4t2f67eXFGtRUc60zs+kC9uszfW6tfKuwpsey53j0be/vlDfeuBOvd95RQ1tfWrtGdTPLg1TqI5ZOdDUpW89cKcsi4XJQLw4jqOmjl//Lj/bG9nv8rletypvz1VVab5qK4tV45vP32EAAAAYQzEBpnJW0lcnOX53jMevmOL42RiPDwAAAAAxZ9uOttW1JHwhwQ1HzvVpW12Ldj9SLVca76D1+YUg75z9UMcv/pMuDowpbDum4wEAAABIc4GQrWfqWnXwqQemtftxXpYnDqlS25KS3Cn/rC3LUo2vQDW+Akkf7WbdMTCqM5eG9H7HZdWd7BEfKREJ/8CY3u+88snPFIDYGRoP6tCpHr02y81FrgXCOtF1VSe6rurV450qL8zW4zVlWr+ilP8eAwAAIO4oJsBUTkv69iTHl8d4/BVTHD8d4/EBAAAAIOb2H+1QfXOv6RgRqW/uVWVJrr7zYPlnvp6OLb2Hr4d07lfDamwfoEMBAAAAgITS3D2o/Uc7tHl1+ZTnVhRPr4MBbq2qND/i17hdlu4qztHCL2frb37aRSEBZqShrY9iAiCGui6PaV+jX/Wne2PSTcY/MKZn32rTD96+oHXLS7R5dbnKCrKjPg4AAABwMxQTYCqnpjhebVmW23GcqH9asiwrQ9KyKU6jmAAAAABAUrvYP6JdDe2mY8zIznfa9c/uLtQ/jQbTsqV3rCcRAQAAACAadje06+Gv3DblosSlpXlxSpS6aiuLZ/zaV451qqV7MHphkFZaewZNRwBSUihsa//RTr14pF2BkB3z8caDYb3xQbcOnrqkLbUVemKVL+k3YgEAAEDio5gAUzkh6bqkObc4Pk/SvZI+iMHY90maO8nx65JOxmBcAAAAAIiLUNjW1rrWuExExUIgZOtf/uVxTcwifzK29I73JCIAAAAAzEYgZGtfo1871ldNel554TxledwUS89QeWG27l84f0av7bo8pt1JutEAEsPZ3mGFbYdFx0AUXewf0da6ViOFXoGQrecPn9fbP/tQOzdUaVER3YMAAAAQOxQTYFKO41y3LOuYpDWTnFar2BQTTDamJB11HOd6DMYFAAAAgLhIhV0HZ1NIcDOJ3tLb5CQiAAAAAMxU/elebV+7WLlzPiraDtuO/AOjOtMzpPa+EQ2NBzURsjXH46KYYIY21pTNuNPevkY/xeqYlWuBsDoGRnVXMQuOgdmybUf7j3ZoV4P5jUSauwe19qVj2vpxlwIXBUMAAACIAYoJMB0Nmnxh/3pJ/78YjPuvpzj+TgzGBAAAAIC4YNfBySVaS+9EmkQEAAAAgEiNB8Pa9fcX5Ha51NozqLO9wxQNRFGWx63195bO6LVD40HVn+6NciKkozOXhigmAGYpGLa1ra5F9c2J83s5ELK14/B5nfvVsF7YsEwet8t0JAAAAKQYigkwHX8n6fuTHF9hWdbdjuNciNaAlmUtkbR0itMORms8AAAAAIg3dh2cnkRo6Z2Ik4gAAAAAEKm/+WmX6Qgpa93ykk+6PkTq0KkeCjsQFRf6RkxHAJLa9WBYT79+SkfO9ZuOclP1zb0anQhpz2MrNMfjNh0HAAAAKYRyVUzJcZwOST+d4rQ/ivKw353i+HHHcTqjPCYAAAAAxAW7DkbuRkvvlxv9sm0nbuNeD4b11GsnKSQAAAAAANyUN8OlzavLZ/Rax3F0oIkiD0TH8HjQdAQgaQXDdkIXEtxw5Fy/nn79tIJhNqkBAABA9FBMgOn64RTHf9+yrNujMZBlWaWS/u0Up/3naIwFAAAAACaw6+DM3GjpveXN5rhMmCXLJCIAAAAAwJwttRUqK8ie0WubOq6oY2Asyolwg8uSqhfkaVHRPNNR4mIiyOJiYCZs29G2upakeQZ45FyfttW1xHXDFQAAAKQ2igkwXQckTfbJaa6k56M01vclzZnkeN/HeQAAAAAg6bDr4OzVN/fqqddO6noMCzKSbRIRAAAAABB/1Qvy9cQq34xf39DWF8U0uCHL49aj9y3QPzzzP6n+D1fq7ttyTEeKiwl2KgdmZP/RjqTrSlrf3KtXjnWYjgEAAIAUQTEBpsVxnOuS/mKK0/6tZVn/ajbjWJa1QdJjU5z2547jTMxmHAAAAAAwhV0HoyPWLb2TcRIRAAAAABA/3gyXdm6okttlzfgarT2D0QuUhGb+J3dz5YXZ+rPfqdT7f/oN7Vhf9UnHCK87PZZFZKbJfQLRdLF/RLsa2k3HmJGd77TrYv+I6RgAAABIARmmAyCp/LmkJyX9xiTn/I1lWZccx/kg0otbllUj6dUpTvulpi5qAAAAAICExa6D0XOjpffuR6rlmsXijc9L5klEAAAAAEB8PPNQhRYVzXzH+7Dt6GzvcBQTJR9H0rcfuFNul6XWnkH97NKwxiPoQjjX69aSklxVleartrJY9y+cL8v64vOBzIz0WGSf6UmP+wSiJRS2tbWuVYFQcnb1CIRsPVPXqoNPPTCrwjYAAACAYgJMm+M41yzL2iqpbpLTciS9Y1nWRsdx3prutS3L+p8l/RdJ86Y4dYvjOOPTvS4AAAAAJJp033Uw2uqbe1VZkqvvPFgelesl+yQiAAAAACD21lWXaNNK36yu4R8YjWjhfKo6+vMBHdmyWpZlKWw76hgY1ZlLQ7rQN6Lh8aAmgrYmwrYy3S5lelzKzfLo7uIcLb0jT77CedNaQJuX5YnDnZiXmyb3CUTLK8c61dI9aDrGrDR3D2r/0Q5tXh2dZ6MAAABITxQTICKO4/ydZVmvS3psktPyJP2flmW9Ien/6zjO+VudaFlWpaT/KOn3pjH8f3Uc52BEgQEAAAAggbDrYGzsfKddv3VP0ax2hLwhFSYRAQAAAACxs2ZxsV7YsGzWHfLO9AxFKVFy8w+M6f3OK6rxFcjtsnRXcY7uKp795/tPm5/tjer1EtXdUf5zA1JZ1+Ux7U6RzqS7G9r18FduU1lBtukoAAAASFL0ucNMPCnplgUCH7P0UcHBOcuyTlmWtceyrK2WZT1pWdYzlmX9lWVZzZLOanqFBOclbZ5VagAAAAAwjF0HY+NGS++w7czqOqk0iQgAAAAAiL41i4u157Hl8rhnP83e3jcShUSpoaGtLybXDYVt7f2xXy+8cyEm1080S+/IMx0BSBr7Gv0p05k0ELK1r9FvOgYAAACSGJ0JEDHHcUYty/ptSUcl/cY0XrL84//N1C8l/bbjOKOzuAYAAAAAGMeug7ETjZbeqTSJCAAAAACIrnXVJXphw7KoFBJI0tB4MCrXSQWtPYNRv+bF/hFtrWtNm+6Dc71u+QrnmY4BJIWh8aDqT/eajhFV9ad7tX3tYuXO8ZiOAgAAgCREZwLMiOM4v5T0DUmxLm++KOm3Ph4PAAAAAJIauw7G1u6GdnVdHpvRa1NxEhEAAAAAMHveDJf+ZO092v1IddQKCSRpgmL2T5ztHZ51t8EbbNvRy41+rX3pWNoUEkjSkpJcuV2W6RhAUjh0qifluseOB8M6dLLHdAwAAAAkKYoJMGOO41yU9FVJfx+jId6WdJ/jOPRjAwAAAJAS2HUwtmbT0jsVJxEBAAAAALNTvSBfP/ruSn3nwXK5orxQOxCmmOCGa4GwOgZm36Q+GLa15c1m7Th8Pu06D1aV5puOACQFx3F0oKnLdIyYONDUJceJTmEWAAAA0gvFBJgVx3GuOo7zzyV9W1J/lC7bL+lbjuM87DjO1ShdEwAAAACMY9fB2Ks/3avh65EVbaTyJCIAAAAAIHLeDJe2P3yPDj71gBYV5cRmjCh2OUgFZy4Nzer114NhPfXaSdU3p2fXwdrKYtMRgKTQ1HFFHQMz62ya6PwDY3q/84rpGAAAAEhCPKFAVDiO8zeSfJL+UNK5GV7m3MevX+g4zn+JVjYAAAAASBTsOhh7M2npncqTiAAAAACA6cvyuPXofQvU8L0H9eTqcrmj3I3g0zIzmKr/tAt9IzN+bTBs6+nXT+nIuWjtfZdcyguzdf/C+aZjAEmhoa3PdISYSvX7AwAAQGxkmA6A1OE4zpikv5b015ZlVUj655JWSFoi6Q5JOZLmSromaURSj6Q2SackHXYc5+cmcgMAAABAvLDrYHwcaOrStx64U5Y1vUUfTLIBAAAAQHorL8zWxpoyrb+3VLlzPHEZMy8rPuMki+HxyLoM3mDbjrbVtaRtIYEkbawpm/YzECDdtfYMmo4QU6l+fwAAAIgNigkQE47jtEtqN50DAAAAABIJuw7Gx42W3jW+gmmdzyQbAAAAAKSXuV63lpTkqqo0X7WVxbp/4fy4L8auKM6J63iJbiI4s26O+492qL65N8ppkkeWx63195aajgEkhbDt6GzvsOkYMXW2d1hh24lpZx0AAACkHooJAAAAAACIE3YdjJ+Gtr5pFROkwyQiAAAAAKQzt8vSnQVz9dWF83XfnfO19I48+QrnGV9oubQ0z+j4iWYiHHkxwcX+Ee1qSO/97dYtL4lbNw0g2fkHRjUeDJuOEVPXAmF1DIzqLgrWAAAAEAG2RAQAAAAAIE7YdTB+ptttIB0mEQEAAAAgnYVtR/6BMR06dUn9IxMJUUggSeWF85TlcZuOkTAy3ZEtXQiFbW2ta1UgNLOOBqnAm+HS5tXlpmMASeNMz5DpCHFx5lJ63CcAAACih2ICAAAAAADihF0H4+dGS++ppMskIgAAAACku0DI1vOHz+ube3+ii/0jpuPI7bK0pCTXdIyEkemJbOnCK8c61dI9GJswSWJLbYXKCrJNxwCSRnuf+d/98XAhTe4TAAAA0UMxAQAAAAAAccKug/Fzo6X3VNJlEhEAAAAA8JHm7kGtfemYXm70y55GEXosVZXmGx0/keRmeaZ9btflMe1uaI9hmsRXvSBfT6zymY4BJJWh8aDpCHExnCb3CQAAgOihmAAAAAAAgDhh18H4mk5L73SZRAQAAAAA/FogZGvH4fPa8mazgmHbWI7aymJjYyeau4tzpn3uvka/AiFz3zfTvBku7dxQJbfLMh0FSCoTafJ7YyKYHvcJAACA6KGYAAAAAACAOGLXwfiZTkvvdJlEBAAAAAB8UX1zr5567aSuB8NGxq/xzZevMNvI2Ilm6R150zpvaDyo+tO9MU6T2J55qEKLiqZffAHgIwGDxWPxNJEm9wkAAIDooZgAAAAAAIA4YtfB+JlOS+90mUSczFyvW1+980v6X75+p0ry5piOAwAAAABxdeRcv55+/bSRDgWWZWljTVncx000c71u+QrnTevcQ6d6NG6o+CMRrKsu0aaVPtMxgKTkdafHEqnMNLlPAAAARE+G6QAAAAAAAKSTG7sOdgyMmY6S8qbT0jtdJhF/40tZWrogX5lulzI9LuVmeXR3cY6W3pEnX+E8uV2WJGnB/Ll69q02w2kBAAAAIL6OnOvTtroW7X6kWq6PPx/Fy/oVpfrB2xfSeoH8kpLcTz6XTsZxHB1o6opDosS0ZnGxXtiwLO4/o0CqyMxIj+eAmZ70uE8AAABED8UEAAAAAADE0Y1dB1mwHXvTaemdLpOIX7/ry9qxvmrK81jEAgAAACBd1Tf3qrIkV995sDyu4+ZlebRueYne+KA7ruMmkqrS/Gmd19RxJW03Z1izuFh7HlsuT5psigDEQl6Wx3SEuMhNk/sEAABA9PBJEwAAAACAOFu/olRZHrfpGClvOi29mUT8rBuLWAAAAAAgHe18p10X+0fiPu7m1eXypkmx+83UVhZP67yGtr4YJ0lM66pLtPfxFZrDsyRgViqKc0xHiIu70+Q+AQAAED3p+0QCAAAAAABDWLAdH9Np6c0k4hel+yIWAAAAAOkrELL1TF2rwrYT13HLCrK1pbYirmMmivLCbN2/cP60zm3tGYxtmATjzXDpT9beo92PVNORAIiCpaV5piPExdI70uM+AQAAED184gQAAAAAwAAWbMfedHbjZxLxi9J5EQsAAAAANHcPav/RjriPu2nlQi1bkB/3cU3bWFMmy7KmPC9sOzrbOxyHRImhekG+fvTdlfrOg+Vyuab+8wEwtfLCeSnfLXau1y1f4TzTMQAAAJBkMkwHAAAAAICbCduO/AOjOtMzpPa+EQ2NBzURshUI2/K6XcrMcCkvy6OK4hxVlebJVzhPbibWkERuLNh+/vB501FS1nR2478xiTgeDMchkRkzmUTctHKhDv/sQ7V0D8YmFAAAAAAksN0N7Xr4K7eprCA7bmNmuF3ataFKa186pkDIjtu4JmV53Fp/b+m0zvUPjKb0Z/cbPG5Lzzx0tzat8vGsE4gyt8vSkpJcnei6ajpKzCwpyeV3BwAAACJGMQEAAACAhOA4jpo6rqihrU+tPYM62zsc0QThXK9blbfnqqo0X7WVxarxzZ/WrmaASSzYjq3p7MbPJOLNpeMiFgAAAAC4IRCyta/Rrx3rq+I67qKiHG2trdCONNl4YN3yEuXOmbqroCSd6RmKcZrEsO2379Z3Hiw3HQNIWVWl+Sn9HLCqNN90BAAAACQhl+kAAAAAANLb0HhQPzzeqTW7G/Xo/ia9erxTJ7quRrzT2LVAWCe6rurV4516dH+T1uxu1A+Pd2poPBij5MDs3Viw7c3g43m0RbIbf6pPss30/u4syNYD5QXRDQMAAAAASaL+dK+Gr8f/udITq3xaV10S93HjzZvh0ubV01803943EsM0iePyWMB0BCCl1VYWm44QU6l+fwAAAIgNVisAAAAAMKLr8pi2H2pVzXPv6tm32uQfGIvq9f0DY3r2rTbVPPeuth9qVdfl6F4fiJYbuw4iuiLZjT/VJ9lmcn8X+0f0zX0/1Y8vDMQgEQAAAAAkvvFgWIdO9sR9XJfL0gsblmnN4qK4jx1PW2orVFaQPe3z02XDkOE0uU/AlBrffPkKp/+7J5mUF2br/oXzTccAAABAEqKYAAAAAEBchcK29v7Yr9oX39MbH3RH3IEgUuPBsN74oFu1L76nfY1+hW0npuMBM5Euuw7GUyS78TOJ+Gu27ejlRr/WvnRMLd2DsQsGAAAAAEngQFOXHCf+z5I8bpf2PLYiZQsKqhfk64lVvoheMxGyY5QmsUwE0+M+AVMsy9LGmjLTMWJiY02ZLGt6m6sAAAAAn0YxAQAAAIC4ubHT9fffPq9AnCcAAyFbzx8+r2/u/Yku9qdHW3Qkj3TZdTCeItmNn0nEjwTDtra82awdh+P/OxoAAAAAEpF/YEzvd14xMvYcj1t7H7835TYf8Ga4tHND1bS7Cd4QCKfH59SJNLlPwKT1K0qV5XGbjhFVWR631t9bajoGAAAAkhTFBAAAAABiLpF2um7uHtTal47p5Ua/bLoUIIGk+q6D8TSTlt7pPol4PRjWU6+dVH1zb4xTAQAAAEByaWjrMza2x+3S7keqtf3he+TNSI2p/WceqtCiopyIX+d1p8b9TyUzTe4TMCkvy6N1y1OrUGvd8hLlzvGYjgEAAIAkxSdRAAAAADGViDtdB0K2dhw+ry1vNivIbl9IIKm662C8zaSldzpPIgbDtp5+/ZSOnOuPQyoAAAAASC6tPYPGxnYcR+93XlHf8ITuKpqnCD/qJpx11SXatNI3o9dmpkgxxVQyPelxn4Bpm1eXp0yRljfDpc2ry03HAAAAQBLLMB0AAAAAQOq6Hgwn9ALV+uZejU6EtOexFZqTYjuSI3nd2HVw8e252tXQnjBFOMliNi29N68u18FTl1Liz3y6k4i27WhbXUvC/p4GAAAAANPO9g4rbDtyu+K3kn9oPKhDp3r0WlOX/ANjcRs3ltYsLtYLG5bJNcM/x7ys9NhxOzdN7hMwrawgW1tqK/T84fOmo8zaltoKlRVkm44BAACAJJYaZbYAAAAAEk6y7HR95Fy/nn79NB0KYFzYdtTeN6KDJ3v0/bfPq/OfxvTgXV9Om8nyaJlNS+8bk4ipYLqTiPuPdqi+uTcOiQAAAAAgOV0LhNUxMBqXsbouj2n7oVbVPPeunn2rLaUKCfY8tlwe98yXJ1QU50QxUeK6O03uE0gEm1Yu1LIF+aZjzEr1gnw9sWpmHV8AAACAG+hMAAAAACDqkm2n6yPn+rStrkW7H6me8e5oQKQcx1FTxxU1tPWptWdQZ3uHNR4Mm46V1KLR0nvTyoU6/LMP1dI9GJ1QBkx3EvFi/4h2NbTHIREAAAAAJLczl4Z0VwwXeYfCtvYf7dSLR1KvQ+G66hK9sGHZrAoJJGlpaV6UEiW2pXekx30CiSDD7dKuDVVa+9KxpPzd681waeeGqrh2zgEAAEBqopgAAAAAQNQl407X9c29qizJ1XcenN1CZGAqQ+NBHTrVo9eaulJmh8FEEY2W3ukyiRgK29pa15qU9wgAAAAA8XahbyRm177YP6Ktda1JXdR+M94Ml555qEKbVvqisnlHeeE8ZXncKb0Rw1yvW77CeaZjAGllUVGOttZWaMfh86ajROyZhyq0qIhuJgAAAJg9igkAAAAARFUy73S98512/dY9RTyAR0x0XR7Tvka/6k/3JuTEd2aGSxNJvLA8mi2902ES8ZVjnSm3UAUAAAAAYmV4PBj1a9q2o/1HO7SrIfW6EVQvyNfODVVRfcbmdllaUpKrE11Xo3bNRLOkJJcdxgEDnljl07lfDSfVBknrqku0aWV0noUCAAAAFBMAAAAAiJpk3+k6ELL1TF2rDj71ABN3iJpQ2Nb+o5168UhiLQ6Y63VrSUmuqkrzVVtZrIJsr/7FX6b2bvyRSOVJxK7LY9qdpEVfAAAAAGDCRDC6n5WDYVvb6lqS6jPndHgzXNpaW6FNq3wxebZWVZqf0sUEVaX5piMAacnlsvTChmUanQjpyLl+03H+/+z9e3RUZ5rvef5ihyIkIXRJVJJsWZSsCCyQMELAybRsg3VOGvk0rJOnNcojdycNne5OsPEsd3Ynl+mkcvV0unutwmUu7nYzAzl4ueY0bpyTahjNeE3iSlF9CoMrwceAEOamQtJRSciWVIAuyEIKxY75w4mvXHSJiHfHju9nrVqVlkIRvxdCQvvdz/O8D7SyrEA76hdH5dQXAAAAQKKZAAAAAEAUuWHSdXPXgPYfb9fG6qDpKHCBq33D2tzQYvT7ImeWT/+s+HvKy0xVVrpP8wsyteiRbAXyZn/nxr7bp/FPhZtvIu471paQTSMAAAAAYMpYOHrXULdDYb1y8ExCXGtOVrrPq9olhdpYHVRxbkbMXqemvEBvf9gRs+c3raa8wHQEIGn5vJb2rFnq+J/PK8sKtGfNEvm8lukoAAAAcBF+uwQAAAAQFW6adL27qVWd10dMx0ACs+2IfnOsTavfPGG8wWbg85A++Id/0qO5Gfpv/+UC1S0t0mMFmXedELhhRUC1lYUGUk5fLI/0vnMTcWVZfkyeP1qmchNxcDSkxrPumnwJAAAAALE2FgpH5XlCYdvxhapTEczL0K9/VK5Tv3pW2+sqYtpIIElVgTkK5MX2NUwJ5mXoiZI5pmMASS3N59Xetcscuz9aW1movWuXKs3nNR0FAAAALkMzAQAAAICocNOk6/EJW/uOtZmOgQQVCtva9LtmbT9y2THfE+MTtrYfuaxNv2tW6D7TFO9M43d68fwd8TjS2203EQ+f6dZolIpgAAAAACBZnP3HAYXtyIyew7Yj2tpwLqEbCWb5vfr+o9/Tz5aX6LcvVunopmq98HSJstJ8cXl9j8ejdVXFcXmteFtXVSyPJ3b7GwAmx+e1tPv5Sm1btUD+FGeUVPlTLP3F6gXa/XwlJxIAAAAgJlJMBwAAAACQ+Nw46brxbI+2rS6L281QuMPtUNjREwYbm3t0a2xCe9bcu/icI72/685NxLKHs7SrqdURTSL+FEtbnivV+uWBSTdTRCIRHTjZGeNkAAAAAOA+10fGtf94uzZWB6f9HPuPt6uxOfH2z6oCc/T8P5urRY9kK5A3+64nHcZT3dIivf7+FVc1yqf7vKpbVmQ6BoA/sSyPXqoO6tmyfG1uaDF68mzl3BztrK/QvPxMYxkAAADgfrSsAgAAAJgxN066Hg2Fdfh0t+kYSCChsO34AnxJOnqpT68cPHvfEwrcNo0/Gu7cRPz9z5dr8dycuL3u3VTOzdHvf75cLz4TnNKpDCfbb6i9fySGyQAAAADAvXY3tarz+vSuqa72DWtXU2uUE8XHmX8cUEVRth4ryDTeSCBJ2ek+1S5x5n7FdNUuKWSgCeBA8/IzdWjjk/qlgVMK/CmWtq1aoEMvP0UjAQAAAGKOZgIAAAAAM+LmSdcHTnYqEpnZEfZIDrYd0daGc45vJLjj6KVebW04J9u+9/ubI73vLpFvIjZd7I1BKgAAAABIDuMTtvYda5vy102EbW1uaHHEKXfTMT5ha0tDi8L32UOIt43VQcfsVcyUP8Wa0YkXAGIrxfvF92jTL57RT34wV+kxHm6S7vPqJz+Yq6ZfPKOXqoOOaOICAACA+7njChsAAACAMW6edN3WP6JTHTdMx0AC2H+8XY3NPaZjTEljc4/eOtF+38e4YRp/LCTqTcSW7oHoBgMAAACAJNN4tkdDt0NT+pq3TnToXNdAbALFSXPXgPYfv/8eQjwV52ZoU02p6RhRsammVMW5GaZjAHiA4twMba+r0KlfPatf/6hcwbzoft8G8zL06x+V69SvntX2ugp+LgAAACCuUkwHAAAAAJDY3D7puulir6oCuaZjwMGu9g1rV1Or6RjTsvMPrfrhgvwHTrm/M43/rRMd2t3UGtdpiv4US5trSrV+RcBxk7ju3ETctrpMh09368DJTrVFsbkqmJehdVXFqltWpKw034yeK2xHdKFnKErJAAAAACA5jYbCOny6Wy88XTKpx3deH9HuBN0z+La/OnJZbX23VLe0SFWBOfJ4zF6jr19eoiOffJbQjRqVc3O0YUXAdAwAU5CV5tMLT5fop089qlMdN9R0sVct3QP65NqQRkPhST/PLL9XCwuzVFGUo5ryAj1RYv7nKgAAAJIXzQQAAAAAZsTtk67dvj7MzETY1uaGlrgW10fT+IStLQ0tOvTyUw8s1L8zjX/V4w9p37E2NZ7tmdINsqlK93lVu6RQG6uDjp/ElQg3Edv6b8X07wsAAAAAksWBk5366VOPTup6bd+xtoTdM/i2iKSG091qON2tYF6G1lYVq25pkbLTZ9b8Pl0pXku76iu0+s0TCfln7E+xtLO+wnGDEwBMjsfjUVUg98tBRGE7ovb+Wzp/bVBXeoc1NBrSWMjWWNhWqtdSqs9SVrpP8wsyteiRbAXyZvP9DwAAAMegmQAAAADAtCXDpOsLPUMK2xE29nFXb53oSOgJeJLU3DWg/cfbtbE6OKnHJ9I0/nhz8k3E892DMXleAAAAAEg2bf0jOtVx44EnWQ6OhtR4tidOqeKrrX9Er753Ua+/f8XoIIB5+ZnaXFOq7Ucux/21Z2rLc6UPPCkSQOLwWh49VpCpxwr4vgYAAEDioZkAAAAAwLQlw6Trz8fDau+/xU0AfEfn9RHtbmo1HSMqdje1atXjD03pxn8iTOM3zUk3EVt7h01HAAAAAADXaLrY+8BmgsNnul2/bzYaCuvdj7p06Mw1baop1YYVgbgP5NiwIqBLnw6psTlxGjdqKwu1fnnAdAwAAAAAACTRTAAAAABgBpJl0vX5a4OOKAaGs+w71qbxCdt0jKgYn7C171ibttdVTPlrnTyNH18ZHA2ZjgAAAAAArtHSPXDfz0ciER042RmfMA4wPmHrtSOX9f4nn2lnfUVcJ+5blkc76hfr1tiEjl7qi9vrTtfKsgLtqF8si70QAAAAAIBD0EwAAAAAYNqSZdL1lSRZJyZvcDSkxrOJM/FuMhrP9mjb6jJlpflm9DxOmsaPr4y5pPEFAAAAAJzgQs+Qwnbkns3xJ9tvqL1/JM6pzGvuGtDqN09o859OKYhXwbzPa2nPmqV65eAZRzcUrCwr0J41S+TzWqajAAAAAADwJa5SAQAAAExbsky6HkqSdWLyDp/p1mgobDpGVI2Gwjp8utt0DMTIeJhmAgAAAACIls/Hw2rvv3XPzzdd7I1jGmcZn7C1/chlbfpds0JxvBZN83m1d+0y1VYWxu01p6K2slB71y5Vms9rOgoAAAAAAN9AMwEAAACAaUuWSddjoeRYJyYnEonowMlO0zFi4sDJTkUiEdMxEAN+ph4CAAAAQFSdvzZ4z8+1dA/EL4hDNTb36OV3Tut2HIcx+LyWdj9fqW2rFsif4ozrYH+Kpb9YvUC7n6/kRAIAAAAAgCNxtQoAAABg2pJl0vVYkqwTk3Oy/Yba+0dMx4iJtv4Rneq4YToGYiDVIUUUAAAAQCLxWh7TEeBgV3qH7/rxsB3RhZ6hOKdxpqOX+vTKwbNxPaHAsjx6qTqo3/98uRbPzYnb695N5dwc/f7ny/XiM0FZ/DwBAAAAADgUd5IBAAAATFuyTLpOTZJ1YnKaLvaajhBTbl9fsspO95mOAAAAACSc/+KpYtMR4GBDo6G7fryt/5ZG4ziN3+mOXurV1oZzsu34noQ4Lz9ThzY+qV8aOKXAn2Jp26oFOvTyU5qXnxnX1wYAAAAAYKpSTAcAAAAAkLiSZdJ1qi851onJaekeMB0hpty+vmRVWkDxAgAAADAV/3rxw+obHjcdAw42Frr7tP3z3YNxTuJ8jc09Ki/M0ovPBOP6uileSxurg1r1+EPad6xNjWd7Ytroke7zqnZJoTZWB1WcmxGz1wEAAAAAIJpoJgAAAAAwbcky6TorSdaJBwvbEV3oGTIdI6Yu9AwpbEfktTymoyCKFhVlm44AAAAAJIx/MT9ft8bC+j8u95mOAgcbC9+9maC1dzjOSRLDzj+06ocL8o1M6i/OzdD2ugptW12mw6e7deBkp9r6R6L2/MG8DK2rKlbdsiJlpbGPCAAAAABILDQTAAAAAJi2ZJl0PT9J1okHa+u/FdMJdk7w+XhY7f239Bjve1cJ5s1Wus/r6vdvus+S5HH1GgEAABB7ZQ9n6mrfsLpujpqOAodL9d79JMvB0VCckySG8QlbWxpadOjlp4wNMMhK8+mFp0v006ce1amOG2q62KuW7gF9cm1oSteSs/xeLSzMUkVRjmrKC/REyRx5PAxlAAAAAAAkJpoJAAAAAExbsky6XvRIcqwTD3a+e9B0hLg4f22QZgKX8VoeLSzM0sedN01HiZnHH8lWJCJXrxEAAACxd+lTpspjclJ9d28mGJu4+4kFkJq7BrT/eLs2VgeN5vB4PKoK5KoqkCvpi5Mo2/tv6fy1QV3pHdbQaEhjIVtjYVupXkupPktZ6T7NL8jUokeyFcibzYmOAAAAAADXoJkAAAAAwLQlw6TrWX6vAnmzTceAQ7T2JkdRyZUkWWeyqSjKcXWhfUVRDs0EAAAAAOImK91314+Ph2kmuJ/dTa1a9fhDKs7NMB3lS17Lo8cKMhmsAAAAAABISncflwAAAAAAk3Bn0rWbLSzMYtIYvjQ4GjIdIS6GkmSdyaamvMB0hJiqKS9w/RqdwOvh30QAAABAkubfo/Dc7+UW/P2MT9jad6zNdAwAAAAAAPAn7GQAAAAAmJGKohzTEWLK7evD1IxNJMd0wbFQcqwz2VQF5iiQ55zJj9EUzMvQEyVzXL1GJ1hZVqCWXz+ntBS2FAEAAIBFj2Tf9eOp/L78QI1nezR0m0EGAAAAAAA4ATsZAAAAAGbE7VOg3b4+TM14ODmK7MeSZJ3JxuPxaF1VsekYMfGfPfHnsiPSP/TdUsU9CnowMyvLCrRnzRJdGxjV7SRprAIAAADuZZbfq0De7Lt+LjvdF+c0iWc0FNbh092mYwAAAAAAANFMAAAAAGCG3DwF+s6ka+AOvzc5LqNTk2SdyahuaZHSfV7TMaLureMdevy//xs998YHamzuMR3HdWorC7V37VKl+bw63z1oOg4AAABg3MLCLHktz10/V1qQGec0ienAyU5FIhHTMQAAAAAASHpUBwAAAACYETdPul5XVSyP5+43hpGcUlOS4zI61Zcc60xG2ek+1S4pNB0j6noGb2s0FDYdw3X8KZb+YvUC7X6+Ur4/NRm19g4bThUfOUyTBQAAwH1UFOXc83OLijgtbTLa+kd0quOG6RgAAAAAACQ9qgMAAAAAzJgbJ12n+7yqW1ZkOgYcJjtJikv/3eU+/Q/vXdQf264zJdCFNlYH5U+SxhhMX+XcHP3+58v14jNBWV+buDo4GjKYKn7+o8cf0m9frNLPlpfo+49+z3W/5wAA4FY/ePR7WliYZToGkkBNecE9PxfMm83vj5PUdLHXdAQAAAAAAJJeiukAAAAAABLfnUnX737UZTpK1NQuKVRWWnIUjmPySgsyTUeIi8+GxvT2hx16+8MOBfMytLaqWHVLi5KmmcLtinMztKmmVK8duWw6Chzs8/EJ/eFirxo+7tbgaEhjE7bGw7ZaugZMR4uL8QlbVYFcVQVyJUlhO6L2/ls6f21QV3qHNTQa0ljI1ljYVmjC1tFLvbLpvQIAwKh/vfhhjYyF9dF/uGk6ClwumJehJ0rm3PPzXsujhYVZ+riT9+KDtHQPmI4AAAAAAEDSo5kAAAAAQFRsrA7q0JlrGp+wTUeZMX+KpY3VQdMx4ECLirJNR4i7tv4RvfreRb3+/hXVLinUxuqginMzTMfCDK1fXqIjn3ymc0lSGI6pa+29pdffv2I6hjFj4W/+PuO1PHqsIFOP3aWpbNvhFhoJAAAw7NkF+ZI8+tvLfaajIAmsqyqWx+O572MqinJoJpiECz1DCtsRea37/3kifsJ2RG39t3S+e1CtvcPfaC73ey2lpljKTveptCBTFUXZCuTN5u8PAAAAABIczQQAAAAAosJNk6431ZRSLI27CubNVrrPq9FQ2HSUuBsNhfXuR106dOaaNtWUasOKADeLv8XkDffpvPau+gqtfvOEK5rAgGhL9VqTetzgaEiNZ3tinAYAANzPyrICLfnzHO34m+RthET8pPu8qltW9MDH1ZQX6O0PO+KQKLF9Ph5We/+tuzbtIj4ikYhOtt9Q08VetXQP6ELP0JT2vWb5vSp/OEsVRTmqKS9QVWDOA5ttAAAAAADOQjMBAAAAgKhxw6Tryrk52rAiYDoGHMprebSwMCuppwuOT9h67chlvf/JZ9pZX6F5+cl7w9/kDfdovfbCh7N0NoF/ZgOxkuqbXDPB4TPdSdlgBgCAU9RWFuql6qD+4//bh6ajIEnULilUVprvgY+rCsxRIC9D7f0jcUiV2M5fG6SZwIDB0ZAOn+nWOyc71TaD9+nn42F93HlTH3fe1NsfdiiYl6G1VcWqW1qk7PQHf68AAAAAAMyjmQAAAABA1KR4rYSedO1PsbSzvoJp67iviqKcpG4muKO5a0Cr3zyhzX86pcBKou8bkzfco/3aAO4uaxJFL+Gwrf/l//iHOKQBAADf5k+xtOW5Ur3w5KOq/3+cTMg9CCQef4qljdXBST3W4/FoXVWxXn3vYoxTJb4rvcOmIySVzusj2nesTY1ne2LSGN3WP6JX37uo19+/otolhdpYHeQEWAAAAABwOJoJAAAAAETVvPxMba4p1fYjl01HmbItz5Um9ZR1TE5NeYHe/rDDdAxHGJ+wtf3IZV36dEg76hfL553cJO9EZfKGe6xfG8A3zX/AZNRQ2NYLf/3vdWMkFKdEAADgjsq5OV+ekrbvWFtCn46IxLKppnRKRdF1S4v0+vtXuIZ7gKFRfqeOh4mwrf3HO/TG0da4NGCNhsJ696MuHTpzTZv+NIiCAS4AAAAA4Ew0EwAAAACIug0rArr06ZAam3tMR5m02spCrV8eMB0DCaAqMEeBvAy1z2AqvNs0Nvfo1tiE9qxZqjSf13ScqDN5w/2/efYxSdL/9Lf/wLRVII4WPZJ9z8/dDoX1ysEz+vDqP8UxEQAA8KdY2lxTqvV/KkjtvD6i3U2tpmMhSVTOzdGGFVPbN8pO96l2SaHe/agrRqncYSzEtW6sXe0b1uaGFiPNV+MTtl47clnvf/LZl41gAAAAAABncffIQAAAAABGWJZHO+oXa2VZvukok7KyrEA76hfLYjoWJsHj8WhdVbHpGI5z9FKfXjl4VqGwu4oArvYN68f7/qi/ev9y3Iv5xydsvf43V/T631yhkQCIo1l+rwJ5s+/6uVDY1isHz+jopb44pwIAILk9uyBPTb94Ri9VB7+cbL3vWBu/JyMu/CmWdtZXTGuq+sbqoPwp3JK/nzGX7SM4iW1H9JtjbVr95gnjp7g0dw1o9Zsn9JtjbbLtiNEsAAAAAIBvYucCAAAAQEz4vJb2rFnq+IaClWUF2rNmiXxeLo8weXVLi5Tuwgn8M3X0Uq+2NpxzxU1hJ91wBxBfCwuz7looZtsRbW04RyMBAAAGPPpns1Wcm/Hlfw+OhtR4NnFOQ0Ri2/Jc6bSnqRfnZmhTTWmUE7lLKntyMREK29r0u2ZtPxL/4Qj3Mj5ha/uRy9r0u2bXDaMAAAAAgETGlTkAAACAmEnzebV37TLVVhaajnJXtZWF2rt2qdIoCscUZaf7VLvEme9r0xqbe/TWiXbTMWbEiTfcAcRPRVHOXT++/3i7GpspWgQAwIS/ufCZwl9rWj58plujobDBREgWtZWFWr88MKPnWL+8RIvn5kQnkAul+ihZiLbbobBefue0Y69fGpt79PI7p3Wbn+MAAAAA4AgppgMAAAAAcDef19Lu5ytV9nCWdjW1OqIw159iactzpVq/PCBrGkfUA5K0sTqoQ2euOeI97TQ7/9CqHy7Iv+/kxrAdUVv/LZ3vHlRr77AGR0Mam7A1Hrbl91pKTbGUne5TaUGmKoqyFcibfddJ4dF2OxTWKwfPMHkcSGI15QXf+djVvmHtamo1kAYAAEhS981R1f3fP9Su5xcrmDdbB052mo6EJLCyrEA76hfPeO8oxWtpV32FVr95gj2Eu8hK95mO4CqhsJ0Q+xpHL/XplYNntXftUk6MBQAAAADDaCYAAAAAEHOW5dFL1UE9W5avzQ0tOtc1YCxL5dwc7ayvmPbx9MAdxbkZ2lRTqteOXDYdxXHGJ2xtaWjRoZef+rIBIBKJ6GT7DTVd7FVL94Au9AxNaZLoLL9X5Q9nqaIoRzXlBaoKzJHHE93mgkS54Q4gdoJ5GXqiZM43PjYRtrW5oYXCLwAADDvXPajVb57Qv1n6iNr7R0zHgcutLCvQnjVLolbkPC8/U5trSrWdPYTvmF/AHl202HZEWxvOJcy+xtFLvdracE67n69k4AsAAAAAGEQzAQAAAIC4mZefqUMbn9RbJzq0O86nFPhTLG2uKdX6FYG4TDdHcli/vERHPvnMaIOMUzV3DWj/8Xb95Ad/rsNnuvXOyU61zaDg5/PxsD7uvKmPO2/q7Q87FMzL0NqqYtUtLVJ2FKYYJtoNdwCxsa6q+DuNSm+d6ODnPAAADjE+YevgR12mY8DlaisLtaN+cdSnpW9YEdClT4fU2NwT1edNdIseyTYdwTX2H29PuPdXY3OPyguz9OIzQdNRAAAAACBpeSKRiOkMAKbI4/FckFT+7Y+Xl5frwoULBhIBAABMXef1Ee071qbGsz1Tmk4+Vek+r2qXFGpjdVDFuRkxex0kr6t9w1r95gkmVt+F5ZF8XktjMfyzidb3+G+OtTEhEkhy6T6vTv3qWWWlfdWg1Hl9RDVvfMDPeAAAgCTgT7G05blSrV8eiNmU9FDY1svvnKaR/U9m+b06/+t/yeCPKEjk/Sl/iqXf/3w5J8kCAAAAMGrhwoW6ePHi3T51MRKJLIx3nniK7jgFAAAAAJik4twMba+r0KlfPatf/6hcwbzoFvoH8zL06x+V69SvntX2ugoaCRAz8/Iztbmm1HQMR7IjimkjgSSNhsJ696Mu1bzxgfYda1PYnvrQhKt9w9rV1BqDdAASSe2Swm80EkjSvmNtCVmMAwAAgKmpnJuj3/98uV58JhizRgLpi4b7PWuWamVZfsxeI5EsLMyikSAKJsK2Nje0JOy1y/iErS0NLdPa0wEAAAAAzFyK6QAAAAAAkltWmk8vPF2inz71qE513FDTxV61dA/ok2tDUzqxYJbfq4WFWaooylFNeYGeKJkjj4ebkYiPDSsCuvTpUMIdJe8m4xO2XjtyWe9/8pl21ldMeppdot9wBxAd/hRLG6uD3/jY4GhIjWf5uQ4AAOBm/hRLm2tKtX5FIG5F7Wk+r/auXaatDeeSfh+hoijHdARXeOtEh851DZiOMSPNXQPaf7z9O9dlAAAAAIDYo5kAAAAAgCN4PB5VBXJVFciVJIXtiNr7b+n8tUFd6R3W0GhIYyFbY2FbqV5LqT5LWek+zS/I1KJHshXIm80kMxhjWR7tqF+sW2MTOnqpz3ScpNbcNaDVb57Q5ppSbVgReOBESTfccAcwc5tqSr9zitHhM91TamwEAABA4kj3eVW7pFAbq4NGTrP0eS3tfr5SZQ9naVdTa9I2uNeUF5iOkPA6r49ot0tOW9zd1KpVjz/ECbMAAAAAEGc0EwAAAABwJK/l0WMFmXqsYHLTxQHTfF5Le9Ys1SsHz9BQYNj4hK3tRy7r0qdD2lG/WD6vddfHuemGO4Dpq5ybow0rAt/4WCQS0YGTnYYSAQAAIFaCeRlaV1WsumVFykrzGc1iWR69VB3Us2X52tzQknSN7sG8DD1RMsd0jIS371iba5pRxids7TvWpu11FaajAAAAAEBSoZkAAAAAAOAoYTuitv5bOt89qNbeYQ2OhjQ2YWs8bMvvtZSaYik73afSgkxVFDnrVIo0n1d71y7T1oZzamzuMR0n6TU29+jW2IT2rFmqNJ/3O5930w13ANPjT7G0s77iO/+OnGy/ofb+EUOpAAAAEC2z/F4tLMxSRVGOasoL9ETJHHk8zthDuGNefqYObXxSb53o0O4kOqVgXVWx4/4uEs3gaEiNZ921/9R4tkfbVpcZb/YBAAAAgGRCMwEAAAAAwKhIJKKT7TfUdLFXLd0DutAzpNFQeNJfP8vvVfnDXxUGVAXMFgb4vJZ2P1+psoeztCuJigCc6uilPr1y8Kz2rl36jRMK3HjDHcDUbXmuVPPyv3sKUtPFXgNpAAAAMFPBvAytLC/Q/IJMLXrEWQMI7ifFa2ljdVCrHn9I+461qfFsz5T2RhJNus+rumVFpmMkvMNnul33PhkNhXX4dLdeeLrEdBQAAAAASBo0EwAAAAAAjBgcDenwmW69c7JTbTOY/vz5eFgfd97Ux5039faHHQrmZWhtVbHqlhYpO93MFDPL8uil6qCeLcvX5oYWnesaMJIDXzh6qVdbG85p9/OVsv5UROLGG+4ApiaYl6GFhdmKRCLfaUJr6R4wEwoAMC2FOWn6waNzlOqz9O8u96tveMx0JACGLC7K0bZVZaZjTFtxboa211Vo2+oyHT7drQMz3DNxqtolhUyen6FIJKIDJztNx4iJAyc79dOnHuXkCgAAAACIE+vBDwEAAAAAIHo6r49o2+EWVf3l3+rV9y5G/aZ4W/+IXn3voqr+8m+17XCLOq+bu+k+Lz9ThzY+qV+uWiB/CpfgJjU29+itE+2S3H3DHcDktfWP6D9765RW7j6mv/6wQ4OjIUlS2I7oQs+Q4XQAgKnoGbitW2MTevVfP66DG57gd28giY2F3XE6YFaaTy88XaKjm6r12xerVL+sSG4pq/anfHEKA2bmZPsNtbuw0UT64lrtVMcN0zEAAAAAIGmwmwoAAAAAiIuJsK29f9emmjc+0LsfdcV8KvxoKKx3P+pSzRsfaN+xNoXtSExf715SvF/cJG/6xTP6yQ/mKt3nNZID0s4/tOpq37Crb7gDmLpvN6Ed/4d+Ti4BgAR09FKfXjl4VsW5GdpcU2o6DgBDUr3uuv3t8XhUFcjVjvrF+m9XLTAdJyo21ZSqODfDdIyE13Sx13SEmHL7+gAAAADASdy1mwIAAAAAcKSrfcP68b4/6q/ev6zxifhOCRyfsPXakcv68d6/19W+4bi+9tcV52Zoe12FTv3qWf36R+UK5nHjPN7GJ2xtaWjR31z4zHQUAA50pwntZ//2Y9NRAADTdPRSr7Y2nNPPni5RbWWh6TgADEj1uff29/rlJVo8N8d0jBmpnJujDSsCpmO4Qkv3gOkIMeX29QEAAACAk7h3NwUAAAAAYJxtR/SbY21a/eYJnesaMJqluWtAq988od8ca5Nt6JQCScpK8+mFp0t0dFO1fvtilX62vEQPZaUay5NsmrsGmG4H4L5MnWQDAIiOxuYevf33HdpRv1gry/JNxwEQZ1npPtMRYibFa2lXfYX8KYl5i9+fYmlnfYW8lsd0lIQXtiO60DNkOkZMXegZ4toMAAAAAOIkMXcaAAAAAACOFwrb2vS7Zm0/Ev/TCO5lfMLW9iOX9W/2/b0u9QwavSnp8XhUFcjVf/evyvXP51PkFE/XBkZNRwAAAEAM7fxDqzqvj2jPmqU0FABJZn5BpukIMTUvP1Oba0pNx5iWLc+Val6+u/9+4qWt/5ZGQ2HTMWLq8/Gw2vtvmY4BAAAAAEmBZgIAAAAAQNTdDoX18jun1djcYzrKXZ35xwGtevOEHv/v39e/2fv3+h/eu6g/tl1XJGKmuWDMIc0WAAAAgBuMT9ja0tAin9fS3rXLVFtZaDoSgDhZ9Ei26Qgxt2FFIOF+rtVWFmr98oDpGK5xvnvQdIS4OH8tOdYJAAAAAKbRTAAAAAAAiKpQ2NYrB8/o6KU+01EeaDRk6+POm3r7ww79ZP9Jrdx9TH/9YYcGR0NxzTEeppkAAAAAiKbmrgG9/v5l+byWdj9fqW2rFsifwm0xwM1m+b0K5M02HSPmLMujHfWLE+bklZVlBdpRv1iW5TEdxTVae4dNR4iLK0myTgAAAAAwjV1TAAAAAEDU2HZEWxvOJUQjwd209Y/o1fcuquov/1bbDreo8/pIXF7X7+XyHAAAAIi233zQru2/v6SIpJeqg/r9z5dr8dwc07EAxMjCwix5k6Rg3ee1tGfNUsc3FKwsK9CeNUvkY98jquI9BMOUoSRZJwAAAACYxlU7AAAAACBq9h9vV2Nzj+kYMzYaCuvdj7pU88YH2nesTWE7EtPXS2VCKgAAABATv/mgXT/e+/e62jesefmZOrTxSf2SUwoAV6ooyjEdIa7SfF7tXbtMtZWFpqPcVW1lofauXao0n9d0FNcZm0iOEy7HQsmxTgAAAAAwjZ1SAAAAAEBUXO0b1q6mVtMxomp8wtZrRy5/WXwUK9npvpg9NwAAAJDsmrsGtPrNE/rNsTZZHo82VgfV9Itn9JMfzFU6Ra6Aa9SUF5iOEHc+r6Xdz1dqm4OapPwplv5i9QLtfr6SEwliZDycHEX2Y0myTgAAAAAwjat3AAAAAMCMTYRtbW5o0bhLJ6N9vfjIjsEpBaUFmVF/TgAAAABfGZ+wtf3IZW36XbNCYVvFuRnaXlehU796Vr/+UbmCeRmmIwKYgWBehp4omWM6hhGW5dFL1UH9/ufLtXhujtEslXNz9PufL9eLzwRlWR6jWdzMnyRNGqlJsk4AAAAAMI2rLwAAAADAjL11okPnugZMx4ipbxcfRdOiouyoPh8AAACAu2ts7tHL75zW7VBYkpSV5tMLT5fo6KZq/fbFKv0XTz+qHE4OAxLOuqpieTzJXbw+Lz9ThzY+qV8aOKXAn2Jp26oFOvTyU5qXz8CEWEt1yCkUsZbqS451AgAAAIBpXH0BAAAAAGak8/qIdje1mo4RN98uPoqGYN5spfu8UXs+AAAAAPd29FKf/sv/57//RpOwx+PRDx6do5sj4xoYDRlMB2Cq0n1e1S0rMh3DEVK8ljZWB9X0i2f0kx/MjfleQ7rPq5/8YK6afvGMXqoOystpBHGRnSRNb1lJsk4AAAAAMI1mAgAAAADAjOw71qbxiehO6ne6o5f69MrBs1E7ocBrebSwMCsqzwUAAADgwf6+7bpq95xQ6GvXMvuPt6uxucdgKgDTUbukUFlpFB1/XXFuhrbXVejUr57Vr39UrmBeRlSfP5iXoV//qFynfvWsttdVqDg3us+P+ystSI7TH+YnyToBAAAAwLQU0wEAAAAAAIlrcDSkxrPJWWxz9FKvtjac0+7nK2VFYfJeRVGOPu68GYVkAAAAACbjwqfDqt757/S//pc/kCTtSqIT1wC38Kd8MYkfd5eV5tMLT5fop089qlMdN9R0sVct3QP65NqQRqdw4uIsv1cLC7NUUZSjmvICPVEyRx4PpxCYsqgo23SEuFcRvVIAAQAASURBVFj0SHKsEwAAAABMo5kAAAAAADBth890T+nms9s0NveovDBLLz4z88KFmvICvf1hRxRSAQAAAJisnoHbWvU/H9efzU5NuhPXADfYVFPKVPxJ8Hg8qgrkqiqQK0kK2xG199/S+WuDutI7rKHRkMZCtsbCtlK9llJ9lrLSfZpfkKlFj2QrkDdb3igMUkB0BPNmK93ndfWe3Cy/V4G82aZjAAAAAEBSoJkAAAAAADAtkUhEB052mo5h3M4/tOqHC/I1L39mR69XBeYokJeh9v6RKCUDAAAAMBmhcESfDt42HQPAFFXOzdGGFQHTMRKS1/LosYJMPVYws70MmOG1PFpYmOXqEy4XFmbRwAIAAAAAcWKZDgAAAAAASEwn229Q+C5pfMLWloYWhe3IjJ7H4/FoXVVxlFIBAAAAAOBe/hRLO+srKDZG0qooyjEdIabcvj4AAAAAcBKaCQAAAAAA09J0sdd0BMdo7hrQ/uPtM36euqVFSvNxqQ4AAAAg+tJSLFXOzZbPS/E1Et+W50pnfEIgkMhqygtMR4gpt68PAAAAAJwkxXQAAAAAAEBiaukeMB3BUXY3tWrV4w+pODdjWl8/EbZ18NQ/anzCjnIyAAAAAMlslt+rX6x8TP/JD/5cWWk+Xe0b1ubfndO57kHT0YBpqa0s1PrlAdMxAKOqAnMUyMtw5amhwbwMPVEyx3QMAAAAAEgajDsEAAAAAExZ2I7oQs+Q6RiOMj5ha9+xtml97dW+Yf143x/1V+9flh2JcjAAAAAASWv5vD9T8/+1RhueCSorzSdJmpefqUMvP6VHctINpwOmbmVZgXbUL5ZlccIGkpvH49G6qmLTMWJiXVWxPB6+xwEAAAAgXjiZAAAAAIDrhO2I2vpv6Xz3oFp7hzU4GtLYhK3xsC2/11JqiqXsdJ9KCzJVUZStQN5sebkJPSVt/bc0GgqbjuE4jWd7tG112ZdFOg9i2xHtP96uXU2tnEgAAAAAIGr8KZa2PFeq9csDdy26TvFa+pcLH9LbH3YYSAdMz8qyAu1Zs0Q+L/PyAEmqW1qk19+/4qo9unSfV3XLikzHAAAAAICkQjMBAAAAgIQXiUR0sv2Gmi72qqV7QBd6hqZ0E22W36vyh7NUUZSjmvICVQXmMP3qAc53D5qO4EijobAOn+7WC0+XPPCxobCtrQ3n1NjcE4dkQGylplh6/p/N1eXPhvTJtan9DPZ5PQqFOZIDAAAgmrb/nxbpxw8oxqwpL6CZAAmjtrJQO+oX00gAfE12uk+1Swr17kddpqNETe2SwkkP6QAAAAAARAfNBAAAAAAS1uBoSIfPdOudk51q6x+Z9vN8Ph7Wx5039XHnTb39YYeCeRlaW1WsuqVFyk7n5tXdtPYOm47gWAdOduqnTz1634aU26GwXjl4Rkcv9cUxGRA7dUsf0f9Y+7ikL06Hae+/pfPXBnWld1hDoyGNhWyNhW2lei2l+ixlpfs0vyBTix7J1p/NTtVTr/0frpqkCAAAYNrFT4f04wc8piowR4G8DLXP4Hoa7jQvf7b+8cbnjjhB70GnbADJbmN1UIfOXHPE9+tM+VMsbawOmo4BAAAAAEmHZgIAAAAACafz+oj2HWtT49memBSftvWP6NX3Lur196+odkmhNlYHVZybEfXXSWSDoyHTERyrrX9EpzpuqCqQe9fPh8I2jQRwlW/f7PdaHj1WkKnHCjIn9fUTYVulBbN1jhNPAAAAoqale+CBj/F4PFpXVaxX37sY+0BIGCvLCrRnzRJ13/xcmxtadK5rwFiWyrk52llfoXn5k7u2AJJRcW6GNtWU6rUjl01HmbFNNaXswQIAAACAAZwDCQAAACBhTIRt7f27NtW88YHe/agr5lOsR0NhvftRl2re+ED7jrUpbEdi+nqJZMwF085iqeli710/btsRbW04RyMBXGUmN/uv9g3rx/v+SCMBAABAlF3oGZrUNWzd0iKl+7xxSIREUFtZqL1rlyrN59W8/Ewd2vikfrlqgfwp8b2l7E+xtG3VAh16+SkaCYBJWL+8RIvn5piOMSOVc3O0YUXAdAwAAAAASEqcTAAAAAAgIVztGzY2EW98wtZrRy7r/U8+YyLen4yHaSa4n3tNAd1/vF2NzT3xDQPE0HRv9tt2RPuPt2tXU6vGaU4CAACIus/Hw2rvv/XA06Ky032qXVKodz/qilMyOJE/xdKW50q1fnlAluX58uMp3i9OIVv1+EMxPSHyjnSf1/EnRIbtiNr6b+l896Bae4c1OBrS2ISt8bAtv9dSaoql7HSfSgsyVVGUrUDebHm/9mcKxEKK19Ku+gqtfvNEQl5j+1Ms7ayv4HsFAAAAAAyhmQAAAACAozmp4LS5a0Cr3zyhzTWl2rDimzfYk43fy0F393NnCujXb4Je7RvWrqZWg6mA6Jruzf5Q2NbWhnM01gAAAMTY+WuDD2wmkKSN1UEdOnPN+DU3zKicm/PAwQnFuRnaXlehbavLdPh0tw6c7FRb/0jUMgTzMrSuqlh1y4qUleaL2vNGQyQS0cn2G2q62KuW7gFd6BmaUkPFLL9X5Q9nqaIoRzXlBaoKzJHHk7z7SYidefmZ2lxTqu1HLpuOMmVbnitleAsAAAAAGEQzAQAAAADHcmLB6fiEre1HLuvSp0PaUb9YviQtqk9NSc51T9a3p4BOhG1tbmihOAeuMp2b/bdDYb1y8IyOXuqLUSoAAADccaV3eFKPK87N0KaaUr2WgAWomD5/iqXNNaVavyIw6QbhrDSfXni6RD996lGd6viqwP6Ta1MvsF9Y+FWB/RMlziuwHxwN6fCZbr0zw8aJz8fD+rjzpj7uvKm3P+xQMC9Da6uKVbe0SNnpzmqcQOLbsCKgS58OOWov9UFqKwu1fvnUTzwEAAAAAEQPzQQAAAAAHMnpBaeNzT26NTahPWuWKs3nNR0n7rjh/WBfnwL61okOnesaMBsIiKLp3OwPhW1H/1wHAABwm6HR0KQfu355iY588hnXLUkg3edV7ZJCbawOqjg3Y1rP4fF4VBXIVVUgV5IUtiNq77+l89cGdaV3WEOjIY2FbI2FbaV6LaX6LGWl+zS/IFOLHslWIG/2lE84i5fO6yPad6xNjWd7ptQgMVlt/SN69b2Lev39KzP+ewC+zbI82lG/WLfGJhLi2ntlWYF21C9O6tNfAQAAAMAJaCYAAAAA4DiJUnB69FKfXjl4VnvXLk26EwpKCzh6/EHuTAHtvD6i3U2thtMA0TOdm/22HdHWhnOO/7kOAADgJmOhyZ+MluK1tKu+QqvfPMGJai6Vm+HXf/XDeapbVqSstOgOCPBaHj1WkPllQ30imgjb2n+8Q28cbY3L98BoKKx3P+rSoTPXtKmmVBumcEIEcD8+r6U9a5Y6fm91ZVmB9qxZknR7qgAAAADgRFyZAQAAAHCURCs4PXqpV1sbzsm2I6ajxNWiomzTERzvzhTQfcfaKMaBazySkz6tm/37j7ersbknRqkAAABwN2PhB1+HhO2IWnuHdeh0txo+7lbZQ4lbDI57Wz4vVx/9xbN64emSqDcSuMHVvmH9eN8f9VfvX4779fv4hK3XjlzWj/f+va72Dcf1teFeaT6v9q5dptrKQtNR7qq2slB71ybnaa8AAAAA4EScTAAAAADAURKx4LSxuUflhVl68Zmg6ShxE8ybrXSfV6OhsOkojjUWsjU4GlLj2cR6PwP3s3rRQ1O+2X+1b1i7OJ0DAAAg7lLv0gAaiUR0sv2Gmi72qqV7QBd6hhL+uq44d5Y6r39uOoZjrSwr0N61S+Vl+vd32HZE+4+3a1dTfE4juJ/mrgGtfvOENv/plIKpnAQH3I3Pa2n385UqezjLEe9xSfKnWNryXKnWL+c9DgAAAABOQjMBAAAAAMdI5ILTnX9o1Q8X5GtefnJMcfRaHi0szNLHnTdNR3GssbCtw2e6E74wB/i6soezpvT4ibCtzQ0tjihaAAAASDapvq+KxwdHQzp8plvvnOxUW/+IwVTRtbKsQL9cNV+r3zzB75x3sbKsYFoniyWDUNjW1oZzjhpoMT5ha/uRy7r06ZB21C/m7w0zZlkevVQd1LNl+drc0KJzXQPGslTOzdHO+oqk2TsFAAAAgETCDgQAAAAAR0j0gtPxCVtbGloUtiOmo8RNRVGO6QiO5vdaOnCy03QMIKoWPZI9pce/daLDaLECAABAMstK96nz+oi2HW5R1V/+rV5976LrGgnuFMqXPUxx6rfVVhZq79qlUz5ZLBncDoX18junHdVI8HWNzT16+Z3Tus1wAkTJvPxMHdr4pH65aoH8KfEtEfGnWNq2aoEOvfwUjQQAAAAA4FA0EwAAAABwBDcUnDZ3DWj/8XbTMeKmprzAdARHGxwNqd1FhTrALL9XgbzZk3585/UR7U7Q02YAAADcoPvGqGre+EDvftTluhPTaisL9b/8pFJ//eF/UM0bH+hc16DpSI7hT7H0F6sXaPfzlUy2v4tQ2NYrB8/o6KU+01Hu6+ilPr1y8KxC4cQcugHnSfFa2lgdVNMvntFPfjBX6TFuNEr3efWTH8xV0y+e0UvVQXktT0xfDwAAAAAwfSmmAwAAAACAmwpOdze1atXjD6k4N8N0lJirCsxRIC+Dgvl76B8eMx0BiKqFhVlTuvm/71hbwp42AwAA4Ab/v/Ofmo4Qdf4US1ueK9U/n5+n/3T/qYQfShBtlXNztLO+gunf92DbEW1tOOf4RoI7jl7q1daGc9r9fKUsCrERJcW5GdpeV6Ftq8t0+HS3DpzsjOqpNcG8DK2rKlbdsiJlpfmi9rwAAAAAgNihmQAAAACAcW4qOB2fsLXvWJu211WYjhJzHo9H66qK9ep7F01HcaRbt0OmIwBRteChrEk/dnA0pMazPTFMAwAAgGRTOTdHr/+4Qv/uSp/+1f/yoWv2EaLBn2Jpc02p1q8IMP37PvYfb1djc2JdpzQ296i8MEsvPhM0HQUuk5Xm0wtPl+inTz2qUx031HSxVy3dA/rk2tCUTrOZ5fdqYWGWKopyVFNeoCdK5sjj4ecQAAAAACQSmgkAAAAQc2E7orb+WzrfPajW3mENjoY0NmFrPGzL77WUmmIpO92n0oJMVRRlK5A3mxufScSNBaeNZ3u0bXVZUkzfqltapNffvzKlm4zJomfwtukIQFR5p/BP8+Ez3fxcAAAAQFTcKZT/6VOP6peHWhKuGDyW0n1e1S4p1MbqYFKckDgTV/uGtStBT8Xc+YdW/XBBPidOICY8Ho+qArmqCuRK+mIvv73/ls5fG9SV3mENjYY0FrI1FraV6rWU6rOUle7T/IJMLXqEvXwAAAAAcAOaCQAAABB1kUhEJ9u/mmZ0oWfq04zKH/5qmlFVgGlGbubGgtPRUFiHT3frhadLTEeJuex0n2qXFOrdj7pMR3GUNJ+l2yGmZMJdPviHfkUikQf+mxyJRHTgZGecUgEAAMCtvl4oX5CVplcOntHRS32mYzlCMC9D66qKVbesKCkGGdwx3YElE2FbmxtaEvY0i/EJW1saWnTo5aco2kbMeS2PHivI1GMFNK8AAAAAQLKgmQAAAABRMzga0uEz3XrnZKfa+kem/Tyfj4f1cedNfdx5U29/2KFgXobWVhWrbmmRstOT5wZpMnBzwemBk5366VOPJkUjzMbqoA6duZawN+Vj4eHsdHX80/R/DgJO1P5Pn+tUx40vpxXey8n2G2qfwe8BAAAASG7fLpQPhW29/M7ppG4kmOX3amHhV4M3nihJjsEb0RpYIknnugZilDI+mrsGtP94uzZWB01HAQAAAAAALkMzAQAAAGas8/qI9h1rU+PZnphMmG/rH9Gr713U6+9f4eh2l3FzwWlb/8ikim7doDg3Q5tqSvXakcumozjG7FQut+FOTRd7H/hzrelib5zSAAAAwA3uVyhv2xFtbTiXdI0Ei+dmqyqQq/kFmVr0yFcT9pNFtAeWuMXuplatevwh9kUBAAAAAEBUUd0AAACAaZsI29p/vENvHG2Ny0Ty0VBY737UpUNnrmlTTak2rAgk1Y1UN3J7welkim7dYv3yEh355LOEn/QXLXmz/aYjADHR0j0QlccAAAAgeVXOzdYTkyyU33+8XY3NPXFOaN6lT4f15n+6JOmKxmM9sCTRjU/Y2nesTdvrKkxHAQAAAAAALmKZDgAAAIDEdLVvWD/e90f91fuX49JI8HXjE7ZeO3JZP97797raNxzX10Z0ub3g1O3r+7oUr6Vd9RXyp3CZGczLUFa6z3QMICYu9AwpbEfu+fmwHdGFnqE4JgIAAECiufjpsOqXFaluaZEeK8i8ZyPB1b5h7WpqjXM6Z7hTNJ4sJsK29v5dm2re+EDvftRFI8F9NJ7t0dDtkOkYAAAAAADARajyAAAAwJTYdkS/Odam1W+eMD6BvLlrQKvfPKHfHGuTfZ/CRjhTMhScPqjo1m3m5Wdqc02p6RjGrasqViiJ/t6RXD4fD6u9/9Y9P9/Wf4vCHwAAANzX+IStLQ0t971engjb2tzQEvcBFk6SLEXjJgeWJKLRUFiHT3ebjgEAAAAAAFyEZgIAAABMWihsa9PvmrX9iHNu7o1P2Np+5LI2/a5ZobAzMmFykqHg9EFFt260YUVAtZWFpmMYk+7zqm5ZkfxeLrfhXuevDd77c933/hwAAABwR3PXgPYfb7/n59860WF8iIVpbi8ad9LAkkRz4GSnIhGGGAAAAAAAgOigugEAAACTcjsU1svvnFZjc4/pKHfV2Nyjl985rdsuL053k2QpOL1f0a0bWZZHO+oXa2VZvukoRtQuKVRWmk+pKVxuw72u9A7f83Ot9/kcAAAA8HW7m1rVeX3kOx/vvD6i3U2tBhI5j1uLxp04sCSRtPWP6FTHDdMxAAAAAACAS1DdAAAAgAcKhW29cvCMjl7qMx3lvo5e6tMrB89yQkGCSJaC0/sV3bqVz2tpz5qlSddQ4E+xtLE6KEnKTvcZTgPEztBo6J6fG7zP5wAAAICvG5+wte9Y23c+vu9YGwXmf+LGonGnDyxJFE0Xe01HAAAAAAAALkEzAQAAAO7LtiPa2nDO8Y0Edxy91KutDedk2+6b2uY2yVJwer+iWzdL83m1d+0y1VYWmo4SN5tqSlWcmyFJKi3INJwGiJ2x0L0Lu8Yo+gIAAMAUNJ7t0dDtr66bB0dDajxLkfnXualoPFEGliSClu4B0xEAAAAAAIBL0EwAAACA+9p/vD3hJoU1NvforRPtpmPgAZKl4PR+Rbdu5/Na2v18pbatWiB/irsvPyvn5mjDisCX/72oKNtgGiC2xu5zAtA4pwMBAABgCkZDYR0+3f3lfx8+063RUNhgIudxS9F4og0scboLPUMKM0wFAAAAAABEgburOQAAADAjV/uGtaup1XSMadn5h1Zd7Rs2HQP3kSwFp/cruk0GluXRS9VB/f7ny7V4bo7pODHhT7G0s75CXsvz5ceCebOV7vMaTAXETqr33ttJ/vt8DgAAALibAyc7FYlEFIlEdOBkp+k4juOWovFEHFjiZJ+Ph9Xef8t0DAAAAAAA4ALc4QUAAMBdTYRtbW5o0XiCTo8fn7C1paHFFTdb3SpZCk7vV3SbTOblZ+rQxif1SxeeUrDluVLNy8/8xse8lkcLC7MMJQJiK9V37+/hVJd9fwMAACD22vpHdKrjhk6231B7/4jpOI7jhqLxRB5Y4mTnrw2ajgAAAAAAAFyAO7wAAAC4q7dOdOhc14DpGDPS3DWg/cfbTcfAPSRLwen9im6TTYrX0sbqoJp+8Yx+8oO5rpjcX1tZqPXLA3f9XEVRTnzDAHGSle675+ey7/M5AAAA4F6aLvaq6WKv6RiOlchF44k+sMTJrvRyKisAAAAAAJg5qloAAADwHZ3XR7TbJdPCdje1qvM6U+2cKFkKTu9XdJusinMztL2uQqd+9ax+/aNyBfMyTEealpVlBdpRv1iW5bnr52vKC+KcCIiPx/Jm3/NzpQWZ9/wcAAAAcC8t3QNq6R4wHcOxErlo3A0DS5xqaDRkOgIAAAAAAHABmgkAAADwHfuOtblmWtj4hK19x9pMx8BdJEvB6fwkWed0ZKX59MLTJTq6qVq/fbFKP1teou8/+r2EOLFgZVmB9qxZIp/33pfVVYE5CiRoo8SDZKQ6/+8IsfPWiQ5d7bt7MdOiouw4pwEAAIitwuw0+bx3byBG9FzoGdInCTx9P9YStWjcTQNLnGgs5I79WwAAAAAAYBbNBAAAAPiGwdGQGs/2mI4RVY1nezR0OzFvurpZshScLnokOdY5Ex6PR1WBXP13/6pcDRuf0iev/kv9/r9erqV/nmM62l3VVhZq79qlSntA04PH49G6quI4pYqv4J/dezI93O/yZ8Na/eYJ/eZYm2w78o3PBfNmJ0RDEAAAwGT4Uyz9rz/7gY781yu0eG6O6Tiu9vl4WLddMtgiFhK1aNxNA0ucaCzMny0AAAAAAJg5mgkAAADwDYfPdGs0FDYdI6pGQ2EdPt1tOga+JRkKTmf5vQrkUXQ9VV7Lo/KHs/W/b3xK21YtkD/FGZeu/hRLf7F6gXY/X3nfEwm+rm5pkeve5+k+r+YV8L5OduMTtrYfuaxNv2tW6GsFLF7Lo4WFWQaTAQAARM+W50o1Lz9T8/IzdWjjk/qlgesTf4qlf1XxcFxfE86TiEXjbhxY4jSpk9ybAAAAAAAAuJ8U0wEAAADgHJFIRAdOdpqOERMHTnbqp089Ko/HYzoK/uROwenHnTdNR4mZhYVZ8lq856bLsjx6qTqoZ8vytbmhRee6BoxlqZybo531FZqXnzmlr8tO96l2SaHe/agrRsnir3ZJobLSfKZjwCEam3t0a2xCe9Z8dVpHRVGOq3+2AwCA5FBbWaj1ywNf/neK19LG6qBWPf6Q9h1rU+PZnpgOY0j3eVW7pFAbq4M6eOofY/Y6SAyJWDTuxoElTpPqS7z3BZJL2I6orf+WzncPqrV3WIOjIY1N2BoP2/J7LaWmWMpO96m0IFMVRdkK5M1mLxUAAAAADKCZAAAAAF862X5D7f0jpmPERFv/iE513FBVINd0FHyN2wtOK4pyTEdwhTtTQN860aHdTa0an4jfREZ/iqXNNaVavyIwrZuZE2HbVYX3/pQvCqg+/g/u/b7F1B291KdXDp7V3rVL5fNaqikv0NsfdpiOBQAAHKhybo6aDTYJT9bKsgLtqF8s6y7XAMW5GdpeV6Ftq8t0+HS3DpzsVFsU91KCeRlaV1WsumVFX15LDI6Govb8SEyJVjTu5oElTpKV7p79BrhDJBLRyfYbarrYq5buAV3oGZpSU9Esv1flD2epoihHNeUFqgrMYTgQAAAAAMQBzQQAAAD4UtPFXtMRYqrpYi/NBA7j9oLTmvIC0xFcw+QU0OLcjGk9x9W+YeMnKkTbpppSFedmaCyODR1IDEcv9Wprwzntfr5SVYE5CuRluLZBEQAATM8sv1cH1z+hn//2rI5e6jMd555WlhVoz5ol8j1gEnxWmk8vPF2inz71qE51fFU4+cm1qRdOLiz8qnDyiZLvFk7y+zcSrWjczQNLnGR+wdROTwRiZXA0pMNnuvXODBvsPh8P6+POm/q486be/rBDwbwMra0qVt3SImUn2M9BAAAAAEgkNBMAAADgSy3dA6YjxJTb15eI3FxwGszL0BMlc0zHcB0TU0CnyrYj2n+8XbvifIpCrFXOzdGGFQFJUjBvttJ93pg2dCDxNDb3qLwwSy8+E9S6qmK9+t5F05EAAICDLCzM0qzUFO1du0xbG86psbnHdKTvqK0s1I76xQ9sJPg6j8ejqkDul8MLwnZE7f23dP7aoK70DmtoNKSxkK2xsK1Ur6VUn6WsdJ/mF2Rq0SPZCuTNfuApaONh91xXYHoSrWjc7QNLnGLRI9mmIyDJdV4fienQj7b+Eb363kW9/v6VGQ/9AAAAAADcG80EAAAAkPTFze4LPUOmY8TUhZ4hhe3IA2/SI348Ho9rC07XVRVzDHcMxXMK6FSEwrZjC6Nmwp9iaWd9xZc/P72WRwsLs/Rx503DyeA0O//Qqh8uyFfd0iK9/v4VGk4AAMCX7hS9+ryWdj9fqbKHsxzTgOtPsbTluVKtXx6QNcM9A6/l0WMFmXosisXf/ik0N8CdEq1onIEesTfL71Ugb7bpGEhSE2Fb+4936I2j8fl3fDQU1rsfdenQmWvaVFOqDSsC7PEDAAAAQBTRTAAAAABJUlv/LdcX/H0+HlZ7/62o3tDHzLmx4DTd51XdsiLTMZJCPKaATtbtUFivHDyjo5f6ovJ8TrLluVLNy//mz86KohyaCfAd4xO2tjS06NDLT6l2SaHe/ajLdCQAAOAQRd+b9eX/tiyPXqoO6tmyfG1uaNG5rgFjuSrn5mhnfcV3ft91ktQUmgmSWaIVjSfDwBInWFiYRTE1jLjaN2zs3+7xCVuvHbms9z/5zPH/dgMAAABAIqGZAAAAAJKk892DpiPExflrgzQTOEx2us91Bae1SwqVleYzHSMpxWIK6GSEwrZrGwlqKwu1fnngOx+vKS/Q2x92GEgEp2vuGtD+4+3aWB3UoTPXHDFtGAAAmPd3V/rUO3Rbg6MhjU3YGg/b8nstzS+YrbQUS6c7b2rCjsQtjz/F0uaaUq1PgOnG2elcXyazRCsaT4aBJU5QUZRjOgKSjG1HtP94uyNOFWruGtDqN09o859OKZjpqUIAAAAAkOxoJgAAAIAkqbV32HSEuLiSJOtMNG4qOPWnWNpYHTQdA3Fk2xFtbTjnykaClWUF2lG/+K43ZasCcxTIy1B7/4iBZHC63U2tWvX4Q9pUU6rXjlw2HQcAADjAB//wT/rgH/7JdAyl+7yqXVKojdVBFedmmI4zKaUMRUhqiVY0niwDS0yrKS8wHQFJJBS2tbXhnBqbe0xH+dL4hK3tRy7r0qdD2lG/WD4vp/gAAAAAwHRxRQUAAABJ0uBoyHSEuBhKknUmmuLcDG2qKTUdIyo21ZQmTEEKomP/8XZH3UyNlpVlBdqzZsk9b8Z6PB6tqyqOcyokivEJW/uOtWn98hItnptjOg4AAICCeRn69Y/KdepXz2p7XUVCXbctKso2HQEGJVrReLIMLDEpmJehJ0rmmI6BJHE7FNbL75x27N5XY3OPXn7ntG5zIgoAAAAATBvNBAAAAJAkjblgIvxkjIWSY52JyA0Fp5Vzc7RhRcB0DMTR1b5h7WpqNR0j6morC7V37VKl+bz3fVzd0iKlP+AxSF6NZ3v0eSisXfUV8qewBQUAAOJrlt+r7z/6Pf1seYl++2KVjm6q1gtPlygrzWc62pQF82bze3eSSsSi8WQZWGLSuqpieTzfPUEQiLZQ2NYrB884/jTOo5f69MrBswqF2fsHAAAAgOlIMR0AAAAAzjCeJBvtY0myzkSU4rW0q75Cq988ofEEbG7xp1jaWV8hr8XN3GQxEba1uaElId+v9+JPsbTluVKtXx6QNYn3cna6T7VLCvXuR11xSIdEMxoK6/Dpbr3wdIk215Rq+5HLpiMBAAAX8Foe/bPi7+nRP8tQaMLWWNhWqtdSqs9SVrpP8wsyteiRbAXyZjv2+ixsR9TWf0vnuwfV2juswdGQxiZsjYdt+b2WUlMsZaf7VFqQqYqiL9aysDBLH3feNB0dcZaIRePJMrDElHSfV3XLikzHQBKw7Yi2NpxzfCPBHUcv9Wprwzntfr5yUntaAAAAAICv0EwAAAAASZLfmxwTg1OTZJ2Jal5+ZsIWnG55rlTz8jNNx0AcvXWiQ+e6BkzHiJrKuTnaWV8x5ffxxuqgDp255qqmCkTPgZOd+ulTj2rDioAuXBvQ/7flM9ORAABAggvbEZ3quKGxCXtav7+aEIlEdLL9hpou9qqle0AXeoY0GgpP+utn+b2ancotvWSTqEXjyTKwxJTaJYUJecIKEs/+4+1qbO4xHWNKGpt7VF6YpRefCZqOAgAAAAAJhZ1HAAAASJJSU5KjyD7VlxzrTGQbVgR06dOhhLpZVVtZqPXLA6ZjII46r49od1Or6RhRs/GZgLb+RwumNbm1ODdDm2pK9VoCNgEh9tr6R/R//t/OqH94TC3dg6bjAAAAF2nuGtDqN09oc02pNqyY3Mla8TY4GtLhM91652Sn2vpHpv08n4+H9fn45JsP4A6JWjSeLANLTPCnWNpYTZE0Yu9q37B2Jei+184/tOqHC/ITotkQAAAAAJyCZgIAAABIkrLTE+/m5HRkJck6E5llebSjfrFujU0kxDHaK8sKtKN+sSMLVxA7+461uWoS/+Dt0LQaCe5Yv7xERz75zFUnNSB6jnzCaQSJLDXF0piLft4BANxlfMLW9iOXdenTIe2oXyyfQ4qYO6+PaN+xNjWe7ZnSCQTAHYlcNJ4sA0tM2FRTquLcDNMx4HITYVubG1oSdt9rfMLWloYWHXr5qRntdQEAAABAMmE3BwAAAJKk0oLkmNQzP0nWmeh8Xkt71izVyrJ801Hua2VZgfasWeKYghXEx+BoSI1nE+fkjMloPNujoduhaX99itfSrvoK+SkaAVyHRgIAQCJobO7Ry++c1m3DhfsTYVt7/65NNW98oHc/6qKRANOWyEXjyTKwJN4q5+ZowwpOxUTsvXWiI+GHRTR3DWj/8XbTMQAAAAAgYXCXHwAAAJKkRUXZpiPExaJHkmOdbpDm82rv2mWqrSw0HeWuaisLtXftUqX5vKajIM4On+l2XVHQaCisw6e7Z/Qc8/IztbmmNEqJAAAAgKk5eqlPrxw8q1DYTCPc1b5h/XjfH/VX719O2GnOcIZgXobWLy8xHWPakmVgSTz5UyztrK9gyjpirvP6iHY3tZqOERW7m1rVeX3EdAwAAAAASAgppgMAABBNYTuitv5bOt89qNbeYQ2OhjQ2YWs8bMvvtZSaYik73afSgkxVFGUrkDebDXjgT4J5s5Xu87quQPbrZvm9CuTNNh0DU+DzWtr9fKXKHs7SrqZWRxRk+FMsbXmuVOuXB2Txb0jSiUQiOnCy03SMmDhwslM/fepReTzTf19vWBHQpU+H1NjsrpMbAAAAkBiOXurV1oZz2v18Zdyu12w7ov3H2x1zzYrE19Y/on/5P32gtVXFqltalHCT/pNlYEk8bXmuVPPyadJA7O071uaaf8vGJ2ztO9am7XUVpqMAAAAAgOPRTAAASGiRSEQn22+o6WKvWroHdKFnaEqF0LP8XpU/nKWKohzVlBeoKjBnRgV0QCLzWh4tLMzSx503TUeJmYWFWTQQJSDL8uil6qCeLcvX5oYWo8dsV87N0c76Cm7gJrGT7TfU3u/OqWZt/SM61XFDVYHcaT+HZXm0o36xbo1N6OilviimAwAAACansblH5YVZevGZYMxfKxS2tbXhHM20iLq2/hG9+t5Fvf7+FdUuKdTG6qCKczNMx5qUZBhYEk+1lYVavzxgOgaSwOBoSI1n3fXvWePZHm1bXaastMRqygIAAACAeLNMBwAAYDoGR0P66w87tHL3Mf1k/0m9/WGHPu68OeUbFJ+Ph/Vx5029/WGHfrL/pFbuPqa//rBDg6OhGCUHnK2iKMd0hJhy+/rcbl5+pg5tfFK/XLVA/pT4Xsr4UyxtW7VAh15+ikaCJNd0sdd0hJiKxvp8Xkt71izVyrL8KCQCAAAApm7nH1p1tW84pq9xOxTWy++cppEAMTUaCuvdj7pU88YH2nesTWE7YjrSA90ZWIKZW1lWoB31izkZE3Fx+Ey365qARkNhHT7dbToGAAAAADgezQQAgITSeX1E2w63qOov/1avvndRbVGeDHxn4lPVX/6tth1uUed1d04eBu6lprzAdISYcvv6kkGK19LG6qCafvGMfvKDuUr3eWP6euk+r37yg7lq+sUzeqk6yMkWUEv3gOkIMRWt9aX5vNq7dplqKwuj8nwAAADAVIxP2NrS0BKzwutQ2NYrB89wGhfiZnzC1mtHLuvHe/8+5o0y0cBAj5lbWVagPWuWyOfldj5iLxKJ6MDJTtMxYuLAyU5FIs5vxAIAAAAAk9h9AAAkhImwrb1/16aaNz7Qux91xXw6SiJOfAKioSowR4G8xDgyfaqCeRl6omSO6RiIkuLcDG2vq9CpXz2rX/+oXMEov2+DeRn69Y/KdepXz2p7XYWKc935fYGpCdsRXegZMh0jpi70DEXt9x6f19Lu5yu1zcBpIgAAAEBz14D2H2+P+vPadkRbG87RSAAjmrsGtPrNE/rNsTbZDt6zZqDHzNRWFmrv2qVKi/EQDeCOk+031B7l4V1O0dY/olMdN0zHAAAAAABH424+AMDxrvYN68f7/qi/ev+yxifsuL52ok18AmbK4/FoXVWx6Rgxsa6qWB4PU+XdJivNpxeeLtHRTdX67YtV+tnyEn3/0e9N+cSCWX6vvv/o9/Sz5SX67YtVOrqpWi88XaKsNF+MkiMRtfXfct1x79/2+XhY7f23ovZ8luXRS9VB/f7ny7V4bk7UnhcAAACYjN1NrVE/eXT/8XY1NvdE9TmBqRifsLX9yGVt+l2zQuH47pdPlpsHlsSSP8XSX6xeoN3PV3IiAeKq6WKv6Qgx5fb1AQAAAMBMpZgOAADAvdh2RPuPt2tXU2vcmwi+7c7Ep801pdqwIiDLoiAZ7lW3tEivv3/FVQWz6T6v6pYVmY6BGPJ4PKoK5KoqkCvpiwny7f23dP7aoK70DmtoNKSxkK2xsK1Ur6VUn6WsdJ/mF2Rq0SPZCuTNlpef7XiA892DpiPExflrg3qsIDOqzzkvP1OHNj6pt050aLcDfrcDAABAchifsLXvWJu211VE5fmu9g1rV1NrVJ4LmKnG5h7dGpvQnjXOm2B/Z2DJq+9dNB0lYVTOzdHO+grNy4/u9TgwGS3dA6YjxJTb1wcAAAAAM0UzAQDAkUJhW1sbzjlqytediU+XPh3SjvrFTAaCa2Wn+1S7pFDvftRlOkrU1C4pZMJ8kvFaHj1WkBn1gmgkt9be5Dil6EqM1pnitbSxOqhVjz+kfcfa1Hi2x1WNawAAAHCmxrM92ra6bMb7AhNhW5sbWmiMhaMcvdSnVw6e1d61Sx23X+3GgSWx4E+xtLmmVOtXBBh0ASPCdkQXeoZMx4ipCz1DCtsRvscAAAAA4B6ctasEAICk26GwXn7ntKMaCb6usblHL79zWre5CQIX21gdlD/FHb8q+lO+KF4FgJkaHA2ZjhAXQzFeZ3FuhrbXVejUr57Vr39UrmBeRkxfDwBMsTzSY/mzTceIujmz/KYjAMCUjIbCOny6e8bP89aJDp3rGph5ICDKjl7q1daGc7LtiOko33BnYAnuLt3n1U9+MFdNv3hGL1UHKXKGMW39t1zf9PP5eFjt/bdMxwAAAAAAx3JHhRgAwDVCYVuvHDyjo5f6TEe5rzsTn0JhJpHBnYpzM7SpptR0jKjYVFOq4lwKVQHM3FiSTCAdC8VnnVlpPr3wdImObqrWb1+s0s+Wl+j7j35P6T5vXF4fAGLt//Iv52tWqvsOhrXYUQaQgA6c7FQkMv1C687rI9rd1BrFREB0NTb36K0T7aZjfIebBpZESzAvQ7/+UblO/epZba+rYN8Sxp3vHjQdIS7OX0uOdQIAAADAdLjvbhYAIGHZdkRbG845vpHgjjsTn3Y/XymLqUFwofXLS3Tkk88Seupe5dwcbVgRMB0DgEuMJ0kT4Vic1+nxeFQVyFVVIFeSFLYjau+/pfPXBnWld1hDoyGNhWyNhW2lei2l+ixlpfs0vyBTmakp2nDgdFzzAsBk1FYWKiIl9O/S9/JPt8ZNRwCAKWvrH9Gpjhtf/s45VfuOtWk8SZqLkbh2/qFVP1yQr3n5maajfOnOwJLXjlw2HWXGvv/o9yRJn1wbmtIU91l+rxYWZqmiKEc15QV6omSOPB7uJ8A5WnuHTUeIiytJsk4AAAAAmA6aCQAAjrH/eLsam3tMx5iSxuYelRdm6cVngqajAFGX4rW0q75Cq988kZA3zP0plnbWV3BEOFwpbEfU1n9L57sH1do7rMHRkMYmbI2Hbfm9llJTLGWn+1RakKmKomwF8mbzvRAFfm9yTFNMNbxOr+XRYwWZeqzgiwKYu73f+4bG1H1zVJ8N3DaaFQDuZmVZgV754TytfvOE6SgAgK9putg7rWaCwdGQGs8m1p4lktP4hK0tDS069PJTjtoDcMvAkt+++KS8lmdKDfCLHmFPBs43OBoyHSEuhpJknQAAAAAwHTQTAAAc4WrfsHYl6FHhTpz4BETLvPxMba4p1fYEnB625blSvi/hGpFIRCfbb6jpYq9augd0oWfqU/DKH/5qCl5VgCl405GakiTNBD6z65zp+x0ATFpZVqA9a5bo1fcuJGRDLgC4WUv3wLS+7vCZbn4fRcJo7hrQ/uPt2ljtnOE3bhtY8u0GeCDRjSXg9+V0jIWSY50AAAAAMB00EwAAjJsI29rc0JKQNxIk5058AqJlw4qALn06lFAnh9RWFmr98oDpGMCMDY6GdPhMt9452am2/pFpP8/n42F93HlTH3fe1NsfdiiYl6G1VcWqW1qk7HRfFBO7W7L8WWUZWme03u8AYEptZaF21C/W5+NhJlgDgANd6BlS2I5Maf8uEonowMnOGKZCNPm9lsbDibnHHE27m1q16vGHVJybYTrKlxhYAjhXsvzcHEuSdQIAAADAdNBMAAAw7q0THQl9xLHkzIlPQLRYlkc76hfr1tiEjl7qMx3ngVaWFWhH/WJZNPcggXVeH9G+Y21qPNsTkwmYbf0jevW9i3r9/SuqXVKojdVBRxUZOFVpkkwdnB/ndcb6/Q4A8fAv5udpx79ZLJ/X0uEznfw8AwAH+nw8rPb+W1OaJn6y/YbaaXRNGGuq/lyPzpmlA0neoDw+YWvfsTZtr6swHeUbGFgCOJPfmyQncSbJOgEAAABgOrhiAgAY1Xl9RLubWk3HiIrdTa3qvJ68N6ngbj6vpT1rlmplWb7pKPe1sqxAe9YskY8bA0hQE2Fbe/+uTTVvfKB3P+qKeSHiaCisdz/qUs0bH2jfsTaF7UhMXy/RLSrKNh0hLhY9Ep91xvv9DgCx9O+u9Kv+N3/UP/QOMcEaABzs/LXBKT2+6WJvjJIgFsZCYb3wdImObqrWb1+s0s+Wl+j7j35P6T6v6Whx13i2R0O3Q6ZjfMOdgSVO31+8g4ElSBapKcmxl57qS451AgAAAMB0cDIBAMCofcfaND7hjqNFnTrxCYiWNJ9Xe9cu09aGc46cIFZbWagd9YtpJEDCuto3rM0NLUZO6xmfsPXakct6/5PPtLO+QvPyk2MC/1QF82Yr3ed1ddH7LL9XgbzZMX8dk+93AIiV5q4BrfqfT2iC5jwAcKwrvcNTenxL90BsgiAmxkJf7DN7PB5VBXJVFciVJIXtiNr7b+n8tUFd6R3W0GhIYyFbY2FbqV5L/+H6iM7844DB5NE3Ggrr8OluvfB0ieko33BnYMkrB884+gRUBpYgmWSn+0xHiIusJFknAAAAAEwHzQQAAGMGR0NqPOu8guSZaDzbo22ry5SVxqYk3MnntbT7+UqVPZylXU2tjmgG8qdY2vJcqdYvDzApDAnJtiPaf7zdEd9TzV0DWv3mCW2uKdWGFXxPfZvX8mhhYZY+7rxpOkrMLCzMkjeGf+9Oer8DQCzQSAAAzjY0OvlJ7WE7ogs9QzFMg2gbC9/9GsNrefRYQaYeK/hu43wkEtGzu4/FOpoRB0526qdPPSqPx1nX9gwsAZyl9C4/G91ofpKsEwAAAACmg2YCAIAxh890u26yr1MnPgEzEbYjauu/pfPdg2rtHdbgaEhjE7aeDOSqpXtANz83d2R65dwcpqgjoYXCtuNuno9P2Np+5LIufTrEzfO7qCjKcXUzQUVRTsye24nvdwAAACSXO5PrJ6Ot/5br9i7dLnUa168n22+ovX8kBmnMa+sf0amOG1+e0OAkDCwBnGNRUbbpCHGx6JHkWCcAAAAATAfNBAAAIyKRiA6c7DQdIyacOvEJmKxIJKKT7TfUdLFXLd0DutAz5Lib5/4US5trSrV+RSCmE7SBWLodCuuVg2d09FKf6Sh31djco1tjE9qzZqnSfF7TcRyjprxAb3/YYTpGzNSUF8TkeZ3+fgcAAEByuNfk+rs53z0YwySIhVTf1JsJmi72xiCJczRd7HVkM4EkWZZHL1UH9WxZvjY3tOhc14CxLAwsQTIL5s1Wus/ruHsA0TTL71Ugb7bpGAAAAADgWDQTAACMYOIT4DyDoyEdPtOtd052qs2h35/pPq9qlxRqY3VQxbkZpuMA0xYK2wlRWH30Up9eOXhWe9cu5YSCP6kKzFEgL8OVv8cE8zL0RMmcqD9vorzfAQAA4H5TmVzf2jscwySIhax035S/pqV7IPpBHCQR1jcvP1OHNj6pt050aHecTylgYAkgeS2PFhZmufokzoWFWXyPAwAAAMB90EwAADCCiU+Ac3ReH9G+Y21qPNvj2OlDwbwMrasqVt2yImWlTf3GMOAkth3R1oZzCVNYffRSr7Y2nNPu5ytlcdNNHo9H66qK9ep7F01Hibp1VcVRP1kp0d7vAAAAcLepTK4fHA3FMAliYX7B1KbKh+2ILvQMxSiNM1zoGVLYjji+iDbFa2ljdVCrHn8oLvuUDCwBvqmiKMfVzQQVRTmmIwAAAACAo9FMAAAwIhEmIs2E29cHd5gI29p/vENvHI3vxK/JmOX3amFhliqKclRTXqAnSuZEvcAVMGX/8XY1NveYjjEljc09Ki/M0ovPBE1HcYS6pUV6/f0rjm3Amo50n1d1y4qi/ryJ+H4HAACAe01lcv2Yw/ZK8GCLHsme0uPb+m+56rrubj4fD6u9/5Yem2KjhSnFuRnaXlehbavLdPh0tw5E+QRVBpYAd1dTXqC3P+wwHSNmasoLTEcAAAAAAEejmQAAEHdMfALMu9o3rM0NLTrXNWAsw/dm+bSoKFt/lpGqVJ+lrHSf5hdkatEj2Qrkzeb7B650tW9Yu5paTceYlp1/aNUPF+RrXn5iFCDEUna6T7VLCvXuR12mo0RN7ZLCqBdSJPL7HQAAAO40lcn142GaCRLJLL9XgbzZU/qa892DMUrjLOevDSZMM8EdWWk+vfB0iX761KM61XFDTRd71dI9oE+uDU2pAYSBJcDkVAXmKJCXofYoNu84RTAvQ0+UzDEdAwAAAAAcjWYCAEDcMfEJMMe2I9p/vF27msyfRnDz85BOtt/Q5ppSbVgRkEXzAFxuImxrc0OL8e+96RqfsLWloUWHXn6KZh9JG6uDOnTmWsL+fX6dP8XSxuronjqR6O93AAAAuNNUJtf7vVYMkyDaFhZmTflatbV3OEZpnOVKAq/T4/GoKpCrqkCupC8GFbX339L5a4O60jusodGQxkK2xsK2Ur0WA0uAafJ4PFpXVaxX37toOkrUrasqpokIAAAAAB6AZgIAQNwx8QkwIxS2tbXhnBqbe0xH+dL4hK3tRy7r0qdD2lG/WD5u1MPF3jrRYfQ0kGho7hrQ/uPtUS88T0TFuRnaVFOq145cNh1lxjbVlKo4NyOqz+mG9zsAAADcZaqT61NT2KNIJBVFOVP+msHRUPSDONCQi9bptTx6rCCTfXcgBuqWFun196+4ahhYus+rumVFpmMAAAAAgOOxEwoAiDsmPgHxdzsU1svvnHZUI8HXNTb36OV3Tuu2i25UAF/XeX1Eu5taTceIit1Nreq87r4jz6dj/fISLZ6bYzrGjFTOzdGGFYGoPqeb3u8AAABwj6lOrs9O98UwDaKtprxgyl8zliQnqY2FkmOdAGYmO92n2iWFpmNEVe2SQmWl8e85AAAAADwIzQQAgLhj4hMQX6GwrVcOntHRS32mo9zX0Ut9euXgWYXC3OCE++w71qZxlxQpjE/Y2neszXQMR0jxWtpVXyF/gk4s9adY2llfMaWCqslw0/sdAAAA7jHVyfWlTD5PGMG8DD1RMmfKXzeeJHtQY0myTgAzt7E6mLD7XN/mT7E4XRUAAAAAJskdV4IAgITCxCcgfmw7oq0N5xzfSHDH0Uu92tpwTrYdMR0FiJrB0ZAazzrzVJDpajzbo6HbNM1J0rz8TG2uKTUdY1q2PFeqefnRLZBy4/sdAAAA7jDVyfWLirJjlATRtq6qWB7P1Juk/d7kuE2amiTrBDBzxbkZ2pSg+1zftqmmVMW5GaZjAAAAAEBCYPcIABB3THwC4mf/8XY1NidWUWdjc4/eOtFuOgYQNYfPdGs0FDYdI6pGQ2EdPt1tOoZjbFgRUG1lYh0DX1tZqPXLA1F/Xje+3wEAAJD4pjO5Ppg3W+k+b4wSIVrSfV7VLSua1temumT69oOk+pJjnQCiY/3yEi2em2M6xoxUzs3RhhXR3/cCAAAAALdi9wgAEHdMfALi42rfsHY1tZqOMS07/9Cqq33DpmMAMxaJRHTgZKfpGDFx4GSnIhFOEZEky/JoR/1irSzLNx1lUlaWFWhH/WJZ1tQnd96Pm9/vAAAASGzTmVzvtTxaWJgVo0SIltolhcpK803ra7PTp/d1iSYrSdYJIDpSvJZ21VfIn6ANV/4USzvrK+SN8r4XAAAAALhZYl4BAgASGhOfgNibCNva3NCi8YnEPCFjfMLWloYWhW0KlZHYTrbfUHv/iOkYMdHWP6JTHTdMx3AMn9fSnjVLHd9QsLKsQHvWLJEvBk2Pbn6/AwAAIHHNZHJ9RVFOdMMgqlIsj156ZvqTp0sLMqOYxrnmJ8k6AUTPvPxMba4pNR1jWrY8V6p5+fzcAwAAAICpoMoRABB3THwCYu+tEx061zVgOsaMNHcNaP/xdtMxgBlputhrOkJMuX19U5Xm82rv2mWqrSw0HeWuaisLtXftUqX5vDF5ft4PM8fQPAAAgOibyeT6mvKCKKdBNE3YEf3s336sv/6wQ4OjoSl//aKi7Bikcp5FjyTHOgFE14YVAcfucd1LbWWh1i+ffpMZAAAAACQrmgkAAHHHxCcgtjqvj2h3U6vpGFGxu6lVndeZco3E1dI9YDpCTLl9fdPh81ra/Xyltq1a4Kjj4L2WR/MfypTliV21Ou+HmSt/OMt0BAAAAFfxp1jaWB2c9tdXBeYokJcRxUTO4ZbTY9v6R/TqexdV9Zd/q22HW6a0jxTMm630GDVbO8Usv1eBvNmmYwBIQJbl0Y76xY4/hfOOlWUF2lG/WBaTGgAAAABgylJMBwAAJB8mPgGxte9Ym8YnbNMxomJ8wta+Y23aXldhOgowZWE7ogs9Q6ZjxNSFniGF7Yi83KT7Bsvy6KXqoJ4ty9fmhhZHnBQTtiP6q/ev6N2PulQVmCPL49HYhK3xsC2/11JqiqXsdJ9KCzJVUZStQN7sKf29JsP7PdZqKwuVmmLpE/4cAQAAomZTTamKc6ffDODxeLSuqlivvncxiqmcYf2KEu0/3uGaPaTRUFjvftSlQ2euaVNNqTasCDzwmsZrebSwMEsfd96MU8r4W1iYxTU7gGnzeS3tWbNUrxw8o6OX+kzHuaeVZQXas2aJfF53NMoBAAAAQLzRTAAAiLs7E59GQ2HTUWKGiU8wZXA0pMazPaZjRFXj2R5tW12mrDSf6SjAlLT133L1v3WS9Pl4WO39t/QYp/Hc1bz8TB3a+KT2H2/Xzj+0KmxHTEfSP974XP944/MHPm6W36vyh7NUUZSjmvICVQXmyHOfUw2S4f0eS3em5+38myumowAAALhG5dwcbVgRmPHz1C0t0uvvX3HV77vpPq9eqg4qK82n7Ucum44TVeMTtl47clnvf/KZdtZXaF7+/a9XK4pyXN1MUFGUYzoCgASX5vNq79pl2tpwTo3Nzrv3UFtZqB31i2kkAAAAAIAZ4IoKABB3dyY+uRkTn2DK4TPdrrq5LX0xWe7w6W7TMYApO989aDpCXJy/lhzrnK6IpCufDTuikWAqPh8P6+POm3r7ww79ZP9Jrdx9TH/9YYcGR0N3fXyyvN9j4evT80ppzAEAAIgKf4qlnfUVUdmfy073qXZJYRRSOUftkkJlpfm0YUVAtZXuWtsdzV0DWv3mCf3mWJvs+1yP1ZQXxDFV/Ll9fQDiw+e1tPv5Sm1btUD+FGeUmPhTLP3F6gXa/XwljQQAAAAAMENcVQEAjHD7RCS3rw/OFIlEdOBkp+kYMXHgZKcikcQqxAVae4dNR4iLK0myzum4HQrr5XdOO3Jq21S19Y/o1fcuquov/1bbDreo8/rINz6fLO/3aKutLNTetUuV5vNKkhYVZRtOBAAA4A5bnit94ET6qdhYHXRM8eRM+VMsbawOSpIsy6Md9Yu1sizfcKrYGJ+wtf3IZW36XbNCYfuuj6kKzFEgLyPOyeIjmJehJ0rmmI4BwCUsy6OXqoP6/c+Xa/HcHKNZKufm6Pc/X64XnwnKYrAXAAAAAMyYO3Y+AQAJx+0Tkdy+PjjTyfYbau8fefADE1Bb/4hOddwwHQOYkntNcHeboSRZ51SFwrZeOXhGRy/1mY4SVaOhsN79qEs1b3ygfcfavjxxIVne79HktTya/1CmLM9XN72DebOV/qfGAgAAAExPbWWh1i8PRPU5i3MztKmmNKrPacqmmlIV535VPO/zWtqzZqlrGwokqbG5Ry+/c1q373Kap8fj0bqqYgOpYm9dVbE8HopsAUTXvPxMHdr4pH5p4JQCf4qlbasW6NDLT0W1aRAAAAAAkh3NBAAAI5j4BERf08Ve0xFiyu3rg/uMTdx96qHbjIWSY51TYdsRbW0457pGgq8bn7D12pHL+vHev9fVvuGkeb9HU9iO6K/ev/Lln6H0RYPBwsIsw8kAAAAS18qyAu2oXxyTKcXrl5cYn8Q8U5Vzc7RhxXcbLdJ8Xu1du0y1lYUGUsXH0Ut9euXg2bueUFC3tMh1Tb3pPq/qlhWZjgHApVK8X5xy0/SLZ/STH8yN+c/QdJ9XP/nBXDX94hm9VB2Ul9MIAAAAACCqaCYAABjBxCcg+lq6B0xHiCm3rw/uM36XAgU3GkuSdU7F/uPtamzuMR0jLpq7BrT6zRO6/OmQ6SgJ686f4W+Otcm2I6ooyjEdCQAAICGtLCvQnjVL5PPG5tZXitfSrvqKuE9hjhZ/iqWd9RX3LMD0eS3tfr5S2wxMmo6Xo5d6tbXhnOw/nbB2R3a6T7VL3NVIUbukUFlpPtMxALhccW6GttdV6NSvntWvf1SuYJSHiAXzMvTrH5Xr1K+e1fa6im+crAMAAAAAiB537gYCABICE5+A6AnbEV3ocXch54WeIYW/dbMXcDJ/jApYnCY1SdY5WVf7hrWrqdV0jLgan7B16bNh0zES2viEre1HLmvT75r1LxbkmY4DAACQcGorC7V37VKlxXivcV5+pjbXlMb0NWJly3Olmpefed/HWJZHL1UH9fufL0/4UxjupbG5R2+daP/OxzdWB13TROFP+WJiOADES1aaTy88XaKjm6r12xer9LPlJfr+o9+b8j3AWX6vvv/o9/Sz5SX67YtVOrqpWi88XUJzFAAAAADEWIrpAACA5HVn4tO7H3WZjhI1THyCKW39tzQaCpuOEVOfj4fV3n9LjxXc/8Y34BSpLilCeJBUX3KsczImwrY2N7RofILTGjA9jc09Gh6b0KN/Nkv/4Z8+Nx0HAADA8fwplrY8V6r1ywOy7jFxP9o2rAjo0qdDCXUaWW1lodYvD0z68fPyM3Vo45N660SHdje1uu4aZ+cfWvXDBfnfaK4ozs3QpppSvXbkssFk0bGpppTp3QCM8Hg8qgrkqiqQK+mLIUjt/bd0/tqgrvQOa2g0pLGQrbGwrVSvpVSfpax0n+YXZGrRI9kK5M2+5wk6AAAAAIDYoZkAAGDUxuqgDp255oobUkx8gknnuwdNR4iL89cGaSZAwshOT47msqwYrjNsR9TWf0vnuwfV2juswdGQxiZsjYdt+b2WUlMsZaf7VFqQqYoi8zcc3zrRoXNdA8ZeH+7wt5f6NL9gtukYAAAAjlc5N0c76yseOG0/2izLox31i3VrbEJHL/XF9bWnY2VZgXbUL55ys0WK94u9zlWPP6R9x9rUeLbHNYMsxidsbWlo0aGXn/rGNeT65SU68slnCX1dVzk3RxtWTL5xBABiyWt59FhBJnv6AAAAAOBwNBMAAIxi4hMQHa29w6YjxMWVJFkn3KE0SW6SzY/iOiORiE6231DTxV61dA/oQs/QlIpVZvm9Kn84SxVFOaopL1BVYI48nvg0F3ReH9Hupta4vBbc70rvLXk9HoUjEdNRAAAAHMefYmlzTanWrwgYayb2eS3tWbNUrxw84+iGgpVlBdqzZol83umfKFecm6HtdRXatrpMh09368DJTrX1j0QxpRnNXQPaf7z9G8NhUryWdtVXaPWbJxJy+I0/xdLO+gqmegMAAAAAAGBKaCYAABjHxCdg5gZHQ6YjxMVQkqwT7rCoKNt0hLhY9MjM1zk4GtLhM916Z4ZFKZ+Ph/Vx50193HlTb3/YoWBehtZWFatuaVHMT4rYd6wtIYtN4Fw0EgAAAKdL93lVu6RQP6oo1HstPTGfXH/n9TZWBx0x0CPN59Xetcu0teGcGpt7TMf5jtrKQu2oXzyjRoKvy0rz6YWnS/TP5+ep5o0PFAon/u+ru5taterxh77xfpqXn6nNNaXanoDDb7Y8Vxr3kzoAAAAAAACQ+GgmAAAYx8QnYObGEvB7ZzrGQsmxTrhDMG+20n3emBbTmDbL71Ugb/a0v77z+oj2HWuLWdFRW/+IXn3vol5//0pMi44GR0NqPOu84iEAAAAgFjyS/qsfztP6ZwLKSvuiafepeX8Ws8n1wbwMrasqVt2yoi9fzyl8Xku7n69U2cNZ2tXU6oi9TX+KpS3PlWr98oCsGOxX/uaDdlc0EkjS+IStfcfatL2u4hsf37AioEufDjmySeReaisLtX45w24AAAAAAAAwdTQTAAAcgYlPwMyMh83frI6HsSRZJ9zBa3m0sDBLH3feNB0lZhYWZk2rmW4ibGv/8Q69cTQ+xTajobDe/ahLh85c06aaUm1YEYhqE+DhM92ubhoBAAAAvi4iqf/W2HcK++9Mrv/pU4/qVMc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\n",
      "text/plain": [
       "<Figure size 3600x2400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mu = [0,0]\n",
    "Sigma = [[1,0.8], [0.8,1]] # add correlation\n",
    "x = np.random.multivariate_normal(mu, Sigma, 1000)\n",
    "plt.scatter(x[:,0], x[:,1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2553163e-ee09-400c-a77c-0d857ea9f7d9",
   "metadata": {},
   "source": [
    "We will use this function to generate multi-site synthetic streamflows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "16cc2314-4bd8-4b4f-b640-41682bb80855",
   "metadata": {},
   "outputs": [],
   "source": [
    "cfs_to_tafd = 2.29568411*10**-5 * 86400 / 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "caring-ordinary",
   "metadata": {},
   "outputs": [],
   "source": [
    "def autocorr(x,k):\n",
    "    '''returns the lag-k autocorrelation of vector x'''\n",
    "    return np.corrcoef(x[:len(x)-k], x[k:])[0,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "excess-canon",
   "metadata": {},
   "outputs": [],
   "source": [
    "def thomasfiering(x1, x2, N):\n",
    "    '''Lag-1 model for two sites. use historical data x \n",
    "    to generate a synthetic sequence of N timesteps.\n",
    "    Assumes x is lognormally distributed.'''\n",
    "    # this would be better in a loop\n",
    "    # first location:\n",
    "    x1 = np.log(x1) # log-space avoids negative values\n",
    "    m1 = x1.mean()\n",
    "    s1 = x1.std()\n",
    "    r1 = autocorr(x1,1)\n",
    "    Q1 = np.zeros(N) # initialize\n",
    "    Q1[0] = np.random.normal(m1,s1,1) \n",
    "    \n",
    "    # second location:\n",
    "    x2 = np.log(x2) # log-space avoids negative values\n",
    "    m2 = x2.mean()\n",
    "    s2 = x2.std()\n",
    "    r2 = autocorr(x2,1)\n",
    "    Q2 = np.zeros(N) # initialize\n",
    "    Q2[0] = np.random.normal(m2,s2,1) \n",
    "    \n",
    "    Sigma = np.corrcoef(x1, x2) # sigma matrix\n",
    "    # Sigma[0,1] = 0.5\n",
    "    # Sigma[1,0] = 0.5\n",
    "    for i in range(1,N):\n",
    "        Z = np.random.multivariate_normal([0,0], Sigma, 1) # the 1 means we want 1 sample; or try 1000\n",
    "        #plt.scatter(Z[:,0], Z[:,1])\n",
    "        #plt.show()\n",
    "        Q1[i] = m1 + r1*(Q1[i-1] - m1) + Z[0,0]*s1*np.sqrt(1-r1**2)\n",
    "        Q2[i] = m2 + r2*(Q2[i-1] - m2) + Z[0,1]*s2*np.sqrt(1-r2**2)\n",
    "    \n",
    "    return np.exp(Q1), np.exp(Q2) # transform back to real space values at the end"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "furnished-clarity",
   "metadata": {},
   "source": [
    "Read in data and upscale to annual; rename the column we're going to use\n",
    "\n",
    "This is an example of method chaining with pandas dataframes\n",
    "\n",
    "It's not required to use multiple lines, but usually makes it more readable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "strong-offer",
   "metadata": {},
   "outputs": [],
   "source": [
    "dfF = (pd.read_csv('data/FOL.csv', index_col=0, parse_dates=True)\n",
    "         .rename(columns={'FOL_INFLOW_CFS':'inflow'}))\n",
    "dfS = (pd.read_csv('data/SHA.csv', index_col=0, parse_dates=True)\n",
    "         .rename(columns={'SHA_INFLOW_CFS':'inflow'}))\n",
    "\n",
    "dfS.inflow *= cfs_to_tafd\n",
    "dfF.inflow *= cfs_to_tafd\n",
    "dfS = dfS.resample('AS-OCT').sum()\n",
    "dfF = dfF.resample('AS-OCT').sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "toxic-detector",
   "metadata": {},
   "source": [
    "Generate synthetic (input numpy arrays)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "stainless-responsibility",
   "metadata": {},
   "outputs": [],
   "source": [
    "Q1, Q2 = thomasfiering(dfS.inflow.values, dfF.inflow.values, N=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "social-arnold",
   "metadata": {},
   "source": [
    "Compare spatial correlation (this is in real space, not log)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "circular-nebraska",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Historical r = 0.916\n",
      "Synthetic r = 0.856\n"
     ]
    }
   ],
   "source": [
    "print('Historical r = %0.3f' % np.corrcoef(dfS.inflow.values, \n",
    "                                           dfF.inflow.values)[0,1])\n",
    "print('Synthetic r = %0.3f' % np.corrcoef(Q1, Q2)[0,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "unsigned-nature",
   "metadata": {},
   "source": [
    "This is high correlation, but why is it different? \n",
    "\n",
    "The log-transformed data doesn't perfectly preserve correlation \n",
    "\n",
    "This is a large sample, but we're underestimating spatial correlation by a little bit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sensitive-identity",
   "metadata": {},
   "source": [
    "------------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "civil-supplier",
   "metadata": {},
   "source": [
    "## _Hypothesis testing_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "dedicated-enterprise",
   "metadata": {},
   "outputs": [],
   "source": [
    "def autocorr(x,k):\n",
    "    '''returns the lag-k autocorrelation of vector x'''\n",
    "    return np.corrcoef(x[:len(x)-k], x[k:])[0,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "corrected-nepal",
   "metadata": {},
   "outputs": [],
   "source": [
    "def thomasfiering(x,N):\n",
    "    '''Lag-1 model. use historical data x \n",
    "    to generate a synthetic sequence of N timesteps.\n",
    "    Assumes x is lognormally distributed.'''\n",
    "    x = np.log(x) # log-space avoids negative values\n",
    "    mu = x.mean()\n",
    "    sigma = x.std()\n",
    "    rho = autocorr(x,1)\n",
    "    Q = np.zeros(N) # initialize\n",
    "    Q[0] = np.random.normal(mu,sigma,1) \n",
    "    \n",
    "    for i in range(1,N):\n",
    "        Z = np.random.standard_normal()\n",
    "        Q[i] = mu + rho*(Q[i-1] - mu) + Z*sigma*np.sqrt(1-rho**2)\n",
    "\n",
    "    return np.exp(Q)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "natural-savage",
   "metadata": {},
   "source": [
    "Assume annual flow data is lognormally distributed\n",
    "\n",
    "This will avoid negative flows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "superb-comparative",
   "metadata": {},
   "outputs": [],
   "source": [
    "Q = np.loadtxt('data/folsom-annual-flow.csv', delimiter=',', skiprows=1, usecols=[1])\n",
    "Q_synthetic = thomasfiering(Q, N=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "knowing-azerbaijan",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Means: 2729.264858, 2950.631895\n",
      "Stdev: 1462.176198, 1917.597303\n",
      "Rho: 0.051043, -0.017307\n"
     ]
    }
   ],
   "source": [
    "print('Means: %f, %f' % (Q.mean(),Q_synthetic.mean()))\n",
    "print('Stdev: %f, %f' % (Q.std(),Q_synthetic.std()))\n",
    "print('Rho: %f, %f' % (autocorr(Q,1), autocorr(Q_synthetic,1)))\n",
    "# note \"retransformation bias\" in rho"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "specific-stanley",
   "metadata": {},
   "outputs": [],
   "source": [
    "_, p = stats.ranksums(Q, Q_synthetic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "boolean-conjunction",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p = 0.6505\n"
     ]
    }
   ],
   "source": [
    "print('p = %0.4f' % p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "cosmetic-dylan",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fail to reject (this is a good thing)\n"
     ]
    }
   ],
   "source": [
    "if p < 0.05:\n",
    "    print('Reject null hypothesis that Q,Q_synth are from same distribution')\n",
    "else:\n",
    "    print('Fail to reject (this is a good thing)')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "flexible-proceeding",
   "metadata": {},
   "source": [
    "-----------------"
   ]
  }
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