{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# contour" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides examples of how to use the contour function. At a minimum, the `plot` function requires the following keywords:\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "st = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ExperimentBatchXYValue
0Control1011-43.5
1Control1011-22.1
2Control101103.3
3Control101123.2
4Control101144.0
\n", "
" ], "text/plain": [ " Experiment Batch X Y Value\n", "0 Control 101 1 -4 3.5\n", "1 Control 101 1 -2 2.1\n", "2 Control 101 1 0 3.3\n", "3 Control 101 1 2 3.2\n", "4 Control 101 1 4 4.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_contour.csv'))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic contour" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.contour(df=df, x='X', y='Y', z='Value', row='Batch', col='Experiment', filled=False,\n", " cbar=False, xmin=-3, xmax=3, ymin=-3, ymax=3, ax_size=[250,250], show=SHOW,\n", " label_rc_font_size=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filled contour" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we can fill the contours using the keyword `filled` or `contour_filled` and increase the number of contour lines from the default of 20 to a custom value using the keyword `levels` or `contour_levels`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.contour(df=df, x='X', y='Y', z='Value', row='Batch', col='Experiment', filled=True,\n", " cbar=True, xmin=-3, xmax=3, ymin=-3, ymax=3, ax_size=[250,250], show=SHOW, \n", " label_rc_font_size=12, levels=40)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And with a fixed z-range:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAAKACAYAAACmK1i2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XlUk2f6N/BvEtZA2AQ3FBHFDaZaFxypCipWnWrVSlFa8NV28Dhjp2o9Vlt/XWfs2DpjW7UdW6dW0Q7Y2k47bR13BQW3sUVwAW1RrDs7YQkhIe8fmJSQBJKQkIXv5xxOy7PeIfF+cj339Vy3QKVSqUBEREREREQQ2roBRERERERE9oIBEhERERER0QMMkIiIiIiIiB5ggERERERERPQAAyQiIiIiIqIHGCARERERERE9wACJiIiIiIjoARdbN8CWqqqqUFdXZ+tmEJEVeXp6wsfHx9bNICtgH07k/NiHky102gCpqqoK27Ztg1KptHVTiMiKRCIRnnnmGV5gnQz7cKLOgX042UKnTbGrq6vjhZWoE1AqlRxlcELsw4k6B/bhZAudNkAiIiIiIiJqiQESERERERHRAwyQiIiIiIiIHmCARERERERE9AADJCIiIiIiogcYIBERERERET3AAImIiIiIiOiBTjtRrCNLSEhA7969W91m8+bNqK+v76AWtW3MmDGIjo5GWVkZPv30U1s3R0dkZCT69OmD77//3qz9PT09MXLkSPTv3x8SiQSNjY0oLi7G+fPnkZ+fb+HW6p577NixuHnzJi5fvmyx4/7+97+Hr68vjh8/jjNnzljsuETOyhH7ZsB5++devXph7ty5AIBDhw7h/PnzWutXrFgBANi9ezdu3rzZrjZGRERg6tSpAIAvv/wS169f16zz8fFBSkoKAGDr1q2oqqrSats//vEP1NbWAgD69euHhx9+GHv27GnznMa+b4bORUSGMUByYHK53OCFVqVSdXBrWieXyyGVSlFTU2PrpugYP348Ro0ahV9++cWs/QMCAhAfHw+JRAIAqK+vh6urK3r16oVevXohODgYhw8ftmSTtSxYsABisRi3b9+22jmIyHiO1DcDzt0/q40dOxZXrlzpkAlHJ02ahO3bt7c6kbFSqYRUKgXw62di6NChiIuLQ2VlpVHnsef3jcjRMUByYJcvX8ahQ4ds3QyjnDt3DufOnbN1M/Ryc3Mze1+BQIDHH38cEokEFRUV+P7773H37l24urpi4sSJiIyMxLBhw3DlypV2X+ANaU/7icjyHKlvBpy3f27Ow8MDMTEx2Ldvn0WO1xo/Pz+MHj0a2dnZBre5c+cOPv74Y61l7u7uJp3Hnt83IkfHAMlJhYWFYfbs2QCAY8eO4dy5c5BIJPh//+//wd3dHXl5eThw4IBmiP6nn37ClStXMGbMGEgkEty5cwdHjhxBSUmJ5phdunTB+PHj0atXLwDA7du3ceLECdy7dw+AdhrBd999h9jYWIhEIhw4cABBQUE6qQDN0xuGDRuGsLAwyGQynDp1CgUFBYiNjUV4eDiUSiUuXryI48ePa+60ubu7Y/z48ejfvz/c3NxQVlaGs2fPaqWzqVPEvvnmG/To0QMRERFwc3PDtWvXcPjwYdTW1mLKlCmIjIwEAPTu3RsrVqzA7t27ERERoVmuzy+//ILPP/8c/fv3R5cuXTSvWf23aGhowIEDB+Dr64vS0lIoFArNvi4uLoiKisKgQYMgkUhQV1eHn376CdnZ2ZDJZAB+TYmoq6tDWloaJk6ciODgYMhkMvz44484e/as1t8QAKZOnYoxY8bgn//8p+Z15eTkwMvLC6Ghobh79y4+//xzAE0pK0OHDkWXLl2gUChw8+ZNZGVlobS01NiPGBGZif1zx/TPLUVERCAvLw+3bt0yuK9AIMDw4cMRGRkJX19fyOVyXL9+HVlZWZoRH2OMGjUKly5dQkVFhd71LdPehg4diujoaACAr68vVqxYgX379uGXX34x6X0TCASIjo5GZGQk3N3dUVRUhIKCAr1tiIyMxMiRI+Hr64u6ujpcvXoVJ06cQENDg9Gvk8hZMUByUoWFhbhw4QIiIyMRHR2NgoICxMXFwd3dHZWVlTh69KjW9j169ED//v0hl8shEonQu3dvzJ07F6mpqZBKpfDz88O8efPg4eGBhoYGNDY2IjQ0FMHBwUhLS0NxcbHW8aZOnQqlUgkXFxfcvn0bQUFBBts6ffp0uLm5QSgUQiKRIC4uDiNGjICvry+USiXEYjFGjRqFiooK5ObmQiQS4cknn0S3bt2gVCohl8vRtWtXPPbYY3Bzc0Nubq7W8WNiYuDj4wOFQgFXV1cMGDAAjY2N+P777yGTySCXy+Hm5gaFQoG6ujoolUrIZLJWL4bqHO4+ffoAAKqqqjRfRNRUKpXORVooFOLJJ59Ez549ATSl40kkEjz88MPo06cP0tLSNEES0BRMzZ07F66urhCJRJBIJBg/fjzu37+PoqIiSKVSTWpfXV2dTqpFZGQkhEIhGhoaNF+mYmNjMWLECABNKRru7u4IDw9Hnz598MUXX+Du3bsGXzcRtR/7519Zs39u7s6dO+jRowfi4uKwc+dONDY26t13xowZCA8PB9DUP4vFYkRERCA0NBRpaWltpr/V1NRAqVTCx8cHkyZNwpdfftnq9mrqtEx3d3c0NjaipqZGJ1Ax5n2bOHEihg0bBqDpRl1YWJjmOtXcqFGjMH78eABN1w6xWIzhw4ejW7du2L17t12mghJ1JAZIDmzo0KEYOnSozvILFy5g//79OHr0KEJCQuDj44OEhAT4+/ujsbER+/bt0+l4vby8cOLECZw+fRpdunRBYmIiPDw8MGLECBw7dgxjxoyBh4cHLl26hP3796OxsRHjxo1DVFQUoqOj8c0332gd78aNG/j666/h4eHRZs53VVUVvvjiC3h4eODZZ5+FSCSCh4cHtm3bhtraWiQnJyMgIAC9e/dGbm4uhgwZgm7duqG0tBS7d+9GXV0d+vbtiyeeeAKPPPIILly4oHXxc3FxwbZt2yCVSjFjxgz0798fffv2BQBkZGTA1dUVQ4cOxZ07dzQBzZ07d5CRkdHme6AOToy9szh06FD07NkTCoUCX331FX755RcEBQXhySefREBAAMaMGaP15cjV1RVXrlzBgQMHIJFIMH/+fLi5uSEsLAxFRUX4+OOPsXTpUri4uCAjIwMXL17UOp+LiwvS0tJw584duLu7IygoSBMcqYsveHp6YtasWejZsyceffRRpKamGvVaiEi/tvpmAOyfH7Bm/9zcoUOH8PTTTyMwMBAjRozQjMI3169fP01w9P333yM/Px8+Pj6Ij4+Hv78/JkyYgK+//rrV8ygUChw9ehSzZs1CaGgoBgwYYNRNp3PnzkEkEmHcuHGQSqX45z//CaBp5E+trfdNLBbjoYceAgDk5ubi0KFD8PDwQHx8PLp27arZzs3NDWPGjAEAfPXVV7h27Ro8PDwwb948BAcHo1+/fvjpp5/abDORM2OA5MAMPQisHoGQy+XYv3+/pnMHgB9++EFvtR65XK6pVFZaWoqCggI89NBDCA4OBgCEhIQAAPr27Yvf//73AACRSAQAeqs2Xb58GSqVyqgHYi9fvoyGhgY0NDRo7ob+9NNPqKqqAgDcv38fAQEBmlx0dVt8fHyQnJysdSyxWIygoCCt0ZyCggLNXb+ff/5Zk/bRmuapHfqoUzgEAgEAaP7bFvXFt6CgQPNMUnFxMXJycjBmzBiEh4fr3D0+d+4cGhsbUVlZifv376NXr15G5+WXl5drijfIZDIMHz4cAFBZWal5v+vq6nDixAkkJCQgKCgIvr6+Rj8kTES62uqb1duwf7Zu/9zc/fv3kZOTg+HDh+O3v/2t3uqi6v75l19+0ayvqqrCmTNnMGXKFISGhkIkErVafEH9On766Sf0798fsbGx+Oqrr1rd3lhtvW/du3eHUNg0e8uJEyc02/7444+YMmWKZrsePXrA1dUVADB58mTNcg8PDwBN7yEDJOrsGCA5MGMeBL5x4wbKy8sREBAAAAY7vbq6Oq0h9erqagC/PjTq6emp9d/m3N3ddR4uNaWqTvPOXn1nsfn+6ud31EGIuhN3dXXVdPLNSSQSrQtw8+O3PJYhxqZwqNupHklqqXfv3iguLtZ8MfLy8gIAnQBE/btYLNY5hr72G6vl+6A+vvrLTcvzq9vIAInIfMYWaWD/bN3+uaUTJ04gPDwcEokEEyZM0Fmv7h8N9c/q0TNj/n5HjhxBSEgIJBKJ5tmi9mrrvOr3ubGxUevv2vJv1fxzou/aZeh6RtSZMEBycsOHD9dcfAEgLi4Ou3bt0rkDJhaLte6Mqb/IqzvZmpoa+Pj44PDhw8jJyQHQlBqhVCq1HsxVM+WLvL5c59byn9UXiYKCAnz33XcAmi6oQqFQ75295scy9lwZGRlGpXDcuHEDkZGRkEgk6Nq1K+7fv69Z5+7ujtmzZ0MoFOLw4cPIy8tDTU0NAgIC4Ovrq3Uc9e/6LoDN01FM/Vu1fB/Ux2+etgE0VV1SU3/5IiLrYv9s3f65pYaGBhw7dkzrOSN9bTfUPysUCq1RwNZIpVKcPHkSMTExes+lT1vP/bT1vqk/D0KhEF5eXgZv4DW/zmzcuFGT0unq6soCDUQPCG3dALIePz8/jB07FgBw8eJFKJVKBAYG6r2b5erqqslJ9vf3x4ABAwBAU+1HnQ42dOhQeHp6QiAQYNq0afjTn/6kmRyvo6hTUMLCwtCtWzcAwLBhw/D8889j/vz5cHExLe5XX5TUaR3GpssBTV8C1FWKHnvsMU2et6enJx577DG4urpCIBDgxo0bAJoezgaAgQMHalJfgoKCNA/VXrlyxaS2t2x/y7a3vOCqz+/r64uoqChNWx955BEAwL1793RGl4jI8tg/G6c9/bM+V65c0fSDLV27dg1A08j/oEGDADTdTFL3ldeuXWszva65c+fO6RTIaI36Zph65M3U13rnzh1NEBUdHQ2hUAixWKx57lTt3r17mhTQ3/72twCagqhFixbhD3/4A/r162fSeYmcEUeQHNjgwYMRFhamd93+/fsxZswYuLq6ori4GAcOHEBNTQ2ioqIwcuRIXL16VevB0YaGBowaNQoPP/yw5kt9XV2dZo6F06dPIzw8HIGBgVi8eDEaGho01XYuX77cIa9X7dKlSxgxYgQCAwORlJSEuro6TcrATz/9ZHIamjrA6datG5577jns27fP6PzrxsZGfPPNN4iPj0dAQACSk5M1E8Wqc8GPHDmiSdHIycnB4MGD0bVrVyQkJGiqFgFASUkJTp48aVLb1e3v2rUrYmJiEBUVhY8++sjgtvfu3cP58+cxdOhQjBs3DqNHj4aLiwuEQiHq6+tx4MABk89PRNra6puLioowdepU9s9GaE//bMiRI0fQu3dvnRTAK1eu4Nq1a+jbty8ee+wxxMXFaW48VVdX6zwf2haVSoVDhw5h3rx5RgU7zVOtn3vuOWRlZeHnn382+nz19fU4e/YsxowZg4ceegiDBw+GSCTSyUyQy+U4e/Ysxo4di6ioKAwbNgwikQgikQhlZWUoKioy6XUSOSOOIDkwNzc3SCQSvT+BgYEIDg5GY2MjDhw4gMbGRpw8eRLl5eUQCoWYNm2a5iFeoCkd4Ntvv9WUKL1x4wZ2796t6VjLy8uxe/duFBYWQi6XQyAQ4Pbt2/jqq686vDNtbGzE559/jtzcXFRXV8PV1RVlZWU4cuRIqxPzGXL58mUUFRVBLpejoaHBpDuEQFNgk5qainPnzqGiokJzQSosLMQXX3yB8+fPa7ZVKBRIS0vDqVOnUF5eDpFIBKlUih9++AHp6emQy+Umtz87Oxvl5eWaB3LbuhAfOnQIBw4cwN27dyEQCCCXy3HlyhX861//0koRJCLztNY3u7q6YsSIEeyfjdTe/lmfyspKnD59Wu+6f//738jIyEBxcTFEIhHq6upw4cIFfPbZZybNg6R2+/Zt5OXlGbXttWvXcOXKFdTX16OxsdHkYBJouh4cP35c09bCwkK9lfdOnz6NQ4cOobi4GEKhEDKZDBcvXsTnn39u1nmJnI1A1UmL3d+7dw+7du2ydTNsTj0RYfOJ5oicTVJSkibdh5xDZ+jD2T8TNWEfTh2NI0hEREREREQPMEAiIiIiIiJ6gEUaOrmTJ0+aVRiAiIisi/0zEZFtcASJiIiIiIjoAQZIREREREREDzBAIiIiIiIieoABEhERERER0QMMkIiIiIiIiB7otAGSp6en1kzlROScRCIRPD09bd0MsjD24USdA/twsgWBSqVS2boRtlJVVYW6ujpbN4OIrMjT0xM+Pj62bgZZAftwIufHPpxswSkCpCNHjuDVV1/F+fPn4ePjgyeffBJ/+ctf4O3tbeumERERERGRA3H4FLsjR45g8uTJkMvlWLduHZKTk/HRRx9h6tSpaGxstHXziIiIiIjIgTj8CNKIESNQVlaGS5cuaXJUP/zwQyxZsgR79+7FtGnTbNxCIiIiIiJyFA49giSTyRAUFISUlBStB/hiYmIAALm5ubZqGhEREREROSAXWzegPTw8PLBv3z6d5Tk5OQCAkJCQjm4SERERERE5MIdPsWuuqKgIR48exYoVK9CzZ0+cPXsWHh4etm4WERERERE5CIceQWqurKwMoaGhAACxWIxNmzYxOCIiIiIiIpM4zQhSeXk5Dhw4ALlcjo0bN+LHH3/E7t27MWfOHL3by2Qy3Lt3D15eXpxskMhJKZVK1NTUoFu3brxh4mTYhxM5P/bhzstW89gZO6+W0wRIzdXV1SEyMhINDQ24ceOG3m2Kiopw5syZDm4ZEdlCVFQU+vTp0+o2KiggcJ5BdafHPpyo82Af7lyqqqqwbds2KJXKDj+3SCTCM88802aQ5JSfJE9PT0yfPh0bN25ESUkJAgMDdbbx8vICADR8mQPvqnKjjy1xNz7aFXvIjN7WS2z8cT1M2Nbdp6bNbVzb2EbkU6t3ucC3lbu2/v4GVyn9uhhY3sPgPo0Swx2jh1eo4XaQyWQ117V+F0qLtH4XVdxp8Xup7kHKtf9NqSp1O0FllVjr94YqL51t6vUsk9V6av1e0+J3AKiVNd1pVPj7oGLaWM2/99YI4IJGZEGFyja3tRQBfCHEIx12Pmeifk9HRjVA0vbNQCJyQNIq4H9nXNmHO5m6ujqbBEdA06hkXV2dcwdI+fn5mDp1Kl588UX88Y9/1FonlUohEAjg7u6ud191SoZ3VTmE94z7x+Tn2Xaw0ZyHWH9goY+43vhjixXVRm/rKapqe6MawM1fanC1i9jA+UoBYRcDQVJ5EVRBQXpXKd0N/KOouw9FoIFAqLECjf4D9a4SS5xuENRmaqUFcPf99XdheQHQ7LrkUlIEtPgnJXK5q/W7oLhY57iNCu33XFHmDUA7sJLXSHT2q6vS7sBqpd4QQ/vzqKzWvnBKa8VwhfZNBGNTsJourMbfMGkvfnLNp35PJT6Avz//kkTOSQCAfTh1PIeeB6l///6orKzEli1bIJfLNcuLioqwZ88exMTEQCLR/dLVESQmBEcSbxOCI4kJwZG/EcGREZq+zOrXWGr4DoC+L8oAICq9q3c58OALuAHC8gK9y2ul+peT9bX2Xqq19hlpTV1528MC0uq27yoSERERmcKhAyQXFxds2rQJeXl5iImJwQcffIA333wTo0aNglAoxKZNm2zdxE7BnC/A5gZJhjBIar+Wf0NDAWlrDAXFbZGXt30jo1ZqOFAnIiIishSHDpAAICkpCbt374ZcLscLL7yA9957DzExMThz5gwiIyMtdh5T0+scSWvpde3V2hdmY0YfWmrtSzuDJOtqGbia8/4BrY9IqhkzeqSPtFbc9kYO5siRIxg7diwkEgmCg4OxbNkyVFe3PZJ87tw5TJ48GV5eXvDx8cGMGTNQUND6v5Hc3Fy4ubnh9ddft1DriYhIbdGiRYiNjdVZbm4/T9bj8AESACQkJODcuXOor69HWVkZvvjiCwwYMMBm7XGm9DpjmZNqBxj+km1Oqh3AIMlclhg90seY0UVjRo/0MSa9TlqvW8DBkRw5cgSTJ0+GXC7HunXrkJycjI8++ghTp05FY2Ojwf0KCgoQGxuL3NxcvPrqq1izZg1Onz6NsWPH4vbt23r3USgUWLBgARoaGqz1coiIOq1PPvkEW7du1Vlubj9P1uXQRRqo4yjKvOES0HqA1liqNFi0QVBcbLBogyEuJUUGizYIywsMFm0gyzMm7dGY9DpjRo/0MSa9zhlHj1auXImQkBBkZGTA07Mp2AsJCcGSJUuwf/9+TJs2Te9+7733Hqqrq5GZmYmHH34YADBx4kRERUXh3Xffxfr163X2+etf/4qLFy9a78UQEXVCSqUSa9euNTgyb24/T9blFCNI1ubM6XUdiUUbnAeLM1ifTCZDUFAQUlJSNBdNAIiJiQHQlA5nSGFhIQIDAzXBEQCMGjUKXbp0QV5ens72eXl5+Mtf/oJXXnnFgq+AiKhzk8lkGD58OF577TUkJycjODhYZ725/TxZFwMkC3O09DpLP39k7pdiFm2wnbbS68z5+xvLmsUZKuocO4jy8PDAvn378PLLL2stz8nJAdB0h9GQ8PBwlJWVobjZTYmysjJUVFSgRw/t+cYUCgUWLlyIyZMnIykpyYKvgIioc5PJZKiqqsLu3buxY8cOuLhoJ261p58n62KARBZn6eeRWsPnkeyDpdLrWJzBsKKiImzfvh3PP/88IiMjMXv2bIPbvvjii+jVqxcSExORm5uLvLw8JCYmws3NDc8//7zWtm+//TauXr2KLVu2WPslEBF1Kj4+Prh69SoSEhKM2t6Ufp6si88gtYHpdZbX2vNIotK7UHbprrPc3OeRaqUFEEv4rJIh5hRnsGZ6nTE6Q3pdS2VlZQgNDQUAiMVibNq0CR4eHga3DwkJwcsvv4znnnsOQ4cOBdA00eKePXu00u4uXryIN998E5s3b0avXr1w/fp1a74MIqJORSgUQig0bizC1H6erIsjSBbkaOl1jsbcynZkPksVZ9CHcx8ZTyAQID09HampqRgyZAji4uLw5ZdfGtz+lVdeweLFi/HII4/gs88+Q2pqKqKiopCQkIBvv/0WQNODwwsWLMDYsWORkpLSUS+FiIj0MLWfJ+viCFInZsrzR21VsGvOUCU7SzBnJImjSPpZa/RIH2um1zmK9LRspKedbLHUFU8lViIxMbHVff39/TF37lwAQHx8PCIjI7F8+XLMmTNHZ9uKigqsX78eI0eOxOHDhyESNf17nDdvHkaNGoWUlBQUFRXh3XffRW5uLk6cOIGSkhIAQHl5OQCgtrYWJSUlCAgIMPruJxGRM2tPH24MU/p5sj4GSK1gep1tGEqzU2stSDKEQZLpzC3OYOu5j+zVvMRozEuMbrHUHyL8zqTjeHp6Yvr06di4cSNKSkoQGBiotf7q1auor69HYmKiJjgCAFdXVzz99NN48cUXkZ+fj3379kEulyMqKkrnHOvXr8f69etx7do1TcoHEVFnZqk+3Bht9fNkfbw1aCFMr7MPLNpgHEv9LWw99xHgvAUa8vPzERoaig8//FBnnVQqhUAggLu7u8469TKlUjdQVS9rbGzE3//+dxw8eFDrZ9euXQCA5ORkHDx4EN27G75RQURE7WNuP0/WxwCpk7L39Lq2UrnMfR6JQZJ+ti7O4Ozpdebo378/KisrsWXLFsjlcs3yoqIi7NmzBzExMZBIdEfiIiIi0LNnT2zfvh0ymUyzXCaTITU1FYGBgYiMjMSIESMQFxen9fPII48AAMLCwhAXF8cHhImIrMjcfp6sjyl2BjC9zvbak2rXWmW7zs6YINHWxRn0ceT0OnO4uLhg06ZNSE5ORkxMDJKSklBaWorNmzdDKBRi06ZNAJomhc3OzkZ0dDTCwsIgEomwefNmxMfHIyoqCs8++yyUSiW2bduG/Px87Ny5E66urjZ+dUREZGw/Tx2PI0gWwPQ667HGSBJHkbTZY3EGVq9rkpSUhN27d0Mul+OFF17Ae++9h5iYGJw5cwaRkZEAgMzMTCQnJyMzM1Oz3+zZs3Hw4EEEBATg5ZdfxiuvvAJ/f3/s3bsXTz/9tK1eDhERtWBMP08djyNInZA9pNe1NheSqVi0wXjWDA6tWZyhM0tISGh1ksEFCxZgwYIFOssnTpyIiRMnmnSu0NBQqFQqU5tIRERGMDTXXFv9PHU8jiDpwfQ667NUcNQWPo9kOmum17WHodFXQyO4/HdMRERE5mCA1E5Mr7N/DJIMs2Z6XXuY8vlvjcS9ziLHISIios6DAVInYw/pdWQblirOoI++9Dp9zx/p+/yZEuCbOopEREREZCoGSC0wLcf6TEmva62KnSk4iqTLmNEjfWyRXkdERETUURggtQPT65xHZw2S2mKL9Do1Q/8OOIpERERE1sQAqRPp7Ol1bY2YOHOQZM30OnvCIImIiIjaiwFSM0yvsz5bpNeZwpmDpObMLc6gL73OmPLebTE0EmrqKBIRERFRezFAMhPT6xyTuc/dOLLOMnqkxlEkIiIiag8GSJ1EZ0+vM0VnGUWyNxxFIiIiInvAAOkBptdZn7XS6xSBfcxpTqfVUaNohgJtU4L1trBgAxEREVkaAyQzML3OcTX6D7R1EzqUpUfD9AW5lhxFNHUUiYiIiMjSGCB1AkyvI3NYokgGR5Ha78iRIxg7diwkEgmCg4OxbNkyVFe3/e80KioKAoFA5yc+Pl5ru/3792PcuHEQi8Xw9vZGXFwcTp06Za2XQ0TUaS1atAixsbE6y9kP2x8XWzeAOgem1zk3YReRydXs3PylkJdLdJZ7+lehrtxHZ7lYUo1aqbdJ5xB7yEza3t4cOXIEkydPxogRI7Bu3Tr88ssveP/99/G///0PmZmZEAr13+NSqVS4dOkSZs2ahTlz5mit69Pn138zGRkZmDZtGiIiIrB27VooFAp8+OGHiImJwfHjxxEVFWXV10dE1Fl88skn2Lp1K2JiYrSWsx+2TwyQYNrzR0yvc1xMr7MMVVCQ3nLfhoIkl4BqKMpMC2wMMRQkSbxrIK32ssg57MnKlStE7jZOAAAgAElEQVQREhKCjIwMeHp6AgBCQkKwZMkS7N+/H9OmTdO73/Xr11FTU4OZM2ciKSnJ4PGXLVuG3r174/Tp0xCLxQCA+fPnY/DgwVizZg0OHjxo+RdFRNSJKJVKrF27Fq+//rre9eyH7ZNTpNhxaNIwpteRPTP0+eRNAEAmkyEoKAgpKSma4AiA5u5jbm6uwX0vXrwIABg8eLDBbcrLy3H+/HkkJCRoLsoA0K1bN8TExCA7O7u9L4GIqFOTyWQYPnw4XnvtNSQnJyM4OFhrPfth++XwI0gcmrR/jpZeJ5Y470iTpSrYcRTJ+jw8PLBv3z6d5Tk5OQCaRpIMaRkg1dTUwMtL+2/j4+ODgoICneUAUFJSAhcXh788EBHZlEwmQ1VVFXbv3o2EhASEhoZqrWc/bL8cfgSp+dDk8uXLsXLlSpw6dQpeXl5Ys2ZNm/tL3OuMPhfT6xwX0+vMY4lCDW3hKJJxioqKsH37djz//POIjIzE7NmzDW574cIFSCQSvPDCC5BIJPD29ka/fv2Qnp6u2UYkEiE8PBw9e/bU2jc3NxdZWVmIjo622mshIuoMfHx8cPXqVSQkJOhdz37Yfjl0gMShydYxva7zMjQKZihQtORonKHPhymfsbZ0tsljy8rKEBoaioULF0Imk2HTpk3w8PAwuP3FixchlUpRUVGB1NRUbNu2DRKJBImJidi5c6fB/aqrqzF//nwAwOrVqy3+OoiIOhOhUGjyKBD7Yfvg0GN3HJq0f46WXkfGM5RmZ0mGKtp1NgKBAOnp6ZDL5di4cSPi4uKwe/dunQp1aosWLYJSqcSSJUs0y+bNm4fIyEisXLkSTz31FEQi7UC2trYWjz/+OM6fP4+XXnpJp9ISERFZF/th++HQEYR6aLIl9dDklClTLHYuptc5LlPS65z5+aO2KAL7wKWkSGe5skt3iErvWuQchp5FMlTy2xz2+ixSelo20tNOtljqiqcSK5GYmNjqvv7+/pg7dy4AID4+HpGRkVi+fLnBAGnx4sU6yzw9PZGcnIw33ngDly5dwm9+8xvNuoqKCkyfPh1ZWVl45plnsHbtWtNeHBGRk2tPH24M9sP2xaEDJH04NNmE6XUklgzU+yxSo/9AixVrMMSceZFMZc68SLY0LzEa8xJb5pP7Q4TfmXQcT09PTJ8+HRs3bkRJSQkCAwON3rdr164AoDXR7P379zFlyhTk5ORg0aJF2LJlCwQCgUltIiJydpbqw/VhP2x/HPoZpJaaD02uXr2aQ5M2xvQ652Ho/THlPW4LizVoy8/PR2hoKD788EOddVKpFAKBAO7u7jrrbt26hYiICLz55pt6jwkAffv21RxHfVFevnw5PvroI16UiYg6EPth++Q0AVJFRQUeffRRHD161OJDk0yvc1xMrzNNRwSflizWYIgzFGvo378/KisrsWXLFsjlcs3yoqIi7NmzBzExMZBIdNMSg4ODUVFRga1bt6Kq6td+48aNG9i+fTsmTJiA7t2bAt4lS5YgJycHS5cuxYYNG6z/ooiISAv7YfvkFCl2HJrUxvQ6UuuINDtT50Qyh6FiDY6WZmcKFxcXbNq0CcnJyYiJiUFSUhJKS0uxefNmCIVCbNq0CQBQWFiI7OxsREdHIywsDADwwQcfYPbs2YiOjkZKSgqkUik2b94MFxcXfPDBBwCAy5cvY+fOnfDz88OwYcOwa9cunTYkJSV13AsmIupk2A/bL4cPkFoOTTL6tg9Mr3M+lizWYIglizU4g6SkJLi5ueHtt9/GCy+8AC8vL0yaNAlr167FgAEDAACZmZlYuHAhPv30U02ANGvWLHz99dd46623sGrVKnh6eiI2NhZ//etfMWjQIABNk2wDTaPvCxcuNHh+IiKyDvbD9svhAyRrD00yvc5xMb3OPIaq2VmSoWp2liTxroEMXax6jo6QkJBgcJJBAFiwYAEWLFigs3zmzJmYOXOmwf0WL16st9odERFZx/Xr17V+Zz9svxw6QOLQpC6m1xERERERmc+hAyQOTdonptc5Bpb7JiIiItLl0FXsFi9eDJVK1epPR2F6nX1heh0RERERmcOhAyRrM+X5I3vA9DrShwEgERERkfEYIJFFMb2uc7LkhLGGcDSViIiIOgIDJAtgep19YXodEREREZmLAZKTYHoddQRTRv3MZcpnmYiIiMjSGCCRxTC9joiIiIgcHQOkdmJ6nX1heh0RERERtQcDJCfA9DqytI4YtTPls2guL3Gd1c9BREREzoUBkgGOVuLb1pheR0RERETOgAFSOzC9zr4wvc50pvzNiIiIiDoDBkgOjul1ZO864rNkyg0IR3PkyBGMHTsWEokEwcHBWLZsGaqr2369+/fvx7hx4yAWi+Ht7Y24uDicOnVKZ7tr167hiSeeQEBAAAICAjB//nwUFxdb46UQEXVqixYtQmxsbKvbPPPMM4iLi+uYBpFBDJCo3ZheR2QdR44cweTJkyGXy7Fu3TokJyfjo48+wtSpU9HY2Ghwv4yMDEybNg0VFRVYu3YtXnvtNfz888+IiYnBmTNnNNuVlpZiwoQJOHXqFFatWoUVK1bgP//5j+acRERkGZ988gm2bt3a6jYff/wxPv300w5qEbXGxdYNsDVpvScCUG7yfkyvsy9Mr2udWDIQtdICq55DFRQEAUceLGrlypUICQlBRkYGPD09AQAhISFYsmQJ9u/fj2nTpundb9myZejduzdOnz4NsVgMAJg/fz4GDx6MNWvW4ODBgwCADRs24ObNm8jLy8PgwYMBAKNHj8bkyZOxY8cOpKSkdMCrJCJyXkqlEmvXrsXrr79ucBuFQoE///nP+POf/9xxDaNWcQTJgTG9jjqbznQDQSaTISgoCCkpKZrgCABiYmIAALm5uXr3Ky8vx/nz55GQkKAJjgCgW7duiImJQXZ2tmZZeno6YmNjNcERAMTFxWHgwIFIT0+39EsiIupUZDIZhg8fjtdeew3JyckIDg7W2aa2thYPP/ww3nzzTSxcuBDdu1t/QnZqW6cfQaL2YXodkXV4eHhg3759OstzcnIANI0k6ePj44OCggJ4eXnprCspKYGLS1O3X15ejsLCQsTHx+tsN3z4cOzdu7c9zSci6vRkMhmqqqqwe/duJCQkIDQ0VGeb2tpa1NTUYM+ePZgzZw569erV8Q0lHQyQrIzpddbH9LqOpezSHaLSu1Y9h5u/FPJyiVXP4WiKiopw9OhRrFixApGRkZg9e7be7UQiEcLDw3WW5+bmIisrC1OmTAEA3Lp1CwD03tHs0aMHKisrUVlZCV9fXwu+CiKizsPHxwdXr17V3JjSJyAgAFevXoVIxOwde8IAyUExvY6o8ygrK9PceRSLxdi0aRM8PDyM3r+6uhrz588HAKxevRoAIJVKNcdrSZ3SV1NTwwCJiMhMQqEQQmHrT7O0tZ5sg++KAdJa3S8NaqYUaHBmTK8j6hgCgQDp6elITU3FkCFDEBcXhy+//NKofWtra/H444/j/PnzWL16teYZJpVKpTl2a+clIiLqbDiCZEVMr7M+ptdZjyKwD1xKiqx6DpeAaijKvK16DnuRnpaN9LSTLZa64qnESiQmJra6r7+/P+bOnQsAiI+PR2RkJJYvX445c+a0ul9FRQWmT5+OrKwsPPPMM1i7dq1mnbd309+9rq5OZz/1Mh8fn7ZeFhFRp9CePpwcDwMkB8T0OiLHMy8xGvMSo1ss9YcIvzPpOJ6enpg+fTo2btyIkpISBAYG6t3u/v37mDJlCnJycrBo0SJs2bJFa0RIXeThzp07Ovvevn0bfn5+egs9EBF1Rpbqw8kxMMWOzML0OudhyiicuToi+DZlxNYR5OfnIzQ0FB9++KHOOqlUCoFAAHd3d737SqVSTXC0fPlyfPTRRzrpcn5+fujbty9++OEHnf1//PFHjBw50jIvhIiIyMEwQAJQUWf5u6RMr7O+jvhiT2Qr/fv3R2VlJbZs2QK5XK5ZXlRUhD179iAmJgYSif5Kf0uWLEFOTg6WLl2KDRs2GDzHnDlzcOjQIeTn52uWHTp0CAUFBZg3b57lXgwREZEDYYqdg2F6nXn4/BE5GhcXF2zatAnJycmIiYlBUlISSktLsXnzZgiFQmzatAkAUFhYiOzsbERHRyMsLAyXL1/Gzp074efnh2HDhmHXrl06x05KSgIAvPjii0hNTcWkSZOwYsUKyGQyvPPOOxgxYoRmGyIios6GARKZjOl1jkksGYhaaYFVz6EKCoKguNiq5/D0r0JdeecoHpCUlAQ3Nze8/fbbeOGFF+Dl5YVJkyZh7dq1GDBgAAAgMzMTCxcuxKeffoqwsDBkZGQAaCrQsHDhQoPHBYCgoCBkZmZi+fLlePXVVyEWizFr1iysX7/eYPoeERGRs2OAZAVMr7M+ptdRZ5GQkICEhASD6xcsWIAFCxZofl+8eDEWL15s9PEHDhyIvXv3tqeJRERkhOvXr7e5zc2bN63fEGoTn0FyIEyvI2qdsxVqICIioo7HAIlM4ojpdXz+yPJMeW/NZcoNASIiIiJLcboAadGiRYiNjbXZ+ZleZ31MryMiIiIia3GqAOmTTz7B1q1bbd0Mq2B6HdlCRxTOMOXzqtbazQWm2REREVF7OEWApFQq8eabbyIlJcWix5XWii16PEfniOl1RERERESmcPgqdjKZDKNHj0Zubi7mz5+Pw4cPm3Wcijov+HnWtKstTK+zPqbXEREREZE1OfwIkkwmQ1VVFXbv3o0dO3bAxcXhYz4dTK8zHws0GKcjAs+O/LwxzY6IiIjM5fDRhI+PD65eveqUgZE9YXod2ZvONGEsERERdRyHH0ESCoUOFxwxvY5sxdFG1Fjqm4iIiDqawwdIzo7pdb/i80eOwZTRRmtimh0RERGZgwGSGaTVXrZuQodieh1ZmzmlvgGOxhIREZHlMUDqYPxC13EcLZ3M0ZgSDLdHZ0+z279/P8aNGwexWAxvb2/ExcXh1KlTbe537tw5TJ48GV5eXvDx8cGMGTNQUFBg9nZERNQ+ixYtQmxsrM7ya9eu4YknnkBAQAACAgIwf/58FBcXd3wDScOxHt6xc7VSb4um9TC9jqh9PMR1tm5Cu2RkZGDatGmIiIjA2rVroVAo8OGHHyImJgbHjx9HVFSU3v0KCgoQGxsLsViMV199FQDw97//HWPHjsX58+fRs2dPk7YjIqL2+eSTT7B161bExMRoLS8tLcWECRMgl8uxatUqKBQKrF+/Hrm5uThz5gzc3Nxs1GL78eSTTxq9rUAgwOeff97uczJAaoO0VgyJuNbWzbAZpteRvbNkNTtZTREaG+9Y5FjGEAp7wKuVjN1ly5ahd+/eOH36NMTipomr58+fj8GDB2PNmjU4ePCg3v3ee+89VFdXIzMzEw8//DAAYOLEiYiKisK7776L9evXm7QdERGZR6lUYu3atXj99df1rt+wYQNu3ryJvLw8DB48GAAwevRoTJ48GTt27EBKSkoHttY+9erVCwKBACqVSrNMIBAAgNay5svbiyl2zVTUWffZIqbXmY8FGmzHksGsuaOXnTHNrry8HOfPn0dCQoImOAKAbt26ISYmBtnZ2Qb3LSwsRGBgoCboAYBRo0ahS5cuyMvLM3k7IiIynUwmw/Dhw/Haa68hOTkZwcHBOtukp6cjNjZWExwBQFxcHAYOHIj09PSObK5da2hoQG5uruZHLpcDgNayhoYGi52PI0h2iul11Nm4BFRDUeZt1r7OOCeSj48PCgoK4KVniKmkpKTV6Q3Cw8Nx6NAhFBcXI+jBKHBZWRkqKirQo0cPk7cjIiLTyWQyVFVVYffu3UhISEBoaKjW+vLychQWFiI+Pl5n3+HDh2Pv3r0d1FL7V19fj8OHD2t+DwsLg5ubm95lluB0I0jXr1/HsWPHbN0Mp2Ct9DpyftYo9d3ZRpFEIhHCw8N1ngPKzc1FVlYWoqOjDe774osvolevXkhMTERubi7y8vKQmJgINzc3PP/88yZvR0REpvPx8cHVq1eRkJCgd/2tW7cAQO/IUo8ePVBZWYnKykqrttGZWCq9DuAIUodhel3HYgU70zX6D4Sw3PrVy4RdRGgsVepd155RpM6guroa8+fPBwCsXr3a4HYhISF4+eWX8dxzz2Ho0KEAmgKuPXv2aKXTGbsdERGZTigUQig0PBYhlTbd+GueRq3m6ekJAKipqYGvr691GujA1H/X5s8mCQQCNDY2Wub4FjkKWZSzp9exQANZg7PfhKitrcXjjz+O8+fPY/Xq1TqVkJp75ZVXsHjxYjzyyCP47LPPkJqaiqioKCQkJODbb781eTsiIrK85l/sDbHkqIijUiqV8PDw0ARFrq6umgAyJCQEACCRSODp6Wmx55A4gkR62VN6HQs0WJZYMhC1Usec58bNXwp5ucTWzTDLF19cwJ49F7SWCQQeSEryQ2JiYqv7VlRUYPr06cjKysIzzzyDtWvXtrrt+vXrMXLkSBw+fBgiUdONkXnz5mHUqFFISUlBUVER6urqjNrO3d29na+ciMjxpadlIz3tZIulrngqsbLNPtwQb++mjIm6Ot0pKdTLfHyc6/lac6hH0SZPnoyCggIMHTpUM3I0c+ZM3L17F4GBgRAKhRabP4oBkpmk1V6QeNfYuhlEDslaaXbtLdYgrCoCGq6ZvX9r5sa5Ym6cdtqa0LUvPHu0fmG9f/8+pkyZgpycHCxatAhbtmxp9Y7i1atXUV9fj8TERE3QAzTdcXv66afx4osvIj8/H3K53Kjt1Kl3RESd2bzEaMxLbPnspz9E+J3Zx1SPfty5ozu9xO3bt+Hn56e3UE9nc+XKFYwcORIRERGIiIgA0BRAnjlzBuPHj9c8w6VQKHDixAmLnJMBUgcwJfXH2dPryLkou3SHqPSu3nWqoCAIrDATuCOPIplKKpVqgqPly5djw4YNbe6jHvFRKnUDUPWyxsZGo7cjIiLr8PPzQ9++ffHDDz/orPvxxx8xcuRIG7TK/mRlZUEikWDgwKaMovr6euzduxdFRUW4e/cuwsPD0dDQgIsXL6KiosIi52SAZITONlmsNdPrOuL5IxZocHws1tBkyZIlyMnJwdKlS40KjgAgIiICPXv2xPbt2/GnP/0JHh4eAJrKzaampiIwMBCRkZEQCoVGbUdERNYzZ84cvPfee8jPz8egQYMAAIcOHUJBQQFWrlxp49bZh8bGRhw8eBA5OTlobGxESUkJFAoFgKZKgOpqgJbEAKmFijov+HkydY7I2lpLs2sPZ5kT6fLly9i5cyf8/PwwbNgw7Nq1S2ebpKQkFBYWIjs7G9HR0QgLC4NIJMLmzZsRHx+PqKgoPPvss1Aqldi2bRvy8/Oxc+dOuLq6AoDR2xERkXW8+OKLSE1NxaRJk7BixQrIZDK88847GDFiBJKSkmzdPLvQo0cPzJ49Gx4eHlAoFPjmm29QVFSEiRMnor6+HllZWRY/JwMkO8L0OrJXisA+cCkpMnk/ptmZLyMjA0BT0YWFCxfq3SYpKQmZmZlYuHAhPv30U4SFhQEAZs+ejYMHD+LNN9/Eyy+/DODXSQenTp2q2d/Y7YiIyDqCgoKQmZmJ5cuX49VXX4VYLMasWbOwfv16Fsl5IDY2Fu7u7lCpVBCJRJgwYQK2b9+OXr16ITAwEI2NjTh5smUBjfZhgERarDHBZ3uwgp39a+05pPawZbEGe7B48WIsXry4ze0WLFiABQsW6CyfOHEiJk6c2Ob+xm5HRETtc/36db3LBw4ciL1793ZsYxxIYGAgAODrr7+Gt7c3Jk+eDIlEguzsbMyYMQODBg1igOSI6sp9nHKOFmuX96aO11GTxaq1J83OGqNIooo7ENaZPlJmLoGnB9Cjw05HRETkcGQyGVxdXXHtWlOV2djYWPTs2RMFBQWoq6uDRGL5jBJOFGthtVLz7nh3hvQ6FmjonNozKmnKZ52IiIicT2FhITw8PDBgwAAAwN27d9GrVy94enrC3d3dKhVXOYJEGvaWXkf2pbXnkKyVZtcenv5VqFZylNMeKZVKFBQUIDc3V/Pz3Xff2bpZRERkpI7ux1UqFaZPn46amhq4urqiR48eGDJkCEQiEe7fv2/x8zFAagdOFkvUfvaWZkeWdf/+fa0LaG5uLi5fvoz6+npbN42IiIxg6378oYceAtAUJInFYq11SqUSp06dsvg5GSDZAUdMr+uI549YoMF6xJKBqJV23LNG7almxzmRHEtqaqrWRVTfnT2BQACBQKD5XaVSdWQTiYioFfbWj1+/fh1FRUWor6/XnEelUkEul+PevXuorrZ8Oj4DJCM5+2SxTK+j9mpPmp215kRy9+EIb0dbuHCh5gLW8gIKAG5ubhgwYACGDBmCiIgIREREYMiQIbZoKhER6WFv/fi///1vg+t69OgBPz8/3Lx506LnZICkByeLpc6stUp25s6HBHBOpM5GIBCge/fuGD9+vNYFNDw8HEIh6wMREdk7e+rHPTw84OPjo3PemTNnQiwWIy0tDXK5HKWlpRY5HwMkB2Iv6XXmYAW7zsEe50QyhbCyBJB2YLEJSZeOO1cH8fb2RnV1NVQqFUpLS9G9e3f88Y9/REBAgK2bRkRERrC3fvy3v/0txowZozOSBTSl2qlUKiQmJkKlUmHnzp0oKSlp9zk7/W08aYNbh5zH0SetJFKzVrDbnqDelOf4yLquXLmCRYsWwcXFBQ0NDXj//ffRr18/rFu3joUZiIgcgL3140OHDgXwazDU/AdoGulS//+ECRMscs5OHyCR6c8fsUCDc2htxM1af3/OieT8unXrhn/84x/Izc3FjBkzIBAIUFVVhZdffhnh4eH49NNPWZSBiMiO2Vs/7urqCoVCgdTUVPzzn//U+qmpaXokRv37vn37LHJOBkhWYO5ksa1x5PQ66lzaE0Dzs+s8Bg0ahK+//hrHjh3DqFGjIBAIcPPmTTz77LMYNmwY/vvf/9q6iURE1Ap76cfz8/Nx7do1lJWVQSqVav3k5+fj4sWLWsssgQESEZmsPWl21qqY6Kxpdvv378e4ceMgFovh7e2NuLg4o+Z8iIqK0lQfav4THx+vtV1xcTFSUlLQrVs3+Pj4ICYmBtnZ2RZr/7hx43Dq1CmkpaWhb9++EAgEyMvLw2OPPYZJkybh3LlzFjsXEZG9OXHiBMaPHw+xWIzg4GAsWbLEIs/IdCRb9+OHDh3Cd999B5VKBX9/f/Ts2VPzPFRmZib2799v8XOySEM7tXeyWGf9UtccCzTYr9bmQ2qtml1bHL1Yg73IyMjAtGnTEBERgbVr10KhUODDDz9ETEwMjh8/jqioKL37qVQqXLp0CbNmzcKcOXO01vXp8+u/R6lUivHjx+P27dtYvnw5/P39sXnzZkyaNAlnzpzBb37zG7PbXl5eDl9fX03FoYSEBDzxxBP44IMP8Oc//xnl5eU4evQooqKiMHfuXPzrX/8y+1xERPbo2LFjmDJlCvz8/PDyyy9DJBLhvffew5EjR5CdnQ1/f39bN7FV9tSPDxo0COPHj4e396/fAaqrq5GZmYn8/HyLn48jSA7Amul1nP+IzOWMxRoE5RUQFBd33E95RavtWbZsGXr37o3Tp09j+fLlWLlyJU6dOgUvLy+sWbPG4H7Xr19HTU0NZs6ciaSkJK2fcePGabZ7++23UVBQgG+//Ravv/46li5diuPHj0MgEOCdd94x629YVFSEUaNGoUuXLvD29sZf/vIXzToXFxcsXboUP//8M1auXAkPDw8AQHp6ulnnIiKyZ3/6058gEomQnZ2N//u//8NLL72EjIwM/Pzzz1i7dq2tm2eQvfXjYWFhmDZtGry8vLQKNHh5eeF3v/sdwsLCLH5OBkgmkNaKbd0Eog7FYg22U15ejvPnzyMhIQFi8a99T7du3dpMg7t48SIAYPDgwQa3UalU2L59Ox577DGMHz9es7x79+7429/+prXMFM899xx++OEHCAQC1NfX49VXX9U8NDt58mQcP34cvr6+WLduHQoKCpCUlMR5kYjI6Vy/fh0XLlxAcnIy+vXrp1k+aNAgzJgxAzt27LBh61pnb/346NGjIRAI8PPPPyMtLQ1bt27Frl27kJ+fD5VKhdGjR1v8nLwqGVBR52XrJtglVrBzPtZKT2Sxhvbx8fFBQUEBli9frrOupKQELi6GM6RbBkjqKj/NXb9+Hbdu3cLkyZMBNAVM1dVNwecf//hHpKSkmNXuzMxMqFQqTJs2DX/4wx8gEAjw5ZdfatZNmzZN077evXtjx44dOHv2rFnnIiKyV7du3QIAvanK/fv3R0lJCX755ZeObpZR7K0fDwoKgkKhwHfffYe7d++iuroaxcXF+O9//wuFQoEgK2RDMUCyMXm5xNZNIDIbizVYj0gkQnh4OHr27Km1PDc3F1lZWYiOjja474ULFyCRSPDCCy9AIpHA29sb/fr100qBuHr1KgCga9euWLlyJfz8/CCRSNC/f398++23Zrfby6vp5tJnn32GzZs349FHH8Xly5dRX1+Prl27ora2FuvWrdPa5+GHHzb7fERE9kjdF+qrqlZaWgoAuHu3AycmN4G99eMNDQ0AoDNK5eLiAoFAAIVCYfFzMkACUCF3t3UTDHL0549YoMHxtWdEz1ojjp0lza6l6upqzJ8/HwCwevVqg9upS55WVFQgNTUV27Ztg0QiQWJiInbu3AkAqKhoev7plVdewffff4/3338fqampEIvFmDVrFg4dOmRWG9VFIW7cuAEAmDRpEu7cuQN3d3d8//33EAgEOHHihFnHJiJyFEOGDIGPjw++/PJLrTmDZDKZpuqaTCazVfNaZW/9+J07d+Di4oL4+Hh07doVAODp6YmEhAS4uLhYJdB0igDp2rVreOKJJxAQEICAgADMnz8fxcXFtm6WjrpyH1s3gUiv9gSZzliswR7V1tbi8ccfx/nz57F69WrExMQY3HbRojsjYBMAACAASURBVEXYvHkz9uzZg9mzZ2PhwoU4efIkwsLCsHLlSiiVSs1s6BUVFcjKysKCBQuQnJyMzMxM+Pn54aWXXjKrnU899RS8vb2RkpKCwsJCDB48GHfu3AEAhIeHA4DmdyIiZ+Xm5oYXXngB586dw9NPP428vDzk5OQgPj5ek/bcWqq0LdlbP56dnQ25XI6ePXvCz88PQNOoUteuXSGXy5GVlWXxc9rnO2OC0tJSTJgwAXK5HKtWrYJCocD69euRm5uLM2fOwM3NzSbtqpV6QyzpnHe5iYylCgqCwA5vZlhDerYC6SeV2gtdL+OpijQkJia2um9FRQWmT5+OrKwsPPPMM21WP1q8eLHOMk9PTyQnJ+ONN97ApUuXNCkUTzzxhFapWT8/Pzz++OPYsWMHqqurtUqqGmPs2LFQqVQ4c+YM+vfvj+DgYMhkMnz88ce4ffs2gF/TN4iIHEV6WjbS0062WOqKpxIrDfbhr7zyCioqKrBx40akpaUBAGbMmIFVq1Zh9erVmrl87I299eP3799HWloaoqKiNAMgCoUCZ8+exeXLl1FWVmbxczp8gLRhwwbcvHkTeXl5mgeSR48ejcmTJ2PHjh1mP2hMuligofPqLHMiNVYqgVJl2xuaIWGgAAkDW3S5QQPgOq/14Oj+/fuYMmUKcnJysGjRImzZsgUCgcCsNqhTE6qrqxEcHKy1rOV26qINpgZIALTap35QuXnQZo2KQ0RE1jQvMRrzEls+++kPEX5ncB+hUIh3330Xq1evxtWrV9G7d2/06dMHa9asgUgk0pqXzt7YWz9eWlqK//73v1rLrDFypGZSgCSVSiGR2FdRgfT0dMTGxmqVs42Li8PAgQORnp7eIQFSeyeLtQRW/aL2am3S2LYoAvvApaTIwi1q+lw3mhmwuPlLAbmFG9TBpFKpJjhavnw5NmzY0OY+t27dwqOPPoq5c+fi1Vdf1Vqnnkyvb9++kEgkcHd311Qiau7atWvw8PAwqzLQG2+8gdDQUNy6dQvnzp3DyZMnNXccAcDf319rTg0iImeVlpaGHj16IDY2Ft26ddMsz8zMxIgRIzRzCNkbe+vHp0yZYtL26me82sOkAGnYsGGaIS57UF5ejsLCQsTHx+usGz58OPbu3WuDVhE5p/aMIrWmPWl21hhFsidLlixBTk4Oli5dalRwBADBwcGoqKjA1q1bsWzZMvj4ND37eOPGDWzfvh0TJkxA9+5No8GPP/44vv76a1y8eBEREREAmoKj//znP5g1axZEItNvvPzf//2fzrKbN28iJycH1dXViI2N1ZyfiMiZvfvuu6itrUVOTo7meaPvv/8eJ06csOt5kOytHx8yZIhRmRMqlQoCgaDjA6Rr165h3LhxeOONN1qtoNRR1EN+6lSR5nr06IHKykpUVlbC19fXYueU1oohEdda7HiW0liqtPookqj0rtXT7ITlBUyzs1PWCI4AtOsZJGcOji5fvoydO3fCz88Pw4YNw65du3S2SUpKQmFhIbKzsxEdHa2ZTfyDDz7A7NmzER0djZSUFEilUmzevBkuLi744IMPNPu/8847OHbsGCZMmIClS5fCzc0N77//Pjw9PfHWW2+Z1e5jx45hxIgRWtkGvXr1Qq9evcw6HhGRo1q1ahXi4+Mxffp0PPHEE7h+/To2bNiAKVOm4Omnn7Z18wyyt378+vXrWr8LBAKIxWIEBgZCLpdbpWCEyc8gKRQKrFmzBocOHcLOnTvRo0cPizfKWOra8s1nmVfz9PQE0DRBorkBUkWdF/w8rZ86Jy+XWKTqlqlBkqC42ORS36YGSS4lRSZXOTM1SKqVFrDUtwWYm14HoNX0uvY8f2Rueh3wYI4xB64FkJGRAaCpQMPChQv1bpOUlITMzEwsXLgQn376qSZAmjVrFr7++mu89dZbWLVqFTw9PREbG4u//vWvGDRokGb/0NBQnDp1CqtWrcL69euhUqkwbtw4rF+/XnMsU02aNAkAMHDgQERFRWHUqFGIiorC0KFDbVY0h4jIFubMmYO0tDSsW7cOy5cvR7du3bBy5Uq89NJLZo3QdxR768f//e9/610eEhKCOXPm4NKlSygosOxNXJMCpE8++QTLli2DVCrF0aNHMXToUGzbtg3Tp0+3aKOMpa4r39qwm7kPM9sLRZm3SXO+mBMkAabNiWROkASYVg7anCAJ4JxI1tLa6FF7nj2y1uiRM0zAvHjxYr3V6FpasGABFixYoLN85syZmDlzZpv7h4WF4YsvvjCnia3Kz89Hfn4+UlNTATSVvH3ooYcwatQozcV28ODBDt9HExG1Zt68eZg3b56tm2EWe+/Hb9y4gfr6ekRHR9s2QFq4cCFiY2Mxf/58ZGVloaSkBDNnzsSSJUvwt7/9rcOjSnV1pbq6Op116mXq/Pu2VMjd4edWb7nGWZA5QRJgWuEGU0eT1KMC1hxNUn8p52iS9bU2etSe1LrWRo/aCo5aGz2yVmqdslIMVQem7QncxHDtsLN1jLfeegtnzpzB2bNnNWnQQNOcFf/73//wv//9D//4xz8ANPXhI0aMwMiRI7F+/XpbNZmIiJqxt35cX6aYSCRCWFgY3N3drTKflMlH7Nu3LzIzM/HWW2/hjTfegEKhwAcffIDjx48jLS1NK33D2kJCQgDon6zq9u3b8PPzs7v5NurKfeDpX2XyfuovhNYeTWLKXefz/9m797io6oR/4B8Y7pdpQAXvImrlqmlq+PxYddBwrVXI1Ag2YLGCxye3lFyvrOW2UilmWm7ZupaI+6i7udtLN8vUAhJWbS0uaRLPKlZaCcoot5GL8/sDmYAZZs6ZmTNzZubzfr3m9dJzzvec7yh8mQ/fm0sOrSOHWbFihf7PP/74Iz777DN89tlnOHXqFP7973932a+ioaEBBQUFKCgoYEAiIpIJubXj5kZTXLlyxebPtChyeXh4ICsrC7/4xS+QkZGB0tJSlJaWYvz48YiKiury6ggxUlCpVBg6dCg+//xzg3NffPEFJk6cKNmzhRCzWazQeUgccicMh9zZBofWkTXCw8Mxe/bsLsOwL1y4oP9h+9lnn+Hzzz9HfT031SYikiM5tOMdU2qM0Wg0+Pjjj23+TKv6pBoaGhAZGYnS0lJ4eHhAq9Xi008/xaeffqq/JiwsTJLVJTrMmzcPmzdvxrlz5/S9V0ePHkVFRQWWLVsm2XMdSeqQBFg25E7sCneWDLkTu8Ide5NMc8TQOnMcMbSObKuyshJffPEFwsLCcO+993ZZKGfo0KEYOnQoEhISALT/4Dt79qyjqkpEREbIqR3/61//anBMp9NBq9V26c2yJdEBqbm5Gbt378aWLVvw5ZdfAmjvUdLpdPD29kZLS0uX66Xo9ups+fLl2LVrF+6//34sXboUWq0WGzZswIQJE5CcnCzpszuz92axnJfEIXfWkmponTmmeo84tM755ebm4sknn0RbW/v/pYeHB+68805MmjRJ/7rnnnv0Y8Y9PDz0ezAREZHjya0d7zwPyl5EBaTnnnsOb731FmpqagD81OV111134dlnn0VqaiquXLnSpdvt9OnTtq91J3369EFhYSEyMzPx3HPPISAgAHPmzEFOTg58fX0lfbatiV3uW2xIAjgviYSxZmidNQszmMKhdc7hhRdeQFtbW5dVjSoqKlBRUaFfCcnPzw+NjfLbT46IiOTfjicmJiIoKAh//vOfu/zZlkQFpHXr1ul7iwAgJiYGS5cuxaxZs/TXDBo0CIMGDcLcuXNtWlFT7rrrLhw6dMhuz5Nys9iOD3pCg1LnD41Cw5LY3qTOH2qFhiWxvUmdP3QLDUtie5M695i4c1gy13PkiHBkrueI4ch5XL58Gf7+/li7di0aGxtx+vRpfPbZZ11GE2i1WgfWkIiITJF7Ox4cHKzfxLbzn21J9BA7hUKBhIQELF26FPfee6/NKyQ3UmwWK2QlO7FBCRC/0p2lw+4A6YISIH4RB0uH3QHuF5SsmXNkzYp1loYjc3OOTIWjplolbraJW8WypS4At+wYuDwDA+Bnt6fZR0REBEaMGGEwB/Tbb7/FqVOn9C8iIpIntuMiA9Jvf/tbPPPMMxg4cKBU9aFuOn8AFNurJDYoAeJ7lcQGJUB8r5LYoASI71Vyh6DkiHAk5V5H5sIROcYjjzyCHTt2oLGxscveFR2jC+bNm+fA2hERkTlsxwFPMRdv2LDBpcORptl+c5Ys+QDXXBssajhR67Ug0at+3braJmqivEd1teh5JYqrP4ha5cyr5qLoRQE8aytErcLWWFdh1aIFcmbuvZkbUidFODL3dWZuSB3DkXxFRUXh5s2bSExMxPXr1x1dHSIiEontuJXLfJNjcJ4S5ykJ5W5D6sjxHnroIeh0Ovzzn//E8OHDMW/ePEyePBlRUVG48847HV09IiIyg+04A5LkxGwWKxbnKXGekikcUkeO0HnVo6tXr+JPf/oT/vSnPwFo39z7vvvuQ1RUFP7whz84qopERGQC23GRQ+zItmz1oa5jyJGUw+86hkRJOfyuY+idlMPvOobeufLwOw6p+4m20b/Hc87i8OHDmDJlCgICAhAUFITY2FicOHFCknJlZWXw8fHB2rVrLa7vP/7xD6xevRqxsbFQqVTw8PDQv65fv44jR44gOzvb4vsTETmT06dPY8aMGQgMDIRSqURcXBwqKuT9mYLtOHuQbMrem8UaY+nwOyk3nRXbowRYPvxOyk1nnaFHiUPqftJYFwSEmLxE9goKCvDggw9i1KhRyM7ORmtrK9544w2o1Wp8+umniIqKslm51tZWpKWlGWz2LVZcXBzi4uL0f//6669x8uRJ/apHpaWlaG5utuoZRETOoKKiAjExMQgICMBzzz0HAHjllVcwefJklJaWon///g6uoXFyb8dPnz4NHx8fAMC///1vSfY9ZUBysM5LfgvpUTK3PHgHzlNyv3lKHFLXrrFO3MIknd28EYhWOw7X81IGwlS/75IlSzBo0CCcPHlSv5JQamoqRo4ciaysLBw5csRm5V566SWcOXPG6vfU3Z133ok777wTKSkpAICWlhZ88cUXNn8OEZHcbN68GfX19SgsLNRvjTN9+nRERUXh1VdfRU5OjoNrKIzc2vHPP/9c/2ep6sGAZCFbbhYrZqhdx7VSBSWA85ScbZ6Su238KlU4kpva2lqUlpZi6dKlXZZZDQ8Ph1qtxkcffWSzcuXl5Vi3bh3WrFmDNWvW2KT+7777Lg4ePIjq6mqEh4cjNjYWCQkJ8Pb27rHni4jIlZw/fx69e/fusm/offfdh169eqG8vNyBNRPGGdrxcePGwcPDA6Wlpbh165bN7suAJIAUm8Vay9KgBHA/JXOcaT8lDqn7iSuFIwBQKpWoqKhAYKDhZrc1NTXw8jLefIst19raigULFmDGjBlITk62OiDpdDrMnz8f//jHP7ocz83Nxbp163DgwAGMGDHCqmcQETmDESNG4OjRo6iurkaf259zrl27Bo1Gg379+jm4dj1zpnZ80KBB+rrYsjeJizQ4uaZapejFHrifknByXtDBUUPq5BaOGuuCXC4cAYBCocCIESMMxqiXlZWhqKgI0dHRNim3fv16VFZWYtu2bTap95YtW/Dee+/Bw8MDSqWyy+TejvH47rqvBhG5l+XLl2PgwIFISkpCWVkZysvLkZSUBB8fHzzzzDOOrl6PnKkdP378OJqbm/Hzn/8cvXr1stl9GZC6sedmsbbUEZTEhCVLg5Ilq98J1fEB3JLV74TqCEqWrH4nVEdQkiIscZW6n5gKRnX1gWhwgVXsOquvr0dqaioAYOXKlVaXO3PmDF544QVs3LjRZpuAv/POO9DpdFi8eDE0Gg2A9t9G7tixA7169cL333+Pl19+2SbPIiKSs8GDB2P16tUoKCjA2LFjcc899+DYsWP43//93y7D7uRGbu34//t//6/H1913342amhp4e3vjkUcesdk+TRxiZweW7IXU/YOfmPKcp+S685Q4pO4n5sKRq2lsbER8fDxKS0uxatUqqNVqq8q1tbUhLS0NkydPRnp6us3qWVlZCQDIysrqcjwlJQVhYWGIi4vDgQMH8NJLL9nsmUREcrRmzRqsW7cOarUaGRkZaGtrw5tvvomEhATs37+/y0pxciK3dvy//uu/uuzN1BN/f3/Mnj0bmzZtsvqZDEh2Yu0QoM7lhYYlzlNynXlK1izEALjXKnXWhCNtYwCaJRqud+Dbavzzu5ouxzwCavH4yD1ISkoyWVaj0WD27NkoKirC448/Lnj/CVPlcnJyUFZWhuPHj6Ompr1etbW1ANpDVU1NDUJDQ+HpKW6gQVBQELRaLRobGw2GO0ydOhUAUFVVJeqeRESOtndPMfbu+Ve3o974VdJ1o224RqNBTk4OJk6ciGPHjkGhaP/Mk5iYiPvuuw/p6em4ePGiJEtUW0tu7fi1a9cEBSRbYkCyMXvshdTxAVGqoARwPyW57KckZIgeV6lrJ/deo/hBfRA/qOvXrk/knRhoJhxduXIFM2fORElJCTIyMrBt2zZBPyjMlfvwww/R3NxsdCWinJwc5OTk4MKFC4iIiBD2Bm+bNGkS3n//ffzud79Dbm5ul3NlZWUAAG9vb1H3JCJytMSkaCQmdZ/7GQIFfmn0+srKSty8eRNJSUn6cAS0t3+PPfYYli9fjnPnzmHs2LES1toycmvHu9fBHhiQnJilQQngfkrmOHo/JWuDEcAhda6grq5OH3IyMzMFDxsQUu6VV17R9xh1+PHHH5GcnIyUlBSkpqaib1/hw1U7LF26FB988AHy8vKwZcsW/fGnnnoK+/fvh06nw+TJk0Xfl4jImXT0DLW1Gf7M7Dhmy2WpbYntOAOSJOzRi9SZ2KAEcJ6SXOcpCcUhdT8xFY4atX4my8rdokWLUFJSgsWLF4saUy2k3IQJEwyOdQyZiIyMRGxsrEV1jomJQU5ODl588UWoVCr98e3bt8PDwwNBQUGChwgSETmrUaNGoX///ti5cyeefvpp+Pm1/zzSarXYtWsXevfujdGjRzu4lsaxHWdAsoqpzWLtHZIAzlMCnH+ektj7dschdZ3ONwYATtyx9NVXXyEvLw8qlQrjxo3D7t27Da5JTk7G+fPnUVxcjOjoaERGRgouJ6XMzEzMnj0bQHsQu3TpEvz8/BAdHY2srCzcfffdkj6fiMjRFAoFtm7divnz5yMqKgpPPPEE2tra8Pbbb+PcuXPIy8uT9XBjObbjQ4YMweDBg3HHHXfoe+hu3ryJ2tpaVFVV4dKlSzZ7FgOSQJZsFmtJSDL1oU/MvThPybnnKZm6h7l6GeNOQ+rqGgNM3tdZFBQUAGif6LtgwQKj1yQnJ6OwsBALFizAO++8g8jISMHlpNaxcd+pU6ckfxYRkRw9/PDDOHLkCF544QWsXr0aADB+/HgcOnQIDzzwgINrZ55c2nEfHx/MnTtXv7+fTqfrct7DwwOTJk3Ct99+iwMHDuDmzZtWP5MBSWKmQpLYeROdrxcaljhPybnnKXUuI7Qu3bnTkDpXCUcAsHDhQixcuNDsdWlpaUhLSxNdzpiIiAiDHzxERGS56dOnY/r06Y6uhlNTq9Xo168f2tracPnyZdy4cQOtra0A2heLCAoKQv/+/TFo0CDExMTg8OHDVj+TAckITbMvVD7Wp88OHSHJlhPJO+4lVVACOE/J0fOUrA1GgBsOqbNSY6M/muy44IO/i21kS0REZGsjRozArVu3kJubq9+4trs77rgDaWlpGDZsmE2eyYBkJ1KtsmVpUAI4T8kcR81TEhKMOj/LGA6pIyIiIlegUChw69YtNDYan/cPtO/fd+vWrS5LqlvD7QNSXYs3pNkW0r7EBiWA85TkOk9JzP2N4ZC6TudvsoeGiIjImV26dAkRERF47LHHUFlZifr6erS0tAAAvLy8oFQqceedd8Lb29tmG9i6fUCSs84f/npaLc+gDOcpOf08JaH3M4ZD6tppmm6XNd1pRURERDKXn5+P+fPnQ6VSGd3cHGhfuKG+vh6ffPKJTZ7JgGQlU0t9i72PkPNinsV5Ss49T8lYWXP16Yk7DanThyMiIiJyeteuXcPOnTsxZswYREREICQkxGCZ74sXL6KsrAzNzc02eSYDkgiWLPXdE0vnTVjTq8R5SubJbZ6SuWDUvQ7duduQOoYjIiIi19Pc3IzTp0/j9OnTdnkeA5INdO9FstekcbG9Spyn5DzzlIQEo87PNMYth9RZqUHrhwY7LvpwS+tnt2cRERGRMC4VkP7zn/9g9OjR+OCDDxATEyPJM3rqRXLkSlqWBiWA85TMsfc8JaE4pO4npsJRXYsPfEyWJiIiImeVkpICpVKJvXv34urVqza7r6fN7uRgGo0GDz/8MLRaraOr4jB1jQGig1pdfaCoJcgb64LMDpHqrqlWafbDc2fNtcFmeym6a70WZPbDfWe3rraZ7UXpzqO62uyQtc4UV38wG2QsYa7XSG7hyNzXjFThSNPsa7IsERERObfy8nL4+Phg2rRpNr2vS/QgffXVV5g7dy7OnTtns3ua2izWlnORerq/MUKfyXlKzj9Pydx9TNXLGHcbUsdwRERE5PpKSkoQGRmJiIgITJ8+HR9//LFN7uv0ASk3NxcZGRm444478OSTT+LPf/6zo6skipi5Ex3XiglnnKfk3POUOpcRUhdj3GlIHYMRERGRa3n22WcFXTdu3DgMHDgQu3btsvqZTj/ErqysDImJiSgvL8fPf/5zi+6haRY/S8HSSeGapsAuL2vvIZTY4XcdQ++kHH7XMfROyuF3HUPvpBx+1zGszdbD74RcwyF1nc65QTjKyMgQPL/y+PHjmDp1KgICAjBgwAAsWrQINTU1BtcdPnwYU6ZMQUBAAIKCghAbG4sTJ07YuOZERO6lqqoKHh4eJl/5+fmOrqZT0Ol0gl+9e/e2yTOdvgfppZdego+PfKdhS73ssNheJe6nJP/9lITOW+KQuk7n3SAc7dixA9u3b4darTZ7bX5+PmbOnAmVSoXVq1dDoVBg8+bN+Pjjj1FcXIyQkBAAQEFBAR588EGMGjUK2dnZaG1txRtvvAG1Wo1PP/20xw35iIjItD59+iAvL8/geFNTE55++mmEhYVh7NixDqiZ83n//fft/kxZBqQffjD9ATEoKAhBQe0fxBwZjjp/aOsIKI7ah8XSoARwnpI59p6nJOb+xrjTkDrAtuGo7qY/btjxe/jWTX+z17S1tSE7Oxtr164VfN+nn34aCoUCxcXFGDZsGADg4Ycfxj333IPs7Gxs3LgRALBkyRIMGjQIJ0+eREBA+/9DamoqRo4ciaysLBw5ckT8myIiIgQGBiI5Odng+JIlS9DS0oK//OUv+l9WkWlff/213Z8pyyF2/fr1M/l6+eWX7VIPMR+8rBkyZ64OUtfD0uF3Ylg6/E4MS4ffiWHp8Dtb4ZC6TudEfm84I61Wi/Hjx+P5559HSkoKBgwYYLZMVVUVvvzyS6SkpOjDEQDcfffdiIuLQ25uLgCgtrYWpaWlSEhI0IcjAAgPD4darUZxcbHt3xARkRsrLy/H66+/jrS0NEyZMsXR1SETZNmDtH37dpPn7733XjvVxH7MfdDrON/TynoG1xvp3TKH+ynJaz8lU/foqT494ZA656TVanHjxg3s27cPCQkJiIiIMFvm0qVLAIAxY8YYnBs+fDj+/ve/49tvv0X//v1RUVGBwEDDf+uamhp4ecnyxwMRkdPKysqCv78/1q1b5+iqkBmy/An45JNPOroKkrP0A57YoARwnpIzz1MS0vvEIXWuS6lUorKyUlRY6Qg8dXWGX/cdm+j98MMPGDRoEEaMGGFwTVlZGYqKijBz5kwLa01ERN2VlZXh4MGDWLp0Kfr16+fo6pAZshxiJye2+jDWMRzIVsOCLLmXpSvfSTn8rmN4lpTD7zqG3kk5/K5j6J2tht8JHZrHIXWuzdPTU3RPzs9+9jMolUrs378fOp1Of1yr1eLw4cP6PxtTX1+P1NRUAMDKlSstrDUREXX35ptvQqFQ4Omnn3Z0VUgABiSJ2DoQCXmW4Os5T0nw9faepyQmGFkajsz9G1gzpM7ScGTua9LdgpE1fHx88Oyzz+L06dN47LHHUF5ejpKSEsyfPx8NDe09vMZCV2NjI+Lj41FaWoqVK1cKWi2PiIjMa2pqwu7duxEfH48hQ4Y4ujokgCyH2MmNptnX7JA2OXyA4zwl15mnJOS+xshxSB1g+XwjOXxf2UrBtSoU1l7scszrx8/wmz2jkZSUZNNnrVmzBhqNBq+99hr27NkDAIiLi8OKFSuwcuVKhIaGdrleo9Fg9uzZKCoqwuOPP47s7Gyb1oeIyNnt3VOMvXv+1e2oN36VdN1sG/7JJ5+gvr4ejzzyiHQVJJtiQLpN0+wDlU+ziOul++DW08a1QuvHeUrOP0/J3L1M1asnUvQaAa618Wt9i7dkzx0bdBfGBt3V5VjoyMH4pY3DEdA+NO/VV1/FypUrUVlZiUGDBmHIkCHIysqCQqHo8hvMK1euYObMmSgpKUFGRga2bdsGDw8Pm9eJiMiZJSZFIzEputvRECjwS7NlDx06BF9fX8yaNUuaypHNuVRASktLQ1pamiT3lupDU09hyNS1YoNSexlxvUrcT8k8e+ynZKysqboY44yr1JF19uzZg379+iEmJgbh4eH644WFhZgwYQL8/PwAtC/k0BGOMjMzsWnTJkdVmYjIZRUVFWHixIlQKsVNCyDHcamAZC2xvUiWPsNW97Ckx0uqoARYPvxOaFACLB9+JzQoAZYPvxMalADhvUrWBCPA+YbUkW28+uqraGxsRElJiX6+0fvvv4/jx4/r90ECgEWLFqGkpASLFy9mOCIikkBLSwvOnj2LjIwMR1eFRGBA6sbWIckWgUjIvaUafsd5SvafpyR0gQdXG1LXncrnpkvNQZLK+fPnUVxchsCOcgAAIABJREFUjOjoaERGRgIAVqxYgfnz52P27NmYO3cuqqqqsGnTJsycOROPPfYYAOCrr75CXl4eVCoVxo0bh927dxvc29gu8EREJNw333yD5uZmDB482NFVIREYkIywpIeme1l7s3T4HecpmWfPeUpi72+MKw2pExuSun893/JuhvCvcOdUWFiIBQsW4J133tEHpHnz5mHPnj14+eWXkZmZifDwcCxbtgyrVq2CQtEexgsKCgC0L9CwYMECo/dmQCIisk7H/nMcXudcGJBMEBI6pA5E15vb/4vu8GkVdD3nKTn3PCWh9+uJKw6pExPiXV1VVZXBsZ7mXiYmJiIxMbHHey1cuBALFy60Ye2IiKi7qKioLnvSkXNgQBKg87A7KQNRRxgydU6qoNRehvOUhLLHPKWe7mGuTsY4w5A6Oahr8bZrL7B3i7fdnkVERETCMCAJZOsPTabCkJByYoMSwHlK5sh1npI1wQhwriF1RERERI7GgGQnlgYic/cTGpQAzlNytnlK5oJR5+ca46xD6oiIiIgciQFJIrYOREKew3lKpjnLPCUhwaj7s7rjkDoiIiIiyzAg2Yi9ApGQOnCeknlynqck9L49ccSQOkBe4ajj663F18flV7EjIiIi23L8p3onJXUgutZsuIFoqI+wpaA5T8m55ykJuZcxjhpS52hiwjcRERGROW4fkOpbFfATcJ2UgchYGDJ1nVRBCeA8JbnNU+pe1lxdjJFySJ0jMBARERGRlNw+IAHtQaJ7iJBDIDJXXmxQAjhPyRy5zVMyF4w6P98Ye/UaSTW8zt5hqL5FYdfhsv4t1rUFREREZHsMSLfJORCZu6/QoARwnpKzzFOyNhgB9glHtgxG7BkiIiIiOWBAkoBUgUjI8zhPycz1Mp+nJJQjh9TZKhQxEBEREZEcMSDZgL0DkSmcp+Tc85TE3NMYOe5t5KggFBzQCK2fv0OeTURERM7L09EVcEbXmhVdXraiaTb/EltHoa43e+lfwuvr06Vnyfz1vvqX4DJNgaI+nNc1BuhfgsvUB5oND5011gXpX0I11SrNDomz9h5yCUcq/4YuL3sJDmjs8nJFGRkZiImJEXRtdXU10tPTER4eDqVSCbVajeLiYoPrLly4gLlz5yI0NBShoaFITU1FdXW1jWtOROSehLbFJC/sQRJAqh4iMYGnexmVwFzCeUrOP0/JmrlGgPVD6lT+DSZDkiN6iFw1AJmyY8cObN++HWq12uy1dXV1mDp1Ki5fvozMzEyEhIRg69atuP/++3Hq1CmMGTMGAHD16lVMmzYNzc3NWLFiBVpbW5GTk4OysjKcOnUKPj7CfwFCRERdCW2LSX4YkIyQUyAydy+xQQngPCWz18tknpKQHid7rVLnyPlC9gxD11ts2ytsjpBV7Nra2pCdnY21a9cKvu/69etRUVGB/Px8TJ06FQDw6KOPIjIyEhs2bEBeXh4AYNOmTfjuu+9QXl6OkSNHAgAmTZqEGTNmIDc3F+np6eLfFBERARDeFpP8uH1Aut7iiUYnCETmniE0KAGcpyT3eUpCh+K56sav7tg71BOtVotJkyahrKwMqampOHbsmNkyOp0OO3fuxKxZs/Q/kAGgb9++2LhxI7y9vfXH9u7di5iYGH04AoDY2Fjcdddd2Lt3LwMSEZGFxLTFJD9uH5BsyR6BSMizpRp+x/2U7LOfkph7G+NM4YhhyDStVosbN25g3759SEhIQEREhNkyVVVVuHTpEpYvXw6g/Yd0Q0MDgoKC8NRTT+mvq62txfnz5zF//nyDe4wfPx6HDh2y2fsgInI3Qttikicu0mAFSxdQEHZvXZeXJfUSypLFJqRe0KG9jLQLOgCQfEEHAKIXdDB3r56Yq5vY9yoFd1hIwZaUSiUqKyuRkJAguExlZSUAICwsDMuWLYNKpUJwcDCGDx+OgwcP6q+7dOkSAGDAgAEG9+jXrx+uX7+O69evW/kOiIjck9C2mOSJPUgiSNVDJCQAdb5G5eMh8L4d1wurB+cpyWuekrGyQupj9LwDgpEjAlD3/wtFgHx6yyzh6ekJT09xv8fSaDQAgDVr1sDb2xtbtmyBQqFATk4O5syZg8OHDyM2NhZ1de2bEwcY+Tfy929fHr2hoQF33HGHle+CiMj9CG2LSZ4YkExwZCASUl6qoARwnpJc5ikJ6XmSQziSQxiidjdvtn9/aDQafP311wgJCQEAxMXFYdiwYVi1ahViY2Oh07W3Ix4ePbcjps4REVHPhLbFJE8MSJ3INRCZu6/YoNReRtgzOE/JMfOU5B6MGIjEO9dYgXNNX3c55veFH/rtGYikpCSbPScwsP3rYu7cufofyACgUqkQHx+P3Nxc1NfXIyio/WusqanJ4B4dx5RK6/buIiJyFXv3FGPvnn91O+qNXyVdN9qGi22LSV7cPiDVtwA3JJg/ZE9ig1J7GdwuI+x67qdkn/2UBNdJ5Dwoa7hTGKprle4XJX297kLf4Lu6HBs8xrbhCPhpTlFYWJjBubCwMOh0OtTX12Pw4MEAgO+//97gusuXL0OlUul/wBMRubvEpGgkJkV3OxoCBX5p9HqhbTEDkjy5fUCyBXsHop5wnpLzz1MSe19TggMaRfciOWrhBGfvHZKT0aNHw9fXF2fOnDE4d+HCBfj5+aFPnz5QKBQYOnQoPv/8c4PrvvjiC0ycONEe1SUicklC22KSJ6dfxe7GjRtYvHgxBg4cCB8fH0RERCArKwvNzdKtuW3NCnNm793a0uPLkjoKv178b87Frn4nduW79nqJW/1O7Mp3gPjV7yxZDc6S1e96uo8Y5laLc8SqcsFBDQYvsp3AwEDEx8fjn//8Z5cfzBcuXMCBAwfw0EMPQaFo/76dN28ejh49inPnzumvO3r0KCoqKpCYmGj3uhMRuQoxbTHJj1P3IOl0OsydOxf5+fn47//+b4wZMwb/+te/8NJLL+Hs2bP4xz/+YZPnSDaHSGzo6XS9ykvYBmOcp+Tc85S6l7OUO/UMdZ7PdSvA9YcunD9/HsXFxYiOjkZkZCQAYMOGDcjPz8e0adOwePFi+Pj4YMuWLfD398eLL76oL7t8+XLs2rUL999/P5YuXQqtVosNGzZgwoQJSE5OdtRbIiJyCULbYpIfpw5IBw4cwLFjx7B161YsWrQIALBw4UIMHDgQL774IoqKivDzn/9c9H3lEoiE3EuqoNReBrfLCLue85RsH5TsOdfIFhwdiNxRYWEhFixYgHfeeUcfkCIiInDixAmsWLECOTk50Ol0mDJlCnJycvTXAECfPn1QWFiIzMxMPPfccwgICMCcOXOQk5MDX19xPbFERNSV0LaY5MepA1J+fj4AIC0trcvxhIQEvPjiiyguLhYUkJwhEJl7htigBHCektnrHTRPyVlCEcOQ/VVVVRkcS0tLM2gDASAyMhJ/+9vfzN7zrrvuwqFDh2xQOyIi6k5oW0zy4tQBac2aNfj1r39tsNJSTU0NAMDLy/zbq2uxXTiyRyAy92yhQQngfkpy3U9Jjhw1T8jegaiuxfbzCk0JsWH7Q0RERLbh1AEpNDQUoaGhBsfffPNNAEB0dPflGG1L6kB0FXX6P/dCsKAynKfk/POU5IC9Q0REROSuZBmQfvjhB5Png4KCelw3Pi8vD/v378e0adMwadIkm9ZLykDUOQyZOi80KAGcp+Ts85TshWGIiIiI6CeyDEj9+vUzeT4rKwvr1q0zOH7gwAE88cQT6Nu3L3bu3Gl1PRwZiMyVExuUpBx6115G2qF3QHtQknLoXXsZX0mH3gHtQcmRIcldApF/yA20BAr/PiEiIiICZBqQtm/fbvL8vffea3Bsz549+PWvf43g4GB88MEH+l3ixZBjIDJ1PylDEtAelKQMSZYQG5IsITYkyZk7hSEiIiIiW5BlQHryySdFXf/WW2/hqaeeQmhoKI4ePYqxY8cKLlvX1ipJMLJ1ILIFS0KS6GdY0JMkphcJsKwnSUwvUnsZ8T1JYnqRpOAuYQhgICIiIiLpyDIgibFr1y4sXLgQ/fv3x9GjRzFy5EiH1MMRgUhsL5IlxPYiWcKSkCSWJSFJ9DPsFJIctaIcwN4hIiIicn1OHZDOnj2LjIwM9OnTB/n5+RgxYoTdni3HHiIh5NiLZAlXH2rnyBDUwR3DUL1EPcqmnkdERETy4tQB6fe//z1u3ryJBx54ACdPnsTJkye7nL/nnntwzz332ORZcg1E7EUSTu69SI4ORe4YiIiIiIi6c+qAVFBQAKB9ae+8vDyD888//7zFAUmugcgYLtggHVdasKEzdwlD3krH98QRERGRc3HqgGRuvyQxpApEtZ5XTJ4PuRUmyXPNkeNQO3desEHK3iN3WkjBJ6Tr93ETVHavAxERETk3pw5ItnAdjTYNR+YCkbnrLQ1MHGonnNRD7cyFo+57INkyHLlzGCIiIiKyBU9HV8DZ1Xpe6fIiMsXScBQQXC/oZQ/+ITcMXlLzCakzeLmjjIwMxMTECLr28OHDmDJlCgICAhAUFITY2FicOHHC4LrTp09jxowZCAwMhFKpRFxcHCoqKmxccyIi9xQVFQUPDw+D1/z58x1dNTLB7XuQxJI6BNV6XrHbsDs5DrOzhJzmIpnqPeoejkxxVE+QMewdkocdO3Zg+/btUKvVZq8tKCjAgw8+iFGjRiE7Oxutra144403oFar8emnnyIqKgoAUFFRgZiYGAQEBOC5554DALzyyiuYPHkySktL0b9/f0nfExGRK9PpdDh79izmzJmDefPmdTk3ZMgQB9WKhGBAMoO9QiSU2HDUvfdIDqHI3cOQxsZDbs3pA/Ohua2tDdnZ2Vi7dq3g+y5ZsgSDBg3CyZMnERAQAABITU3FyJEjkZWVhSNHjgAANm/ejPr6ehQWFuLee+8FAEyfPh1RUVF49dVXkZOTI/5NERERAKCqqgoNDQ146KGHkJyc7OjqkAgMSN04cyCyxzwkEk+u4chRS2zLKRDJnVarxaRJk1BWVobU1FQcO3bMbJna2lqUlpZi6dKl+nAEAOHh4VCr1fjoo4/0x86fP4/evXvrwxEA3HfffejVqxfKy8tt+2aIiNzMmTNnAAAjR450cE1ILLcPSDc8rqHW86qjq9GFPYfZicWFGozrqffI0eHI0fsMOSIMeYX+9O+p8BI+rFGOtFotbty4gX379iEhIQERERFmyyiVSlRUVCAwMNDgXE1NDby8fmr2R4wYgaNHj6K6uhp9+vQBAFy7dg0ajQb9+vWz2fsgInJH3QNSQ0OD0baZ5MftAxKRPVkSjhwdcoRydBhyRUqlEpWVlV1CjTkKhQIjRowwOF5WVoaioiLMnDlTf2z58uU4ePAgkpKSsGnTJnh4eOC3v/0tfHx88Mwzz9jkPRARuasvv/wSwcHBePbZZ7Fv3z7U19cjMjIS2dnZSExMdHT1yAQGJDfHhRqEE7sfkrkV63oKRwxEPXP1QNSdp6cnPD2tX2y0vr4eqampAICVK1fqjw8ePBirV6/Gb37zG4wdOxZAe8B69913uwy7IyIi8c6cOYO6ujpoNBrs2rULGo0GW7ZsQVJSElpaWpCSkuLoKlIPGJBkSs7D7KgrY8PrLAlHcg5GDEPOq7GxEfHx8SgtLcWqVau6rIK3Zs0arFu3Dmq1GhkZGWhra8Obb76JhIQE7N+/H3FxcQ6sORGRc+toVxctWqQ/lpiYiNGjR2PZsmX41a9+BYVC4cAaUk8YkMy40faDwTGloq8DakKOZqz3yNXCkSMXUJBDIKrzuCbZQi0NLd+jsbVre/L9V4HYs2cUkpKSJHmmRqPB7NmzUVRUhMcffxzZ2dldzuXk5GDixIk4duyY/od0YmIi7rvvPqSnp+PixYvw9fWVpG5ERM5k755i7N3zr25HvfGrpOs9tuELFy40OObv74+UlBT8/ve/x9mzZzFmzBgJakvWYkAywlgo6n5eriHJHivZucpCDWLYKhwZY89wJJcV5OQQhuwt0LsfAr27Lnww+mfDJQtHV65cwcyZM1FSUoKMjAxs27YNHh4/fd9WVlbi5s2bSEpK6vIbTG9vbzz22GNYvnw5zp07px96R0TkzhKTopGYFN3taAgU+KXoe4WFtY8Qqq93v5+FzoIB6TZzocgROMxOHmwZjrr3HpkLR3IJNNZwVBjy7KWAB9xz6EJdXZ0+HGVmZmLTpk0G13T0DLW1Gf4iouPYrVu3pK0oEZGLunTpEn7xi1/g0Ucf1W/E3eHcuXMAgKFDhzqiaiSA9bN/nVzDrauyDEckX1KGI5+Qui4vZ+QVWt/lZQ+evRQGL3e2aNEilJSUYPHixUbDEQCMGjUK/fv3x86dO6HVavXHtVotdu3ahd69e2P06NH2qjIRkUsZMGAANBoNtm/fjhs3fvp5/80332Dnzp2YNm0a+vaV52gkYg+SxeQ8zE4srmTXs+69R1KHI2fjiN4hdw8/3Z0/fx7FxcWIjo5GZGQkvvrqK+Tl5UGlUmHcuHHYvXu3QZnk5GQoFAps3boV8+fPR1RUFJ544gm0tbXh7bffxrlz55CXlwdvb2nbBSIiV/bHP/4RDz/8MKKjo5Geno66ujps3boVXl5e+OMf/+jo6pEJDEgyx2F2jiNkSW9jG8F25yrhyJFD5ahnhYWFWLBgAd555x1ERkaioKAAQPsiDAsWLDBaJjk5GQDw8MMP48iRI3jhhRewevVqAMD48eNx6NAhPPDAA/Z5A0RELmrOnDl477338OKLL2LFihXw9/dHTEwMXnrpJdx9992Orh6ZwIBkBbn2InGhBusJmXdkLByZW7HOmnDkDgsbMAyZVlVVZXAsLS0NaWlp+r8vXLjQ6MpJPZk+fTqmT59ug9oREVF3Dz30EB566CFHV4NEYkAiEsAR4cjVA5Ecw1C9neck1t8KsduziIiISBgGJHJLKp9mE+fMzzvqTsheR911D0cMRBIICQFc+5+ViIiIbIwByUr2GGZnj3lIrrJQg7VssSiDkI1gXT0cOSIM6fr0MTxo2zU7iIiIyA0wIJHb6an3iOFIHEcPkTMaiIiIiIisxIBkA3JcrMEeCzU4I2cNR44OI47GMERERET2woBEFnOVlewsWc7b2F5H3ZkLR6a4cyBiGCIiIiJHYkAil2Jqs1hjvUeWLOdtyUawxsJR994jdw1FcgpETa3X0NByxY7PC7fbs4iIiEgYBiQbkXqYHRdqsA7DkTzIKQwRERERGcOARG6J4UhajgxCbb1++kVF281eXOabiIiIRGFAsiE5LtbgbowNrzO155H+GgEbwXYnZCPY7iwJR+x16VnnMERERERkCwxILsweK9nZY6EGoYSGI3Mr1hkLR+ZWrDMWjsytWNdTOGIgMo5hiIiIiOzB09EVILIFVwhHuj59GI46aevVt8vLXV24cAFz585FaGgoQkNDkZqaiurqarPljh8/jqlTpyIgIAADBgzAokWLUFNTY3BddXU10tPTER4eDqVSCbVajeLiYineChGRWysrK4OPjw/Wrl3r6KqQGexBsjEph9nZY6EGV2GvcGSMJXsduXswcucAZMrVq1cxbdo0NDc3Y8WKFWhtbUVOTg7Kyspw6tQp+PgYX/EkPz8fM2fOhEqlwurVq6FQKLB582Z8/PHHKC4uRkhICACgrq4OU6dOxeXLl5GZmYmQkBBs3boV999/P06dOoUxY8bY8+0SEbms1tZWpKWloaWlxdFVIQEYkKgLZ1zJrqdlvTsTshFsd1JtBNu998iVw5GzBZ/W1utoab1q1+eZsmnTJnz33XcoLy/HyJEjAQCTJk3CjBkzkJubi/T0dKPlnn76aSgUChQXF2PYsGEAgIcffhj33HMPsrOzsXHjRgDA+vXrUVFRgfz8fEydOhUA8OijjyIyMhIbNmxAXl6erd4qEZFbe+mll3DmzBlHV4MEYkCSABdrsB8hQ+uEhCNzK9Y5Khw5W8CQi9beQwAAbQ0q4DsHV8YKe/fuRUxMjD4cAUBsbCzuuusu7N2712hAqqqqwpdffomMjAx9OAKAu+++G3FxccjNzcXGjRuh0+mwc+dOzJo1Sx+OAKBv377YuHEjvL2l/UUJEZG7KC8vx7p167BmzRqsWbPG0dUhATgHycVdheEy07amadZJ/gxjXDEccd6NZVp7D+nycgW1tbU4f/48JkyYYHBu/PjxOH36tNFyly5dAgCjw+OGDx+OmpoafPvtt6iqqsKlS5cwY8YMAIBOp0N9ffvX7VNPPdVj7xQREQnX2tqKBQsWYMaMGUhOTnZ0dUggBiSStVCfNqPH7RWOjBGy11F3QsMRmdc9DLlKIOquI+gMGDDA4Fy/fv1w/fp1XL9uOEQvMDAQQPv8ou6uXm0fPvjDDz+gsrISABAWFoZly5ZBpVIhODgYw4cPx8GDB232PoiI3Nn69etRWVmJbdu2OboqJAIDkkRutP3g6Cq4LEvCkTGO2giW4Ug4dwlDxnQEnICAAINz/v7+AICGBsOv2Z/97GdQKpXYv38/dLqfene1Wi0OHz6s/7NGowEArFmzBu+//z62bNmCXbt2ISAgAHPmzMHRo0dt/p6IiNzJmTNn8MILL2Djxo0YOHCgo6tDIrjtHKS2tvaeib79ekn2jEBPKe7dBqUuVFSJO2D4AcucYIW4L41gb3F7IQUImN5wh/cto8e9vLr2KgV7twDw6/T3Ztzq9HcACPZtQgt+WhkiwE8LLfz1fw8MaEJjt38nv4Am1CNI/3dfZQNaOu0r5a1sQBNUXcoolI0Afvp/97ij23LeISFAt3zXpuoFmM9zLqtN1a/nk+Y79Eyqb2r//+r4fjdn5Mi7rXugSKae1xFuPDx6/t4yds7HxwfPPvss1q5di8ceewyrVq1CW1sbfve73+kDlZeXF27ebP+i02g0+Prrr/Ur28XFxWHYsGFYtWoVYmNjLX5vUuv4P627AQDy2IuNiGyr7vbvJIW24R64A/Yc9O+BO3o819bWhrS0NEyePJlDlp2Q2wakjg8KT/7PXAfXhGzNWNaQTf4wtuK3+VXAXZsdFlFoaGhA7969zV73l7/skqwOe/bswZ49e7ocq6vTYM+ePUhKSjK4PiioPZw3NTUZnOs4plQqjT5rzZo10Gg0eO211/TPjIuLw4oVK7By5UqEhobqh+LNnTtXH44AQKVSIT4+Hrm5uaivr9fXQ2462vB/n+JiEkSuTmgb7omfS1YHY204ACQlJRltwzu2ZDh+/Lh+D7ra2loAQGNjI2pqahAaGgpPT/cbzOXv7w+FQiE4+NqSQqHQj8IwxW0DUnh4OKKiohAYGAiFwnDTTiJyfm1tbWhoaEB4eLijq9LjD9GeDB48GADw/fffG5y7fPkyVCqVPuR05+npiVdffRUrV65EZWUlBg0ahCFDhiArKwsKhQJDhgzRD7ELCzPcWy0sLEy/aINcAxLbcCLX58xt+Icffojm5mZERUUZnMvJyUFOTg4uXLiAiIgIG9bSOSiVSjz++ONGfwEoNX9//x5/udiZ2wYkPz8/DBniPvMZiNyVkN86ypFKpcLQoUPx+eefG5z74osvMHHixB7L7tmzB/369UNMTEyXDxaFhYWYMGEC/Pz8MHr0aPj6+hrdl+PChQvw8/NDHxnv0cU2nMg9OGsb/sorr+h7jDr8+OOPSE5ORkpKClJTU9G3r/vOP1YqlYKCiqO4bUAiIpK7efPmYfPmzTh37hzuvrt9vtLRo0dRUVGBZcuW9Vju1VdfRWNjI0pKSuDl1d7Mv//++zh+/Dhyc3MBtK92Fx8fj/feew9nzpzBqFGjALSHowMHDmDOnDnsmSEispCxLRqqqqoAAJGRkbKe40mAh67zMkdERCQb1dXVGD16NLy8vLB06VJotVps2LABw4cPR1FREXx9fXH+/HkUFxcjOjoakZGRAID9+/dj/vz5mDlzJubOnYuqqips2rQJMTExeP/99/XBp6qqSj/8Y/HixfDx8cGWLVvQ0NCA06dP6+9HRETWq6qqwtChQ/H8889j7dq1jq4OmeB+M8OIiJxEnz59UFhYiLFjx+K5557D5s2bMWfOHHzwwQfw9fUF0D5sLiUlBYWFhfpy8+bNw549e/DDDz8gMzMTe/fuxbJly/D3v/+9S69QREQETpw4AbVajZycHKxbtw7jxo1DcXExwxEREbkt9iARERERERHdxh4kIiIiIiKi2xiQiIiIiIiIbmNAIiIiIiIiuo0BiYiIiIiI6DYGJCIiIiIiotsYkIiIiIiIiG5jQCIiIiIiIrqNAYmIiIiIiOg2BiQiIiIiIqLbGJCIiIiIiIhuY0AiIiIiIiK6jQGJiIiIiIjoNgYkIiIiIiKi2xiQiIiIiIiIbmNAIiIiIiIius0lAtLHH3+MyZMnIzg4GAMGDMCSJUtQX1/v6GoREREREZGTcfqA9PHHH2PGjBlobm7Gyy+/jJSUFLz11lt44IEHcOvWLUdXj4iIiIiInIiHTqfTOboS1pgwYQKuXbuGs2fPwt/fHwDwxhtvYNGiRTh06BAefPBBB9eQiIiIiIichVP3IGm1WvTp0wfp6en6cAQAarUaAFBWVuaoqhERERERkRPycnQFrOHn54cPP/zQ4HhJSQkAYPDgwfauEhEREREROTGnH2LX2cWLF/HJJ59g6dKl6N+/Pz777DP4+fk5ulpEREREROQknLoHqbNr164hIiICABAQEIDXX3+d4YiIiIiIiERxmR6k2tpafPTRR2hubsZrr72GL774Avv27cO8efOMXq/VavHjjz8iMDAQCoXCzrUlIntoa2tDQ0MDwsPD+QsTF8M2nMj1sQ13XTdu3EBTU5Pdn+vv7w+lUmn2OpcJSJ01NTVh9OjRaGlpwTfffGP0mosXL+LUqVN2rhkROUJUVBSGDBli8hodWuHhOp3qLo9tOJH7YBvuWm7cuIG3334bbW1tdn+2QqHA448/bjYkueRXkr+/P2bPno3+eFqIAAAgAElEQVTXXnsNNTU16N27t8E1gYGBAICJUS0INh8kicgJ1d0A/n3KW//9booHvHALRdDhuh1q1vHMO+CJn9vtea6k4/+0z9F8+Gh++j+780njvxQzMHGhFNUiIhtiG+6ampqaHBKOgPZeyaamJtcOSOfOncMDDzyA5cuX46mnnupyrq6uDh4eHvD19TVatmNIRrASCAlxuU40IgIAeACA4CFY7T9YayWsT/fnkaU6/k99NNfhW3MVADD2d5WCynpM+z34r0/kDNiGk2M49T5Iw4cPx/Xr17Ft2zY0Nzfrj1+8eBHvvvsu1Go1goODHVhDIiKyB3HhiIiIqGdO3YPk5eWF119/HSkpKVCr1UhOTsbVq1exdetWeHp64vXXX3d0FYmISEJ3PvkNVF6XBV3LcEREREI4dQ8SACQnJ2Pfvn1obm7Gs88+i82bN0OtVuPUqVMYPXq0o6tHRGSRqqoqeHh4mHzl5+f3WP7w4cOYMmUKAgICEBQUhNjYWJw4ccJ+b0BmGI6IyNEyMjIQExNjcLy6uhrp6ekIDw+HUqmEWq1GcXGxoHuePn0aM2bMQGBgIJRKJeLi4lBRUWHjmrsfp+5B6pCQkICEhARHV4OIyGb69OmDvLw8g+NNTU14+umnERYWhrFjxxotW1BQgAcffBCjRo1CdnY2Wltb8cYbb0CtVuPTTz9FVFSU1NWXDQYjIpKDHTt2YPv27VCr1V2O19XVYerUqbh8+TIyMzMREhKCrVu34v7778epU6cwZsyYHu9ZUVGBmJgYBAQE4LnnngMAvPLKK5g8eTJKS0vRv39/Sd+TK3OJgERE5GoCAwORnJxscHzJkiVoaWnBX/7yF4SEhBgtu2TJEgwaNAgnT55EQEAAACA1NRUjR45EVlYWjhw5Imnd5YLhiIgcra2tDdnZ2Vi7dq3R8+vXr0dFRQXy8/MxdepUAMCjjz6KyMhIbNiwwegvyjps3rwZ9fX1KCwsxL333gsAmD59OqKiovDqq68iJyfH5u/HXTAgERE5ifLycrz++utIS0vDlClTjF5TW1uL0tJSLF26VB+OACA8PBxqtRofffSRvarrUAxHRORoWq0WkyZNQllZGVJTU3Hs2LEu53U6HXbu3IlZs2bpwxEA9O3bFxs3boS3t7fJ+58/fx69e/fWhyMAuO+++9CrVy+Ul5fb9s24GQYkIiInkZWVBX9/f6xbt67Ha5RKJSoqKozuG1JTUwMvL9dv9hmOiEgOtFotbty4gX379iEhIQERERFdzldVVeHSpUtYvnw5gPbA1NDQgKCgIIPta4wZMWIEjh49iurqavTp0wcAcO3aNWg0GvTr18/m78edOP0iDUREPdHWfe3oKthMWVkZDh48iIULF5r8wadQKDBixAiDsedlZWUoKipCdHS01FV1KIYjIpILpVKJysrKHufJV1a2b08QFhaGZcuWQaVSITg4GMOHD8fBgwfN3n/58uUYOHAgkpKSUFZWhvLyciQlJcHHxwfPPPOMTd+Lu3H9XyUSkdtp0JTe/lOAyeucyZtvvgmFQoGnn35adNn6+nqkpqYCAFauXGnrqskGwxERyYmnpyc8PXvui9BoNACANWvWwNvbG1u2bIFCoUBOTg7mzJmDw4cPIzY2tsfygwcPxurVq/Gb3/xGv2iPQqHAu+++22XYHYnHgERELuWncOQ6mpqasHv3bsTHx2PIkCGiyjY2NiI+Ph6lpaVYtWqVwQpKroLhiIiczc2bNwG0B6Wvv/5av/BOXFwchg0bhlWrVpkMSGvWrMG6deugVquRkZGBtrY2vPnmm0hISMD+/fsRFxdnl/fhihiQiMgldA9GAV/8Hc2t/QGMckyFutm7pxh79/yr21Fv/CrpOpKSkkyW/eSTT1BfX49HHnlE1DM1Gg1mz56NoqIiPP7448jOzhZZa+fAcEREUrOmDe9Jx1zRuXPndlmVVKVSIT4+Hrm5uaivr0dQUJBBWY1Gg5ycHEycOBHHjh2DQqEAACQmJuK+++5Deno6Ll68CF9fX4vq5u4YkIjI6RkLR3KTmBSNxKTu839CoMAvzZY9dOgQfH19MWvWLMHPu3LlCmbOnImSkhJkZGRg27Zt8PDwEFlrJzBxIQCdo2tBRC7Omja8JwMGDADQPgepu7CwMOh0uh4DUmVlJW7evImkpCR9OAIAb29vPPbYY1i+fDnOnTvX4355ZBoDEhE5LWcIRrZQVFSEiRMnQqlUCrq+rq5OH44yMzOxadMmiWtIRERijR49Gr6+vjhz5ozBuQsXLsDPz0+/Ol13HT1DbW1tBuc6jt26dcuGtXUvXMWOiJxOg6ZUUDi6VVFtrypJpqWlBWfPnhU14XbRokUoKSnB4sWLGY6IiGQqMDAQ8fHx+Oc//9klJF24cAEHDhzAQw891KV3qLNRo0ahf//+2LlzJ7Rarf64VqvFrl270Lt3b4wePVry9+Cq2INERE6jpwUYuoejWyWX2//gLW5BAzn65ptv0NzcjMGDBxs9f/78eRQXFyM6OhqRkZH46quvkJeXB5VKhXHjxmH37t0GZZKTk6WuNhERCbBhwwbk5+dj2rRpWLx4MXx8fLBlyxb4+/vjxRdf1F/Xva1XKBTYunUr5s+fj6ioKDzxxBNoa2vD22+/jXPnziEvL8/sRrPUMwYkInIKxsKR0V6jjnDkIq5evQoAPQ6vKywsxIIFC/DOO+8gMjISBQUFANon8C5YsMBoGQYkIiJ5iIiIwIkTJ7BixQrk5ORAp9NhypQpyMnJQWRkpP667m09ADz88MM4cuQIXnjhBaxevRoAMH78eBw6dAgPPPCAQ96Pq2BAIiJZc9dg1CEqKgo6Xc+LEKSlpSEtLU3/94ULF2LhwoV2qBkREYlRVVVl9HhkZCT+9re/mSzbva3vMH36dEyfPt0GtaPOGJCISJaEBiPAeDi6fmYo6oP7AeE2rxoRERG5MC7SQESyY4twRERERGQJBiQikhWGIyIiInIkBiQikg2GIyIiInI0zkEiIlmwdjEGhiMiIiKyBfYgEZHDSRWOfrjc17qKERERkdthDxIROZQU4eibC7c3Ve1tXd2IiIjI/bAHiYgcRtJwRERERGQB9iARkd0ZC0YAwxERERE5HnuQiMiuGI6IiIhIzhiQiMhu7B2OvtWEiqgdEREREQMSEdlJT/ONpApH/1cTLrKG8lRdXY309HSEh4dDqVRCrVajuLhY1D3Kysrg4+ODtWvXSlNJIiIyKyMjAzExMSavsaa9ZltvO24fkLR1Xzu6CkQuz9oNYAH3DEd1dXWYOnUq/vrXv+J//ud/8Ic//AGXL1/G/fffj/LyckH3aG1tRVpaGlpaWiSuLRER9WTHjh3Yvn27yWusaa/Z1tsWF2kgIklZG4562uPI1cMRAKxfvx4VFRXIz8/H1KlTAQCPPvooIiMjsWHDBuTl5Zm9x0svvYQzZ85IXVUiIjKira0N2dnZgnp1rGmv2dbblkv0IB0+fBhTpkxBQEAAgoKCEBsbixMnTggu39O8CCKyjj3D0f/VhLtUONLpdNi5cydmzZqlD0cA0LdvX2zcuLHLsZ6Ul5dj3bp1WLNmjZRVJSIiI7RaLcaPH4/nn38eKSkpGDBgQI/XWtNes623PacPSAUFBXjwwQeh0WiQnZ2N559/Hv/5z3+gVqtx6tQpwfdhSCKyLXuHI2Mu1AWaqqKsVVVV4dKlS5gxYwaA9sBUX18PAHjqqaeQnp5usnxraysWLFiAGTNmIDk5WfL6EhFRV1qtFjdu3MC+ffuQm5sLLy/jA7esaa/Z1kvD6QPSkiVLMGjQIJw8eRKZmZlYtmwZTpw4gcDAQGRlZYm6F0MSkW3IIRx9pQk2VUXZq6ysBACEhYVh2bJlUKlUCA4OxvDhw3Hw4EGz5devX4/Kykps27ZN6qoSEZERSqUSlZWVSEhIMHmdNe0123ppOHVAqq2tRWlpKRISEhAQEKA/Hh4ebtFKTwBDEpG17D3nyBhnD0cAoNFoAABr1qzB+++/jy1btmDXrl0ICAjAnDlzcPTo0R7LnjlzBi+88AI2btyIgQMH2qvKRETUiaenZ4+9Rh2saa/Z1kvHqRdpUCqVqKioQGCg4TCampoas1+UPWnQlCJQNdba6hG5HTG/YOhptTpj3GFBhu5u3rwJoD0off311wgJCQEAxMXFYdiwYVi1ahViY2MNyrW1tSEtLQ2TJ082OwyPiIgcx5r2mm29tJw6ICkUCowYMcLgeFlZGYqKijBz5kyL782QRGQbPfUeGdNT75Exzja0bu+eYuzd869uR73xq6TrSEpKMri+4xc/c+fO1YcjAFCpVIiPj0dubi7q6+sRFBTUpVxOTg7Kyspw/Phx1NTUAGjvbQeAxsZG1NTUIDQ0FJ6eTj2AgIjIrsS24UJY016zrZeWUwckY+rr65GamgoAWLlypVX3YkgiEs7evUfGyDUcAUBiUjQSk6K7HQ2BAr80en3HakdhYWEG58LCwvSLNnQPSB9++CGam5sRFRVlUC4nJwc5OTm4cOECIiIiLHofRETuSGwbLoQ17TXbemm5VEBqbGxEfHw8SktLsWrVKqjVakdXicit2bv3yJWMHj0avr6+Rve1uHDhAvz8/NCnTx+Dc6+88or+t4gdfvzxRyQnJyMlJQWpqano27evZPUmIiJhrGmv2dZLy2UCkkajwezZs1FUVITHH38c2dnZNrkve5GIzGPvke0FBgYiPj4e7733Hs6cOYNRo0YBaA9HBw4cwJw5c6BQKAzKTZgwweBYVVUVACAyMtLovCUiIrI/a9prtvXScomBiVeuXMG0adNQVFSEjIwM/PnPf4aHh4fN7s+V7YjEk0PvUVWD7doBR9iwYQNUKhWmTZuG7Oxs5OTkYMqUKfD398eLL74IADh//jx2796N8+fPO7i2REQkFbb19uX0Aamurg4zZ85ESUkJMjMz8dZbb9k0HHVgSCIyjr1H0omIiMCJEyegVquRk5ODdevWYdy4cSguLkZkZCQAoLCwECkpKSgsLHRwbYmISCps6+3L6YfYLVq0CCUlJVi8eDE2bdok6bM43I5IGDn0Hp274QmVSvDlshUZGYm//e1vPZ5PS0tDWlqayXtERERAp9PZuGZERCRGxxA4U3pqr9nW25dTB6SvvvoKeXl5UKlUGDduHHbv3m1wTXJysk2fyZBEZFt3jLogOCQN7/2j4JB0t/IWfrCmYkREROSWnDogFRQUAGhfoGHBggVGr7F1QAIYkojMabx3rqheJCIiIiK5cOo5SAsXLoROpzP5IiLnNHjoN4KvHamqk7AmRERE5E6cOiA5EhdtIGonpjfVc1x/CWtCREREZD0GJCswJBHZ3/DePwq+NiKQvchEREQkDgOSlRiSiIxrvHeu4GvvGHVBwpoQERERCceAZAMMSUSOx3lIREREZAtuH5D8gu+0yX0YkoiEETMPScxCDURERES24PYByZYYkshdcdl7IiIichUMSDbGkET0E6nmIYlZqIGIiIhIDAYk8LffRERERETUjgFJAuxFIjJNqnlIXKiBiIiIrMWAJBGGJHI37ImVRlRUFDw8PAxe8+fPN1muuroa6enpCA8Ph1KphFqtRnFxsZ1qTURE3WVkZCAmJsbg+OHDhzFlyhQEBAQgKCgIsbGxOHHihKB7XrhwAXPnzkVoaChCQ0ORmpqK6upqG9fc/Xg5ugJyEagaa/NQ06Ap5YdGIhHuGHUB188MFXTt8N4/4v9qwiWukWPpdDqcPXsWc+bMwbx587qcGzJkSI/l6urqMHXqVFy+fBmZmZkICQnB1q1bcf/99+PUqVMYM2aM1FUnIqJOduzYge3bt0OtVnc5XlBQgAcffBCjRo1CdnY2Wltb8cYbb0CtVuPTTz9FVFRUj/e8evUqpk2bhubmZqxYsQKtra3IyclBWVkZTp06BR8fH6nflstiQJIYQxK5u8Z75yLgi787uhpOqaqqCg0NDXjooYeQnJwsuNz69etRUVGB/Px8TJ06FQDw6KOPIjIyEhs2bEBeXp5UVSYiok7a2tqQnZ2NtWvXGj2/ZMkSDBo0CCdPnkRAQAAAIDU1FSNHjkRWVhaOHDnS4703bdqE7777DuXl5Rg5ciQAYNKkSZgxYwZyc3ORnp5u8/fjLjjEzg443I7IOu46D+nMmTMAoP/BJ4ROp8POnTsxa9YsfTgCgL59+2Ljxo1djhERkXS0Wi3Gjx+P559/HikpKRgwYECX87W1tSgtLUVCQoI+HAFAeHi4oGHRe/fuRUxMTJefEbGxsbjrrruwd+9e274ZN8OA1ImUPT0MSeQOxHwPiVmowV11D0gNDQ1my1RVVeHSpUuYMWMGgPbAVF9fDwB46qmn+BtFIiI70Wq1uHHjBvbt24fc3Fx4eXUduKVUKlFRUYHMzEyDsjU1NQbXd1ZbW4vz589jwoQJBufGjx+P06dPW/8G3BgDkh0xJBHZlqvvh/Tll18iODgYzz77LIKDgxEUFIRhw4aZ/M1gZWUlACAsLAzLli2DSqVCcHAwhg8fjoMHD9qr6kREbk+pVKKyshIJCQlGzysUCowYMQL9+3f9hWFZWRmKiooQHR3d470vXboE/H/27j0u6ir/H/hruN8dEFQQDUi84QqKwoYXQCGz1BQNoZCgwh9lpa7rJV3NXO9jlpuVrWUCuljbxbWyXLCQhLyEcomE+AZY3gUBuchlcH5/sEwMM8AAc+f1fDzmsfo5nzOfNz3WM7znnPM+gNysFAA4OzujqqoKVVVVvYi+b2OC1A73CxGpnroOjO2IoSyzy8/PR3V1NSorK5GYmIgDBw7A1tYWkZGRHe4jqqysBACsX78eX331Ffbs2YPExERYWVlh7ty5SE1N1eSPQETUZxkZGXU6C6RITU0NoqOjAQBr1qzp8L7q6pbPubZL81pZWloCUG7VASnGIg0axqINRKSsxYsXo7m5GUuWLJFei4iIwJgxY7By5Uo8+eSTMDY2lunT0NAAoCVR+uWXX2Bvbw8AmD17Nh588EG88sorCAkJ0dwPQURESqmrq8OcOXOQk5ODV155Ra7iXVsSiQQAIBAIOrynszbqHBMkLWCSRIasOyXzjXxccD/7mlL3DnX/Db+VDO1NaFp1JDkTR5J/aHfVFE9GViEyMlJhn/j4eLlrlpaWWLRoEV577TX8/PPPciW7ra2tAQBhYWHS5AgAhEIh5syZg4SEBNTU1MDGxqZ3PxARUR/SkzG8OyorKzFr1ixkZGTgmWeewZYtWzq9v3UMv3fvnlxb6zU7O7tex9VXMUFSQB1nIrXHJIlINTo6D2mUsBol0J0kICIyABGR7deT28MYj3b7vQYMGAAA0uILbbWuR2+9p32/1qINTJCIiJSnyjG8vVu3bmHGjBnIzs7G4sWLsW/fvi5nf4YObfnC8Pr163Jt165dg1AolH5hRt3HPUhaxKIN1Jdoeh+Svrt69Sq8vLywadMmubaCggIAgLu7/KG6Y8aMgbm5ubQCXlslJSWwsLCAk5OT6gMmIqJuq66uliZHy5cvx3vvvafU0jihUAh3d3dcuHBBru3ixYuYMGGCOsLtM5ggaRmTJCJSZPDgwaisrMT+/ftx9+5d6fXffvsNBw8eRHBwMAYNGiTXz9raGnPmzMGXX34pkySVlJTg2LFjePzxx+X2LRERkXYsWbIE2dnZWLp0KXbv3t2tvvPnz0dqaqr0SzMASE1NRWFhISIiIlQdap/CJXYd0MQyu1Zcbkd9mSr2IXW0zM7dVr8r+Lz99tuYN28eAgICEBcXh+rqauzduxcmJiZ4++23AQDFxcXIzMxEQEAAPDw8AAA7d+5EWloagoODsXTpUpiZmWHPnj2wtLTE1q1btfkjERHR/1y6dAlJSUkQCoXw8fHBoUOH5O6JiooCoHisX7VqFRITEzF9+nSsWLEC9fX12LlzJ3x9faX9qGeYIOkIJklkSNT5BUN3kyR9NnfuXBw9ehRbt27F6tWrYWlpiaCgIGzbtg0jR44EAKSnpyM2NhYffvih9EPTzc0NZ86cwerVqyESiSCRSDBlyhSIRCLpPUREpF2nTp0C0FKgITY2VuE9rYmOorHeyckJ6enpWL58OTZs2CA9zkEkEsHc3FwzP4SBEkha6wT2MRUVFUhNTUVwSBPs7Tv+T6DJJXBMkMiQKPq3Y3XxM4X3djSDVJUvv8cGQJfV7KSJ0iA7GD03BSEhITIV3TrSjOMAKrq8T3VUs8G3L1J2DCci/VVRIcB3qaYcww3MzZs3Fc6WaUpUVBQGDuz8C1XuQdIh3I9Ehq47hRo6M9T9t07bhznexDDHmyp5FhEREfUtTJB0DJMkIuV0lSQBwBDhHQ1EQkRERIbE4BKkxYsXIygoSGXvp41lb0ySyBB059+OkY9Lj56hTJJERERE1B0GlSB98MEH2L9/v7bDUAkmSUTKnYc01P036YuIiIiotwwiQWpubsamTZsQFxen7VBUikkSGSJV7UNSpG2yxISJiIiIekLvE6T6+nqMHz8er776KhYtWoTBgwer/BnKLBWyuvhZhxW6eoNJElHPDXK5oe0QiIiISM8YRIJ09+5dfPTRR0hISICJieEd7cQkifRVd/chKdqL1M+rRPoiIiIiUje9zybs7OxQVFSk9sRImYMv1bl0iMiQ1I0L63DG1cjHpcNzkdonSR2dk0RERETUU3qfIBkZGcHISPsTYepOjmorc3iQLPUZnSVJbXU1q1T9m7OqQiIiIqI+QvuZBSmNS+3IkHT1pUJPS3+3ZfPg1V6/BxEREfUtTJC6QRdmcJgkkSFRJklq+yIiIiJSNyZIeohJEukTVX6x0D5h6mtJU25uLszMzLBx48Yu783KykJoaCisra1hZ2eH2bNno7CwUP1BEhGR1OnTpzF16lRYWVlh8ODBWLJkCcrKyrrsd/v2bcTFxWHgwIGws7NDYGAgMjMzNRAxAQawB6mv4p4kMhSts0g9LZPfWZJkJHYCKnv0tjpHLBYjJiYGTU1NXd5bWFiIoKAgWFlZYcOGDQCA119/HZMnT0ZOTg5cXPpWYklEpA1paWmYMWMGhEIh1q5dC2NjY7z55pv49ttvkZmZCXt7e4X9qqurMXXqVFy7dg3Lly+Hvb099u7di+nTp+PcuXP405/+pOGfRLueeOIJpe8VCAT4+OOPe/1MJkjdpEw1u/Zaf/FTdSEHJklkSNr++1DHmWL6btu2bcjPz1fq3jfffBM1NTVIT0/HuHHjAADTpk2Dn58f3njjDYhEInWGSkREAF566SUYGxsjMzMTDz74IABg3rx5GDt2LLZs2YJdu3Yp7Ldjxw4UFhYiLS0NU6dOBQAsXLgQHh4e2LlzJ5KSkjT2M+gCV1dXCAQCSCQS6TWBQAAAMtfaXu8tLrFTs7a/6PEgWeqrupvI140Lk3v1ZXl5edi8eTPWr1+v1P3FxcVwdHSUJkcAMHHiRPTv3x95eXnqCpOIiP6ntLQUP/30ExYtWiRNjgBg5MiRmD17NhISEhT2k0gkOHjwIB577DFpcgQAgwYNwq5du2Su9SVNTU3Izc2VvhobGwFA5poyKyyUxRmkHlB2FklRQmR18bM+/8se9U1tk6SeJPZd/bsx1FknsViM2NhYhIaGIioqSqkkydPTE6mpqbh9+zacnJwAAHfu3EFlZSWcnVn6nIhI3a5ebamiqmg53LBhw/DZZ5/h999/x5AhQ2TaSktLcfXqVaxatQpAS8JUW1sLGxsbvPDCC+oPXEc1NDTg5MmT0r97eHjAzMxM4TVVMLgZpNLSUqSlpWk7jE6p+hc5ziKRvrEWeqt8eaiiWaf6EdNU+gxt2LFjB4qKirBv3z6l+6xatQqurq6IjIxEbm4u8vLyEBkZCTMzM7z88stqjJaIiADA2toaQMt+ovbKy8sBADdu3JBrKyoqAgAMGDAAK1euhFAohK2tLYYNG4YvvvhCjRHrP1UtrwMMMEHqq5gkkT5qTZTavugP+fn52LRpE3bt2gVXV1el+w0dOhRr167FqVOn4O3tjbFjx+LkyZP417/+JbPsjoiI1GP06NGws7PDp59+KrNPpr6+HidOnJD+ub3KypbKQuvXr8dXX32FPXv2IDExEVZWVpg7dy5SU1M18wPoOCOjlhSmbVIkEAhw//591by/St6lD+rtL3Lcj0SkmKKkqS8mUM3NzYiJicHkyZMRFxfXrb7r169HfHw8Jk2ahMOHDyMxMRF+fn4IDw/nN5BERBpgZmaGv/zlL8jKysJTTz2FvLw8ZGdnY8GCBaitrQUAmJjI73RpaGgA0JIoZWRkICYmBosWLUJ6ejqEQiFeeeUVjf4cuqC5uRkWFhbSpMjU1BSWlpYAWr4QBABbW1tYWlqqbB8S9yBpkTr2I7GyHRm6zv7/rctfEhxJzsSR5B/aXTXFk5FViIyMlLtfJBIhNzcXp0+flp6ZUVFRAQCoq6tDWVkZHBwcpB8YrSorKyESiTBhwgScPHkSxsbGAICIiAhMnDgRcXFxuHz5MszNzVX/QxIRGajujuFAy5dVlZWV+Mc//oHk5GQAwOzZs7F69WqsWbMGDg4Ocn1al+aFhYXJlAEXCoWYM2cOEhISUFNTAxsbG9X8YHqgtrYW/fr1Q2hoKAoLC+Ht7S2tavf444/jxo0bcHR0hJGREW7fvq2SZzJB0jImSUSq0/7/940S1a1H7q2IyABERAa0u2oPYzyq8P5vvvkGjY2N8PPzk2sTiUQQiUQoKSmBm5ubTFtRUREaGhoQGRkpTY6Alm/cnnrqKaxatQoFBQXw9uYYQUSkrO6O4UDLMrA33ngDa9asQVFREYYMGYIHHngA69atg7GxMR544AG5PoMHDwbQsgepvQEDBkAikfS5BOmXX37BhAkT4OXlBS8vLwDAvXv3cO7cOUydOlX630wsFuP06dMqeSYTpF7oyZlIijBJIqL2Xn/9dVWRiMYAACAASURBVOmMUaubN28iKioKixYtQnR0NAYNGiTXr3VmqLm5Wa6t9Zqq1mgTEVHHkpOT4ezsjKCgIAwcOFB6PT09Hb6+vrCwsJDrM2bMGJibmys8966kpAQWFhbS6qR9RUZGBmxtbTFixAgALcsQjx8/jsuXL+PGjRvw9PREU1MT8vPzpXu4eosJko5gkkREbfn6+spdKy0tBdBSyjQkJERhPy8vL7i4uODgwYN46aWXpB/A9fX1SExMhKOjI8aMGaO2uImIqMUbb7yBuro6ZGdnS/cbffXVVzh9+nSH5yBZW1tjzpw5OHr0KPLz86UzJiUlJTh27Bjmzp0rszqgL7h//z5SUlKQnZ2N+/fvo6ysDGKxGEBLOfXWkuqqxASplzqbRaobF9atYgw8I4mIuqu4uBiZmZkICAiAh4cHjI2NsXfvXixYsAB+fn549tln0dzcjAMHDqCgoABJSUkwNTXVdthERAZv9erVWLBgAWbNmoWwsDCUlpZi9+7dmDFjBp566ikA8mM4AOzcuRNpaWkIDg7G0qVLYWZmhj179sDS0hJbt27V5o+kFc7Ozpg3bx4sLCwgFovxn//8B5cvX8a0adPQ0NCAjIwMlT+TVex0DM9IIqLuSE9Pl1Y4ajVv3jykpKTAwcEBa9euxfr162Fvb4/jx49LP5SJiEi95s+fj+TkZNy4cQPLly/HkSNHsHLlSnz22WfSWSBFY7ibmxvOnDmDwMBAiEQibN68GT4+PsjMzJQmUX1JUFAQzM3NIZFIYGxsjODgYACAq6sr/P398dBDD6n8mZxB6gO41I7IMLi5ucmcpwEAMTExiImJkbt32rRpmDZN/w/KJSLSZxEREYiIiOiwvaMx3MPDA//+97/VGJn+cHR0BAAcPXoUNjY2CA0Nha2tLTIzMzF79myMHDkSP/zQvsJg73AGSQU6Sz56smSOZyQREREREbXsoW1oaEBJSQny8vLQ1NQEFxcX/N///R/u3bsHW1tblT+TCZKOYpJERERERH1dcXExLCwsMHz4cADAjRs34OrqCktLS5ibm6ulMiuX2OkwVrYjIkPU3NyMwsJC5ObmSl9ffvmltsMiIiIlaXocl0gkmDVrFmpra2FqagpnZ2eMHj0axsbGuHXrlsqfxwRJRVRZza4tJklEpM9u3bol8wGam5uLS5cuoaGhQduhERGRErQ9jo8dOxZAS5JkZWUl09bc3IwzZ86o/JlMkPQAkyQi0heJiYkyH6KKvtkTCAQQCATSv7cvPEFERNqja+N4aWkpLl++jIaGBulzJBIJGhsbcfPmTdTU1Kj8mUyQVEhds0gAz0giIv0QGxsr/QBr/wEKAGZmZhg+fDhGjx4NLy8veHl5YfTo0doIlYiIFNC1cfzzzz/vsM3Z2RlCoRBXrlxR6TOZIOkRVSdJnEUiInURCAQYNGgQpk6dKvMB6unpCSMj1gciItJ1ujSOW1hYwM7OTu65jz/+OKysrJCcnIzGxkaUl5er5HlMkIiISGVsbGxQU1MDiUSC8vJyDBo0CC+88AIcHBy0HRoRESlB18bxP//5z3jooYfkZrKAlqV2EokEkZGRkEgkSEpKQllZWa+fya/xVEzVZyK1p47y30REqvLLL79g8eLFMDExQVNTE/bs2YMHH3wQ27dvZ2EGIiI9oGvjuLd3y+/WrclQ2xfQMtPV+ufg4GCVPJMJkh5ikkREumrgwIF49913kZubi9mzZ0MgEODu3btYu3YtPD098eGHH7IoAxGRDtO1cdzU1BRisRiJiYl4//33ZV61tbUAIP37N998o5JnMkHSU0ySiEiXjRw5EkePHkVaWhomTpwIgUCAK1eu4Nlnn4WPjw++/vprbYdIRESd0JVxvKCgACUlJbhz5w6qq6tlXgUFBcjPz5e5pgpMkNRA3cvsWjFJIupbcnNzYWZmho0bN3Z5b0lJCcLCwuDg4AAHBwdER0fj9u3b6g+ynSlTpuDMmTNITk6Gu7s7BAIB8vLy8Nhjj2H69OnIysrSeExEROpWWloqrQDX0SstLa3D/idOnMCUKVNgZWUFGxsbhISEqOW8H2VoexxPTU3Fl19+CYlEAnt7e7i4uEj3Q6Wnp+PEiRMqfyaLNOg5lv8m6hvEYjFiYmLQ1NTU5b3l5eUIDg5GY2MjVq9eDbFYDJFIhNzcXJw7dw5mZmZqj7eiogL9+vWTVhwKDw9HWFgY3n77bfz9739HRUUFvvvuO/j5+WHhwoX417/+pfaYiIg0xcnJCUlJSXLX7927h5deegkDBgyQ7q1p79SpU5g5cya8vLywZcsWiMVivPPOOwgMDMT3338PPz8/dYcPQLfG8ZEjR2Lq1KmwsbGRXqupqUF6ejoKCgpU/jzOIKmJpmaRAM4kEfUF27ZtQ35+vlL37t69G1euXMHJkyexevVqrFu3Dp988glycnKQkJCg1jgvX76MiRMnon///rCxscHmzZulbSYmJli6dCl+/fVXrFy5EhYWFgCAI0eOqDUmIiJNs7a2RlRUlNwrPz8fTU1NOHz4MOzt7RX2XbZsGYYMGYKzZ89i+fLlWLlyJc6cOQNra2usW7dO7bHr2jju4eGBmTNnwtraWqZAg7W1NR599FF4eHio/JlMkAwEkyQiw5WXl4fNmzdj/fr1St1/5MgRBAUFYdSoUdJrISEhGDFihNqTkRdffBEXLlyAQCBAQ0MDNmzYIN00Gxoaiu+//x79+vXD9u3bUVhYiKioKJ6LRER9Ql5eHt566y3ExMRgypQpCu+pqKhATk4OwsPDYWVlJb0+cOBABAYGIjMzU+1x6to47u/vD4FAgF9//RXJycnYv38/Dh06hIKCAkgkEvj7+6v8mfxU6sN4SCyR7hOLxYiNjUVoaCiioqK6vL+iogLFxcXw9fWVaxs/frza14qnp6dDIpFg5syZeP755yEQCPDpp59K22bOnCmdCRsyZAgSEhJw/vx5tcZERKQL1q1bB0tLS5kZmfbs7OxQWFiI5cuXy7WVlZXBxET9u2N0bRx3cnKCWCzGl19+iRs3bqCmpga3b9/G119/DbFYDCcnJ5U/kwmSGmlymR0RGaYdO3agqKgI+/btU+r+q1evAgAGDx4s1+bs7IyqqipUVVWpNMa2rK2tAQCHDx/G3r178fDDD+PSpUtoaGjAgAEDUFdXh+3bt8v0GTdunNriISLSBbm5ufjiiy8QHx8PZ2fnDu8zNjaGp6cnXFxc5PpnZGQgICBA3aHq3Djeuve2/SyViYkJBAIBxGKxyp/JBImISEfl5+dj06ZN2LVrF1xdXZXq01ritO3SjFaWlpYAID03Qh3mz58PAPjtt98AANOnT8f169dhbm6Or776CgKBAKdPn1bb84mIdNG7774LY2NjvPTSS93uW1NTg+joaADAmjVrVB2aHF0bx69fvw4TExMsWLAAAwYMANDyeRYeHg4TExPcuHFD5c80iARJV8rZ6hMuryPSbc3NzYiJicHkyZMRFxendL+2J4t3pLO23nryySdhY2ODuLg4FBcXY9SoUbh+/ToAwNPTEwCkfyci6gvu3buHQ4cOYc6cOXjggQe61beurg5z5sxBTk4O1qxZg8DAQDVF+QddG8czMzPR2NgIFxcXCIVCAC2zSgMGDEBjYyMyMjJU/ky9L/OtC+VsO2Mt9EZtZY7CtrpxYSyuQNRHHEnOxJHkH9pdNcWTkVWIjIyUu791HDt9+jTKysoAtOwvAlo+MMvKyuDg4CC35KC1BOq9e/fk3rP1mp2dXW9/nA5NnjwZEokE586dw7BhwzB48GDU19fjn//8J65duwbgj+UbRET6ortjeFvfffcdampq8MQTT3TrmZWVlZg1axYyMjLwzDPPYMuWLd2Mumd0bRy/desWkpOT4efnJ50AEYvFOH/+PC5duoQ7d+6o/JndSpCqq6tha2ur8iB6o7WcbV5enrRik7+/P0JDQ5GQkNCtb177Cs4eEWleRGQAIiLbrx23hzEeVXj/N998g8bGRoXnXYhEIohEIpSUlMDNzU2mbejQoQAUf7t37do1CIVCtX+wtZ2hat0TFR8fL72mjopDRETq1N0xvK3jx4/D3Nwcjz32mNLPu3XrFmbMmIHs7GwsXrwY+/btU+vsf3u6No6Xl5fj66+/lrmmjpmjVt1KkHx8fKQZnK7oqpytLiRInEUiou56/fXXpTNGrW7evImoqCgsWrQI0dHRGDRokFw/oVAId3d3XLhwQa7t4sWLmDBhgtpiBoDXXnsNbm5uuHr1KrKysvDDDz9Iv3EEAHt7+04rOBERGZqMjAxMmDBB6dn76upqaXK0fPly7N69W80RytK1cXzGjBnduv/EiRO9fma3EqSSkhJMmTIFr732mkY2iXWltZztggUL5NrGjx+P48ePayEqIqLeU1Smu7S0FEDLoXkhISEd9p0/fz7efPNNFBQUYOTIkQCA1NRUFBYWYuXKlWqJt9Xf/vY3uWtXrlxBdnY2ampqEBQUpDCxIyIyRE1NTfj555+xePFipfssWbIE2dnZWLp0qcaTI0D3xvHRo0crNXsmkUggEAg0nyABLWv+1q1bh9TUVCQlJXVaqlDdlC1n269fP02HprO4vI7IsBQXFyMzMxMBAQHS08RXrVqFxMRETJ8+HStWrEB9fT127twJX19fpc5S6o20tDT4+vrKLMd2dXVVugofEZEh+e2339DY2Chd/txe+zH80qVLSEpKglAohI+PDw4dOiTXp6+N461fDrYSCASwsrKCo6MjGhsb1VIwolsJ0gcffIBly5ahuroa3333Hby9vXHgwAHMmjVL5YEpQ9lytrqQIHGZHRGpQ3p6OmJjY/Hhhx9KEyQnJyekp6dj+fLl2LBhA6ysrDB37lyIRCKYm5urNZ7p06cDAEaMGAE/Pz9MnDgRfn5+8Pb21nrRHCIiTSsvLwfQcXGc9mP4qVOnALQUaIiNjVXYR90Jkq6N459//rnC60OHDsX8+fPx888/o7CwUKXP7FaCFBsbi6CgIERHRyMjIwNlZWV4/PHHsWTJEuzatUvj/9G0Xc5Wl/DgWSLD5+bmJh33WsXExCAmJkbu3hEjRmh1mXFBQQEKCgqQmJgIADAzM8PYsWMxceJE6YftqFGj+swYTUR9k5+fn9y43Vb7MTw+Pl6mGII26fo4/ttvv6GhoQEBAQEqT5C6fQ6Su7s70tPT8fe//x0mJiaQSCR4++234e/vj4KCApUG1xVtl7MlIiJZW7duxdy5c+Hq6gqBQCB9NTU14ccff8S7776LZ555BmPGjEG/fv0QHBys9n1RRESkPF0bx62srORetra28Pb2hrm5uVoqbPfoHCSBQIB169bh4YcfxuLFi5GTk4OcnByMHz8efn5+Mq+O1lyqgi6Us+0OLrMjIkO3evVq6Z9v3ryJ8+fP4/z58zh37hx+/PFHmfMqamtrcerUKZw6dQoikUgb4RIRUTu6No53NaN269YtlT+zVwfF1tbWwsPDAzk5ORAIBKivr8f333+P77//XnrPgAED1HbarrbL2eobFmggIk0aOHAgZs2aJbNPtaSkRPphe/78eVy4cAE1NTVajJKIiDqiC+N4Z0sUKysr8e2336r8md1OkBobG3Ho0CHs2bMHP/30E4CWGSWJRAJTU1M0NTXJ3K+OrK4tbZazJSIieUVFRbh48SIGDBiAcePGyRTKcXd3h7u7O8LDwwG0fPD9/PPP2gqViIgU0KVx/OOPP5a7JpFIUF9fLzObpUrdSpA2bNiA9957D2VlZdLggJbNwH/5y18QHR2NW7duyWSVWVlZqo+6DW2Ws+0JdSyzY4EGItIVCQkJeO6559Dc3Ayg5Qu04cOHw9/fX/oaO3YsTExMpO1eXl7aDJmIiNrQtXG89VgfTepWgrR582bpbBEABAUFYcWKFXjsscek9wwZMgRDhgxBWJhmfmnXZjlbIiKStWnTJjQ3N8tUNSosLERhYaG0EpKFhQXq6uq0FSIREXVC18fxiIgI2NjY4P3335f5syp1e4mdsbExwsPDsWLFCowbN06lwfSUtsvZapvVxc84i0REOuHatWuwtLTExo0bUVdXh6ysLJw/f15muXV9fb0WIyQios7o+jhua2srrVzX9s+q1K0E6a9//StefvllnojeS50tsyMi0mdubm7w9PSU2wP6+++/49y5c9IXERHpJo7j3UyQdu7cqa44iIjIADzxxBP44IMPUFdXBysrK+n11uXX8+fP12J0RETUFY7jPTgoljTvfvY1bYdARKQUPz8/NDQ0ICIiAlVVVdoOh4iIuonjeC/PQSIiImrr8ccfh0QiwZdffolhw4Zh/vz5mDx5Mvz8/DB8+HBth0dERF3gOM4ZJK3hoa1EZIgEAoH0VV5ejn/+85+Ijo7GyJEj4eDggBkzZmD9+vXaDpOIiDrAcZwJksHoyflJRKT7vv32W0yePBm2trYYPHgwli1bptSJ5SdOnMCUKVNgZWUFGxsbhISE4MyZM2qP9/PPP8fatWsREhICoVAo80FbVVWFlJQUbNmyRe1xEBHpmtzcXJiZmWHjxo1d3puVlYXQ0FBYW1vDzs4Os2fPRmFhofqDBMdxgEvs9Mb97Gsw8nHRdhhEpEHffvstQkND4evri+3bt+P333/Hnj178OOPPyI9PR1GRoq/4zp16hRmzpwJLy8vbNmyBWKxGO+88w4CAwPx/fffw8/PT20xz549G7Nnz5b+/ZdffsHZs2elVY9ycnLQ2NiotucTEekisViMmJgYNDU1dXlvYWEhgoKCYGVlhQ0bNgAAXn/9dUyePBk5OTlwcVHv74O6Po5nZWXBzMwMAPDjjz+q5dxTJkhERDpq5cqVGDp0KE6dOgVLS0sAwNChQ7FkyRKcOHECM2fOVNhv2bJlGDJkCM6ePSutQBQdHY1Ro0Zh3bp1SElJ0djPMHz4cAwfPhyLFi0CADQ1NeHixYsaez4RkS7Ytm0b8vPzlbr3zTffRE1NDdLT06Vnjk6bNg1+fn544403IBKJ1BmqHF0bxy9cuCD9s7ri4BI7IiIdVF9fDycnJ8TFxUmTIwAIDAwE0LJUQ5GKigrk5OQgPDxcpjzrwIEDERgYiMzMTPUG/j+ffPIJnn76aTz66KOIjY3F4cOH0dTUBFNTU7XOYBER6Zq8vDxs3rxZ6X07xcXFcHR0lCZHADBx4kT0798feXl56gpTjj6M4z4+Phg3blyHKyp6ijNIREQ6yMLCAt98843c9ezsbAAtM0mK2NnZobCwENbW1nJtZWVlMDFR77AvkUiwYMECfP755zLXExISsHnzZhw7dgyenp5qjYGISFeIxWLExsYiNDQUUVFRSiVJnp6eSE1Nxe3bt+Hk5AQAuHPnDiorK+Hs7KzukPVqHB8yZIg0FlXOJnEGqQ+prczRdghE1EOXL1/GwYMH8fLLL2PMmDGYN2+ewvuMjY3h6ekpt0Y9NzcXGRkZCAgIUGuce/bswdGjRyEQCGBnZyezubd1XX1fPVeDiPqeHTt2oKioCPv27VO6z6pVq+Dq6orIyEjk5uYiLy8PkZGRMDMzw8svv6zGaFvo0zh++vRpNDY2YtKkSejfv7/K3pcJko5re0hsVwfGspIdkWG6c+cO3NzcEBsbi/r6erz11luwsLBQun9NTQ2io6MBAGvWrFFXmACADz/8EBKJBEuXLkVlZSWAlm8jP/jgA/Tv3x/Xr1/H9u3b1RoDEZEuyM/Px6ZNm7Br1y64uroq3W/o0KFYu3YtTp06BW9vb4wdOxYnT57Ev/71L5lld+qia+P4Qw891OFr5MiRKCsrg6mpKZ544gmVndPEBImISMcJBAIcOXIEiYmJGD16NEJCQvDpp58q1beurg5z5sxBTk4O1qxZI93DpC5FRUUAgHXr1slcX7RoERISEiAQCHDs2DG1xkBEpG3Nzc2IiYnB5MmTERcX162+69evR3x8PCZNmoTDhw8jMTERfn5+CA8PxxdffKGmiP+ga+P4n//8506TJBcXFwgEAlhaWmLWrFkqeSb3IBERacCR5EwcSf6h3VVTPBlZhcjIyE772tvbY+HChQCABQsWYMyYMVi+fDnmz5/fab/KykrMmjULGRkZeOaZZzRyboWNjQ3q6+tRV1cnt9xh6tSpAIDS0lK1x0FEpErdHcNFIhFyc3Nx+vRplJWVAWgpogO0fHFVVlYGBwcHueIClZWVEIlEmDBhAk6ePAljY2MAQEREBCZOnIi4uDhcvnxZLaWtW+naOH7nzh0IBAKNPQ9ggqRTuESOyHBFRAYgIrL9/h97GOPRbr1P6zdk//jHP1BWVgZHR0eF9926dQszZsxAdnY2Fi9ejH379mnkA8bf3x9fffUV/va3vyEhIUGmrbXynqmpqdrjICJSpe6O4d988w0aGxsVVnsTiUQQiUQoKSmBm5ubTFtRUREaGhoQGRkpTY6AlnHzqaeewqpVq1BQUABvb+/e/kgd0rVxvH0MmsAldn0MCzUQ6YeCggK4ubnhnXfekWurrq6GQCDo8BvE6upqaXK0fPlyvPfeexr79m3FihUwMjJCUlKSdO06ALzwwguYM2cOJBIJJk+erJFYiIi05fXXX0dKSorM69ChQwBalqqlpKRg0KBBcv1ax/Xm5ma5ttZr9+/fV2PkHMcBJkh6h4UaiPqGYcOGoaqqCvv27ZM5sfzy5cv45JNPEBgYCFtbW4V9lyxZguzsbCxduhS7d+/WVMgAgKCgIIhEIvTv3x9CoVB6ff/+/aioqICNjY1GlvoREWmTr68vQkJCZF6TJk0CAHh4eCAkJERhsR0vLy+4uLjg4MGDqK+vl16vr69HYmIiHB0dMWbMGLXGznGcS+yIiHSSiYkJ3nrrLSxatAiBgYGIiopCeXk59u7dCyMjI7z11lsAWg4UzMzMREBAADw8PHDp0iUkJSVBKBTCx8dH+o1lW1FRUWqNffny5dKNsr6+vrh69SosLCwQEBCAdevWYeTIkWp9PhGRvmg/hhsbG2Pv3r1YsGAB/Pz88Oyzz6K5uRkHDhxAQUEBkpKSNLK8TRfH8QceeABDhw5Fv379pDNtDQ0NqKioQGlpKa5evaqyZzFBIiLSUVFRUTAzM8OOHTvwl7/8BdbW1pg+fTq2bNkiLWWanp6O2NhYfPjhh/Dw8MCpU6cAtGz0jY2N7fB91a314L5z586p/VlERPqq/RgOAPPmzUNKSgo2bdqEtWvXAgDGjx+P48eP45FHHtFYbLoyjpuZmSEsLEx6vp9EIpFpFwgE8Pf3x++//45jx46hoaGh189kgkREpMPCw8MRHh7eYXtMTAxiYmKkf4+Pj0d8fLwGIiMiou5wc3OT++W+/Rjeatq0aZg2bZqGItNtgYGBcHZ2RnNzM65du4a7d+9CLBYDaCkWYWNjAxcXFwwZMgRBQUE4ceJEr5/JBEmHdbXfiIhU6151Ee43q26KvitGxoNho3gbEREREaFlJuv+/ftISEiQKRrRVr9+/RATE4MHH3xQJc9kkQY91NtCDaxkR0RERET6wNjYGPfv30ddXV2H99TV1eH+/fsypdF7gzNIRERERESkk65evQo3Nzc89dRTKCoqQk1NDZqamgC0FDSys7PD8OHDYWpqqrIDbJkg6QiW5yYiIiIikpWWloYFCxZAKBQqPHgXaCncUFNTg++++04lz2SCpCVc5kZERERE1Lk7d+7g4MGD+NOf/gQ3NzfY29vLlfm+fPkycnNzZc4N7A0mSEREREREpLMaGxuRlZWFrKwsjTyPCZKeup99DUY+Lh22W138DHXjwjpsr63MgbXQWx2hEekti4JvgZp8zT3QxguYuFRzzyMiItJTHh4eaGpqwu+//y7XNnjwYFy7dk2ujHpPGVQVu19//RWWlpZIS0vTdihERERERNRLJiYmWLBgAebOnYsRI0YovCcsLAzR0dGwsrJSyTMNJkGqrKzEvHnzUF9fr+1QiIiIiIhIBR566CEMGTIEYrFYYalvU1NTNDQ0oH///pgyZYpKnmkQCdKlS5fw0EMPIS8vT9uhqAwPiSUiIiKivs7T0xMAkJycjMzMTACAhYUFgoOD4ePjg6amJiQlJaG5uRnu7u4qeabeJ0gJCQnw8fFBeXk5nnvuOW2HQ0REREREKmJjY4Ompibcvn1bek0sFsPHxwdBQUEwNTXFvXv30NTUBFNTU5U8U+8TpNzcXERERCAvLw+TJk3Sdjg6pauzlVhqnEj3nThxAlOmTIGVlRVsbGwQEhKCM2fOdOs9cnNzYWZmho0bN6onSCIiUohjeO9VVFTAzMwMU6ZMgYWFBSwsLBAYGAgAMDIywrx58zBr1iyYm5ujvLxcJc/U+yp227Ztg5mZmbbD0IquKtkRkX47deoUZs6cCS8vL2zZsgVisRjvvPMOAgMD8f3333d4YF5bYrEYMTEx0lPHiYhIMziGq8b58+cxc+ZMTJw4ERMnTpRev3nzJpqbmzF48GAIBALpvaqgkwnSjRs3Om23sbGBjY0NABhEctTVTA8RaYbkl9uQ3NLc/j/BgAHAxI7bly1bhiFDhuDs2bPSyjzR0dEYNWoU1q1bh5SUlC6fsW3bNuTna7B0ORGRlkjOv6eFoxoe7bCZY7hqFBQUwNraGpMmTYKxsTEAoLa2FikpKaipqUFwcDBsbGzw008/oaioSCXP1MkEydnZudP2devWYfPmzRqKhohI8yoqKpCTk4MVK1bIlC0dOHAgAgMD8d///rfL98jLy8PmzZuxfv16rF+/Xp3hEhFRGxzDVSsrKws//fQTnJ2d0dzcjGvXrqG5uRkA8NVXX6n8eTqZIO3fv7/T9nHjxmkoEvXg3h8i6oqdnR0KCwthbW0t11ZWVgYTk86Hb7FYjNjYWISGhiIqKqrPf7gSEWkSx3DVa2hoQGlpqUaepZMJEqvRqY7Vxc9QNy6sw/bayhxYC701GBERKcPY2Fha3nT+DAAAIABJREFU2rSt3NxcZGRkYMaMGZ3237FjB4qKinD06FGIxWJ1hUlERApwDNdvel/Frq/jeUlEfUdNTQ2io6MBAGvWrOnwvvz8fGzatAm7du2Cq6urpsIjIqJOcAzXH0yQdBCTHiJqr66uDnPmzEFOTg7WrFkjLXHaXnNzM2JiYjB58mTExcVpOEoiIlKEY7h+0ckldkREhuajC2J8dLFZ9qJZAZ4ySkZkZGSnfSsrKzFr1ixkZGTgmWeewZYtWzq8VyQSITc3F6dPn0ZZWRmAls3CQMsHdFlZGRwcHGBkxO/HiIiUdeRkNT76tkb2okkNnnyeY7ghYoJERPQ/Nb+6QPxblVre+xFz4JE/y14zGToK9l18sN66dQszZsxAdnY2Fi9ejH379knPe1Dkm2++QWNjo8LzNUQiEUQiEUpKSuDm5taTH4OISGf98sEQ3CtqVMt7jwKw0VL2mqXngxjNMdwgGVSCFBMTg5iYGG2HoXdYqIFIN1VXV0s/WJcvX47du3d32ef111+XftvY6ubNm4iKisKiRYsQHR2NQYMGqStkIiL6H47h+sugEqS+6n72NRj5uHTY3lUlOyLSTUuWLEF2djaWLl2q1AcrAPj6+spday2L6uHhgZCQEFWGSEREHeAYrr+YIOmBqnx39PMq0XYYRKRBly5dQlJSEoRCIXx8fHDo0CG5e6KiolBcXIzMzEwEBATAw8NDC5ESEVF7HMP1GxMkLbO6+Jm2QyAiHXTq1CkALZt7Y2NjFd4TFRWF9PR0xMbG4sMPP+SHKxGRjuAYrt+YIGlYbWWOtkMgIj0QHx+P+Pj4Lu9TZu+lm5sbJBKJiiIjIqKucAzXb0yQCAALNRABwPVrg3CvpFZjz7M0GQR7jT2NiMiwJV56AKW5xhp7npvYFds19jTSJBZR1zEdHRJble/eo36tuJSPiIiIiKhrTJCIiIiIiIj+hwkSERGRGkm+exWS717VdhhERKQkJkhEREQawCSJiEg/MEEiIiJSk/ZJEZMkIiLdxwRJx3VVnKGt3hZqYAlyIiLVaU2GcjZ7yl1nokREpLtY5luPVOW7o59XibbDIDJYVyr6o6KsRmPPs3fsj9EaexppUvsEqDVJ8v5bkcw9guDXNBoXkSH7b/W/cbHyosaeN656HLZjpcaeR5rDGSQiIiI1aT97pGg2iYiIdAsTJC3i2URERIano6V1rZgkERHpNiZIGtTVHp+u9hAREZFuU5TsiC4Mh+jCcJlr3JdERKS7mCAZGBZqIDJcixcvRlBQkFL33r59G3FxcRg4cCDs7OwQGBiIzMxM9QZIUq0JUNvESFGSxNkkIsNWUlKCsLAwODg4wMHBAdHR0bh9+7ba+pFqMEHSM92pakdEhuODDz7A/v37lbq3uroaU6dOxccff4znn38ef//733Ht2jVMnz4deXl5ao607+pqaR2g/GwSEem/8vJyBAcH48yZM1i9ejVWrFiBY8eOITQ0FI2NjSrvR6rDKnZERP9TUmOF65W2Gnuec41Vl/c0Nzdjy5Yt2Lhxo9Lvu2PHDhQWFiItLQ1Tp04FACxcuBAeHh7YuXMnkpKSehoydaCjpXUA8FHlOwCAhcIXZNpWjv9F+veczZ5yFe4AsModkR7bvXs3rly5gry8PIwaNQoA4O/vj9DQUCQkJCAuLk6l/Uh1OINERKSj6uvrMX78eLz66qtYtGgRBg8e3GUfiUSCgwcP4rHHHpMmRwAwaNAg7Nq1S+YaqZ6ipXWtWhOlVlxyR2TYjhw5gqCgIGmSAwAhISEYMWIEjhw5ovJ+pDpMkHQYl9MR9W319fW4e/cuPvroIyQkJMDEpOtJ/9LSUly9ehWhoaEAWhKmmpqWs51eeOEFfvOoBp0trWufFClKkrjkjsjwVFRUoLi4GL6+vnJt48ePR1ZWlkr7kWoxQeqDWKiBSD/Y2dmhqKgI4eHhSvcpKmpZpjVgwACsXLkSQqEQtra2GDZsGL744gt1hUpttF9a195Hle8oNZvUFpMkIv1y9epVAFA48+/s7IyqqipUVVWprB+pFhMkPdTVzBLLhRMZBiMjI6VmjdqqrKwEAKxfvx5fffUV9uzZg8TERFhZWWHu3LlITU1VR6h9VvvZI0VL6zrSkySJiRKRfqiurgYAWFnJ7zW1tLQEANTW1qqsH6kWEyQiIgPS0NAAoCVRysjIQExMDBYtWoT09HQIhUK88sorWo7Q8CiztK4j3JdEZJgkEgkAQCAQdHiPorae9iPVYoKkIzjrQ2TY8mp/QfLtL2Ve7/yYgOTkZJU+x9raGgAQFhYGe3t76XWhUIg5c+YgKytLuieJeqd9otLV0rqOcF8SkT64D6BZ5vXrr0UdjuE2NjYAgHv37sm1tV6zs7NTWT9SLZb51pKu9gERkeaV1Bih9K56vjcyxUiMMx8pc81tpCsiIyNV+pzWdesDBgyQaxswYIC0aEPrhzD1TG+W1inS01LgLANOpCnynw0PPujZ4Rg+dOhQAMD169fl2q5duwahUCj9QksV/Ui1OIOkIbpW+ICFGogM05gxY2Bubo78/Hy5tpKSElhYWMDJyUkLkfUN3Z096qo/9yUR6SehUAh3d3dcuHBBru3ixYuYMGGCSvuRaul9gnT37l0sXboUrq6uMDMzg5ubG9atW2fwJw2zUAMRKWJtbY05c+bgyy+/lEmSSkpKcOzYMTz++OMwNjbWYoT6r6PZo94mR624L4nIMMyfPx+pqakoKCiQXktNTUVhYSEiIiJU3o9UR68TJIlEgrCwMLz99tt4/PHH8Y9//AOBgYHYtm0bFi5cqO3wiIjUrri4GIcOHUJxcbH02s6dOyEUChEcHIwtW7ZAJBJhypQpsLS0xNatW7UYreFSVXLU0ftxXxKR/lm1ahUcHBwwffp07N69G1u3bsWCBQvg6+uLqKgoAIrHcGX6kXrpdYJ07NgxnDx5Env27MHbb7+N+Ph4JCQk4JVXXsHRo0eRkZGh7RB7jIfEEpEy0tPTpVXqWrm5ueHMmTMIDAyESCTC5s2b4ePjg8zMTHh4eGgxWv2n6r1HneF5SUT6zcnJCenp6fD29saGDRvw5ptvYu7cufj6669hbm4OQPEYrkw/Ui+9LtKQlpYGAIiJiZG5Hh4ejq1btyIzMxOTJk3SfGBERGpQWloqdy0mJkZuDAQADw8P/Pvf/1Z/UH2QupbWdeSjyne6XbwBAAs4EOmAESNG4Pjx4x22dzSGd9WP1EuvE6T169fj6aeflqvmUVZWBgDdPmCRZNVW5sBa6K3tMIg05ldxOS413dTY85rFlhp7FvWeNmdnlEmSALDKHRGRCuj1EjsHBwf4+PjIXX/33XcBAAEBAZoOSaN6W6iBpcaJiJSj7sIMyuC+JCIizdDJKZYbN2502m5jY9PhGR5JSUn49NNPERwcDH9/f3WER0REpBU9PS8J4JI7IiJl6eQMkrOzc6ev7du3K+x37NgxPPvssxg0aBAOHjyo2aC1oJ9XSaftRj4unbbXjQvrtJ3L64iIdGP2qL3uFm8gIiLl6eQM0v79+zttHzdunNy15ORkPP3007C1tcXXX38tPYlYX/XzKul0CZ26kyMiIuqYNpMjZSmaSeIsEhFR13QyQXruuee6df97772HF154AQ4ODkhNTYW3N2c+eouzR0REmi3r3Vvtl9oREVHP6OQSu+5ITExEfHw8Bg0aJK0Zr2tqK3NU+n5cWkdEpDm6tLSurZ7EwaINRERd08kZJGX9/PPPWLx4MZycnJCWlgZPT8Nac61omR2X1hGpz+9N2fi/xp809jybpkqNPYu6zxCSifbL7IiIqGt6nSC99tpraGhowCOPPIKzZ8/i7NmzMu1jx47F2LFjtRSdfuLsERGRbhZmUAaX2RER9Z5eJ0inTp0C0FLaOykpSa791VdfNagEiUvriIiorfYHyCqDxRqIiDqn13uQbty4AYlE0uFr48aN2g5RaR0lN61JUW+TIyIiUo6+zh61YslvIqLe0esEiZTH2SMiIsOkL4kbEZG+YIKkAcomH13NInW3XysmR0T6q6SkBGFhYXBwcICDgwOio6Nx+/btLvtlZWUhNDQU1tbWsLOzw+zZs1FYWKiBiPWbvs8eKcsQClAQGZK7d+9i6dKlcHV1hZmZGdzc3LBu3To0NjZ2+70WLlwIgUCghij7Dr3eg6TP6saFweriZ71+HyZHRIarvLwcwcHBaGxsxOrVqyEWiyESiZCbm4tz587BzMxMYb/CwkIEBQXBysoKGzZsAAC8/vrrmDx5MnJycuDiwiW5fQ2r2RHpLolEgrCwMKSlpeH//b//hz/96U/44YcfsG3bNvz888/4/PPPlX6vzz77DB9//LEao+0bmCBpkaIkycjHBfezrynVn8kRkWo1iu+goemmBp/X+b/h3bt348qVK8jLy8OoUaMAAP7+/ggNDUVCQgLi4uIU9nvzzTdRU1OD9PR0jBs3DgAwbdo0+Pn54Y033oBIJFLtD0JERD127NgxnDx5Env37sWSJUsAAPHx8XB1dcXWrVuRkZGBSZMmdfk+5eXleP7552FmZtajmSf6A5fYaUh3khFlCi4wOSIyfEeOHEFQUJA0OQKAkJAQjBgxAkeOHOmwX3FxMRwdHaXJEQBMnDgR/fv3R15enlpj1mftl9fps/aFGohId6WlpQEAYmJiZK6Hh4cDADIzM5V6nxdffBGOjo6YP3++KsPrk5ggaVlHiUxnCRCTIyLDV1FRgeLiYvj6+sq1jR8/HllZWR329fT0xJ07d2T2Kt25cweVlZVwdnZWS7yGiEkGEWnC+vXrcfHiRVhbW8tcLysrAwCYmHS94Ovo0aP4+OOPceDAgQ6XX5PymCBpkCoSk94mR0SkH65evQoAGDx4sFybs7MzqqqqUFVVpbDvqlWr4OrqisjISOTm5iIvLw+RkZEwMzPDyy+/rNa4STsMrYgEUV/i4OAAHx8fuevvvvsuACAgIKDT/nfu3EF8fDyWLVsGf39/tcTY13APkg7oqGBDd/YjKYuzR0T6obq6GgBgZWUl12ZpaQkAqK2tRb9+/eTahw4dirVr1+LFF1+Et3fLv3ljY2N88sknMsvu6A+dVXUz1OSDB8YSqdeNGzc6bbexsYGNjY3CtqSkJHz66acIDg7uMul56aWXYGtri82bN/c4VpLFGSQN626C0nbGiEvriPoOiUQCAJ2Wau2obf369YiPj8ekSZNw+PBhJCYmws/PD+Hh4fjiiy/UEq+hMIT9R0SkG5ydnTt9bd++XWG/Y8eO4dlnn8WgQYNw8ODBTp9x7NgxJCcn4/3335d+eUa9xxkkLbAWeqO2MkfmWldlv5kcEem7+wAkMld+/bUIycnJiIyMlLu79VvFe/fuybW1XrOzs5Nrq6yshEgkwoQJE3Dy5EkYGxsDACIiIjBx4kTExcXh8uXLMDc37+0PRHqGpb6JeqN7YzgA7N+/v9N3VDSjn5ycjKeffhq2trb4+uuvMXTo0A77V1RUID4+Hk8++SS8vLyke5YaGhoAtOxhsrCw6HCWijrGBEmHdLbUrqt+nWFyRH1VffUvALy0Hcb/yE/YP/igZ4cfrK0fitevX5dru3btGoRCodyGXgAoKipCQ0MDIiMjpckRAJiamuKpp57CqlWrUFBQIF16Rzw0lYiU0b0xHACee+65bj3hvffewwsvvAAHBwekpqZ2OU7n5OTg+vXrOHz4MA4fPizX7uTkhKeffrrLWSiSxwRJSxTNIvUEkyMixVr+fcnv39EXQqEQ7u7uuHDhglzbxYsXMWHCBIX9WmeGmpub5dpar92/f1+FkRomQ6hgJ7owHCvH/6LtMIhICYmJiYiPj4eLiwtSU1NljnfoiLe3N1JSUuSui0Qi/Pe//0VKSgoPBu8h7kHSMd2pQsfkiEgxVXz5oAvmz5+P1NRUFBQUSK+lpqaisLAQERERCvt4eXnBxcUFBw8eRH19vfR6fX09EhMT4ejoiDFjxqg9diIiUs7PP/+MxYsXw8nJCWlpaUolRwBgb2+PkJAQuVfrcQ4hISEYPXq0OkM3WJxB0qKOZpG62o/Uek9X703U1xhKYtRq1apVSExMxPTp07FixQrU19dj586d8PX1RVRUFICWQ2EzMzMREBAADw8PGBsbY+/evViwYAH8/Pzw7LPPorm5GQcOHEBBQQGSkpJgamqq5Z+M1OGjynewUPiCtsMgom567bXX0NDQgEceeQRnz57F2bNnZdrHjh2LsWPHAmg57wgA5s6dq/E4+xImSERkEAwtOQJa1o+np6dj+fLl2LBhA6ysrDB37lyIRCLpUrr09HTExsbiww8/hIeHBwBg3rx5SElJwaZNm7B27VoALYfLHj9+HI888ojWfh7SPSz1TaR9p06dAtBS2jspKUmu/dVXX5UmSMuWLQPABEndmCBpWU9mkTh7RCTLEJOjViNGjMDx48c7bI+JiUFMTIzc9WnTpmHatGlqjIz0ESvZEemers5Laqu0tLTLew4ePMjCDL3EPUg6oKOERlEixOSI6A+1lTkGnRyRZvEMJCIiApgg6RUmR0R/UCYxsij8VgORkCH7qPIdbYfQK4ZQjY+ISNOYIOmIrmaRmBwR/UGZ5KirQidEREREinAPkh5gckTUgokRUedYyY6IqPc4g6RDepLoMDmivoLJEamD5LtXtR2C1vG/ARGRLCZIOqY7CQ+TI+ormBwRERGRpnCJHRHpLCZGpA2GXtiApb6JiDrHGSQdpMzMEGePyNAxOSIiIiJtYIKkozpLgJgckSFT9mwjZZKj+4W3VRESkV4z9BkxIiJV4xI7HWYt9Jb7RZHJERkylSVG2dda/mD6QG9DIiIioj6GM0h6hMkRGTKVJ0dEfZS+H25LRKRtTJB0XGtSxOSIDJVKl9QZYHJUUlKCsLAwODg4wMHBAdHR0bh9u+ulgz3t11flbPbUdghaxVLfRLpl4cKFEAgESt0rFouxceNGuLm5wczMDMOGDcPu3bshkUjUHKXh4hI7PcDkiAwVE6POlZeXIzg4GI2NjVi9ejXEYjFEIhFyc3Nx7tw5mJmZqbQfyTLkmRhWsiPSXZ999hk+/vhjpe9//vnn8f7772P+/PmYPn06UlJSsGLFCpSXl2PLli1qjNRwMUEiIo1TJjEC+nZyBAC7d+/GlStXkJeXh1GjRgEA/P39ERoaioSEBMTFxam0HxERaVd5eTmef/55mJmZobGxscv7b9y4gQ8++ABz5szBJ598AqAlYXrssccgEonw17/+Ffb29uoO2+BwiR0RaUx3ltP19eQIAI4cOYKgoCBpkgMAISEhGDFiBI4cOaLyfmS4WMmOSD+8+OKLcHR0xPz585W6v6SkBBKJBA8//LDM9ZkzZ6KpqQmFhYXqCNPgMUEiIrVTNjEClJ816io5qsp3R82vg5V6pi6qqKhAcXExfH195drGjx+PrKwslfbri7jvhoh0ydGjR/Hxxx/jwIEDSi+Fdnd3h7GxsVwiVFxcDABwdnZWeZx9ARMkIlKb7iRGgOqW1FXluyv9TF119epVAMDgwfJJnrOzM6qqqlBVVaWyfmRYDHn/FJEhunPnDuLj47Fs2TL4+/sr3W/QoEH429/+hv379+PAgQMoLS1FQkIC3n33XUREROCBB3jcRU9wDxIRqVx3kiJAucQI6DvJEQBUV1cDAKysrOTaLC0tAQC1tbXo16+fSvpRi768FE3y3asQBL+m7TCIDMaNGzc6bbexsYGNjQ0A4KWXXoKtrS02b97c7ec888wzSE1NxbPPPiu9NnnyZBw4cKDb70Ut+myC1NzcDACovgsAypVRJKLO1Vf/8r8/yf9yrohF4bcAgEa4dHrf/cL/lafu5OBX6XI62z+u1Vk7Avjj33tXRo0aqdR9qtLZ81rLs3ZW5lVRW0/76RuVjOHiP/5/1+DYHwAgHGotveZu79bD6HSD0NZa5u+tP2OrSnGtfKcK/f//BhmOln/f+jmGA10vb1u3bh02b96MY8eOITk5Gd999530iyxlXb16Ff7+/rh79y5ee+01jB07FllZWdi1axceffRRfP3117CwsOjWe1IfTpBqa1s+GH48Z6rlSIgMiZd67h/Yu3tqa2vh6OjY5VscPpyoXDw9kJycjOTkZJlr1dWVSE5ORmRkpNz9rd8q3rt3T66t9ZqdnZ3K+ukb1YzhL/3xxwUt/zO9Tet0jOvFe+ueq+1+nquVCm5K1UwsRN2hj2M4AOzfv7/T9xw3bhwqKioQHx+PJ598El5eXigrKwMANDQ0AADKyspgYWEhHdvbe+utt3Djxg385z//wZw5cwAAc+fOxdixYxEeHo733nsPS5cu7dbPqm6WlpYwNjZWOvFVJWNjY6WSUIGkj54iVV9fj5s3b8La2hrGxsbaDoeI1KC5uRm1tbUYOHCg3n2DVllZCXt7e6xdu1buHIvIyEh88803qKioUFk/fcMxnMjw6fMYrqy0tDQEBwd3es/TTz+NgwcPKmx77LHH8P333+Pu3bsy1yUSCWxtbREaGorPP/9cVeGqzN27dxV+kadulpaWSn1J2GdnkCwsLLhxjagPUOZbR10kFArh7u6OCxcuyLVdvHgREyZMUGk/fcMxnKhv0NcxXFne3t5ISUmRuy4SifDf//4XKSkpcHHpeBm6ubk5gJZksu2XRRKJBBKJBPfv31d90CpgZ2en06sZWMWOiEhHzZ8/H6mpqSgoKJBeS01NRWFhISIiIlTej4iINMve3h4hISFyr9b9SyEhIRg9enSH/R9++GFUV1fj8OHDMteTkpJQV1fX5ewUKdZnl9gREem627dvY8yYMTAxMcGKFStQX1+PnTt3YtiwYcjIyIC5uTmKi4uRmZmJgIAAeHh4KN2PiIh0V0xMDBISEtD+1/SjR48CaNlnBACNjY3/v717j6m6/uM4/joghCgiJlOyITqtaF4Iy2bWjgqb1ZyZGplDLCxtaRKzVWLNSzadLrfEey5UuqDLrWxplqVz6XRLQWqI9/yj5QXEG4pM+Pz+8HD0CJo/FD7fLzwfm5t+vsftNeW8vnuf7+d8v/J6vfrjjz80YcIE9e7dW/n5+VqxYoV69uypnTt3/t83fgADEgA42oEDB5SZmant27crPDxczz//vObPn6/o6GhJ0qpVq/Taa68pJydHr7766h3/PQCAc91qQIqLi5Mk/f333/61ixcvasaMGVq3bp3+/fdfdezYUcOHD9esWbN4pEM9MSABAAAAgA/fQQIAAAAAHwYkXXvyfGZmpuLi4tSqVSv1799fP//8s+1YAc6fP6+MjAw9+OCDCg0NVVxcnKZNm6bKykrb0W7pyJEjatmypbZt22Y7io4dO6bhw4erXbt2ateundLS0nT69GnbsW5p/PjxGjBggO0Yddq8ebOeeeYZhYeHq3Xr1kpOTtauXbtsxwrw22+/6emnn1ZERIQ6deqkd955RxcvXrQdCw3EDR0uua/H6fC749Qed0OHS/Q4LDPNXFVVlUlKSjKhoaFmypQpZvHixaZfv37G4/GYTZs22Y5njDGmurraJCUlmeDgYPPWW2+ZpUuXmrS0NOPxeMywYcNsx6tTWVmZ6dmzp5Fktm7dajVLSUmJ6dy5s4mJiTFz5841s2fPNpGRkaZ3797mypUrVrPVZeXKlUaS8Xq9tqPUsm3bNuPxeEyPHj3MggULzLx580xcXJwJDQ01u3fvth3PGGPMr7/+aoKCgswTTzxhFi1aZN5//30TFhZm+vfvb6qqqmzHwz3mhg43xn09ToffHaf2uBs63Bh6HPY1+wFpw4YNRpJZsmSJf+3SpUsmNjbW9O3b12Ky67777jsjySxatChgPSsry0gyv//+u6VkdSsqKjKPPPKIkeSIk2tWVpYJDg42RUVF/rVffvnFSDIrVqywmCzQ1atXzcyZM43H43HkidUYYxISEkxsbKwpLy/3r504ccJERUWZ5ORki8muS0xMNHFxcebSpUv+tcWLFxtJZuPGjRaToSG4ocONcVeP0+H15/Qed0OHG0OPw75mv8WurKxMCQkJSk1N9a+1bNlSffv2VWFhocVk19Vsb7jxDlWSlJKSIknauXNnIye6tdWrVyshIUGlpaV6/fXXbceRJOXl5WnAgAGKj4/3ryUnJ+vhhx9WXl6exWTXVVRUKDExUdOnT9eYMWPUqVMn25FqKSsr0759+5SSkqLw8HD/eocOHeT1eh3xc1hRUaHo6Gi98cYbAbc19Xq9kuSY9zTuHTd0uOSeHqfD68/pPe6GDpfocThDsx+Q0tLSlJ+fr4iICP9aVVWV/vrrL8XGxlpMdt1HH32k/Px8tWrVKmC9pKREktSiRQsbsepUWFioUaNG6c8//1T//v1tx1FZWZmOHj2qPn361DqWmJioPXv2WEhVW0VFhc6fP6+1a9dq9erVjvo/rdGmTRv/raNvVlJS4ojMYWFh+umnn5SVlRWwXlBQIEmOeU/j3nFDh0vu6XE6vP6c3uNu6HCJHoczOOPd4BDl5eXav3+/5syZo+LiYuXm5tqOJEn+L6XebOnSpZKkp556qrEj3dKcOXMUGhpqO4bfP//8I0l1fpIXExOjc+fO6dy5c9afE9CmTRsdOnTIMSeougQHB6t79+611gsLC7Vjxw4NHjzYQqrbO378uLZu3aopU6aoR48eevHFF21HQgNyaodL7ulxOrz+nN7jbuxwiR6HHc58F98DJ06cuO3x1q1bq3Xr1gFrU6dOVXZ2tiRp5MiRGj58eIPlk+qXsUZubq7Wr1+vgQMH6sknn2yIeH7/T04nnVila3e3khSwnaBGzaX78vJy6yfXoKAgBQW574LuxYsXlZaWJkn64IMPLKcJdObMGf8D9cLDw5Wdna2wsDC7oXDH3NDhkjt6nA5vHG7scSd3uESPw54mOyDFxMTc9vi0adM0e/bsgLVhw4YpKSlJu3bt0oIjvCT4AAAHGklEQVQFCzRw4EBt375d9913n2MyStKGDRs0btw4dezYUatWrWqQbDeqb04nML7nIHs8nlu+5nbHcGuXLl3S0KFDtW/fPk2dOtW/P9wpPB6P8vLyVFlZqYULFyo5OVlr167ViBEjbEfDHXBDh9c3p9S4PU6Hoy5O73CJHoc9TXZA+vzzz297/LHHHqu1NmjQIEnSCy+8oC5dumjChAn66quvlJ6e7piM33zzjcaOHauIiAht2rSpUfbi1ienU9R8Knr58uVax2rW2rRp06iZmoKzZ89qyJAh2rFjh9LT0/XJJ5/YjlRLVFSUXn75ZUnXrib06NFDmZmZnFhdwg0dLrmjx+lw3MwNHS7R47DI9m30nOrMmTNGkpk4caLtKH7Lli0zQUFBpn379qagoMB2nP+Uk5Nj/RaxZWVlRpLJysqqdWzUqFGmbdu2FlL9t86dOzvu9rA1Tp48aRISEowkM378eFNdXW070h2ZPHmykWROnz5tOwoagRM73Bh39Tgdfnec2uNu7XBj6HE0Hndtlm0Ab7/9trp166bq6uqA9Zp9zzfeYtKmNWvW6M0331THjh21fft29e7d23YkV2jbtq26dOmivXv31jqWn5+vxx9/3EIq97pw4YIGDx6sgoICZWZmavny5Y7a3lJcXKy4uDgtWbKk1rELFy7I4/E06HYrND63dLhEj9cHHX5vOb3DJXocztDsB6TOnTvryJEjWrduXcD6p59+KkkaMmSIjVgBioqKNH78eEVHR2vbtm0Bz4LAfxsxYoS2bNmi4uJi/9qWLVt04MABjRo1ymIy95k4caIKCgqUkZGhBQsW2I5TS7du3XTu3DktW7ZMlZWV/vXjx4/r22+/ldfrDbgdNNzPDR0u0eN3gw6/d5ze4RI9Dmdost9BulOTJk3S6tWrlZ6erj179qhr167avHmzvv/+e40bN84RX1qcOXOmrly5omeffVa7d+/W7t27A4736tVLvXr1spTO+d577z2tWbNGSUlJmjJliioqKjRv3jz16dMn4OGSuL39+/crNzdXbdu2VUJCgr788star7H979miRQtlZ2drzJgx8nq9Sk1NVWlpqRYtWqSgoCD/Hc7QdLihwyV6/G7Q4feGGzpcosfhELb3+DnBqVOnTHp6uomOjjYhISEmPj7eLFy40DH7cjt06GAk3fLX9OnTbUeskxP2r9coLi42zz33nGnVqpWJjo42Y8eONadOnbId65acuHd96dKlt/05dFKdrF271iQmJprQ0FATFRVlRo4caQ4cOGA7FhqI0zvcGHf2OB1+d5zW427qcGPocdjlMcZ3D00AAAAAaOaa/XeQAAAAAKAGAxIAAAAA+DAgAQAAAIAPAxIAAAAA+DAgAQAAAIAPAxIAAAAA+DAgAQAAAIAPAxIAAAAA+DAgAQAAAIAPAxIAAAAA+DAgAQAAAIAPAxKatNTUVHk8Hnk8Hq1Zs6bW8crKSg0aNMj/mj59+qi8vNxCUgDAzehwADZ4jDHGdgigoRw8eFCPPvqoqqqq1LVrVxUXFyskJESSZIxRamqqvv76a0lSbGysdu3apZiYGJuRAQA+dDgAG7iChCbtoYce0iuvvCJJOnr0qHJycvzHsrKy/CfWyMhI/fjjj5xYAcBB6HAANnAFCU3ejZ9AdunSRQcPHlRubq7S09MlSSEhIdq4caOSk5MtJwUA3IwOB9DYgmfMmDHDdgigId1///06fPiwCgsLdfbsWZWWlmrWrFmqqqqSJK1cuVIjRoywnBIAUBc6HEBj4woSmoVDhw4pPj7ef0Kt8eGHH+rjjz+2lAoAcCfocACNie8goVno3r27Ro8eHbA2evRozZo1y1IiAMCdosMBNCauIKFZKCkpUb9+/XT48GFJUosWLXTy5Em1a9fOcjIAwH+hwwE0Jq4gocmrqKjQ0KFD/SdWSbp69aqWL19uMRUA4E7Q4QAaG1eQ0KQZY/TSSy9p/fr1kqROnTrpzJkzunz5sqKionTs2DFFRkZaTgkAqAsdDsAG7mKHJu3dd9/VF198IUkKCwvTpk2bdPXqVe3du1cVFRUKCQnRwIEDLacEANSFDgdgA1eQ0GQtXrxYkyZNkiR5PB7l5eUpJSVFBw8eVHx8vKqrqxUREaGjR4+qffv2ltMCAG5EhwOwhe8goUn64YcflJGR4f/z/PnzlZKSIunak9lrfn/hwgXNnTvXSkYAQN3ocAA2cQUJTc6ePXvk9XpVXl4uSZo8ebI+++yzgNcUFRWpZ8+eqq6uVsuWLXX48GE98MADNuICAG5AhwOwjQEJAAAAAHzYYgcAAAAAPgxIAAAAAODDgAQAAAAAPgxIAAAAAODDgAQAAAAAPgxIAAAAAODDgAQAAAAAPgxIAAAAAODDgAQAAAAAPgxIAAAAAODDgAQAAAAAPgxIAAAAAODzPz48kc0mqarvAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.contour(df=df, x='X', y='Y', z='Value', row='Batch', col='Experiment', filled=True,\n", " cbar=True, xmin=-3, xmax=3, ymin=-3, ymax=3, ax_size=[250,250], show=SHOW, \n", " label_rc_font_size=12, zmin=1, zmax=3, levels=40)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "toc": { "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "toc_cell": false, "toc_position": {}, "toc_section_display": "block", "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }