{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Gamma radiation from INESC TEC station (Porto) - 2018 # \n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"options(jupyter.plot_mimetypes = c(\"text/plain\", \"image/png\" )) \n",
"options(repr.plot.width=8, repr.plot.height=4)\n",
"\n",
"suppressPackageStartupMessages(library(dplyr))\n",
"suppressPackageStartupMessages(library(zoo))\n",
"suppressPackageStartupMessages(library(lubridate))\n",
"suppressPackageStartupMessages(library(RCurl))\n",
"suppressPackageStartupMessages(library(xts))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[March](#mar) \n",
"[April](#apr) \n",
"[May](#may) \n",
"[June](#jun) \n",
"[July](#jul) \n",
"[August](#aug) \n",
"[September](#sep) \n",
"[October](#oct) \n",
"[November](#nov) \n",
"[December](#dec) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## March 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-03-12 16:10:00 to 2018-03-31 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/c4e3851e-ae90-485e-bbeb-a5bffdf323d7/download/gammainesc201803.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.03 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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VORQAM0NxiBBgC/sHTp0qVLl9o2WSOE\nSKXStWvXvvTSS5YbY2Ji5syZY/5ndnb2uXPn2rVrZ16z49KlS+yqzj7k2yD79OnDrjvNsjcC\n7ZEgY2Njv//+e7YJicFgOHXqlDl77tu37/fff9+Y/xCz8vJyy9UEHWjduvX69etlMhn7T3P2\nLBQKf/rpJ9vl4h1bsmTJ1KlT2dsMw9y+fducPQ8bNsy26AgA7nlIoAHAX/zrX/+6fPnyggUL\nevbs2aJFC4lE0q5duxdffDErK+vxxx8fMGDAwoULFy5caO7su3Tp0q+//rpbt24ymaxXr17/\n/Oc/s7Kypk2bxt5rNBo9lbc1hg+DlEgk5sIJPp/fp0+fJg1y2rRp586de+211wYNGhQWFhYb\nGztixIg1a9acPHkyODjYI/9FeXl5ru88bty4zMzM5557LiEhQSQSxcTEPPnkk6dPnzYvEOM6\noVC4adOmAwcOTJ06tUuXLmwPvgkTJmzevPngwYOWXfMAoJmgLNdiBQAAAAAAxzACDQAAAADg\nBiTQAAAAAABuQAINAAAAAOAGJNAAAAAAAG5AAg0AAAAA4AYk0AAAAAAAbkACDQAAAADgBiTQ\nAAAAAABuQAINAAAAAOAGJNAAAAAAAG5AAg0AAAAA4AYk0AAAAAAAbkACDQAAAADgBiTQAAAA\nAABuQAINAAAAAOAGJNAAAAAAAG5AAg0AAAAA4AYk0AAAAAAAbkACDQAAAADgBiTQAAAAAABu\nQAINAAAAAOAGJNAAAAAAAG5AAg0AAAAA4AYk0AAAAAAAbkACDQAAAADgBiTQAAAAAABuCOAE\nuqqqqrS0lKZpXwcCAAAAAM1IgCXQubm5Tz31VGJiolQqjYiIaNWqlVgsjo+PnzFjRnp6uq+j\nAwAAAIB7H8UwjK9jcNVrr722YsUKhmFiY2MTEhIiIiIIIVVVVUVFRUVFRYSQSZMmbdy4USgU\n+jpSAAAAALhnCXwdgKtWrly5fPnyMWPGfPbZZz179rS69/z584sXL964cePSpUvfeecdn0QI\nAAAAAM1BwIxAp6amVlZW5ubmCgTcST/DMEOGDCGEHD161LuhAQAAAEAzEjA10Lm5uQMGDLCX\nPRNCKIoaMmRITk6ON6MCAAAAgOYmYBLo5OTkjIwMk8nkYJ8TJ04kJyd7LSQAAAAAaIYCJoGe\nPn36pUuXHn74Yc4x5itXrsyYMePgwYNjx471fmwAAAAA0HwETA00IeTll19etWoVISQ+Pr5N\nmzbh4eEURVVXVxcWFt68eZMQMmHChE2bNolEIl9HCgAAAAD3rEBKoAkhZ8+eXbJkyfHjx0tK\nSvR6PSGEz+e3bNly+PDhL7zwwtChQ30dIAAAAADc4wIsgTZjGOb27ds0Tbds2ZLHC5hCFAAA\nAAAIdIGaelIUJRAIAjT7BwAAAIDAFTALqbByc3OXLFmSnp5eXFys1WoJIQKBICYmZujQoS+/\n/HJqamoTPe+mTZt0Ol0TPTgAAAAA2BKLxdOmTfN1FFyYwPGPf/yDoihCSGxsbP/+/ceNGzdu\n3LgBAwbExcWx/y2TJk3S6/Uef961a9f69C0CAAAAaKbWrl3r8dSu8QJmBNqHS3mr1WpCiEKh\nkMvlnn1kAAAAAOCkVCqDg4PZNMzfBEwN9Lp165KSknbs2GGbPRNCunbtun79+kGDBu3cudP7\nsQEAAABA8xEwCTSW8gYAAAAAfxAwCTSW8gYAAAAAfxAwCTSW8gYAAAAAfxAwkwhfeeWVnJyc\nVatW7dq1y8FS3vPmzfN1pACBzUSTjKu6/FsmuZTq00EU24Lv64gAAAD8S8Ak0ISQb7/99sUX\nX2SX8j516pTlUt5PPvkklvIGaDydgfl/W+sKKu7USqWd1jwzQt7/PpFvowIAAPArgZRAE0J6\n9Oixbt064rmlvI1G4/bt241Go4N9Tp8+3eDHBwgsO05rzNkzIcREk58Pq1LaCIPElA+jAgAA\n8CsBlkCbqVQqhUIhk8ka+TjFxcVvv/2247mJVVVVhBCDwdDI5wLwfxeLrU8mdQYm/7axc5zQ\nJ/EAAAD4oQBLoPfs2fPll18eP35coVCwW/h8fnR09OTJk+fOndu+fXt3H7BNmzZXrlxxvM9b\nb721ZMkShmEaEjFAQKlS0r4OAQAAwN8FTBcOvV7/8MMPP/jgg8ePH7/vvvsiIiIIIR06dBg0\naJBQKFy+fPl99923dOlSX4cJENgMBo4TxdCggPmhAAAA8IKAOS5+8cUXO3bsePXVV8vLy0+f\nPl1eXv7ee++Vl5d/8803eXl5GRkZAwYMmDdvHlYiBGgwhhAjVzXT9TJHkwQAAACam4BJoHfv\n3p2SkvL1119LpVJCCJ/PX7x4cWJi4jvvvEMI6dev365du+Li4pYsWeLrSAECFUWIhKvfhkaP\n+iUAAIC/BUwCnZWVNXDgQMuGGxRF9evX79SpU+w/g4ODR4wYcebMGR8FCHAv6BzHkUFHBgfM\nDwUAAIAXBMxxMT4+nl0txVJJSQk7IM1SqVRyudy7cQHcOwwmpqjSulqjhZzXCS04AAAALARM\nAj18+PB9+/Zt3rzZvOXgwYO7du3q168f+8+9e/du27Zt8ODBPgoQIODtydKWVtcrgqYImTk0\nCE2gAQAALAVMG7vFixf/9ttv06ZNGz58eKdOnW7cuLFv3z6xWPzpp58SQr777rvnn38+PDz8\nk08+8XWkAIHqSon18DNDiB4TCAEAAOoLmBHoFi1aZGRkjB8//vDhw99+++2ePXuSk5MPHTrU\nsWNHQgiPx5s+ffrp06cTExN9HSlAoOJxDTRzbgQAAGjOAmYEmhASHx+/Y8cOlUp16dKl1q1b\nx8TEmO969tlnn332WR/GBnAPSGotPF9Yb8VNoYBqHxNIvxIAAABeEDAj0GYymax3796W2fP3\n33+fnp7uw5AA7g2jekjua/V3uszjkScHB2EVFQAAACv3wtjS7NmzX3rppdTUVF8HAhDYBDzy\n5iMhZ27ob5YbZWKqR3tRqxZ8XwcFAADgdwIjgS4qKsrOznawQ35+flpaGnt7/PjxXgkK4B5E\nUaRPB1GfDlzrqQAAAAAhJFAS6AMHDjz99NMOdti1a9euXbvY2wyDVdMAGivjir5PooiP8g0A\nAAAbgZFAT548+dChQz/99JNcLn/99ddDQkIs750/f37//v0nTZrkq/AA7jFKLfPdfmV8VChK\nOAAAAGwFRgIdHBz8448/jh8//sUXX1y/fv3atWsHDRpkvnf+/Pk9e/Z8++23fRghwL2EvYxz\n8rJu8oAgX8cCAADgdwLpAu3UqVOzs7PbtWs3dOjQd99912AwOP8bAHAfWwal1vo6DgAAAL8U\nSAk0ISQuLm7//v2ff/75F1980a9fv/Pnz/s6IoB7EHPnfzGdAAAAgEOAJdCEEIqi3nzzzYyM\nDJ1O16dPn2XLlvk6IrjDRJN92drPttR99GvtuiOqGhXt64iggYR8ikcRPuqfAQAAuARGDbSt\nHj16nDlzZt68eXPnzvV1LEAIIRo98/Gvtbfq7iTNhRWmszcNHzwaGizFStCB59RVfdtogViA\n9w4AAIBDoCbQhBCpVLp8+fJJkyadPXu2e/fuvg6nuVu1V2HOnlk1KnrvWc2UgZiFFkjUOuZQ\nrnbfWS1DSGwYhqABAAA4BHACzRo5cuTIkSN9HUVzp9QyFwqMttsLKkzeDwYarEZFf7yprlZ9\n50To+GVd1wRh30QsqgIAAFBP4NVAgx+6XcudKAdLUAMQSDYfV5uzZ0IIw5AfDqgMOAkCAACo\nDwk0eEB0GJ8zU+7VHoOXgeRaWf3LCAwxmpjtf2l8FA4AAICfQgINHhAkpgZ2Eltt7N1e1KsD\nEuhAQlH1z4MoQgg5e1Pvk2AAAAD8VsDXQIOfmD4kSCamjlzQ6QxMsIR6sLd0dHeJr4MC90SH\n8CrqrCs2KpVoRwgAAFAPEmjwDJGAejQ1aFpqkM7ASIQofQ5IyW2F54usF/gU4DIVAABAfTg2\ngidRhCB7DlwtQzn61sW2QDM7AACAepBAA8AdHWIEQpuLUnIJfiUAAADqQQkHeJjRREqqTRQh\nseF8XP0PLFIRRQhFGIZYXEW4eYujwzcAAEBzhgQaPCk7z/DzIRXbSzhczps1TNY1QejroMBV\ndWraYKyXPbMbdQZGjMocAACAuzBCCB5TVmNavVdpXomjSkmv2qOsqEMPh4ARKuNJRdaJcgs5\nD9kzAACAJSTQ4DGZN/R6I2O5RWtgsvPQRThgUISM6mHdfBDtCAEAAKyghAM8pkrBMdhcybUR\n/Nb43lIhn/rjlMZoYsRCalJ/6YhuSKABAADqQQJN6urqTCbrxSMs6XQ6rwUT0OIiBIRYv1Zx\nEWiCFkh4FHmwp+R8gaFGRXdNEI5E9gwAAGCjuSfQ169f79ixI8MwzncFZwYkif44pVFq/x5y\nbtWC3ycRq3kHHgNNxDbF0AAAAMBq7gl0hw4d8vLyjEZHjbo+//zz1atXey2kwEXThG9RVC8R\nUbOGB4kEyMMCz/VSQ8fY5v7jAAAAYA+OkSQhIcHxDqGhod6JJNBtOKY2t+AghGj1zK/pmnem\noI1dQKIoChdmAAAAOKELB3jMOZuGGzfLjUotsrAAgzcMAADAMSTQ4Bk0Q9Q2DesYQnQG5GMA\nAABwT0ECDZ5hNDGMzdglRVHhwfiMBRqGEEIo1K4DAADYgeQGPKNWbZs/E4phaLSBDjTmtxE1\n0AAAAJwwiRA8I1zG41GErp9yyaU8Ps7RApPBiPz53lGlpH/P0FwpMQj5VPe2wvF9pLZrtgMA\ngOuQQINnlNWYaJuESyL2RSjQCDdvGdfsVRJCbpQbiytN3doIU9qgj0pgU2qZ//utrlp552JQ\n2VnTzVvGfz0SwkMKDQDQUEigwTN2ndXYbmRQvxE4qpV02hnt0Ys6+u6ZkM7IrNil/OCxkFYt\nsJykX2MIOXlZdy7PYDAxibHCkSlioUX/9cO5WnP2zLpSYjxfYMCpEQBAgyGBBg+4WGTIuGzT\ng4OQNlH4gAWG8hrTJ5vrNHrriwgmmjlwTjdzaJBPogIX/XRAdfyyjr2dnWf466pu/pQQIf9O\nDl1UabL9k6JKExJoAIAGQ4EqeEBugcF2o4BPPdJf6v1goAE2HVfbZs+sglscby74j2ulRnP2\nzCqoMO08rTX/M0zO8TsfJkMBBwBAwyGBBg/gbPZMM6S8hmPoC/zQjXK771SQBJmWX7t5y2i7\ncWemNvPGnYtCfTqIePV/6eUSqms8hp8BABoOCTR4QPtojlINmmZ+PKDSG9HLIQBIRHbvGtoF\nU0H9Guf5Dc0w/z2o0hoYQkiHGMHMoTJz242IYN5LY+QhQfjxBwBoOJSoggcMSBKnX9JdKbEe\nCVPpmMIKU4cYfMz8XXKC6GCO1nZ7tzbCXh2QQPu1vFvcVw/UOqbgtum+VgJCyKDO4t4dRMWV\nJgGfxEUIBJgUCgDQOAE8CFFVVVVaWkpjoQ4/wKPIa+OCOVs+2/a2Az8UHWr95lGEdIwV/GNc\nsE/iAdfl3eYo4WDRFr28pSIqMVbQtiWyZwAADwiwBDo3N/epp55KTEyUSqURERGtWrUSi8Xx\n8fEzZsxIT0/3dXTN2ocbak025zJCPpUQicN1ALCdBspmXljQ2/8xdla8EQsptMEBAGgigfTz\n+tprr61YsYJhmNjY2O7du0dERBBCqqqqioqK1q1bt27dukmTJm3cuFEoxOQYb9t/Tlul5LgU\n0LG1UCxEChYAFBqOt6+0GnNAA0CHGOGtWp3VRooi04cEmeueiypNB85pb9WaWobyR3aTxEXg\ntBYAoFECJoFeuXLl8uXLx4wZ89lnn/Xs2dPq3vPnzy9evHjjxo1Lly595513fBJhc3Y4l6MJ\nNCEkLjzALnE0Wy3k/Pzb1umy3m5pAPiRHu0EJy5bJ9DDukgGJt0pXr9YZFi2Q8EWu10pMR6/\nrHvjoeDOcRhoAABouIDJb9atW5eUlLRjxw7b7JkQ0rVr1/Xr1w8aNGjnzp3ejw00Bu5KdByk\nA8WDPTlmCkYEB8zvQ7NVUUf/cEBtu73UooPk/46oLaeK0DRZf5TjTwAAwHUBc4DMzc0dMGCA\nQGB3yJyiqCFDhuTk5HgzKmDFhnF8kGRSKjkBCXRgaB8jtK2XHZEi8Ukw4Lr92fAXYyYAACAA\nSURBVFrOLuy6u+0j1TrGth17WbXJ3ro5AADgioBJoJOTkzMyMkwmR0WZJ06cSE5O9lpIYMY5\n/qzVEYUGB+nAQBHy4hh56/C/S2NTO4mHJqOBnb8zr5ZiJfFu70iRkOLbFDwL+JRI4F+TE2iG\nXCg0HD6vu1hksDMrEgDAjwRMAj19+vRLly49/PDDnGPMV65cmTFjxsGDB8eOHev92OBGGceJ\njYlmrpVhFejAUKumV+1WFFf9/T727YjpnwFAbTmQfPemXEI91EfK3hbwSBebRQe7xAs5m076\nSo2K/mB9zZfbFb8cVv17m2Lxr3Wcs1oBAPyHG5MI1Wr19evXVSrVgAEDmi4ge1555ZWcnJxV\nq1bt2rUrPj6+TZs24eHhFEVVV1cXFhbevHmTEDJhwoR58+Z5P7ZmzmgiRjvdnquUGEoKDD8f\nUhdU1DsL2nlG1zXe/vqE4B9EfOrvEo67ZzyPDQqSiP4+/Zk1TLZsu6Ko8s77Gx/JnzksyKtR\nOvPVDkV5zd8Zc2Gl8T97VW8+gh7kAOC/XBqFyM/PnzJlSlhYWLdu3QYOHEgI+fDDD2fMmFFS\nUtLE4dXz7bffZmVlPfnkk3w+/9SpU9u2bfvjjz/S09O1Wu2TTz556NChP/74QyTCId/bBHwi\ntPM56og1CAOBiSYXCq2vFdwoM9o29gZ/0ymO4yv2/X7Vog21ebfudFEJDeItmBY656HghCh+\n9zai96eFhvrTOt5aAzEn92ZXig0qHU6/AcB/Of8ZLS0tHTx48G+//da3b9/hw4ezGyMjI//3\nv//169evtLS0iSOsp0ePHuvWrbt586ZWqy0vLy8tLdXr9SUlJevWrRs6dKg3IwFLPdtbFMta\nHPWibNa3Az+kNzJGk3WyYqIZvREZjOdxzvlrsEdTg8LlHN+ykmrTyt1K9d0clMcjyQnCliH8\nFsEUz89Kc05f5yjjZghJv8ixtjwAgJ9wnt988sknhYWFa9euTU9Pf+6559iNr7322s6dO8vK\nyj7++OMmjpAbRVECgcDeElzgZbOGBf29YMrd/48K5UtFfnasBi5SERUdZj3RLCIYb58n0TTZ\ncVoz94fqf6ypfvOnmn3ZWo/8eIXJeB89EfrE4KBW4XxS/xGrlfTlkvoXFvzy/bxWwj1T4lYt\nroAAgP9ynkDv2LFj+PDhM2fOtNr+4IMPjh8/ft++fU0TGDcs5e2fxELq5QflliNbFCEzhvhX\nnSU48MTgIKuByagQ3sZ09bk8TAP1jO2nNX+c0ii1DCGkVk3/mq4+kO2ZEVaxkBqRIgmX82zz\n40oFnXlDv/6oevNx9cUiA0WIH445aO0MyYcG+WW+DwBACHFlEmFFRcWDDz7IeVfr1q0PHDjg\n6ZDswlLe/qxrvPC9aaEHsrW36kwqLRMq49nO/Qe/1SVe+P600P3Z2vwKo1bPVCroi8WGi8WG\n/dna+5PEz4yU+TrAwMYwZL9NurwvW/tAd4912o6L4OcWWJ/tZF7XXy29Uwm956yWzyMyCdUh\nRjAgSew/yWmQnWaJElwAAQA/5nwEOjk5OSsri/OujIyMTp06eTokbuxS3qNHj87MzCwpKTl5\n8mRaWlpaWtqJEycKCwtzc3Mfe+yxrVu3Ll261DvxgK2ESP4zI2VvTwrpEi/E1f+AEx/Jf2ak\nTG9kKhX1Lp0fv6zDOHQj1aho23HWKiXtwSrzESkSuaTel65VuMCcPbNMNKlTMz8cUP2wX+U/\nM0QTY7jPtEuq/SZEAAAbzhPohx9++NSpUx9//DFN1/s5++STTzIzM0eNGtVksdWDpbwDgsHI\n7Dmrzck35N8yZd3kXuIB/JmKqzT3SikS6EYJlfHENm21w2Q8D65m0kLOe2tSSNc4EUWIgE/i\nIwUxYXYf/OQV3cINtVVKv8hQZWLuw1Ctyi/CAwDg5DyBnj9//pAhQxYsWJCUlLRixQpCyKuv\nvtqnT5/3338/JSXlww8/bPogCcFS3oFAb2Q+2VK3+bj6Vq2pSmlauUv5a7ra10GBS27Vmlbu\nVr66ulrN1TsMVxMaiUeRIV3EhNTrUTPM0ws9VivpS6UGhhCjiRRWGLNuOjrtKasx/fegyrMB\nNEz+be44DY6WnQUA8DHnCTSfz9+3b9+yZcv0ev2JEycIIStXrszLy3v//ffT09MlEo/V8DmG\npbz9375sbXH9fq77srWWi9uBf1LpmKV/KLJu6O1VFCS1Rjl7Y00eEDS6h0QooAghYiH1UB/p\n2F5STz34jXLjt3uU36QpTRbtCJ3OF7xUbDD4QafC3EIj5/ZwGZpgAoD/cmmdC5FINGfOnDlz\n5iiVyoKCgpiYmPDw8KaOzMr06dNfffXVhx9++PPPP09JSbG698qVKx999NHBgwd91VYPCCE3\nyjkOhDfKjK3DrVukgV85fklXbf9q/rBkcXICEujGEvDJtPuDpgwIqlXToTIejyLFlaadmZrS\najoimDc8WdzgSbdbTqh3ZzWkoQdNE4WGCZYSoecqSdx1u5a+yfW7QQjpnYhVsQDAfzlPoCsr\nK+VyuVgsJoTI5fIuXbqY71Kr1TqdrkWLFk0Y4F1Yytv/ibkOw5wbwa+U2L9K8MwI2f2dPFxp\n0JzxeKSFnEcIOZevX75TyQ4SF1aQszf1Tw2XDers9kt9rdToOHsOD+ZVKbjPjoQCMv+XGkJI\nx1jBk0NkPjnRLanm/uyN6y3t1ganbQDgv5xfI4uMjNywYQPnXV988UXHjh09HZJdWMrbz3EO\nod28xT28BP4jMpj7d4AipHcHfKE8rFZNb/tLs2KX0qrEYsMxNe1+PcWlYifzO2vsT8UzGAnD\nEIYhV0qMX2yrU3pmaRf3RNj57Mn8qM8eAAAHuyPQv//+u0p1Z4rJ8ePHbWfv6fX6bdu2qdVe\nnSXGLuVNCGEY5vbt2zRNt2zZksdreKlcYWHhgw8+qNU6GsKprKxkn7HBz3LPM9HkQI52+18a\n27vSL+keHYQVEfyRSsds/0uTW2AwGGkeRdE2n/CEKL5t7whojPzbxqW/KziXDtEZmFu1phib\nJSEdUztrdcO41spCoWZ+z1DPGOrtht9Rody/3koNWnAAgF+zm0DPnTs3Ly+Pvb169erVq1dz\n7vbwww83RVi2vv/+++jo6Iceeoj9J0VRLVu2bPzDRkdHv/nmmwaDo1GcLVu27N27l6KQSdi1\n4ZjqUK6O8y6NnqlT06FBmA/kX4w0WbZdkWdxfYCq1yKC8Hnk5THB3g/s3rb2kNrewnuEELnE\n7a+JxFkVnuvn/ccv6Z4YLON795sqElAUxTHfsV9HXPrgVqOicwsMeiPTPlrQtqVLs5gAoCnY\n/fqtXr2aHV2eOHHi66+/PmLECNt9pFLpkCFDmjA6C7Nnz2aDWb16dVRUlKceViQSPfPMM473\nuXbt2t69ez31jPeeaiVtL3smhEhFVAiyZ/+TdUOfV7+6xiqHMdFkV5Z2xlCsx+4xWgNTWGG3\noonPI0Hu1y2IPbdikcFESqpM8ZFerYSmCOnVTnjmRr0hjDAZLy4SqSGHU1f1aw+pdHfPwQZ3\nEc8ahlVCAXzD7o+UeYWUBx54YPz48aNHj/ZWSHa1adMmKysrOTn5P//5z8SJE30dDtzhuFHd\n8BQJhu79UFGl8/aChy9oe7UXYkl2T+FR1sP8lkw0Ka0ytY5ws4SDq293g3l5+Jk1a7i8RqO4\nfnfRxKgQ/tuTcemDQ7WStsyeCSFHL+g6xgoGJmGaL4APOP+93Ldvnz9kz4SQdu3a5eTkTJo0\nadKkScOGDcvIyPB1REAIIWH227UO7iye0NdjzW7Bg1q40mSXIb8cwVI4HqPWMeF25syxKhTu\nNU1XaOgj5+1e/HFXmIwX08IHjTiCxNTbk0LmTw4Znizu31E0uItYZ7/KpTm7Umq0fWXOF2CV\nUADfcH6ZbObMmY53+Pnnnz0UjHPBwcGrVq2aMmXKK6+8MmDAgIkTJ7766qsjRoxozDxCaKRW\nLfhxEXzOEc3LJUa1jg6W4t3xOylthFIRpdE7yVRu15qUWkaOqwiNdr7Q8O1upePUsKTK1L2t\nG4+Zfkmv1Hpmsp1ESD33gIzno/fZaGJ+Pa6+UWYkhJCr+q0Z5LHUoJHdvLRKV6Dg/PA4KKkH\ngCblPIH+5Zdf7N0VHBwcHR3t0XhcMmrUqAsXLqxateqjjz76/fffExISnnrqqQcffLBPnz5o\nY+d9PB55aYx8zT5V/m3r+s5btaaNx9SzR8l9Ehg4EBHMe2G0/L8HVWybM5mY6hQnPHPduqcD\njyIiFKM2mokmPxxQOR1YvVhkHNvLjYctbdgyn8ydxdkFfGrm0KDSalNoEK9vR5EPZ/quP6q5\nkz2zATJkY7q6QwwmydXTjuvVaB+NlwjAN5z/YmptVFRU7N+/PzU11Wg0fvXVV16I0pZQKHzt\ntdeuX7/+5ZdfBgUFLV68ODU1NTQ0dOjQoT6Jp5mLDuO/NzVkzniOysVLxegD7aeSE4SfTg99\nd2rI25NCPp8VxtkCIjFWKMJSOI1WUmWqUzsfKnbQs5lTA0cf776fRhMjl/KmDAx6oLvEh9nz\nf/aqjl6wbiTKMOTX4ygfqic+kj8ipd6ofOtw/gPdMU4P4BvOT17ZNQittowcOXLgwIE9e/ac\nNWtWWVmZbZdo7wgJCXnjjTfeeOONI0eObN26dc+ePUeOHPFJJM0cQ0j6Jd2+bI522g1YGwK8\nRiig2GEtpZY5cp7j7cNqcB5h22ObU5w7HTAMJib7prMu0M6cuqILC6KiQvlSz3XzcMvxS7rT\n17jLuG/XohW0tScGB93XSpB5Q683kg4xghEpYpzfAvhKwxPfoKCgRx55ZMmSJWVlZXFxcR6M\nqQGGDBnCNtQrLCz0bSTN054s7ZYT3MNFHWNxhTEAXCvlHsy8XdegIgGor3W4IEhMOeqYwRCR\nkHqotxszbq+WGE2NPjvNuKrPuKoX8MgD3SWTBwR5v9n98Ut2zwEczE5uznp3EGF9UAB/0Khf\nKL1eLxaLW7Vq5aloGi8+Pt7XITQ7NE22ca1BSAgJlvIeG4RGwgHA3jLO7VBh6QkCPnlquExg\n/+dWIqbmTw5pFe7GCHSFgibEnYVS7DPSZHeWdi/XFaSmptTZHWbuk4g0EQD8VwMTaIZhjh49\n+tNPPyUlJXmnA0ZZWdlvv/3mhScCd92qNRmM3IdxlY6hUcMRCDhXkKYo0q8jWsx6Rq/2og8f\nD7XX5lmrZ26UuzdbIJ59KM+NGR+/5LGOeK5rG8V9hjaos3g0qnsBwI85z32DubBrENbW1v7z\nn//0QpSEkOjo6BYtWnDe9f3336enp3snDLAVJufZu/JL08y3u1XeDQfcxhCy44z1NQSKIokx\nQqEP+gLfs5Qapl2UwN6Y8fHL7uWvZTUerq6pVPig5nhIMscZGp9PZg2Xeb+eBADAdc6vzw4b\nNoxze3h4+KRJk/xhRcDZs2e/9NJLqampvg6kmZIIqR5tRVl25jMVNazTFnhRUYXJdjmGqGCe\nDO2fPee3k+pdmVpC7I4ZKzXuXavRe7q9jVsFJJ6SECkQ8Imx/o+EkE+dyzN0b4sJrADgv5wn\n0Nu3b/dCHI4VFRVlZ2c72CE/Pz8tLY29PX78eK8EBX+bNVxmpJmcfI41sWiaqVTQEQ4XYAPf\nKqvmOMnRGIhrrSPAuZvlxjvZs31t3GnBQZqgAfDgLj4omRDwyNie0u2n610A0eqZ5TsVs4bJ\nBndBBREA+KnAmCF04MCBp59+2sEOu3bt2rVrF3ubwWHf6+QS6vXxwWlntL9ncPTiqFUjgfZf\n3+5WFHNdJcD6KR50ucT5cPEjA9ybbhsfyR+YJDpxubGd7MyulxoGd/bBvL2H+kplEmrLCbWh\n/sdw8wn1oC5iXAQBAP/k0kFyy5Ytmzdvrqio4Lx33759Hg2Jw+TJkw8dOvTTTz/J5fLXX389\nJCTE8t758+f3799/0qRJTR0GOCYTUwIeMdYvpOTxSGtfXBoGF92uYxRqjnNOAY94psUDuGbz\ncdWrYzmWInLg2ZHySkXdFReyc1cUVPhmzSMeRYYnSzbZLJui1jGVdXRkCM69rZVWm2pUdOc4\nlLgA+JLzBPr777+fPXs2IUQul0skvpkWHRwc/OOPP44fP/7FF19cv3792rVrBw0aZL53/vz5\nPXv2fPvtt30SGxBCGEJy8w05BXqJmNJoGcv2tA/1kYqFGEXya5yNUgwmCumzp9zXyvkvbW6+\ngWGIuzPn+DyPfblCfLcYIY9H5BJebf3FGimKBEvx08Hh1FX99TIjEmgA33L+i/nll1+GhIQc\nO3ZMoVDc5uKFKFlTp07Nzs5u167d0KFD3333XYOBo+IWvM9oIv/+Q/F1muJcnkGpYXh80i5a\nEBXKS4wVPDNS9lAfN9aGAO/j8Qif6wpBldJUzlUbDQ3QPloQzdUo0JKRIUb3ez7WcV09aJje\n7X3Zd7l7W+tn7xovDIhzb4Yh9vp4Nt0zAoDPORkXYRjm6tWrL774op/0uIiLi9u/f/8XX3zx\n3nvv7dq165dffunatauvg2rudmZqLhX/fTJjMJLbtabPZoZJAuHgB61b8KNDeFfLjNVK6y5m\n5bX09TJjhxhUQ3tAXASv3GHjOSGPCPnufWVu1ZrKahpedyGX8JRamhBCUeSBbhKfzNijabIr\nU7P/nFapZYR8ynD36lVirODpETLvx+MWpZbZdFx9+preYGRahfOn3h+UnNDko8ImmhRVmW7X\nmrLz9N3a+mgFdgBwOgKt1+v1er1A4EdHUIqi3nzzzYyMDJ1O16dPn2XLlvk6oubuQqH1pQCl\nlim4jcHLAEERgYBKtLPi+oUiXOfxAJohhZVc3wiLocQUmyFYp7ac0Jga2rtZLKDi7q7qwjCk\nsMKkcrDSeJPZdlrz+ykNuxAmmz0P6ixeMC3krUkhob4rKXEFw5D/7FEev6TTGxmGkOIq0/I0\nxU03V8Nx181bxjnfV2ff1Fco6OU7lfN+qq5V+aB7NwAQpwm0WCweOnTo77//Xltb652AXNSj\nR48zZ84899xzc+fO9XUszZ2BKzHw8jVNaDiGEEIEdkppjb6ZV3avuVluvFXDlehYvOp6g9tf\nmetlDX97wuQ8ywtHl4oNvxz29ppHDEP226wffqHQkBAl8P+B1cIK450X8O77ZmLIpuNN+Bqa\naLJsu0Jn8TmpVTP/3q5oumcEAAecn+KvXbtWLpcPHjx406ZN169fr7ThhSg5SaXS5cuX79+/\nf+nSpVOmTPFVGJBoc4lfwCdtWvrRVQtwgCGEIiTeThNi1G94hCurBuYWGHJslrNxTKN3/zSV\nIYQQHo9U1lkn9Nk3DQ0ez26YahWtszltqFLSW0+qG/Kf5l3FVXdfLItk/2qpKdfNN9F1JVUm\ntc1VgtIqk+1rCABe4Pzo2L17d4PBoFKpHn30Uc4dfNt3eeTIkSNHjvRhADChn/Rcvr7C4nj8\naGqQHIvYBQ6KIte4WqGFBvG6YTU4T7A3wG/lzxxNistFtCaa++IPIXfPijhRhBBC04S26VFo\nMDEaPePNb26YjCcSUHqbq1U7M7V7zupef0jexY8bTRRXcw//bzmhTk4IbYpnrOaq1mAIUemY\ngJhtCXCPcZ5AT5061QtxQOCSiamFj4XuytJeLzOGBlHDkyUYtgwsBhPJtFmJXSKkWru5Nh7Y\nU+xaP5OSSjdGgClCKDv9GHg8EhlC3aqtdydlb++7Wsh5Xj7v5VFkSFexbRUHIcREMyt3KZc9\n10Lgr4XQ9rpAlVSbTDThN0HYbaI4vo8CPmkh99fXCOCe5jzRWbNmjRfigMBF02TTcfWRCzr2\n8Hy7lv7HOHmwFL/pgYFhGM5LwFoDU1plomnCwzvZaJV1LiXQAndOWNjeyXUa65x7XG/pyBTx\nkj8UhNR7UqdXCqfd795SiB4xZUAQw5CDuVra5txBZ2BKqkwJfnkWV1JlqlFzn+0ES3hNkT0T\nQkKDeL07iM5cr3eu+3Bf9MoG8A0cG6Gx0s5oDp/XmQ/PN8qNH2+u82lE4AaaIXw7B/xqJZ2W\nqfFyPPcetseFK3t2jXevEcfDfa2brAdLecO6ijccU5e52cObIiTcFwOZah2dW2CwzZ5ZKpvT\nA39w4Jx20a+1mde5F1Hvk9iE7bRfHC0f21Mq5FMURUJlvBlDZeN6odE+gG9wj0BTFEUIKSoq\nat26NeVsaSzf1kCDzx29YH0gqVLQGVd0/e/zQVtZcF2Nit5wTJ15Q+/gG5xxRf8wlsJpnCMX\ndKUupLNiITWqu3tLvQ5LFqdf1OXd/rsYV28i7/xca3L/N5kh5K9reu8XX204prbXHpsi/jgX\nuazGtOm42l7GTwjpEteEQ+YURSYPlNIMU1ptem28ewu/A4Bncf88TZw4kRDCLtyNGmhwrI7r\nUubebCTQfs1Ek5W7lDdvOemDZru6CrjrjJ2hSksSEfnnhOCoUPfGgG/VmiyzZ0KITt/w98sn\n7/VF+43GuySIgsR+V55wpdjouFfJj39qvny2aX/6GGJ/kigAeAt3Ar1161bz7U2bNnkrGAhI\nYiFR22QIGh0SL792vczoNHsmhLSO8McK1AByKFfnIEc0e/R+WTv3R1vzb7lZp8EQxirxsujX\nEdvC2+81Q4iDZPRysb602uT9qBzLLXRyOqTU0rfr6KiQJqmHYQjJuKLPuKJX65h/b1OM7SXp\n7MeNSgDubaiBhsbqytV4KyLYvw57YMXxstJmj/RD/UbD1arp9cecr6whEFANK5yVudk0Iy7S\nJke3eIBSO33Zmg5FiMT+WtRGE2m6nsoNVlHnvDzGxS9XA+zP1n6/X1mrpg0m5mKR4d/bFH74\nEgE0Ey6NeRiNxmvXrtlbMyU1NdWjIUGAeXxQUOYNvdVI0ogU1G/4tegwu2c4FCFiEZUQyX+o\njxTjW42Rd8vooFiWRREyc2iQ1H4e6UDrCL5ESGldXkdDb3K0Z+YNQ3GVqXW4V099bVcGsaTw\nv0mEtl2rbUWHNslrSDPkj1PWk3q3ZmiSXe4dDgAe5DyBzs7OnjhxYl5enr0dMImwmQsJ4r0y\nNnjNXiV7IKco8kA3qVRMFVSY4sL5aILmn9rHCNpECfItKmj5FOkcL2wdzh+QJI5D5YYn6FwY\nHIwO49+f1JCzTb2R+XKbol72TBHKYbs6pyOjGVf0kwd475pDpYJjJUJLCVF+N4kwIYrv+GVs\nHcGPdLOW3UW3azkWHSypNDIMcTbVHwA8z/nP05w5c/Ly8saOHTt06FB2WiGAlW5thJ/PCvt4\nU919rQQyCXUwR7svmyGExLbgPz9Kbm+ZaPAhAY+8Mlb+vyPqc3l6hpCoUN5jqbLubYWFFabs\nPP1fV0lirCClDUa2GqWTvfF7tvKYIYQiFUrTxnR163B+/44iocCNPOjAOV1xVf1MjiGPpkr/\nzNHdtlmm20XXywyEeC+BrnDYHrtjrKBX+yZsCdcwE/tJs28Y7I3l83nUGw+HeDyb1eiZjCv6\nkirTnY+NhZAgHrJnAJ9wnkBnZmaOGzcuLS3NC9FA4AoSUy+OkRVVmn768++iz9Jq07e7FQsf\nDxW5kxmArVo1vfOM9lqZUSqierYTDk+WNH5oP1zO+8c4+bd7FFIR7+nhMkLI3rPaLSfU9N0j\ndK/2opfGyHF4brAQKdW2pTDvls1ANPX3/xqNhF2KL+2MZv7kkNAgV9/Xm+UcJcsCPu/TGWGf\nbK7Nc3N+IcvxeLDHteIqFxEJqIQofpd44ZgeEtdWQPeqlqH8+5NEhy7oOO810YxCTYcFeXLI\noKzG9P+2KuxVs0hEVHmNyUFFFgA0Eec/1i1btuzRo4cXQoFA1yZKcC7POle4XUff4DrSg+uU\nWubjTXV/5mgLbhsvFxs2HFP/cEDZ+Ic10eRikaFKQWv1NCGkrNr028m/s2dCSOYNffol7kQB\nXPTEEKlE6FJOXFFHrzuqdv2ROaffSUQUw5CSqgaOQMd4t+VFsJQ3qLN1+YpUTI3uIR2ZIvHD\ns+5z+fo531fby55Z+89xrEzeGD8eUDmoBS+pMi3eVOdKo3EA8CznI9APPPDAzp07Fy5cKBTe\ng9dza2trFyxYoNM5+kHMyMjwWjyBrkbF8UNfq0KVfKPsO6u1emEzruof6G5s24hlJsprTMt3\nKdn16vJumb7ZqUhOENr2FPvtpIZQ5P4ksR+OBfq/bac0289oiMsf//N5zjtGmyUnCE9crvfD\nJRJQ97USaPSMKxPdOAVLvD1loUMM/9jFeltqVfTKXYpgKfXsSLlfTY+rUNArdimdzgrNvK6f\nMkAa4vKVBMcMJsZpu0mdgfk9Q/Pyg3KPPCMAuMj5AfiLL74YMmTIqFGj5s2b1759e57NleOk\npKSmic0bjEZjVVWVXu/ouKXVagnmSromPpJvO96MGWmNlF/BcQTNv21qTAK9ep/KcrXnc3kG\nA9dhWqGh//unKuOyfu6EYOTQbsnOM2w/7c5C6Awx0MTEEL5rr3O/jqKrpeJDuXdyaLGQmjlM\nxi7HLRISfYOamx2+oHtsUFBD/rKhiu0Mlis0zHf7lIufDAuW+svHbk+Wxmn2TAjRGpifD6tf\nHeuZdJamrYueORVw/UQAQJNyfgBWKpU0TR8+fPjw4cOcOwR0ZhkREfHLL7843uett95asmSJ\n0yXNgRDyQHfp0Qt62uIjIRZSLeToxNEowVztfkMakVhUKemC29ZHXOsZaRYuFRvSL+oGd0Fr\nQjdkuzOcTAghFGEYUquiw13+vkwfIhvcRXK9zCAWUF3ihWGyO3+YGCO8UNiQDNpgZGpUtPlx\nvIDzs81S6ZirpQb/mUdY6nJhTG6+3kgTgSdeRbGQkoootd7JQdb7lw4AwHkC/dJLL509e7Zv\n376pqanowgEOFFSYymtNdP0TKp2BOXZRN7oHPjkNF2STZPB5JDG24Ve3VVqO4zHnkuxm10qN\nSKDdouR6kR3jUZS7yWtCJD/BpsvN2F6ShiXQhJDSapM3E+hubUXb/9IYsJOe5wAAIABJREFU\n7Xz0OD+ovtI6kn+5xKVX1UgTrZ6Ru7nMjT0ju0u2/2VzKYOptwhOhxi/6/cHcM9z/q07duzY\niBEjDhw44IVoIHCpdcziX2uHJnMkykWVmODSKCWV1vmFiSZKLR0sbWBtTGw4XySg3KqU5aMM\nx01tovhZN7juqJ/6WKIZplpJRwQ3Nn9tHS6QiiiNs2FLTnzvVurERfBnDJOtP6rmbADSphFF\nSh43pofkUI6WduFFjQzheSp7JoRM6CstqjRl3dTXq+Wo//BDk3FyC+BtTn6p1Wp1RUXFwIED\nvRMNBC4TzRBCQoI4DhuuX5IGTqU1HAWOe882fLK/gEcGJllcGefMCepvxJKE7hrZTcI9lOsw\ns7pV64GzzbQzmoZlzxIRlRDl7VOl1E7iz2aEPT9KbpV03t9JbDu47kPhct6Ibi7lqY97tI68\nSklfKTY4qISmKCIVo8KwaeXdMm47pdl0XJ11o0FfLbgXOclsgoKCEhMT//zzT9qV2RPQXNWq\n6c0n1ISQ01f1wvpjRgIe6d3BX6oYA5Fax3BeyM664WaJbX31LgtwHnwtNqZ2EvdNxJvoHomQ\nCnd/LPlCoduzwZRaxqpchLNxJEWRKQODePYHmEUCavYDMonQB6kYj0c6xwkXPxk2uoekQ4yg\na7xw5jDZU8Nl3o/Esd7tXUmgqa7xnvyyHLugUzlc8JxhyP/7TRHIc5H83Z4s7Wdb6raf1uw9\nq125W/lNmsKVCxFwz3N+geznn38eN27cE088MX/+/Pj4eNu5dBEREU0TGwQGtY75dHNdlZIm\nhLDtSIV8YjARQohcQk0fIsNKhI1xtdRg5BqUVOkYhYYOljZwdL/YWV1NaidxtYoOC6JSO0vu\na+VHV9IDSOFtt4eTLxQapgx0dS3Am+XGnw+rCitMhJD4SP7MobJ20QJCCOeKhgxDHugm2ZOl\nUdq5dLHw8dCoEG9fLCqsMP18WMUuCtOqBX/6UNm0+73aBsQtHWIE4XIe+1tnH7MvWzO2l8cW\ndHSlx/OtWtMxTPNtGmU1pt8y6jXIz8k3HL2gG9oVr3Zz5/y4OHbsWI1G8+uvv/7666+cOwR0\nFw5ovAPntFZHFIOJzBouj4/gtQrn++FqCIGlxk4XbamIkjdi6r1ty2dLfB55eoTfjf8FFpoh\nBvfHqRQa2n6NdD01KvrrNIV57LmwwvR1muLDx0LDZLye7YRXijmmu90oN2jtXH8WCoj3s2el\nlvk6TWHucV5SbfpqR133diIeRTrGCgd1FvP9rPjr6EWds+yZEPu9+RomKtSlV+FyiQEJdFO4\nWmK0vQB/ucSABBqcJ9BTp071QhwQuAoqOAZIdHq6bUtc9PcAe2WggzqLG9xZUaNnjCaORKpb\nG5FcSrWQ8/709GpqzQ3DkFs1JsqlHr71VKvo7/cpZ49y3kX4zHW9VeWGUsucua4f2U0yMkWy\nO0tju4DRD3+q7PW74PMojZ6Rcq1u2HSy8/RWKwTpjeSvq3pCSMYV/ckrujcfCfGfHPp2Hf2/\noypX9mTcftsdGZAk3n9OZ3A25devOpYEIpomvxxRZVzRG0wMn0cNTBLNGCKzWffiDgwbAnEl\ngV6zZo0X4oDAxdmQ2FMLcUG7aEGv9qLM+hXPKW2Ekwc0/Eq3WEgJbbpwCAXUq2PlPB45e7NR\n1dVQVGn64YCykOvE0hUZV/UDkgxOF+G7VUtbN/RgyK1amhBCUeT+TuJdZ6zPgmrsj55q9cy/\nfqp5qI9knOdqD5xio7XnWqnxyAXtcK7GPj5xqchgcu0tvVxkzLvVqIVCLbVqwX/lQfm6I6qK\nOkcvF2fdDrhu9X7lmWt3fvqMJuboBV1ZDf3WxODEWAGPR6wGoZNaYVI12JlEuGDBgszMTC+H\nAgGql80cwSAx1ak1qmY95uG+EqvmYtdKjXWahl8mphmOVR7aRPHZ4RaGEBPDfLtb+fnWug3H\n1JzLs4M9OgOzcpfCvepnm9Gs62XOpxLGtOBZl3pQJKbFnfc1XMZ14cLhsJnByGw9qcm44r3T\np5gwJ6fZp70YjFOOZ/JZqlXTK3cr1S7v71RygvCzGWFvTw4R207xvPskLlZ6ACetgcm8bv1h\nu1piKLhtpAgRmVcHZQgh5L5WgiGo3wB7CXR1dfWECRPatm37xhtvHD582OTieTc0S13jhVPv\nDxLe/YkJDeK9MFqOEWgPys4zmOpX02r0TGPGiQtvG7nWNqOybujzbxsvFhr0BpJ5Q3+t1Hjg\nnHbhhlpX6j6BEKLRM2v2Km/X0S5VMZvZ7Cx0Ydpt30SxVZu8MBmvb+Kd4/rATiLbfhsJUQKn\nbZ5PXNY5f24P6dFO5Djtq1D60ZXyti3dmAxdraQvcZWhN5jBxKT9peHoln33/WznTz2zA05p\ntYmzKuPoBd2Pf6q05pedIoQQqYjybrd08FPcP17Lly8vLCzcuHGjRCJ54YUXYmJinn322e3b\nt2u1qIwEDmN6SD6bGfra+OB/PRL88fRQvYHZmK7eckJ9pcTtnlxg61wex5G4StHwpLaSKyG+\nVmpYuVv58aa6g+frpVAqHfN7hs1CaGAjO08/76ea7HwPpE3hcue5mlxCzZ0Q3DlOyOcRPo90\njhPOnRBsbqUsFlBT67ezEPCocX0k9mo6zcrqvDdcIhZQceGO0j6nhb/e1Km10K11xRvzDbWi\nMzBppzW59leXpAgpamjJEBD7ixWodOSmTVPIS8VGtLED4qAPNEVR/fv3/7//+7/Lly8fPny4\nQ4cOixYtioqKmjZt2v/+97+amhpvRgn+LzSI162NMKm18IcDqpW7lfuztbuztEt+r/vtpNrX\noQW2kiqT7S84IUTOVXruotbhDvMzm2ND3i2cCDlxq5ZevVelcyfhc/D+GbimeFphCDlzXV9Y\nYWIYSiSgYsN5MWH13tZR3SVvPhLcJ1HUIUYwuIt44eMhV0uMTlPSOhXttQlSaZmaLIcXUvwt\nS3lxtNz1xpGtIzzTvrNWTX+4oTbNpqLdEkNI2hnNqat+VPESWEKDeKFcV03jIni2H0KTiUEC\nDcTpQiqsLl26vPfee6dPnz5//vzgwYPXrFnTqlWrMWPGrFq1qrS0tKlDtKeqqqq0tBQrvPiV\njCt6qwU+dmVqkX41xvHL3KWUe8/qGvwjHtuC3zbajRobmefWJb4n7c7Sfrih1q2l0QkhDCFR\nwdw5lszZwnKZ1/Vzvqvedkqj1NI0w2j0zJ/ndF+nKax2S2otfHG0fP7kkFnDZNFh/DIXOgob\njORgjpeuNJ6xqTq1Cca/8hSDiVFqHR5x7sZ7XytBUmvPzDPbdFxd6dpgttPXExx44yG57Rlb\nrw6ilqHWX9K20QLbOSTQDLn3KUhISHj99dcPHjxYUFDw+OOP79y5MzExsYki45Sbm/vUU08l\nJiZKpdKIiIhWrVqJxeL4+PgZM2akp6d7MxKwdPq6fuHG2n/9VP1rOsd4Mwo5GsPehWCFhs5p\nRLVAiMSN4TGJCIcLu45e0G05oeZsC+hUjZrjzZWKqI4OV665WW5cvU9pu1j3+QKD42r1KJtU\ngNOus16q2KlTO3nRWjqbZehlmTcNDobnBTxKKCThct6IFMmrY4M9VSZ71eXfz8ZMLIZDF3S2\nV4V+P6mZNSxIYPG9EQupJwejRz4Q4kobO1sMw6jV6unTpz/zzDNKpdLjMdnz2muvrVixgmGY\n2NjY7t27sysgVlVVFRUVrVu3bt26dZMmTdq4caNQiP4yXrXlpHp3pnnIiuPw0uB2xUAI6Rwn\n/Osa98BS+kVt97YN/LQ7rYW1dKsG5ZV2HbnQ8Fl3nKUas4bJHNcJHLuos7cOzrUSY7/77Nbp\npnYSHzmvc1ofUqtkvNMTOjKEp3CY8w3zmx52LHszd6UiavLAoNbh/JgwXoMXB228hEjMI2y4\nvHKOX7nCSlNSa+FHj4cdvqCtqKOjw/jDk60n70Kz5dLn4PDhw88991xeXh4hpLi4uFu3bm3a\ntAkJCfnggw9kMi+diq1cuXL58uWjR4/OzMwsKSk5efJkWlpaWlraiRMnCgsLc3NzH3vssa1b\nty5dutQ78QDLYGL2ZDpJILAQdGPc30kssDNuWNmIHgU92rkxHapSwT1FHQght2ob3rHu754Y\nzJ3/FQmo3jZ9Ia046DBNORxijo/kvzJWbl5xUCbm/v0XCymJbbu0JtA1nuv0726jg6n3Bw3x\ns6X1ODsxU4QIBdS6w6r/t7XuzZ9q/ndE7dkCWRdLQSRCMraXf51vBBYD17cqWEoIIVGhvKkD\ng14aI5/UX4rsGcycfxR27949YsSIH374QaVSEULmzZuXm5s7atSolJSUxYsXb9y4semDJISQ\ndevWJSUl7dixo2fPnrb3du3adf369YMGDdq5c6d34gHW1VKj42W3RnWXtIlCAt1wFEUoO2P4\nokZMUup/nzjI5cIMqcheCODmCtgWL2NygrBXB2G97RQx0swF+80WCCEaPVNqv5TZ6fIryQnC\nj54MS4wREEJUOu7R394dRN55uzmjHdRJ/PmssK+eazGmh9+lg5zfOIaQurulODRDDuZq319X\nuydLa/TQZZtH+kplEuefsWmpMuR2jVHNVf40tKv31hVyTK3DzEW/4/z79umnnwYHB584caJr\n165qtfr3338fNmzY3r1709PTExMTV65c6YUoCSG5ubkDBgwQCOymYhRFDRkyJCcnxzvxACvI\n2XXev67pFRp87xuOooi9JcYcV8o6tvesRq3nzp9sazeVWsbxKmjN2UN9GnKIfXqE7PWHgmcM\nkUUE1/sRpun/z953x0dVpf0/t03PpBASktAhhBKaFAGlIyo2cC1rW1311Z+r62tddV9dV19W\nP7uu67qvrhV1BRWVJi1UCTUEAkkgJKSR3tv0mVvP748Jw2RumTslISDfP3Yxmcycufecc5/z\nPN/n+4VVex0KLIvyJs4jFgMGAICRyYReReZ4x0l3hbxRS0Yq8eu54ZtchoQRyWR3eer8F6II\nbMkkXYIJ74cHNoSgSl0/dJuNX5fj+mC7PfK6DSfAx7scTuXORQAAGBwl0Y9fJuxu5JbaD/05\ncg0dfCR8rbCxv5h+7suu/17V9dSnXV9nO6No0HMFESJ4AH3mzJnly5fPmjULAHJyctxu9wMP\nPAAAGo1myZIlpaWlvT5GAADIzMzMzc1VtnTJycnJzMzsm/FcgRdDB5LKpg8Wp5B18oqKcPjA\nAFIGSKxTAocbpoafHTlbLxsKSOY5jldehCfHJYEpIzRzxoWSK0UwOJG8ZqwWAzBoMYNIcMPu\nRvUdshtdmwxjJN6IP39brJrPL65XynC32pQy3NEFjsETN8RcO06r12I4DsOTyGduiYmW+lvU\nUdXKylHPJXGmjj0VsSh4zllajYoRiWND+ut1uyRg0knQlgxaTK/FAEBAkFNKr852bsrta3OD\ndUfca7Kd3iQUyyOvsUtfDuAKFBA8gOZ5nmW7d4G9e/cCwNy5c73/yXGcl9fRB7jvvvvOnj17\nyy23SOaYy8rK7r///n379t144419M54r8ALH4JHFPfvNReHXuZZoOnL9AiHJV06KJcSxl3qE\nqhphDyaYEBIQggPF9F/W2V78j+X9rXY1ztX9GffONWBYz5mvcLUwsDgEn1xGYKEfAQD8a6vj\nnU02sYGO3Y2yTkpozI1Oof5yf6xGXUHC6VG6lV0O4ZOdjj7Tj7O7BReN9BosNYGYOoIamdx/\n6V4bc0NW96sJV8FTEKDFwnfYeOXTjg9mI0bJFaquQAUwDGZnBBLuZ2doMQBegH9stn+x11nZ\nwtnd6J1Nti3Ho5wSolnU2MmLbSabuvhdhYGfVVDFXKkH9hME363GjBmTnZ3NMAyGYWvWrBk5\ncmR6ejoAsCybnZ09bNiw3h8kAMDvfve706dPf/zxx1lZWUOGDBk2bFhCQgKGYV1dXXV1dVVV\nVQBw6623vvjii30znr5Bu00oqWcFBOmpZGp8P00wTBtN/S01bmueu92GdCSWdy4wVWlxXik5\nRQRMynMjNjK+Y3oKVd4UwtN95ugQmg6D4qfj7m153Q8Gi1MoqWdfXG4eNaj/Bk/KOFTsQain\nM4piMOPwCJ/sdLy43EwSEKPHmroC/9DhEcoahbJG++NLTdP9rvyGoy6rlPJdbRu39xR9w1RV\nifA4A97YqZRj7rALNW386JRevx1tNuHt9TavHl+nA+rb3Y2d/KPXmXr7c8NAUxd/VjKWRUr3\nOjwB9WPlzNpDLmV9kgBc4W9Ejjvn6FkeHT5LIwQYBteO0/5qth4Asos8pT1d2bfmuaeN1kTl\niczx8P1h54EztIAAx2DeBO3d1xi9XeMNnfzmY25JFlBpA5to7l/9tb9MBH8GP/nkk42NjZMm\nTRozZkxdXd1DDz0EALt3754xY0ZFRcXdd9/d62M8j48++ig/P//ee+8lCOLYsWObN2/+6aef\nDh8+7PF47r333uzs7J9++kmjieZj/uJiX5HntW8tX2c71+x3vrHW+tOx/kuEiDXg980z/vfN\npvmZEtefCUsi9wp8SIqVWKfDBka0fS+bpktV9iP0Q6weHx691KCHRVknekxmXoD+PL2DIoyq\n7rkW7vW11spmTrlAvyG3h7C63AcxHFqf4zp8VhXNZkRy8PseUvQWNnacdAeoWeeWMw2Kwf3F\nwpYTMvNTPkKmCGxCsJ5OMSqauFV7Hd3XX93GiWFw55w+oq1fxrA4kYbExqZRei12/zzjbxYY\nKQIDqUUnIKgMJfuggA1HXdlF3ZZYAoLsItrr3bs+x/Xm99aT56RlE+v75Rr5BSL4Q/HBBx9s\naGh47733urq6VqxY8cILLwDAgQMHCgsLb7vttueee673B3kBU6ZM+eabbwAAIdTW1iYIQlJS\nEh6SpO0lgoYO/vtDLh/lTkCwNc89JpUcN7hfq1wbpLrFjVdsOMICy6PtJzyHSmi7SyAJzJ90\noaWwa8dGlIHQUtird5q/2Ossqed0FChYnSWYiFd+FRPJZwWgsZMX06zrOy5hFgcR1gRvtfJf\n7HUwit+73SrQLNKeZ2d6ROYp/jhUQl8TbFYggN2FdI//lgoBh/aJck6dFNW7voMPYjV/MdAo\nLx0ohxun6QLM1dXgSCl9wV1XXf461hDo4n4FoaK6lfvbRruveXfNAWdCDO5ViWmR6jqIit89\nAjhUEnjoPVRCjx1M7chX4gsdK2PummPoh422vzSo2vj/+Mc/trW1ud3uDRs26PV6AHjwwQcr\nKys3bdpkMl2cchuGYSRJostXnLa4X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jlCZXubCj4kMfvc4UtkFpgHKFFywPCPXoZ91zyrkCz70AACAASURBVHOoRC3Z1x+t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",
"text/plain": [
"Plot with title “Gamma - March 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.03$gamma,data2018.03$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - March 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## April 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-04-01 to 2018-04-30 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/8e54c830-937b-45c3-8ee3-6d84fbdbd0c8/download/gammainesc201804.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.04 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8//lVJo7j+C9WAEALIR1A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/xEO1xVUmyEE8xFah7SzqhhZmVfiwRM7AqzTJJEEQKY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\nAAAAEVBAAwAAAACI8P8BEK7Y7cR1/TwAAAAASUVORK5CYII=",
"text/plain": [
"Plot with title “Gamma - April 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.04$gamma,data2018.04$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - April 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## May 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-05-01 to 2018-05-31 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/2354f2bd-bfc8-486b-9e13-33d16b0ccd14/download/gammainesc201805.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.05 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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LOYmBhfX9++ffu+8cYb586de+KJJ/ir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\nKIQeFUMyFU6p0CODSdcifKwImD7IzSyXiGAy012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1VxEA88cG/Xtpk5D6MAAAJAEzhqjtpd2CVQKGD+wNDtIAAB0eSURBVPqmyLUqMj1O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\nAABJRU5ErkJggg==",
"text/plain": [
"Plot with title “Gamma - May 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.05$gamma,data2018.05$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - May 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## June 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-06-01 to 2018-06-30 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/e100b818-5f5f-4805-a16a-bc3d77c134c0/download/gammainesc201806.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.06 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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FZ8PZo4ANo0mwHatEPKuHHjJk+ePGHCBHeVZFNWVtby5ct79OgRHx8fFha2fPny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rSDhTTVzzIPmTqBix7bEAwG7nTLt04F9L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\nf30NdeVmUNlBAAAAAElFTkSuQmCC",
"text/plain": [
"Plot with title “Gamma - June 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.06$gamma,data2018.06$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - June 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## July 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-07-01 to 2018-07-31 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/5e597b69-aca4-4642-b4e2-0a0982c44288/download/gammainesc201807.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.07 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vMPDdAzYPUTADqdy2+WLVLPKKVcv+8/a8u9vG3b8SL7xz+Yls6KuOLRAb+xV2m2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\nHj3a4XCYTKa77rqL9wn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P450IVVPGfC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\n7LE5c+ZI32OxWGbOnNmDo1OBuXPnzp07t3fH0E2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p5nwcd3xz0O9S7eEi81uOV7MNbXJ7Nk9mszkJA73cxOkAACAASURBVGAvstM7RcFt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\n/PPPx48fbzab4+Pjr7/++uPHj8tpMEjk4oRFq6mpufPOO3N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JROLBgwfLXP3epwAABANJREFUJ1+7di2RSNy+fXvF1g+QpRK/f/9e7TUA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",
"text/plain": [
"Plot with title “Gamma - July 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.07$gamma,data2018.07$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - July 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## August 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-08-01 to 2018-08-31 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/e840a838-3f9e-4aac-9143-b10da72e5a2c/download/gammainesc201808.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.08 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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00TrVZSYxPV947RapS+DKQVMhkhzu29LtfZmebZhfHRyvyKZlkcKgXpGRXYIRO0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\n+vNc6/fp4nz4UsqppO7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+wx9kubzbZs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nu9RVEbW/KSongtI4z1xEjnOnK4UpOebq\nZmnjEf+Zi2KY4G4xkZtm2W6apSqUD1AwA+if/OQn5eXl4X+/9tprr732Gvq2W2655XIMS43V\nq1fn5eV98skn6lAeACZPnvzuu+9WVVVt2rSpfwXQXeVAv/+l/wc3xDQRXjfdyupE0QcFSaYR\nhZotxwKKnJks001f+b+/rDNUkvRCnZHp/D+/8J6+KAAFi4nkDjENZRzfUUVhq3kw/dbLMCBz\nrG81/KObnU+861K8mObEN8XE/rPeOm1k7FBThDiogRljzKzaUmoCz2JtpiZwaqn1rzkowKkK\noapJSnKQ/NGWXtFsuSrP9n4jUxdi9+ngPQa0WaJh4mFUpul8HXMiVTSIlzuAbmyTtelY6Ykc\nurlwHLDUV80Y+4QCuP1ykoO7e4Fj5VUOl1dOSeC0aSr3LrL/5VOjko5VzdK5GnGcygQEtU2A\nqOh/ao7ZxHU0tWPTalgq/8359sk5ZgCQKbR45CQ76SMkq7NVwhvbPZHQtqRGeHmz+1crk0WJ\nqhl0lU2iTGPW9nHDTOOHmaLVbK1mshTr6UQP/IJELzSIf1jTFs0MCYl03UG/3UKixQkGMJgB\n9GuvvRbOLt9+++2PPvro0qVL1e+x2+2LFi26jKOLQmFh4YoVK9DoOQxCyKJFi1566aX4jKen\nMCIjKrjUrhQCAMBXpUFPwO60da49TpU2kHHwHIkW5TmENQgqYgWiGV4tmGh9bZsn4k8eEum6\nQ35/iK68Srm7iDJ+eEjRpIgMYFCAA0XBQyUhf4iOyjTdNMvGstu43Gh0y7pFaUEvgFSLMzrt\n3Oxx5i1HkQ17Rm6/CRkFkfqChgo+9yxUquVEQAjz+gZFGhBoD8aIviDdXOA/VyuaeTJ9jHnJ\nZJsR/4gwRAmqm6UUJ5fUeyccX4g+/YErct5w2n0/Wp6ozdztcQQE+sF+Lcuwak3fHBbuXZzw\n3Jo2VjmCN9Cqe4nQroQAwKyxFpTtmuLgWIfeISmkuBp5vbRWnDrK8tF+367CgCiDmSfL8m23\nXWln7SdTR1nsVvAb5nZVNCIBtMNKWHombj8NfwWOIxqqIj+9NTGcu916LPDJEb8/RAmBeROs\ndy9Q2pXHH1+eDioSwxWNUnmdOCSFV1e1BZHKMnBR4QZH4IfLE9cc8BWUhoIizR1iWjnfgVqo\noo9b7hDTR/v8aBPq7lPBr3sAvWzZsvA/rrvuuptvvvn666+P15BwTJky5eDBg5Ik8TyzUrZ/\n//4pU6bEc1SXjqJorfjI80ghPZH3BOWgqlZFAQ6XhK6Jmp2Xchq2x5420fVUQdFuYsgDA0Ba\nInfiQsirsnredjywbLoyHGz14IvWCExK7+uA9770fXGinf9dWiseKgn9191JvRJD7z6lT0Pn\nOZ2td+NhZQudxy8PTTKh5JCcjL5IMURRXCOiRWoFTJyWuLWXrdvgC9KNR/wPqKQqu4eAQH/3\nUVsky3jmolBSLf7gBn3ppKBAX9/mOX5BCN+sFAf54U2JqJncZQUFiI6eAcDjp3/b6vnDfSnG\njwGXjr9t82gYqYDmiUgDORn8uKEmlqiLBsGjR9Dmkzew+1zDyGUcVNx+ysr2JNjwGxMS4eMD\nvu0dS5wg0U0FfhMPt2DWdxTgT+vajEfPAODE/u7CSdZPjiCrGUfA3vF4srgoYYR3v92ng5GD\nBKWwvygYCNEfanLY4oBqbCFqaJPGDTNlJvEKIX8KUNMijYxdaZ02sizfNirTRClckc2sFav3\ndCCQlcyzLCwQdvUAhf4itG3btl6PngHg3nvvPXv27C233HLy5En1T4uLi++7774dO3YsX748\n/mO7FHS2YkRPUQJNHik7DV+8FH6BakNB47DF8iWGpnLq4GbiyJhheBhFMQBodstt2HFfprC/\nSClslOjALO0ITGTovQ9sNLjkSPQchicgrz/YO/2UVc36y19etg4VuMWDzISSBiFmglEAAAJg\nx5Rb+iYaXNjFUXE1RBn2qgyNI9DOYZ/SdIXoEr44GVDU6I+UhoysGG984T1e3nmzWn30f9e3\nxV8s5XSloOa6tHjkmpa4kubLa3X+3ITh3Vm1KhqlM+w+wmJNKfFLBKXw2jZvQZmOXUujS8Iz\nxGw/UhZrYlQWr+4V3nUKf0a2HvV36esTAnnZyC1IZzgdDk3lw4rOda2Sdg9SWI56/SHlSeNo\nWchtuJ/4MsGPSbiEcy7z1P6RFFmRNn3l/6/3Xe/s8q7e7X3yfdfmAnzHOXJeNU8orD/kT2Co\nGaJKXAMShh77jz/++KOPPmpsbER/um3bth4dEo4f/vCHJ0+efPXVVzdv3jxy5MhRo0alpaUR\nQlpaWiorK8vKygDg1ltv/fnPfx6HwfQgOmXpVFOOtUmMj12s96v3aQq8SZ+sDKqOqPkTbMXV\nykrl0NiazthhZrQvWxvnagSI7cOobZEQngCFepfcW9SFXsShc8hGUlgZAugFgeQ2r87W5bAS\nA258yO6SoGifJwAAHAfWLqpW9SKGpSKTc0Q6f1GVjPlwn+9q1TYWBs8jbjIReHpOB/oC9qiW\n14vjVcXuaAQEWqASsQ4IUHA+dM2UuFZmWVIPnqAMEL+qhTaZggBMH9Odvs+P9vk09KU13P4u\nHTWtUpFeGwMAnKoUpo6yHC9XTgZBpE1tUnoScgvGDDGpW/fMPLGZibqg6vLJQYGqH/8tjEiO\nBUoRq2pK4d97cJGDrOT2N7fo9d/XuyRKwY0dHRvapER7b6Z7aHSnYEdFIHwcOF6GbChF1TF3\nvLRWXBtVgpBlWHPAl5dtylV5dDdhRPmLTeL8POvWY8idsvSbguKlQj9S+cc//rFy5cr33nvv\nwIEDxzDEYZRhvPLKK0ePHl21ahXP84cOHdqwYcP69ev37t0bCARWrVq1c+fO9evXWyz9hkwZ\nxuQReCbPxOPnS0JgXOz8LlermhNItnG6Jc6UBO7uq2PKZw7sQKlQVr92cuwOamyvd6rsUdCK\nGwDsKvw6ytihuT21lmd8UIsmWQEAwGnjbppl/+97krMwt94wmj3yi5vcqHNb/mhktsv08ibb\nehbjh5kVjECLiQCWxPIGKIuqkcj2oQAAoWvCPFpA3SiCgk7QwGpwrGdPjMsBSWYaOuqqKPYs\n1NpH0aCM51cbviAtYTu6A4Ag0bbLlvJvMCDlDgCeINy/BD8qrz+ML9Qzcy2dmtkds29KjinZ\nwakLTWlODj08+9RuAFT1j1gcKlGGjPVtEqtHP0KM1qXJHCkNldThapS9nuixRwc7HVcxTOxu\nxoSrXbGmwsfLkOl3EOuDQr++INHbr7TnYrSuOND3+wj0Z8ALL7yQlJT05Zdfut3uBgxxGGUE\n06dPX716dVlZWSAQqKurq6mpCYVC1dXVq1evXrx4cTxH0lM4iinCEsI0iHLaSHRkHBAoKhea\nkWTSkhGlAABjh/AK/rQ6Q6B+MSM5Vrja2JMybZTyMUtP5CzYrqRtrDpQgba0Z7KD1MsKZYNg\n1P132klTm6Rh3yXJ8MpnHpbOscVEOBXbgVJ4baunq3I0vQWOgx/e6JyfZ7WaCUdgTJbpsVsS\nGxgXBH2gQNPILQyPmnTYLaANEiFR569nJavvEoCqGHW5sf6Q7zRDX6hNq6Ov57HyaodDM8Xc\nVSFzf4g++Z5L2wUQLqe8o8FbmZLAbBq/yOibPFEuRETiwrtDkp384IZEQmCZSvX5+ulIQYOi\ncS1R/SMWm5CkNXOeRx5MjURAGC0e+fm1bjOWaC5QExviCzV7mxAYkmoCgBB2cxRW6pXYVouW\nl20WJFAMhsDMk8mjkF08EytNDEjoBNCU0pKSkgceeODqq6+Oz4AMghBiMpni5nd6mRAQqNr4\nx2zSkm13B2hZVFmzU0Mj9kqYzZpXhgAAfHVeUGT+xqhqNwCgKOgQot9ApoYba1ZJwVy77Zcg\nKtJ/MSXHbFHFOtf3lvgoYf63tkU6WBJ6bk2busQfRlmdWM4ouxMC208EZOyZdfnkym7pGPQK\nCAFBooJEZQqtPrnZjdsOEwJpTnwy6546WZF3V5GEPWK6MoXoOQcAJjLKZZcDlOEGH8a4YXHd\noZ028uRdKdnpzMRawflQl/yNN33lb/XqZ5eTjdl8dANZKXz+aItW/ZACAFw53uK04yaMaOa4\n2SO/uUOpPRfo4NLfPNt+x7x2T4CUBO7uBY6l05AlTtIXAUKgzrkOSWbO9IiCXlm9Po9Fpjgn\n4WTP9Sp0D2obRUrbawuoHoBMIdoywuVDllz0ktmxcIICfHEyUIWt27lZgwE0AACEQqFQKKQh\nHhdnDDAr7wYXslQIIgQ1snEUjkd1fnj8cvtCFjvvTcYmsKKGODSFVyjGD03hb1CFcSPTuzwf\nUKrZGKzFe+HEfkbC6REkO7hb58boQmUmc9NG9dKl0Nu+ZDa5sI5dGqYUztcxf9pfLNwphb9t\n9R45FwpXeFo88htfeDKxXiUbW9GcxV8KI8nBpSf1TOSEqiioOY4KSAyPjw81pdx6Fm6frDEl\nHFhK7PJBpvA/69qqmpicKkrBiBi/LEO488xg7DXysqnTEIDJI03a/oqZyfwV2WYCkIhN14wk\n5JcPFockWbmAhERa0ywBAEdg+Uzb8w+mvPxQ6h8fSLl2Gl6IqWlhHkU0qAHorWH55kYegSa3\noWUniN0uls9o3ICWcMPiP6zHI1oaqA4T8cjDDslTR+M70ecngqiGTD3DAWfgQWcZslqtixcv\nXrduncul9ESIPwaelXdmMn79tZtYI2bCR8+HfvNvF5qsavNRIzJPpyqUl2vpVNu00eZkO0lJ\n4K6+wvKbO5NsqkzDMqzupg3UM+XaqTb1ebdUr+F9QEKSYcfJmLJ9g0v+9IiOyNTlwPELghH5\nLJdPRml22qVhJ1tOWG2U1TdR1azsvpJlCGEOtv6QXM3gIz+mkr8AACAASURBVI0dyrxKHIH7\nFveYFvrc8ZYrYvVSZoyxTMWY6NHguY7IKnYmHC8TdVkHPQWTibBsaACgIb479Ef7fE0KXrjq\nGdHWXPMF6ZtfeB95rfmn/2z5+b9aNXQMIyBspYtLR0FpiHUGjuC6DsYFSgRC9512yRfV2xWS\njtrSq8cwbi4AEAIr5iGad2Got5IGl4QKZVjN5NYO7bwhKYaWHfRuqXfGeKLZI3tUpJUR6Tyr\n6gUAdguJjLm8QUKz1BMxMZNJOXgA3dgmBbBTLtq7PCChP3veeustp9O5cOHCDz/8sLS0tEmF\nOIwSOqy8r7/++oKCgurq6gMHDnz66aeffvrp/v37KysrCwsL77rrrrVr1/7pT3+Kz3h6BGae\nEEwWd1QGn4jVXsMIn8JdPvmfX3hZSRq3V4Zwi67mQl0R2+jd4JKffM91olxw+WmrV957NoRK\ncc0ZZ7lpll1NOdAAKs8+ZohJ3W2w+1SgB1UI+guqmhFica+UCI8aJvahyiFjskxMkwuCNxGG\nkdDbrgQGUY+1r7kZoUgZxmY5VhZavVv5Cw4rmTTSvGiS9fE7k2eM6bHKA0fgsVsSVy1yzMy1\nzB5reeCahIdvdBq50CS8/MS+lVL64T6dJLQ32DPEuvJ6UeNz6uIrY7fzpCpUUV3EJE1Zmje2\ne/aeDYYd71q9shH+xmXVdtyu/kYqLJnUzvtuH7cC2N1B13m7hUtPjNnOPAGtOXKC0UExdogJ\npQKGoT727y8OoX8mJNKIUPHkkeZk9lYbAZqNCvVSk3cYB4qDoioCjpiYojfiW4s61eUrMMYR\nARg7DFmi1d7pYbDuoobW7QCDfi0+Pz9fEASv1/sf//Ef6BviQ0QekFbePAcZiUrBcwDIH2P5\n5vyE9/Z4D51DoplwvbikRtQocQYk2k421VyEQ2KMHv6aAz7FZ4aluBR0t31ng5uO+KM/mQBw\nBDTWEzSoavXK6tYxCrDjRABV1x/AQM/xvcJqQOm8KM5eFG+coXyR4+Abs2x/xjx4CYHlM+wV\n9ZJafZaQfpOBHoL1J3AMVTr0VLB6t699s+949lIS+N/dmyTJYDNrpV27B54DM0dafXIwRBPt\n3MxcfZtDQaSsKsQ5doFo16ngxsN+l0+2mMjCSdYVV9ovRZ2wRFOYRcMBu8fhC1I92RIATSW7\nJreMtNViqZNo3D73Mq6BrNpINMrrxTAFSMIu9hSMYDZvgmXtQb8cO3uCguwJUKeNUICtRwOb\nC/zeILWZydJptlvm2E2q597PUEm/a4HjU7a8nUWVi/EywjhK4VSFEN6S6lrlzmiP4Q3DcyTD\nydWoTs71rb0ZJtZhfz3CKlk8xfqeqsJQWi/NntD+b3QRoAAev6xeijOSeIJLDeGwqm/qAIV+\nAL1y5co4jEMXA9LKW5YhwQYNbTEvjszgp4+xEIDvX+88Utqs3slyskwA4NdM0xJCLCZ9p1ZT\nbK+QOmEmSlDZKEVbpMoyvLPLq6Jck9vm2j7aj+cHbCYObYtkpViaDaRnBhhGZvAmXim9MmZI\nL7Ri5A4xHSw2lIR2M5QiChneEDYT4Th4eLnzkddalAcnCt4g7RdJ6OGp/KSR5mh1CI6DjEQO\nVY8ZpvJCisk+ksiL0m9Wu1q8ssVErr7Cesd8ew9Wh//yqefkhfYbWtUsHSwO/u6+FG0ZEE+Q\nKU/sYDyzB4pD7+xqT06HBLr9RMAfot9e2n0/Re21qz6OVmcOa1SZkBFjAUAGm7aOi+5prs0m\nDq7plhnyxSapvF50WMkV2WaNk1JWMu8J6BxCPvnK/+jNibIMfuxe5GHeMRYTkVU7lkzhQoM4\neaT58+OBj/a3R3UBgW76yi/JdOV8Zeo+K4WvwwQTW73ymEz+2Hl8tGrlu+HpZgCcWBN586lK\noTNjwLhaNguZOtpUc0x5E/1Bph1jHICSTyJysVWYiPiXpwN3LWg/lXkYLjAXGiR1AF3bKnUp\nTYqKlgxI6H/R119/PQ7j0MWAtPL+tMCnVo1xmNvZXDKjGTk9kQBDMSOCnAz+fJ0E6CYU9dBP\niCU8oQ+JYhWuaZXU6jmCRAPsDS+b0QrDEmlK7SfJyB6E3ULumOf4YG9nziDBSu6Y1wsuKosm\n2b48G6o0ICmQxCA0swhww1JNAPDWDi9adqhvlbSndB+Bgu3Mc+Sb8+wxbJao58vtk4fE9jnY\nLATN5bR4ZQAIiXRHYcATlB9a1jMuwacqhUj0HIYvRFfv8mq7eVc1SaxIMX8MTsLZHu2jSQAA\n9p8N3nW1QzfbzUI7lZMxDGtX+GMKhERq4kiXnMDNJtIe0LP/bDBEWb0r3ZD/M/HE5afJ7J4B\nNSjAWzu8X55pn4qJdvL9ZU6WcMqwNF43ix8MUQDgOMhM4hV+liYeUBeVLZitBnTYkm89psyw\nbD8euONKh+Je3DDdhrLXTl4Qbp3rWMuwHxclerpSmBRlDVbBVtiILDXaeagwfAH52qn2rceU\nsTgltBdP/PMmWNcdUEbBx8uE6/NtALgOQUCklEJ4/Vl7kMXFQn5R2zlVjUa3LFN9tZ8BgH4T\nqQxIK+8DZ5EnvLhWCO+vHAfpqoYAQiAtkQeAdKfWorws30YIY2nomNZ2C7lvUUyKCDG/IKAQ\nBGCljYckm1iSoSyST0Epnh7o0rYxMCBTUBR5vUH66Ve94Clj4uHmWYZs1VgMk/pWfGO+brq1\nrF6MbPDRIABZ8dUY7jY2HI4RJ5ZkuvtMsCba/JxEv9mv6LWymYn2kwsAh0tCPWWafagEKSac\nq9WJnM7XiaxI8SzWdA8AdaokK420lHULI9J5AGbAOntcdwT1zlwU/ut91yOvtTzyevNrWz3G\nL7LVwF9rZnva2SyAC2uzERDoc2tcXaJw7T4VjH643H76+jYP6yFleeVEI5JeuXaackFYPNmG\nVukPq9xMwgg7G7R6lYMRZVBrqOdlmxWc6TB8IRrSFL5QCKFcbMbnuZknEa7waANVPgoQkqh6\nc5Ml8PVeu86nBUgFsKRaCC84itbhMEgHQ6+qWfQxel7R3tCcjK4dWEWRGqcC9mvop3zuv/9+\n7Te8/fbbPTQYLQxIK+82lY4jAFAKgkTDLXrJCVxj7PpCKZTWCHnZ5le3tql/N4xhKfzkkeas\nZL5cVaRLT+Ii7eQOK4k+p1KKeR9SaHLL0QSMNCfnsBLFwkEITM4xJ1qhDcsOsBIzJoYo0ezx\n3fHF7dc4WBxUO+vuPhXgCL13Uffr4N1AZaP06hZDamUsq3nWpmI3kzJG0isjiesX/A0A5TkH\nAGpbJB5NRFA4c1H4106vIp2cmcg16olI1LX2jKF9ALsXgt7eJrNHV1SF38EhKbxC/5sYcKnQ\ngPYQnV1Xi69slP7yqTvMkhIlOHwu1OiW/9+KJPzexcKIsVptqzQ8Df++//jch8qfa6PBJde0\nSBqeAAqcUBluu/30fJ04eSQSS2l4IYVh4mHBxHYOyTVTbaIEmwv8ngA18WT+BLOadxFGG4MY\nUFojTs2xEELakynhdxEAbIqGBPw0MjrLlJbIqaluEVTHrkiihN82p70z1TN9tGVKjrlQpUYV\nDULA7UO6AiiAP6TfUdBVoN7mahwpQdIrFCAgUKuZXD3R+s5ur8JMLTOZC+ufoP7bYaAOsg4r\nyR1qKtU7eEfAcdAljYH+C/0A+p133mH9KDExcciQIT06Hi288sorP/jBD/74xz/u27fv0KFD\noVAIAHiez8rKWrVq1UMPPdQ9M8Kamhq/X0sv7PJJ+CUn8AEsXVfV1F7ORiPsLccCednmMrak\n7ughJgC4Pt/22lZlL1e0GFNTm/zaVs9/3Z0cnumEgNNGIh6nESSp6JIP3+D83w3u6FcohZ+9\n2crqPJrHCIjnTrCqS34WM+kvsVQP4vA5fAXfWRi8ba5D17iuB7HxsM+gjQHbOxBvj9pzOpDP\n0Jfo+da5ywb0eEDQr0wAAA6XhO66ujMavtgkndU0cA4jOaHzglQ3SxcaRKeNmzDc1NW2vGRU\noFpP3uHURSYJPthRBVZg6VTrG9tjlrJ5edZLiS20KRZ7i4ILJnXtmL2jMKAIvMrqxNJacQLG\n5VUgK9XU6tO5ayXV4sxcfHqfZl9PbdR1JYBG7K/Zp1nd7PuoTFMkDUwAhnUMQ5Tol2dDDqtv\n5VXKGDokUpYBUDiwTrCSdovNqHlhVy1unx3zq48bBGDpFCvPweLJthi+UBSyYoulrMpnq1du\n88lhPxdC4Ec3JW49Flh/0Mc6V2Ym8V9hvlEWM0nDMuXdgyzD5gL/5ycCngBNdnA3zrBdm6+1\n7gfQ+UjaDcY5AnfMs3+0zx/1E7h3cQIABAWq0eUyBrPmBoD7Fjme+oCZs1PA3D+qiT0A/bUj\nEFBOVo/Hc+zYsSeffLKgoODPf/7z5RkYjrCVNwBQShsaGmRZzsrK4rpEZ4tFaWnp+PHje8vR\n8Pp8y9u7kAC64LzQTtLCSFZh75/OJhsVTbDgfOib8+3navTOiwSqm6UGlxRJFNmtnNqdqLpF\nnhAr9JORyJtNRBE/qXtHwhiSzM+dgO8rORn8zHHmgqjYkRD41TeTdIY9ENHoYt6snacC35gV\nP02SE5rJmGhIFGeomk0gYuuzKEHecDOaQLqsil09i/RETqFBRggkJxANR4ZIOjkk0ufWuPQX\nGwLpiTwAUApv7exktaYkcA/f4GSqBGIYmoJcWG194f1ng6idb8fvItEzAMzPswYEuuGw3+On\nHAezx1ruXXRJDP5Dmp2sRkQkFFCTTMIvGgmg717geOYDl7Y+OsvTrrJJkrrLZGEldFGgN3V0\nJvLtZFlfbCd6lrr98t8/90RicUphy7HAqCxThAgRhsVEUhKUT0cYuVlmALCZiVq6+OQF4dqp\nMWehQ8UIvYDjSDh7unK+w+WTj2D6VDfN6pxyQYFWNTFVOE5fFOZNaP+jPAfLZ9oWTbb+fk0b\nKo84dZQJ3UyHsp0Ou4ENR/wR4X+XT35/r48QuBZzagQAT5AqssvhtTiaV3MkNilDAU6UC5NG\nmOtdrL0aAIClUL7fWGd5GIJEZFnnDDwwoP8VrSqkp6dfe+21W7duHTly5Le+9S1RjJ+iUAQ9\nZeU9duzYCxculGrioYce6pExqzF7HJ5EcXY8NVmY04oog0SjmplUD3FQoMXVIt76rUJ0igJt\nzfGqGgh2FQbao2cDl/+71yVoFEkVIkaUwieHe8E9pNchsttRzmnqefU4lOsyG3YLsn8EQpQV\nnk0eZUlP5LIxG8upo+LnEX2J6IzDIgdYCgmaUrKRp3jv2SCeN1KAwrlqAQB2FAaiWa2tXvlv\nWz260jrRyMBcFXxslVZBov/aqUXgkSkzeE1P5MNHI1mGwyWhj/arilldQWWj1kQUuv5MoHwS\ntYQoijq2N14EZXUyZqcDq3d1375xzQEfagWihjdI1RV2M09Qr66gpL9zRpcBS6pFdSb7uEqM\nEgCWTEZ2NELae089AaQv/mBsuNzmk1EJDltHrG7i4d5FCergzGEhyVEGRBebJA3ajJqJlGAl\n8xSJHtr+jJ+uFNGtrsXTY3k3SuHz48qzhQbR4pXNbuVLBAAg0dY+yVu9crlKU+vY+RAAZCZr\nEfJLGSy7o9jtZkGSqUZLwEBC988IDofjtttua2pqqq2t7cEBaeNyWHmPHDkyVxPJyck9+y0i\nOIZNSgIwpyOwHpqK3CBBhKPnNW2vADx+igbfCpg4kh3F2xutsrAnBEapchgnKjqeMb0DOMcR\n9a9H4A/RfSqjloLSkC4/b+ABbZoJg8UUv0wwnlSZNAK5s/+zzs1qbM8fZW5yyxdUy7rTRm6O\nY4r9UuAJUE+kdSfqQrGMBsKIxNwatCsF9pwJAmbJ1uKRWdo1KFCpBI2xfnEyiEaB0SiqRg4B\nDW3Si5vcETlzCrCzMLjntM4ypYE2TY6BIFM2gwhHRjIysxF5ZhU8AfraNq+uPadMaZOK2t7g\nkhHmqOGB+4K0xADhBwAu1CNmr4JEz9Uiv94aHdwwBhMtpIhmJdHI/gKm3kMp2MwAYa8T1U1Q\nMPJZJPur8zqjW6eNqIndvhCNDhm1yU7qVc7lkzcpnF9J+2hrWqTM6NNXx3jdAblEt8xrDC1e\nWc1+afYgPglhxCioRL0lcsxAb1mYt9PqlTUuTZDRderB2KQsmHmSyjZEHEi4pC8ZCoWsVuvw\n4cN7ajTaGHhW3sew5XteniXCrEK5oSFRLq7W2URHD+EXTlTKmasFAM3mGFfVb8y2KxwQb5hu\nU1uDGvJ6pgAAedkmjTpOXStSR6QArFazAYwlbEJnPMWAJLkLavnDVOxMj59WNrI63yE9kTuM\nmRdKMpj6CWeO5bCVkqD1BY52xMGpCUbvZbh234oFkV1y+RqWwqvVEpLY+fLzGn1CHRPDgTXw\nvbvHp545BRhz1CDatL8m7bIU9GcFyNyrbdEXCzhZgRvaKcBBuz5SNNTuGwBdkw72MtTWFUBt\nQQFgTyFyC8IkQO3BRNvsjcJ4sR5VZdIXpKgLNyHtuwxqjzdrbEze18P4vjNifWrQGRwdVg5P\n5TXkUKOdDcIorhLV8qwRxHiPR/1zmypt3D2kJHDqtLCZxz3PAwKNYcFFvSVy14al8OqNQ5LB\nH6KnKrQ2cFYjrNwVyb6Fk6xGenMHALr5LSmle/bsefPNN/Py8i6FgmwcA9LKGz3VTRrZuaAM\nxTpIJBkmZWtt2GaejMky5WSaZuTGLDoxVDwKAOAPxpRaUhK4J+9KunaabdwwU/5oy0PLnHdg\n3dZoXVgJAlYz+eGNiRpvYTXpX4qBWT/FzHEW1tXQFR3rQRScDxk5HIWx85Ryzy5ms03Cec1T\nGMHaH6KsrqC+hiHJSDwKAGmaqs0R2btmlYwXC1dkm71B2qyKEdGKkAYIh0RIPna+XKvc0fGT\nMZnIRI2JyTrQ7TKuyydrC5YRgIyu9G/5ghQ1+5Qp1OjRqWsYVFoFbBbS2CYdORc6c1GIZBON\nlAG1gQavaqDGGQBQj+m9GDkPRE8ztIk5RroRAAAuNOD50kgs9aPlTkWU6LRzigaPEen4FYs+\niogSnMOSLNEbB+EACSHDbzOR/NHKthz1eSAaVU14Yu5ShBqj0dgmqwknooSLytnMxMx4TiP2\nKByHPMsUoLZVYh1RAAAI5I/G2XRdYsvefmX/qCheOvQf70QMdrt90aJFLpfrpz/9aRxGCVFW\n3jNmqOyDO6y8FyxYsGnTpviMp0eA0hndUVF1DkYYJQATc7Q60J02DgBkGY6phI1iPgUAIEZu\nhgJ8VRo6VhY6VyNebBJRDRAAYCpMx0IQqbYAu8NKhqUhM/Dr0HygAAH4r7uTwzdOAbdfjpva\nqMJ0QxttPlkRISWxM6wyhcpG0c+oD32wz6ff89oHQAikJfHqqrfDyiWz012RHetspaH6GCFw\n3VTroZKg2g1h4gizuiKkgRa3rG7ZdPuQenEY1QxpwmhsOoqcdhKwtLS6RmEQumnXBDvp0jHb\nzDNTre+qHI8VmDjSUAjrC9En3nX9bavnfze4n3jXFWZuDEnh2x/qbj3BDisZyXChisa+omAF\nI4BGCTnD03U+02Eh1+V3tq+hlQRBRaT+jOGzbTe3z420RO7xlcmWjhtHCMwdb1FcmKwU/GpH\nh6qnLwrqGcIRMmF4Z/BX3SSxxCKXTEH0YdBuywhqW/H7dylCjdHYWYhr0rFkvKcx/IxCAhU7\n7jj69GUm8WqiZgTLptlYj5Xxh42Qr1EKTH9pWLJkCfp6WlraihUrbr/99h4eEQMD0srbi4Ur\nh0tCyzoWr7REZCJyPNGRiSEUAJrcTAZVBKOzTNHZhe3HA+93mOE1ueX3vvSJMtwwXdkIHBIN\nPR4yheLqzmZnFPPGW9XOUsVVuHbpwIYvKCur8xSAAEfA3kU5sHqXtOtUsLFNHprCXzPVqrZm\nZcHQOzuIjERVK9B2ZzhaJozKNKk50NBx2FPXVfsgWj2SejOxmshVE6ybj+L9rxGCu8H+P0qh\nsklSZ/ig63YzKOua5/Hos7JJushg4ESjFDvqTB9jrmyK1YEm5M6rupmIGpqC6PxEwxugrV6a\nYpgSs+krPyuELa0VUWG+CCaOMDttRCtv14FIQNnskV/d4nl6VbLNTK6eaNlyNNA9x2dfkOpK\nQVc1S29/waRoo0nYsxU6d/mBpQnRwjj4vCUxF83tp6cZJjt5Hc0SFOC1rZ5IbYFS+OJEwMxD\ntKr0J0d87W+NHXk0qRdVoM9IIplRMnYslXoASMAS6mOGmIak8KhUCwBQxodNzcEFprqKOiyT\nbbcQdEEWJHqGcRSnUZrliydb39oZc6Nnj7U4bUSjhXAx1gMaBs/h4qRqJNm5r4MHYRj6O9bG\njRvjMA5dDEgrb7cPscytaBQlub3slezghqfxirb3/NFmVgIpjJFpJgBIdXImDkR2SJOawH3n\n2hiTjs9UuaXPCvzqANp4OaeyQZo3QesNqGy7uysszwEDZMVvj1O7thqdrRL+/Ik7knfcfjLw\n/1YkGcljUYCDmHEdOioA4HilYre67zsakgxX5Vl2nw6g67CnK4pdvQW3n6Iz1hOgdy10sALo\nBRPbt6WMJI6VKVSgtFZAD8+eLjoUflmEZLYsjFPSx/t1crFhmLFN46ZZ9nN1YmRfN/Hke8sc\nGVgLoxFwHEwYxp+qZE4nSmHDId+3rjHkMfTxfr96Zev4IACg2irkghi2tera/Gz1ymV1YmYS\nf4b9LYygtlkngD55QStPgu4U205qKR3dNNOuELSeMdaiTnMomPSHMV25MO5Z2B4fn60S1ZyH\nHYXB6AC6va1TdUci5tug0nsOo9lD/SEaifsTcP03AIB1B/1XXWFVGxU9fL3zqQ9wzwezGQSM\nZH68PLhwUg/E0JlJPIAAEHNyWMhojCmsEFg1SYups21q4SSrL0Q3HvYHBUoARmWZ7l7o8Ifo\n3z9XukNEUNMioTx1ALBbwWesPJnNIOEMSHTtq/p8vuLiYrdbJaFy+TEgrbwlGVkpJDlGKOqh\n653Rx9ARGfz9ixNQImYE8/IsAGDiYRqDzxRGVjI/NOpp8QWpWl3fE6DqbutsA9FYGLodOjkY\nn7JLLM8Bg4Y2/GJJlO5WsY018NZOb3TVPijQf+8xJKRVcE5o7or+iSTTtlilsqIqQSPMGJXB\nnyhnvsHZH/zbWaSmgCBzhJnFnJbT/hgaFxspqhaHYjsZawAsoHlT9JOrW6TTxhgm6ONv4uGu\nq+xpiRwB4DkYkc6PzrykIpLAsJGLoMiYPEWzR95yjB0vEhitRzIub5C6R+beeizw69WtFQaS\n+hqw6FXDSzGdjQguNkl//qRzvz5QFHp8dau2zNHNc5Sx57AUPpodEcb3lsWcXlo9+MkwNZGL\nhNobDyMntJBAA1FRPtojSwjMjuo1nDjSrE6jihKNboEVBC06WSk2eUZk8CzrHxYZSaPro0u4\n6gpreyN1x9/nObhyPB6aayTXZ+bG3CZvoJ2sRQHK68Xn1rjf3ePTIARqTLaRGUY35WGpX6Pt\n21AA7fF4nn766ezs7ISEhLy8vKSkpOHDhz/99NNeb/cVLruKH/7whw8//PDmzZunTZuWk5Oz\ncOHC22677fbbb1+8eHFubm5eXt7q1av7nZU3qrsMAJaoGZidxj+zKvl71zm/Od/xyHLnb+9M\ndtqI2URGYPToMMJxsyhBiebjXVQtxKjhYBGAzULUkY3ZcIUmm9HSG8H0MZa87JhnfkgKd9UV\nPVMX619Ad5cwUB8sFG0+uUGlolpeL2oUIiLQ8J/DQWFfVIJTlKCqGaE3hDEyg5+ea0FFtcJw\ndzE07BWw9GFyMk1hJgCKiDfNhGyzwXpCkxuvybM4kSwMxZrYluYj2bmT5YLBwlJVA3Knmt3y\nf3/Q1uyWKYAkQ3m9+MR7Lu1CmTYuNumEJi5jHZlHz+toaHx/mVYH6LGy0MtqzV1jKKwwekk1\nwNLljaBVT267sEL4rMAPAB/s9f5ju6ceU1mOBtqN8LPbE5dOszrtxGIiQ1L4X6xInBi7brMo\nLolRWdQWjJRMSIxkHmo6k+zgoiklNjNB+3CiH09mzQEA2O2818/Ek75zGI4NlzLDo5GTwSuU\nfCQZnl/vRrUC8cIOBUJg1aLOU01Vs7Q5lpXe0CahOkgRNLE5eKzmQjXSvx4CdmHof1W/3z9/\n/vwnnnhCluU77rjjkUceWblyJcdxTzzxxNVXXx0Mdl/ps6t45ZVXjh49umrVKp7nDx06tGHD\nhvXr1+/duzcQCKxatWrnzp3r16+3WPpT7IWqtNrMJLo1QZDolmOBNQd86w76PjkSKOzYjB9Z\n7kTz0AQgfKAvrAi59Xh70WfZwyXITjM6E4nxcW0mbChjh+oE0ByBG6fHUNLqWuXtx+M3qfoI\nmj1yCzvLpdaXZcFsQtKgPEeMaEmnqGqauiiMIlN+VRpkhQupCdyv7kjiCLMvHrpoutZbMGHj\nN/Fk0SSrhlhK2HLC5ZN/8a9WaowJkGjHBdS7Wpy5eqJy4x+aws0eiyySxg8waoemkEif/bhN\nEfKHBPrBPkOcEDUOFId0G2dDItXlJYsSfKQ5BgKg4TdeWCG8tNljhP2sRrsU6SVPapYubwTa\nGuRhfFEYrGqSthlbV91YRE4A7lmQ8MK3U196KPWZVcnjhynDKVZBoDHKoVOmyApDo/TRaOSC\nxQ7Br2pGRwVe/VGXoq5N6+Ch5m+EMSodDxNnjTVz2BraU2tWcZXQqPL08YXoXpVPAgCMR71I\nCUCsejcqsaduKY7GKQaLHQDyR1uIsf1hU4HfuJRTf4f+JXnyyScLCwt/+ctflpeXf/zxxy++\n+OKHH354/vz5xx9//Pjx40899VQcRhlB2Mq7rKwsEAjU1dXV1NSEQqHq6urVq1cvXrw4niPp\nESyZgpxrF062Ri8O7+3xbTzsb/bIkgwXGsSXNrvPXBRkGfYXhdC0IgUIO/FWGWioz9DrukBl\nmEZhvAt0KFVYI1Q0mj3yXzYpTZDXHPTHTXeiL+B8rCqW/gAAIABJREFUnfjbd1s13pCoaXQX\nDbuFOFQtMjmZWFitwrw8K9psrfG7JTVCJLy4wGD3mnjy+/tTwoKmFkbJBQCuUNWI+yBSMV6y\n3UysZqIRx4STiB/v8wv6osPtsJpImpNbFpsq5ggZN7RrV+mKbPN3r3MmdhSRrsg2P/qNJFR1\nO8VplJclSFSxQb642aNmfwHAntPBboirfLTP9w82TTMCSuFtTdNEANhZGNCtvRScZwYNm77q\nmitqgoUk2jkTR3ietLPVL5mXpNu9gEr3KNDmpSWG1TAzMIaxNihAC8PKPlo9EN1NOK7zDZ8d\nCbQfwmOvW1BU+rakYIyvkxc6byWnGe7lDsEPoskJSI/dqEw+JYFDG/cphb9ucrddkucmbC4I\n/GkjXuVAN+VIo78ifqc0xq++FcvIaM9HjdNagpUQY1LQngCtNRB7DAzoPyqff/75rFmzfv/7\n31utndGexWJ55pln5s6du3Xr1ss5PCYIIVlZWVlZWaWlpadPn+4VO/FLh9oe02YhK+Z2EiXd\nfrr7dDD6OZFl2HjEv+6QbwO74h/eILP0OniGp/Jjo86yVmxrPoFZvSj2dY1juMurs33tOBlQ\npy0pZTZ0DzwEBPrKFndI8+tOMex03eSW1QJPOpotHchM5jKTkCUygZ2ik+XOxkFWclSUaMSt\nFxWUDb+unFR9EmgDuzckA8D44czccLjO2yWGTLhV8c6rHOOiUn0ypW/u8JwyxlSOYN4Ey58e\nTP3dvckvfCf1P29LzGSER6xbg4DEaDs0uWWmJgCFV7d4unQYrmiUtrAdjBU4UR7Szqhp+cIA\nAAAFeGO75xCjd7amRepSjlGQwe2XRZlKEg31RAhBAKaO0qqpltWJVov+jZMwl0QU2em8QeXp\naBCAJEZON3qqfEPFrgYAWe4MsrccZ55YFE8eqsQXw+3WZM+gJ3lK4Y3PvQo95jQn99gtSQBg\nYxz+T5QLv1rdyvK318WJC8KaAz7K2CfVh5m6VqmT0acaUbT2sx870mtPZxurvxiAcECNydcC\n9BtjrEuHfgBdXFw8a9Ys9EezZs0qKirq6SHh+O1vf/vGG29E/iuK4nPPPZecnDxhwoTJkyc7\nnc6HH37Y5cJbaPsm3H658IJy41Eov7YfQGOfk7I6cavmHpOZxAPApBFaUdf4YaZHbnLG6LFj\n50sXVthNtHMxyyV7AXfoZUdY/RDaNgoDCedrxVaPzpd1Ge5huoj5WdS3Gvr1rccCDRgHzqdZ\nRI6slVNymNz4DYfb90VWcis9kY/z/S6qEp5b2/bD11p++XbrukN+g77QKKdflqHZI08cYWa1\nNIQ3f6ErZ/xwF0RFo3hOVRnvaloUAGQKZy6KH+3zfbCXqbdt6cqeF32xtJvYXD65S05A2p+m\ngCiDV1NpXsuzOAqfMi5pRhLfpRSyQZlC49D+uC9OBv6wpu2Ehth/FM7VSLplqNGZph8tT9Tu\nUGdB7QMSRrSk2bihZnQMYeN6t19GDajDUJiOpWE2OlJHZaS4WkRdPMOwmgl6XKxrldTrZ7KD\nC795DCNpDQAhgf51E6NrQQ8abp2EwNxxyuOThlJ7VjKfHrXAok0C2lOgzcv8cALgxLTe1chM\n4jJ7SB6770P/iuTm5p45cwb90enTp3Nzc3t6SDieeeaZt99+O/Lfn/zkJ7/85S/NZvPKlSt/\n8IMfzJgx429/+9tVV10VT072JeJUBdJ1ROWYbgw04BAlXB4/DI5AOMnE6sIZnsY//2DKL1Yk\nKUTg61UcLACgFNTrgigbVQPQ9S5OV5nfhmE859rf0ebXp8UeKQ0Z7B5rxVL+Rn6TRoW5Cmj0\nvZn4zsRzgpWZoGj10PCMnTPOglq8XmgQUZPCy4SyOvGFje5zNaIg0ia3/OkR/9u7DLF17VaC\niriFc/xJDvxChWs7XcrKpDp5APj7NoSioNGDj0IQ6e8/bntnl3fv2eC244Hn1rZtwfqrjIuF\nA4W6qDFk6lW62roovWccThvHIrOGccbYpKptkdDoZ4KK6dtlXHJEjYoWA4DLJ3+4z2c8aKtu\nYja5RvD/LXd2g78RBmtHEEQaYS7xHL6UVDZJAOC0cSizGQCsZqJQQJ83HmE/yjLIMgCA+tgZ\njQUTrejfQdswItyk6QzvkjAa2+Tu8RZQ7lMYiXaiFpVLZ1OtvnNdzHaL7ivaUwBNWkewwIBg\nn5mH7y1z9gNBpR6C/tOyaNGiPXv2/PnPf1b4Dr300ku7du1atGjRZRsbE6dOnXrppZfmzp1b\nUlLy4Ycfvvrqq/v37//HP/5x+vTpZ599Nv7j6R7Q3AnPQWpUEytrV9OYoENT+fDqUMvotm52\ny2i5DW34VZRrwzBxYFfXDVW/TQhoSIWEMT8PfyZ1a68DBiMz9LNcngBde8BQ3hE1hzcimuLy\nMs2TeXblbtY4S2QmUHbVlOfbx9DilVlnv3g6lm8uCCiGsb8oqK3tFQYBGDtEuY8OT+PDJHVW\n/iwkAAUYk9WFaGxYKtfskVF7BVatnIUtxwIVDTHXds1Bn/rL6jYcRyP6sD06y8RMvQMAQI5h\n1UsAaNEjfUVDu+21zSdrF08iSHXi1g8SO+Q00lQA0AMcaNSBHADK6yVt+ooCuqG2yUS6ZHIZ\njX1FQVQ9AwA4DiJ1zuJqER1GmK3b5pdZuYR5EyyKG4QeR2lHgzvPE/yTCCyebP3mfFxNckQ6\n0uQcedym5li0b7pGKKyBoWyhKrePqlU+WKs0ARgR+1FqK29gNF9GkMHIZ4Uxe6xVdz5nZ5hY\n/PIBCf0H5tlnn83NzX3sscfy8/N//OMf/+53v3v00Ufz8/N/9KMfjRkz5plnnonDKBXYt28f\npfSFF15IT0+PvPid73znqquu+uyzz+I/nu4BFVZUpHNY4rIce55XN7eb3SczhHUD2OH8cEmo\nqAr5AWtnVLq4ArJVLJ1qS9QT901kcDwOsmX5Bxiy0/hJBmwXjxsr1ArYNmZkEy9hN3vJQFhW\niP8/e+8ZIEd1pQ2fW6FzT09OmihN0mikkVDOCQUUyJhoE9YY7HcXs/Y6gLG932KbDdhrezFe\nv2vMvhgRTDIoAUZIQijnnMPMaBQmh86h6vtRMz3VXffeutWTNNI8f0A93dXVVbfuPfec5zxP\nVX7P/gcRKMIAUD6iq4uRoqs4kBnoehxhEftiHEIR+YomqI0uuqQewXBEbuqQJpeyBtAcB2W5\n4tE6vAhaq1ui3CwttG0MkoTZoNqMUNDVklsIwcJxNLfREXq76CjqmiL7mRUbgRrgghJFsUGS\nZez2iZJT7L0+HSNI+XtsJYeCrveTT3saQXWYBXvI07Uk9TBbThMSw0qXxeajAdLpabdV+87j\nD6X8zLIcATvrLayyPDTXLhIGhs2MijUCF7VNEUV25tzV2OdRc6rsSslq5KUSPyXjyk0kCSwZ\n4P3YJEsENx1hFm4VZo6mjYGWTv2WgKxEKxhDFPq/NikpaevWrd/85jdPnDjx0ksvPffcc//1\nX/91/PjxJ554YuvWrS6XawDOMg4XL14EgHHjxsW9Pm7cOBLb5BpEVjLm4ms36NiYhLTdV6A0\nNOA3+wAAclxnen1L5JUN+LZ37C4WAAIMyxyLXPSXOJke6M+y7zUIbNQbhwAbvTIFVz1rZ3B2\npEhNI4D/fDSluhgzt/qCPUf2h2TS+jyzoivAoqz6iXlVJAZsnTodx6qMQ01DRNvbfrE50tAe\ncftlCssZIaIijdOKZlT0BKAcgjum2vLT+Q5CLtYbkH//Mau22oWGMNY7XXsjHGbWPLHFhHJj\nc110A0vG/qpPDvif/0v7FTa+vgJ6hMweYra65Rc/7NCypLB91QoGpk0KAWDppLIMLR7JUAyd\nr3Tdka+YbhtAh1dat8/3/zZ61u3zxYkeUu6arNqHkFQsF4yzAHWc1DfHH59El8py8QBQnIXP\n/EwYpbOJrdO43kiSfPB8CADa46Q2NF+glT9iQcUIWtjt19wULPlbQZwZJIVQjkVpjlhdRAug\nTzK4xkyvoO2lrz8w7Zmys7Nffvnl3/zmNzU1NfX19bm5uUVFRaI4aCzV0tJSAKipqRkzZoz6\n9StXrhQVFQ3OORkHtrVLq8bKISQZZNKlOTkAcJP7DP/PH1pkQKkO9Pgix6hsYffpIKmwjjX2\n9GIFf+X4OeXTg747p1vpZa8monL7jUOjwszaWsTJ7JMwCidzFgjKwS47YiIo9UeOA56Dkmzh\noEY0pk4lXffXnUT5z+jrFXkiaDyBBx4zKsxxrnsjs4RsqmGygn2aK6CgviViN9PK/WlObvtJ\n/F5xXIH5kQW2mRXm05dCPI+qCsS8NB6oCa1On3SqPnTTKBMoaaqWSLtXyknhtYyvdXsxmyee\nRyM1mbbDtUypX4FD31oar0BPkTAHtkD2wPkgXbAZi6ZO+UprhHTjDJHFmzqk7ScDC8bG5OGb\nCKweBDC1zLz1eL/328gAHr8cV8eTZPj16s7jRnSKEKDcdOEEJQCSAetRH0VdU+Q//tqzx/hk\nv/97tyfldUthaHWa1UjtJgaQbAHMAkD3soWFdrsytkB8C/fOVo+U6uC+PB6QAbMkjSCnewGg\nwyth1ZCU6kS8nqDm4GcvhUqNa3FSfjUA7DwZjNP3pMiWe/xSWILos2k3cX4jWjAWvXOnP+YI\nwVfn2scwVFOvJ7DuYU+fPr158+aSkpK5c+eWlpb+6U9/GjD9jShOnTr1s5/97N133y0vL8/I\nyIhjj+zevXvt2rWTJ08e4LNKGOdwFlPaKCcj2VgoWZYrKJvU0XnEyUKSQZbl5k7p3//a0dIp\n1TQS5+IZOI4yhx01mtOUZKhp1AkNSSdJ6ZK8/kCvJyhYMoGpxJ6FU1oFgI926YStJHUzAJBl\nWSaEQeoXT5BX9OjaMzJLWDEJT0A0WpLuDaaWmu6ebjN3mw5UjBCfWOLQrZeEwvKGw/hdaZqD\no/BHk+2cNyCTJB23nfI3d0on6kOfH/Z/tMv78vrOgzVBANDGuGo0uyMA0OKW/v2Djp++1f6r\njzq//1rbqi88cXsYLC/FImCaKyh28XMqTdPKzDkp/Og88emVjtGx8j6hcLwstBpWE2LZmby6\nMRFTW39I+tk77djGWQAwyuit1ygwkMx9MpK5B2bbSNW5PnPXAACAF//aEVcwfHuL11D0DAAC\nD58foooDIsinqvu/tsmjztB7A/Jr3SLcMpmoDQDjisSo5AWJ4tXmkQEA6++joCgz/tzsBO5f\nbVMEAD5TPEQ030ZPVTisHPaeFmXxADAySzCrna61bGlrIlUJOpH9oIap8uYWL2mA5aTw6p1t\nZYGx89G1sqJ3XyCA2ZU3VvoZGAPop59+ury8XO2Z8vd///ejR4/+7ne/S6fU9CHy8/MvX778\n4x//+J577pkyZUpjY+Nbb721ceNG5a/PPvvs3LlzOY57+umnB+Z8eg8smUmr+798go39mGMK\nxG8s7qriZ7n4pDgDDs29kiR4e6vXTq7eYptrLCJi5HtRnOcUTK8wY9/i9t4oSuzA1uS3gayQ\nqoYo4DUzNhwO0LuIcklRjgwCjxBAOU7n2KdalEliHTMrzNmqOsZtU6zfWurUvi3MbDLSJ1gy\nwfKzB1yLx1umlZsq80WW8L2uOSIRRqXTyqUlcST9r1a39J8fEu2gZRleWte5erevwyeHItDY\nIf1urXv36dBZalflyYvhsAT/8zd3VJZOlmHTkcDH+2PGCdZW1xOQ4ypdf9rg6bJgwN2EHaeC\nO04FLrdGjl8M/Wp155exmVes+WUU/pCsO7xb3JI3Ibc/AAiE4a878aGhy8ZxnIFwVlscJ82L\nDe1SS6dE/Nl9Wjy71BrZcqzngh+tDX1+hFUnOwoWB5/F44lb9EBIrtWkQmoawgq5GQEk2fBX\nqrrI9OiCHqd0fOYFIC+dB4BDGlHXKLRi2KRBpQx4NyEWpA9FDsH08vgEqtOCpnT7eE+h0sSN\naYZ3o4mqz+2OTe0Hw3JNQ5g0wO6cHhMqsPceKNC17CmibrFkNpuV6wz668arr776m9/8Zvr0\n6c8880z0xY8++mjevHm/+tWvXn311f48vR7U1tZ6PJ5Dhw69++67L7zwwmOPPTZr1ixB6Boi\nH3zwQXp6+urVq8eOHTsw59N7YGsxwWC8mOjUMtxDi3tUR2UJT69wqnWd/vFWR8w7cCP8YnN4\nFrl1gGSv8OgCu24fOoe6ZkY68CRvCVrc0sn6EIs2wpCGDBBgWN4u6Xk6RoEN48IRWevArAZR\nNhVBea4IAC4ch2TX2R6eHbZUYhLQV+fZ414swE3EeB2EfkNju/T8Ox2fHvDvOBl8f4f3uVXt\n2IqQGhtw1rgKjl8MIYBkcg97DTX1Fac+KwO8scV9uIbGqThYE3r29TatqPO24z2fkiRIxTnj\nQGwz/raTwR56Ce7t6uK+JMEbW7xqBvbeszSpC1mG1QR5xCh6eeeP1sXnzmWA/eeDb2/1auvs\nFEzUZED9pDsgw2eH/Iza4TSoDsBxRMeibapGkR4Xuj5FXhpPkVJBCHcZVTvmynxMrIYQPLHY\nrl5B8tJ4m1mjj4FA6V/fcQpfAzGLmMjVakJq22oFPIdGpPEAMCIdH9jkE8yeorhvln1SSc9t\nGJHK//Q+V5RAcvd0G1YJXsFZ46abALD1OO0xj8tPIiCOZ56DcbHar9jNMwlWE1p2E742GAWd\noCKDjBfyuq6hv0f585//XFpaumnTJjXp+ZZbblm0aFF1dfXvf//7xx57rD/PsAdWq3Xs2LHY\nEPm9996rqKjgSDvcaxKNON1lsxjP4oifVpQlAfcUVWicU3QlWgGA56GY7A9MEoi42k7vgAcA\nuGsaodFDhXaCrpk7IP/gtS536wkjTY8usGOE864LtLqZKO4hSZYkYgonijaPJMkIu8G62h4m\nppnJ9UcE8MBcGwBgDfBkGT4/7F841gIApbnifo0rss2MtMndNCeX6uDiugbLqc00fY5VX3jU\njar+kPzq557n7ye2RG85FthFlhpQWARj84WNOOG5BODx61vHYSmJDR1SICxvPOzfcjzQ3C5j\nn9K8NF4d1nyw3Rh9IhSWLzSEqwpEAJAkeG2zzsf3nwuunExbm5PtnCggpngUFxB7/fFv+f16\nt9bkVfeYZy+F1aWSDq+EtZFSQPGzMADU89/v3Z50/kr4LzgieLRVt7YxbFQFnBE5VJqNSUBZ\nLj7uq1PtnNi9VJVkC19qGOGyDBebI2r/EZFHd0yzrYobMDK8vtlbXWQibVfsFvwOi+e0E50c\nkWSOR3dMtR+r07iqyfpbNZOAnlhsd8+xNXZEMpL4uPyRzYx+cGfSj17v6PRj7gKrsmEsGvUe\n8xa3FCUjiQIalSVgRXhSNKSs8hFiko1jacc3C+jZu5IyCPS/KHSX4PqWcMWIYQ50LPbv379g\nwQJty6AgCPPmzRt4JjQWlZWVQyt6BoBjuIqVlvPwaZzrAWEMcwhu1pghm/HGTzHIdAk/eauV\n9FeSPP6Jev3dNktN3mnleNzUrSbV7T8XfHNLv+RdrgUkWQnuArEQef3oWQb47doOicDV+L+f\neChJ1hYP/k/Zybyitksq8H28r2t8mrGyo7hzlmUM1z8P583bT5BkjOz0ldaItoU3CrrQhKJ3\nft8sO70lCAu80TqCDsOFegAAWZaf+XP7e9t9DW0SaY/71Xk9pd6PdvravInnjepbIjHsC9yR\nWMSYs/UW7y7gnpRQRA6EZFmGL44Fnn+n49t/bDUQPauO+dY2r7r6tx5nNxPFiFTeoWezyo6K\nPKEkWyAyHLqj2z99zrzVoV/y+LATdJvNtArN7V5Z6n5canEGqIDzOvDgFIGCYbmmMewiuG5h\nW0TCEfAG4w8VkaDDKwOhCmcSkVmTtMbCYUHFmYK2+ioD/M/fPNjoGQBKcxJJAbj0skxxVK7l\nE/FMG236zGpCKwhvjkN2CsfSqFBPsGaLImEd8aEL/R+cnZ1dW1uL/VNNTU1OTk5fn9INAZkw\nZ2nTsRRLUjVMBHtS3Smj0yu1dBCnW+2+VkE9g3DERkLHlRo8B3aT/iDcc4aoEzLUwXMgMkw7\n2Tg5lDhsPhKoayJepnAE/vgZXqzwUkvki6P4mGPOmK7i6QhCgNvu7TLxxTYhtXtkbc6soT2i\n5ZMcJjMg+wOEEU98WCgd6NnJvGKcyXHwwleTs3HylBbCIOcA5o/FLHJWE4okyhCgbAMU2Lq5\nvdtOBFYbNwY3i6gosytWiBfoxV0/Ur9XFDKbCDfl45dbI2v2+P68yVPbGGb07NTCH5SjlJhO\nn7RR6bojHOyOqTZT35VMFJOddELBUGFbhyNwmf0q0Wd9FP9PempWlqFRY8sVishRP53zOKlE\nABipcR0idXwCQAGhrwbLAxR4zJRoMyOFyH4Ap5pflEnVIWLAp/v9JGIVQhjXQBa0uXWcaOMJ\nfoRbNQoXvu88HTupEr6oqoBJAjyVbIIIABku/sZx8I6CyYnw008//fDDD+Ne//jjjz/++OMZ\nM2b0z4ld57hKIKRqidEWlvAKwB+UsXMTyQk2ii61SNyjZSFv2bG+33FgCf0lCToZVIpDEdnN\n8LahiGMXQyw60CxmK9sIJMIoGtslbB/66cthkkfAtpNBJc9E8kCR5a4UY1GmYNbM4ZIk7z8X\nv+Rg3eboGkl9i9OXQmFNeJqbylN8fygb0UXje2rMCEDANSSSJKKeWOqYVoZpXV8x2UrhD/QS\na/Z01XNI5u1qcFxMfZ/n4KG5PcRWlroBKbMYxdnLZM16NpgFWLvX13v5iy3dPIS/HfR3xS24\nc093cu6AHMNB6t1XK99F6lI4cC6osEv7L79HD80RAi3hGFRGuT6c5DBCmOUM600rcOD2y1id\nR46DWwn8nzumxr9++9SuBxjbgJuX1qvrJ0m050VXAw4Lb0A+eCFE3+0ci3WY+tt+/DlgnWMa\no4wy8mAGvebIKNKpZSJf8EbsItQfUi+88EJ+fv7tt9++aNGin//856+88sq//du/3XrrrcuW\nLUtLS3vhhRcG4CxvHJRpePrFWay7us9wQkUpelWVBuUZw439kWRuNIv4iizraPSAKn9Jh9PK\nuQw6GA8VnCKJs8ZeFq2fnBaNDCYUFLWyHqgGQ11TRMkOkjLESTZOaX7adSYUwP2UFk24PCIV\nkwpi6TeN4tSl8Ac7fR/s9BGvHhkywJ82xMu9CTw8uiC+2TGKQEimlC/VxmYN7ZGGDkw7PnZz\nm5Us3DTSlJ/Ox4UIE4pNC8dZvAZ9EPDAHWPnqWCLWzp3NazboWsS0cPz7P98n+uRBfbKPHFU\njrB4vKVSJT2Z6uAoxHoFuiWmQ3W9dXFfu9cfkfpA/uJCdyb1zGXazHX7NFu8Y2Lvvrq+KQLk\nPaQMcLQuKPCQYpwgxAhd0w0Bl72N9pJiiRnYUszYAsyakpPCHyCwbpKsXCGh829skUldFkOo\npxG5xY25fXQhfF00tEeC5KKQIb/6KGoawxG9vePu08Hoc+oNyEcJDwvWSbSnvYb603XZz9Fj\nlOK0mBS4/ZKfYDN+HUO/CpWamrp58+bnnntu1apVn332WfT15cuXv/jii9nZ2f15etctspJ5\nbKuXtms+P13YReVfRnERR0RLturVT2V8aw4AmEXi85CbJpzU0yLlOaTr18XYi6NNNlw3IOZ+\nYu/IldZIICTTCTkmhjkce8Hp7L0Wt5Sfzmua57swKosHAH9IXrUJzw9J12hTOK1oYbXlM5Wo\nhcDBSoI+tBZvbvF+3s0OWrfXt2Cs5f7ZBqQeG9sjWtdDnoMoLUGL2gbaMhddrSMSvPyxOxiS\nGcOpxo7w1bZIVjK/crJ1TIF4qCYUjsilOWJ1kSgDgLoZ1IiaRAwInzpZH6YU06OYVibOqDBv\nPxl4fbNH2QyfvRzedCTw1HJnSfeYyXTx9KdYd2u09zSV68Xw27FTXwIXLRoROsjcUY4DhxkF\ng30Zyyqq3pR0vhJbO6xcI9F5qlew6jH9sETkbccDt06xBkJ4+YVbJ2OeSmzrvDsgY0NeAGjz\nSBebw9gY+rODfrV0tyzD21u81YVisp1r6sScj24xlg6XnUOImDm62iGFIjLJJJwExnjzYnNE\naa44dSnU9THN92BJzHYz5/bprLAIIfbTJlE64YZyPlOBaRYoKCh47bXXrly58uWXXyphdF1d\n3Zo1ayoqKvr7/K5X4IWBAKwawsbkEqbyCgBgc7T0skv32eBfPnmRmBlaShYNjcLCcOKkBDnP\nQV4677RyxVnCNxY7rmOFdkadPpaplmMIoLGl2BiFfM03Keu6tklFwf7zIU9APn0Jzz1FCOZX\nYe7dPdNt986ypSdxJgFlJfOP3uygxK9q7DsX/DyWW//5Yb9RX4l4yBAIxctHsiN6Seuawloz\nDgokCfZ3GyWMzBJun2K9e7qtukiEridSdT59vTohhGkL08Ltg52ng3/a4FGXknxB+ZUNPZul\n4/U6F9+vafZSQwZo0vBrY89V9zTBZkEYFTbjFy3q9FGlER6OQpLglQ2eqqK+VxuYUmpCeAUd\nUBoWTWx0vgSgO3XYcNfjzJUQANQS+mGcuPY47IRvtyCKSYd2u6vgpGbghSLy2Svhs1fCQVwq\nVOidXKLVhMaRR0WbW6ppMMzjL9KT1VOQ0k2COndFAsAMbFFAWP4xqXFFDUNXxU2uVOSnC9jF\n5fqGgQcyIyNj5syZDzzwwMKFC/Py8vrvnG5kaN2Y0pwcY+lp4ijMnG7qxZj2kVfGqgJRt+7D\n8mRmJfPY3nNJgotNkU6f1OmVKNKbQx1tHqkn5KLGMyZBv4W83dNdsiMfqhxn/fih2qcw9kvG\n5ItK8qM8VyTJhXx20E9a5HJTeNJpH64JNXVIwbB8tS3yymdutVsECa1u6Y+fYYQIWDRhosC0\naiEAqvNzQSYtRROVRyVdBAooWnXYonlfobpQLMvRDwFTHNwHOzACOE0dkrLxi0gQ0Nu8UBpb\nASAQlHufU/UF5UDvVZkBRnbz5UgNbQo6fZImXTMSAAAgAElEQVTbJ5F89RJAbioPAByHZELW\nXNHAifSb2RCWxBzzBtxdvtgoAUATISn+1x0Ytq7iFBiHTq9MafXJI/hvYy+GNyiv2YsvaGjd\nN43idmohlGT8TgELq8Rl46KWKEdq8bXoqeV4hbkshq4+p4HqHV7eRMGKiddtlZiC65NXeu3D\nE8B7OGId0fIzYpc63AfTnBx2f1yWkLZO1/fIMiUmyNfb3bJYEzV3RCTcN0R/YlOn9LN32gey\nw2wgcfZKuEdrjHq1dG2i/CE5FOk+CPlQ2KrCjlPEGnp5d3Qo8AAIv8oerQuRqs9jcJRHANhw\n2H9MJSwtSfDmFi/9LgfD8i/e68CqBRvyQ33zC7wWGEXjzywikpREXroQpT8moMQX7akKReSt\nJwLvbfd+ftivEAny+m3faDNzoohKcoQReroBYwtFUoXkansEuorJOhf/Ugt1e9MXUehVBvY/\nC9x+WbGCHaHXcCbLcnyHXC+C22llJgC4RObZN3ZIgZB89kqvlWoIJ6nbKuPTCNIBgC8kA9mM\nugU3crCdgu1e6VQ9kaZ4QWOCqAC7nTh5MXz6Ev4q6dJUdKF2tNHi/e2eD3f5AkZ4wCwOkUil\nkeLF3QUASCbk7ynxbg+M9P6RInKE0Lh+qMlc+xgOoAcHf96IWcU5DpJxE1lGUuyLuFrlUysw\n9sgAUD5C7MmmGJ/isZOggit6ixZL5pil+z4Ugb8yyAUMRbiZHYx1txBmEbEw2bCrkZ+8LkT9\njSWZyP9zWhGJ55qWhJ9hThDKr8TzANhxKkii7WpbbynYdx6/vm4/Qes0CKllFFXX4eZxPQSV\nTBdvVAl1aqkJANq90k/fav/fzz0f7/e/ucX7o1Vt56+G5+KoL30Cb0DaeyYoAzQSiKcKrCZU\nmSeS5AU2HvJvPhp4e4tbdwS3eWhvsYgI9TqV2wemgAAAcKEh/OkBHwCIPMLq0yuwmlBumhAf\nQCf6IzgOqotNQNXya2iX9p0LGdknEkA4SV2iIPYeKSygTsIkxuPmI5JbCpa1rEBL1VAQxM0W\np6+ESCFsBYOQER0nqS3LrR55zR7fyx+72W8TtrwThzaPFDWxInEkLhJYNLkMW3pDw3bCSPw4\ncVrxub/rHjfkj74GcATn6yYSioLYBls1ZAAHwQY2FJFbo8sk6n43G1B3bREL3YrYFKwJeSyy\nXDyLvMZBjRTa9YEtGvsuElrcUgPV5a7DyyQFpmUqS2T5AocFje6mfHAIUgnRcHOHVEvg/91U\njB8D2LKDn6rgixXgAwCeQ1WEPDcWWMUAoFZg65ojMUQF1eVSU7fPN4SNsjiUfOdbW7xqnV1v\nQH5lg2dGuXkUWQanl6hrCjd3SPEhSOzlz0sTECKGHQcuhF7f7NlEkA9XIxSR28mKlmeuhFkK\nCANGr9x2PAAAbr9MYpYgBI8ttAscMOkH4T4eh8Xju7rbKJ4aCMkbjyTkrKMHDsGCsZZFGhOu\nOGC7KpXms4M40WXASbICQFGW4ZCD5AAQwgXKHQRXoDQn1/sIjzKMozhWF2JvydhK3bRH8eWx\nAABsPxmsJ9DMOAJdcnyRSfdXJ+n7BfeAJPSZfeMpQCsYUPvcaxDt7e0/+clP/H7a3LRz584+\n/17sLpmkhprJMDprm8JYOfTzVyPxGQLm52XBOAt2ElQwucR0DLcNUGASYXqFfgoNIXh0gf2l\n9e4wtZjlC8qynKBX6jWL2sZwDcGAAP/+pghlJLz1JVMEHQpDXLc4ZU14colD3dxz2yQr1gut\nviXy9la8BIdIIPmV5AhHauMHzycHfNPKzSTllkuE/jxdpZc4yASrc0rP6+/XdeL/gCBHxYKo\nw/E7KXBYOEVQ+UR9KK6z/mpb5NOD/hpC8ZoIZt0JhKCxQ3Pw2M/OLDcDQGmOeEDj0G4UFBek\ndXuYTEaTbMjfLuv/wITlSrrR6pEB4J2txKfpR/c4C9MT39jMHm3efz6kmN0gBDMrTHdN62Kh\nUmRDy3LET/ezbrYZkZvK3zfLlpPCs5CDb662vqOxGZdkOFEfOkcoHOWkYKKLwnQBwNgPIUmn\nYe8PaR2x9k6Co+sbtcfGjbe6pgiLbL8vKDM2Lh+9GAKAd7YRfShJSn8coj16CrDK3CSQsl0O\n2w0aQN/oGehQKNTc3NxKBT28ThC4YDAiwZfHMd/F4hFK8oKidCnRke7k7plB6y+YNdp8y03E\naSkYglq26HBMgZibwtPz4ggR6LdDGdh+GgpIRDcFJ5jTHnHLgMDhq28WEZXE9plh+UUKLjbh\n7w9JlQLr4nalTdp1Br+4XmgIn7qMH06BkPwpwVxAi1BElghDjdJuS6wvy3BZZX5hVKpc6c6U\nlfhS8+XvbPXSd5W9gTsgv/WlzkUbmSMAed9iCBRiaAuV4BFFVzJeNwqivsEkwIKxFnrEoOSV\ntRSjKDq6w5h47RqG31GcKSybaJkwUsx0cVnJ/JKbrPfP7lEft4h43c80J1eSIyRm1UGByKPR\neSJja92Mckw2JBiW954lTvLZyZiboSs4HYeR2cJ0nNMQAJhwjXOkzvVgov6UOgfHfZ2L7ZLu\nwNHBsfAH5YvNEaxWoILRI/BD+iq1aKlgbJGBANok4PlWLiOdiNcTbvQMdHp6+uuvv05/z/e/\n//3/+I//6MMvDYSIfNKdp0KzRsdXy1jmuD2nQysnYV6ncDDoaHXrlyjvnGZr8cg7CRNBS6c0\nikEl3B+S65rD9JUvN5XvnQbRtQijXeFOchJFBojIuPyc9hUU3/p94mIIm6Xwh+R954JqcmSY\nnMyIEMZKMsGFbscpfO3yzOUwdqk+SdXZ+OSgf/EEph7wyy0RIAift5PZFxTFtz1ngiOmdH11\naY7gsnEsdV4FSgsRwrUOE9TM9MD8jBw6H+rQczr87JDvq3PtwV6aBAIAgNsnQwr+T6Oy+fqm\nCP3MbxppWj7JsudMgMWzk4LxI833z7ZFJPj2K22BEP7nJ1kRAATJX/Tyx53P3uXKT+cnFJt6\nkq96V17g4cE59gnFpp+/2x7Vcv54r6+2Ifz0Cmc0KCnKFM5oNopuv3T+athpQc34Mk88RmUL\ntY1h3WtlKLeCbz9AtMbH8Ti+rCtu16F33eaOMZMKjwVp/AVN469ZRFg9zT5ZP3RNTwDAbu6h\nvVEgyfC+VqWEfEG8fpnj8Mw3AGh1S8VZmNdZtvSj81h1cgGgrimMnelnV+rL2l6XuNEz0IMC\nk0hsm2nCTWosUsGkTg6MaBcbZGAi+VUS9r7AHLtLkn6wsHDsdagDPSpbEIwI758i99ghIEy+\n2ldk6IiN8N7WVGajiKMdF2YYU1ZDhEYiALjcih/S2HcfqQ1twVVmotAV4YqiKzmE+xpsT5IC\nCo9QHVjYzOibSx0YQWICFFmAcAT8mvPvg6CVeghskBGHL44GGtojfSIGQpkKqovM9ChqVJbw\n5FJHlov/+iJHL0lcSg2H58BOZqYlO7qMgUhvCEfgr7u8ALBkvAFagEXkZo02bzkeiHNCOVYX\nOqoiwk3A9QwEQvA/f/PUMJcC7p9te2gu0VYzCo9fZt8cYdcCHqmuZOzfnVYO20RelivyauN7\nPZSSaS23TLRqJVBJkiCt1H5ZRrBUhBaPt7CErQ3tEcwYI1+QvHS+h2es+Rzp+bKZdcRPBR5s\neAU8PLCiAg4r0pXkul4xHEAPAijJXeyTkKNnlgvdSvtakPasuijMEFhUKivzRQEXQk8oNrGo\nuAOAzYwcenaJCTg2X/uwmlCaEW9eunVcWGKdB+MSyVcJsSxoEhhJVpRJET7TDGkZQJtOU0Da\nOIzWcAe3nQz8Zk0nXafMZma9jA4LORNF+MPZK2ESkxsAxhfHnPCobGFmJWtGJ93JAUBEkvtl\ncFOHg8jWk1fXFJmtKYglgH9+u+35v7S/ucXbqUl7v7ddh0nitHaFzTeNNP38ARelK0MX0Uo3\nJTXgD8hNHVKEektqGyMAgBCYRV0Rvy44rAgAanGkdjV1Pi9DwN64xg5SjSceCMGIVGFUtsCy\n2WAPoNNx3Rc8Bz2GMrFf5yBsLhwWlKlx2yXBYUUUt4F0J/fowvg9FUkYLtAXz5jdor+ird/v\nZ1GyS7IaSIlzHNjMyBydV2I/Oa5QxNoQKqDrApUYbFPO0cYnMlQSPLZuBAwH0IMAhwU/uSGA\nW3CVaJsZkdpso1gxCb/OOa3IUJoziofm6ecwACDZzj252CmqYmieg3ljzH93M9PHFeien7bh\n7FqD2y9vORZYs8e3/3yQvTuf1ACHHR8TimiRGeNayKMYLnUoIpPqkgjB2ML4mfGp5Q7ioXHn\nTLJ+sBO2THEJJ0mGN6KyzeQfqIjBsaC5g5hECobkrRqd11VfeP71/Q6SPAhCUK25KVozURJS\nk3gAMIsIDbgP7ph8oUpzc7VIsnGnCVsgQ2jzyLVNkc8P+3/+bodXlW6XARradY6fpqqhZbj4\nh+eRRyAVAofGdP/kArIDXFNH5JnX2+g2jVFPu1CE1bZd4TJh/fbUMgi/X9ep64VER0E6L/CQ\nlczr+jNzHJtOMABAfNlKQShMdAMwkweXl7mHcFS2Dhdi9S4f42TbBwqAAMsm6G8m/UH54AX9\n1arFLbE/9ErBuo5QgqgmKB0poGegp5Ub4G8AQE4KPzHW643jYP7YG5S/AcMc6EGBSUCpDtSs\nUVAtzuJLCP2C1YXi/vM0yZtqsoy5y4aaySqbWAg8KtBz7lB/9X8+mnLgQqihXSrLFcpyjRX6\nwxJ0EpTFovBQ3YAHEt6AvG6f72R9WOBhbIG4aLxF5NHxi6HfrXNHvdCKM4Xv3OZkEd4i5SoK\n0oU4BQaBQ5jdvwoWAXkYKowRGZ5+tfXOqbZ5VWYAOHuFJP0CSVZOK/qR4eI5DknMmauRpCWQ\ncIDPDvnumt7TkPLGF54e/Tjy5dQG+iSkOmnX8H8/97R7pGXdlloHzgc3HaGt9gurMcwi2qof\npdnIAAiirfqob9Z3AxiRyme6+CM1tJU+PYkryuBf2UDs/U8AzZ3Sun2++VWWrgZKifDLVXyk\nJeNjluexhQmuWelJPUmIihHiIYL4GoX9HEW0m9YiIsauuCmlZgC4aaRpw6EYMpIitq38f21j\nuKesT5k8qNTh5ZOsANDulboUHshvxqpkkJCRxAscipssZIDVu/EEMNLB/SFZl3wfBcU6GwCa\nO3WUPeMgSYB1vWXHrErzmr0+XanKI7WhKXpb+p2nAuzPfCQi7zgdCBN2miRdTgWlOcIFcje/\nIdsXBSNS+b1ne8aVJMMXRwMlelud6xXDGejBwUKc7qbFRLwds8fQSMA8R91oGk9v6W7942AW\nUXmukJ/Gnb8a3nwknudHh8Dp6/SRTKQHGMGw/K/vd3yy33+hIXzmcviDnb6X1rmvtEm/Wd2p\ndhI+3xD+AGdjq0UnQbXUq9kwhCWZpGihID9dR8kkCl9AXvWFZ/+5IJBteIGgHoUATMxsN55H\n2TjKh0xWVFWXs9s80hdHmbJVm46xyoSv2aNzXz7a7YsGMcfqaMlRBHDrJEzzeSqFloN6/ifT\nxZd1X2E7MwWlr/Dl8UA7lRGU6eKfXOIQBdTQ3sd710/2+3/457Z/+t+2Q+eD/7vRjeeYdV8o\nrcia/t6N8IZo3CMDrNvLpJ1HQtR0bRFDShIAEMDUEjMAlOUK98+2RalxSTbu8UWOqAvgIYbM\nZdfhCChI58cWmEBNBSa/OepbzgKeg5xUzCg9WouflEhFoeZOA02p5QQBu66vJouoaoGM8FWI\nB0Hw6AL9yiqLOB1l4sViHcGfHAA6yOocALBkAo2pb1Q4CAC2nwoAxIyrnacCjHp81x9u0H3D\noKMVZ+BFsf3rpLb20628wsYH9zcWGSBgnL0Sfm2T55LKRkvg4aG59pkMOtAKlk20vEpNdIn9\n2aIQDMv7z4WaOyNZyfz4Ypry/JZjgcuxUvbH6kK/XdupzfweYxCVC4TkAO7W2MycF9cSuu9c\nsCCDqDVhMxsjAmw5Hpgw0hRvcqnConH44CDIrK1WRtiGyRKQcthqof7aJtZv2nc2EAjZ6MVK\nBRsO6UTkEQnqmyPKBhLPp+xOvcgA727zflXDdGrqYMqKzawwRzOiowuEXQRZkr6BJg3Z7pGv\nKAJ8mj/NG2OeWmYuyhKU+j6mcSruI3H/ZBMQafdKLzF4tl1ujbyxxfPgnJ6LHAjpfQNJyCwi\nh8KyKKCWTondAVQLgYfq7orH2ALTXxm2yjLA/gtBJaZcMNYyucRc0xgWeCjOFNSDlsRrYj0x\nDj21wqmwwlKdHM9DhDoSy8n931hgM6BYUUiEYAzB2yjLxSPmgsvltkgWuekii0yP1iInlTcq\nGI9FSY6Y6eLpmW8WZWWWviY1SKkW0PMYctk4hwWRNAaMduXKMkbSQJKhpVOi8LCvYwxnoAcH\n2GZhihKtM9G51RuQPQZXC4uIsFw9LNo80kvrOi/FmtCGI7Bqs5dFPERBfppAL671mx4uXGmL\n/PiN9j9+5v5gp++/P3H/f2+3a5OjnoD87nbvL97rWL8PkwZoxE2mWJesOJA6I++fbcXOayTD\nAgWG3PgAQKkSUPpEsTzRSy1h9rZUUi6W44iZjzGqJsKtVOUNNWQZNh7Wz1UHQrKfIF6mRjSI\nx/OpVBds28mAVtqPcWlUmxBRds6GIeP+qbnJ4YjcZf+r+dPofLEkR4iyYzERkkYYkXYClDNl\ne+emI4GrKrHtgxeoAiLkvyG5q33WYUmcc241oUfmO6Kt3sTiuOY01O2DTiuqKhArRohxW75K\nBvkzCkxiz2OFAMboyZOdvWJMmIJdn1GWoZXAcxB4Im1aixSq0GcwbGCwff3mBKnzcRB4eHKJ\nI9lO+wkjUvWH1zgy5RL/veQrMXGkzqGyyDMShd2BBUIQX1SUQeDxPaY3AoYD6MGBDxdgVeYT\nJ9BR2QJlA00JgzYc9lPke7Eg8bCx2Hs2iE3nhCLyqUusJbb3dnjpYVk+MyHbKF7d4FFz2i63\nRt74Iqa86w/Jv3i345P9/vNXw+xLSKdfJzzwh+Q/bcDLurp9sgsnn+wmc91kGRoM1gSVOC/J\nxmEXIasZ7+mw54yBsiklJTxhFH7Sj2ZKDl4I7jvb/V0My2QtWY+WeD64w+an8xndi8H0crPa\nqVuLcATaNIFCpoufoLekAUCd6oQbqBojGFAuCD26VR3gQiP+S+NczVKMF3n7HIrqhYKT9FmF\nHLrkpvFWEwIAs4gS0+b7h+XOF76aPLVMFZiSboTmNOwElSQ1spL5ZRMT78eK46FOKtUZhIZ8\nLmUAQyLcV8nMn28tdbIcwW7mRlBTuewdnLmpfB+uIPnp/KJxtOKqbseRJMH//dRYawFl6RH0\neo4oo70FVwmnY9lNsVVQBIvHW9m7Ua8z3Ki/e7DRgDO1H5lFnC9sZkQpZlnJ0k41DQb1LxEs\nYSP2KaDQnSnCunHQdbReMp7JJsMofEH5vEaK/2hdSB38bjwcMNSqoiAYljcepiVQaxojpDry\nqcvh3FRs7pN4lz854P94H7WUHPtVHAeLqy0A0NiB97AgzQtZRiKPCnKNeD/BwCza2vXKBo+a\nMawLBxuNGKnfpTksQvD1xY7oy0drQ1jdsSjMIsJm2R/TqGtp4Q/K0WHGXvDpPlFjb8cCq76C\nUPwvmlmpR8Tqf/ajQ0XsIbVS0SEK6KsqaeTHFtqNGmukOvhxhWKcgDR7czMlOaLGHVNtMyuM\nCSMo4Dm4d1YMI5+ioKzAUFXzy2MBkkIcFpS3piVxLLYmoqAjEkKhn8VhHHOTMSOKqPRxXS7Z\nkdpgIxvRKwrS9eR5yNCzepiKs6ZSkMBEMrXM9NhCe3YKjxCkOri7pttum9wvq/OQwHAAPTho\nx3Ui0y0YKEyMAvJOXU0qZYHDxFWMMDDdUArW7J2I9KncakZxart9hSDOVikQkt/c4o2uFoby\nNGp8eYxGKjhA1lSpbQyX4LZSWPtrBR/relnHjoLcZEGpM5BOkqRtJzCHSykODmtFBgDBsNzq\nxa8fytrT6ZPYvVEUMGaYrNRHTJZhza6eK/n2Vi+98WjxeLystEVEVr1FVFLRi0lOvN2nRT9S\nL96s/bQsfxI7lqaWmnW0C0g/tI8Ca5eNK1Y9DhVskWgUCGDpBMvz97vU01F+ujCJUfqw+1fk\npWGuQi1besIsoiKycF4cVk5OxBZ5TL4Y14qdnsRR/GIAgKVOEsUxIx17AOAhS23IMrEFAqDn\ngrd7JC91EmBUEeE5mDumj3XWRmWLlB2y7qbqKLk7WTC4savKpzXtKChM50lkGFtCF2Z6ufn5\n+11/eDL1376WvHSCpZfaJkMaQ/int7S0XL58WUrYKWRQgWXc09mTlEbXeWOIiwHW2oqCrBRj\nQ2JyicmCszJaVG3JY+e6UTNwU0oSScmwwGXjsBnEjUf872ztCiNIjgC6uNxGc35tIme1/UEZ\nyz/GOnsBgCzTNleEcwsr9t0k+xWeMCk2dFC/SPXH4ixirBqOEKOrhWPNygaG9i04fHJAhzAd\nisgf7/djqVNq7D4bVOibvqDc0EYLjxaOs6yYREy96Le3q9pxLNr0ufo0DQ3AXien4/osSeL0\nA3AmCspHCOo2qellZspOUouyXOGu6TatY1GAsWmz+5uxrQ7YJmAtOAT0WFCNNKeu6D8G5bis\nx3LC+OQQLKq2zCAnJrXwG+xEp3hPIhSrfx93YNTzMl3bQeCZ1JkQghSqmUgCkGTa/vCdrR7t\nHz0B+Z1t3hfe6/jNms7LuPqzglljTFYjmjxYfe44iAJaNB4fKZfnJp6Z6qUt6PWBIRZAHzly\n5OGHHy4pKbFarWlpabm5uWazOT8//6GHHtq6detgn50BLNEM6CmlJvpzTiJ4mARUQbYCGlck\nVmrc3Shgl9RV0OKWtDYTN40UvzLTQB6lM0CcBdKd/D0zEknJMGIiYYPx5fGAEmKON7gDiSIc\ngfPktj9KOdQkopHZQmksE53nYF4VZhL0BeWmTok0l5Fej0igTOKkLBRp/dPZTqj+eKqemLKy\nmZGDkPnYejL81P+07j5jWJLialtk31nipyQZfr26873tXv3GNRlqm8IAYBYQxYAQAO6ZYaME\nOj69gEPgejpv6ls042TwFietrOxtU626Wa7+Q3us/oBZRKONOJ89ugDfPWa0NNeGk0EYRSbd\nqeELyp8eZO2I7fCyy6x3oShTWIAzs1hYbcG6aD213GlofgYAbE2MhFHZAl20vlLd8Uy4D1YT\nSqY2EVI+q0Y4AlfIAWtiaMEIL/UgEIKTsSpMLZ3SD15r/fSA/9zV8JHa0HGyRhMP6F/uc7Hv\noBrYqCBYnWYOwU2EIuEwGDGUAuh/+Id/GDdu3Guvveb1equrq5ctW7Zs2bJJkyYBwKpVq2bN\nmnXnnXeGQte6ZZ2C0Xnit25x5KbwCIHdjBZVW76m5/x37yybVZPr5RA8ssBOr6F8e4WTff3b\ndMQY1w3bxuszGP90kDV6mjojusnF3qCO0HwWishKJrKqQLw90QDiPz7sIC2c+WTWjcADh+Dx\nRU5141FEgg92xlymuqbIv77f8dQfW599vY0UF5IM3gFAUTsmBcpLCc1Mlfnx0gEkuP0yJev2\n1fn4RqKdp/Q8dcg4EltlPn81/Plh/85TwU6fvPdMkN0NXlFl5jgYW0ALGig9nQCgWxibXWmO\nUjy5gfZRoUHb7ob0pLISB8Pv1vIQsC22WHAI0ghM2R5WGNu1x/aZ3FxtyUxmmhp02zyiqG0y\nEO2NyhLum2X7wR1J2JZfDiAJt08oyDDcUXdztYVRBg4heGq5k36HHl3g0L2F8/R4FxEJugwj\n9e4g45TFDl1x9He2+wCgviXy6ueen7/b8dwb7QFtYII7bacVISRLMusJOxmaUwEgL53Xat1y\nCF1LE8+QxJDRgX755ZdfeumlJUuWvPDCCxMmTIj769GjR59//vm33377xRdffOaZZwblDI1i\nQrFpQrEpHCH6OcchO5l//gHXhkP+msawxw9mEXJS+DmVZootrQIO6S/nUbR5pIvNkWKq+IAa\n2JSk3SDtwW5B7eSi/Zo9vkklptx+kJmUAU4TksQi39NNtXyidXq5+advtvsN+jZFJHhnqzfJ\ngqapqqUywPq9vs/IGSmlLnnwQjAuF3i4JnS4JqQ0xLj98m/XdrZRvTAAAJHXloPngiXZwtq9\nePJ0GUGJJc3JPbrA/t+f4PVD1HBYOBuZglmRKwg8wmgM9wKt3VdDluGPn7l3ne7axllEmkCk\nFpuPBnJTeZsZzamy7D2H35BzHNhwzKUoLCLqoH7LpFE9QyIjmQfQ3/lbTchHMhXvu16+maMx\nSSl/Ao0AGoVpDBhui7b/ITtZAGDao0syutIqZeNoadVFplmjTV8eZ93rT8MRHswi+ulXXN/9\n31a/3mHYp0R2zpgowLducdA7UMcXmz6P7WYelS0kIIpqFlFBunjuqv4olWX9Fc2uiNZTh2yZ\nnkw1z4FJRIGgvhaH2y+lM3ccsgDDwIwd7bWN4cM1oZfWd9JWXtxp56YJ204E2J9mRnZKOAKy\nJlgOS3KHT0rAS2UYUQyZa7dq1ary8vI1a9Zoo2cAGDNmzJtvvjlr1qx169YN/Ln1BobU3V02\n7s5ptn9cmfTcPUnfuz3pobl23egZAKh8LQwM2XuW5IjaGd8o7YHOxpNlOG6whYURV1ojJK8B\nXgB1HS3VwWUa0e1X462tMZuDzw76P9jpo9iRKOs9tnkxmsfafy6oGz0DVd7h04OBTp9EMjQO\nkQMmxq7KMqqL2KGaUN9Gz6CSSv38sD8aPQOAPxRb4tD72h2nAn/a4AGAdLKnYE4yTyd4TCnT\noRnkqjoE1ME0BXdMJZJGHAYJCSRMKBZX4uwV2e0ne5DYGanuDkJwc7VlumZyKMpkPxt5LVmd\n5uH5DjOz/VA6IVIxCeixBfq6bOxTYl6akMoWFSXbOV39lrumW9WeJrmp/N8lqoicopNW7sGm\nIzo1Q49fG87Fg8Xx22WlpAh6kIBhNXrK/PgAACAASURBVB1dUw21UeGtLz0J9GdJEfmsRhiK\nAsafZjUhbaBsMxswfBgGFkPm8h05cmTatGmCQFyVEUJz5sw5fPjwQJ7VkIAxY20eCtIN1CUc\nFvT1RY4ooRAhWFRtIfm4kkDRO1NgNPXLCIrGnz8gn77cM5FdaYsYKq2q4fHL0WA3IsFfd1E7\n5BDcXG0BxVlQg2gei0VZz2JCmHak7gspyfKPV3VgA2WEwEK+gUdqmeZ3esRA789LDGL3jz1S\nm6BUcBQHLwRb3FKGiyi3pVsEXzbBSiFWWU1Ive3Mz+BZOELTyk1Y/wWbGZGYvqzoHhXfXIqn\ne/XcTb0HkUWhjAYE6U7uG4scX7/Z8fz9rntxVN2SbJG98Z8+0lJ1Wbbd0Opd9vwJt6WMXgUO\nwdIJlkmjWKdEgYdHFjKRVHD05niYBPT0CueP7k56dKH9u7c5f/oVF7v6WxySmTdpbZgmuhiE\nGVje8YYdOCyZYGV5nPONrGgs2HUm3s5aCx2aB+ECZKfyhtJd7P2R2j7Cm6sTbZAfRjeGDIWj\nqqpq586dkUiE54nP1fbt26uqqgbyrIYEDFl53z3dRqm8YzEmX/z5g8mnLoX9Qbkok6foVZOg\n61lIUcjuDeh5uwsNYaWTr8Ud+dm7uII8S5EagEMQJa+v2+cLUqO7onRekRG80IhZ+B3dtVcS\ns1ONUBjXo606YZKKbW4qL5IXZ/3cEQAAZLlol4ZijpUwoprNfbLdamiPxPlrqmHScw4QBTSj\nzPzlCbxKYHJs4gcBFGYI5/QyTyYBYTfDX1/oGFsoLhhrURfrUxyold0loftetXslbOfWvbNs\n+88H/Qzl8lkV5s3HYhOQbI9JFE8ucRZSc8wIwZxK86Yj+t6TAECv3aPoFdI7yRaCtR4AYBXf\nOQRPLHUEw1CcyWca9Gm72srURliZzxqUF2UKdEsgFtBLLmrozudnLusMdQ4BywmTmGZqIINl\nXhZQCnSswF1Llx3lpvIVI8SDF3CLBG6ITmTemC0eb0EAnxzwd3glpxXdXG1Zmpi6zjBUGDIZ\n6AcffPDEiRMrV67E5phPnTr10EMPbdy48ZZbbhn4c7vGkZ3CY3uxtbhrunXhuESUIa0mVF0k\nTi0zJRA9A9UIBgBEHgz13bODPkcrUe/us8EfvtYewHJP2RaUiryuxjsZYOtxnVW/0w8AcOpS\nGKti8bfufsp2Bh+riCRzXCLc2DmVtDFQyXAvEKDCTNrbqotEXf1/o+jo7llkZ/BTEJHgd+s7\nSYFMQ7v+EorVeldwuS0+Oi9l0JP68rgfS7y2WxEA3D/b9sQSx5RS0/hi013TbdVFifTXYyUp\nAcBuRv/+teTiLP2TzEzR+tMYO4f3duiLGDpZcmcyAAC9GtYUDfX0jkdJmmInh1QnP6HYNLXU\nZDR6BgDdrZSCu/tTnkiLorgsBnliaddjl5Go/FHkpTFp+b23Q0//HkAGOH6x9wFvDPrJGddh\n4RDAbJJ1keaCVBeJk5k1XhHA4vGWXz6S/NLjKb96NGXZTdZe1oqGAUMoA/2tb33r8OHD//3f\n/71+/fr8/PzCwsLU1FSEUGtra11d3fnz5wHg1ltv/d73vjfYZ3rNgUOQ6eIo6TQF2cn8YG1J\nz5Dl3iABnzZmOCwIISBlVFvcUkSCV/5m3O1UBQ7BI/O79FX+stWrm5tRLFvPEJp16prCYQnW\n7/Ot2aO/cgBAUZbQ0mlYEi4jiTazTi8362pyFWXqcBIsInp6peNf3m4P9N3SFvWoa2Vgh9OR\nm8LvPxcMk58Y3SJ1RIITZLEqADjfEFZLoOw4qS81s/1kcEKx6XRs9g4hOFwTLMoUOASTRpmi\nVIFdp4OMOdooRB5R1DasJtTu0SfeBEK97Wg8fzWsm7PmWTICCADASZ09aFLtsaBFG7hJZA6u\nF5MRLBJ7Rdmi2C9RHBHj4rZk5HMM6z1/xXoVxRI2feJLWv1HHK60Rqpx3KeEUZknijwyJFfF\nAoXpZxYRz6MIw8HZ3XnU6HNNkhsZQyYDDQC///3v9+/f/8ADD/A8v2vXro8++ujDDz/cunWr\n3+9/4IEHNm3a9OGHH5pMw7qGGNAV6ZXlLqA77fUbjlFJqybm0mECoPQgH7oQOlkfitCvit4s\nJwEcqQ1FJHh5vZuivBGFwp3QSmt3/VVAxy+GP9qliZ4J+fFCZi8bNSiBIwB8sFM/dh/NYBeX\nZONCfUqEDkXkNo905nJ4j3EZ6ThcaYucqqetzbo0lsutEfqvi8slU5Qco3D7pUXjLZNjU6qy\nDGv2+Ndp1FRKqU2cWNxELQeHIjKFxhBFfjof80uMxxg2s75FAyOnCwFkURPA7DJepM5FScYf\npaUXuziWfuUpowY6+dXayfq4FlOdrgFgRCpPT4uk2pkmLkY5EbpDWQIQBZTD4jhmcPArdj+1\nTRGW6BkA2hhcVIbRrxgyGWgF48ePX7VqFQDIstzY2ChJUmZmJncjW0myQWd5RgAArW7Z7ZcT\nNt7rDXomAoN0yd7j5mrLu9vwJeMrrWF9pQukd84yvL7ZU9sU3k/27lZjfJEAABUjxPV7MdH2\nuELxD5/g2Ni4E7CakcdYCrILI8ga1QBwkaCcrUYhg9DsoQsho4YRujh5Kbz7NPU6Y2+W5kVJ\nhmZqsDhCb2dCbyQwi6gkpycl5gsyBXJ5aQKH4PFFjiM1rXFF8A2H/HG2iCl2TuTB0BalNIf2\no0QepTk5egnFJKDqQlNPBjqhx5lFcWx0npiTwlMc3ZSvnl5upt+IzGSe0WVjdB5+dxEi5CYu\nsLl8Y5GkFxciDuaPHehqYZqTp9TrorCb0UqyQ2cUdBEexjaGeWPMZ6nVSwBw2bjRef0Q57BI\nNTNMNWqsmGQDgC+OsvoepDkHtgYxDA2GauiJEBIEgbGfaRgsfYEIgXmQ9lM9OyDcaRpVlTYE\nUq4XAAJhVQaBMtD0zk6SYfNRpkgWIbh/jh0AJOziK0N5noAR5I99TxSRCJTnJjLDNlLdrWx6\ntwMhKMvVLwRd7QchjvNXIwdrqAE09txxL9KLNroE7lQHNyIN31CPEDw6364u01tNSK8pEQBA\ncZvz+GUthdTtlz0a25pZWi47db7UVU/TbZDgkIyQ6nom9OAyhgXfvIUmHieKaMFYywNzdFjC\n31ikY18VBSkHYRYRlq3E7vaihe72LDspEbvvXiIckeMlVnCXZF6VhYV0R68rMrYxTCs3Yz3M\ne4Dgh3clsbc/ssObWKcy+UR4DiYUiwBwpY01r6yrXjWM/sYQC6CvGyvvAUY5Qz03y6Ujbdt/\nsJlo49DE1gGZGHacooW2f97UnZzu3SkwbvTsZqR0LvpCuDkUwdtf6PVXqc4TcVCZb0oyvpDT\nQ9txhTrBcbqTZ6ljJNZvSsfB84FE6LfGP6LH7AEAWDnJJsYu7hyC/HT+R3e5JmpafyoJCc4o\n7BakSGvbLUhrzufAvXj/LNv0cjOnJkRQb0tJtg5P9OZqSwU1XulumOvV08JYBNt0mEglynLx\nv3s85f7ZNl26Z366MGeMmTYAuv/U4iY+FFW4JyKxbmwFGS6+qoB2nS+3SesJFkj9h6O1Gu12\n3NXVjf4VpNiItyY3lR/LTFkeSaWLWEVEUXPvDZhGqXZckUeaDEjRjWZUAUcICvuiW3oYvcFQ\nCqCvJyvvAcayiTottxzA393Mmozpc+QQDKUV6DMiE4Us6zSMs/cY9Qn8IVC+MI9AoggaSdoi\nhAQefnQXVU8OhwwqbXTlJCs988HYw1dOOkiilxypRRUYIXd/0iB0NS7aPNLrm91quatUJ/fi\nIyk/+YoLq9FWNkIn7HDZut6AulPRamhfAQCE4LGF9j98M+XnDya76ILHMnAI0cVwlK++bQqt\nOq/0mTl7Ry4YW8gUPNW3EO91u1div6dlOSLtzd1/yiXzmr42z67Yv0cxtcxE32nQgQC+vshR\nQtVo++wQa6G/r3CFrWSEkc7EwUGmqXx1jpFNv7I8ECYNXTvDhME0SrU/g/zDZElW3LXGFjLy\n+9GwjMagY8gE0IqV9+LFi/ft23fp0qUdO3asXbt27dq127dvr6urO3LkyL333vvBBx+8+OKL\ng32m1yJyU/kH5ti7xH1xc03JiD4QCk0YdM18q7m/Rmk4ImNTvYMDGSxiV7N/dgov9Hp2zE3h\nACDVwd0x3VhEk0vtjxF4+O5tSfeQJbTCEbmVodvsYrNmPU40nFV/2hgS+i6rCenqKu44FXT7\nY86opVM6XEukl4wfqWNGqNZKWzHJumKSVVHMsIho5STrcirrNNPF6dRAEDCWSUpyhDumEW99\np08CgNumJCivhgBWTrYyalamkY3x/CGZMYwDgDYGaRGrCZVmE6dHpxX97EHX0gmW8lxhfJHp\nySWOryfq9heF3YzoTd1uvxw3wPobmWwlozo2wykLYbfGcajESP9r1+3DHSzNwX1jUW9vBAnL\nJloZd3qM4BAoT3Sqg+k6ZyYPh8+DjyFTAohaeWPNCBUr7/r6+nXr1j3zzDMDf3rXPuaOMVcV\niCfrQ+9s82Jm3kElk3s19E01CvtHdBMARAFlurgGZs5Z/wJBNGuFABwWaNPXw6Uhyg6cPdqy\nZrdfR4mlGxyCVAYS6vRy8zuE5ktgU0rCNDAMkRWBhXyC7W+j9KtlubhkB9dG3nh4Va43HAe3\nTbHeOtna4ZOSiPbexiADhCMyxUAnimU3WfaeCWCNORX65pxKsz8ov7fdJxnsUZlXZb51Mutm\nryzXtO0EfkNiEpBuH14UukatCME3FjvobSQOC7prel+qMocluIgzOIzCZkb92hyiRVWBmOHi\nGukGe2Qp8TiMLRCx/b5M6hYq4NcyBE4LeuFr/RhjChw8tdx55nL4rS3emqY+EOOMlmHjC0GE\nvsM7Et2mDqMPMWQy0MNW3r1HmpObUWEeU4CpPg8umyormTYO51fpJOd6gwdmG5yG2EMC43uS\n6RU9v9Rh6+22IdofuWaPjzF6BoCpZUwLoMOKSNQai4hYmlZJsgYs6CvdHYFP5DaVkJORUWCV\nyOieGuOptFdJjj9ThMDFED03d0p7zgR1hbEsImKJnhU8ONeOfW/0Vy8ab6lkkDKMw6JqA6US\niiX1uCKRnfeVjFVMU12t6RUWOiO5P8AjHee/+VUDrZdkEdFTy53FekR5xms1vdw8qwIzA0xm\nttZTYNVeJQQAkJUyEA09JTlCmbpRm4FMT0K0iJSdHNuriU2uOzm66OQwBgZDJoCOWnlT3jNs\n5c2C+2fbTLFTnCigOaP7MUjVRVU+MWNZWSCY2VIaiWFMvsliaHFkPxfjZ12gyrUn9Xp99AS6\nckWMxmYAwCF4eD5T0ZOiQvXYAiYyPc91XyGDIWxhhlCQ3jf7vXtn2o3eJo4DOl9CwbQyszV2\n3CbbufHFtDXPQdUuKMxIpJd29R7fj1a1/eFTt1ajIw4jqH0IcRiZJfzoHldc2yLP9ZioHboQ\nPEIVdweIv+8cYjKoj6Iwgyftox6YY6CdY2oJ7vnv/mUcgntnDIK9FEJQmU+cmOaNsbCn6vsQ\n2cn8yom05sjqQhP7ZuPhBY6vzbWZVW8fVyQuvcnY75pEsOJbMSnxJk5DCKhDEgYyPRbzx5qj\nFkgc6m77IT+yHv+wAtk1gSETQA9befcV7Gb03N2uqBlpZjL/1HJHdl9LzRtCioOzEcy3aq5G\nOn39O1XoK0INyFQ1vtiUrOr0cpK71BlR2O1TZWbOxdgseE0uLUQeYV0MRmYLE9hSIz0LAPMP\nRQBfm29/7p6kJeP7YnVE8Plhw51YTy5xsDTgpzm5p5Y7o4oEI7OEp5Y76R+cVUHbxFJI5yQc\nqgl9tMvHoBcCoPWZ00N+Ov/jr7iqCrq2vmlO7ptLHVH1sXNXGIiwGu1tRklmBWYRYe1UMpJ4\nJqPv6PuTeYrw+Z3TbCzllP7Ag3NsWEULgYN7Z9kGy/wgprSimRhP1IcM+XHNHmP596+lPL7I\ncd8s2/fvSPqHZU7G+SeKCSNNWCU7o8dJHH2xOtw/O2bL1+XjSh53wbBMF9IexsBgyHCgh628\n+xA5KfxPvuLyBeVwhMk2dgDgJ2TIPAH59OXQTSP7sVyVncLprPf9f4UQgkdjE7fsJE4sclP5\nuWO6ArIxBeKJeiZ1Gp8R45XsZE7bqjUZm8/DASGwmJFPLzOqht2CZo82A0B1kYgYVy6Kc4GM\nZyrTUZrD+gNLcoR/vtfl9sscYhJiT0vizCJgdb5HpPIJ9PgeYPPuUZBARTjNyX17hTMQkv0h\nOc7R05QQ5cGoyfCobOFMrLE5x8EP70oy+r1pDlTfHPMKh2BckWnWaJOu3Er/wWnlfnKP67VN\nnq0nYh7LmaPNwuClOzKT+dF54nHFpl5zuwJh+VJzuMCIxbTNjKaU9uoip+F0315a13nvTHu0\nJNJ/CEVUk0wCzkEyCFz8h1xWaKRO2Dmpg6Y5Oww1hkwGGvrNytvtdrdSEQgk5Od2zcNqQtdI\n9Nzpkyl5sv5uNs/tB0Fio5Dl+BgLT1ZivhL/uNIZtSpYXG2hkweikGSZXbgvHddraKVKesfh\nvpnGsqpRDjHPIZ6R0dDXA9zjN9Zy6rAwMcK734y/evfOSqRe72Yu3QgcZDHYR2NhFpFLQz6h\n0A8o0B6HglBE3nQkfmaWJDhx0bCSqbYhUpKhLIfP7yOmUMLgOHh4vv3WyVblWeY5mF9ludfg\nU9O3QACPL7JTrFJMBndBvURdU2Q7Tss/EILXNnm+PN7va3c4IvfKOQhBDqbOIFP+BQBfGdQx\nMIwohkwGWkGfW3mfPXu2tLSUhU9E7JkaRq/RSQ1KWHyhewOPgTxdP8IbkNWR1pV2HHE5bgwS\nEh4cFyOzynHwf25xvLvd98l+HfOFnJR4rzEKKgvEbSdj1icOoVwjXKAZFeb3dnh1fOZViObU\nOQ7SkzhDFX8DoKaRbP0mqggA2cm81iu7IINLrOGyMIPff57pnUJfexUVZwp3Tbd9sNOreEMg\ngEwXF5GQzQLhiHwJJ+GcZOMMJVbrmyMBnBvc3w74jWY0sa54f9nme3eHb+l46x3TBoFtHAVC\nsHKydflEa6tHctk5FsfK/obTyn1zqePf3u/Q/ikjicuidsr2OQ5dCFJW7/X7/LP6ub2nMEPY\nfaZXS8jjGq09QeQAVJNb7PDkEJQx18GG0a8YYgF0FAihzMxMAGhoaLh48WJ5ebndnogPyKhR\now4dOkTPMb///vu/+MUvRHF4yPYXsl28WUABnFLE9HJzoZGCYAJQxGsHFzwXn4EmJSNjQAh7\nKvNE7UKbxWCo8tW5RrqvSk2Haky7TvUsHpIsr/rC+8O7ktiXeXaC+8zR5hkqlrAc/U8vYj+E\ncOrH1AOu3u3TNYhOGFUF4tG6mASqyKOnV7gSO9qCcZatJwO6umMA4OiHStTSCZbqIvFkfViS\n5fIRYrRJMRSB7/+/Vm1ZaYFBsR2SFzSjj48aVQXi54cxmzFJgnX7fHlp/OTecQx6D46DtP5x\n1EsMpy9j0vwCjx5f7BjgRFMntT7Z2BEJS9Cvu455VeZ1e33eYOJlUu0+8KZi09pmYrJjRBo/\niByeYagxlALompqan/70p9OmTXvyyScBYPfu3d/4xjcOHDgAABzHLV++/OWXX87LyzN6WF3h\njj179iR2wsNgBMfBPTNtr2/2qF/MSeEXjLXM6X8SW6qDB2DTqehduEbByOz4GRETBTB/+0Pz\nMHFwdorOw27igW5+pkW6RvO/pjF8rDY0js2J1+1nVQp2WrlH5sf8qE5vd26zF0igk/1EfRCg\nvwLoBeMspy6F93dzl80i+ruF9oR5VlYTevYu1/p9vtOXwwKHzl0lGpBX4aQte4+cFD5HU5EQ\neXhqufO/1rqjdSeEYFG19ZaJxhK92Sm8VeS0pveMTuBq3DHNer4hfJ4gVrPvXHDQA+hrCu1e\nae1uTPdtXhpfPOByqAXU+mRK/+fsg2G5N9EzAFxujcR1ONw2xbr5qB9LwUIJ9RMPo58wZALo\nM2fOTJs2rbm5WfHuPn369Ny5c/1+/+LFi0eOHHns2LHVq1fv2bPn2LFjycnJg32ywzCMuWPM\nqQ5u01F/U4eUlczdOtmWh+tA7w/kp/O7TrO9lX1pNhhqTxoVLyuBMfNjJv1iu2qKMwWRR6GI\nTDq3YATaPFIy3fM5FtgmvEutEcYAetPR7sqP3uXSSi8H1NFOLzY2dgvyGCHZc/2ZYeMQfOsW\nx4n60IWGiM2MxhWKhm6HFg4Lii63W44G/rzZo/2pNjNaOVCaXwqKs4SfPeg6cD7Y7Im4rNz0\ncoto/FnnENw1wxq36wYArDgMHRYRPXNn0qGa0PaTgb1n48vx9BznDYgT9WFstbAI51Hf35ha\nat54OHChAb/5GYD8y6WW3hLJMpLirxsCSHXwbh/mR80cbWa06hzGAGDIBNDPPvtse3v76tWr\nV6xYAQDPPPNMIBD49NNPb775ZuUNb7/99n333feTn/zkt7/97aCe6TASxNhCsW/NURmRZDzD\nJ/AQVk2bHAdFGUJ9i4qUaeSQCKAyL/5JNCVKSyUpEgo83DvL+vpmL+Xc9p8LzR9rYMlJxwn3\nUhwu4nD+ShiAKfydpVkIY5LHlI/rHXxhlWX9fn+IWROKcW/QG1SMECtwyly9xOwxZgnkt770\ndg9dZDWh8cXCndNslJ6wfoLNjGZQZftYkI5jNdAbKkhACKqLxDQnpw2gC/rNCXWIohNnky5w\nsNxgDaFPwHPwT7c5P97vP1QTbGyXfN3JYB7BovEWo2WNBJDRO853fjpfpFFjDITkizh3w7Ic\nsf/4Y8NIAEMmgP7iiy9WrFihRM8AsHPnziVLlkSjZwC49957//jHP27cuHGQTnAYQxWluWJc\nQEyHwMF3bk36aJdP0YZzWNBXZtqml5vbPNJ/ru5MICGR4eK0UW/FiG6tKCPgEXpiKdEJ5aZR\n5tc3q/y344JL47Ju08rNGw/7e5RfZUhL4tgVGLp616gBrs2E7p5hG6fZWZl42a/6XuJBqAc3\nCWhahXlquelf3+9gYWObBHTr5CG8gM0dY5k7xnKxOeILyiXZwlDvi8YyQVs0XZjsyEvjZ5Sb\n1a2xSTZu6YQBTc9f+8Cq1M0fZ+lltSRhmEV02xTrbVOsAOD2y+0eiUOQ4RogonCqgxuRJtQ3\ns5pVVeaLtY1hpQegYoT4tfl2LcmE5xCHIE4QCSH49koHu13oMAYAQyaA9nq96jbBYDCYm5sb\n957i4uJdu3YN7HkNY8gjI4m7f7b9zS88LBYAHIJ/uj1pVLbw3ducbr/sDUjpSV3KFcl27ju3\nOp95vT3E7JutACvssKja8sFOr/Z1CnJS+G8tpXniCBwAApC6w8q4qRiBxSDVsyCd/8YSxxtf\neNs8EgAUZgqPLLBbmZ0jK/PFfedoDez3z7bNG2PBquwUZoono+LWia4pSydYlHz5yknWN7bo\nX+27Ztiug/adASNH9TcKMwVtG6g/KLv9cgJMaAUPz7cXZvJ7zwZ9QXlklrBiknXg0/PXOEpz\nhfHFJrXKeJqTWzEY6WctHBbksAz08J5SJn6wXT+ARgjmV1numWnjEDR1RGxmjjRKBR5Kc+MT\nKKU5AqlxdhiDhSETQE+aNGnTpk0dHR1JSUkAMGXKlN27d8uyHFWXkyRp27Zt48ePH9TTHMaQ\nxJxKs82M/vCJW/edyyZaRnXzcbWT9aWWiMQupNwNbI1YFMBmQobaU662Rc5eDVMCaKsJmQWE\nFf9SMKPccFV9QrFpfJGpsSNiEpDRFNScSvNfvvQGyfSJynwTSaNy4VjzSV13GOXA5EVnWlnX\n712/X9+SsChTmD9mMB3vhxEHs4g4DkVix48M0OmTEo6iOA4WjLUsGDucdSYCATyx2PHZIf/B\nC8FgSC7JEZdPtAyWX+O1gAKyk6UaP7o7KaoolalH/PjaPPuLH3ZERS1THdzD8xPRGRtGv2LI\n7K1/8IMf1NfXL1myZMeOHQDw/PPPnzt37rnnnotEIgDg9/ufeuqpo0ePLl26dLDPdBhDEroz\nGigV/zJiCHXmcvjXazoZnZOjEHhYPgmfvJlrcBWXZHjjC6+X6u03egRxrq/MExJzdEcIMl18\nAgVchMChfAp3ygjARfYz97FsLRAtep5XZc5wcQDgD8mYls1YpDi4Z+9KGuqch+sMCKBII8Jg\nFtEASxHfgBB4WDrB8oM7kn78Fdf9sweBQ39NoTRHSGJQHd152oBcdHoS9y/3ux5baF852fro\nQvvzD7hYVqhhDDCGzLhfsmTJr3/96z179kyfPr2wsPCpp57KzMz8xS9+kZ2dPXny5KysrN/9\n7ncrVqz47ne/O9hnOowhidxUHQ8RjoNvLXVkkW0L1+3zSQajZ4Tg8UXOVJxoBgDcNtlqVBYq\nGJZrcd0nUcytwgflOSn8k0udhr6rTzBK6dzHXfn0JJ7CBvnkgH7OmASziB6cY79/dldGxyIi\nuvW0yKOfP+Aajp6vQdw5zRZXo7hzmrUXzlrDGIZhmEU0kkEAlJ7a0MIkoOnl5lsnW2eUm4fJ\nG9cmhtJM8+1vf/vs2bPf+c53OI7btWvXuXPnAKCpqens2bMzZsz45JNPVq9enYCV9zCGAQAC\nB+MKaYPntsnWMQW0OKu+2VgHntPKPb7IcdNI4jF5Dp5a4aBMnNiQjr4PqCoQrbhi6xOLHezc\n5T7EndNspBNeOI7Gl2DxByFhcolpXpVZ/bVWkTYTVheZxOEF7JpEWa7wwzuSqotM2cn86Dzx\nm0scw+yLYQw8ggx9L8NyLtcfhgwHWkFBQcEvf/nLX/7ylwDQ2trqdrszMzPN5mFi4jD6APPH\nmg9cwFfZOISW6XXJpDm5Fj0mQBTLJ1pWTrbxehvY+maavppJQ2i2mRF9mg5L4MeRH8zi4ASI\n6UncXdOtf9mKaeBr7KBdzLRErbytpvhb2dQhteOUuaIYpbG5Gca1g+Is4e+XEZVnhjGMAUB+\nOn+sjtaSYTWhCcXD2b3rDUMpWniwuAAAHxJJREFUAx2HlJSU/Px8s9n8yiuvbN26dbBPZxhD\nHkWZgoUQR1oZpj6tri2psSYzib99qn70DABtXlpiY2aFqVilIWoS0GML7fRQWODApSEs8hy4\n7IOWYcXavgBAhBoezzSuIowQjM4Tf3R3UpxSdb2e8uDVduOdocMYxjBuGCyqtlAcfGxm7u+X\nOVMIE90whi6GWAYai69//etPPvnkzJkzB/tEhjG0YTOjh+fbX9ngCWvSvoUMXORZo81tHmnd\nPr8iYzc6T3xsof25N9oCmsREipM1Ws0nK47xHNw/2y7JsO9csK4p4rCgiaNMJDq1GjMqzOv2\n+tSvTC4xDaK86EiNy6CCnFTab1ky3tLpkz476GeJbZNt3C0TLZNGmbDdTroXbdMRf5aLu7l6\nmBswjGEMAwOXjfvR3Ukf7faduxKWZLm5U450T0x5afz370gaFILcMPobQyOAvnjx4sGDBylv\nqKmpWbt2rfL/y5cvH5CTGsZ1iEklpsJM4fVNnmMqDU6eg9unMKmcrphkXVRtudoWcVo5Jd+w\nqNq6Zo8qWpUBEJy6FD5RH2Jxm3P7Za3SrQIl5OUQTBplmjSK5ey6cOtkqzcgfXE0oMzwk0tM\nD8wZTIEkh4XTugYAwIWrERhL/BRCcM8M24pJ1p+82a6oUFMwrdxEocaOSOULM4SaRlrz5a4z\nweEAehjDGAYJaU7u0QVdE2mLW9pzJuj2S/lpwsQSE709fRhDF0MjgN6wYcMjjzxCecP69evX\nr1+v/L+MDTeGMQw2pDk4dTCHAOZVWYo1bqskmEWkduq6dYr15OXQ6fru4AwBAMgy/P/t3X1c\nVHXe//HPDCB3AyQCCoEKggiNkomBgeC9hHgDYutd2bampJXlWt5Uq65WWtmt3avdrG2Z6aN0\n3bLVLgq3ujI19IoU79awDTQwkRQFZn5/zO+aa5abmTlz1Jmjr+dfcjjz8fvmnDnzmZlzvudv\n39Y700DvPHS+rd3Z5akGvPQyKStwTFrAydNNoQa9+6eg0olO18pMdpWnHZ/ivP+nBofdc9cI\n77w2Jgq00OulaLhh9fa6Qz83ioiPl67lnb0d/i8AYBFq0A+7nvfbVz5tNNAFBQXFxcVvvvmm\nwWC49957LfdSsZo3b15aWlp+fr67hocryX/9T/1+mzt0mM1S/D/1g3r6ujYNp05kXHrAYxtq\nmy138tavv/7W5rvBqFBVV7YF+uoCFc6Rd4l46yUq1Kvil+btcliQ487+m3J7U6t66SU/LWDo\n9X4OPwEKC9Y/mB9cXWuqqzcFB+jn/eXXZu9b7JxLAwC4CnnEK6hDQUFBb7zxxogRI6ZPn/7u\nu+++/fbbmZmZ1t/Omzevd+/ec+fOdeMIccU48O//bG110mSSQ5WNLs9j3+q1I05eUBLdweu7\no60s99LLH4ZcOTemmjokcPG6M6b/bFrt3LPG6pTdD4abTFLxS6OT35/qRMKC9WHBehEZdr3f\nVpt7E3rrZWRfj7hTMQDAQ7j721slCgsLS0tLY2Njs7OzFyxY0NDg6Ea+wEWi5hy2awL1Lc/W\ncKY7FJFBPX2bTZqh10tCJ+/FE64JC7pyPhONCvWeW/B/V6m389GNzwzo1dXxKS7Rjj4YPu5o\nho1WFaQHTMoK7BLu3d6g79nF58GC4K6e8Wk9AMBDaOxVITo6etu2bStWrHjooYc+/vjjtWvX\nXnfdde4eFK4oiVHee478x4kBXnqJ7+S4mbNj6tDA1dt+++F4g4jo9TK4p99Q565IC/LXzysI\n/vCbs4d+bmznrUvp6jMi1b+tufY0La6j9/Jbr6k63XT2vDkq1MvJjMN7+39z8IKd23q3V36D\ncRHR62SA0XeAkQnmAQCt01gDLSI6nW7OnDlDhgyZOHFiamrq448/7u4R4Yoy0OhX+q+GH/53\nFg69Tsb2CwgPUfVdTUiAfvaooJO1ptO/mTq19zL4KeiAw4L1U4dcFfeJ0OmkU9t3Sm9VeLB+\n3tjgD//73P6fGs61dqdcJz/pBwBAEe010BbXX3/9rl27Hnjggfvvv9/dY8EVRa+X+0cG7Tpy\n4Uhlo6+Prnesj+2sGmqEB+ub3cID6kW195qRY2gyydObasttzl/30uvyUv3SunP3LwDAxafV\nBlpE/P39V65cmZ+f/91336WkpLh7OLhy6P7/5Mr0XprhpZc5o4O/PXThSFVjg8kcG+HTO9an\nrTtBAgCgkoYbaIvBgwcPHjzY3aMA4GY6nfRNaNc3gbc9AIBLji+UAQAAAAVooAEAAAAFaKAB\nAAAABWigAQAAAAU0fxHhZRAQECAiQUFB7h4IAADA1cXShnkandnc5k28YLV+/frz589f9LIV\nFRULFiyYP3++v7+/ylKPPvpoYWFhYmKiyjp/+ctfOnXqNHToUJV1Pv/880OHDv3hD39QWefo\n0aNvvvnm4sWLVdZpampavHjx1KlTO3furLLUa6+9lpycnJmZqbLOJ598UlNTM3HiRJV1ysrK\nNm3aNG/ePJV16urqnnjiiXvuuSc8PFxlqWeffbZ///59+vRRWWfjxo06nS4/P19lnV27du3Y\nsWPWrFkq65w8efKFF16YO3duYGCgylKPP/746NGjk5OTVdZ55513wsLChg8frrJOSUnJ/v37\n77zzTpV1jh07tnr16kWLFun1qr7eNJvNCxcuvOOOO7p27apySKtWrUpISMjOzlZZ59NPPz1x\n4sTkyZNV1tm/f/+GDRseeughlXXOnj27bNmymTNnduzYUWWp559/vl+/fn379lVZ56OPPmps\nbBw7dqzKOnv27CkuLlZ/k4fq6urnnntuzpw5wcHBKkstX758xIgRRqNRZZ333nsvODg4NzdX\nZZ1//vOf+/btKyoqUlmnoqLi9ddfX7NmjY+PqrvtXlK+vr7jxo1z9yhaY4b7lJaWikh1dbX6\nUkFBQZs2bVJf5+abb547d676OkuWLMnMzFRf57PPPtPpdOrrXLhwQUR27NihvtSNN964fPly\n9XVmz549atQo9XU++OCDDh06qK9TWVkpImVlZepLxcfHv/766+rrTJky5fe//736Oq+99lpC\nQoL6Ot9//72IVFVVqS8VGhq6YcMG9XVGjhz5xz/+UX2dxx9/PD09XX2dkpISEWloaFBZx2Qy\niUhxcbH6IWVkZCxdulR9nQcffDA3N1d9nY8++ig4OFh9nV9++UVE9u7dq75Ujx49Xn75ZfV1\npk6dOnnyZPV11qxZExsbq75OeXm5iBw/flx9qYiIiHXr1qmvU1BQcO+996qv89RTT/Xp00d9\nna+++kpEzp07p77UVYhzoAEAAAAFaKABAAAABWigAQAAAAVooAEAAAAFaKDdyXKhuk6nU19K\np9OpvOzdWueijEev13tUHUuui/UnuiL/1JYi7I32xyP8iZyo42l/oivyT20pwp/I/niEJ6yj\nOnKR/kRXIa9Fixa5ewxXr9DQ0F69eqmf7UtEevbsmZ2d7evrq7JO9+7dMzIyQkNDVdbp0qVL\n37591c8Z17Fjx9TU1B49eqiso9fre/Xq1b9/f29vtXOfJyYmZmVlqZ8XKTY2Nj09PSoqSmWd\nqKioPn36JCQkqKwTEBBgNBozMjLUv04kJSVlZ2ern7mzW7du/fr1i4iIUFknJiamT58+cXFx\nKuu0b9++V69eqamp6l9vjEbjRXnCJiQkZGRkdOjQQWWdi/WEDQ8Pv+GGG9RPz6fT6VJSUrKy\nstTPrpWYmNi/f/+QkBCVdWJjY9PS0q699lqVdSIjI1NTU7t3766yjr+/v9FozMzMVP+E7dGj\nR3Z2tvrJGePi4vr166d+Wj3LE7Zbt24q64SEhBiNxrS0NPVP2Ouuuy47O9vPz09lnfj4+Jtu\nuiksLExlHcsTtkuXLirrhIWF9e7du2fPnirrXJ2YBxoAAABQgFM4AAAAAAVooAEAAAAFaKAB\nAAAABWigAQAAAAVooAEAAAAFaKABAAAABWigAQAAAAVooAEAAAAFaKABAAAABWigAQAAAAVo\noAEAAAAFaKABAAAABWigAQAAAAVooAEAAAAFaKABAAAABWigAQAAAAVooAEAAAAFaKABAAAA\nBWigAQAAAAVooC+HQ4cOrVy50t2juFTq6ureeuut48ePu3sgELmid7YrNdqVmkuu6GiAhvBM\nvCTMUOGll17KyMgICQnJyMh46aWX2lpt1qxZ11xzzcUqW11dPXv27OTk5ICAgOTk5NmzZ9fU\n1LgYwNUx2Lr99ttF5G9/+5v6spchWlsDqKystPM0WbVqlYfnsrKzszm/TZ1/lCdEO3LkyIQJ\nE+Lj4wMCAoxG44MPPvjrr786U9BDotnZZFu3bh08eHBwcHBkZOQtt9xy6NAhZwp6SC5z29FO\nnTp1zz33GI3G4ODg7OzsZcuWXbhwwZmCbo9WXV193333xcXF+fn5xcXFTZgwodlGcbhCWzw/\nWnR0dMtj48MPP+ywsnujObPJXBuA2zeZ84c+LTYhno8G2nVFRUUikpiYeNttt3Xv3l1E7r77\n7parffrpp76+vs7vu/bL1tTUxMXFiciAAQOmTZuWnZ0tIvHx8U52DBdlDLbWr19vOYw600C7\nPZqdAdTU1AxoTZcuXURk8+bNnpzLys7O5vw2df5RnhDt4MGDgYGB3t7egwYNKioqSktLE5Hr\nrrvu3LlzmohmZ5M999xzIhIZGTlx4sRRo0Z5eXl16NDh2LFjmshlbjtaRUVFVFSUiAwZMmTa\ntGlGo1FERo4c6bCg26NVV1fHx8eLSHJy8tSpU4cNG6bT6fz9/ffs2ePkCtqNdvbsWZ1OFxUV\n1ewIuXr1ak+O5jCXywNw+yZz/tCnxSZEE2igXbRnzx4RycnJaWhoMJvNDQ0Nlmfmvn37rOtM\nmjQpMTHR0l86ue86LLtgwQIRefHFF60PefbZZ0Vk4cKFlzOaxfHjx0NDQw0GgzMNtNujOZ/L\n6syZM127dh09erQn57Kwv7O5kF0r0caOHSsimzZtsi65//77ReSFF16wU9MTotnPdezYMW9v\n77S0NOvL0qZNm0RkypQpHp7L7ChaXl6eiLz//vuWH5uammbMmCEin3zyiYdHmz9/vojMnDnT\numTLli16vT4lJcXJFbQbbe/evSKyZMkSRWXdHs1hLtcG4PZcZucOfRptQrSCBtpFEydOFJHS\n0lLrkl27djV7ecvPz8/Ly8vLywsKCnJy33VYdsSIESJy4sQJ6wo//fSTiOTl5akLpGAMFiaT\nadCgQbGxsZank8MG2u3RnMxla/r06REREbZDcqHsZdhkZkc7mwvZnXmUJ0Tr2LFjXFyc7RLL\nK/3tt99up6YnRLOfa/bs2SLy1Vdf2S584YUXXn75ZTs1PSGX2W60uro6vV4/YMAA24Vnz541\nGAzDhw+3U9MTovXo0UOv19fW1touHDJkiIhUVVU5s0KrNBHtgw8+EJH169crKuv2aA5zuTYA\nt+cyO3fo02gTohVcROiiL7/8Mjo6ulevXtYlN9xwQ2Rk5I4dO6xLNm7cuHnz5s2bN1tOA7go\nZW+88UYR2bZtm3WF7du3i4jle5aLwploIrJixYri4uK33347ODj4opS91NGczGW1bdu2V199\n9ZVXXgkPD1dT9jJsMnG0synN7uSj3B7NZDI98sgjzzzzjO3CqqoqEQkMDLRT0xOi2d9kGzdu\n7Ny5c3p6uu3Cu+++2/Ltals8IZfYjbZ//36TyZSUlGS70N/fPzEx8csvv7RT0xOi6fX6gQMH\nBgUF2S5s166diJw6dcqZFVqliWgHDx4UkS5durzzzjuLFi1atWpVWVmZw7Juj+Ywl2sDcHsu\nJw99Gm1CNMPdHbwmmUymdu3aZWRkNFuelpbm5+fXcn2j0ejMmz9nytbV1Y0dO9bHx2fixIkL\nFy6cMGGCt7f3+PHjf/vtN5eiuDIGs9m8Z8+edu3azZ8/32w2L1u2TBx9Au32aEo32YULF+Lj\n47OystSXvdSbrJmWO5vS7M4/yu3RbJ05c2bfvn0bN25MSEgwGAx2zk7xtGit5vL19e3fv/93\n3303cuTIiIiImJiYwsLCgwcP2qnjabnMrUX7+eefRSQnJ8d2YWNjY1hYmIicOXOm1ToeGM3i\nxIkTfn5+HTt2tHzf7cIKWol2xx13iIjtpwl6vf7ee+9tK5fHRmuWy4UBeFouZw59GmpCNIQG\n2hWW93mjRo1qtjw3N1dEqqurmy13ct91suyaNWu8vb2tR7F27dqtXbvW1SiujOHs2bPJycnX\nX3/9+fPnzc410G6PpnSTPf/889LiC3SXy17STdZMy51NaXZFj3JvNFvWj2b9/f3/8Y9/2Knj\nadFa5qqpqRGRbt26GQyGnj173nHHHTk5OXq9PiAgYOfOnW3V8bRc5jY2Wc+ePfV6/WeffWZd\n8vDDD1sG09aEFR4YzWw2HzhwwHKB2htvvOHaCmbtRMvMzBSR8ePH7927t7a2tqSkJDU1VUSW\nL1/eVhEPjNbqFlE6AE/L5cyhT0NNiIb8358AzjOZTCKi0+la/e358+cdVjh79uzrr79u/TE+\nPn7EiBHOlF22bNn8+fNHjRq1ZMmS+Pj48vLyhx9+ePLkyVVVVZaTJlVyZgwPPPDAkSNHvv32\nW8sXYc14ZjRFm6y2tvbPf/7z6NGjbb9A98xcznA4SO1Gs1VUVDRw4MCDBw+++uqreXl569at\nGz16tEaj1dXVicjhw4fnz5//6KOPWoa6bdu2YcOGTZs2bffu3RrNZbFq1aoBAwYMHTo0Nzc3\nKirqm2++OXjwYFxc3JEjRwIDAzUR7bfffnviiSeefPJJs9m8cuVKy1SeDlfQdLTHHnussbFx\n4MCBlh8zMzM//vjj7t27L1myZM6cOfX19R4era1c9gegiU3W6qHP4aM0Ec3Tubd/16impiYv\nL6+W3++np6d7e3s3NTU1W97yzV+zWYcLCwudKVtdXe3n55eUlGQ7Z+r58+cTEhICAgJOnz59\nGaJZznx65plnrL9q9gm0Z0ZTtMksJ5Z9+umntgs9M1dLLXc2h4PUbrRW/fTTT0FBQddee61Z\nI1utZa76+noRCQsLa2xstF0+bNgwEamqqtJErlajWRw4cKCgoCA6Ojo8PDw3N3fv3r3Z2dle\nXl6a2Bv//ve/d+7cWUTy8vL279/v/ApXQLRmCgsLRaS8vNzDo7WVy+EAPDxXM7aHvmY01IRo\nCA20iyIjI5tdAGs2m2NiYqKjo1uu7OQLv8Oylots7rrrrmYrTJ06VUTsfLeriP0xPPXUU9I2\nOzcccXs05zdZUlJS586dW74RcqHs5dlktlrd2RTtrk4+yhOiHTp06JVXXml5zp/lczI7c/t7\nVLRWN1n79u1TU1ObLbR8V7tr1662SnlULrOSQ1+XLl2ioqLsrOAh0f70pz+JSFxc3Oeff+7a\nCi1pJVpL06dPF5Hvv/++rRU8IZqdXC4PwO25lB76tNWEaAWzcLhowIABR44cKS8vty75/vvv\nKyoqsrKyLl1Zy4W0lqtwbFmWOH+ZrZoxpKSkFP0ny/ztN998c1FRUY8ePTw2mpObrKSk5Icf\nfpgyZYpe79Szw+251A/StUd5QrSqqqqioiLbLyItTp48aTAYQkJC2nqg50dLS0srLy+3fBRt\nVVZWptfrrRO7tuT5uURkzZo1q1atsl3yzTffHDt2rKCgwM6jPCHaW2+9ZTm5a/fu3a0+dxyu\n0CrPj1ZWVpaUlGSZsdRWaWmpr6+vnekX3B7Nfi6XB+D2XC4f+hxyezQtcXcHr1XFxcUiMnny\nZMuPJpPpd7/7nYiUlJS0XNn5N38Oy6akpHh5edmeXfDxxx/r9fq+ffuqyqNkDM04cxGhM2Uv\ndTQnc913330ismPHjotV9jJsMlut7mxKt6mTj3J7tAsXLkRERISEhBw+fNi68L333hMR+7e/\n8ahorW6yrVu3isjdd99t/SZk3bp14miyVY/KZW4j2qRJk0Rk69atlh/PnDmTmZnp5eVluxFb\ncns0k8mUmJhoMBhOnTrl2gpt8fxoTU1NMTExza5hXb16tYjceeeddiq7N5ozW8S1Abh9kyk9\n9GmrCdEKGmjXWe6nNWjQoAULFljenI0ZM6bVNZ3fdx2W3bt3b1BQkE6nGz58+F133TVkyBCd\nThcSElJWVnYRIjk3hmacbKAdlr0M0ZzJlZSU5OfnV19ff7HKXp5NZtXWzqZomzr5KE+Itm7d\nOp1OFxAQMG7cuBkzZli+wezYsePx48ftV/OcaPY3Wc+ePadNmzZ06FARiYyMrKiosF/Nc3KZ\n24h2+PDh9u3b+/j4FBYWTpkyJSYmRkSeeOIJh9XcG+3o0aMiEhYWltOakydPOlxBu9HMZvPW\nrVvbtWvn4+OTn59/1113WSblSEpKcvhuwY3RnMnl8gDc/kRTdOjTXBOiCTTQrquvr1+8eHG/\nfv2Cg4NvuummpUuXWqZ1a0nRvuuw7L///e8777wzOTk5ICAgOTm5qKiosrJSbRiFY7DlfAPt\n9mgOB1BRUSEiDqd/Vlr2Mmwyq7Z2NkXb1PlHeUK0zz77LCcnp0OHDgEBASkpKbNnz7Zz9rOV\n50Szs8mWLl2amZkZFBSUnJw8c+ZMbeUytx2tvLy8sLCwU6dOBoMhKyvLmaOH2d3RLHeLaMvx\n48cdrqDdaJbVSktLb7/9dqPRaDAYUlNTH3nkkXPnzjks7sZoTuZybQCe8ERz/tCnuSZEE3Rm\ns9nOHgYAAADAFhcRAgAAAArQQAMAAAAK0EADAAAACtBAAwAAAArQQAMAAAAK0EADAAAACtBA\nAwAAAArQQAMAAAAK0EADAAAACtBAAwAAAArQQAMAAAAK0EADAAAACtBAAwAAAArQQAMAAAAK\n0EADAAAACtBAAwAAAArQQAMAAAAK0EADAAAACtBAAwAAAArQQAMAAAAK0EADAAAACtBAAwAA\nAArQQAMAAAAK0EADAAAACtBAAwAAAArQQAMAAAAK0EADAAAACtBAAwAAAArQQAMAAAAK0EAD\nAAAACtBAAwAAAArQQAMAAAAK0EADwJWjf//+MTEx7h4FAFzhaKABAAAABWigAQAAAAVooAEA\nAAAFaKABQKsOHjw4bty4mJiY6OjoW2655V//+lezFX788cfbbrstOTnZ39+/c+fO48aNKy0t\nFZEVK1bodLqNGzfarvziiy/qdLq33377so0fADRKZzab3T0GAIBiX331VU5OzpkzZ7Kzs2Ni\nYoqLixsaGnx9fZuamioqKkSkrKwsLS2toaEhLy8vPDx89+7du3btCgkJ2bdvX319fbdu3W69\n9VbbdnnAgAFff/31iRMngoOD3RcLADTA290DAAC4YtasWXV1dRs2bMjPzxeRM2fO5Obm7tix\nIzo62rLCK6+8UldXt2XLltzcXMuSl156aebMmdu3b7/11ltTUlK2bNnS2Njo7e0tIpWVlSUl\nJWPGjKF7BgCHOIUDALTn22+/3blzZ2FhoaV7FpGgoKCnn37adp3CwsK1a9fm5ORYl8TGxopI\nTU2NiOTn59fU1JSUlFh+tWHDBpPJNH78+MsUAAC0jE+gAUB7Dhw4ICK2zbGI9O3bNywszPpj\nVlaW5R+VlZV79+798ssv165da/1tfn7+okWLPvroo4EDB4rI+vXrDQZDXl7e5Rg9AGgcn0AD\ngPZUVlaKSGRkZLPltndRqaqqmjRpUkRERGRk5NixY4uLi/v06WP9ba9evbp16/bhhx+Kzfkb\n/v7+l2X4AKBtNNAAoD2WRtnSRts6deqU9d9jxox59913b7nlli+++OL06dPFxcWzZ8+2XTk/\nP//YsWOlpaWcvwEAitBAA4D2JCQkiMjWrVttFx49evTHH3+0/LuiouLrr78uKChYuXJl//79\n9Xq9iNTW1tquX1BQICIffvjh+++/HxoaOmzYsMs0egDQOBpoANCe3r17p6env//++5s3b7Ys\nqa+vv+eee0wmk+XHwMBAEfn111+tD6mpqVm6dKmIWNdJT0+PjIx86623duzYMXbsWB8fn8ua\nAQA0iwYaADTp6aefNhgMY8aMGTZs2NSpU41G4+eff56ZmWn5bWho6PDhw7dv356Xl7d06dLp\n06cnJiZaWuQ333xzy5YtIqLT6UaPHn306FGTyTRhwgR3hgEATaGBBgBN6tev386dO/Pz8/fv\n379ly5aUlJQvvvjCaDRaV/jrX/9aVFRUWlr65JNP/vDDDytWrNi2bduMGTOOHTtmuXZQ/vcs\njsjIyOzsbPfEAAAN4k6EAHD12r17d58+fWbNmvXss8+6eywAoBl8Ag0AV6933nlHRDh/AwAU\n4RNoALga1dbWHj58OCsrKyoqynJbFgCAk7gTIQBcjbp16/bLL7/odLrHHnvM3WMBAI3hE2gA\nuBo9+eSTR48eHTdunOVW3gAA59FAAwAAAApwESEAAACgAA00AAAAoAANNAAAAKAADTQAAACg\nAA00AAAAoAANNAAAAKAADTQAAACgAA00AAAAoAANNAAAAKAADTQAAACgAA00AAAAoAANNAAA\nAKAADTQAAACgAA00AAAAoAANNAAAAKAADTQAAACgAA00AAAAoAANNAAAAKAADTQAAACgAA00\nAAAAoAANNAAAAKAADTQAAACgAA00AAAAoAANNAAAAKAADTQAAACgwP8Dss6rJPN+fzkAAAAA\nSUVORK5CYII=",
"text/plain": [
"Plot with title “Gamma - August 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.08$gamma,data2018.08$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - August 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## September 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-09-01 to 2018-09-30 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/8d8b7bea-6964-46f3-b34b-6e83e760f74b/download/gammainesc201809.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.09 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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GR+fn7/+7//a/mZZdnHHnvswQcf/OWX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ljUqxlVyJByurOCQCnHmslmkV4A2k/Jyu\nSCsjFblHuRn61+pPn3j/ttOPVl18IfrSJqEFo75dZZM+YcUy6SgRL2zE8x0AEAhpq7YHfvOh\n90dvtO+zuMF7c6dJG24veAv52fK9VyGxZi9enMWMryEB+KcbUy0t/eI4UxN9/hOfDyNKRZWh\n6aSDovc3NyUl5e67725paamvrz+PJ3SJYP1hk3DQku7y5mMhdCjHMCHHgkcS5bCmzgsLuYip\nDLZ0aOxSp88IUgCOxPV5gSxj638yjlcigRTXbIJCh3BpfpCC1R4BAKCganC0IvL7tV7dHBrm\nBKKLpjlcdoJmbgxalE7XYNbYBACAWAyRznI8w2NbIAM56qgKq5OtoR9bkYYuV7GGPEmCkWn6\n38oSLu+oQ1On4XDq/iVqLnME2w8Lgu1MUjXoFBPksUnWEnLnFxVNyCQ2t+ACV5brMYV4HqcC\nRaYH2aQ57SQYoagj/dHKpCdIKddTdmRa11AfPULOYcLluQVJNaV1h4JHGcfvRBSdi5pW9oDf\nRGsqA2/01ZXmqZZAmL621WdJ19nUhafdp1nqXNI02HIshNrL88iBBpjCEMdvm+9awFQCzxc2\nHQ1rGnfdPCm4Yx/86NMMF4lEnE7nmDFjztfZWEJra2tdXd2FzHL0AXj8kYCqZgtDcOcJoymj\n2UpDdCRKsR4SaLVYGUeBcB4IYj8xJitZcYAAAGSl9VfuaNxI2bT1gxDkeRlMl/2qHHQxYLIh\nB6m2Td9cWDAKz85OzLYBwChmwQaAqaO5sz9aJInBYCeJgmcmH6uiXj7ebhAFsuyOn9yfrssB\n22VyVbcexXUMLfvqaU67gLyGC7t57J/dNBvJT5YLeJry4hWWXSBL5v0bMdh7zTbtMygAShja\nfDQsYqPYf2CV0cFivd6NvXYZKaSC85R1VTJCuArfge41RJLga8s9ifu6yyfY71jQkygNRemH\n+81JQbhpfDJQv7BUF0ntbQAd5qxfLBQVWN4RD5rG3XjEQS22j7+y1ffWrgCqM6ioNGRRReC9\nvXqV988YyaPziK7xxnlKO09cSBfSgUQv5zhK6c6dO1977bVp06ZJA5hnKCoqeuSRRyZPnux2\nu0eOHDlmzBin05mfn//QQw/t3r17wE6j75hq1mjc7rMQBzQZFrzafNpOvliYDk47cWOTl7je\nlgHQTDgra+pyIHYYpk6qvcb0sfYZZnZNuJY2Z/qwy+Ac5GpZppg6xjZ7gtFNa0iWC0h1ElRB\nLLbaffnabqXF7lXD4yIGctr8pJ01thLwK9qLpjoAID/HZtCFo/vbdr/29PudiStfmpt881bP\n2O4jjEpPegPcDnIn49eIYl4BspfoybV3///moyE2nyASMqIKIQCQjvX4Xn+5/pw9bol9swv4\nQnj9DcLho0cVek5gO9F/uGa6U3deuenytLEWGht3Y4Y+ozPlkWn43WYZz7y5bnSCzOLEXNv/\nd0/6rfNc181wfutWz3duT0uckMsaFLyhIRm5Av4DHhe5cXaykimBr95gTXc1EWwcmYTksxaP\ndyNifeEtwsyTc03KPo5oDwDYZCLo9xlDOEobmCmx1adxa6R9BmqsEwdPRHLowXyxScPgdruX\nLFnS0dHxH//xHwNwljE89thjs2fPXrlyZSAQmDNnzooVK1asWLFgwQIAWLVq1bXXXnvfffdF\no4OjdjC3wCEZ1prDimgfBgg07b61IyB+tIWTkdUazRFaxfgczEuC0fdo7tRY75KmDrWfig2E\nwD9c7R6TKdv4wlI2bI1DogYAAFBUC89ukMIbRHjqiWBJkxOZJDQhECNA9/CAu+9oIEINMlga\n50ERVMrLEAT7A4l0MSs+OxNmXb7j0JVN394VaEve98oSmdW9zYgodOX2JHZmMEI/PiDkb9LE\nmJYDJs0eilJ2a+ESyATzGsu82DC+dZ7r9gXdagYEpo6xPfVgxu3JbUOyBHcvuhgbiay+lr4Q\nbbOSyzDG9iI9zSKiGtlt6tDYoaInk54q56Tjs5HCEFLRzRgAzCvs+fm+4sjj73RsOBzaeTL8\n4ibfpuQm1GaO5nQibDKkiik/3Xd1Sn52z3uUmSrlYnl6EbT6tB2GxVjdtHGmVuFp/OuAaPhh\nGCUsF1vJUowSTsQq18hhI6xeIQC8s8eC+agO3qB2sDSyvySCthNMzjPa9Q1OWkBvYL73XbZs\nGfrzrKyse++995577jnPZ8TBn/70pz/+8Y+33HLL008/PW/ePN1vT5w48cQTT7z99tvPPPPM\nj370o4E5pb7ALoPpZH62PjpngjmHqcWrmfYURxRa0ajMNMuzxnD3opTPSyP+BOmrFCdZNPU8\n2CIsn+M6W5fUNTh7gp0lhnpchBB9ycztxJmyfUdTp/bMaq9xog4VEeN1ClKAxnaVR1oYGjhT\nqxhvEjIYEovC3C5KwRekbgdh+6g0Dc7WKeM4/YUKR/+kF7zb8nokGojn20o4BA8AAAJ3LUzS\nKzhVo/9wu19r6lBjqbjqFpV9Tw+URh5eZm7ZtUFYguZIRWTsyKTIdVS6ZGwjunCyY/9ZPBnW\njAXuhMBdV7qz06UTldEUF5k70RFLpWelSbtOhTsC2tgs+Y4FbqvOxucRwQinjk/gTG102lih\n5F5Vs7pymz/WRZqbIT+0NMXYz1IErA1Ku19r7lCzxcxieaPRF1Ab2/GkMPuzjw9iezYC7u67\n0tih/vVTf3xPpajwzu7AxFxbfLs4eYz5fVBUeG9v4GvLzXPJ6w8Gq5p7rqvNp/15o+9/vpTR\ni3bP/SWivbYxUAqfn40smWm+tLkdZHy2zbh8YZeJuIJ1OsuDIl3/Oyvf8a8C9y3pTwnMnWhn\n2yI/OxNeNMUxy7qo3L6SyMpPfbHiMCEwZ6Ljm7d6EndoN852o9L4MfgxOv6QhPnz/uijjwbg\nPEyxatWqadOmrV271oYlA2fOnPnmm2/W1NSsW7duUATQ5Y2Kpplsaj8viYgE0LtOhUUKauLT\nkcdF/vPu9De2+2Mpxvxs+cElqWyY2wtcUeh45PrU9/YG/SGNEBiTKd+1EElTuR0kK1VqSc61\nYDqk5wfrDwVNy9xsB0lUoUl5u4QUBeH4Ng8l+MyKgztPRyaNTpq4q1uQ5edck5KTYVKNYVHL\nKRESjvqvAdDeIElPjsBAwRvQRqR0Peioindx9Zwb9sNAmDZ3atlmKbcqrCUOxb6SiC4ZnJkh\nQaPRn0zMtZ2qUbxB5ORRlr9G4WdvdsT74XacCN842/Xla1Ouvcx5LSMFcEEgSZzkBIW1n4cy\n3PKyWSbn6Q/T33/sjXczN3aoz633/fcX0kf14b2mFKGrAUBxnSIYQPOGY6ZHbujgvBEEdCT7\nVmxTlDj+is5F2YrE0YpIPIAWtOUqFuskY63yalvVxg61F7e6AevRNEabX/RPHrk+9ddrOuN7\nYI+LUJpQaSRw+3yXOO8CZaLPm2T/+vI0ngu9MR5YknqqJtrJOK4X10atBtBNHdprW33xLWjM\nzvAvG31fv6UrrI+q8NuPOgyOoKrAU5EfYrD2rAKBQHFxsdfr7aezMUBRUdFVV12FRs8xEEKW\nLFly/PjxgTyrXqO2jVeF7kEDx3QqEZoG24rMs1MOG7GUEBo3Uv7hfem/fzTzd/+S+dMvZkwy\nrNdYQsEoWyxxSynUtKr/+34nSkRjS8qdQc20D7p3qOLX6ONg6QqBCE1apROeZmaa3OsmmMGC\nCRgbJxE6Ej+lONE29qGpjE+NJCE/jIMnk5Q3wvJAtWErWdxUYpqhimpGQhpp54kIogtCIKc7\nNuKp9VVh+wodVNMOpm40MoGUKQPBH6b52fhCEFHgFBMG/e/7nTo1iS3HQuUXk3nvsUqj0G3H\nSfMJ81hFRKcFFI5Sg5SbCHgNfOJpy8m5+GgcnyPncdQbx41MUu7zhSnK1hk1Qo6XblDbHW9C\nZPbebsQ7g0VnkPIMxhOBioEad/XwwLIBTTE+R/Tmj8+Wf/bF9KumOSfn2ZbMcP7Xfely4s6E\nwvrDIZHrjQFNZrd5ae+iZ02D17f52egZAOqt05FPVkfZAs7B0kh8YPx1mz/AMmWSs0k8VtgQ\ng9Dj8vl8TzzxxNixY1NTU6dNm5aenj5mzJgnnnjC7xd6kc4LZs2atW/fPlU1GqB79+6dNWvW\ngJ1SX9CCpQF0EMkr17apIjZjWR6pF8JAbkfvu6F5+M2aJIEzRYXXPkVGEeoI00/EYhEnsA5m\nbspI4WoDtnpVA/3goYGCUTZeO38MOnU2QkBmVzcCsQ6qxdOd+cn9+FNH23nde2/uCvDiyVvn\nuvBf8IF6YcaH6MRRNgNdvEQR3KOVSHRFac/GimfbKzL8JEmUvauqVNfvaxp7Z6RIZ+u409Gx\nZLWymhYVjZWtGj/1K5o46dgY2D0GizpM4KzvmwRUwETc1IMnqDIhx5aTIc+ZqA+vJQIPLkki\nCAU4i8VDCTyiCVhM2dq9DTtcHtl4VKglnVL42w4TDm5SEjcB+4p7o/o/gyPEboACzHAHRW2b\n+qvV3s/OhM/WKztOhv+w1qd70cJRKm4ehHIC69vVQ6WRXoSeG4+GDpTiXx2IWA6gG7FEPk0o\nIZ5FX/bkoc1rEBpiMJ+7g8Hg1Vdf/dOf/lTTtPvuu+/b3/72/fffL0nST3/608WLF4fD/WVv\nocODDz54+vTpO++8E80xFxcXP/TQQ59++ultt902MOfTR4hMmmlu86cjOPk2tCP8y4FHUWW0\nk6kUt3oRK7gJTL7c7SC9SDCIQNNtVFAqIROGKIYMnLKhHkB3BqmxWcz8ZAnSujaVzWqkuaR0\ntxT7bW2y097pmihamjhTE916DM8gShJcadEBmFJcbCuidMW7p6qi7KOP48VPevZ+isrpKO0e\n2jaOXB1PASMRDlmUwUSApLqS5o2I2VadEG5GH5hd6wGOgIwbLLUAACAASURBVKBIuWzAYFw7\nFmIgsIeglhUSWbixbm/xbGtDBzJWbDJJcxMC8M83eq6b4YwNM5sMk0bbfvIFffHQwYkw9ycE\nrJdPsLPBT1lD1xA5bpjd1+FMrYkY24HSMPp+GfUe8NGLnjlxdamXNvkS2+nQvl4ekYYFeltC\nEfr8J76fvtlhlYtyHNu9x9AL603CeT/ihC6RmNySjNjghfmO7Wc/+1lRUdEPf/jD//mf/3E6\nu6hjkUjk5z//+ZNPPvn4448/9dRT/XySAADf+ta3jh8//sILL6xfvz4/P3/ChAlZWVmEkLa2\ntqqqqvLycgC46667fvCDHwzAyfQdIqNaZKLPzxaKKSlAMKI3Tht4nOL4gbOxxbhsWWefdteV\n7n7a0+rl9LFvYVvTbBKkuSXe/Bu+oHKzA4CT1Ua5FptMdOJcNYwjGiR00pysirKSw8cqomzb\n1tt7uLIV4moGcZysxruOZAk8bgkA6g3jwtIGJaqA3QYAMGW0VFyLfCY+aLM8ktNOWFZx0bmo\nsZCZooEFUViSVAWuaVGrzITbUG2cONzJWxKkv54CGIbgA48Fkxzv8+XMbhEoU6SzOu6kNwNM\nh9GZ8jmGMCZIKQaOXXO84TXFSb6yLPXhpakRhfJc8VAnF0imqAXClH0pIgota1AmjbIJylbE\noFGTfd+Bs/iKYFUFGQAiCi2uthx2G2yPE9Hu10SYfh7hFbacn2Fp7tRe2eL/0T+kCx4KAPz8\nKjRaTzDGvALHJ5gFacxyuqZV9fq1xJ4fFjaZZJ2PpqmLH+YXuXnz5vnz5z/99NPx6BkAHA7H\nL37xi4ULF27cuLE/Ty8Jzz///OHDhx944AFZlvfv3//hhx+uWbNm9+7doVDogQce2LZt25o1\naxyO/rLeOb84WmG+jxfpokBTGixSnNIFH9CUwp5TeNSlU33uDGifMllG1rTifCEoUHYLMgTX\n0gbFj/VdxTDR+rQ1uNBimGtRVFrZmLTeoH572d3itagNxEkmA00BavmM4cSgoehc9GdvdXzv\nlbb//lvHAY7EBAAcLMEHVUaqFJNpSzFpNqMVjV1HGINZQkByigslOOpS7ywOlYWFKdB6fPi5\nWU6OQOEooyxVOPnmZbN6wwQAwOO6iNbLnHQJDXaddvLQ0pQFmEynDmhiIlFtrXeYU6Cfr2fk\n23nkeBbsJhNi1lcJPyfEyFOaJz2ZSMfyuHDJ9spGBQDy0HCfMz5NFyfeB5zWXXjONSXfHrFX\nZt1BIX0bQf+dqWNEH6Vx50N5g2KpYmzgZuqxbul1sBSfFfedjfz2I+9T73UCmDzaibkWzI8H\nNcyHaXFx8fz589FfzZ8//8yZM+f7lIwwd+7cVatWlZeXh0KhhoaGurq6SCRSW1u7atWqpUuX\nDuSZ9BEi/XAi21lczot59SilHefDSrAv2HQ05MMiTkJA17xc2YTQv1kb8POF0Vnmb4GmwV+3\n9tTrQ1H6+7VeHldNIlB4/touL06MNLNPO5WcDZqQY2MLIFdN7QplUH4w2xPz6fEQGkPEMK6b\nM72tKPzsWm9tq+oP0fp29c8bfR/ux+NI1PAZEuqeI8wIyiequi4TFcogBDJSe46ApmlNNVN5\nnF00HKcUTiZ4QJbUmqTNYtdp4IaYk9ydto8RYovhhssvCv2NGOrbVfRWh6P0o89DIqHJlDF2\nnci3005uxIweLWH9Ib14TYrTglbBYSyyoZSrp8mCl0TXuauMxdoPYn0pY9DZknMNpvmdKZxG\nYUosr1bFdclbvfg3G96berG2P9aXgIUkwbSxovk7jWV8JTfhWcrBG+RrRBLnOpzm+MscLouc\nrIqK1JpMjSmGDMxDh8LCwlOnTqG/OnnyZGFh4fk+JSEQQmw2m2D95WKDgQV00scERmpRBZZd\nY0ZvMEJ3nBwgtjoKX4iu3o8X3ykFXfMy2jKlarS9f1Q4BDXUdp8Ox/myJbVGGQKHnRgkgYYG\nrig0WSoOliWNt0NlEd0dk0gPeQBd19klZPU+brqIELjtiq7S/DuMSsDHBxGLPgBo4Cyf8Vjf\nVL0xNnTf2xvYcBgZ3nkZSZGpSpHLRBOQGoVDpZE1+4Nbj4dkzvgcw8lcJla3TB3UYm4Xds76\nSwgsmdFDeNhzJnwGW1yJWLlswFCLtQDG0BHQ3v/MnCkrEfjGLWkTc7vuvV0mN89xiVjrGaAz\ngNAAzlgprLUFkOuy24hgHRIA7Ni85LKT2+cn0VqumY5sFWLC9pZKDR63yR3jKZAoirX5U9Fg\n8zHOAmd4JKoJfVFPp0TC+6RLsmoafM4vdulPiv3ahJ+kuaQsflKZxTg+k9PZC+3yPq9dEesM\nnEEK84e0ZMmSnTt3Pvvss7po9bnnntu+ffuSJUv67dwQDA0rb8F6kIj08sdiFSgAKDP0jePh\nfFEb1x4M4mkSCsAseIW5NvQdRnm0fUS7XzvLYWaziBPXWg07JEx92ocA7LIJj7/Fm/SwEtOi\nMWgUznQ7j8zALCpUNckOQ6MQ4nevOO1STHKu3Y/YWGoUqpmgKhjRm7TFMbVbvW7yaBPeq10m\nnQFt4+EQmuiakGCm4w9ThFsKwJaGwlH65Lsdz3/iW3sg+ObOwAf7kICPAOnx2U4+allDz602\nXYbvvzoFOFp+AJDiImkJJeD1nNmmnxyOeo0zjKNNIoxF7uLYfCxY0dilHxhV6UcHgnsxG21x\ntGMqY8GIuUxKHAo2/C1FtCexa1c1qitBsK0dbieZPs4OABNzbbwdHYtUs5S9C2N1g5gCVSJq\nWxQvdntNUd+u1PIdT+PoWYsTleuY/fDbuwPi1QBDoFMFF7PG23mciVnjLZNaL7cuZqJD4ZA2\nEUuE+XU+9dRT69ev/973vvfyyy8vXbo0Ly+voaFh+/btx44dKygo+MUvfjEAZxnDY4899txz\nz1FKR48ePWfOnJEjRwJAa2trdXX1qlWrVq1ade+997799tt2e1/9ovobTruQ5XBxrWLqfcU6\n93JhZVsZCNPn1vtK66OqBiku6UvXuNGchDiOoZny7rPSKXm5ncQmIavF6WplfLa87lCorF5x\nO8j8SY5rL7NSAcVQUm8hAxSvTKElzhjcDvKFxSm83w4ZEAI2GzHINESS76sf1yXsesbXTHe+\nvZsJEwmoGo03mPpCRpFGKKopKthkLgGUNRY2yFPOmWDrPgWT9/R0TfRklZ0C/n5VJ1isOWz4\n0Vih1nf3BBJbzdDLtttoXqati0CS/NX+hDAvargOyxIsnu4EgJHpEto17w9STeuKj1WNm7CP\nS1Y1dqh1bWpmqpSf0+eGu97CF6LbT4QMmpxEgjNFA51/NQBsOByaW+AQT/fqsP4QU6OgAEDF\nZ7AotoFkVc8a2tX6djXTI+dn66k5HRiJjqVFbS3SbxWCYdrSqWWnS24H0YQN0XnSjXHsPY3v\nSSy1KgLgDjUioBr8fW/gsRVpxh+bkGMbmyXr2s0pcx+iCq1uVQsELBeMB6E3ROvb1THC3aXB\nCJVl5Dkun+NixQ1NsXCacx3WRCiInAxpxXzEH21IwvxJp6en7969++c///lLL70Ul5Cz2+1f\n//rXf/azn2VkZPTzGXZhKFl5ux2kYJStzExVVGRnLE5iGceP+Vg8/nZHPMkaCGmvbvW7HWSe\nWdXeAMb78pJaRWd87XETVmA/otCfv9MZn5RPVEXLG5WvCDghGyAiHD9LBCbndU1GPJkhAvDo\n8tR+ktu72DB7gt2gP0+jEIjQlO5oAx0AcY2LFCcZN1KuTq4wjBspJ0bDxkPdLpNYK6rLgexO\nCSa3zPoqxxFvLQibLcytPq2+k/uhzgTKq10mKW7iZxwcs9L0ARRPmiARGiU3zXZtwRT94rua\nuja12bDXM05eyuArZrZ41ZgXjCxBZqqE1l7sMlE0eHWLL66DOynP9vWbPQa9Tf2HqmZFNZSY\nzEk3X/WaOxDVxdpW9TsvtWWkSCvmu2643JriuKLCEVYBkICiQnuAovrQyEGwHyYSAqMqfWWz\nPy4JPDnP9o1bPYkjf1yWVFavP4I9ebqiAAFMsK+ySclOd6iahZS5qYkPbyKlAJ1BLV1AyDWG\n/GxZYLeLgUBFo/k6a5Ph1itcf/3UHxsVBMDlIGglOUVgf9UZMF+3cS96Do5URNhcBgEIRqhG\nhSS/ErH3NGdWN1TeAABZIsvnOm+f7xZ3ZBzsEBqgeXl5f/rTn/x+f0lJybZt24qLi/1+/wsv\nvDB69Oj+Pr844lbebPQM3Vbe11577bp16wbslPqCuQXmwWibgD6oQ3ikzjCUykrE4fIIu0y+\nt5crHyaCVKfRSCtl0sDTsW6Mdr+qS2nsPBmu7huvY+5E4V0BgVg5uyOgrdoZSJqrac///+Fj\n39oDfbpXgwV3LHAbJ89OnOt5rF7M+juxW+WB61ITjyYR+MfrkrZGxsWWeBouqiBrEwVgG1iL\n+VqzI7sjP5FspYN/F9zJr+dXlnjYz0xlhnoQbw1OAqWQnS6hJizxM95pZrkXp57r+DaJeHlL\nD6H88gl4NkvV6Jp9gUQXidJ65ZUtA2ezlQhT7yeXQEouK43bGdER0N7cGbDaUuILaSgBAwDe\n2iV0o1QNKHaExPN8/7NgoqHG2Xrljx/7Ej88Nhu5+NwR+ggaHfSxLK+4qzwAaNSkXV7id6+i\nViM8hBTam+gZAMRCXm+Qvr0roCQQodHomUCP86gB3GbVXLeD8GykUOw8gYxGCrDrVHgdW/cw\nAze1Z3af/v0uzz9clXLpRM8gbuVdUlKyffv2yZMnL126dMqUKa+88soA628MMSvvmlbzmlNF\nk2LqMqiK9UAAwF+3i9KzWAk5ECjGGcPN4brFkM1MOjfM1i+DTjvxYfFApZnMrTFSXURQcSce\nSpU1KFElWeA0+QAfHQj2MawfFNhyzJBUkawvgY69xDbBv27zJx5No7AtuY5s3MKlqTRWwXTY\niB374ClGI5Ynf2GXyaju78pIkQwUKmKYNs7OW1rmTU6KVy6fYGPDMi67yRCxdHtGKvLF8R+2\neE3e91BUi22VDcxc4jnCLcdCvKhRInCQMUI7XRMVMUk9vyitV17b1s0F4nw56qKsQ0O7CU9h\nM0PwMMaIVIkXWJSKmYacrVdQCZr8hF7SXcwDqmhSEl1U0zHfzXHJCoyEgAPbY8Ta0Y7xPTtQ\nhA2rKWH+XhF9i3l46ZPe79ZmjjffUZ0RG8xUIOkOAHYZFwqM47rLrOn41fL9undgsbUx2nxi\nixdzP/oulD7oIPSUvve9702bNu3xxx+P/+Tf/u3fLrvssu9///sDpoMxxKy8RVoEKMBRw8VV\noxASSFbF0OrT/rzRfJahAGUNyE3uNfOv57h8LJupr4fuPq3f4IejFE0HiufgUXiDmmDDSo8s\nktkt1zQovpicjfsJ5dg4ScTohCQK6k8b99osa1DYYu7+knBiHdN0mxPnNKM7ohNV0UA4yeaa\nt/lcMCWJWH/bfJNi/YRcG294z0nu4DlRHWXny+JaffxkGrJDd94xjE0P8dRdvdkuXdW6mjsN\n0l2xnU+LV3tnN9dBfUSqxHrdg5hY53lEi1f7/cfeHuMYzl30hqjeO4nBvhITEm5Dh2p16ePJ\nSAu2ix3ieDUvndU1PimNJWL12H26J9afMsbGzuQsTXbWOKQulz/SBgDFFpvRjWdCtg8vDtTi\nm4fypt7Pt2MzzaMgcQEowSDysnFGBeGNR0MoOwuFqoHCF9tBS3/GCIbFLjbxQikAAXHS9pCB\n+dB59dVXn3322auvvjqRW/zhhx8uW7bsN7/5zauvvtqfp9eDIWblPXW0ELXfoM8JAOpaVUtl\nq1MCkkmtXg2Vz7OkqsOi2Ws07bqZquuxcmS1QB1PUCtmcWzBxI8IVr6NR2UiGs+CiysF2Hsm\n/MsPOn/0RvvvP/bybA4uTvgN59mMFGlcd25M1SDRBTeO2d2UgFMcke/ErrX1Zn0tcZd41Dvg\nTE30uy+3ff+19u+/1h5LH3ZgomAA8PCypB7QOxe4b5pjFEM3tHOf2oRkk7/mDmRYsPs3kSrw\niFQJAAJYHbkzoK07FFRUaBTggMV2FNdM5RKZYg2CRyqM2hFvmuNCCQ99nDSs4rPisKD9xGaz\n6KTRzJk8J11ci6ILvIh7BFZGYIEma1McJC6mTjh274l66hkp0qM3eeIsF4nArfNc8yfpn/4/\nXOPWNeNeN8OZkyGForSMzZcb3vJzhpQPA6Up8QgSDANxU2w7ZZ6jRT0gUbjEKIEz800+9/5n\nQQPN+0QYa+BYHaVNnZq/F2IzBK4odAx58VYW5qHA66+/PmXKlG3btiWqW9x2223Lly+fM2fO\n888//8///M/9eYZdGGJW3ktmOA+VRU5xFMsFsbXIWhkxGqVmbQDgcRG0GYPXgC8Ifyz25Xx9\nQ7vqSY5KQ1hkgJYwG/oWQB/HKpJOG4SYJ6NqUFQZmTXB4XFLpv0qU8YIbZDWHwp+8FkXR625\nUztRFf3B3ek8bdSLDcZtLpNH9/jbrdzmQ4OHOIU3lWOXlbiXO9dssruI17LnTLSz+6I4B6kz\noL29O/D52QhPTbK0Ljp9bM/jK6tTth03etGcnJwTIUkGbwD44KcUwgo4E555GlZn12F+oQP4\n/g6r9wWXzXSLLMDjc2wAkKJrUUh4TyMqAEC1oXHazPH2yHbkZp6oii5ggrP+QwMv6mWmHdNJ\nY8oY22FsDx/H9bMsqxLxOjVNG1VjIFhdRZdyTnNLrALdtGSzktkT7U89NOJMTTSsQOEoGWVG\n5WbIdy90v7cnENs1SRJMyrMBQFFlFCklka7/QV+nFMP6TTX/pRZv7waAjBTS1Im/zpNH242F\nSoU8usVUJVx2IlI+0jQwlUSMKLS+XTWQe4rjY+OWG4sJ6M9LeqPVmOaWvnEL0uAx5GG+rzp8\n+PANN9zAasPZbLZly5YNJBN6KFl5SxL8+51pj97kWTrTefNc171X4S9ogaGeYpVVoi0xz9d2\nBvC9fMiirlAc3qD2+na/EpvoOXMLazPuxmIIlESYbuYVZ4wmLEvHUw84UBoFAAX1w4Ceqer2\n+e7xfGX7OKIq/SjZXEbTABX9vThhnG842O2c0tih7uG0dWeld91nNgcWQ2nCymfckp/qIvGR\nkDfCfAdS1qDwlpbEBTWq0uc+8fLav2L443of+nNK9Z1Gl3PYlpuOdA0DCrBym990X22T4Y4r\n3cBXi6UU/rzJjAENcNk4+8x8OwAjkp3wYGMJ8lRDBleGW0I3SM1923VbxagRnBHCnLtpjn/B\nJG587HaQ+65KuWG2NRUOAJhXgD99VECQRRQbFJoGiUn3L1+rlyRKd5NZya2fqgZn65X2gJaR\nQnI4fqLVrco73dFz7Fte2+ovb1JK+HRtnmL6dEMl1nK+FNUczu1CkcnPZH95cYqRVT0A1bje\ne3HU8UnGiRBMwVY2KXFLAQOkC7hwKxqsP2gUQEdV6sW0C3loMtTt4c2ZX79ZrIwy5GC+0uTl\n5Z07dw79VWVl5UAKcUC3lTcAUEqbmpo0TcvNzZX6oOPf3Nz83e9+N4pOTt04duxYr49vAEJg\n0VTHoqkOAKhvV+OZyJ4PAFxhKNbRZFZn1IFSWLU98J/3GGleljZgKgYAGsDZOsVqcjSi0GdW\ne031+FbvC/zTDUn714JcW6tXH3WxWWEAyDbzlDY5Q+zU7JwBVdWiAMC5JrwYSyS44XLXFYWO\nqRx/Wh0OlkbZyKwXzqsXCiPTpeZO/tlSqGhUZuTbz/GvKJ745L3BZ2rU5XO6/j0izehBj8nq\nuefHxZwyePWQRGmL6maVdRTXgefvQ5jOAYUT7x6tiN6xwA0AW4+FdgrIOygqtPu07HTJgFdx\n8hz3JqS6SG66PHui/ea5XdQLowCDQihKp4+zf3I4xNsASwQyPRLbPjWOw/rtJ+RzrBm7kPC4\nTT4JgKefCfz8yxl5IyyTN2JA9+oAQIhQboKnzVLbqkzuJgReOdkeDKW+uzcQilICkJ8tf/O2\ntMScaEO79qvVnfEs9cRc23fvSPMw2YpXt/jZUOlv2wOjeVsUgDkTHaUNCtsfEuHn8TsCXGUS\nACiujV47w0xRpRsGTN9MD1ky07H1uNFrtf5wyDjQ58nt6SDoMSwinOd2kDQBFb/aVhVdwuKw\ny0RfXzKEAZ0agJsCE8m7D0kIORFu3LhxzZo1up9v2LBhw4YN11xzTf+cmAnOl5W33W7Pzs7O\nNITLZTnZYBWjRiCNTxSg6Bx3+ukMaD5MrdOYo1HaoPDEB2LQ+Ld0pwBXTIf9JRERNevTjHMY\n6iCDatB+cqT3ku8UQMXmi2aO5EiMCcdReYJZ4x1fvjZFMHoG1FgBo4NftJDMqoOlDQoAjOCX\nCFq7M5S8GLQxYd2qNWQRTMzp+ZYqw0/2ALvTEoHpCYKPfdKRYI7fxMnI+rtf5C6et8B3xjgV\no3vVtfP1mz0/vj/9jgXueMNTfg73OLIELjsxUBoBAMoQxwEgL1OaJiydGUerT3tvb+CP63xv\n7gxYcIkCAIAiDpOeBSr7lQictEOhrEHptXPTgVL8SxWFKwiTiOsuw5PiY5M1NJbMcn5nRdry\nua67F7m/e0d6dkJqNqrQJ97tSOR4VDQqb2xHOsubMTrEuWa1jdNLZ5fJTXNcKBH5c85VAwDi\nnZSAz4ojezg2KzpoGrRiLRYAMGW0LT1F+sLi1IxUo1DHVDJPUJpNsKP9TJ25kolgLC6bRXBz\nC+ymn0mE2qvh/bedg6Zwen5hPsE9/fTTGzduvOeee2666aZly5bl5eU1Nzfv3r177dq1OTk5\nTz/99ACcZRxFRUX/93//t3v37pqamlAoBAA2my0vL2/p0qXf/OY3Fy9ebPWAGRkZzz77rPFn\n/uu//uvo0aO9PGMx8Ahk6w6GZnOEio9W4BkmYtjAJpl1FRg0EfeixU1QzY3l7c3Cit0alm9r\nF9TcwcAjifK0XmLqTj3E0+QUpqXdXDhK0fjAZ71p+kKhzWzViT3WTH5xb2x3IpDXRyUnxHWV\njUZ55ZkJehchsbUHhSeBCgIA43NkiYjqJLDQ5bjzOPHuhG7rsq4XQWANi0X2t85zv7wZJ5Dw\nIBFkd2qQU104xQkAawyZRbWt6uXjHY/dnvbGNl+7nwKBmePtDy9NtZqXqmpWf/lBZzx02H4i\n9NiKNBGVsRiaDOohkHRXa9vV6hZ1HD8P7cVzE9AhRrdg0dyp8WgAigZ1AmzX2RMdhJncSYI9\nKgBoGjyzpjNOtFizL3jPInfcFm7dwSAblh0uj7CVGI8LAkzsqmm0rhVVooZv3+aRJZAlyvZF\nyJwxEIpSAxumGI5VRBcLOOBuPBrihZtfvcEDADYJ7lno/uunXBGqyaNNbn4zVj1wO4nOMXG6\n2I6xMkZcMWxI0igEwjTFLJ8yeoTssJFInAqffEzC127nwd6rDWJlk9IR0FBZ+qEN8wvOysra\nvn37ww8/vHXr1p/85CePPvroD3/4w48++mjFihXbt2/Py8sbgLOM4bHHHps9e/bKlSsDgcCc\nOXNWrFixYsWKBQsWAMCqVauuvfba++67z5iMcdHCH8aT6QYs52bOntu4XhPRKNq5H8fnxdxJ\nTVDuLRGC4ncqoyaCku3Qr+9LEYI114jBLuFt1zHF1rhIsG76q2yMPr/Bt/1EWCSfxBOfjigD\npgzZV5g+2phSxIecHhebTOKBY04Gvs5OG2s/W6d8ciT00mY/qsESw42zXTEubwzOPpB6XMkr\nVkaKdHtvbWldzFo0aoRsY86NANy90A0AYUTjjovKJhUAFk4xcHHBYcNu9KgROA8uO11+cGkK\n8DXUYohRvdPcRJIIBaAUyuuVEkaezxR/2+lPjIRUDVZus6Dv67IitfnSJu6RA2HKG2xoJ58I\njlUYJVNFNI9VFZkZdMLDaw4EE2dOCvDBvmC8+/YzbG7XNKRd75a5eNGVJy0X2+TEGlJ14HXd\ntHiTi53YgXltvjoc4AzO/BxbbkbXsL72Muet87iV5MXTTYrMKA9tQrYtMcDNzZC/tFhfh0HR\n1URjNpREMsfVLUqSxH7yMSnA27u46pMojFP1BrDqvj40IHSzxo8fv3Llyvr6+l27dq1atWrz\n5s1VVVVr166dPn16f59fHDEr75tvvvnQoUO1tbWfffbZxx9//PHHH+/du7eqqqqoqOhLX/rS\nBx988MwzzwzYKZ1HoCJfABDhE5J4ElGjjTMZFP62g7tyaBSO8nXye8E2NlAp0p9X8g2oaEA2\nQuhEYOuDeDvP3sVuI/lYF6A/TDUKpxlLjhi8IXqoLPLGdv8f15v3b8ky8GZQQb7dBUeGWY9L\nbC4+ximV2G091FsCMHUskykh0ObTfvlB53t7AvuK8fiDEPjO7WlfvjZp3Rol0ETIA6sveddC\n99dv8cyZ6CjMs6W7LbwC8yfrk2eRKJKio906HsdQ6jZnJMW0Wr1BA8oVDrRB1mEjN2Le1M2d\n6spP/WCouCIB5GfLHX7tVx944/OYP0xf2eKzVLPSNKhkuKGtPk3cwsmS+LqBrNBLm/y8ZMHn\nZ8PPb/DtPBm2mkxg1b7jyE6XRIQLt2AsXllKaq7dj4XIcfpvG+dOsnqUS2a6xmYhLxFOkKVd\n+idLMZIJr01wVEZ3DiF2SGwuKcgVepF5BLDETTUA/MPVKTxOUU6GyTqFagjmpEtPPjjiH69L\nGZMl33uV+/EvZwh2tBeKXZdIS+Kq7SZ1QH+YWlLQsrQLTQTrhnYpwMJuIycnZ/HixQ888MCN\nN944bty4/jsnFEPMylsHJ/pCUT7fFuBkFR7pzjBUaIdkg2UdvEHNQPqK1ds3BU/OQgdC9G1k\nBulGHRSF/vD19k1HQ+JLmqrB1uOhP6zz/vbDTvQDBaPtPKtIQmCHmUPy8cro4TKTC6hs5Kaa\n+9gWOWCYZNZR+tet/jd3BXg0Yp3N9UNL9R6ws8bbDpndxismO9ka5Wwr/fs63Izl3hZMcvzb\nCs+P7kufOd7Co1k6Q0++ctpJT1Yp4a58VhI5WBp5lmWg4AAAIABJREFUcSNGxuAsZzFphYwU\nqUuzXHjwz+X0Jd93dcpdC90s6WJ/SaS4NmpgJHHjHJfbQd7Y4ddFVxrFU548EAnQ9Ly4vRnq\nVMqDolFe3b+IM7UCQFWzeqgssnKb/8+fWGTO8LQOAe5dlCJyhRsOI5eXO0JKvGmo3kLMeTEY\noby5fQQ2SwcjyKe7zpO5bbHu2EYsDaRpgHYK2uRuy0zOxdtkuIWfM46j3a/x+t7YasEUzpS1\n4bCJ3/UELLl+w2yXx0VuuNzV4dfysOISD7dfaV7UEtGTrm5RywT6ES0ZBLZ6e5O+8bgkS9aJ\nQwaD5qKHmJW3DrkZGAuRAHDYV8EI5XGg08zygsEojXA8vVMMC8JLOF0sBijMtYkQOtmNu7jc\nB+22SfvYUM0n8fPPrfe+uTNwrCJaytEymzxKRsM+SYJQhIpYARvIM8VQWo/PU24nEZ+ILyzm\nFprP8Vv5bgi6PVJuhjw9ee93ttZ8Kp+FbRfnWt/pxTHKsC1vxQKhEi0ATM+3TcTyTD3LTMJ7\nsfFw6KXNyXUhw4DYLpNFU7pexlSn/mjGSOWwKm0S3LnAnZOOrAhr9gUN8tzHz0WBIyxQa2aF\nmAjC9MMBQJpbMqWBJh7BAiiUYS+pJsYKO1QWMchEsFg0GX9ZKIgqV6L+cLoamhMb+LEbaJdR\neygAgHOMpJqi4pbUXUdgjjN6hAyc8B0AarEMsT9M2314PjuGGfkOkUdv0GyXx+REeZv5jUdC\nxq6Zty9w61I88wocBhx6Y+SPlGO62gavuYiX9zozbykAIKSLSieIkb0yP1o603JsMDQwaALo\nIWblrQMhXLowSrrbeCTESyc0dmgLJhsFEJoGz6zGpW0rmpL38smvN+rWawybDUQmwVRGR2kW\n2vpg+P2fHBZKQh+riCTJnCWWEQEAIC9T9vO0Fyis2uEX+RbTrm2ejZ+45dUFh6m+mzF0jgwl\ndcqR8qSIRKQXEJUG4xGiTCFLxPju52WIcmAXFOIrCsp9D4SYLJrh1zz58Ih4MGS1cop6qseB\n1qAbDaVh69vUVp+Gch6yPNbOjT2IN6gJEmHBqFyHAx0n4oL3ZQJSvnEYFPebO4WuEQ3rU5JX\nDVS+Oua5Y5OBJ4fMCiUpHNdE9Kf52bZYcMnTkkPrSPt5Zund55hnRquIgddMAgAzmY10MUfH\nmlKEPpSIKaNtj96UmpEiEQJ2G8wtcDy6PBUA2nzapqOhqAJna03kreIIhOkT73R2sZv4r7kv\npHWa6TfXCGieZqUa3CEEC6da1oFKc5E7BXLqQxKDZrUeYlbeLApH4VEvazICAAYy7K0+7SvL\nTDyByhuVPZgmnX5FSX6TTIILDC9u9AUEhMDYmR0XozB8s8NRKhI5HavAbl3CkecXOng8MI2C\naed4DBlm+3he9mIQ6WlmY9lKcejWftOcPQq0PlPb2ksSecEo8ytCfcJZzOYwJVzo8mSlE9Ah\nk8yEmr+xSQSLSYbeTGgS0W8W3kUV6sK00+cb7uRZ1DEZawpQKVDwAYBAmApGMHGMxd5BVhGI\nB7cV42LjjxbXmCez0WdweXKMuGSmUzceUp0k7lI0lWOPms0orJ/gyKei5zCxWwNR4RQ2KzE3\nb1Ox9h2nhLYyq/dz8/esZEoHn09vzP31BrW3dgY7AhqlEFXgSHnkg33BonPR/36z453dgYhK\nNx0LPfleh8ie/287/aamqgCgavC6WQftqEzzEdjqVxutcKCzPJJxFY7FslkuS0p5QwmD5rq/\n9a1vfeMb31i/fv3s2bPHjx9/3XXX3X333ffcc8/SpUsLCwunTZu2atWqQWTlzeLWeUjyICMV\nXx4N1C08LuJ2mNMANh5Fqj/u+ASLzQOrGasXY5w4F03KKfLnlkl5+kVdvPswDpsEmWa1KkUF\nU3Zyq0+dmW/nhSUi9sgA8CljJa3D5Rx1whBGPbw4Mbq3jhIxLEwuagsKtuiASqEjJHKxrOJ9\ni/RGbixCYrTe8no8PkB9vy11AkaTPx3glDJQjEiVjFXh6jFvpignMIohzS3lZsho/BG0KByP\n5soECx1uJ7HE9QRMnVDT4AVhcrOldLeBhx8AnDXrtkwiVCR8sW47NDZLHp+bNPhddhLrRaMA\nxZijNQGYwKiAl3EIZigc8UfPuf06OjUF2HgkZGq3GYpQEVOhigaujVFepn454GnSp6dI7E1I\nxB/W+XT54M1HQy9t9iUSSM41q6v3mSyRqgYHS0WZPyjFKBELBEh0lOLseR52nQqb2hUngcCK\n3uoUDQEMmgAahpaVN4tpY+1sV9byOXgXxWy+uGPsIGhPfSIa2lVWmsdpOBUes8L5A4C3dyXn\nBjjTa3a6dNdC/Rv4VuxvraxRuQJtHFXNCk/hNY4T56L52fKK+X1yz6kxm4MqOJOjge7KxQZC\nDB3szFCQvGuaPs7OJWnywZqoAcC0sTb9kUQOTGGEx+RzJfWKMQUijiNl+MvCU0IQB6XQkpB3\nR1nL3R/V/2AKJwcZg6pZl6ok8JVlKYTgbdBWnVBYKhcA8Bo2mBNB9uFGoMheurZNrREuX1jS\nGDHIfYIAO46nH6fLN5+uiZYln1WLT/u0KAwAaz8PohshilVs0qwYM181pWvN5c0GsVZyClDe\nqBw4G3lvT+DdPQEDXZc4/r4nYPr0eZnjFCdhO2J71s2Eo9ok+NflqQaSF5uPhtD6GMv0M7UE\n97NkLT4Uw/EVjtI1B4TY8wfPWli4TwkUQ5ImFmpt/z/EMKBWq33Hebfyvqjw6I2ex99OKgOV\nNyiUIgXeq6c5X9/mj2Jz0OQ8OwDce1XKrlNh3rQbQ2WjMj5ZrK3TUBJH4XjJoghHab1h5UiW\nYF6BY3yO7frLnTrG8Llmde+ZMIC1tqCmTrW2VR1jqOJnICYQhy8MAHD3wpSdJ8NCtG+KnGfc\n88UbpA6bXpBIo/DmTrw85+DZiF+UcDkkv9mGhAddniMnXcpJkxqNvTAYLJiEbJidNuKQSVgs\n8OoBAW9AyzGUQKnCitEonJyNfKQXJi/MAEsMc6+b4eT1E7PDssAwzSZLwFp1GJ/V/EJHTNYj\nM00GJqDk6azzcPkExxam6xQVlEQxf7LTNK+ZCJZAbxzm6lBSF8VefRzGdPDRTK5Uh6RhE89y\nEL0VJUqWqGxUAOBkFffOHK2IFiRnsi/Lt8NeJpmKXa1Nhniz7OTRdnQoTsixdQS05zdYkzUE\ngECEVjWrBvsiyn+h0rFqZO4IRMJ/4ij7dFZDEwAAwlH6wkZfkRnbJA7z2NhKjsC4SfG9vYHG\ndk4XZvKXBCJac6fGMu46AtpHnwdL6xWHjcwrdNw022WToUzkGemnI/O/GKoYTKt1Igghubm5\nubm5paWlJ0+eVIw3a4MEHx0I6khUB0sjv1qNSK1piX54CRiZJsUyUrIE6SkmC4+OzalpJoac\nHis+Q3abST7RbiNfv8Vz2xUul520+7V1h4Jv7vIfKY/+/+ydd2BUVfbHz33z3vTJhFQS0iAh\nvdBr6EiNIFUFlCILWFdd/Sm6qChrWXR1f4JlLav+UEQUVEQURVQUkCpVSegJEAgkpCfT3u+P\nIcNkXp8ZkhlyPn/syuTNnXvmvXnv3HPP+R4HC3JkLrhYbfDPtVV1omuGeE6ZPxeXupxZpugv\nb1IrwIqfah//sPLB/1bc+1bFK+uq3Z/Wn22rKxao/8iKD6Y1bYKoQyYOV3vVLBUA9kCnJryZ\nMIRAiuyG6lffBdC+ncS7YsLk/gR4W2mCd31/mn8rjIpEuRUO5iWpI0JkfW8UgZ6dJTboFKjA\nEtDQZPrAK0kvvKLglMKMfl7/Q7yE0QXLwq4iJTp2wNNAO062sw4AVXXsuh2ystrqLew60WCh\npABfEZ9bE232jB2Z+EL4zmMEygIBACo565z4cJonKsV3Mt2jzsNz+Xft6hvZN79V7D074c0p\ncvFboeWcgGp+JqfdJggsxs5W2ISSFlb8VCvoPROeSnEhmTwnG39v+PuKyyIHeHCyTOSkwS6h\nVBC+0/TyumqP/YeaBvbJjyt/OtRYcsl+/Lzts211y9bX2B1QrrDXJpGnV329EjQO9KJFi959\n913XP2022wsvvGA2m1NTU7OysoxG44IFCyorK1txhr6z+xhPytfRczaP2uF6C/vsZ/wCxu7V\n3Awt9qxW09DZrWdE8UX713vrhaQhnIwQyCfhhSISCRgEyK5jlp1FljXb6x55v3Lt9vof9jcu\n31D9mJJbjAe1jeyvf4qlzXHrzbkwTffAS7XeNzRxsPDToUZn9QYLcKjYumz91VvYT4cEJ9mD\n030jkAnztm1VmJHK4/i+aoUZIQYtEdJ6Gpyt+Gvs0pGRVIzpFMVJDuFDryFc65zwSEopdKkn\n99d5zCHcJGu10DdNIylopVfyLLxvrNElmsm71a5oN+XMJfuPB3gcSclWEU427W/484wyF82k\n85yfsixqgK921Yuv2J1sPtDAXxXdxHG+vlEuLDaWV8iCm5DDWxZ5uc7BsoLdRoCvrwdF+DtW\ncrHZrx5GCL/3dqzUKp4CLsJ7P9T8Z2ONUHnoxt8FFzC9U3l+gImRNHfPqq6BfXMjr6Ie7CwS\nrHggADMGG9yXGREh1MQ+gjKXPx1qXL21rl7JBpTFxgqlTdodUKdk6+9Cpf0Pt1/H6Yv2R//v\nskcKyqESy6b9DUpX+FGhylQ+rjOCxoFesmTJ//3f/7n++cADDzz66KMMw0yePHn+/Pldu3Z9\n8803+/Xr19iosG4lkLDY+K/Evc1blb6/ufaUQAZtfSPrimHzJhS66NVZ48wfdTjgzY01T39S\n+QW3AMLtt5SVyAxX4kBX1jnE0ykbrI43v635z3c1G/Y0ONw+6VK1Y832eiG1Wkl+Fq07KZLR\nqywp4srjpEG2fpYczlbYj5y1AUBdo2AHBwCI8k3aooWRkxLDy+yhBq63apTVUOIqIhkCn/6q\nrOAVAIYKxM/c0TAkJ0G6ykIo/AwAc4dxFHKUGN0xmh6S5TlPXl/BA4rArQOkRawVRaDdm0fy\n/tgVhab4+8gA1Dayl/i0VjzYe0JB0xYnIZyo+QGhZBgBWIDDMpJGeBtBe4wjwsotdbwb69we\njbxCchcrHftPWy0CHqyKIr04+xIWGysz18gj/5V3eXlMid4fl51HLV/v4f85i1wYQp1u5gw3\nmDn3mZJL9jJOwmFlrUMkJYNlIURLnphqHtVV2y9Nc3N//VM3m3lLMpxsPqhse8TJPoGrWkVJ\nPN+5XGgK1VfXs698Wc37DPrpkOJJTpNxV7mOCaantYtDhw4tX768V69eRUVFq1evfuONN7Zt\n2/bOO+8cPnz42Wefbe3Z+QBpuqabX9vuT7Xqenb3McFHhUpFXGX+3KbE7hxsatm9YW+9oDSb\nW0mhlibyBVlBhlcgstKtrnfotV5emeLPWjnZWq6aYr+XRpy/bD95wfblTkHfTqcm0aHeJ0W0\nPEXCDYrF4e1iWFqhzB0XOpuNVlaRcpOTr4TPizu3DNBLBqHDhRNeU+Nog7fNcnOTmHvHGLmf\nPiBDI1k/lx7HyHFn5fdc8AhQ8rZqkz9aTQN7dXeI87uTE/WvqBE840KxVK7Ig8x0EXckm2UC\nQIiOEr8hCgrPA1ht7NYj/EEBblIEbyywpoE9JJzFO38ET/0c/3wE5uh6LqgoCOUE9UGqGE4O\nHgrxUjMCAMFUBEZFWJbna+KuPcQriACg5JK9Q5hqUl/97GGG4Xla8d+XF5cWABiFn4NKd0tc\nT5bfT1iEKumVTrJXZ3VmvPddq64DgtKB3rp1K8uyL7/8cnh4uOvFOXPm9OvX75tvvmnFifmI\nQdN0Opr/NLLc0rnKRKuschIY18PmBtGf9OU61nmD2Cdwb3KHBdh9zPLvr6olj3Rh1FG+7Oxw\n4wEysdpZIT3/Hw40bObbI/Ygsyl86IXutTi7jlqe+6yKWyblom+6aCvIAMNqF2xpKY5eQ3EL\n5C9WOU7JkEd1R+gKI0RpWgQAwJGzNqHEdHciQ6ibeksEXcJEk5IjlK+RKAJT+unuHWPiZh04\nEZHlcRIpTxdSxZ2awFcZ1lzpvGM0j1HFl+Se0JPuQcrmX56aliVqGW4S/AaEBMu5bkSXToq9\nAV4lcg+6JUsMy9v278r41Q6hBIZ6jofHKyFis7OMwPJKw5CufFJo7YyUUGdcz9dIs32GTrI7\nyCqCV62yrMohEiZnWf4Fts0BVs52CU3xVOy1l/ydEmiwshv2NLz5bc2Kn2qPiqap6MV3iQRu\nGP3T+d92udZRrqRdlJohrj6vXgQXeCGEjO/VpsPPEKQOdElJCQDk5uZ6vJ6bm/vHH3+0xoz8\ng1DYdZ1bx872oWK5aTOHXhWy1TBkSn+x69sZcpNcZ7s4Vmo7eNoiJy7LsvC/66uVKmJ54LUn\nybvGePPb6pVb6nj7L3rgajFDvJ8CP0dLbeLfiU0ghycwYbyVgebN1Dwh0FZdBCHVQrVUAasQ\nMuucRnXVthNtlCNeq1oiu0Y2OZoelqsd20P3+OSQEV3ExFbFM5dAuAebBzwdNAW+yYz4Zo/2\nc3y7B3+WyLVUpBGDxQZytDV4PXgA0DDkkpB7yrne4sIVJ3SGyWh9nN6BEfKEnFiFv6fIEMGf\nGeHMlXf2jIpEh/JPkqsf6oKb18FLUmQzJT1xEZsrKH8u8K4bP95SJ5JioaII70X1+3ELd+GR\nmaDmBpsIkdj6iDRTi1dVrtlet+uY5adDjS+sFQyOXKi0V4kmwQs91HlXPizAWwJJ20JQ5Ore\nbHuFfVKEYFn23U2C6elthKB0oDt37gwAp06d8ni9tLQ0KSmpFSbkJ+rq+ZeGJ9xKTHQaIvLw\n9qi0FU9D/n5/w7FSW2KUgp/Tv7+qefLjSsmmcdsLLYdERKPl/fT59tlk4RE5sAPc+/ZlwZpl\nz0+FA00zb/ni4rKqIBOT0XmVqq7ji8fxxD6liBLuYk28WrzJdLvf3Fh9JWTI9ykMTToKd/sr\nqxRLrHRHRaBDuKqs0m6zsSKNoAHAIaN2Xk6tG4hmb3M/tDk848tP+kqMpNXCiw6nkrE4py7y\n/8Cn5uuFJIe5Cd8WG6t02R8jqpvpoo7XgqbPEqqFBQBaJbiO13K+sYw4ni8xLkIlVMIocr3P\nHW6Us5iY0q+ZCx4npcfnHefK7Vz99UMlYskzQklNJXzFlLzqJdX1EgLHB0/ZPPYfPt1ax93/\nvFBp/8/GGvGhYgX0f3hz5I6XeuoKSNJgYV9eV22xsScv2LYdUVwtIMSxUttBhd0hrjOCyYEu\nLCxcsmTJp59+mpaWFhkZuWTJEve/7ty5c/369T179myt6fmOSeAx2Wi5cqc9fdH+/GdVQg9L\nigJz86TD+AiJDbWXv6y+QarligfnKuzLNtQIpUk4+VG8YEKem6IwxesqHlIbi1ZcVtDejwDT\n9EAU2i6/dgSdIP3QHG80Q9L5FKaUdcEAAIGufk68W32ld5A1h8Onm55efJ+ipsX6yxwV6FDI\nxc7Cz4cb95+yfvt7w6KPKkWaklAURAuvJZwkcZQWeIlxLj5lXIf65mdeoJGk3AtaryE5wsmU\nIgoSAFBvYT/5tU4o2t2ns1rojjOEI9XCXzcsakStDK3rvcct/NVgTfMSkStbv7tByKfn+u4x\n7VRdOD3kp/bX/yZQ5fIdXz9aFxJZBwDACWfK2vqREmji0mhjPa4BuwPs3IvCbdjBWfy3Jt68\nfIbz63E44KCwcjYAaBhyklMcaXN4dp6vrnf8c201rz63OxP78D+Fj57jeaP8Xj/ulNc4vtpd\nv/Tz6iNyWqXIpkR2mtZ1SdA40PHx8efOnVu0aNGUKVN69epVVlb28ccfb9682fnXxx57bNCg\nQRRF3X///a07T1/oLbBrpqFZAlBW6Xjx8yqR9p6dYzwdCsmbWaON/f2U4vVoVZ3j4GnBdzlY\nz5uIdxildKx5YAEAXv6y2hVvO3nBxm2XII5L3S/alTopdbtXljAgPJp4o7gAZHRXJdrgAACQ\nk8jwtsk06ylZZTFu3965CsHLjBbxYQW+f7NebgWneIsWEYkV8HZV1mBlV/0qJiQ8qpvYMljD\nkMl9ZbXbjXA64jLOQ0bzVVAC31pdptcOAFY7u/eE4NkUSfBgAd7+vua7fQ28W8kamqhpEuWe\nku52csI4+QZGLV9ePfF8oztHpOpoz1yyv/FNrUN4BACwO/gbnew5bvn8N8Hz3olvzXmSc+99\n85vacwIrEPE26e2kUs9TYxmP6zlGtPfHVZSvbxm3m4ODhSdX8qmdNh3SIZwWkjzPTWK4l5NH\nQPfoOdvCFZX/3cTf68qJXSCz3MMX//lQY6UMqaLCczaG7+7H+7jnrdSUw8bfG8WqVrwK34gn\ns133BI3xp0+frq2t3b9//6effvrcc8/NmTMnPz+fpq9cwmvXro2IiFi3bl1OTk7rztMX0gT8\nJ7Waeuf72idXVYpvid6Sb/B45ZJ7nYHAW7/e4428zsnzgk1/L1U5vGlNxB3Ni3gsAQCw2NiN\nTZGVXcKKJULkJl05C73Tmm7BUrd7iRp7aG6dwLEahgh1bg9Y7CznJImetIgQ6r6xJt7OoTUN\nrKwmt27fnkg3YLH2dQLf/9juslxMcIoqCCOeiyKS3SGOeIew/umCyTQE4MmpZpmJjyJ5FM0P\nI6nNW9W0M1J905rF/AhAfobEBkXxRfu3exu+2duw86jFIXzpnKuwXxBoqFFcZtsvrD3nbEf3\n4LiQZtNqYi+n3fq+kxbBFA6B77dMSrhg86EmmU7RmwRvXpz4bnsIp2am3sJyte3KawV/V+LX\nqmQ+z22DPWtseKLCXtN80hVNzzK7A15YU3le9GvvLlwM2s5IcR3os+X2mibhkep6x2vfVJcL\ni7o4cbDAFaAwakli80XjEXna5KfL7Ea+XzBvZwaJ0m3hy8wufoNVvqox6UhW21bhCKa2Zzqd\nLicnh9dF/uyzz9LT04O9p3d8hEpF8dQOV9Y6thdKZwFGcVq7NetrLfTz8Grd+cPBhiNnrXNv\nMHKLl0MNxHOPjpXx4+QcIN0jWnjY400Rha2ifVW4RIeqXHt8mfGMiiI8C4Xmn0sA7NIxaumP\nntpPJ7APHrhoGcISWcsDJ3XCcl2nyyQqLLlECmtmD8jUiOzV8PLz4cYh8tKZuiUzmw8IXlfi\npZUGDUmOpo8pnBvIyMhnaODV+g01UNymj0KckFdGabGxe45b+zTXn/Z4rrMAG/Y0dOMTeXDy\n1a76dTvrZZ70l76seuH2UO7r4tvZHaNoAAgPobp0VP/OSaL4k5NE+/VexdEEyVXfgVOyvlLe\n4MilajHruKrDdQ0iyxAeQkU3kHRqicvm/GWHR8FJvfxkOUmaG/fOptp/3m5maPLFjrrj5yW8\nWxEJ/9oG1sL3bovtym1930mreIKiE52GjO6mKzprc1W4ahkye5jRowzXIq/i4WK1IzZcVcFZ\n/Hj8OmwOUFGiHb4I9E7R/FbYyH8flvMglk1kCDV7mFG8POO65zoxPjMzM9i9ZwDQMN6LmBE+\nYcgO4aoIOWXRXHh/9c1fPFNuf/2bGitnNcxwm7V5ZZW0YobwsM7itopah3gDMM/xCMwfcbXP\nhUFD+PtKcBVwRT5E9ueHmYJJAdoJIcq0SkRixl6UbN4oLKLUP0PTSWGsV766U4VoBXy9aKMc\nABjZVVbHFo9XJMOBfdL4w7390hXkqR93JgDIuGjPNfdcHQ7Yy1FEPnnBxg2IOjlx3vbFDrne\nMwCUC4wTLvqr0TRdAiO78HwJHo2Lj5XauFmtkrDCBZoWG/v17noRiTp3eB9f4m2VEiI9bQ8P\nUdY8XbwZR2a8xC/o/c2ezUq48RR/UdPgeGpV5Svrqr8Xzdt2EilcElB41sq9vBmKuNRUmsVc\nhK/PG3K1NAUPjDP9tcA0obduxiDDkulmrpqkSHmoOzX1jg7hPIe6qhuPn7c9v6bq7v+U3/tW\nxWfbBBXrTVpqSn+94C3Zf97zzCHGZ6aFircubwsEvdN5PdFoZeXorPEj4OklKRHZEB+N++KF\nSvuJC55uR6OVL/fCVW+uIu3lVWr7UlFXZ2EB4O3vZDUBdpERx3hs/deJ9jZ30mhjxdZusu9Z\nZ70qDWl1RMLAXNTCTmBChEpR9xwCkCMsfmy385fbiyG78JBXlfbqMFJrvxrhMLyL/AyNe3Jh\nUhQ9pZ+E5OqMgQaPcC9FYHC25saeclNTAKBzewZAVplXePPzXnrZ7mB53lV6mf8s/KG0kklg\nPh2jVSJZmK6QXsdo/kvFPX6886jFu+04rkAEANgd8NIX1Wt/q+dmOfFScpHnoumeIrb4ieBz\nE41KEmTFZTYSImi9qIddXc96JPiadFTMtRHiAIALlY5DxVar1M+aVkGXjoJ3Bt71jI1lXTn0\n59yvWGHrB2RpnX/PTmDGdNcNytKYObHYLYcbC+W1mrLY2BAtz9l0qnNcqLS//GX1sVKbwwGN\nVrELalJf3dlyGZ/oc7W6hharTGg7tPUFREChYYiaITJ7qHqgFgg9mLxt6SeTonNWj2zIj3+t\nY7lbRU3/NGpIbqK6tMKbxGv5HDlj/WZvQ6GMxt3ueCScScoYOamocejUlHTCiRS8j+HAJz9D\ns2a7WH2bOyIPNoYm/P2gBWhnEnv6ny23yW3y0nStikStPFCLBssJAfFG9HKidPUW9plbzftP\nWitqHe3bqdwbJIl87p2jjHWN7PlKO02BzQFRZpX4TLh0iqYpAAdILPyMWpKX1OxUXmnMznnX\nd/sa0zvwnHSl3emEpsOoiJahABy829OuRZSKguhQ1fnm3rxeQ9xPulCwXGJiBLieEwD8VtSo\nKImIV72+Y5RKZDFz4bKdW6YZG6Y6ckauIZLSNyO7aNduF4x3Ej7h8AGZ2k9EC14FRyNE5mJD\nnPkjTCItMMP5FvwsC3+UWLMSGIdDrCukOwdPWcT3dsprHCu3iBZpuhERouI9F846xZ8ONTZI\negUsAIH+6ZrT8iv42aalsvJ8D14t/zYILiLWyhAAAAAgAElEQVQCi+Ro0XwAAOAL8wBAklAf\nAaG0Wj95a782TzLed9LyyyGBBCwAAIgNVw3I9Eb7TBEsC59tqwNQZqbH1ryWkdXRLi5C1V6g\nT4EiUpTruAUC1TJkvFzMGGQU+lNlHVunpFf8nSMFhwIAvUb2GWm6VnMS5X7/4ppxYcJ9vJ0k\nRdOSTc4iQygNQ3p2Vo/oos1NVJDapdeQjlF0fATdMYpW6j0DAEVJay9Et1PdM8bk4TUKqYvs\nP2nhLbPj7eUuAgtwhi+0dqnacUWMhc9W94aXd482uie5EQJzhhnd3+RN+gHL13oGoKaB3SNT\neL6JynqHRyNMFuD5NVUityDeJd9F0bRpdxiaSBbODsjQiCwXo0JV3FyjgZka71IF4sL84410\nEngUOsmK40/Kd4o1URT/CeWSKiV5eazUJj8mMjRXmxJD9+ms9jjdW/5oPHDKWiosYXkVAgBQ\n28jGhnNzKPkPbva/Qsfw0S1ZHStP/vy6Bx3owCLMKJVTSvivbN4oCIgU3vopHaqs0rHrqOXf\nX1UvWln5v19Xv/dDrfjIY7rptIwPV51Sv1+Jmfrmiw2GJpL7oYTA+F66nimyunaJ0CdVk8YX\nqAt85BeoadX8vcGcnCuX2+kGAMZ014lLpPHGmXiHciG/h4i4MOK0ARK5FgRg4SSxZFUNQ2T2\ngbsWiJT96dTw9K3mZ24xc6NlKkpwwfnVLp4QZkp7mle3S4T1u3m2rcQTdTLdGovEtFM9O8M8\ntruuWyf1sFztUzebPYLo3ZPVimtQCJh0nu/5rcjy2IrL+04q0/+pb2SXrK780a1lzDd76itF\nIpisZ9ssJ5flpVwDwKQ+Or3UEsuko8Z2F0zZ521wqGGIF/d3DUMm9fVPX2hxDSiG5ldec5Xg\ni7RnckGrIEKqZEVCisrt1CVFqZyq1ccu2Pn2cBpqZO/XllbYaUq4jtnnqBlFwY09dHOHeep9\ntVnQgQ4siDc3HwBh/SBupbbfeXNjzcHT1tIK+4GTVvH8zu6d1Gkd6NLLPqhEX0truCIM94xu\nHubkGDe5ny69A9OV07xAKRP99PBoebp1UnN9CN47tbjEVaRZXkiSAABIFnsROeLczQ+Q8+B0\ncrlW8NO1DJWbJO2I6zUkWyCBW6WCu0cb5U/G74zvpROK31ttENNO8OlMqfgX/39y0p1tDlj6\neRWv/ydCIZ8imHg+ekHz/O8zl+wnL9hKLtlLK+zcXNgthxu9yCC4UOVwDzSeq7C//0Ot/BaM\n7jhYWPVrrWtiezhFmc0gwOv+NguYCM+CpmBItizNmd85Yn8ueMUuahoUd3MEgJt66bISGE/5\nOeXjUJS0MvGMgXqPL659qMpVDyenNe+4ntK36+RoWuxh7jYDihAAqKhxlPHVMR85Yzvu1opY\n/DtxLgMEP9fnp2dkCDWul07p0vc6Bh3owILyrgcxQHuB/a+cRHXgJPubDAQAjNc4Lds7aBXp\nnuzp08SGNw8Ucu4bxRcdABBq5Ou/AAoeAB/97FnPHiyY9dS9Y02u7W/a+f9834Z4gmO4idLJ\nFuI4es7G2zjDRbXc2q0miIKOADydGJqgVXI/taNABH3GQEMGX6fGFkPDkEcnmHjPoHhxpJCE\nGTd9c93OesnebHLGOXHe9sFmsW4X7i7m7mOWl9dVHyq2Xqi0Hyq2vvJV9QtrqtbvqnflIJ2+\n6FUVLwvuWacHTll9KWaw2a/2zqgVVeAUajzU7NIU/j2ldlDLlK26JBzS5u1068UiJLk9PSxP\nCwALRpmaLc+U+2lhBmn3NydRPTBT4zI/KYq+b6zJ6RSW1zh2Hm3yVgUM0dBkRBfptcfx8zZW\n3maA83YidPl5FuIIfyddktTOTKqQaxY1k8xPa2sEoivTlkmI9DIRNrk9/0M3PkI1faBBrMfb\ntStdYz3/WVruAIDYdqpAkxzUqcmdo4zcNBidmpiNYjejwjNWAKAI8CdgyL6PnVCunxU4dIyi\nH5sccsdw45R+epHMBAcrKPgFztx+7ntbqq5SrHMhB8FkDxZUssfh1V/T0KSvgBpdSxITporg\nW06INGquqnMIuQvt3Cq6Tl6wvfp19bd7BevSmtH87HP7La/9TUwIj1Y1a1+3equnq3201Pb5\njvq/f1R5ttxeXuM4XeZli2OT7urMJEoCZFzPrkPEPdF5I/i30XmUN/nGCfUMwgrSKBBNN2rJ\nKD5BRpOOKPo1EYBZQw2uN6R422nIyUCBDt7ufLqt7qfDja4VePElm2tttnJLbb2rlFzACJtD\n1iLhoy1iSzt3nKfMpJNVciNEuIma3ZRZ0UnAGfCdrsIdatomQVm3dB3TL0294ie5Pzx3RBQZ\nB2RqcpOYb/Y0fL+fL5fq2u3GcIQ4YsMpAKAop3iw4ruFmiaESLRKVkSIntzS36BmSOcYWigd\nUE1TAIKhKVfriumDDE+urBRszygFE2hLCiWcrbAv+7pasiWbg4V9Jy1CDqLNxvLozwhcnCkx\ntPgXZtKRmHaqc3KKbwAAIES2PwEAfVLVX+2q53mIEgUZU+V83RCSY+kA2S+aPdS49Isqjxc7\nCCuU6TWU0G+6R1M+9+ky2wtrqhQodTb/LrmLk9MXxZadmfFXdzTqLeylav7fZl0j+96PtRXV\njnrFTUtdIzhcoSivIyAuNu1r6J6sttnZcuFywKwEJlWgbW1cOO2pPsR3SerkFZiyLL80Tm6i\n+tYBel6xC4uNVXQbZAFOXrC7ymp7pWqK5HXz4UKroF+6RDZdTQO78fdmz0G7HVb/WvfgeBMA\nHDglvYiyO9j3N9fcMfxqdt8bG2vOV9gv1zr0GqprJ2Z0N92h0xaRYIEHzq9RxyiS1PdkXM+r\nGe2psaqdR70fyh2tmjgTdQjAwCzNYHlpP22HwLhbI00wNAkPUXwLJgC0qIK+Wa+gG9m1I9y1\nAaQwU4UQGJajeWaaOdK7vjACJEczPTur85IYIe+ZFdANdeGq+I42U/F8SvgyyZDqWRDI/Gdj\njaT37ETkMIYmMcKV3e6+U4iemjFQuoqlr5IGIv2VHBxlVnURSHTuJFtKhbfqN1Zew+0WILUD\nPSynmZyChiZ/vdEkdDytEqxj/vlgIwCcuWR/6ctq73XuAbj94cRb5c0ZdtXF0TAi0XM4dV6w\n4Yscjrtp4XfvJJoyJ8NDOlpq23vMcq5czAsViYBmJci6hOSWzJIrSmoe3DZYHyFQp8vQRPxh\nxMW9h5Ec6X0hhuXqhC5CF7zFnYXnrvjNEpV/TWwvtFxsqiTecrhx91FLySV7TQN7odL+7d6G\nR96//PGv8vZYAKBJ1adBYUmAB+5tBHqIyocron+a+sFxpnkjjE9PM88YZLh20bYgpfWdKsSD\nQVmKK9JoWrrjUaLC0Ij3TRGFOdmU+BiuMJWKZaFXqibMSPHWfXsHAZgtVU1M3HpB8fyVEFfx\nHwtwwV2cQcnN0KSn/FWB3vJcqnackd2ypL2ogzhVuFfI1Hz95L76IdnaW/L1S6aZ5awGy4VX\nPlGhlPvlndyeHt1NWWRlwUhTXpLnU4pWwTjZXUsy4xiPzu0UBd2FFTBanlsGGP55W+iobrqe\nKZppA/UvzQ4VkdcFgDyBRUVFreNwsfXVr6vlx+R4cbCeLR4jQgR/m2qGuKv4UaSZpJ1/2VVk\nqW0yrc7CynTCRCgqtYnrY3B7ELqwO6TNpCixHUt3CPAkp7UPVYlcCQRArTAaEOOm6ihQTSKL\nIdnSjmMdX5m73QHHSm08e5vCF2zJpSth8lVbPUWvG21sdZ2Ci8DZXqqDb8Jw7nq1Ri2RX9Eh\nTma8OiOO6ZmillTebJsEcdzreiVM9CnFi0GG6m1ye1qnIfVSzzCKwH1jTVY7e7HasWpLnZjQ\nunIamqILZh25UKnsvUfP2TpF07Rk/a/s2d46UK8TEsl2IzOO+cWjuWvTm4ZmqV13PXJli7np\n61Xyjd2ar/dCsjdAkO8VRYeqhHwsJ5nxzGOTQz7bVld01nY1/EZgaLZ2GEcgRZJ6YUGYW/MN\n4SZqz3FLbQObFEX3SFErfWpTFNwzxrDnGLPi59rqBpawEGaiFowwiruY7rQzUvNGGN/7odbZ\ny03DkMl99SkB1hq3nZGa1EfukuDAScHt7x8ONFyq9tWvJKRZCxsHC8dLBVduiRGc573wdWo2\nUHIablMEokJVXFHeonPWV9dX/89NIRTFH+AUROBmVVnjWPpltcgxI/IEfw5JMgIlY7rpuPrN\nQkwboD9dZnOdPr2GzBkuEXfQqkmt7NtCmKmZcE26lL6yEEYtFS4lYQ7COTZHz9lEdsC4OH/p\nB09bhHLE5VNe7QDwdYHncWud1Ef/9ve+FqZHm1VyNIXaMoF1v0ZAiRK+C5n7cT2T1T8fFi3t\nBoiPpLMSGAA4XmqTEFpXjku7t1h522rnTmKk5C1SxmxVBO4abcxNkhXtu2Wg4ZcjjeDmz12d\nUvMd5Iw4ekeR4jxKk47KjA/im1RMmErDEMnE9OT2qjuGmyQf2x2j6IfGhwDAyQu2P85YNQzV\nrSMj3yt1p94q6BIdL7VlJ+gku0hI0i1Z3S1ZbXMAy7JePP+yE5h/TDefvGCzOSAxkm4Bxclr\nSr3wNeB1erE7BMBiZV2X0He/N4g0m6yqd9gczfblRDq1i3vPc4cbz5Tb1DTJSWSOnLWu5tud\nP1ZqO1hszU1k9p2w8bi8Qqt6gSntPCb2fXXpyAi1rQGA7EQmREeqOOku7sjXigaAUAP19K3m\n3wot5yrsYUaqd6qGR7ayOSF66lKVQ9atmCL3FzS7LSRF0Tf21K3bqSAFwkldo6PR7fIQQih4\nX29xLPqIE9QRGCwiRBUXQQPAuh0Sz1M5OJuSyOqWIgCtgrjwZr5cbhKj1xAf93zG9cSMZwkw\nhSPgUJoHadQSmRvHo+TsUzel1yVECgR7vf1JMioY0VS1La5BxktaLAMA3TqpPZJVxPsqc1Gp\n4MXZ7WR6zwCgoSGJG80CAI4M6i35eqX7XBSBu0YZgzf8DAA0BTf3b5Z6wZsDmpukjpTT3KSJ\npCh6dFfd0GyNd94zCMhcOPmjxEu9BV5oyvvokYYhaR2YrHgm2L1nEN06M/rjCnewsG7n1fIv\ncR/r/GXHqebKNgYZ20289OysnthHX9BDlxhJX3Y2K+W7B565ZLfa2L0n+Pqw+mI9573ivWMI\nNK8Y4ENpmoSaJgMyNVP764fnaSW9ZwBgHbJM1jDknjHGGM7zbrAMJQ0uFAUqGT/D8hoH7+n7\nfl9jley8izuGG2gKGq3s8QvCdxJ5D0o1TZyti0J9SLqYPtDocUp1ajI0V8HXyE3pUdMkNTh7\ne7Uk6EAHHDmJ6jg5e0ksqCgYlqt96hazzISnyBCVVrTsBgCSY678ZighUR2vHgZqmiwYaXJ1\nSeX3ikTvOM6y8fgI1ZzhRpe3EWqgRvNJKYnAsvwNCES4cxS/LK62+e3FpKOevMV8x3Dj4GyN\nzCzAeSOMgbZr7wUDMjUPjjP1SFGnxNCDsjS9Omu4p1LT4tr73G55LkSCkYjXTOwn6FvtO+2P\nEDTAT4fqj56zHSq27j5uaZQquipvnjSS7lWdLk01c0evdNvms9NqZ3mD037nYpVD3NVrFBDk\ndpEae23vOReqBFx89sr/5iWpbx2gXzLNzLt3KqI8LUJaLCNZCAQA7QwUt7yHEJC8nFxkJTAp\n7WkA+G6faIdAeTeZnsmMM2quUxP5IpjuJEao8jN44kEm2f0W1DS5c7TJvR0YrYIZg/hVVhB3\ngv7hff1Bq+D+caaH36+UaAVBQM2Qm/OV6G8BDM/TfrXTs+jBhYYhruw6igKaIjZvddlcUAQm\n9dX36qx2/zVOG6B75StOhpaoJftOWAdnawCgZ4o6N5E5U26nCHQIV+070bxLk9TXYdAQpbep\nMBPVp7N6e6GnE5DFufvTFPRJVfdJVad1YN78tpmBCRGqsiqHxcJqNKSdgUqIpIfmaMT7UQcR\nGXGMq/3H/pPWbUea7WyqKEhv8eYgeUmMkLCa5jr51gOLvER1fATNKy0n1oSS7zcrJHLZYIUX\n1nqK6wkR2zwMcbW5o5KiDg9ZNCGNCDVNvMg68A6PXHAujEospUpDk57XuFE8V7H7Ck05gUNz\nNCJ5a85ul4oaskSGULcNltVfWq8hSVG0h+6+/M/KimfuaCo9/4OvNaZS0txujHER5NQFxQ/c\n24fw1153kqeozdBk7nCDSUvuGm08XGw9cd6mVROlG4ZtFnySBCJmPZUVxxwslgjb1Dey5dUO\nOZUTLkKEN+C0DPmfCSHuo6lUfL3HFNYUatU8fZuyEtQGLVVbLytPzonFbSoahrjuDh2jaYo0\niZXKGM0oo+CSy+xhxjpLzf5TFueDnRAY002XLrzD1SNZDSOMX+2uP19hb2ekBmdrh+dqKcqP\nBZmBS24Sc0Oe1hWeUVEwpZ/exxpzL9AyRK0ivGmyLIagrw1xESpxbWYehJKDfVu5dwhTdQhv\ndsldFZuTffIJwIQ+zdwys4HARZ4jRbKxxfDqdpDcntaKOtBZCcxvnNW+C63yCIJScpPUW4SL\nbYho1wIA0DKkV4r6N9n1JDotWXyrWX4alVm5GtucYYaIEFWogXJ3K33/Gk06Kjvh6mLGOyHo\nFT/XPzKBpztqUhTdI1m9Szif3qynbuypy01kXDvYmfFMUBfktDxB7ECXl5c3NjZGR0dTwdyE\nQog5ww0Pv28RV0QiAPKLqZ2IlMvc0EUb3zzZN9RAnb/MiR0p/I175iw3kdGBFvltcwkRqJsJ\nN1FjeygoOtF4lQpJEbh3jPFshf3PEivLQmosEy+QGO2iR4q6R4pnpKeNOG439tTRKjhWagvV\nq0Z01SiVUPQf/G5NCG5NXhviwv2zTPKiHbQHEzniIfUNihMDUjt4VnbGtGMOnPJf01Dlt4OI\nEGr2UIlQa0F3nYgD7WNhmRym9NMXnrGeFxB9V9OEkUro6tSeke9Ah+kpRUUIlUo05pxo1ITr\n9Bt8q1toH6qaNdTgnlMuvi4S4sR527YjjfkZPBnP80Ya9/2n3CpwwabG0oO8SjdHXATZg+Tg\nwYMzZ85MSUnR6XTh4eGxsbEajSY+Pn7GjBm//vpra8/On5h0ZGCWRHZvx2jFlfvxwk84btqu\nX1LlGgTEEPrz/eBF6CIskTuupy5L9rpZJDVWkth2qqE52mG5nisNxJ3SCvvfP6rcsKeh8Kxt\nx9HGV9fXlHKXYS2CXcBVSL1mrW7bOP3TNRLSkC3Sm719qCqDkzLE34NJdD7jOcXZ3ZJb9srh\nTG/eCOPVXBQBBDMoAADAZpfIDfQdnZo8My20n0DPUYOM3FxFvmmXjsoyUkINiu/e8WE8Tw3K\n23hIRhzz+JSQxbeYPR5G3ZK9TK05eYHfR7baWCHvGQDyZFfSI0IEkwN977335ubmfvDBB3V1\ndXl5eWPGjBkzZkyPHj0A4MMPP8zPz584caLV6s/6+tbl+DkxWyLN1B1SepxcunZSC63VC896\n/tRkiu2L02Bha/gUebMTmBmDDK56vlDRDlK0SmJ1rpdXMKFhyI2yW10g3vH+j7VVbn3dKusc\nH2z2pju97whd6qkdcP1zTdBrSHai6FNZvsshx8njO0arJnePNnJjnPwt+kTns3a7Z5WYrPJu\nXtymqlUTuRFTzlFCG3HulF4Wi7BGhqiuRZMsDwiB2cMMvEIQye2lv8O0WFrm5qqWIQU9lN3S\neSoXRS+2dkb+Pr521ktp87/cYEyKpLkb59287aMkVBYv0uKKItDrGqfCtwWCJoXjtddeW7Zs\n2ciRI5977rmuXbt6/PXQoUPPPPPMqlWrXnzxxYULF7bKDP1LySX7qYuCV7/ZQD19Syit/GZO\nqyCvo3rPcZ7dMW7nNrHut/I/kRL0fQdlafpnaC5ctus1hFaRB96tEBqEW67nzuky284iaT1O\nFSFP3hwS1JpxgY/Fxh4/b/N48B87b7PaWMl9W7+jZvhzoLGr1rXjWKl/BDdkudp8x3TpqOZt\neHmpuulKkJ15fOqSZ0zB+9Ct2yfOGmRYt6vuTAVf3zvRiTE0yKl4EQ/fDmzBXfvxPfV7jlku\n1161VEWBHP31UAM1e6jhvz/USgrMN1jZynpHuBINOJ5NSOEvjAA8MdXM+yeHt/tqdgf/mTbK\n1s3wIFdg1SpyJSRE0i2wjrruCZoI9IcffpiWlvbVV19xvWcAyMrKWrlyZX5+/tdff93yc7sW\nnC4Ty7TLS2C88J6d3DpAT/PFP7j608nRPKtkpWSKTpWmIDZMFWqgjFqiFV4PD88Vy2Y5VSZ9\nJyMAj08N4d/GRfwHy/J5GWzLbN17oldT3A8mwFcai/iJqjr/nGqz+5aUkiHVAuu0GleVhGy/\nwc7JASoRDmrIZ9dxy5R8vs1DqYn1FUiK8MCjp4bb8KSgh06ki6Hf0WvIXwtCXFpDYQbqrtGm\nDvIS5bsnqxffHCJ0Nt1Zs01QV4qXDmGqq09AqUvr1gF6oTzJBq+S4SlKQMUVQEWB0igDTYFI\nB9NIs0pIzC4pCh+FfiBoHOiDBw/26dOHpgVD5oSQgQMHHjhwoCVnde0QX4yWKy+DcBFqoB6b\nFOKx+iQUT2Qi0kzd1Eu6R4YIJh11uzx1IQCYOcQo9Kdwo9iv3ShH2x+gVnkVEaIUDUO4zXIT\nI2k5D0K/0zmG5jolBi2RoxeLeId3WrYedIymp+S73Xn8ce2kxCr2GMycvDKrUFq9Ei7XOLLi\nGZNrcNlDCmUVe0CrgDdm0TlWNb6XroXjjnHhqscnh7w0K/S5GaHPzwzNTVSQRB4eopo1xCAZ\nxDmrsK+t3QE213mU+jZEms6wXmm8do4R+wa6J8tNCohtp5ozzPjMtNCRwp0QCMCCUfxP1VTR\naSAyCZonSXZ29m+//WYXExSFbdu2ZWdnt9iUrikpMbRIv1YfwzzxEaqnbjbHtLuyDA/RUXOH\nGXlF2UZ30z4yIeSGPG1+hub2wYZnZ7ST/3wkBB6+ycR9CAlxuFgw5/uQqKJf55jroZHbdcPt\ngw3ulWQ6NZEp0ep3otvx+Cgd+OqBEH8hp1OdODOHGB6bFPLDPi9llYXqpNNjFXsMYzjJBucq\n/LAIjwlTAUBB9ya/R94XpmaI/ALoZL4y2fyMVuvMHKKnIkK8WVr17Kx+cqp5VFdtvzTN1P76\nFL786TCFPfy4yYpX4TxXyyqFEyllP9rcES/CyUuSdY6SIlVP3Wrum6aOkFJrTo2l/zLC6LFq\nMutJtpKVDCJE0DjQ06dP//PPP2+88UbeGHNhYeGMGTM2b948evTolp/btUCvIfNGGIR+olE+\ni5zHhqmevtX86l/aLZ0Z+tLsUJF6gpQYemp//cwhhgGZmjAjuXuMSWYFTKRZxW3TKsIhYQfa\nLirca9SSeSOM4rczLUNaT0ytbREfoVoyzTyht65/umZCb90/pptbS7TkapGP2+Xjo/gUIk6I\n1tdz7VSZuOqqKokVMCrSXUAow6CVVk9zJ9RAcUW+hBqpKMKpiz8kRzupr15CtMQNRd3i5w43\neAShEyPovmlBWTQWG6aa1Fc/e5jhhjzt7KGePasBoKvC2jsxh5sz+IHTgk8l3lR7ccJNKnFt\nqz+KpYt5AOBkmf0XYaVtD3qlqO8dYzQ3xeM6RtMPjQ+Rf+EhIgSNS3HXXXcdOHDgjTfe2LBh\nQ3x8fGJiYlhYGCGkoqKiuLj4xIkTADBu3LiHH364tWfqN9I7MEummzfta/x8R/McLwKK2tyL\noGGIUiXp3ERm8a3m7UcaK2sdNgdsL2wUEqvuEKbMy7cK14vwBh7cyYhjnplmPl5qq6p3bNrf\neKp5BrmKgtuah0WRa0qInuJG71oe3mJBLx57iHxUtE+bY+EmKjFSBQDtDFS9RbBvthAFPXQi\nG3fRoaoS2X1eeEsyRAYHkFWeGKqnnFcgARjVVTuyi/b+/1bU8ekUedBoYx0OkFmUEmqglkwL\nXftbfeEZq4aB3qmaMd1a//foO1Ghqr+NM732TU1tIwsAFIFhuVpeCWQRVBTI73To0RDeHaHM\n4yvwXQwzh0g0cTHIXn/+ftIyIFOu4TmJ6hdnq2saWEk9K0QRQeNAA8Drr78+f/78pUuXbt26\ndceOHRaLBQBUKlVUVNS0adPmzZs3aNCg1p6jn9EyZGwPLQvsup31zoQrisBNvfXieVTXmsgQ\nyrUPVdvo+P0EZ43OAhDopLBPdbhZVc1XlxERokqIkB5KpyZOsY6+aZrii/ZzFfZzFfa6Rtao\nIz2T+QvzkeubrASmfTtVacXVTVidmih93CKKyEtgijiCmOK4vJnIEGreCKNzSd+js/rLHYqz\nOAZkigUjs+Jo+Q50hInnjiFRBCLDMxnXvMMLIZAdR+84Kq2+6nDAhSq7fAGZcBM1V7nOaeCT\n2oFZOjP02HlbXSObEEFL5jBwKa+2y1fC5hWwc5LWgaEIcQiN1fxiYFRkcj9dRpzEgywjjt6w\np/lLAquyWhmLLg8w0dHvBJMDDQBdunT58MMPAYBl2bKyMofDERUVdV12InSnoIduWK72zzNW\niiLJypunXFNSYxkeB5oAARgg1QjGg7wE5uR5z8cbIWTuMIPSwpf4CBX2OkE0DPnrWNPKX2oP\nnbY6WEiMpG/J10f6nP6EiDAsT/fp9ibHV0ZEVkOTRVNDSi/b9RqqYxTtSjwY003nhQNd28ia\nhCOtA7O03/7uKe0sRE9OG1EAUNTxjpcTpbYB6c2WcH3TtXIcaOJt0u31B0MT3oodmRwqVrDA\nGyssMk0RSI+jRUp33BnfWzs0R/qBmBHHhJuoS+5hb4ErLklhfAq5FgTrOSCE0DTd2Cg3DSjY\n0alJV4X9lloGwfyNcJVSxWXeJtsJkVSyP/q5IG2TiBDq3jEmuwMcjlYQom6D0CoI1VOXnTJB\nUt83AZg/0hAdqormBFZVFFAUOJSkHFMEokW79FXJFi8akKHpl86zU5ESQ8vf/eelntNJOyuB\nCdFDlZQUW04ig0lofkHm16iiYNpAQzDcgnAAACAASURBVHfRBOuJfXSFZ6xyZDFDZGs8P3WL\n+bH/q6xu0owiAIOyNBY7bP3zqrdj1lNju7daSSjiIshck4MHDy5duvTXX389c+ZMQ0MDANA0\n3b59+0GDBt155539+/dv7Qm2OYTkJL3YKOet7eiI62zEZ1SUf+TVEDnkdmR+PiQd2iCE3D3a\nkCPcuTDarDpXoUChzKSTaP3UTrZcwymBTI9wEzU8V/vdPrlhbC5J0Z43NALQJ1W7UTQ0nt6B\nmTX0OszHaBXEy/hcPHCjKU0qzp0YSd9XYPp0a13JJTsLgisrQqCL7DbdWoa8OCt09zHLyQtW\ns0HVM0XdzkixABlxzM6jjXWNbMcoelRXrUQ6PtIiBJN3cu+99y5fvpxl2ZiYmLy8vPDwcAAo\nLy8vKSn58MMPP/zwwwkTJqxatYphUJ+l5UjvwGQlMIealyrr1ERpZTQApMcxZj1V6RYloijo\n1RkzVhEkmMhLVMtxoM16yEsSu0vcX2B6ZMVl+SocRGqNFG6iUmLoo+ekd/CLy+z1FpY3VDm1\nv55WkQ17pNNLVAR6pKh/K7oqwdkhTDUkm6+7dbRY4DzUQP1tvEny4xCZhOgpmiI2URXnyBCV\npPfsJCOOWTTVbLPDy+uqCgWy/2/sodMpKd2jKOjZWd3TTRqLAPRJVfdJDcRd6LZM0CxinK28\nR4wYsWfPnrNnz27fvn39+vXr16/ftm1bcXHxwYMHb7755rVr17744outPdM2x31jTQOzNK7e\nTu2M1IKRRqXanABg0JC7Rhtdm7k6NbltkKEz5m8gSFCRk8TICffXSIVxw0xUhvxUVxaiheu9\nXMy7wdjJGQMW9ctZAN4m8E4m9tFxuwXxQGDmEOPMIYauHdWZ8cz4XrqFk/hb63WOFcsqqKx1\nVIhIFyPK6RwjUSFjV9gkhVZBn1QNQLPrSk2T7ETmwXEmce1nJHgJGu/E1cqbtxmhs5X3mTNn\nvv7664ULF7b89NoyFIHbBhlu6a8/U26nCMSG0153eusUTT99i/lshd1qY2PDVEol9hAEaXUI\nQKdo+mipRKA3OlT6NtErVf1HiawiLSAwoY9e8qh2RmrhpJDnPqs6zqlXdifcRIlX7GXE0afL\nJAx0OMDmYPMzNJL5bCYdyU5UHzjF3y6KBThZZmtnxOij3+idpv3jTI1/xxyQqamocWzYW2+z\nAwCkxtJzhhnDTUETo0S8IGgc6IMHD06YMEGylffy5ctbclaIC4YmfqkLpiiIE+glhiBIUDCy\nm/bo1xIOyiQZ/q7MDSiGhtsGGZM56cVC3DXa+O6mWiH9BIqCGYMkEo7lNAWMDVPJL/v7yw2G\nRR/ZKgXKHLF80L+cLZdY/NiUdQe/wrheuuF52nMVdq87LyLBRdAsj9paK28EQZAgpUuSOlXU\n950z1Jgjo5lwZIhKvC6QIjAwU7P8L2GK2uyZ9dQDN5oenWDy8HEIQPdk5smp5uwEiblRMpQ1\nJb1wd3RqsmSa2cinXKRmULPMz9TUSWRo1Fu9lFrRa0hyezoSvee2QdA40G2tlTeCIEjwcv+N\nJpG+gGEmWQ4GRSAnQdAzZlTkianm2wYr1ol3khzDPD7F7OqUEaKj5o00Lhhpig2T3gGLkso/\nGZylkehUx0GrJg+OD6E5UtPTBhiwe5x/UauJeBJ8XJjPit9IGyBo1rVtsJU3giBIkMLQZHwv\nXbdO6qc/qeT+VUg/nsvdY4z//qrmcDFPfrDZQDr4lu6VEKF6dnropWqH1cZGmVXyW3K1D1UZ\ntESoG1yogZqmJPzsIj5C9cgE0zubap3tM01aatogfQ/ZCmiITEJ0RFykfHxvLPtDpAkaBxra\nZCtvBEGQ4MWZB1xvaeZoUhRJlJ2TQBF44EbjP9dWFXHk58RV8OTjRaUXAXhkYsjTqyp5k2Xv\nGmX0On6ZFEU/c6u5vMZht0NEiJxUEUQxQgorKop0jqHHdNdmxKEYLiJNMDnQcG1aeZeUlDh9\ncSEqK3kiKAiCIIg4KgruHm18eV2NSxeMAMwYqFfapvSO4caXv6w6X3k1cJ0ex0zs05phwphQ\n1Wvzw77cUb9pf4P7CmFUV21H2eWMQnghA4rIJ1YgA2dqf52chtsI4iTIHGgXhJCoqCiHw3Hs\n2DGr1Zqamioi0CHCsWPHUlJS5Bzpo5uOIAjSBknrwLw0y7z2t/oz5fYos2pYrjYhQnHeRbiJ\nevrW0MNnrIeLrYyKdElifHdSfYcAjO+lG9dTt72wseicTU2TvCQGg5eBT06iGqDW40XiVQNd\npC3T+vcgmSxatKhjx45z5sxx/tNms7300ktLliypqakBAI1GM2vWrBdeeMFsNisaNjk5uaSk\npLFRrG/WypUr//73v3vnoCMIgrRxDFpKkSQFLxQF2fFMdnzAuaeEQN80Td809L2CBr2GJER6\nKnl3jKZ529wgiBBB4xQuWbJk8ODBLgf6gQceWLZsWbt27SZPnhweHr5v374333xzy5Yte/bs\n0WiU3cg6dOggfkBERISXk0YQBEEQJMCYPdTw4udVtY1Xcm+MWjJrqK9rPKStETQOtDuHDh1a\nvnx5r169vv766/DwcOeL77777h133PHss88uXry4daeHIAiCIEjAEheuWjI9dOufjRerHJFm\nqn+6Rq8wLx9BgjKvd+vWrSzLvvzyyy7vGQDmzJnTr1+/b775phUnhiAIgiBI4GPUkhFdtNMG\n6m/I06L3jHhBUDrQJSUlAJCbm+vxem5u7h9//NEaM0IQBEEQBEHaCkHpQHfu3BkATp065fF6\naWlpUlJSK0wIQRAEQRAEaTMEkwNdWFi4ZMmSTz/9NC0tLTIycsmSJe5/3blz5/r163v27Nla\n00MQBEEQBEHaAkFTRBgfH19SUrJo0SLXKx9//PG8efOGDBkCAI899tgrr7xCUdT999/fenNE\nEARBEARBrn+CxoE+ffp0fX390aNHCwsLi4qKioqKCgsLXdrMa9eujYiIeOedd3Jycvz+0Xq9\nHgBMJpPfR0YQBEEQBEFEcLphgQZhWYGu8EHF4cOH09PTr12zwNWrV4s3W/GO4uLixx57bOHC\nhTqdrz1py8vLX3nllYceeigkJMTHoaqrq5cuXfrXv/7VXeTEOxoaGp599tm77rqrffv2Pg5l\nt9sXL148d+7chIQEH4cCgMWLF8+YMSM5Odn3oZ599tmJEyemp6f7PtTSpUtHjRrll0XgK6+8\nMmDAgO7du/s+1PLly7t3796nTx/fh3rrrbfS09MHDBjg+1DvvfdeQkLC0KFDfR/qww8/jIiI\nGDlypO9DffLJJ3q9vqCgwPeh1q5dy7LsxIkTfR9q/fr1NTU1N998s+9Dbdy48cKFCzNmzPB9\nqM2bN588eXL27Nm+D/XLL78cPnx43rx5vg/122+/7dy585577vF9qD179vz0008PPPCA70Md\nOHBgw4YN//M//+P7UEeOHPn0008ff/xx34c6fvz4Bx988NRTT/k+VHFx8VtvvfXEE0/43rCs\ntLT0tddew6eqHJxP1SeeeMJZVxawaDSaKVOmtPYs+GCDn7fffvuXX35p7Vl4w759+wDg0qVL\nvg9VVFQEAMXFxb4PdebMGQA4cuSI70NVVFQAwN69e30fymKxAIC/TjTDMBs3bvTLUGaz+fPP\nP/fLUDExMR999JFfhkpJSXnrrbf8MlRubu6///1vvwzVp0+f5557zi9DDR069IknnvDLUAUF\nBQ899JBfhrr55pvvvPNOvww1e/bsmTNn+mWou+++e8qUKX4Z6uGHHx47dqxfhnryyScHDx7s\nl6FeeOGFXr16+WWoV199NTs72y9DvfPOO506dfLLUCtXrmzfvr1fhvryyy9NJpNfhvr+++9V\nKpVfhtq6dSsANDQ0+D7U77//DgDl5eW+D3XdP1WdYcFff/3V96HaJsFURCjE3LlzV6xY0dqz\nQBAEQRAEQdoEwZEDXVJS4gzWCnHq1Kn169c7/3vs2LEtMikEQRAEQRCkLRIcDvSmTZtmzZol\ncsCGDRs2bNjg/G/2usjqRhAEQRAEQQKT4HCgJ06c+OOPP7733ntGo/G+++7zyOh/9NFHe/fu\nPWHChNaaHoIgCIIgCNJ2CA4H2mQy/fe//x07duz8+fNXrlz5wQcf5Ofnu/766KOPdu3a9ZFH\nHmnFGXqHUzaEEOL7UM5BAnMov6ijEEIIIf4SWsGhroOh/HKJ4lCtNRRFUTgUDuUaCvz00MGn\naqsM1UZp7SpGZRQXFw8dOpSiqIULF1osFueLALBgwYLWnZh3WK3W1atX+2Uou93+ySefOBwO\n34dyOByffPKJzWbzfSiWZVevXu06Uz6yZs2a+vp6vwz1xRdf1NbW+mWor776qqqqyi9Dbdiw\nwS/F4yzLfvfdd2VlZX4ZavPmzefOnfPLUFu2bPFLSTvLstu2bTtx4oRfhtq5c2dRUZFfhtq7\nd+/hw4f9MtSBAwf279/vl6H++OOPPXv2+GWooqKiHTt2+GWokydPbt261S9DlZSU/Pzzz34Z\n6ty5cz/88INfhiorK/OX1E9FRcWGDRv8MlRVVdW6dev8MlRtba2/BIgaGhrWrFnjl6EsFgs+\nVeWzZs0av4iftE2CTweaZdmXXnrp8ccfz8zMXLFiRVZWFiFkwYIFr7/+emtPDUEQBEEQBLn+\nCb7QPSHkoYce+u233xobG3v06PHKK6+09owQBEEQBEGQNkTwOdBOunTpsnv37jvuuMMvfZ4Q\nBEEQBEEQRCbBl8LhwaZNm37//fe8vLzhw4e39lwQBEEQBEGQ65+gd6ARBEEQBEEQpCUJ1hQO\nBEEQBEEQBGkV0IFGEARBEARBEAWgA40gCIIgCIIgCkAHGkEQBEEQBEEUgA40giAIgiAIgigA\nHWgEQRAEQRAEUQA60AiCIAiCIAiiAHSgEQRBEARBEEQB6EAjCIIgCIIgiALQgUYQBEEQBEEQ\nBaADjSAIgiAIgiAKQAcaQRAEQRAEQRSADjSCIAiCIAiCKAAdaARBEARBEARRADrQCIIgCIIg\nCKIAdKBbgqNHjy5btqy1Z3Ftqampef/990tKSlp7IggP1/0VeN0bCG3AxuveQARBrifQgfaJ\n119/PT8/PzQ0ND8///XXXxc6bNmyZYsWLfLXsJcvX77vvvtycnLMZvPgwYNfeOEFq9XqpQG+\nzcSde++9d9asWfv27fN92EAw8Pz580SYd955x7thnbSkgU5ErkD5p1j+uwLHwBMnTkybNq1z\n584GgyEnJ+eRRx6prKyUM2CgGQiiJ3Hjxo3Dhw83m82xsbE333zzsWPH5AwYaDYKGej1TALE\nwPLy8gceeCA5OVmn0yUnJ0+bNs3jBEkeIESwGBgfH8+9i8p5JgaLgeXl5X/729+ysrIMBkNW\nVtbf/va3iooKOSMHiIGIl7CItyxYsAAA0tLSbr/99tTUVAC45557uIdt3LhRo9GEhob6Zdji\n4uLY2FgAGD58+Lx587KzswHgxhtv9I9JSmbizurVq52X01dffeXjsAFiYHl5+WA+EhMTAWDd\nunVBYaATkStQ/imW/67AMbCoqMhgMNA0PXTo0AULFvTu3RsAsrKy6uvrxQcMNANZ0ZP473//\nGwBiYmKmTZs2btw4lUoVHh5+6tQp8QEDzUYhA72eSYAYeOnSpZSUFADIzMycO3fuiBEjCCE6\nnW7v3r0yDwh2A+vq6gghsbGxHvfSd9555/owsLy8vFOnTgAwePDgefPmDRo0CABSUlIuX74c\nFAYiXoMOtJfs3bsXAEaNGmW1WlmWtVqtzt/VgQMHXMdMnz49LS3N6VnKdKAlhy0oKACATz75\nxPlPu91+1113AcA333zT8gY6KSkpCQsLMxqNchzoYDTQRXV1dVJS0vjx430ZtsUMZKWuQC++\ngeAycNKkSQDw5Zdful554IEHAODVV18VGTOgDGSlbDx16hRN071793Y9rb/88ksAmDlzpsiY\nAWWjuIHezSRwDFy4cCEA3H333a5X1q9fT1FUXl6ezAOC3cD9+/cDwDPPPKNo2CAy8LHHHgOA\n5cuXuw545ZVXAODJJ58UGTZwDES8Bh1oL5k2bRoA7Nu3z/XK7t27PZ5bEyZMKCgoKCgoMJlM\nMh1o8WFramooiho8eLD7W+rq6oxG48iRI30zSNlMXDgcjqFDh3bs2NF5E5F0oIPOQHfmz58f\nFRV14cIFr4dtSQNZqSvQi29A8l0BZWB0dHSnTp3cX3E+y2fNmiUyZkAZyErZ+OCDDwLAtm3b\n3F989dVXX3/9dZExA8pGEQO9nkngGJienk5RVFVVlfuLw4cPB4Dz58/LOYCXIDLw008/BYDV\nq1crGjaIDBw7diwAuD8Xzpw5AwAFBQUiwwaOgYjXoAPtJUlJSXFxcR4vxsTEJCcncw/Ozs6W\n6UCLD7tr1y4AuPPOOz0O6N69u8lkkjt1ecg0cOnSpRRFbdmy5fnnn5fjQAedgS6+++47AFiz\nZo0vw7akge7wXoFKvwE57wocA+12+7Jly7744gv3F50n0T2YxCUwDWSFT2JCQoLSoQLTRq6B\nXs8kcAzMzMwcNmyYx4tjxowBgD///FPOAbwEkYHPPfccAOzYsWPFihVPPvnkW2+9dejQIclh\ng8jAxYsXA8BHH33k+usHH3wAAA8++KDIsIFjIOI16EB7g8PhUKvV/fv393i9d+/eWq2We7xM\nB1py2HPnzjk3fdz/arPZIiIiAKC6ulqZGT7MxMnevXvVavXChQtZlpXjQAedgS4sFktKSsrA\ngQN9HLbFDPSAewUq/QZkvitwDHSnurr6wIEDa9as6dy5s9FoFMlRCVgDWQEbNRrNgAEDfv/9\n9xtvvDEqKio+Pn7y5MlFRUUi4wSsjVwDvZtJwBro5MKFC1qtNjo62rl378UBwWXgnDlzACAy\nMhKaoCjqvvvuE7KODTYDa2pqJk2axDDMtGnTnnzyyVtvvZWm6VtuuaW2tlZohAA3EJEJqnB4\nQ1lZmcViCQ8P93g9PDy8oaGhvLz8Gg3bvn37nJycjRs3bt682fXXp5566uLFiwBw/vx57z7X\ni5kAQH19/fTp0zMzM5966il/DRtQBrrzxhtvHD169IUXXvBx2BYzUBLvruEgMtCdhx9+OCcn\nZ+LEiSUlJWvXrnWW4/ASXAZWVFQ0NjaePXs2Pz//5MmTBQUFWVlZa9asycvLc0aweAkiG72b\nSSAbWFhY2K9fv4aGhueff56maS8OgGAzsLCwEACGDRu2f//+qqqqLVu2dOvW7X//93//9a9/\nCQ0SXAYaDIaxY8eyLPvRRx8tXrx45cqVFEUVFBTo9XqhQQLZQEQ+/L9PRByHwwEAhBDevzY2\nNkqOUFdX99Zbb7n+mZKSMnbsWDnDvv3224MHD77hhhvGjBkTGxu7Y8eOoqKiTp06HT9+3GAw\neGELL3Jm8vDDDx8/fnzXrl1qtZp7zHVgoIuqqqqnn356/Pjxffr0cb0Y4AZKIjnVYDfQnQUL\nFgwZMqSoqOjNN98sKChYtWrV+PHjrwMDa2pqAODYsWMLFy78xz/+4Zz2999/P2LEiHnz5u3Z\ns+c6sFF8JkFkYG1t7T//+c+lS5eyLLts2bJZs2bJOeA6MPDZZ5+12WxDhgxx/jM/P3/Dhg2p\nqanPPPPMQw891NDQEOwGPv/88wsXLhw3btwzzzyTkpJSWFj497//fcaMGefPn3/wwQeD6Awi\nimnV+HewYrfbVSoVd0O/T58+NE3b7XaP17lbk6Wlpe5nYfLkyfKHPXLkyMSJE+Pi4iIjI8eM\nGbN///5BgwapVCru5147A7///nsAePnll11/8kjhCHYD3V98+eWXAWDjxo3uLwa4gR7wpgiL\nTzXYDeTlzJkzJpOpQ4cObLCdQZbPxoaGBgCIiIiw2Wzur48YMQIAzp8/H1w2Cp1EkZkEi4Ff\nf/11QkICABQUFPBmNgsdcN0Y6MHkyZMBoLCwMNgNvHTpklarzcjIsFgsrhcbGxs7d+6s1+sr\nKyuDxUDEC9CB9pKYmBiPAn+WZePj47llAaySIkJFw7pITEyMjY2VM758xGfy4osv8i3HrvD2\n2297N6wQLW+gOxkZGQkJCTLvWYFjoDu8V6B3Uw0WA48ePfrGG29w052dkbDy8nKhoQLTQFbg\nJLZr165Hjx4eLzr1ZXfv3i00VGDaKP8+KTmTgDLwiSeeAIBOnTr99NNP3h3AJbgM5DJ//nwA\nEKkmDBYDt27dCnzVfnPnzgWAnTt3Co0ZUAYi3oE50F4yePDg48ePO7O7nBw6dKi4uHjgwIHX\ndNh333337bffdn/Ljh07Tp06NXHiRF8+V+lM8vLyFjTH2aVi9OjRCxYsSE9PD3YDXWzZsuWP\nP/6YOXMmRcn6sQSOgZJ4dw0Hi4Hnz59fsGCB++apk7KyMqPRaDabhd4YLAY66d27d2FhoTMU\n7eLw4cMURbnElbkEkY3ezSRwDHz//fedCWB79uzh/WVJHsBLsBh4+PDhjIwMp8ipO/v27dNo\nNM7uIbwEi4HO1lrOmj93nK84/8pL4BiIeE9re/DByo8//ggAM2bMcP7T4XDcfPPNALBlyxbu\nwfIjK5LDTp8+HQC+/fZb5z+rq6vz8/NVKtWxY8d8NUnhTDyQKWMXdAbef//9APDLL7/4a9gW\nM9Ad3itQ6SmW+a4AMdBisURFRZnNZvfP/fjjjwFAvBVOYBrICpzEb7/9FgDuuece1w7JqlWr\nQEqDNjBt5DXQu5kEiIEOhyMtLc1oNFZUVHh3gBDBYqDdbo+Pj9fr9e6x2HfeeQcA/vKXv4iM\nHCwGsiybl5enUqncc/w2bNhAUVTPnj1FRg4QAxFfQAfae5yNgoYOHfrYY485V4033XQT75Hy\nHWjJYY8dO9auXTuGYSZPnjxz5sz4+HgA+Oc//+kHexTOxAOZDrTksIFmYEZGhlarbWho8New\nLWmgC6ErUNEplvmuwDFw1apVhBC9Xj9lypS77rrLmbwRHR1dUlIiPloAGshKncScnJx58+bd\ncMMNABATE1NcXCw+WgDayGug1zMJBANPnDgBABEREaP4KCsrkzwg2A1kWfbbb79Vq9UMw0yY\nMOHOO+/Mz88HgIyMDMk1Q7AYuH//fpPJRAgZOXLknXfeOXz4cEKI2Ww+fPhw4BuI+AI60N7T\n0NCwePHivn37hoSE9OvXb8mSJY2NjbxHKnKgJYctLCycPHly+/btjUbjwIED5fis3iHfQFaJ\nAx1EBhYXFwOApPyz0mFbzEAXQlegolMs/12BY+APP/wwatSo8PBwvV6fl5f34IMPimQ/uwhA\nA1nRk7hkyZL8/HyTyZSZmXn33XcHqY1CBno3k0AwcNOmTbwbv05KSkokDwh2A52H7du3b9as\nWdnZ2UajsUePHosWLaqvr5ccPIgMPHv27F/+8pfMzEy9Xp+ZmblgwYLS0tKgMBDxBcKyrMj1\ngSAIgiAIgiCIO1hEiCAIgiAIgiAKQAcaQRAEQRAEQRSADjSCIAiCIAiCKAAdaARBEARBEARR\nADrQCIIgCIIgCKIAdKARBEEQBEEQRAHoQCMIgiAIgiCIAtCBRhAEQRAEQRAFoAONIAiCIAiC\nIApABxpBEARBEARBFIAONIIgCIIgCIIoAB1oBEEQBEEQBFEAOtAIgiAIgiAIogB0oBEEQRAE\nQRBEAehAIwiCIAiCIIgC0IFGEARBEARBEAWgA40gCIIgCIIgCkAHGkEQBEEQBEEUgA40giAI\ngiAIgigAHWgEQRAEQRAEUQA60AiCIAiCIAiiAHSgEQRBEARBEEQB6EAjCIIgCIIgiALQgUYQ\nBEEQBEEQBaADjSAIgiAIgiAKQAcaQRAEQRAEQRSADjSCIAiCIAiCKAAdaARBEARBEARRADrQ\nCIIgCIIgCKIAdKARBEEQBEEQRAHoQCMIgiAIgiCIAtCBRhAEQRAEQRAFoAONIAhy/TBgwID4\n+PjWngWCIMh1DjrQCIIgCIIgCKIAdKARBEEQBEEQRAHoQCMIgiAIgiCIAtCBRhAECVaKioqm\nTJkSHx8fFxc3derUkydPehxw+vTp22+/PTMzU6fTJSQkTJkyZd++fQDw0ksvEULWrFnjfvDy\n5csJIR988EGLzR9BECRIISzLtvYcEARBEMVs27Zt1KhR1dXVgwYNio+P//HHH61Wq0ajsdvt\nxcXFAHD48OHevXtbrdaCgoLIyMg9e/bs3r3bbDYfOHCgoaEhOTn5tttuc3eXBw8evH379gsX\nLoSEhLSeWQiCIEEA3doTQBAEQbzhr3/9a01NzWeffTZhwgQAqK6uHjNmzC+//BIXF+c84I03\n3qipqVm/fv2YMWOcr7z22mt33333pk2bbrvttry8vPXr19tsNpqmAaC0tHTLli033XQTes8I\ngiCSYAoHgiBI8LFr166dO3dOnjzZ6T0DgMlk+te//uV+zOTJk1esWDFq1CjXKx07dgSA8vJy\nAJgwYUJ5efmWLVucf/rss88cDsctt9zSQgYgCIIEMxiBRhAECT6OHDkCAO7OMQD07NkzIiLC\n9c+BAwc6/6O0tHT//v1bt25dsWKF668TJkx46qmnvvjiiyFDhgDA6tWrjUZjQUFBS8weQRAk\nyMEINIIgSPBRWloKADExMR6vu3dROX/+/PTp06OiomJiYiZNmvTjjz92797d9dfc3Nzk5OTP\nP/8c3PI3dDpdi0wfQRAkuEEHGkEQJPhwOspON9qdiooK13/fdNNNK1eunDp16s8//1xZWfnj\njz8++OCD7gdPmDDh1KlT+/btw/wNBEEQRaADjSAIEnx07twZAL799lv3F0+cOHH69GnnfxcX\nF2/fvn3ixInLli0bMGAARVEAUFVV5X78xIkTAeDzzz//5JNPwsLCRowY0UKzRxAECXLQgUYQ\nBAk+unbt2qdPn08++WTdunXOVxoaGu69916Hw+H8p8FgAIDLly+73lJeXr5kyRIAcB3Tp0+f\nmJiY999//5dffpk0aRLDMC1q/bwGVwAAAcNJREFUA4IgSNCCDjSCIEhQ8q9//ctoNN50000j\nRoyYO3dudnb2Tz/9lJ+f7/xrWFjYyJEjN23aVFBQsGTJkvnz56elpTld5Pfee2/9+vUAQAgZ\nP378iRMnHI7/b+8OURUKwjAMH5eh1SoYTBZdg8HgDsTiLiwHwU3oDmwmqyCYtIjYTS7gcoPc\nm/3S4XCeJ0+YaS/DDP/PbDar8jAAtSKgAWppOByeTqfJZHK73fb7fb/fPx6PvV7vf8Fut5vP\n55fLpSzL6/W6Xq8Ph8NisXg+n5+/g8XfK452uz0ej6s5BkANmUQI0Fzn83kwGCyXy81mU/Ve\nAGrDDTRAc22326IovN8AiLiBBmii9/t9v99Ho1Gn0/mMZQHgSyYRAjRRt9t9vV6tVmu1WlW9\nF4CacQMN0ERlWT4ej+l0+hnlDcD3BDQAAAR8IgQAgICABgCAgIAGAICAgAYAgICABgCAgIAG\nAICAgAYAgICABgCAgIAGAICAgAYAgICABgCAgIAGAICAgAYAgICABgCAgIAGAICAgAYAgICA\nBgCAgIAGAICAgAYAgICABgCAgIAGAICAgAYAgICABgCAgIAGAICAgAYAgMAvHREIQa7SoQMA\nAAAASUVORK5CYII=",
"text/plain": [
"Plot with title “Gamma - September 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.09$gamma,data2018.09$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - September 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## October 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-10-01 to 2018-10-31 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/ce71bb1b-3c27-4579-b74d-f8009a489259/download/gammainesc201810.txt ',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.10 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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NAvJzQaPc8MtJkmtXwz0wAA0BQggAYAEHTzllnorts16KUCANBEIYAGABCkkAk2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9th8PlOVxze2E6JzY7wUAI4t1K0nFJDGv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\nAFj4f06s3CQZW9mTAAAAAElFTkSuQmCC",
"text/plain": [
"Plot with title “Gamma - October 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.10$gamma,data2018.10$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - October 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## November 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-11-01 to 2018-11-30 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/11e916ff-8795-407a-a04f-c6bd488a8ebd/download/gammainesc201811.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.11 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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lyUi4kPF88bo2q1QQGA9+GLBQDamkhExvWV22xMiBTbT0t7qkeixD5c7t3szBBo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zFc3857FTykwHLg8fMs7FnsOEkYKi9cVEF+NFHVzPmi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BYwQCJyE2qbJkC6UygEYI9Szhz81g4mqq\noWEkSWQtVJxt4D7YZvd6qhl16JczTF0bpCjYKq7jboz8+0jgBfjPVoeimQjG4PTgMIQO3/3R\n7k9G4jjPkqlGBMAJ8NIqqwxFR/wjhiU77LAcdjGECaahYL5fM82m4+RiwqyReg0NV483lDcw\nxypjloeOb3ZndH/d8YrgqpdXmS4zSW5SDVRHPBg/QLv2IEESZOsJtzcSrWvjdBoykV0RXoXa\nRBNFU0iqriylsueFTnMhf9xmFz7a4dhwxPXr+ZbMJFrc+wgAxyvZ5XNgzxnP13ucXvaISY9C\nMkPRULBwnGGhWNgkXIjJtU4PbrMLsTBA7YU/Ahx8lDbBlk7ew2K9ZH9pAD7Z6fDpvXS68Mrd\nDqMOBXevqoAi2UJmdmQn02KbT6MO3TbTFOowLjcoTzy9CGlpaQsWLNi8eXNeXt5dd93FSaVx\noooHHnjg97///caNG8eOHduvX79Zs2bddNNNS5YsmTNnTn5+/rBhw1auXHkJWXmfDquJEACo\nONZUCBXz2Hy5Si9fAOC4YFnZOKNeQr2b40GtvIA0Ol347U12nyOxi8Gf7nKkeXdH0ZWvUaf9\nFwbq23g1tFctHY53TGEVG0Tlb7IK3lfW7Hd2hcgSe8G+Ek9pfcBFDk7Pd6NPqoYoGb5ofEB3\nYYXELfNec4yhsOri6gGIBL9baBmcE7CJzhyh974yIEMzUKLd/roJRpUl6ewUeukUgp3hrlOe\n8kbO6hTe2WQPL3oGgClDdSkWikJglnjkrhioGydNkHAx+O1N9iAny1absGJTJy+RWHZ4hLIG\n7pOdDmd3YOH04NrzXKdLcDG4xSrIRyzFtey3+51r9ruCnthIUEM6W9ZJWNj0IorI809aKa15\nWhqppEF3urBYLXFHkXT3tjSCH4PAh1OvRbfOkIyGKQR3zg3QdNJr0ZPLEk0xZgn+DBB+LtNk\nMt10002vvvpqY2Nj3759ozgmKaxYseL+++9/9dVX9+7de/DgQYZhAICm6czMzNtvv/13v/vd\nJWRGyKtYVNMT6CB5AQ2N/OvdscaIvpq1B+PxRazq4ihC8WOwEKGTnjFbCt3jJbzcVKK4lu0M\nLCgLAtS08gYtJebSsGGbZyiBU3c7bpwcjkb4bpITTXkjN2mQbl9p914ivW6fbWT9lROI14Ci\ngEgVSDVTSwLHLJW28YoVNlt/Vj005+38Izcl7j7tLq3ntDQa0187qZsSQ1Hwh2ssK3c7T1Qz\nGINRj7KT6D5p9BX5urGqaf0Yw49Hyd2X5Y1cY0dwikv0+5L3PTOZvmeexfvvJBOyibhFVw7W\n/naRRWa3L63niGlmuxuflThE9UnVHClngo7rvABvfG/3luZMerR0Crng/ulOx+7TXf4sPxx1\nTcjX3TXPTGTwhwSHh/AnpPZSOGIMLH3SJmJYH43KNBdBaxmD2BdTDYIfg8AB8JhA3/IHy2EE\nF3REUywoMQJC9uWDiMgADMPo9frc3NxojUYRXitvAMAYt7S0CIKQmZlJsIdSjZqamquuuopl\n5RIjXrfF6LoepibQAArZmDljdGv2u/xX8FtnmuJJYBiQqfWbUzGE+lAQ9XRTQ4u0ilZDxEYq\n7Q7CJ7Q7BA/pAmEMLIdj0fHdN4026pAihSMMRQW7G58m9bLoNAgAXCq0L4LslHNTCMXH0f20\nRHeVvAxN0FIxOEd7rJwRx21ZKTRI3I5LFzoNoimYN9owj9QnkmKh/nSdxcNiN4vDa2aqa+M7\nJUyMdRrUIVEruACJBzk9kXp8aaJv3RuSow1i8tA0umOORZ5e3BH6reyXQRN/y0dsc3rwyt2O\nBCMK6rA8Wc36omcvjlYwRTXsbTNNs0iKMSpxvlMQ01jpUFIqTrdgUmLK9kKMFmto6jG3zjSr\nfGeWuLaDSC+q+agkOl9aBpTj8JZC9z3zyQNrdwgfbA/QsGtsF/6z1f6n6xLCGMllhTADaIxx\nQUHBRx99NGzYsEji17CBEMrMzAQAq9VaVlY2YMCA8DwRc3JynnzySZdLztdt9erVmzdvRlF1\n9p2Qr9lXovCeklpuQMaFKWHUodw4pp8BgKLiET0HQIlepu3p9d8pnUWTSU6rRDaJipqbRh+r\nILyZokATG70krQYtn2P+91a7/N0vKPbcNtOkD2UMlU0cMREyoq8GAEwGZHPKfiWCYX0CEqIU\nBXfPM7+72e47YiQYqOWzzRQFei0KCjiG5gZPn1tnmErqOGdgYm9kntY70fqkagLOj5eynYpB\nh9QwZfVapJK7KcbGo+RVFCEY1kcjxX2SB0Lw30sSE/x4NzdNNhbVsL7UHYXgjlkmxeRun9A7\nj2vP82P7a4+UK7xt92lPUABNFG5nOPzZbkefNDpsJTviyiMIWDGl4GLwik32M3UsxkAhGD9Q\ne98ii4waYC+CILPmE/HdIed9Cy1q3mkxoKlDdftLGf+1JTzSPEJw/9WWdzbZidQ1kLBx9eKT\nwOjZi8Iqdl+JZ1qvTY8slCdzQgLhFMKyrMfjAYC//OUv0R+UBKxW69///vejR48OHTr0+eef\nN5lMr7/++tNPP+10OgFg8uTJH3/88fDhw0P6TK1Wq6jTd/bs2c2bN4c/bhLUFMmrmnm7X0bH\nxeB/b7G/vDxZE68oeuMxSTKWTgNMtNmhKWaq3SHI9+nnxauBUgoyDVWj+0Xas1wqKhQiBNlJ\n5Ps9ul+4kY4KTB6i+3gHUpBfwFBUxU4kKWNI/wYZXgfmvHT6VI1cppAC6JMWcDUEDMW1nH+C\n3sEIpfXclKG6u+aaP9rh8Bc2XrXXVdnC/86v1p+WQM0ZqQt6zgflaL2H5QQjmjtav6OoO5t4\n8YQcoYfy10+MWiubFKR26Lx0OieF3n7CQ/ypDBDAbxeag8Q9THr0zK2Ju095qlu4BCM1eYhO\njVnaoBwN0ShRBnaXMHe0Yecpt1VWrrFFpKLYKHEdBAGOVjBhB9BEKWuMwepUkD/7x/pOX1Al\nYDhawb77Y29yMQT0SaMpJCPxEoyQWO/L55hNemrPGY+HxSkW6qbJRqKCuBqkWqibphj/+R3Z\nqFPmkCnFYvp2v6s3gJaH8mSeO3cu8fXU1NSlS5cuWbIkyiOSQFtb2+TJk8vLuxIC9fX1ixcv\nfuSRR4YMGTJ37ty6urpNmzZNmzatpKTEm5m+yHGmVrmbRtwt1+EQas9zcXPX/Om0pyvkEU29\nP1+f8N4Wh0xhlKII45cHy+NUC6WhUYtV8nwxvE8PB9A6LZIK8bmICbNioxyMoaia/KhE/QAT\nhLREqkEpa5gYonJfX4lEoM0pGHW0UelEkCgyL//+iCuo50YQ4NNdjnEDtZOH6AZla174xuY7\nhWKAw2UMw3Y+2B09cAL8eDz4lLi7yH3jpK5w8+appgsB9MUDlVe9O862GKmrrwiHsB4SpNxn\nRuXpPCwmct/lgRBMGkLYv3UaFGqWDknzxPQa8JCmEgKwGNDdcy3/+l7aOpxk7CKzDigUWGQh\n5eUhXzFosQrilGRhFduDfq6XHLQ0SjZTbaGcvtRDr0W/mmW6babJzQbfEZbDh8uZFpuQnkBN\nHKRTUxqS4fPIjF/K0L7DIXS6cIK0q2svlMOR7777Lg7jUMQLL7xQXl7+xhtvLFu2bOvWrb/5\nzW++/fbbxYsXf/vttzqdDgA2bdp03XXX/e1vf3v77bd7erDKsCvtJggBogmrbWcEZgQhgReg\n1cZLbdWsALlpZI6gFzlJdF2IFll2N1akjPRN60kRaABYsdEulSAPr0jtD59nmz8Ol5MDuDO1\nbHEt5yU/xAKKq6aGhkHZoSn3uSVS2t7smqLRBvb7+Zk6dl+J5yDJjcjD4poWfmiu5kwtaxex\nck9UsXZ3l/reziK3ONqxOgWnB3s70KXqobKjjHauOuwP7P6t9MR4MJ+kxpibSpc2hHO6FDDY\nXUKChKV2SMDS6rxzRxt2F3tcojK9k8UYYNtJhZVaXKUxkawNvYhk+ZIywpAnYzRIdKRVNXMj\npH1nehEETSiMl4GZod1lN4vr23iDFulTaF+G4Hyn8Opa2/nOruVr7UHXIzclZEpUI31ItVAm\nPSJyTpo7eI4HYvk62YRaOwm/otWgyDtff94IbW1yOp2lpaWdnXIn8hhh48aN8+bNe+ihh3Jz\nc++6665bbrmFYZiXXnrJGz0DwDXXXDN//vzdu3fHf2xhQNEadGx/nV5DuDtSh8Wog6bkPK6q\nm/lMWUnUUf21s0demHw0hcYOiIIq+6c7Fdw9Yo3GDskbF3l/J3GVlumwLKyKobW7b+0mAgHc\nM88SaktnuoRigFeDiXh+8Ifv9Pj9Ydfr6zr3nmGkWsu9Azssyuh74Zt9xSQ1SYTAp98kfxHI\nCHvHkfrrI97C+sald0KKY52eSCma8kghWk1vMr3QBWc8KQTxPfAw+NMdjlM1CqVCu+ihHSRN\n0kiL4CQjpewQ9Gqzld9X4jlczngnS6bEN4Zk9hEjNFv5D7c7nv/a+s/vOg+UXQQDkoZMHBkk\n8mjQoV/PV0WA9mJLoevh/3S8vNr2zJfWRz/q8LEpPt3p8F982u3Ch9sdaj5w6VQJuTok6aO5\nYAy5npNiRj2reXXxQ9Xlsdvtzz//fJ8+fcxm87BhwxITE3Nzc59//nmHQ9UdjQpqamqGDh3q\n+99hw4YBwJAhQ/zfM3To0KqqqrgNKRJYlbrCJw7WJpAUT2NduPeHDOHYpEfyCYxT59jD5RfW\nRF7AFCW9QqpeO+1uIUalNJWQCWeD+tvCQIZSgiGeMAcl0gLLAxggDAs0nQYZSIXIg2UeAGWL\nDQGD04NbbML6Q3JdvyY9ykunAcAlcb7wbSQs0Z3LT/IpnqqRseNY6+OSaiTafSNADW18nbQ5\njgw0dNTsNp0ezEpUPxxuTKRwCBjtL1Vm74iNUeeMMgzI1AWmoMUAACAASURBVBDXtAMlzNd7\nnDuK3IoSN2KYSNuBSR8Q4nz+k/PJldYPtjne/dH+6McdO4s8UicQKdvIuKHZyj/3tW3vGU9N\nK3/qHPv+Fvv6g3KTumcxfqDkFJo5Qjd/jCE1gUo2o0mDdC8vTzao48Y4PfizXY6v97h81Rmb\nS/jfNZ3VLRwvEFpRKxo5NWIyZolvH5KjlUrxLBhnmD+G8Hi12gjCL73wh/Iscrlc06ZNe/rp\npwVBuPnmm//4xz8uW7aMoqinn356xowZ3lbCOKBfv35lZWW+/y0tLQWAs2fP+r+nvLx8wIAB\n8RlPhFCU9DhUyhKtg/pnxG9H15E4JACg1aCRfbX1bXLxTkMbH1RIKqyUfn8o26RKleJYoNMl\nKWY4IFOzeEKkfVqDs0O7uTK5rsgxYVDgnoGCb9OeM+HMfWJKo92BASBJiVGt1yKjDlU0yfEB\nKAr9er7ZyxccJHE9E01dr1OkeYgBznfrr+dnaX4GeqjxmTELxhjEzgsYsFQdQBGjouckbNQh\nmbAmM5lwi9MsiFUR9i+eGEwu19Dw2NLEIaTj9LFKZkuh+/Pdzqc+t0r1Gkqh+BzhMvof2g+V\nMTv8CCe8AJ//5NhXQpikBi3qm9bDzSRrD7iCgrMfjrgUa1A9hTHSHj0NHcKy6cb7r7Lcu8By\nxxyzSm+pujb+qc87dp0KvjsY49fWddqcgTY9GABAwPDoxx3/+K5TRkoVADaRWv+TzdSdcyTF\n9RCC22aZxCuzgKFV9rt6obw3PPPMM0VFRY8//nhVVdXq1avffPPNb775pqKi4sknnywsLHz2\n2WfjMEoAuPbaa7dv375ixYqWlpYvvvhi1apVGo3m6aef9kk4b9myZcuWLTNnzozPeCJEhlIt\nr6qFXThWH1S1QyiuGeiKRpIZMo3unmfOSKIa2uUWO/HPMI4CyQEBJEaDExkeaqSJN3fPM0cu\nyRyqtpQiaTgSXDXeIL8Z7CvxKFhjkECk8Xld0BXlZbzxmVb2bUNzNKO6PdWvnUDunPOdwYi2\n4QggLaHrOxAKVp6+FDE4Jx4paKm+4ZKwXFdpBL+RkK0NAwjJ5VxH9dWJ87t90mj5J02rQaP7\naQdmEd6koWHZNKPMcmdzCB/vDK1+K+E3zviykuKyDMYgNroDAIbHj33ase6QswddXatFRqoC\nVmY29ggwhrd/CKSt+i17HgY/tdL68mrb39d3PvZJx7YTqpplP97ukDotuBm8I1BH3D9zcfoc\n+9bGTinrMV6Ac+cJ1/DhGxMySBqpXnACfLjNIS6uUghOnWNeXm176nPre1vsoR75LgcoxyJb\nt26dOHHiyy+/rNdfaIjW6XQvvPDC5MmTo67vJoWnnnoqPz//gQce8PoOLlmy5N133127du24\nceMeeOCBpUuXXnvttQkJCX/729/iM54I0ahkuoEBVTQHG6FhDHuK46cJ4CaVb+aM0k8ZogMA\nu2z0RpNye5F752GAzYXhOJ1GBVKRlD9rNhKkJ5A/RCcRwxGtfaOFrwqcUroKXvACVEno9stg\n1ojgXA6NYPowHQAwSoFWu13YV+IZlK2RaUg/U8eu2tcVSVgMSGxDTSHISaYAoNOFiScQs4Hy\nD+WJpfMoYtJgXUyJhmP6ayeHIjUYNjCQ3c54AbpE9EM5bfE4yq5JWGLxoRBYjJRbdBQsrGYv\nCFOSRs5yuKiG/Z9vO4nrZH6W5u555gvLQtCfgqCiiVOQiQxEH1LOGGPw5ZiJ3DYXQ3hREMDm\nFDYccv/Pt1b1A4guiNoOMv2XPYj6dj44Ees39uNVjO/KMxz+ssBZrCSx5WZxVYvcyvnj0QAD\ntaDHr+48f7aB/OsYyApRUvwlL7476CJWKow69M1eV0UT19TBHypjXlxlI1gnXt5Qfl5LS0sn\nTpxI/NHEiRNLSpTsQKKE1NTUw4cPP/HEE4sXL3722Wc/+uije++996WXXqqsrFyxYsXatWtH\njx69Z8+e7Ozs+IwnEnQ4BMWlMzeF3k8qkVeGHrKEB14AgVQpH9EtJNdfVk2PFtE/ks3RWRyl\nzJbigCE5WmIQjTE88WlHdXNEiwvGsLeEXOyemK8j+vjEzmia5fHxSuXKexgD2CmqWvK4y9RQ\njVXR90fdSSZq+RyzVjq6OnT2wldcKPV0D3XxRKO3VlAjsYfNGH4h3Gy1CY1qxFXCvRGj++nu\nv8ryyp0pXbWHaN/QzGTqwesSouoBJQkEkJpI/qYu5pP/D1X8peGlrqVwXqJ3QsDw0Xa7+EkW\nBJjmexKkL2Czlf/pNDmpMW2Y/n/vSv7rssS/LiMVHLGc4L0Y10gwxPxiKcIoc5LpwTmSC3Vl\nM18mEYrFGlfkEw51/9xgC4MdHmscq5BbCcWHRmLW3x9YSW4quDIgurFSLI6KRvKUOSmhheqF\n/4Lpj6ACo5vFGw73WPbq4oRyTJOfn19cXEz80enTp/Pz86M9JEmkpKS89NJLGzZsePrpp81m\nMwA88cQTdXV1e/furaurO378+OjRJI/aiw86jfKONm+0zkVKbEjVbqKOxg7yN6V2i29cJ2vN\nkGCi5oy6ULJIT6RunibRHRwi4t/+UtPK/3jcvfm4u7GDT5TIRwoY3t4UvjpNu114/htbpUQI\nPmeMvl86oVLs4ypEHccqWMVygYZGYUiSE3W1Dp1lACBLRQ9lcwd/vlMY2VeTLJGtBwCHG3t3\ntVPn2JM+FYXut/fvbo2Votz4N8N9/pPDoyZNGFaEihB0uoW9JZ4kMxrobXiQ/5zQp367HYej\nxBcuQui5VHHFsqKqvhdczlMBlQlRqUIQx8O2E+6Ptjve+sEu7p3tlyFXSBEj2URk7F8guA/I\nIoz2qgnGaUPlvDCkov9Y46pxhkEiZpHDjT/dFT9lAjXAADuLQosaO5wKS6dRh/qS1nP1EBfW\nvEiTkMaSqSViWYnoICgm1y83KC8Qs2fP/umnn954442g/qm33npr165ds2fPjtnYVCE1NfX0\n6dOVlZU9O4yQYNKjZNkoEAEMzdXmptLiLbPFxodBPA0DUu5WB0u7jtcGrZy7+eg87fI55hdu\nT7pnnnnmCP3ATE1Nc3Tm3lTZ/SDqWHPA9eI31lV7nd/sdT7/tdUm3ebS4RBCSin548PtDhn+\nX20rf98ic5BV+JAc7ZShMSnNd7rwpzvtim+7fZYpVI19jIEn/ZVtnQKI2xYlUNvKPfe1rcUq\nuehnp9BeDkYZyRKsrDtJI6VN0d5NKsWY/AmhIjOJunueeewAbVKgXBrGUN3MfbjNsbXQfecc\ns3I4hcCoB5K4pSRYDr+6xlYVrxg6RX2VSWmmmPVUVlQlUELlstMUWrFJkvka+E7y65/sdKw5\n4Kpv461OwRmYWDXq0F1zQ2N4n6xmiMuL76+6YVIw439IrnZItmazyCrIH2EvWRECIWBImqyn\nai4uGnSrTbCGaH+Tl66cVrhrrlkXwdMtJRmZZqGIMkfVLZxU2FBWz6mnVvaKcgRBeb176aWX\n8vPz//znP48bN+7BBx988cUXH3rooXHjxv3pT38aOHDgCy+8EIdRyuO+++777LPPenoUoeHh\n6+XqqgvHGRJN1JWDdRdWx+7n1sNCmUjgJhawGBBxY+h0XUi3SPXzIYCrxhkBQK9Faw64Coo9\nh84yW0P38iVibRzVjkrq2B+OuHypK/nFA0OYmUinB8s7Ux6rYLKT6VfuSpk5Qt8nlR6YRS+f\na350qXQONjIUVTNupUdMp0ETQrecbWgjlzXsHgwgaVoehPp23iqb47m5WwmVOMV8r0lloJHf\nv6JCfvj91ZaZI/QPXpfw2j0pb/wmJUvUzbPuoCs7hf6fO5MVSb/L51h+OTO0Sg4nwIbDcZoy\n0cpAG7ToocWW6D7efVJDy2dPGqx1BOXtJAY0NJcQMDV18GJeaVoCNbyPdvFEwwu3J+WFmIM8\nXsWSqdjd6/HwPtp7F5h95wQEkJVMbS10N8nyVmeOjAc/nggPKaQLPwkRGyg+hLmBz3ySiZKS\nVfbHgEzN8hBPUP4gZoJ5AbadcOtI9/NsA/f+FjvxyspLggbhIrs5PQ/lo1JiYuKePXuee+65\n999//+TJk94XtVrt/fff/8wzzyQlJcV4hAAAtbW1hYWFMm+orq7+/vvvvf9evHhxHIYUIXJS\naQohXvQ85iTT88caZo/SA8CIvtrsFLqr9dVvHsdB68fD4u8Ok7/G4hc0JxgoYiiDuxUVvt7r\nlI91wkB1HDnQp2tD+K4Uc5iqtXafHR7Rcw53GYhYDOjueVHTJZDB8SrlExrD4ZdW2f7fLxOJ\nCQ8pSPFQa1s5AKhX1+XdLG7A9btuM0foxw3oyi07SR1UPuWv7GTaoEVBHWAUQvnd8pEIYGiu\nplDF1ZDB2P5a/4yUQYtaROYsHha32vjMJPp3V1ve2UTI/XtLUtdMMIzupwUAjodVe53qKQm1\n5+PU+jMhX/fFT5FaHVEU+p87k83R7t006mkAVdehTxp93QQj0WSHiIwEQihMvObnO4XznUJ1\nC5eXriHKZstA4MnRnL+s57FK1sc4wgAFpz2KF1Gq0hhr8AL5BCvltSQDlsd2F04O2dZJFdIS\nKbMROST2XITgvkXmYxXs8SrGzeIh2dqbphjV1OXq2vj9pL49lWgkHYre2Ww/Lk3XLqphG9t5\n8RG3NhTlE/nGp8sQqi5Hdnb222+//cYbb1RXV9fV1eXm5g4YMECrjZ8R6LZt2+655x6ZN2zc\nuHHjxo3ef0tK9V5MWHPAReTkzR6tmzv6AkWBuJbEWggZA7y/1SHVQ2Z1dH17i01osErOveOV\nzLwxhvIYdKiEwWUMG/LNy/6gKXjw+hAMqPyRkUgbdcjFYHK6A8W7OV3lA9Zs5Xec9Fwbivo1\nUdocuiuDSeoIALQ4XPG7bvtLPLfNNHnpEBWNhG2moZ33hqEUgvuvtvzr+84LCwaCW6YZ/UOK\n22eba1ptPgUxgw6FZOGm1cKtswLOPBQFSSYqSJKMQl1xzMR83YKxBrESVoIRPbIkwfe/i8YZ\nKIS+LFDLFo1b20CymZowUH+0MqJaEwKsi/be0mzlT5N0lAFAS4O/3vPgHO1jSxNAQjaOCKIs\nucw1dzH4w+2OAZmakKyIBudqjhLX5O4qiZslNP4qPqyHyz3XT4xOd0pIWL3PWUdqz/1VKAUW\nuxt/WeA4VMYIGCwGtGSKyb/xJipAAKkmyuEiH72STVReuiYvXXPjZLJiJhFtduGFr62RmAoP\nES2kZQ2cTPTsRVENKw6gQ9pOF42PK3/y4ofa80RZWVl1dfXChQsHDx4MAO++++7cuXO9doBx\nwM0337xz586PPvrIYrE89NBDiYmJ/j99/PHHp0yZsnTp0vgMJirYIdGX8FWBixfQ1eMNAHCi\nmiXk5DA0tMdWvbO2lZdRYPAxRItrWV46oePl/BFinYiREMeUiZpcgoZGkwbpbptpCjtnhhD8\nYrrpE2ld2No2wjkEAwCODscgCAOyNCdku7Z9qJYVYxLD4cFEU2WMEQCoTGabdXIPACdAdSs/\nNEcDEjHQmv2uKUN0XnuUkno24LiN4Xglu3CcwZfLSrVQz/8qaV8J09jBp1qoacN0z3xp61Qt\nv82ycKyC8U5nH6YM0QWZHYwfqPMRoBNI1nFiq7zxA7VfFajtKpwyJH7b3qAc+qi3IYVYTlGB\nfhmaUAXRFXH6nCTRM8gtpaKJrW/jc1PpacP1q/a7FIvWFIL+GRqMoaDYs6/E0+nGeen0DZOM\naaS0tA8eFp+pY2cMD+G+jB+oW72PkHZJ7ibWt9vDoT8cLeeuJ4tsxRBuFm+V0EtOkb1uQfhg\nm92nL2F34892OcwGNCl0apk8rNLzvd0hFFYx4waE9o2vfGuLJHoGgGEiG+ATKgplPn8oH1ge\nE0UYpZAoYWx52UJVAP3nP//5X//614wZMxYuXOh95U9/+hPP8w8//PBrr70m10oWJSQkJHz4\n4YeLFy++//77v/jii08++cTfMOXxxx+/4oorHnvssVgPI1rwsNgl3Qi4Zr9z6lBdkoki82IR\nONyxDaDlK+l9uq1rgwmCgfAKRIzsq91ljXKXd0gpighxtkG55osBbp9tMqqzb5XCrJH6DYdc\nbRJOrXYX3nvG0z9Ts7eEKallBEAIQ5OVFzAM76P55QyTVFO2Ijpdwp4zTFunkJlETR+u98rW\njhug++6gKp6QStstH842kFdrb3+kyqVcq7RonaphvAF0biotZhCxPK5o4sYP1O0r8Ww6GryL\nlzWw+0s80/0iG70W+ReFFk80fFkQyFIgngm6US9Ks900xWRz4X1nupaAsf21d/qxIYnS1OIs\n0c4iyemn0yANDV4fUJqCReMMc0bHL4A+XtV99g5rQlAULJ8d/Qnu8KhdMwUBSuu53FQ60Yi0\nFFY0IxQwNLTzxyqZH7sPRY3tfGEl+8A1Cmwr8YMhj4xEauE4/Y8inzm9tiumSU+kESAcolZL\nj8jGNbSL2YtdOFDquV7UDUnE+U5BrM62q8gT9QBair/hRXEtF1IAfbaBU696QUSyBRlFuQY1\n7X02UTekmwmtYC/TQ395QjmA/vDDD994443p06c/8cQTvhfXr1//6quv/v3vfx81atS9994b\nyxFewLJly6ZOnXr33XfPmTPnsccee/bZZ+NJI4ki9FokUwvmBahu5scOoKQe1lgveWnE4iMG\nQEAhWDSuK502IFMuaKMpBAA3TzVVNHE+vzeTHmloZIuAFX3nXHOo3MFIcLZB+VjP8/i/3m+f\nMlR3+2xz2GG0zSlIRc9efLidnJ8+Wc2ea+185takUGNZAKhq5v6+vtP3OH1/1PXEzYmZSXS/\ndDrLR773gzhQHC/tcEuEVBYwP4sGgL5pyscABHBEqVK5p9izdIoJAK6fZJTqtgGAA2Xkzylr\n4KZLpwbnjzWwPGw86nJ6sFaDxvTTHK2Qe0jE/uQaCn4937x0irHZKqRaqPRAsbbR/TTbTwZ/\nSIao1l/eSM79j8zT3LcwwWJETR28zYlzU+kwHoxIUKOohi6VmcYACCYN1vfLiD7Psr8KYQQf\nfFleikJqbNBP1bBBShcMhwvOMLIHK9h2wjMqTztStRKl3Y0PlRGetOJzjM1pqG7hq1q4UKNn\nAOgfmZ5aeGiR7musJRnpEUE09Yi604eAFYjzggDNVn7zcXdTh5CaQM0brZcX95SauerRYcfv\n/mgPsg0fmafZUaTwi2KukVG2mieGvHvaZQjly/fpp58OGTJk586d1113ne/Fa6+9dvPmzSNH\njlyxYkUshxeMvn37bt269ZVXXnn99dcnT5586tSpeH57FDFrhFxOyEsBlPIn65RN/UaOAZka\ngkoOAgAYP0Dn2++H99VKnbwRQGYSBQAmPXpqWdL9V1kWTzLeMdv8/O1JF1jFsn8EcYfNTqFm\nyl636AIDuNT1EWGA/aXMZxEomHaEqJQU8LsOIbx+lI92OPwPY3YX/veWrj+BqDA9eYjO3O2s\nRlOwZIrRSyZWj8HZGmKnT3EdV1LHqmGcY4A6pZY4u6+8gwi0cpqC/CxJggdIz7uujwS45grD\nP3+T8to9yW/+NmVUnsIRQoqXkmymhuZq0kVSx2P664IOEgjBbxYGpzOlNO9unW5OMCIEkJ1M\nD83VxDl6rmzmlGWzJf08AQCaY2MXnJEcQqAwKKsrACKKr4tR30HIp9a08ImynH5ewB9sc6jP\n/32739lmJ1ycDpfw+GfWf33fuT50eSKKgjsktCBK6thNx9y7T3vUc8HVQ6Y5W40YvBfEsltW\nuLU4KRQUe+S3qmQzeuZL665TnjN17N4znpdX2+SNVwj8fgKnTWFUh8uZD7cHdBvnpZOXVn8M\nyg7+7lX7Q2v53VOs7K51WUF5WTl27Nj8+fPFuV6NRjN37ty4ORH6gBB65JFHDhw44PF4Jk2a\n9M9//jPOA4gKbp5qmjmCnK60GJDX60EqnWmPMYVDQ8OY/uSwIN+vdwEB3C5RbKXpCxs8RcGk\nwbolk41zR+sx9kufy+ZniA3aje3Ci99YnXGRwQYAq0MIqb516CwTEp/MHzkpEbWQq9Sv8IfD\ng+tFkWh1M+dl5pSS9I9H5umevS3ptpnm22aaXrgjefHEEPpmvMhOoa+/kvBbDjd+d7O9q7Kp\ndAkVL7Hvpn1d4BK/e2x/nbfBq79EpvMKFWl1BJBkoigE2UrCbWE8rk/9ImnuaH2ikTLqUL8M\n+qlfJIqTssNFJEgvYtF1oB67iyLdXxtJPjuRQ71WDAJ4ZY3tnR/t7XZBq+63LHrC25JMKD2B\nkte4sDoF9X8vcUoCABZC6HUOgiDAxiPBYTfGsGKT/bV1nav3OT/d6fh/X1iPlEchbDpY5lmx\nqfP9LfYj5YyMiPskCb6+h8U1LVyL7QLPO8VCXSnyqPcVSKMCjoevCuRCzBQLdaKa9TcjFDCs\n3C33K8P7aIOfCfHjo+K5O1HF+tdyi2pYxXbACQODF41jstUzMc6RunEuZygXtrKzs2tqaog/\nqq6uzsnJifaQVGH8+PFHjhx59NFHH3744R4ZQITQ0HD3PMuy6bipnV93yHX6XNdzbNSh3yy0\neEPnARIbvJT6chQh1Q93upa9+ooLK1SymSKGwQIGQSBk8hKMlF6LLrC1pJeJ/un0VROM72yy\nBzXN1LTy3+x1xkfNLTHEbkWM4Xyn4OOIhwQtjRAKX2UzQ8KASh7ExEdlE0dT0OXqElht33jU\n+dUe7I0IC4o99y6whKplCwA3TDIOy9V+tsvREBj0d7pwW6eAUFhu1oHj9PVvEeu5THe0QdRA\nyEykQkqrD8ikk81UhzT9JoxbQ1Nwx2zzHbIWVYvGGdYfdDKB2xmNQL53LdZokpblUYkYHY4b\nlAjHBi1iOCxgwACcAEfKmeYO/pw6+b9J+brSei7oeZ44SHfoLDNtuG5nkUdGuSWuBQIStp3w\n/GJGgMHPjiL3Ub8cqofFH213DM3Vhuqa5I8XV11w8zlQxkj5gABAwWnPr2YF52W+P+L64Yjb\nO3MHZGp+s8DsPbjeNc+cYKT2nvG4WZyZRC+ZYhzTP5qszro2jpE9nLTbBXHTgtUptNkFqb8x\n2UwNztGURkOfqsUm+DapVpvCs5qeQGWIsvuh9lP1+ON6sUGVE+HmzZvXrVsX9PqmTZs2bdo0\nffr02AxMGUaj8c0339y6detrr712yy239NQwIoFZj/KzNQ/fkPD/3ZSwbLrp7nnmF+9I8u3f\nU4bpiA+sMfYcYKdEz82Z2oBmdgpBnzRClK+lyXVwCoHKxvOJg3SbjpKV/opq4uQmSqHQXN9o\nqou4EioEAf7vh86w1fmMOiTOxCjCrEd60gGt0y0criD3gTV2CL58au15/l/fd4ZHxx+aq0kl\nBa82Fw6zITnwtyYN7ppBRMr16XPsqRq2oon7XpR7AyzneUuEToP+eK1FzMTwIsGIxouyPlEB\nheA6UQVg2nC9pkcz0P0ylL5ekd8Rmy1asW3LzeKgCagyejZo0aBcze+vtvgMNRCCuaP188ca\nMAaBlywkAgCFkHrKwTCSXYsuRHtFMQSMW20BF+eUaIF1s7iiKfxVd+0BV5AXpsztEHOgP9ju\nWHvA5Qtkq5q5f/3QyfLYw+JDZYxRh26daXr6l4nP/SopjGVQHmp6WrSi2iGSrnicPsc+udIa\nlegZAEx65Htmc5QSN+ftQlVgf0KLlWdDlMQNSfX/coByBvrll1/evHnzkiVLFi5cOHfu3Ozs\n7NbW1j179mzYsCEjI+Pll1+OwyhlsGDBggULFvTsGCLH8D7a4X2CN1oKQEsjcXlOJTE3ElRJ\ndAIJGPMCpv2WDKJiq1468Fw23ShgvKtIobCdl0F/uYe8yrhI7hgxQpKZOi+yvSADw+xR+vDk\nt9YddKkRISIiLYG+Z75JKoCTx7iBuoOiRrp+6RqpYnEQOhzCobPM7JHhsNL7pdPifbp/Bp2R\nQEsap3WnmWkEV+TrDkuXlb3G4BiTJU4xwOcFDpOOIuT7EThZTCyeyGBApub5XyVXNXMOD2Y4\nvPaAy5v5zk2l755njp1RxbUTjB4Wbznu5gRACGYM198WR4EaIhaMNW6TNxxVmh8eBrsYHKGm\njRjmmMlvcRxGgHJT6advTdp20n26hqVpyE6mOR7b3MLmQjkbbQFjuxuryew6PNhkoPx9fygE\nS6ea69rY/SWR8is6HEK7XTDrUU4qTSFgSLOfiWDTOXw2hBEGnclPnWP3nQl+olqswsFSZu1B\nl3/lh6Zg2jD9L2dEKojkj4wkOjuZlqfZDMrRnqphAl/RmEisHrsb/3uLPdQjuhQQwNNfWHVa\n1DeVTk2g+qXTmcl0s/RQMYaPdzieuTURAAqKPav3u8LoCOx0C04PJv51lyeUA+jU1NRdu3Y9\n9dRTK1eu3Lp1q+/1xYsXv/baa9nZ2bEc3mUNTiBbWljtgt2NY9oeJBXEIEBBOY82G2ESypxT\ntTS6Y7aZ5WCPaFn0h4zMn4eDDoeQrM50IxKwHJZXxggAgppWXsAQKpeZ4fCm4+E7Lf9yulF8\n9FKJX0w3nTrH+ssRThum75NGD8vRFBSr6krcX+IJL4BeNM649wzjrzE3cZBuYJZmfL72x2MS\ne0D3hU1PouUz312URARaDXCkD2vuEADIdxaFlQTV0DA4p2stvXKw7nynQKGY25dQCG6earrx\nSlOLjU+1UFJthfFEmoWiKBAiOOFigDZ7mDwoGQzMpGlVihoBoJCyzQSHobGD75tGrz3g9Ml7\nn6hiV+9zKZJSEQCt4hnpcAgvfGPzTRaEYGiO5p75lvREqqFdE2EAjQD+vt7mnSZ56fR9iyyZ\nydSZuuC35apQyJFCSHWqoOS0lNH0twecQaJsvAAFxR4Xg39/dZiGVmIggN9dZXl9nc0hsR9l\nJFH3zDO9vVGo7E6xZyXT984nD6C8kY1W9AzdtRyGxRVNXEUTHD4L2Sn0+IG6M7UsBtDQ2CE6\nuzW0cwBwtIL5eEeY/e4cD/tKPAvGRpNofklD1RLfe3/nVwAAIABJREFUr1+/Tz75pLGxsaCg\nwBtGnzt3bsOGDcOHD4/1+C5nSGk0nrcLn4Q7AVRCapYjOvgnDEkRHlEKywRR5MEHrQbJSVlh\nONutBMQJsOeM58sC5w9HXS2kUF4l2uyCWDC4sUPAoXxkeQN3LhRb1K5vaecjCTgicTw+3ylQ\nftFi3zR6+RwzAEwZplcZRDrDVVQsrGL0WoQAaBrSE6lbppnuW2QBADUaroOzNUiWK+3VYUQS\nffrysBiioGuflkDFzfxPQ0NGIt3uEMLuJIsiShvYSB5mAECh6DCoR6KJumV6aOl5i4G6EADL\nXtqCYk99Ox9kjsPyyppyZiNSk8xbtc/pvzphDCX13F8/63j6C2tNKz/Zy1sI9+ZjuHDIPNfK\nr9hkJyYvTp1TIegpQLOVF4fLuaEchzyBvy4leNcpIVt0pJyJRCZVjMwkSkoLPDeV/sPVCclm\n6olbEv/r+oQbrjT87mrz325LyiAR+TocwobDcuWIyNHYzvfPoP/vtyn/d1/KWJIMgJfStuNk\nRM4MRP/IyxYhqGNmZGRkZGTMmDEjdqPphT8sBqTTIGITQ2EV42FxjHJOBcUej8SB2yyqjhl1\nlFPEqUg0KayYVw7RfVlAET0jAGB0P22KhZo1Uv/TafJU9zogOj34lTU2nx/BuoPue+ebpgwN\nLSFaXMt+tsvprbnnpdN3zTWbDVR9G5dkosLox2ruEPpnhPYrqRF0fSEkIdqtAhwP7222+5vq\n1Z7ntxS6Fk80qk/Uhecx/tNpj892keeh1SYIGHtZP/0zNWP6a8X+CP7QUMDyErbnAACQ0k2w\nHp6rqWwiHWmkpIhD3Ox7HIIAq/c7t51w8wJQFMwZafjFDGPUbfzUoyliDY3B2doY0bgXjTN0\nuoSNIuscMRAARQWKHcle0dJ6To2EuRh2N65p5RXF8ipIysEYoKGdf39Lt5ZZlO55YzsvFoAH\ngJPV7FWyAhebj7vXH3J5G8QnDdbdMfuCSnFIjuWWwBZ5GpHVmsiOpgAA0GwVQu3/lsHZBkIf\nYYqFevC6hD5pXWTGzcfd3x3u+tuvHMLeMdtsDjwXldZz//d9Z9gaTerhFZlGCGaO0O8TlSYQ\n6lKtjuQrIukl/fmh15jx4gUvEJTPvRAwvLvFHgtHlZpW7pMdDqnPvSI/+FzbnyQanyoyjxDj\n9jmSImiLxhoA4PZZ5kVjydGwtwV77QGXv5uXIOD/bHNY1ZMuAJqt/Fsb7b4F5Vwr/79rO//6\nWcebP9hfXGX71/edofboZCmJmonx3ma78pskgDGsDV381Yva8wRDLG/kuvW4W6UeiNgbVg02\nHA4e84bDbu+T7q2ZXjXekJZAGXWIeIY5Xs2W1MlF2L7sr6Sjgfeukv5GIgH0osX6Q67Nx93e\nxJIgwI4i9+p94dOBIkeEHigI4A/XRa3+LsZNk020DMXKT6FeyvGHiFYbL/exMsBwsooBgMpm\nbmuh+6fTnja7IA7XgjU9e6TSIPule0s83+x1+uSVDp9lPth2YVmrbA5hUs0fc2HN97CYXOOS\nOz5DViia34ogUg3NepSX3nXPC4o9q/Zd+NsPlTEfbgtY0jHAB9vscYiewa+pND9b+/+zd96B\nUVXZHz/3vTe9pffegCQklEAChIQmNYAgWFH0txbsva2u/WdZ1t/qirquuGvDuupaEEEQENAF\nRAid0AIplJA+Saa/3x8Dw2Tmzcx7UzIzyfn8lUxe7rv3zXv3nXvuOd/jvJPGsnC6zew5b9Vt\nT71TfOqv+L/mE+Ivas+a3OyH7qk13vVOa1oMc/lYWW6i6Nca/dHTJrmYDMsU28IxvWDNTndR\nWjkJji1fUiz93Uk3nk8W2sgsiVrS0+Ek90HIeaOcoWH6CPmPXDlJr37Xedcs5T6nInMsC//+\ntfsPU/i+g7cdNjhUQLXfB689axL0VlTLqFSBjqiGZrNjqTxO56hrj2n1CaN3EeGc+sTWDw81\n8s0YatVadEZWUGq20cQ6G+5GE/vJ5u6rx8sBQCoiC8fKF46VA4DBxN7xj1aHjnpcI9m+hYI0\nUYJTScWLQopcvdYEXiPSj/y839GfuvmA/vJxcp9ExX0gPZZJiabr+elXOCOXUKpApnbojayj\nsI/9k+XtmQ0m9qc9XI5t58fW6ZOvt+u2HNTbws+sflW5hFTkS+aMkllN55xEplfd72B8uQVp\n7t4pP+9znKX3nDC2ai3Wpew5nnnYAACQGHnxRAfqXajI2RQ/7a8nC0AgIZJS+fUR5hRjsfcv\n/Oy0TVpda2zvtmguCsxZ+Gai+4ytsCVDQYSCci6C88tBvef1jNsbrKkj+KFioUM4vS0GGp6D\njVg42WR69TvtM5+1v/tT16b9+tW7dC991eEQjSeIAw3unq6GFscHMi2WY8O4tcvCJ1uik0tP\ng2XhL1+fT2pRyrgDUjt7LH9fozVyrek9lqmzx42e//nO8G8LoNtFzLobjjkHGHBOXq5nNJ2B\nffj99p3HBScSpcUyNOU4wrQYBkCAHDXLCq5M6+rG2LBX57yjsvkAv00Wu4MSIum4C0G0EhG5\na5bKYXtdb2TdZG5lc4mFhSY6I9vZ43h59Ea2M3jldikC981RSZ0qRfAkWhVY21AmIY4SDX46\nYS2nUcKjQAbLsvbJG9avs1vP/rBT98nmbgAwWeDY6SBHndIUVBa4i9/gzD+xfni6zWwQ4nz9\nz9aLVUhqz3payRPHnxM1fn5+u7mUkk+1mm1R6ZwCzPZvFkGJNL5ACOSnXBx+upOmJEPD6l06\nN6rkfNjAuVYcqKABHQ64veGNZtbB1P5qa7d3cU41py4UN3Jxxrwk52eSOFcNpCjg1Bi2h3Vt\nqB0/Y1q7W9etZz/b0k27SOlq7rBouNyunB+6wlV2iHeYzC42HF0j9YfikoVl3/6xywsZ6fRY\nxuGNvqvWsO+kMU+IEXmySZgB/auLquMsy7H42XuS38LAbhQO9RFj1VSXk8nuZoWQEx82BrRU\nRJxTFeUS4scAUC9QyShCvDYZAmtAE4DxQ7wRjXEPp6i57/y8X99jYHfXGpylkfsYC+tBLYQz\nG0dEAwDUnxM2yZ5qNdvy0nXCx93FldTuCzojRzKohYUjF7ScE7nC9jp1lqX/6bjnndbHPmp7\nN8AZ/zZYFh5b0X7PO61PfNz+6eaevSeNDj3nlCQSSrfB4tyO3shuPqD/elvPr4f0oZDN3Geg\nAR265NrsGIGvFYsFVmwUVuPeypqdF4wbrjMSAkPTHGOgKcIhqTEoScRZi9se9+vymkbj66s6\n1+3WuYoCBwBOyQv+lahOt1l2HPEpH9mZ344Ka1CQqeoGo4l9d32Xs5CIK0wWeOXbTmf/t97I\nvvmDdswgSQTv3MQznrz49pxtN3+3w6UDg+UK2hOKgyT2mTZzq1PIh5vFRh/II/qR6cMd/YLT\nhgcyBoIf3CE9br7KC38yCNWZE868MrkvwjXOMBTpcKEI4T0X2tt70rhhb/Adfizrwe/IGXhz\nqs0Mwh8ohZSy5hO3aC2b9rkdO9dV73bakzFb4OQ58/EzJr3wKGSzBQwm7rehrbURWY5LMkLg\nzdXamkZTl54922Y5fKqPKn8BAAvQpWdPtZrX7u4xmXvHt/iPpg4zABhM7PGzppNNpoZm8+Mf\ntb+3vuu733r+ua7rTx+3e6xb1G8IG3fLACRBQ8vExLtMwf31xt21xqIMYQrBLW5DtcQ0d0DF\nNZXysx1mm/swIYK+fpLnUtuulDWtdOtZj7EBzok+EXIysZCvROXXW4XkG/JjW41xgtu9Tgf8\nKJjw60F99XHDo/PVCb09IkYze6DO1NZtSYqkbcHx1ccNJ1x4jvUm9uhpU2IE3cZvEhS0Ibiv\nzujGPxHj5MkrzhALLTy58reeu6tUtl+/dS436BoxQ7wrSRMsJg6VEgKrd+qaOy1RSmpKsXRK\nCEi0psaIWructg6c7nQC5Lxz78KfsgLv/mdouG+2+tnP23kd7SL3wF7r2sSyJo93qOscBm4u\nHLzjiKHDySIMCl9t000plrkqMMQpxmeVyEyPpV1pSXEyOlcMACYzfLbFsVK9I27tWis1jaZ/\n/aS1llqUS8iV5fIxgwRsQXy0kSvDmwUgFwWI9EbHeZJlg5ToebEHThfHf2tGAhCroX87Yljx\nc5c1Ho+he/m2mzstH2zosp+E+zFoQIcuhMAlw6TfeCuzsL9esAGdHE3Xud4udCVZqpFTTyzU\n7D1pbOowR6uownQxrwrYxN0c4902tM7UqwpGW5eFpogr2Z0jp/wfWajn2kA0mtk2LRulopy3\nQbVcAXa84Hold+vYjzd33zv74szV2GpetrLTFqGokFAmCytmIMLt5V21U1fPW9BayZWyw7Kw\nfq9u3W59S6c5TkNPHyG1vre0bq0B516NHSz+4tduQQnsjb3DmY5zfcuuCmRcXeF54RdSEICJ\nhdKJhVKzhVdJjr5hzmjp7hMuY29i1dTkIml8BN3UbvloU5ftTtbIqXmlLpV5/IgraWEOXJgd\nvXK7+dybvRPd+HO6zRylogTldXiJp46ZzOx7G7qGZYqGZTqGnbEAzmmjFEBuIgMAIobcPFWx\n7HteWkOEgEIKLMAbP3S617J0hf1X09FtefOHTlvSRbeefW99V0IEncl7nXaIs+Y2AQBobDEN\nyxSB66SOYBLITSgW4Nhp0zvrtDaj2Tmi41CjSWg91zAFDeiQxhfJGMd8cx7IHXbies+qWfEu\nO0NRUJQhAhBgr59udWk7pscxo3LEO53EPTxi80kfajB+sLHbqkqbFsssniB3FtgKREnwnMRe\nV0BvZD/b0r35gN7Cgogh04dLZ5fI7E1874UIXeQaHj1tYtmLq4g3VnXa5/d06S0AoDdCZ4+7\nVzJnWLOIJkauHfY9tQaokHfr2RNNJoYmaTG0RER+2Kn78r/ng4gaW83/XNfFsjB2sCTdjcwZ\n4SgBeKDeJFT+ySEsmOLy8bt6Mpq58oHCgtCxngEgPZaRi4mrfIDWLnZiodT6ck2Opv9bo2/v\ntqTFMJOLpAGtrmrFZIEPN/kUk0qIN5FFF/5Z2OGNLWb/Bpy4hMdJfjmo/+Wgfmi66I6ZKpvM\ni1bH/mdrd5tzlBRcrMnawTsIhWXhm2263bUm7qRMHthXTNxX51j5z2yB7UcM/A1oNzKmtnnV\n3ZwmCJ6LKz6HCd3xEMgvh/Tuw6nNZtbCDoj44IEwxjAm24c9zZwEwRWeNzrE2/V+CP1rb4o4\nrXEWAGBKsTQ/VeRFNKrRzH7xa3dTu2XZ91pbTYeTTaa/rdTa6xV06dnHPmrT+z0zh8D43nWt\nP9nc/fN+vdVcM5rYb7f3rKnudYX/vrrTv10Q0efN0COnTH9c0X6mze2XJsQOcA5QttKitazb\nrXvkg7b/+6bzz191PLaivbrWuOp3x22TlTt0ADAomXFZE5jliOr5XkgAhpWy3pV00mMF3EXV\nrv2miCDun+tSUMNkZrsuiFfmJTHXTVDcOVM1d7SsD6xnAGhsNml7PNcIdEVcBO2N9ezt6Vh+\nkqC8zu4nP+meE0abaF1bl+XJT9o3OmnYWXn603atju0xwAfrhUnde209A0CRXQ6Mc/KDqw9d\n4aaskq38zagccXZvdVcv72Oe/+bs//e6Ka8gAEZP349MQgJUDinUQAM6pInVUCKvTGiZmFiD\nyXhiYWF/ncF9+QA3PmMvSI6maednjAAARCqIQkJum64UXIqZhR926j77pcvBbdnebamuvWgb\nvb9Be9a9ZekdLPxkp1ptNLG/OClOOAimNnf6eftvSIqoVWt56pP2l77qaGo3e3hruq4n4ozJ\ndRTjZ1u6ba709m7Lcq4SP03t5pPnTE983N7oej+61impsVFI2ViKwMyRssrCXgb0WCEhjx0u\nKwghwkiLZcYXcl95tdzPSr2COB9S7K2FUZIl2Cvhy+n8A/FzHw5eKGP0n609bupmd+nZ+//V\netfyFu8d9kJh4WTTxf6kRHG8O+O56mw7YLLAz/v1H27sOuI6D2dU7vnbm6Lg3tmqOaNkOYlM\nTiIzfoikTyeRPr+1BqeIMuI8vJcHJXn1mIQhGMIR6ljcFC11TY+R7dKzNqdOt549fsZkMLNZ\n8YzGKdJ0/V79t9u6Oz3Fcqnl/nxYRTRJj2GchSAIgdxEEQBkxjNPX6l5bWXH3jphDonas+6E\nOU0WqD5uDNAml33wQ7PW4lwH51yn2cKe39w0WXzYC+YiMZJeMFb2l286z1q97zxrsnBkdwm7\n4RwiInRG1j7LyopaTr33U5f77GznyAqNguja+PalLE/iHESbnyoSi8DAL5ySClYBkv7IVeMU\ne44bWp3WJJeO7otAZ1fw3753hqH9qlgX4H32wNHZw1pj7jlk7Hvjhbbmeby7OARqGg0Acutv\nhWminETmSO845vV79QxNTrWaW7SWSCU1oUDqIIXU3Gn538/b3b8NKQKS3iaizsjqDKyYIWIh\nVaXCkanDpPEa+rMt7mS+HHZi+zFoQIc02h7W7J20EwvVtYZxgyUAsOu44b315xNmRTQZnCJq\n7jRrdWxaDD1jhPTrbT08dwkF6UvwIUZNO0/Bo7JFNjOGoiA1hhFqQHNer4TI82++Lp3FbAnU\nq8toYr//vScvUZSTyMSoaYf0ZACI11ws+ktTQBFisTeifXinKmXkySs0e08az16IXfFck8XF\n6Xy36lOimJO90xAtLHvynAevv3ON2ex40Zk2vsqArvJfRTThWcpBEXwFi/4DQ8OfLo/4969d\nO48a9SaWEJIUSc8YIR0lZGfM7ygkJD2OOeFVkIDZAlGuIlO8eHLD1tCqaTQ+82n7rdOVgkqQ\nCsPbhps6WFtCLUXBHTNVj7zfZr8h2a1nv7bLy99+2HDDJMXYwecNPq2OfeqTdo95F1kJjE1A\nyWhm/7iizSZlePGNFrYLJPfsPWHMLWNc5WGDtZ6Lk7JtfwUN6JDGFwn9tdW6jFhGJiH/WNNl\nS/8ymtk9FwI995607K83uqkWbk9WPFOS48833+k2s3OaYFIUff2kXoW4GU960s5EKimLBezr\nscVp6OFZ5zuvkVM0TbxclniisdX81X97AHrGDpbcMEkxpUjqUBVymp1wb4+epSnWYm9h+zDh\nanvYti7LqVYhaXCe6gw7H87zqk0bLtl3kv71kJ69kHTlXDPPsXHiKOEMAOPyJc5hMK7gFNRj\nuUKrXaF2IdiCeIdKRm6YpLxhUrD70Zv0GC8NaJaFzm4Xd0go3Dh9aLE1tprfWqMdnin2XBe6\nb7Gw7LkOs20p3q1nPVrDn2zuLsuTWLNav9/R4/F4qYhcW3lRrmfFxm5uIfBQuCUCwK5aw5Xj\n5bEa2pZl5AAFYDSxnLV1+h8YAx3SOMpiCKG+2fz0Z+1//aaTUzzBCk/rGQBum+FnWce9J4zO\nHRueKXaowBIpPJWw9qxpVK54SIqIoUBEk+IM8T2zVTZnidHMst7vLPLll4P6rTWGuaXy4Vki\nq89ZKiaXjZGPG3xxb2vzAb1/SyFSBOL4yxg7XwO391pxpljmoGPo4iqmxdIl2ZIbJiueXxRx\n2Ri++/UMTZwDKDKdqtG6gVNF+IzHQHA7BsikP8BxE7brEV4Cnf6F/1zVtzdvfbN5VK44TcgT\n2jeI7XT2DvHYXO0xsN9uP++T5rMeMJrZbrs1uS0inC+s219DnvYuy+4ThmbXWpBm1mW52f4H\neqBDmmSuNAj+sCycdrFMFAQhoPFrADQAcAaZOQuoJbrOg3YJCz/t1i2eqLi7SkXIRTWlgw3G\nQw2mjh6LS/tZiAsnUkW1uq07s7Zad6jBuPPY+elVZ2B/+L1ndK44SkkBQI+B3XLAn7MMQ5Pa\nJtPh0yYRza9EucDv86py+Vurtb1eMC5aaGwx17eYW7WWf67TdvP2/nKXReDt3qIpmD9G7vy5\nUYgKXmF6MKMLkL4hMZLeVevl/3bqLYTyUEXVz4Twmu6zLd3nOjzp/PR5/4+dNhVniDu6LREK\n6sdqXjI+3+3oyUlkCtJErmod2GO2wIa9upzE8zul/J1Q5wlYiZO+wWSB11Z6kFVZt8cwgXdF\ns7BmoBvQTU1Nd911l9nszuLYvXs3ALB9l0t8EZqC3CTmsO9KRr6RF4CkWpsMkD1764wH6o1D\nUi6ezmM9Qld8u72nfMhFd+/7G7o27fdksBK+M35iFHPjFMWzn7mrZ1bbZKrtvR7o0rPf/dZz\n3QSFwcz+bWVno6BwC0+wLLyxSphcFH9K88TRKmpYloiPh8Zkhk83d9WdMwtSuaa4CuvIJYSm\nCB9F8+QoKoqr/HgX7z4QAEFVypAwZUS2aNVOO7tKkJHHAg0QWlELwcNzldBgWIfv/Kg1s2Cx\ngKAKiFsPGwrSREXp4t21nj3Kp+1EnKJUFC9pPN/XEoFfjYwdLPnloB/cOq6iO/ofA92Alkgk\n2dnZJpO7KfHkyZMAwF3GOvAMyxB7Y0D772ETM+S26UrPxwmkME3kHFTLsrByh87egPY6xq61\ny2K7BjuPGzxbz1b4XbTTLaYTp02C5SoAjp4y1jSa3lrTyR025wNe1M1xj0REzBZWJaPG5Elm\nlUgBYGKhdONufQuPHfDas2b+ry4rGbEcizSKQEmOeGuN5+8uJ5HbeRyn4buDwQJoeyxeqI8j\n4UVGHJOTIDpy+oKdJGSebNVaxCLKpO9LF3Q4EwwPtG3/TdAUZBUIqiiQHD1t/PWQBz34+IiL\ns8TIbDEvL4/r60BT4F5A1mMLfkGjgOsnKmoajOfc7qzygWXZFq2F06PRzxjoBrRarX7uuefc\nH/PQQw9t3bq1b/rjjJfhRPxV2T1NMrdMU/DZ2BLK2XYL56kbW3pNRmpvJWNZFtbv0U0aKgWA\nQw1+9hmxAO9bqxALxGAC++qy59tyuroaBdXRFfhIbbfER1CjcyXjBktsYogMDTyrN5oE5mjS\nFFw3gSMAAwCurZQfOWVsdjunUwTml3H/u5ghFEVcR+1cRC4hGrSeBwa5yfRFA5oTF5afBUhS\nJHXktHALw9agf23KUJB6cNMH3nt6/sTbM3brWbmExHpachMC9vEJDlVUvEDMEO9L0vqPzDgR\nITAoRXTOH7GFigDYDCEIvjBCnSb3QWY+4umxFTMkEPEbABCt4hbdjVb1mr+GZ3p/9o379FYF\nBr97ZwG8TP7Q6sChuiznXJ8RxwR9Qj3ZZP73L92Pr2hraLbVdDRrdbzuRkHXO05DPXqZ2pWr\nWCIit0zzsAEyPEMkcXGb1DQYL1rPbns1Y8TAmPIRgHMdnm5QF7dCYgQ1ZjDvQHn7kxCnH/xC\nKNyy7vvg/q98JgqhU6FX1+RQg/Hud1pfX6XdftiD+zkviclNvGg0Z8YzYtqnryFEcpet9RPS\n/FKZnITKoAINGtChTrT6wo3oX5OKX2tqORUgsU+5hBRn9n4VsQAAY3u/n4akiOaM4nYueqSx\nxXzPO633v9vWrfN8cN+gM/IyQAXk3lnx5d5w+79devb9DV3Wn9uEVMHlz1NXatLdztqMp/om\nafEuV1lt1oAT6xhtzXAN+bejJl4bqUj4Y/bqmyYARRmi1GjeFkaATIigr639CJ9L1IeW2K7j\nBo9KoDOG90qP86bOWW8SI2hnCXwAP3zRgsJOO3osFgv4Je4iRhly2iwBAg3oUCfdFhsaDNeF\njueevVcsnqgYmnbR9KEoqCqROWfvVvhW1qij27LtSJ+o6vjvxVbnpEbiAV/uDU//e+yMSW9k\nAYAJwKxICBBPPdh7wkNaz6hclwZ0itXc4ZH5fuKsyS8JNEjo466WuOunmKJAI6fS4xilD+qi\nfqC/uvbCYWGgkFD5aY5bEEIj1hyoHComVECUpIUJH7CwamdPrafqkny4dab/k6ZCk4EeAx36\neCGE7EdkkgCeXSkld1WpOrot9c0mEUOlxtCc3u6fDwTbgcwzqM5/LzaPYv59zIZ9umnDZO18\nEh9dXStXVQ9Z+O2ooSzP3bb4zloPm6rHTpljVdzWfW4Sk58i2l/PS6v1+FnTwClCO5DhLO1u\nrfjj5im2rvQoAskx9KF6XnaGRET0IfYscxMKsdR8OhDsfqbHOYZrHGrw6QvOimcKUsVvre7y\nqVtcUJQwiT0LC//Z2uOX2GXxQHFAowc65EmMDObNKBcHfLpSy6n8VHGsmnK1U7/bk/0UcIL+\navEF1g+unY379OBG8ZQz1tMB19fQY7lN+6KSnHS4PoAA3DZDmclVY8UZWeDvdiQU4Iyk8uiu\nS4qiAaDHwB4+xUulSy2nSnPDZD0WLjd+sPt59LTJYRpcvcv7bavUGOa+OSoxQ0S+RVFzkpfk\njeXAv26rG/rAbAgR0IAOdYZnitxtODrj/v53/qvb4+ubTSfPBVbTcdN+/X3/an3wvbbb3255\nZ63W+QHWeqoCHViCdHLaU+CvOxwsWp9nsxYtCwAuq4751r7HPZYYF95lG6lcmuI2JCLy0KVq\nPn0cmh6QfFkk1DB4tU09f4wMAOrOmS08tuwXjJH9+bqIWSXSQAQ+IYHC0xerN7LbjvRy6DR4\nWv+7Qi4hD89TSUSEIlCQ5ueZRyOnLitTuDsiYO+1pEhaLR8ohuVAGWf4IhGRW6e7fRIcEJoT\n7fZ4swX+uS5Q5TkA4Pejhvc3dHX2sABgscB/awz/XOt4OlNwU7vcXJ+AzUHDMsU+KYf4e/1v\nNrNGE5sZz9B+V0MnMDTDg6yBiHZ3KRgaBiV7eP0cPuVhm5WiYO5o2WBP7SD9Ay90OaNVVEGq\nCAC6eYhASxgydbiMpiBKSd0/R407G2EDjy+qtndpgkiVl0ZUbqLIJlWxqELuX9kKjZx4yEQP\n2C2p1bN+cWOHBWhAhwG5iaJbprqwoQN/ozY0mzsD5gNev9dx/2v3CUfRX/f+Rc/4se8OTXk3\nB7FcTdmxcKysNJfLpgzepEQRImIIAUhy/i7c1EV3+JnzSNbz3vnh0673QFigKc/fw8odLiv6\nxkfQiycqnr1KU1Ui89QM0k/g3ktxexu2dFpM1ykvAAAgAElEQVSsZgGHd83pH1mAVu35SSwn\nkXnmak1+qkjMABWkalyIH3FIIZ1c5GXN6vEFF8N7xCLiX+HkLj1rjTgSilreqxu0cAuxo9tS\nfTzYUZd9BRrQ4UFJjiSKc6XbJxNyQHSUAQDgbDuHbeTw4ayRMp8ixPx4iZyb8uLCEBdNXaCz\nh41Rc72kiePc3XdcqLOdHOnUMT5Bz66GzAKA5ypc7tKwCKTEeI5vrm1yF4Y0dpCEf8FCpB/A\n/XW7fbbYC7H4abGMo26M0z8aTOyeC9IxJgssW6ndX2c0mMAiTBah/+K8ug4iQjpDUVDUO9Ar\ng8f8w0miXTnDf//S3aL1504rRSBCQamFKBDQFJk+XPrwPE1hmsi60ItVU3NGeeNWONM+UARB\nUYUjbIhUUC0+19j0ghgVFbj6xgmRtPPE4SCKmZ3ATC6Srqm20+IIdi72RbwuteX6v/acMF5a\nKo9QkLYuu+mcAAD4rWCVwD6zFmBZIARGZIv/W+ODd4F1NKyJ09ftjFRMelzvCQ7zFAHSorXo\nXV+3M23m13/ovGOmKkRuKKQPiFVz33JSMehc391n2swJEfSZNjMfo88mmr7/pPGEUFXKfo/z\n6tpfeDEbC+lMcYbYodRIs1eGLwFo6rDYFnLVtbxkgvjTY2AtLPCv8HLHTOXQdLE17+buKpXe\nyBpMrEpGvbveG3mQhIiB4pkdKOPsB4wbHJyE7iGpAQwMnWK//8UCAIzMFjtoudeeNa3b01vJ\nzjuDFQLj7fDOLe16CD0GlqZg6jCOpb/fdgIEqv+zAK1dFgBI9WpbsNd5nVquO+fBvKgscLdJ\neqjBw7vn2GkP7e+uNQZf6QXpQxIiuYMpLiuTixmXT2aXjgWAw40mPo9OSvT5J6XRU2GOviQp\nis6I69deswCvg8cMclyuexeuwAIs/1Fr0xc6/4P/Xk9aHXuqxewye6T3xwwFxRli+6x1iYjw\nki7gal4mJsMyeVfrDHPQgA4bUmL8n8HFh4CKYAxNF918iTJWQwGAREwmFEoWT3SM9t553Mix\ny+9dfde+uYC+ncWquTZ2MEdMXKya8pusocBOauQUAMRoaMrfc8YJt/EVAHBZmayy0GWE4DlP\nte75OIiOnQkhKwcJNCKalGQ7vuMVEqo0T/LKHyJnjJBzzrQeV3o2UqMZmw0R6xyOFTxmjJDl\nJgY1pSToARu+cbbNcaLwOqxOq2MP1psAQG9kzQ6lUv3B2Q6z1lUFhd4nSnbtFhmS4tZ9xtXh\nsYPFAydrNoSebcQ9H2zoCkoEXaAfhlG54ueviVh2U+RrN0VeU6FwPl1HN5cJFAJPaIC6MK9U\nDgAUAeKkZKeRU3fOUHqhIeAjGjmxZZMo/B2HHcFD82hRheL5azQ01zzvcUXBp/7LwJnxESs3\nXaIszrj4ratl1B0zlQDwn63dWw7qOGdaa/BSbqJnD+4V5TLb85KfKopWUX1nd7o+UiYmo3PF\nnS7zafnh44MS5s/ZUaeEZl+0L60C9p09rJtvzb3XbFKRdOpwGecxzR0Wjwr61vNWOlX/tTEk\nRSTUbbflgMHAa5OmP9Cvd3P6ET0Gtq45OE6ywj4Rx3Uj4uOrCocQzlcj40dyjKj+nJ9j12gK\nolUUWOVmnSI2ugzs8nVdHvSJAsAoO1UQs1/jOSkCWQm8ZqEYDf2nyzUvfdFhHwhOUzB1mIcs\n+I4uDw8OIVAQyDglJAQhBO6YqWzrspxoMsvEJDOOZmjy6ned++pcPtFaHdvZwyZH07NGSlfu\ncFkelSaQZVe4RyYmd8xUvftTl0+R0PyNGNdHRiopirgrS0QT8K0odWBRyaiLoQ48L4i/s2Wc\nA3LSYplIBd3aZfbiXKkxDABEqym5hHTrWecWMuOZRZXyDXv1Te2WGDUlZuCnPRd1qwrTRFeM\nk1MEsuKYv6/uBLg4XrWMOssjk49QcGmpzE351ZNNJqFuO52RrTtnzuY3q4c7A2KQ/YC6c6ag\nbH5FKqlROUGOZyofItmwV38qwKGEKdFMSY5oWKb4gw1dRz1FzVo522ZUSAhfzUuWV8ZhWgxj\nrbzAqR/EABw747pvAcutFDOU7Qw9fi1NPDxTzH8PNDmSXro44rNfun87YtAZ2ZQoel6ZPMeT\nR9Bjla8ZI6R9uUhDQocIxcUM6SOnTG6sZwCQS4hSRgBgVonMjQE9dYRM1DuQOiWafnyhuq3L\n8vsxw8ebuv3RcW+I01AA0O6woWc3acRq6NOt5qA5iT1NXxdNf38sJ7zDwDX7ycXQ2iX4XMUZ\notwkBgAIwIIx8vc3dNm3oJBS88tk5YMlFAXXTbg4xZXlSXYdNxrMbE4CMyL7/BbK9iMXrOoL\nLXT0WDp1ng3ozHhm5gh3OhteyNh5/V/hCBrQ4cH5GM3eU4yIIcYA75WEwjpSzJCH5qm/2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QU82cR32S2XEH8JRxw7YxLk73QDQ0NmHDM6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\nAYgM6fIx6XMAAAAASUVORK5CYII=",
"text/plain": [
"Plot with title “Gamma - November 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.11$gamma,data2018.11$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - November 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"## December 2018 ##"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"data from 2018-12-01 to 2018-12-31 23:55:00\"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Joining, by = \"dat.times\"\n"
]
}
],
"source": [
"myfile <- getURL('https://rdm.inesctec.pt/dataset/7ff52a34-c10e-402c-9db8-ecfac9d5e514/resource/77369a4f-dd39-4126-b68e-31bcbd412a42/download/gammainesc201812.txt',ssl.verifyhost=FALSE, ssl.verifypeer=FALSE)\n",
"dat=read.table(textConnection(myfile),header=FALSE,sep=\"\",stringsAsFactors=FALSE)\n",
"\n",
"# data date/time as POSIXct\n",
"dat.times=as.POSIXct(paste(dat$V1,dat$V2),format=\"%Y-%m-%d %H:%M:%S\",tz=\"UTC\")\n",
"\n",
"start.time=dat.times[1]\n",
"end.time=dat.times[length(dat.times)]\n",
"\n",
"print(paste(\"data from\", start.time, \"to\", end.time))\n",
"\n",
"gamma=dat$V3\n",
"\n",
"# check for continuity of record [0 --> continuous record]; result=number of gaps\n",
"# 5-minute measurements --> 300 sec\n",
"ngaps=length(which(c(1,round(diff(unclass(dat.times)/300)))!=1))\n",
"gaps=which(c(1,round(diff(unclass(dat.times)/300)))!=1)\n",
"\n",
"#fill-in gaps by adding missing times as NA values \n",
"all.times <- seq.POSIXt(from=start.time, to=end.time, by=300)\n",
"df <- data.frame(dat.times=all.times,stringsAsFactors=FALSE)\n",
"data2018.12 <- full_join(df,data.frame(dat.times=dat.times, gamma=gamma)) "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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HTo0OnTp0+fPn3kyJGEkDVr1owfP/6BBx5wOHy2ngHoCuIjlcI55lV7jB00FACA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HwPfee0/pVzabLT09ParHo8gVZeUtiPDc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FqR6JgD7apHjx7bt29/+OGH//SnPwV7WxqN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\n/D8/RSszZJqkzwAAAABJRU5ErkJggg==",
"text/plain": [
"Plot with title “Gamma - December 2018”"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ts.zoo=zoo(data2018.12$gamma,data2018.12$dat.times)\n",
"\n",
"times <- time(zoo(ts.zoo))\n",
"ticks <- seq(times[1], times[length(times)], by = \"days\")\n",
"\n",
"fmt <- \"%d-%m\" # format for axis labels\n",
"labs <- format(ticks, fmt)\n",
"\n",
"plot(ts.zoo,ylab = \"counts/minute\",xlab=\"day\",col=\"cornflowerblue\", main=\"Gamma - December 2018\",xaxt=\"n\",type=\"b\",pch=20)\n",
"axis(1, at = ticks,labels=labs, tcl = -0.3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}