From bf6a46276c7d26957bc7e6f0c5436eb584809eaf Mon Sep 17 00:00:00 2001 From: MSD-LIVE PR Bot Date: Fri, 10 Jul 2026 01:05:00 +0000 Subject: [PATCH] exercises dataset file mount --- rbhqa-20d54/exercise_mount.ipynb | 784 +++++++++++++++++++++++++++++++ 1 file changed, 784 insertions(+) create mode 100644 rbhqa-20d54/exercise_mount.ipynb diff --git a/rbhqa-20d54/exercise_mount.ipynb b/rbhqa-20d54/exercise_mount.ipynb new file mode 100644 index 0000000..935ba68 --- /dev/null +++ b/rbhqa-20d54/exercise_mount.ipynb @@ -0,0 +1,784 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "4d9d60fb-1f49-412d-b73a-4a9e4c9d585c", + "metadata": {}, + "outputs": [], + "source": [ + "!pip install xarray netCDF4 --quiet" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0eca87ec-3c35-41cf-9090-e9ee19ed2469", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset location: /data/broadway/4hr\n", + "Found 306 NetCDF files\n" + ] + }, + { + "data": { + "text/plain": [ + "[PosixPath('/data/broadway/4hr/csat_20250820_00.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250820_04.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250820_08.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250820_12.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250820_16.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250820_20.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250822_00.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250822_04.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250822_08.nc'),\n", + " PosixPath('/data/broadway/4hr/csat_20250822_12.nc')]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 1. Find the mounted dataset\n", + "\n", + "from pathlib import Path\n", + "import os\n", + "\n", + "data_dir = Path(os.environ[\"DATA_DIR\"])\n", + "\n", + "broadway = data_dir / \"broadway\" / \"4hr\"\n", + "\n", + "files = sorted(broadway.glob(\"*.nc\"))\n", + "\n", + "print(f\"Dataset location: {broadway}\")\n", + "print(f\"Found {len(files)} NetCDF files\")\n", + "\n", + "files[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0d258e8a-62f0-4187-80b4-cfd92ef480f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Size: 98MB\n", + "Dimensions: (time: 720000)\n", + "Dimensions without coordinates: time\n", + "Data variables: (12/18)\n", + " base_time float64 8B ...\n", + " Time (time) float64 6MB ...\n", + " u_8_5m (time) float64 6MB ...\n", + " v_8_5m (time) float64 6MB ...\n", + " w_8_5m (time) float64 6MB ...\n", + " tc_8_5m (time) float64 6MB ...\n", + " ... ...\n", + " w_13_4m (time) float64 6MB ...\n", + " tc_13_4m (time) float64 6MB ...\n", + " u_15_9m (time) float64 6MB ...\n", + " v_15_9m (time) float64 6MB ...\n", + " w_15_9m (time) float64 6MB ...\n", + " tc_15_9m (time) float64 6MB ...\n", + "Attributes:\n", + " history: Created: 21-Aug-2025 16:19:37 (EDT)\n", + " author: Ying Pan (yyp5033@psu.edu)\n", + " CSAT3B_Wind_U: West (270 deg)\n", + " CSAT3B_Wind_V: South (180 deg)\n", + " CSAT3B_Wind_W: Vertical\n" + ] + } + ], + "source": [ + "# 2. Look inside one file\n", + "import xarray as xr\n", + "\n", + "ds = xr.open_dataset(files[0], decode_times=False)\n", + "\n", + "print(ds)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c271c20d-e329-4b6f-b4e4-7b7a5451df49", + "metadata": {}, + "outputs": [], + "source": [ + "# 3. Parse the timestamps\n", + "\n", + "import re\n", + "import pandas as pd\n", + "\n", + "units = ds[\"Time\"].attrs[\"units\"]\n", + "\n", + "base = re.search(\n", + " r\"Seconds since (.*) \\(UTC\\)\",\n", + " units\n", + ").group(1)\n", + "\n", + "base = pd.to_datetime(base, format=\"%d-%b-%Y %H:%M:%S\")\n", + "\n", + "time = base + pd.to_timedelta(ds[\"Time\"].values, unit=\"s\")\n", + "\n", + "ds = ds.assign_coords(time=time)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d5f0ce59-ae1e-412c-bdc4-61b13094bb62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'm/s')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 4. Plot one hour of wind\n", + "import matplotlib.pyplot as plt\n", + "\n", + "n = 50 * 60 * 60 # one hour\n", + "\n", + "plt.figure(figsize=(15,4))\n", + "\n", + "plt.plot(\n", + " ds.time[:n],\n", + " ds.u_15_9m[:n],\n", + " linewidth=.4\n", + ")\n", + "\n", + "plt.title(\"East-West Wind (15.9 m)\")\n", + "plt.ylabel(\"m/s\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d753445c-302f-47b0-bf70-182ed2f1a12f", + "metadata": {}, + "outputs": [], + "source": [ + "# 5. Compute statistics from ALL files\n", + "import numpy as np\n", + "\n", + "rows = []\n", + "\n", + "for file in files:\n", + "\n", + " ds = xr.open_dataset(file, decode_times=False)\n", + "\n", + " rows.append({\n", + "\n", + " \"file\": file.name,\n", + "\n", + " \"mean_u\": float(ds.u_15_9m.mean()),\n", + "\n", + " \"mean_temp\": float(ds.tc_15_9m.mean()),\n", + "\n", + " \"std_w\": float(ds.w_15_9m.std()),\n", + "\n", + " \"max_speed\": float(\n", + " np.sqrt(ds.u_15_9m**2 + ds.v_15_9m**2).max()\n", + " )\n", + "\n", + " })\n", + "\n", + " ds.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f55ea3af-be4e-4c74-8ca0-224aad70760f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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filemean_umean_tempstd_wmax_speed
0csat_20250820_00.nc-2.16658323.1114820.5677238.270444
1csat_20250820_04.nc-1.07629121.7104590.3425364.322221
2csat_20250820_08.nc-1.20288921.3782670.3779955.206049
3csat_20250820_12.nc-1.52457323.2172130.4485456.440752
4csat_20250820_16.nc-1.55606425.5969560.4799236.217237
\n", + "
" + ], + "text/plain": [ + " file mean_u mean_temp std_w max_speed\n", + "0 csat_20250820_00.nc -2.166583 23.111482 0.567723 8.270444\n", + "1 csat_20250820_04.nc -1.076291 21.710459 0.342536 4.322221\n", + "2 csat_20250820_08.nc -1.202889 21.378267 0.377995 5.206049\n", + "3 csat_20250820_12.nc -1.524573 23.217213 0.448545 6.440752\n", + "4 csat_20250820_16.nc -1.556064 25.596956 0.479923 6.217237" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "summary = pd.DataFrame(rows)\n", + "\n", + "summary.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9122bc2f-7bac-4602-8ae9-69f67641940e", + "metadata": {}, + "outputs": [], + "source": [ + "# 6. Parse dates from filenames\n", + "summary[\"datetime\"] = pd.to_datetime(\n", + "\n", + " summary.file.str.extract(\n", + " r\"csat_(\\d{8})_(\\d{2})\"\n", + " ).apply(\n", + " lambda x: x[0] + x[1],\n", + " axis=1\n", + " ),\n", + "\n", + " format=\"%Y%m%d%H\"\n", + "\n", + ")\n", + "\n", + "summary = summary.sort_values(\"datetime\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b73153d0-e0a2-46b1-a1ec-0c9c07a3c1e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Mean Temperature per 4-hour File')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 7. Temperature over the dataset\n", + "plt.figure(figsize=(15,5))\n", + "\n", + "plt.plot(\n", + " summary.datetime,\n", + " summary.mean_temp,\n", + " marker=\".\"\n", + ")\n", + "\n", + "plt.ylabel(\"Virtual Temperature\")\n", + "plt.title(\"Mean Temperature per 4-hour File\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "94c4eda0-f416-4078-9756-8856a5899031", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Maximum Wind Speed (m/s)')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 8. Wind speed through time\n", + "plt.figure(figsize=(15,5))\n", + "\n", + "plt.plot(\n", + " summary.datetime,\n", + " summary.max_speed,\n", + " color=\"tab:red\"\n", + ")\n", + "\n", + "plt.ylabel(\"Maximum Wind Speed (m/s)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "f2ecc1d5-c2f5-44c8-a9b0-58acac02972b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Turbulence Indicator')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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4xz/iiSeewGmnnYZzzjkHTz31VIOPlBBCCCGEEEIIISQ4womWL9KJFnZirfzhZ511Fs466yzt71+5cmXF37/+9a/jzjvvxO9+9zscc8wxdT46QgghhBBCCCGEkIkhMtFydKKFnlBnohWLRQwPD6O3t7fVh0IIIYQQQgghhBBShWjnzDMTLfS01Ik2Ub797W9jdHQU559/vuv3ZDIZZDIZ+fehoaFmHBohhBBCCCGEEEKI0s5JES3shNaJduutt+KLX/wifvGLX2Du3Lmu37dixQr09PTIP0uWLGniURJCCCGEEEIIIWS6Ypqm5UQrcpwz7IRSRPvFL36BD3zgA/jlL3+JN73pTZ7fe+WVV2JwcFD+2bx5c5OOkhBCCCGEEEIIIdMZIaABHOecCoRunPPWW2/FRRddhFtvvRVvfetbfb8/mUwimUw24cgIIYQQQgghhBBCLDI5S0RjsUD4aamINjIygldeeUX+fcOGDXj66afR29uLffbZB1deeSW2bt2KW265BUBJQLvwwgvxne98B69//evR398PAGhra0NPT09LfgdCCCGEEEIIIYQQJzL5gvx/ZqKFn5aOc65evRrHHHMMjjnmGADAZZddhmOOOQaf//znAQB9fX3YtGmT/P4bbrgB+XweH/nIR7BgwQL55+Mf/3hLjp8QQgghhBBCCCHEjXROHeekEy3stNSJduqpp8I03ZXYm2++ueLvq1atauwBEUIIIYQQQgghhNSJtOJEyzETLfSEsliAEEIIIYQQQgghZLKjZqKxnTP8UEQjhBBCCCGEEEIIaQCqE43tnOGHIhohhBBCCCGEEEJIA0jnlHFOOtFCD0U0QgghhBBCCCGEkAZQMc5JJ1rooYhGCCGEEEIIIYQQ0gBYLDC1oIhGCCGEEEIIIYQQ0gDSLBaYUlBEI4QQQgghhBBCCGkAGRYLTCkoohFCCCGEEEIIIYQ0ANWJlivQiRZ2KKIRQgghhBBCCCGENIAKJ1qRTrSwQxGNEEIIIYQQQgghpAGoTrRC0YRpUkgLMxTRCCGEEEIIIYQQQhpAJleo+DsbOsMNRTRCCCGEEEIIIYSQBpDJV+agsaEz3FBEI4QQQgghhBBCCGkAaTrRphQU0QghhBBCCCGEEEIagF1Ey7OhM9RQRCOEEEIIIYQQQghpANXjnHSihRmKaIQQQgghhBBCCCENoHqck060MEMRjRBCCCGEEEIIIaQBpHM2Jxoz0UINRTRCCCGEEEIIIYSQBpDJ2zLR2M4ZaiiiEUIIIYQQQgghhDQAuxON7ZzhhiIaIYQQQgghhBBCSANI251oFNFCDUU0QgghhBBCCCGEkAaQsTvROM4ZaiiiEUIIIYQQQgghhDSAqkw0OtFCDUU0QgghhBBCCCGEkAYgMtESsZL8ki/QiRZmKKIRQgghhBBCCCGENADhROtMxgAAuSKdaGGGIhohhBBCCCGEEEJInSkUTdnGKUQ0OtHCDUU0QgghhBBCCCGEkDqj5qFJJxoz0UINRTRCCCGEEEIIIYSQOpNWmjmlE43tnKGGIhohhBBCCCGEEEJInUnnSk60eNRQigXoRAszFNEIIYQQQgghhBBC6kwmX3KdpWJRxKIGACDHTLRQQxGNEEIIIYQQQgghpM4IJ1oyHkUsUnaisZ0z1FBEI4QQQgghhBBSd17ZMYKBsWyrD4OQliFFtFgE8bITje2c4YYiGiGEEEIIIYSQutI3OI63XHMfPvD/rW71oZBJwHQdYZTjnPEIYtGS/MJ2znBDEY0QQgghhBBCSF3ZunccRRPYtGes1YdCWswX7nwex375LmwbGG/1oTQd4URLxaOIR8pONLZzhhqKaIQQQgghhBBC6opw4GTzFAwmwk8e3YiTv3EPXtkx0upDqZmHX92N4UweL/YPtfpQmk46V3r9J2MRRCOiWIBOtDBDEY0QQgghhBBCSF3JUkSrC797ehu2Dozj/nU7W30oNTOczgMAsvnpJx5l8pYTTYxz5imihRqKaIQQQgghhBBC6ooQD7LTNAurXvQNlUYg+4fSLT6S2hnJlES06ZiLlsmJTLSoVSzAcc5QQxGNEEIIIYQQQkhdEeOchaKJQpHOm1owTRPbBzMAgP7BcIpohaIpRbTp6EpM5612zliExQJTAYpohBBCCCGEEELqSkYRTKajeFIP9oxmpZMvrCLaaDYv/59OtLITbRo+DlMJimiEEEIIIYQQQuoKRbSJ06cIZ2KsM2yIPDRgeopoVjtnBDE5zkknWpihiEYIIYQQQgghpK5kyuIBAGQKBY/vJG6o7rPtgxmYZvjElxFFRMtOwzFGISYnY1FlnHP6iYlTCYpohBBCCCGEEELqCp1oJV7bNYqXtw/XdNs+pUwgWyhiz2i2XofVNEYyOfn/01E8Ek60ZDyijHNOPzFxKkERjRBCCCGEEEJIXclSRMNwOod//J+H8I//8xB2j2QC375/sHKEsy+EuWhD6jjnNHwdiGKBVCyKWLTsRGM7Z6ihiEYIIYQQQgghpK5UONGmoQMJAP74XB8Gx3MYyxZw/8s7A9/eLpqFsVygcpxz+r0ORLFAMh5BLFJyorGtNtxQRCOEEEIIIYQQUlcyeSUTLTf9xBMA+PUTW+T/3/NicBFNiGZGSXupGO8MC8PTXERLl8XkVCyKeNmJxnHOcEMRjRBCCCGEEEJIXZnuTrTXdo3i8df2yr/fv24n8gEfh/6yaHbA3E4AwPYwOtHUTLT89BOPrHbOqGznnI7ZcFMJimiEEEIIIYQQQurKdM9Eu+3JkgvtjQfMRk9bHIPjOTy9eUD79qZpSifa0UtmAAhnJprqRJuO4pHVzhlBvNzOmec4Z6ihiEYIIYQQQgghpK5M53bOYtHEbeVRzgtetwSnHDgHAHDPizu072MoncdYtuRiOnrJTABA/9C4100mJdNdRKMTbepBEY0QQgghhBBCSF3J5JRMtGkmoj2yfje2DabRnYrhTYfMw2kHl0S0e1/Sz0UTLrSZ7XEsm90OIJxOtJHM9M5Ey0gRLSLbOZmJFm4oohFCCCGEEEIIqSvTORNNjHK+/eiFSMWj+PsD5sAwgLV9Q9oNm32DJdfZ/J42LOhpA1AS1kwzXALMcNrKRJtujkRAHeeMIl5u58wXp9/jMJVoqYh2//3345xzzsHChQthGAbuuOMO39vcd999OO6445BKpbDvvvvi+uuvb/yBEkIIIYQQQgjRZjpnoj22YQ8A4B8OWwAAmNWZxFGLZwAA7n1Jb6RTiG3zu5OY350CAIxlCxhWnF1hQHWihXmM0TTNwMUQgDrOaTnRcnSihZqWimijo6M46qij8P3vf1/r+zds2ICzzz4bb3zjG/HUU0/hM5/5DC699FLcdtttDT5SQgghhBBCCCG6ZPLWOOd0EtF2j2SwZW/JRXbE4h759dMPngsAuFczF02Mbs7vaUNbIoqetjgAaDvZJguVmWjhFY8+8r9P4qRv3IPB8Zz/Nyukc6XXvpqJRidauIm18oefddZZOOuss7S///rrr8c+++yDlStXAgAOOeQQrF69Gt/61rfwzne+s0FHSQghhBBCCCEkCJXFAgWP75xaPLt1EACw7+wOKXwBwEn7zcLVdwHPbBnQuh8hli3oScn/Do7n0DeYxoHzuup70A1kZIoUC/xt/R7sHs3i2S0DeOMBc7RvJ8TkinbOEIuJJGSZaI888gje8pa3VHztzDPPxOrVq5HLOSvCmUwGQ0NDFX8IIYQQQgghhDSO7DTNRHt2c0lEO1JxoQHAQfNLwtf2oQwGxrK+99M/JJxoqYr/bg+bE00tFgixI1EIgBt3jwW6nZMTLcxiIgmZiNbf34958+ZVfG3evHnI5/PYtWuX421WrFiBnp4e+WfJkiXNOFRCCCGEEEIImbaoTrRMbvqIBs+WnWZHljPQBF2pOBbPLBUEvNg/7Hs/Tk40IHwNnWqxQJjFo3yx5B7btEdfRDNNE2nhRItHEJfjnHSihZlQiWgAYBhGxd9FO4n964Irr7wSg4OD8s/mzZsbfoyEEEIIIYQQMp2pyEQLsXgSBNM08cyWkhPtqCU9Vf9+cNmN9mKf/3SUbOcslwrMK/+3f2i8LsfaDHKFonRiAeF+HYgRzI27R7VvkyuYEGWqyVgUMY5zTglamokWlPnz56O/v7/iazt27EAsFsOsWbMcb5NMJpFMJptxeIQQQgghhBBCYM9EC694EoS+wTR2jWQQjRg4dEG1iHbQ/C7839odeGm7txNtNJPHUDlLbH6InWhqHhoA5PLhFY9yxeDjnGlFSC61c3KccyoQKifaG97wBtx1110VX/vrX/+K448/HvF43OVWhBBCCCGEEEKaiSqcZaaJiCZGOQ+c14W2RLTq3w+e3w3Af5xT5KF1JmPoSpWuc+f3lEZBw9TOOZKxiWghFY8KRctRtmnPmJyG80OMMRsGkIhGEI+WnWgc5ww1LRXRRkZG8PTTT+Ppp58GAGzYsAFPP/00Nm3aBKA0innhhRfK7//Qhz6EjRs34rLLLsPatWtx00034cYbb8Tll1/eisMnhBBCCCGEEOJAZhoWC8hRzsXVLjTAGudc1z+MooeQIoQy4UIDLCeaENjCwFC6svwvrK8DVfwbyxawa8S/GAIA0jmrmdMwDMQidKJNBVoqoq1evRrHHHMMjjnmGADAZZddhmOOOQaf//znAQB9fX1SUAOA5cuX449//CNWrVqFo48+Gl/5ylfw3e9+F+985ztbcvyEEEIIIYQQQirJF4ooKCLRdBnndCsVECyb3YFENILRbAFbB9yzzbaV/22BIqIJQW1gLIfxbMHxdpONqnHOkIpH9uPetEcvF03kAqbiJVeidKIxEy3UtDQT7dRTT/W0Qt58881VXzvllFPw5JNPNvCoCCGEEEIIIYTUin18czqIaMWiiWfLTrQjXZxo8WgE+8/txJq+IaztG8KS3nbH71v10k4AwEHzuuTXupIxJGMRZPJF7BrJuN52MiHGOdsTUYxlC8iFVDyyi14bd4/huKW9vrcTpQqpWElEi8l2zqn/fpjKhCoTjRBCCCGEEELI5MYumk0HEe213aMYTueRjEVw0Pwu1+8TI50vueSiDY7lcNea7QCAc49ZJL9uGAZmtidK3zOec7ztZGO47EQTxx3W10HOJnrplgsIJ1oyXpJdRDtnqbUznIIioYhGCCGEEEIIIaSOVDnRQjrGF4TntpZcaIcu7JZje04Ige1Fl4bO3z+3DdlCEQfP78JhC7sr/m1Ge6lkYGAsJCJa2Yk2q7MsooX0dWB3om3aoyei2Z1o8bITDUDFuHNYeKl/GNfctQ6jtsKI6QZFNEIIIYQQQgghdUM4cARhdSAFQZQBLJ/V4fl9B/k40W57YgsA4LxjF8EwjIp/62kri2jjesH2rWa4XCzQ21ES0XKFYigdWNXjnEEz0cpONEVcDWND5zV3rcN37n4Zf3mhv9WH0lIoohFCCCGEEEIIqRvTMRNtrBz235aIen7fIQtK7rINu0Zle6Ngw65RPLlpABEDOPfoRVW3DZsTTRQLCBHNNMPpwLKPc+o60cRrQhQLiHZOIJwlC7tGMgCAvSF5/TUKimiEEEIIIYQQQuqGXTSzO9OmIkIQa/cR0eZ2JTGjPY5C0cQrO0Yq/u03T5ZcaH9/4BzM7U5V3XZGWzgz0XrLmWgAQlkuIJxoyVhJPtk1kpWlCV6I378rVRI/1THfMDZ0it95jOOchBBCCCGEEEJIfbCLZnZn2lRkvCyitcW9RTTDMGTrpjrSWSya+M2TWwEA5x272PG2lhMtHOOcQnTp7bREtDDmognX2Iz2uHwONmmUC4xIES0GAFCMaFXutjAgRMHR7NQXxb2giEYIISFlKJ3Dd/7vZby6c8T/mwkhhBBCmkQmN/2KBaxxzpjv94qRzhf7h+TX1u0YxtaBcbQnonjLofMcb9cTsnFOIboIBx0QztFekV8Wi0SwtLcdALBpj38umsiEEyKaYRiyXCCMTrSh8u8zlqUTjRBCSAj5w7N9uOb/1uF/7n2l1YdCCCGEECLJFKZfJprlRPO/xD5kQcmJtrbPcqKt2VYS1A5f2CMztOwIMWogNOOcloiUKI8yhjELLF8+5njUwD7l4oiNGk60IZsTDSgJcaX7DJeIViya0lk4mqETjRBCSAgReRjCKk4IIYQQMhkQTjQx2jgtRDTNYgEAOHRBDwBgTd+QbKtc21cS0YTA5oQYJRwMiRNNiC5dqRgSsfCKaMJJGYtaTrSNGuUC4vfvTMbl12JlJ1rYxjlHs3mIYlU60QghhIQSEWAbxsUIIYQQQqYuIhNNOHCmwzjneIBxzgPmdSIaMbBnNIvtQ6XGwzVlEe3Qhd2ut5vRVh7nHA9HJtqw4sQSY4xhXLcK11gsYmCfWeVxTg0nmn2cE7DKBcLmRFOLFJiJRgghJJSky7u8YWw5IoQQQsjURRQJSBFtGjjRxjSLBQAgFY9ivzmlscC1ZTeaGO0UeWlOhC0TzXKixaV4lM2Hb92aL7vGEjHLifZi/5CvI2vYcZwznGLisDL5wnZOQgghoUQ40abD7i4hhBBCwkNWimjxir9PZdJld067xjgnYIlla/qGsH0ogz2jWUQjBg6c5zXOaWWiiTHQyYppmtKJ1ZmMSREtbOIRYG1YxyIGjloyAwt6Utg1ksU3/vSi5+3UcVaBdKIVJ/fzZ0c8lwCdaBTRCCEkpIhd3jAuRgghhBAydbE70fJFE8WQiQZBEcUCbqUAdg5VRLQ1fYMAgH1nd3jeXoxzZvNFOZEwWcnki1J86lQy0cK4+SvHOaMRpOJRfPOfjgQA3PLIRjz48i7X21lOtOpMtHzIHoch1YnGTDRCCCFhJFNerIUtU4EQQgghUxt7JhoQTvEkCGM1OtHWbhuSo5xeeWjivkW22GTPRVMztDoTSiZaCF2JYpxT/A5vPGAO3vv6pQCAK379jCz7siNEtM6k0zhnuNbvapEZ2zkJIYSEknSexQKEEEIImXyIds4upZUwE0LxJAjpAJlogCWibdg9itWv7an4mhuGYaCnrTzSOclz0VQBKRIxQu1Es8Y5LfnkyrMPxrJZ7egbTONHD6x3vJ1nsUDI2jmH6USTUEQjhJCQImz8YVyMEEIIIWTqItYmHYoDR7jTpiKmaUphoU3TiTanK4k5XUmYJnB/eSTwUB8RDQBmhKRcYMQWqm9looXLgQVYo5fCiQYA7YkY/vmEfQAAW/eOV90mmy9aY81Jp3HOcD0OaibaWLYw5cezvaCIRgghISVDJxohhBBCJiHCiZaMRywH0hR2omULRQhNQVdEAyzRrFC+sZ8TDbBy0QYn+TinWioAINzFAsVqJxoAJD3cdRXjrBXtnOF8HFQnGmBlAE5HKKIRQkhIEU60XAirwgkhhBAydREbfclYBMno1BfR0lnrd9Md5wQqM9CEM82PsDjRhm3NlIkQi2jCiRZTnGgAEI+5/05CROxIRBGNWLcTbrYwt3MCwOg0HumkiEYIISFFZG+EcTFCCCGEkKmLGGNLxqJIxsObhaXLWK4kKMSjhnRc6aA6z3RcaACsTDSXMPvJgsxEKzdTCvEojNl4OTnOWfnceo2oWr9/rOLroXWiZSpFs7FpXC5AEY0QQkKKENGm8qKUEEIIIeFDuM4SsYh0IE1lJ9p4uZkzFcCFBlRmoOnkoQHhcaKNiFD9qTDOKYsFKp1oXu66YZkJF6/4engz0SpFNDrRCCGEhA6xkxfGxQghhBBCpi7qOOd0yEQbywZr5hQsn92BVNmpd8iCLq3bhCUTbcQ+zilGH0P4OhCClxjfFMQ9BGKnZk71NuFr56wUbcVrfjpCEY0QQkKKzEQL2U4WIYQQQqY21jjn9BDRxHRAe4BSAQCIRgy845jFWDSjDX+3/2yt24TFiSaFxfJjkghzO2dZ8IrbnGhiRNXLidaZtI9zituE63GocqJlpq8TLeb/LYQQQiYjmfKCrVA0USiaFaGlhBBCCCGtQghmyXhUimiZKeycF02FQcc5AWDFeUcE+v6e9nIm2iQX0YSwJMQz6doK4etAjnPaM9Fi7sKgcOJ128Y5pRMtZI+DENFiEQP5okknWhDuu+++RhwHIYSQgKTz1smLI52EEEIImSwIJ1oiOj0y0YSgENSJVgtinHOyFwsIYUmIRvGYu2trsuPWzumdiVZ6fqqcaCFt5xSi4Nxyg+x0dqIFFtHe/OY3Y5999sF//ud/4vnnn2/EMRFCCPGhUDQrdr3CuCAhhBBCyNREZqLFp9c4Z1szRLTyOOfg2OTORMvZhCev/LDJjhC84hGXTDQnEc2WCSew2jnDI6KZpilFwXk9KQDMRAvEtm3b8KlPfQoPPPAAjjzySBx55JH45je/iS1btjTi+AghhDiQyVeeuMLW8EMIIYSQyc0TG/fgjG+vwqqXdgS+bSanZqKVhKVMCMUTXWotFqiFGW3lcc5J70Qr54iVhSYv19Zkxy4ICnQy0eztnHHZzhmexyGTL0rRb353SURjO2cAZs+ejY9+9KN46KGH8Oqrr+KCCy7ALbfcgmXLluH0009vxDESQgixIUoFBGFckBBCCCFk8vJ/a3fg1Z2j+ONzfYFvK5w5yVh0WoxzjssQ/cZHjveUnWhj2ULVpupkQjZalkWjhEd+2GQnbxtNFYi/5/LVv5MsFrA70YTwFqJxzqGyC80wgDnlcc6xzOR97TWaCbVzLl++HP/5n/+Jb3zjGzjiiCOYl0YIIU1CjA0IwhjSSgghhJDJixCG9tYQYK860ZJynHPqXnSLYoG2+IQur7XoSsYguqQGJ7EbLWtzooW6WKDczhmzlXhZwmD17zRSFp7cxjnD5ESTgmAiJjPe6ESrgYceegiXXHIJFixYgPe85z047LDD8Pvf/76ex0YIIcQF+0hEGHf1CCGEEDJ5GStfJO8dDZ69JTPRYkomWohEg6CMy2KBxjvRIhEDPW0iF23yimh5W6Ol5doK3+vAtZ3TKxNNjHPaigXiISwWGElb+W4d5d9nOjvRAr/LP/OZz+DWW2/Ftm3b8KY3vQkrV67Eueeei/b29kYcHyGEEAfsTjSOcxJCCCGknoicrz01iWjWOGdyGhQLCCdaqgmZaAAwoz2BvWO5SZ2LJtamCVksEP52zkQdMtFiIcyGU38X0UA7nZ1ogUW0VatW4fLLL8cFF1yA2bNnN+KYCCGE+FA1zjmFF6aEEEIIaT5SRKuhBVKsS6ZLO2cziwUASCfawCR2oonMLzG+GGZHopsTzSpLqHaVjbi0c8YjolggPE60YWU0taPstpzO7ZyBRbSHH364EcdBCCEkACwWIIQQQkgjEeOcg+M55AvFKgHBjXyhKEfVEtGIFBoyU3itIjY3hUun0cxoFyJacIGzWYixzXjMlonmEMI/2cm7ZKKJ36lQNFEomogq/y7C+KuLBSIV9xkG1JKE9mTZiZaZvk60mjLRfvKTn+Dkk0/GwoULsXHjRgDAypUrceedd9b14AghhDhjb2NiJhohhBBC6onI+TLNYAH2qtNoujjRxGOVapaIJjLRJvE4pxCJhPMqEcIxRoFrO2fM+rv6exWLpqsTTbRzhsmJNiSdaHE60VCDiHbdddfhsssuw9lnn42BgQEUCqUHb8aMGVi5cmW9j48QQogDdKIRQgghpJGoF8l7AzieMsoaJRGdHiLamHCiNTETDZjc45xZm/AU92iynOyIY465ZKKp3wOUXg9mWSPrtmWixUU7Z5iKBRRBkJloNYho3/ve9/DDH/4Qn/3sZxGNWh8Sxx9/PJ577rm6HhwhhBBn7E60MOZLEEIIIWTyoopoe0aDO9FiEQOxaSKipUUmWpOcaCITLYi42WzyNuEpEeZiAVu+myAeUZ1oligmMsRiEUMWawhiIXwchtnOWUFgEW3Dhg045phjqr6eTCYxOjpal4MihBDiTVU75xRemBJCCCGk+YwpTpMgDZ3CiSbEMzHGN5U3/MZypceqWcUCMhNtEo9zWu2ctky0EI0xCoQgGLc50SIRQ+akqaLYiCI6GUblbWQmWogeByEKdrOdE0ANItry5cvx9NNPV339T3/6Ew499NB6HBMhhBAfMjbRLEyWcEIIIYRMfiqdaAFEtLJbXjhwxH8zuakroo032YkmRLTBSTzOmbc1WgoRLYwbv27tnIBamGD9XkNKEH/V94t2zjAWCyQVJ1q2ANOcntcfgds5r7jiCnzkIx9BOp2GaZp47LHHcOutt2LFihX40Y9+1IhjJIQQYqPKiTaFd3cJIYQQ0lwKRbNiwy5QJlr5dslYSVCS45xTeK0ismqb5kRrK2WiTeZxzqzNvRUPsSNRrLPjtnZOoPT7jecq1+LCudWVjFd9f1Q618IjQKnjnMKJJj4jUk16zU8mAoto73//+5HP5/GpT30KY2NjeM973oNFixbhO9/5Dt797nc34hgJIYTYsBcLTOWcEUIIIYQ0l3HbZl0wJ5ptnHMaZKKJ0df2JjnRZnaURDSd5yVfKOL/1m7H65b1YlZnstGHpvzcymKBRCx8WWACmYnm4ERLyMIESxRza+YErMcjVE40+fvE0Z6wfqexbGFaimiBxzkB4IMf/CA2btyIHTt2oL+/H5s3b8YHPvCBeh8bIYQQF6qdaOHZzSKEEELI5GbMlne0d0LjnKWL7CAiWtjGxITo2CxBYXZnSUTbPZL1fax+/2wfPvTTJ/HVP6xtxqFJpHtLiGjlUsJwjnM6Z6KVvlbdOqo6t+xYxQLheY1LZ10qhmjEQCpe+p1HM9MzF60mEW3Xrl1YvXo1Nm7cWNHQSQghpDnYM9HCuKtHCCGEkMmJvXlvTy3jnPHKYoGM5lrltie24Jiv3IXHX9uj/TNbSbFoWuOcTXKizS47yrKFIobGvYWM57cOAgCe3jzQ6MOqIGdr54yXnWjhLBaodNWpOI2pWqJT9TinaPjMh2jtbhcFOxJWLtp0JJCI9sILL+Dv//7vMW/ePJx44ok44YQTMHfuXJx++ul46aWXGnWMhBBCbDATjRBCCCGNwn5xHMSJlnXLRNN0IN370g4MjOXwt/W7tX9mK0nnrceqWeOcqXgUXeWA950jGc/vXb9rFADw2u7RqvVjIxFOK3s7ZxjXrGL0MuboRCs7y5TX94gSxO/2/WEqBbNnvLUnp3dDp3YmWn9/P0455RTMmTMHV199NQ4++GCYpok1a9bghz/8Id74xjfi+eefx9y5cxt5vIQQQuCQiRbCBQkhhBBCJifjucqL41qcaImoPRNNT8AReVL2XLbJiio4pmLNm9Ka3ZXEcCaPXSMZ7D+30/X7NpRFNNMEXt4+giMW9zTl+OzCUyLEIpps54zoOdGGPMc5qzPUJjO5QlFed1Q50TLheI/WG20R7ZprrsHSpUvx0EMPIZVKya//wz/8Az784Q/j7/7u73DNNddgxYoVDTlQQgghFmnbQjSXD8eJmBBCCCGTHyEMpeIRpHNF7B3Nad82Uxa/5DhnwHZO4eIZz4ZDbBlXHquIQ3tjo5jdmcCGXaPY5eFEy+aL2LRnTP79xf6hpohopmlKkShuc6KFsWAi75GJZhULKE40JYjfjmj4bMU4Z65QRKFoBsruE+9HAOgsi2jCcTldnWja45x33XUXPv3pT1cIaIK2tjZcccUV+Mtf/lLXgyOEEOJMprwjJII9w7irRwghhJDJiRDRFs1oA1ASBTKaTjKZiRarzETTFU9E/lJYnGhiRLKtyS2FIhdt17C7iLZpzxgKytjguu3DDT8uoHJUMR4RIpo1xlgM0SgjAOQ82jktcdD6ncT4Y6eHE63Z45ymaeLc/3kIZ3z7vkBCpng/tsWj8nftSIpMNIponqxfvx7HHnus678ff/zxWL9+fV0OihBCiDdiIdtZziagiEYIIYSQeiEujuf3pBAtO2d03Wj2TLRkwEw0Oc4Zkgt0ITi2TEQbcR+1Xb9zpOLvL/Y3R0RT16WiUEA4tgAgVwzXulU60RychjITzaGds9uznbO5j8FYtoAXtg1h68A4tg+ltW83pDRzCqQTbZqOc2qLaMPDw+ju7nb9966uLoyMjLj+OyGEkPohdj3FyZmZaIQQQgipF0IYak/EMLM9AQDYo1kuIDPRYvZMNL21irhoD4sTTRxns5o5BZaI5u5EE6UCi2eWHIUvNU1Es1xWsUjlOKf93yc7haIJYRrzcqI5jXM6FgvIds7mPgbq+3c4rS9Qi+9VXXVWO2c4hO56E6idc3h4GENDQ65/TDM8bwZCyPRmPFvAF3/7Ah55NRzNT3ZEwKc4oTX7REwIIYSQqYvI+epIRNHbUXK979UsFxBu+aRNRMtoiGimaSrFAuHYIBSPVdNFtK6SuOklom3YWRLR/uGw+QCAHcOZQE2rtVLhRCs7rypEtBDloqm/i1M7p1NhwnDaPRMtJsdam/sYDIxZTlIxbqqDU76bbOekE80b0zRx4IEHYubMmY5/DjrooJoO4Nprr8Xy5cuRSqVw3HHH4YEHHvD8/p/97Gc46qij0N7ejgULFuD9738/du8O50UwIaR13LduB25++DWs/L91rT6UmhALVGGt5jgnIYQQQuqFHFGcgBNNjHMmlAwovyyssWwBwpeRzobjAl040drj2p19dUE40XZ6jXPuKk2KHbG4R+bbvdSEXLS8bLM0YBgl0SgaMeRocJjWrU75bipWO2d1JppTO6c1/tlkJ9pYrU600u/STSeaRPudfu+999b9h//iF7/AJz7xCVx77bU4+eSTccMNN+Css87CmjVrsM8++1R9/4MPPogLL7wQ11xzDc455xxs3boVH/rQh3DxxRfj9ttvr/vxEUKmLmI3ZijASWQyIaumy5loHOckRI+xbB7X3LUOI5kCvnru4XJBTwghxMIa54yit6Mkouk60WQmmq2dEyitV1IRd8eWenEfmnFO0c7ZqnFOj2KB9WUn2n5zOnHw/C5sHRjHuu3DeP2+sxp6bDnZZlkpOsWjBgpFU8uVOFnIO7jqVOKinTNf7URzGueMyXHO5j4GqgNxqAYnmvq7tJdFtNGQCN31RltEO+WUU+r+w6+++mp84AMfwMUXXwwAWLlyJf7yl7/guuuuw4oVK6q+/9FHH8WyZctw6aWXAgCWL1+O//f//h+++c1v1v3YCCFTm7CF1toRmWiWE43jnIT48dyWQXz850/JjJi3H7UQb9ivsRcShBASRoTDpD0RxcyOoE600hpFONCEI630b0WkPAL4RzLWxX1YRLQx2c4ZKClpwsxRMtFM05SOL8HgWA67y8/ZstkdOGh+F+5+cUdTygWEiGYff4xHI0jniqFyoqlrbKeNN3uxQDZflCKhkxNNFgs0uZ2z1ky0THnjXn3fdpTHOccy4byOmijNfacrZLNZPPHEE3jLW95S8fW3vOUtePjhhx1vc9JJJ2HLli344x//CNM0sX37dvz617/GW9/6Vtefk8lkqrLbCCFEiGhh3UERIprIRAtTtgQhreCeF7fjHdc+JAU0ALh77fYWHhEhhExexpScr97yOKdulpa46BZONNW941cuoE4IjIdkjZZWShiaichEy+SLjuvZV8ujnPO6k+hMxnDQ/C4AzSkXECOQCZsTTeTkhWnzV2SXxaNGlVAJVGeiqeKvU06ecOc124k2UDHOqe9EE9ccKUUknu5OtJaJaLt27UKhUMC8efMqvj5v3jz09/c73uakk07Cz372M1xwwQVIJBKYP38+ZsyYge9973uuP2fFihXo6emRf5YsWVLX34MQEk5GpRMtnB/+1g5XaZwzTDt6hLSCnz26CfmiiVMPmoOvv+MIAMA9L+5o8VERQsjkxCoWiMlxzt01ZqIZhmE1dPqsV0ZCOM4pBEcvh10jaE/E0F4WaZxGOkWpwL6zOwFAimjr+ocbXggoxFInJxoQrnWrle/mLJ3YM9Ey5detYVSLiKX7KT0mRRO+GYH1pNZMNPv7GVCcaCGd6JkoLRPRBHY118mKKlizZg0uvfRSfP7zn8cTTzyBP//5z9iwYQM+9KEPud7/lVdeicHBQfln8+bNdT1+Qkg4GSm3yYxm86FrFjZNK0tChHwyE40Qb3aW28ve+/qlOOeoBYhHDazfNYr1O0dafGSEEDL5EBfHbRPJRFOy0JJCaPBxoo1kwudEk8UCTc5EA5RcNIeGTlEqsO+cjtJ/Z3ciFjEwnMlj22C6occlnGjVmWh6Yupkwm00VWAXBsUaPRWLOuoaMbWltIkNnXtHLfdZkEw0e9suoDjR2M7ZXGbPno1oNFrlOtuxY0eVO02wYsUKnHzyybjiiitw5JFH4swzz8S1116Lm266CX19fY63SSaT6O7urvhDCCFikWaaVkh/WFDDWNnOSYgeO8u79HO6kuhKxXHi8lIW2t1r6UYjhBA7arGAlYmmd+EtM9GUi27pRPMR0dQxs/FcIRQbnWmZidYKEa303DiKaGUn2vLZJREtEYtIQW1dwJHOXKGIQgDXlFexABCuGBI3QVAQj1X+Tk7jjxXfr4hx+SaOte6pKBaoxYlm/T4dCTrRWkIikcBxxx2Hu+66q+Lrd911F0466STH24yNjSFis1FGo6UnMAwfsISQycOostMZthNAWhlv6EyKcU5+BtbK39bvxh1PbW31YZAGYpqmvMAQu/ZnHDIXAPB/zEUjhJAqKto5g2aiOVx064tolWuyMLQ4qq69ZiPOaTtHqp8btZlTsHRWSUTbOjCu/TP+tn43TvrGPTj/hke0b2OJaM7jnKF0orm0edsz0cTmvDr+qKKOhTZTRNtb4zinuO5IKiJxe3J6O9G00g/PO+887Tv8zW9+o/29l112Gd773vfi+OOPxxve8Ab84Ac/wKZNm+R45pVXXomtW7filltuAQCcc845+OAHP4jrrrsOZ555Jvr6+vCJT3wCJ5xwAhYuXKj9cwkhRM3cGMsWEKZ+PrGgjEYMtCXCly0xmcjmi7j4ltUYTudx5OIe7KssNMnUYXA8J4XmWeVd+zcdMg9f+t0arN64F4NjOfS0x1t5iIQQMqmQwlA8hpkdpc/HPWNZz+gdQdYhQ8nKRPO+6LZf3I9nC03PGgvKeFk0aYkTras8zmnLRCsWTWzYXc5EK7vPADXYX2/d+PPHNuG/7nge+aKJncMZ5ApFV0eWSs4lRywR8OdPBoTQ5epEs2WipfP6TrSmjnPWWCxAJ1o1WiJaT0+P/H/TNHH77bejp6cHxx9/PADgiSeewMDAQCCxDQAuuOAC7N69G1/+8pfR19eHww8/HH/84x+xdOlSAEBfXx82bdokv/9973sfhoeH8f3vfx+f/OQnMWPGDJx++um46qqrAv1cQggZyVSKaGFC2sRjEevEHYKd2snI6tf2yAX7hl2jFNGmKGKUc0Z7XF7ULeltx4HzOrFu+whWrduBfzx6USsPkRBCJhWyWCBpZaJl80WMZQvoSHpfQjo60crrlYxPhIa6PgNKI50zgx160xmfBE40+zjn1oFxZPNFxKMGFs1ok1+3u6a8uPHBDfjK79dUfG00k8eMsjPRC9E8GY/ZRDS5bg3PBIVfJppdGBSvcTfx1zAMRCMGCkWzaU400zQrM9HGA4hosm3XwYkWsmuoeqElov34xz+W///pT38a559/Pq6//no5SlkoFHDJJZfUlDd2ySWX4JJLLnH8t5tvvrnqax/72MfwsY99LPDPIYQQlVFl52Q0ZLsoaeXkLGuym9juM5W49yUrDyvIaAMJFzIPrXyxITj94HlYt30Ed6+liEYIISpjSlh+WzyKZCyCTL6IPaNZDRGtOohcCA2ZAO2cQDg2OltZLDDHJRNtbd8QAGD/uV0VQfa6Y7UA8KvVpUK+f//7ffH/PfwaMvkihtN6Ipoc54yEv53TctXpFQs4jT/aiZVFtGY9DmPZQsUIbbB2zur3s3CiZfNFbXfiVCLwb3vTTTfh8ssvlwIaUMolu+yyy3DTTTfV9eAIIaRRVIxzhmye3wosjYZyMTKZWPXSTvn/W/ZSRGslw+mcXKjVG9HMOaerUkT7+wNnAwCe2ry3IT+XEELCilgbtSViMAwDswI0dEonWjy4eDOcqXTIqDmwkxXh2mvF2KnlRKt8Xl4qFwccMr+r4uv20UMvhOhyxsFz0ZUqjfTqii85lxHIeBjHOYvOJQmChChLECKag+hkp9mb4HtseYbBRLRqZ6lo5wTCIXTXm8AiWj6fx9q1a6u+vnbtWhSbONNLCCETYSTExQLqyUza8jnOGZgte8fw8o4R+fetFNFaxni2gFP+exXeed3DDbl/tZlTZUFPacRlr2bjHCGETAfyhaIUUNrLwpBwH9kvxp1wykRL1lgsMB4CEU2ICK3IRJvlMs75YllEO8hFRNMRscSoYSwaQXe5Dd4+buuG2wikXXAKA9qZaOUR1bTPOCdgPS75Jj0OQvwWr9HxXEH7OVA37wWJWERmu4XtOqoeaI1zqrz//e/HRRddhFdeeQWvf/3rAQCPPvoovvGNb+D9739/3Q+QEELqTa5QrGh7CtsOimoTF7XaOjuKpBLhQotFDOSLJrbsHWvxEU1f+ofS2DOaxV7N0Oqg7LQ1cwpE49xIJo9MvuDapEUIIdOJMUW4EjlfXQFEFLHGSlSMc1rjX144FQtMdtItHOecLcY5bcUCa/tL45wHL6iMWwoyzplXGjY7y8+/biC9EJ4SdidaCLN8/TLR7MKkcNWnPJxoonAh16T1uxC/l/S2Yd320gbySDqPmR3+o7lOTjQA+Oq5hyMejUiX4nQisIj2rW99C/Pnz8c111yDvr4+AMCCBQvwqU99Cp/85CfrfoCEEFJvRjPhy9tQsXaEIhznnACrynloZx42H394ro+ZaC1EXCSZZmmxVu+RGDcnWndbTIb77h3NYX4PRTRCCBGfydGIIS+cRQ6aTgSGEEhUAUUGyvtlojkUC0x2xlo5zlk+r41mCxjPFtCWiCKdK+C1XaVmTvs4ZxAnWK5oNWx2JoM50bIuwlOQcdLJghi5jEdcnGi2EVUdJ5pwceWbNMk3MFYSP+d2pbB5zzjGcwUMpXMBRbTK3+eC1+1T/wMNCYHHOSORCD71qU9h69atGBgYwMDAALZu3YpPfepTFTlphBAyWbEvAMJmQ06XT2apWDRQyxKxyOQLeOiV3QCAfzmxtAjYNZINRfbKVES9SGrEc+BWLGAYBmYGGFEihJDpgBCF2uNR6QwWLiudMiYhoKhONP1xztLFfk9byd0ShvNyK4sFupIx+TiLkc6Xt4+gaAK9HYmqzaNg45yWECaciEOaWVqWi83WzhnCTDTfdk57JlrOPxMtWi4pKDQ5E21mRwLdbcJVqPdcymKBeGDpaMoS+JE4/fTTMTAwAADo7u6WjZxDQ0M4/fTT63pwhBDSCOwi2mjIigUyOetkNhEnmmma+Pof1+LmhzbU9fjCwGMb9mA8V8DcriTesN8sucPKcoHWoF4kNcJ14OZEAyDDsimiEdJ6vvL7Nfj8nc/DNMPjUpmKCMd+myIKdZSDxP3c+6ZpSqEsXkMrpCh+mlv+vA7DtIA4h7W1QEQzDENuEInoAjnKOb+rKh5BtqRqjXNarZSdyZKoaW9PdcO1WCCEWb5qNpwTdnddxiFDzE6sySKayESb2R6X45dDmqO50lnHyAtJYBFt1apVyGarF5rpdBoPPPBAXQ6KEEIaSdU4Zy68TrS43P0yA190bBtM4wf3r8fX/ri2aSfxycL960p5aKccOAeGYWDRjFLAPEc6W4MqojXigmmXSzsnAMzsKC0m92g0zhFCGsdoJo8bH9yAWx7ZiO1DGf8bkIbh5KwS45z2NZQdtW2wIhNNY5yzUDQxWj4HiM/ryZ6JlisUpWDUimIBoDoX7cW+UqnAwfO7q77X2nz1X/fJMcZoRDrRdDPRcrLRcgoUC4jfJeKTiZYXmWhinNPfidbsds6Z7QnludR0ouXoRLOjnYn27LPPyv9fs2YN+vv75d8LhQL+/Oc/Y9GiRfU9OkIIaQD2k4ZOvsdkIqNkoqm7YrmCiURMP5BdLIRzBRM7hzOY35Oq74FOYvrLF2iitWrxzDa8tH2YDZ0tQnWf1fuCKV8oYnd58WgvFgBK4y4AsJdONEJaysC4dXG+ee/YtDonTTZk22TCulTsSJbHOX1ENNVplnBwonk5oNRJAeFEm+yZaOMOJQzNZrZs6Cydx17abjnR7Mj8Lh0nWrF6nFO7nTPv7N4KYyZaTjrR9IoFrHFOLyda6Tb5Jj0OIhOttyNhOdHG9QRRt2KB6Yy2iHb00UfDMAwYhuE4ttnW1obvfe97dT04QghpBPbxTZ18j8mEWjWdqBDRihW7vrr3A5QcWNPpgiVvy2tZNLPkRGNDZ2tQhbN659/sGcvCNIGIYQlmKuJruymiEdJSBhQ36OY9Y3jdst4WHs30Zry8LupQRKH2sqA26rPRoTqMKts5/cc5hUCTiEVCk4kmzl8Ro7qJslkIEa1/cBymaWKtcKItqBbRkpoFD6ZpWuJRJBLYvSQEuKp2zgDtoJMFKxPN+fkVG9jVxQI6TrTmPA4VmWgBnkvTNF2LBaYz2iLahg0bYJom9t13Xzz22GOYM2eO/LdEIoG5c+eyWIAQEgrsu6iTfVTAjrojpNrkg1rj1d3gbQPjOG7pzPocYAhQF4YAOM7ZYho5ziny0GZ1JuWiVaW3nU40QiYDg6oTbQ8/i1uJ5URTxzmj5X/Tc6JFDFR85lpONPfPeDEq2JWMIVX+2fVYo5mmWZUNVi/E8bUpJQzN5vDFPfjF6s249fHNeMexi7FnNIuIARww18mJpjdOqcZ8xKNWJpquiCbbOSPO7ZyhGucsrxndRFL7iGw6r5GJFm19JprOc6mKrRzntNAW0ZYuXQoAKDZJLSWEkEYxbC8WCJmIpjrRohEDhgGYpv+uotv9ACURbTpRUEYUAGDxzHYALBZoFeMNLBZwa+YUiHp3ZqIR0loGxyrHOUnrEOuidicnmk8EhlMzJ6Bkonk50coX9Z2pmMwXm+g54fantuALd76A6997HE7ab/aE7ssJ4Z4TmXGt4ILjl+CmBzdgw65RXPbLpwEAy2Z3OI6XxjWeB6AyqytWQyaaEJ7ittdBMoztnEVnQVAQt7n7MmUnWtJDRGtlJlp3gOdSuOoAFguoaMuJr7zyCp544omKr91999047bTTcMIJJ+DrX/963Q+OEEIagXCizWwv7cSMh26c0zo5G4YhT95BcxXUE2PfYLp+BxgCrLDc0iJGjHMyE601qK/FWkd3tg2My8IIFa9mTsAa59wzQhGNkFZS6USjiNZKxLqoXclE6wzoRLO3MgpRzWutIjY5u1QRbYIbnfev24WhdB5/W79nQvfjhlhTdrZQREvEIvjs2YcAAJ7aNAAAOMShVADQK3gAKkWuWMRAZ9BMtIJzGL9YdwXd+G0luu2ccpwzLzLR3KWWZrZzmqZpy0TTH+cUzlHDqC6JmM5oi2hXXHEF7rjjDvn3DRs24JxzzkEikcAb3vAGrFixAitXrmzAIRJCSH0RC4C5XaUMML9d1clGWikWAKwFUdBdPXsm2nRC5luUxzkXl0W07cPpUOV0TBXGJzjOaZom3vfjx3DhTY/hhW2DFf+206OZE1CKBehEI6SlqCIaXcGtxWmcUwhqIz5rJjHSZhcQhGiQ85hqEhf1ncmY/NkTdaKJ8PRGFRSINaUQmVrFGYfMxRsPsJx2TqUCgFIs4LNmVMXOWMQIlKNVun+r2bPi5wdoB50siBxdNxEpYWvnVCdG3JDFAk0Q0UazBSlazmxPoLucNzik4USTrrpYpGXjypMRbRFt9erVOPvss+Xff/azn+HAAw/EX/7yF3znO9/BypUrcfPNNzfiGAkhpK5IEa27dFHtt6s62bAHfMZrrAu3Z6JNJ+SuYnlRP6sjgVQ8AtME+gan12MxGVCdBrW4Dp7aPIB120cAVGcp7Rp2b+YESgtKwBp1IIS0BrWds29wPFTjXlMN8TncMYFMtFrEEzHO2ZWK122cU4g+jVrryXHORGtFNMMw8Pm3HSrHBA9yEdEswcdbvFHFnWjEykQL6kRza+fUaQedLOSKlTm6dqycuXImmigW8HKiyUy0xj8OIvM1FY+gLREN6ERjqYAT2iLarl27sHjxYvn3e++9F+ecc478+6mnnorXXnutrgdHCCGNQFjvhTOl3kHmjcbuRLPyLYKOc07fTDS5ICo/doZhWOUCdEA0nfQEM9F+8+QW+f/24hA/J9qsTsuJZprh2RknZKqhOtGK5vQ7L00mLCeaJQxNNBNNbPjlPcRRtVigrU7FAsJtM55tjFgxWZxoAHDAvC585R8Px7lHL8QpB81x/B7ZkurnRCta7ivDUMY5dds5XdxbuuOkkwk/J5qaiaa2WXo50WQmWhMceWKTUBQpdcmSCJ1MtMprDlJC+9Ho7e1FX18fgFK5wOrVq3HiiSfKf89mufgkhIQDsQAQ45yhE9HEyVk60SY+zrl3LBe6ltKJkJc7pNaCaJEoF+CFW9NRhbOgmWiZfAG/e6ZP/t2+S75zuJT35yaiCSdarmBWlY4QQpqHWiwAsKGzlYzKTDTFiVYW0Wp1osV0nGiKICWcaLXmZAqE22Y815jP98mQiabynhP3wcp3H+PqHNIuFrC1mAv3UrZQ1HpOXMc5NdtBJxOy0d1HRANKDr5MbnJloslmznJ8hRjnpBOtdrRFtFNOOQVf+cpXsHnzZqxcuRLFYhGnnXaa/Pc1a9Zg2bJljThGQgipK1YmmjXOGaZNAHvWQqLGpqOMbQG1bRqNMcrWKMWaL5xozOJpPukJZKLd++KOCgdLtYjm3c6ZikflyNJejnQS0jLU9zHAhs5WMu7UzinHOQsoelz4y0B513FO/0y0rjq2c1pOtEZlopXud7KIaH7oRoDkbJuN6riqzkin2+sgES09r2HKn83Ldk5n6SSh/I45RWTUcqI1UUQTGbBCENXKRNMoSZiOaD8aX/va17B27VosW7YMn/70p/HNb34THR0d8t9/8pOf4PTTT2/IQRJCSD0RO6wiE61oVgtKkxlrV0iMc9bWdGTfSZxOozOyrlzZVVzMhs6WMa60cwa9YLrtya0ArAWpq4jm4kQDrN3Z3RTRCGkZQkQTGxps6GwdcpxTEQFUkWjM43NaiCOu45xaxQJxpBKWaFcrxaIpzwmNmjoQ0w0dIRHRktrjnJVOslIumn6Wll2EE9Sa49tK5MarqxPN+noub1oTIxrFAs1wou0ZLX22zmi3i2gBnGgc56xA+92+fPlyrF27FmvWrMGcOXOwcOHCin//0pe+VJGZRgghkxWx4FGDxkczec+T3WQiY9vhEifioE1HVU60aSSiOS2IpIg2wAu3ZpNWLm7SAS509oxmce+LOwAAbz5kHv78Qn9FXks6V5CLRC8RrbcjgS17x+lEI6SFDIyX3n9HLOrB1oFxbOaGRsuQxQKKMJSMRRAxShuPY5m8q/NKiCMJm+Cgs1YZyZQu9us1zjmSzUMMGkx0LNQNMc7ZNQky0XTQDfYXz6PYoAJKQupIJq+ViyZEuETVOGf42jmzLiUJgmjEgGEApln63oxGjlhTnWgyE600xtmVKv03my8iky94jmpa7ZzhuEZqFoEkxXg8jqOOOqpKQAOAo446CrNmzarbgRFCSKMQ1vtupf0pTLloVcUCMb0Fkdv9CLYOpOtwdOFAZqI5jHNum0aPw2RhvMZxzj8814d80cQRi3pw7NIZACqLBYSzLBGNoNvjAqeXTjRCWo7IRDticQ8AOtFayVg5P6xNGec0DEOO9I16fE77FQvojHN2p2JylHQiY5iqY6phTjTZzhkOkUGnJRWwHFJxRUSzWh39xwCFI9HuREvUmOPbSvIu+W4CwzAqxpXTGjliViZaE9o5bZloXckYjPLT4ucqFOOcLBaohI8GIaQm1u8cCa1rQ+x0dimLtHCJaJU28USN1nghoomF33RyolntnNbibkZ5h04nI4LUl/Ea2zlf3TECADh5/9nSMaGWA6ijnIbhPIYBWI1VYf1MIyTsFIqmdI0etrAbALCFmWgtY6y82dhuc+iLXDR7C7KKW7GA+LtXG+GIEtKvZqLVmlurij0TzVZzwypDiDfk/uuN2s7p9bhaYfrW8ygaOnVKeOzjoALdYgPBqpd24NWdI1rf2yjUplI3hDg4li1IAXLSONFsmWiRiIHOhN5oLp1ozlBEI4QEZtPuMbzlmvtx8S2rW30ogckXilKE6kjGlKDc8LTy2XeF4jXWhYvHYfmcUr7ldBLRCg6Lu85y5fdIOlxFE1OBdI0imlj89bTF5WiROmYiRLTZHqOcgLU7u2eMIhohrUAVOw5fVHKi7RrJhurcPJUYk8UClQ5eq6FTw4lW1c7pv+E3IosFrEy0ohl8fSMYGrdeP40rFhDCXzhEhnhFCL77WsepxVyMAQbJRLMLT0FyfNfvHMH7fvw4zv7OA/jrC/2+398ocramUifE76V+lnlmopW/v9CEsVa1sEMgc9HGvTeOWSzgDB8NQkhgXtg2iHzRxBMb94ZOeFFHEDqSUbTH/ReEk420bVdIZ3fXCXFi3Hd2JwCgb3D6jDHKwFtlTKGjvADOF81QFU1MBVQRLUhujVisdqVickE4qlx07x4pi2hlkcwNsTu7Z4QiGiGtQJQKtCeimN2ZlO9ntiW3BiFettlGFIXj18uJJqIl4raLbiFAeDlvhtLVTjQASGdrOyergkaj1nmjUkQLiRPN1iTphnSSKcJRl9ys8nfsuwlPOi2tgl3lc3ImX8SHfvoEfva3jb63aQROgqId8Xup5UZewlMznWjCTZZS3GS6gqi9zIyU4KNBCAnMVkU4u2/dzhYeSXDEyS0RjSAZi2qNJkwmTNNEWuwK2Zxowcc5y0602SUn2taB8dA4sHaNZLBh12jNt3fKtwha307qh+oQCHKho+6uiudPdaINlC/Me9q9L26EiLaXTjRCWsJAOQ9tRlvpvbpkZjsA5qK1CuEIbreJaOLvox4OQeEwStqcaImYhhNNiduIRyNyo6vWUUxVIJjIWKjOz+gIiRNNzarzGql0ate0MtGCONEqXwfJAMUC6mulaAKfvf15/OHZPt/b1RtrNNVfRBOPTSIW8YyRaGY7Z8Z23QAA3W16+XZpW5kZKaFVI/Lss89q3+GRRx5Z88EQQsKB6li676Wd+OcT9mnh0QRDiGVisSMuvBuVlVFvShkWpf+XmWgaC1MnxIlx+ewOGEZpMbV7NFvRWjpZefcPHsXmPWN48NOne7YuuiHyLdTWqUi5vl00T4XhcZgKmKZZmYkWQEQTYmd3Ku6Y1SLcLT1t3iLazHIm2h5mohHSEsR7tVuIaL1tWNM3RBGtBWTzRSlwdNjHOctOJJGZ5kTOJYRdOtFcxJOcErchxJq2eBTDmXzNY732jNN0rljlrpsoQlAMSztnNGLIllVPJ5pTJppwoulkormOc+qXYQlB9vBF3ThwXhd+8+RWPPjKLrz1yAW+t60nOYcyKjtCnBTjkSkf51ZTnWgORQd0ok0MrXf70UcfDcMwYJqmp6IKAIVCOC5ECSG1o45wPvTKLuQKRdfGmsmGOFmIC26xmBr1WBBOJsQCE7Bs2VYmWrATsWgP6kzGMLcrie1DGWwbGJ/04pFpmtiwaxSFoonntw3itIPmBr69FZhbeU6TIhqdaE0jWyhCXUPWMs7ZmYqhqzxKM1qDiDarkyIaIa1kwPZelU40jnM2HXUjwy446TjRxEW3vZ3TLxNNdRELsa4tURLR6uFEA0obpvUU0UzTlMctjjkMxKMRZPJFz1wysdmoxl6ItfOQlhPNpVhAKTbwvQ/xWopGcNC8LgCWq6qZWNMLXk40kYlWemz8nFvNbOd0EsJkJpqPE03elk60CrSuejds2ID169djw4YNuO2227B8+XJce+21eOqpp/DUU0/h2muvxX777Yfbbrut0cdLCJkEbFOcaMOZPJ7aNNC6gwmIdKKVd1c7EuEqFhCLB8OwTti1jnNmFIv2whltAMJRLjCes5qPXt4+HPj2qnU+bttVFA5FimjNQxWGgQmMc8qSEOv1QScaIeFAvFdFS/KSXo5ztoqxXOlzNRYxqoQwnWIBtzG+hM9aRZx32+JReVsheAXZXFGxCwT1Xutl8kXpJOoMkYgmGzo93GDi91JFNOFe0lkjOY2DAsGKBbLKa0kIQK3IrJWN7p7FAuVxzoyeiNbcTDRRDqA60fQEUeu24TBLNAutd/vSpUvl/7/rXe/Cd7/7XZx99tnya0ceeSSWLFmCz33uczj33HPrfpCEkMmFEFr2ndOB9TtHcd+6HThheW+Lj0oPIaLJUQGNBeFkQg0HFc7gINb4ivuSu0sRLJzRhqc2DWDrwOQvF1B3ll/eHrz2XF2wVDnRUlZDJ2kO9osjkVvj53wHVBHNGucESgv8nra4HKvwdaKVM9GG0vlQOWsJmSrY36sLelIAgB3lhl3SPMR6yMmx1aExzpd1daJ5j3MOKc5igSgXGK+xWEBt5wRqF+PcUB8H++jrZMYSNL3aOaudZMGKBZxbWsXmpWmWNjXVWA3X+4hFpBMqk2uBiJbXLxYQDnk/0clyojVxnFPNRJPjnJpONIpoFQR+NJ577jksX7686uvLly/HmjVr6nJQhJDJSyZfwM7yovafX1fKQgtTucBwptJ236ExmjCZEMHnqiiQ0KiNd0KGhcaiWFi+YOkLgRNNPeGv2xFcRFMfJ7tY0hUg74PUBzE6pK6jdXaaM/mC3KXuSsWQjEXlYl2I5bpOtO62uPz5LBcgpPkMlN93M8qu0PayIFFv0YP4Iz6T7aUCgOXWHvNq55TiSaXgIESDnMv4mti86lIcXcLNU/s4p92JVt/XkzXdEEXEQwyabOhMMEy0WMApU81+f37r1ly+dB+JaASpuHCitWCcs+jsrlRJ2IoF/J1o/m21TqzfORIoOxZwG+fUy0RjsYAzgUW0Qw45BF/96leRTltuhUwmg69+9as45JBD6npwhJDJx/bBkoCWiEXwj8csBAA8v3VICmuTnVGbiNZe/m/QE1KrEI+zGqYfqzUTTZ4YI1jQUxrnVEsjJivqCf+V7cOB27bUXfCYbdHLcc7mIy6OxMUzoPd+VF8Hcjzb9vzpimjRiCF//t5R/x12Qkh9sb9X2xKl81pYSn+mEuIxb3O4aBbi5qjHZ7SbEy3h08qojucL2iYsotky0eq81hsOYR4aYD0XXhtWeYcRRuES1FkjZX2KBdSf4X8fETmK2IpxTidXnp14TGSilYsF4j5OtPLjUgiwdl+zbQinf/s+XPbLp7VvAyjtnA7jnHSi1Ubgd/z111+Pc845B0uWLMFRRx0FAHjmmWdgGAZ+//vf1/0ACSGTi22DJafSwp4U5nalcPiibjy/dQifuf05HL6wBwfN78KZh81zHMUyTRM7hzOY251q9mFL7Dud7SErFnAS0WrNRBNZVKl4VJ5Mw+DIUxfFo9kCtg2msaic6aaDugtuHyPoTOrnfZD6IC6OOpJRjGQiyOaLGMsVMNPndrIkJBmTz2NnKoa9Yzn5/A3ZGv+86O1IYM9oFrtHMwC6avtlCCE1MTBW+V4Vrgc60ZpPRlkb2LGyJz3GOV0y0dTxNaeR/ZFMtSAlRkrH69TOOVbn15PYmO0MSTOnIK4xweDUrqnrXgIsgcztdaD+DDdkvl6s1Zlo+uOcIw3MRHtt9ygA4IVtQ9q3KRStMi3HYoFx7+fSqdmT1OBEO+GEE7BhwwZ87Wtfw5FHHokjjjgCX//617FhwwaccMIJjThGQsgkQuShiSD6Mw6eBwC4a812XPN/6/Chnz6BpzYPON72e/e8ghO+fjdueeS1CR9HrlDE2r6hwC6kkazzOGdYigWEiDZXEdFqGec0TVPZmYqE6oLFvnhbF7BcoFC0Wpbsi3ixqGAmWvNQx4qt/BsdJ1rp4kh1LUgRNJ2HaZoyMNfPiQYAvXSiEdIyZLGAcKIF+Cwg9UWuDbycaB4bj36ZaICzG02ID52OIlp9nGjpOr+enI45DOiNc1aPY4rf08+9VCyaylqr8nWgbl76CUg5RciTTrQWrFOlE02nWKD8mtPPRNNfu4tx5O1Dae3rH7U8wjETLePnRBOfB3SiqdT0jm9vb8e///u/1/tYCCEhQIz7ifG//3fKvpjXncK2gXH8cvVm7BjOYMeQ82jnS/0lseOrf1iLE5b34uD53TUfx3fvfhnfu+cVfPefj8Hbj1qofbtR24InbMUCO0fq40TLFUyItUsyrogXLQhsDcqI7YT/yvYRnHbQXO3by5wOh8UQxzmbjxDR2hKl1+HgeE5LzHUa/elUnr+RTF4u4nVEtJkdpe/Zw0w0QpqOfZzT2tiZ/OekqYZ4zJ1EAPEZO6qRiWYXT1RHU75YRMLm5RhxcHVNdG0ixJ5ZHQnsHs3Wfa0XVhEtqdHOWXBo5+xWxjm9CoBUx7/dvWUYBmIRA/mi6VoyIe+nYGWiCRHH65gbhSUoujvR7JloTiK0Si1ONOHcz+SLGBrPo6fdf22jZsipJQ+6n7HW5wGdaCo1vePXrVuHVatWYceOHSja1NPPf/7zdTkwQsjkZGvZibZoRmkksz0Rw3tOLBUMPLFxL3YMZ1xrq4UlOJsv4hM/fxp3fOTkmoMq1+8sWZo3lP+ry0i6csETVidahYjmkzPiRFo5qabilhOtFTt8QZmoE82tdh3gOGcrEK1rqXhUjlfrXOiozZyCTqUYQlyUJxSnpRe9HaX31J4RimiENJuqTLTyezZbKPo2+BE9tg2MIx6NVKwfnFBd6nYmkommimq5vAkkKv65apMTmHgmmhhVm9udKoloDWrnDFsmmpYTTYwwKu89IXAWzdJ52u33Vtej9nZOoLT+yhdN381f8VoqZaK1bpzTKhbwGue0ZaL5iE61tHOqTsrtw2lNEc16HmMVIlrp//02LelEcybwO/6HP/whPvzhD2P27NmYP39+hQJtGAZFNEKmOKK9cYFDBpXfLpG6G/Ji/zD++y8v4XNvO7Sm4xALl6Di10hG5C9VFgu00olmmia+8ecXUSiY+C+fx0OKaJ0Tc6KJk6ZhlBY4YQpxFiN6IsPq5YANnW45HYASmstxzqahhlgHaWITC1X1gqszZY1z6pYKCGZ3lq7o+ocmf7kGIVMNOc7ZLooFrAvQdM79Yp3oMZTO4cyV96MrGcND/3m6q4MI8M5A0slEU91DKqoY49TQOZx2H+esJWoiVyjKc8m87iTW9tV/nFMIf10he33GNQqpnNo12+JRRCMGCkUTw+m86/tSzTqzFzgBpbHINIoBxjnVYoHWjXM6TTAI7OOcfsUCtbRzqmuj7UNpHDjPP79VvHfsorjcPPcRJTMeztTpTOBH46tf/Sq+9rWvob+/H08//TSeeuop+efJJ59sxDESQiYR2wZKF5gLHUQ0sWByO8EJce28YxcBAG58cAN21HjBKhZwQR1DYhRQiCVBnC+NYtW6nbjhvvX40YMbsGfU2wXjNM5ZSyaaDA6ORWEYVtZEKzLRxMWTLkLgOnafGQCAV3aMBMrGE4+Tk7NBjqqExJk4FVBFtCD5N37jnEFFtAPKi9G1ffqBvYSQiZPNF+U5WLxf1Qu2MGzuTHYe37AHw+k8tg2mXacFBMKR7uQ8mUgmmhjjA+A4xuc0zpmaQDaeuhkmcmTrPs4Z8nZOr9FIp2IBwzAUx7f72k28xgzDea0lJgH8igWkEy1mWE60Fox4e00wCOI2p5zf+GMtTrRKEc05OseOPB6bI188nv5ONI5zOhFYRNu7dy/e9a53NeJYCCEhQG3ntCM+oN2daKWv/8Nh8zG/3NBZq+tDLOCCLojE7cTFttXO2RrRpFg08a2/vCT/7ues82rnzOb1T8R2e3ar8mfufHorjvrSX/HzxzZp30Y4kA5f1INYxMBIJi+z+nSwAmLdxzl1mqdIfRAXbKl4RI7uBMtEqx7nHM3kZTOnroh22MJSRuOL/UOBFrWEkIkhBG/DsN7PhmFIJwfLBSbO3zbskf8/5tNGbl00O+SGyhzZ4O2c6tecNv28xjlrEb9EM2d7IipfV/UWZMV0Q/jaOXXGOZ3dV7LV0WOdpAbxO7keY/Ln6znR1Ey01oxzuk8wCOzOS38nWg2ZaMr7YMew3rrXzUlmxbj4iOoe493TmcCPxrve9S789a9/bcSxEEImOcPpnLxwdRrntJxozh/IWWU3pFMJJ60F4RQKKn5Zi7TSgkrsqrZqkf6n5/srqqq9xIPRTF4uJGdPeJzTcqIBSgNWk3f8n986CABYvXGv9m2GlXHOZbM7AATLRcvLqnKn0OSJvS5JcMR7ry1hOdF0LpjELni3QzvncA1OtOWzOtCeiCKdK2L9zmAjwoSQ2hHv1a5krMK1EkRUJ96oIpqf01quDxyyJK1xzgKKLhf/bk40wHLyOK1XnEL62ycwzqm6la221/qe2+V0Q+icaKXnIagTDVDWSR4iWs7ltgJdF1ZWLRaIWTmJbq+9RqA2jTqNpgrsv6tfFqt4LwRp56wQ0bSdaGKjsvJ4UrbcSTe8Pg+mM4Hf8fvvvz8+97nP4dFHH8URRxyBeLxycXrppZfW7eAIIZML4fbpTsUcFwx+9vCssqPUkfQfCfCiVifasAyBLZ0MRLHAaNa7aagR5AtFXH3XSxVfEyHrTggXWkciWjE6YBULlG77xMbS2MapHo2VacX9AwAp5bkrFk1EmhTiLATXXSN6iwHAWmh3pWI4cF4nXtkxgld2jHj+vipeLUs6i0NSX8Zz1gIvSIi0U36ObFetIRMtEjFwyIJuPLFxL17YNiTHOwkhjWVwvBRjYA/JbotHsRc5NnROkNFMXm5YAf7rJi/nibr2GMsVHNeCXgKK2PRzct84hfRPpFhAONG6UvGGbRRa0w0hE9F0nGjltZJ9HFM40eyO/d89sw19g+P497/fT1lnOft1pJjqIyDJ11IsUvF6zBaKSEWaI+pUNo36Z6IJtJ1oAUrB7JloOrg5S9Xjy+QL0lRQfXs60ZwI/I7/wQ9+gM7OTtx333247777Kv7NMAyKaIRMYUQzp1MeGgClOcd5kaKOEHZpZCp4IUYJgmZX2ccFRLFA0SydaJq503L7U1vx6s5RzGiPIxWLon8o7bnAc8pDAyoz0QpFE++76XGM5wp44r/e7NrcY99Zqghx9jiZ1hsh5gUR0cQ4Z1cyjgPmdgHoD+ZEU8YM7AiHZKvGe6cjFZloNY1zWq/VLuX5CyqiAaWRzpKINohzj1mkfTtCSO3IUoG2yrrGVIsc0lONJzftrXCa+J3fvDKQkrEIIka5nTGTdxSPxIap00W3ENacNlvF5pUa0p8KkJNpRzRzditOtHpnog2HvJ3TKx9Puq9s4pAYjbWv3z97+3MYSudx9hELKgoBHH++CNXXHOdU2zmB0ghis9breZ+mUYH9d218JpquiOYsgqnHl8kV0W5rywVKxWdWphpFNJXA7/gNGzY04jgIISGgz6NUALA+oF2daHnViSYCwIMvaIpFUy6E/LI9VArK7cTCr005CY9lC00V0X7/bB8A4OK/W44/PteP/qG0p3jglIcGWHkV2YKJ3aMZuajbPZpxFdHsJ1W1ijvtcjJtBELM2z3iXaigIh1IqRgOmNcJAFi3XX/8Tta2eznRsvmmOvKmM2mHYgGd1l3VZSBwGufsDpBVI3LR1BFrQkhjGRhzFrzFeYki2sT42/o9FX+fiBPNMAx0JGIYzuQx6nI/uby7gBLzaCQcrbMTbVg5R0xkLHQkk8cVv3oGbz1yAd525ELHYw6bEy2uUyxQXivZ82PF76o60YpFU2akDYzlILqeXMc5NYsFrEw0A7FoRDaDll6j+htkE0EV0byKBezjy41o50zXUiyQcxbFoxED8aiBXMFE2sX8kCuY8rlksUAllBQJIdpsk0606lIBQHWieRcLpOIRebFby9jcmHISCZJdpZ58hNMqGrHCi5vtPhLHvv/cTq1RAzcRTY5z5osVGQlej40Qr0QZRCRiyAVAMy9YxGJ990hWu2FzWBnnXDarlIkmXps6ONW2C8Ti0DQrX2debNk7hp/9bSPdazWiuiKtdk7/8S11rFdQOc5ZdiEEcqL1ACiJaEEaXwkhtePmGg3S1kvceWxDpYjmt26SF90uIkC7aLF2uR8Z3eHhRHMST8S5XQ3pn0guXkUm2gSa2B9+ZRf+9Hw/rr/v1ap/G3GIFQgDQcY5q51o1SKaum4cTuc9yyUAS0zN+WWi5SsD/f2uMxpBxThnPTPRanGi2YoFdNYpXk4ysVHhNjKvimt+ouB0Q+sdf9lll+ErX/kKOjo6cNlll3l+79VXX12XAyOETD5EM+eCHmcnmm8mmnSiRWU7Zi3Cw5hyGx3HikBdLKgnu45EDOlctum73VagekxroShFtE6biKaMc/YrLZVeAmVayaESpGIRZPPFpoY4ixN3tlDE0Hje1TmnInaXu1Nx6RTbO5bVzrQruOyuAqVFgtjpHHUZVVH503N9+NRtz5YWjfki3n/yct+fTyoR74NUIoq2XA2ZaE7jnNnaxjkPmNeJWMTA4HgOWwfGsXhmu/ZtCSG1Id+rDplogHtEBPEnnSvg6c0DAIBFM9qwdWDcd90kNzxdnCclp1jGXUTzcqK5tDKapunczpkoff9E2jm72+ITGucU5xonx/yIg/AXBhIx5+dBxbVYwKEYTI1WGcnk0W2UvsfNuRXUiaaKaGPZQlM/E+TGa8TwXGMGHeesqZ1TWRvlCib2juXQ2+E9OuLlLE3GoxjO5F3X/Wpzp9co63RE6x3/1FNPIZfLyf93o5mB3ISQ5iPcPotcxznFgtfbiZaIRSbUzll54tY/kaqLhYoGsEQUGG2+E00dYxM7PF477m5ONHVHcbtSee1VPy52l1LKSbUtEcVQ2v1k2gjUn7VzxH38VJArFKXw1pmMSREwVzAxkslXjPa534d7sYBhGOhMxjA4XmqindftfB/Fookv/e4F/H+PbJRfe23XqO/PJtWomWjpAA1qqpgqUB2utYhoyVgUB8zrwtq+IbywbYgiGiFNwHWcM04n2kR5ZvMAsoUi5nQlcdjCbmwdGPctdBLnZTcnWkfZye8mSKklUnbc2sTHcwUILaFCRIvH5L8HRXWiiemDWtY3QnTcM1q9WWc1ioZr1E08N17jnDmXRkpxzhXnYKDyPTqSyUnR0k14iWkKSGqxACCuM5pbNiKOwWuUE3AQ0XycW5YTLUA7p+31u2M4rSGiuWccimsPVxFNEeCo81SiJaLde++9jv9PCJleiHbOBT3O45xeTrSCUhGdjFntnLWIaOrCLZsvIlcoulrGVWS+Q7RyN0ksCJu9UB+vENE0nGguxQJxZWd3e8Bxzgon2gTGJmolrbxWdo9ksP/cTs/vV911nakY4tEI2uJRjOcK2Dua0xLRrNeB82tGiGhej9+9L+2QAtphC7vxwrYh+f4IO+u2DyMaMbDfHO/nol5UiGgBgsSdigWsrMU8hmoQ0YDS8ylEtDMPmx/otoSQav73b5vw9Oa9WHHekVVNfwDke3VGlYjW/IiBqYYY5TxheS+SUeHqqr1YAIDMF3MrdhIbVZ7jnDbhQJxvDcO6f8Aa6U3X5CCzNlom4mgTm7WZfBFj2YJcv1a655qTz1UvdIoF8lI8qnweOx3W76owO5LOY0a7t/Ak7tOvWMCaYCndjxCmmjnOKYQ+pzIqFbtg6ObkFNTkRCu/Fg2jFDuyfSiDg32WKVYmmsM4Z1zP/MBmzmq0H5F//dd/xU033cRiAUKmMcLKPrfbLxOtepGiCmuJmNLOWUMmmt0xprsoytmyFQRtckHYIhEtEVHCc90XBjvKLjN3Ea2I7RXjnO7Np072br9shEaQUS6OdmmUCwjhpC0elb+32IXbM6ZXTuBW2y4QC0QvZ+KL/aU20H88eiE+8aYDAQD9mk1Jk5FMvoBfPL4J//j9B/GWa+7HW7/7QKBR6YmQDvg+AEqLe/G+V4XTrvKFTCZflI2vOiPCKqJcYM22wUC3I4RUY5omVvxpLX65egvW9jkXdgy4ZaJNIFSelHjstZKIduLyXiXLrPZiAcAK/ncqdlI3TJ1cSMJ9Yx8jlNliiVjFJudEXgOV7Zy1O9rUtcCeUWudkckXpQDSETInWjxWfh48xKiCixPNqVhgPGf9/3Am71kuUfq6s5hqx2mcE2juiHde14kWs2ei+TjRNIVEFfH6XViO1dFp6JTvZ4fjEY+n3zhnM0vXwoK2iNbX14ePfexj2H///bF06VK8733vwy233ILNmzc38vgIIZMIr7BY9etOOxrqCU91orntZHphF810xzBlK6NtQSAWP80SDQQyC0oNVNfKRKsUMRNiMWQb5wzsRGtBiLP6WhGihxci40TNH5nZUbrw2juqJ6JZ+RYuTjSH0Fw7m3aPAQCWz+6QzswwO9G++NsX8OnbnsMzW0rCUTpX1G5+migyny8W1XYdqBeB6uiPeiEjnr/gTjSrXIAQMjF2DGfke9Ftw+vVnaV25Xk2l7v8PGjixs5UQ+Sk7j+nUxnD1HWiuRQLeDjRKrJnHZ1ozuOcbtliQkTLF03PEHwnhjNWO+dESirU881uZZ2hrrHEYxsWEhpONLdiAWvNbD0u6v+PpPO+7i1ZLODnRCvYiwW8nVONwO1xsGMXDBtZLLBsdilqYoeWiOY1zqlXLOA3mjod0X5E7r77bgwMDGDVqlW4+OKLsXnzZnz4wx/GsmXLsP/+++ODH/wgbr311kYeK5kC9A2O48xr7sfND9HRGEZkyKiLg8fr5CacaBGjdCJy2snSxS4O6YpfORcRsN0n36MRFIumfJx0xjmLRVM6tXTHOb0eW+EAU3fKRD6aW9V1I0hXONH8RRunRsaZ7WUnmq6Ipoz1OuE0qmBn455S/tnSWe1SRNs1kvHMF5nMrN9Z+n3ec+I+mNdden3t1XT2TRQhHKcSlog2lvN+TwsxNRmLVLyfY9FI1e5vUBHtkAVdAEqiqO5rihDizKs7RuT/O20Sbdk7ho27xxCNGDh+6cyKf5tIMyMpYTneo3Kt4+e6z9jau+0IwchpA1Nd/3llotndN+J822Er80klrPsI6iKrzESzNiqDNi+ra8w9o0pkRvn+OxJRWXIUFqxiAY9xTpe1UoeDW79inDOTV7LMnB8Xr5ZWFfu6XTrRWpCJ5nbtI6guFvCWWaxxTr3fRb1uWFpuptfZ7PQSxVNyPNbbieZXkjAdCSQrxuNxvPGNb8TnPvc53H333di7dy/uvfdevPOd78Qvf/lL/Ou//mvgA7j22muxfPlypFIpHHfccXjggQc8vz+TyeCzn/0sli5dimQyif322w833XRT4J9LWsMDL+/CS9uHccujG/2/mUwqikVThr667cZ4ZaLZd0J0RubcsItmfqMJAjcHktxVbWKxgCpUtSX8RbS9Y1m5WzWrszJEVM22UK3dw55OtOp2zons1NZKUBHNWhRbwogY59QVffx2FaWI5jEOu3lPqWRjn9529HYkkIhGyvkU4XSjiefh9IPmYl55XFvX2TdRxrOWmNymGSTu9DoQqNk08agh71OXrlQcy2aVdnlf7KcbjQSnWDQrQrenM8JlBji/rx9+dTcA4MjFPVXv5ySLBSaM1QIetRxEPmudjEPxkIo1SVD9vLi1oAtiSpu4ihzntIloiWgEQrsImosmsva6UnG51ikUTU/3lRMjFeOcuaqvh62ZE1DWjXl3QTHnsmZ2yjRWxzlH0nnX2wqEgJTTLRYQTjQf0acRSDHRRxSzb9D7OtGiwZxo6nWDWKNojXOKohAnEU2YH1xESb/R7ulMTe/6dDqNhx56CKtWrcK9996Lxx9/HEuXLsX5558f6H5+8Ytf4BOf+ASuvfZanHzyybjhhhtw1llnYc2aNdhnn30cb3P++edj+/btuPHGG7H//vtjx44dyOebO4JFakfYyjfsGsVYNi93xcjkJ6fslLhlSSU1RDRxkplIO6ddNNMdCXVr2JlIyUGtqBcFqZi/eCBKBXo7ElW7XdZiqIg9eWXUwKud0yFoVGaiNdFNVTnOqZOJVl4UJyfgRPPZVez0uEAASouKbYNCROuAYRiY35PCpj1j6B9KY0lv+BodVbdC0MdzoqgtteKzw298ywqMrj6HdKViVh5aW7ymRqm5XSm8tntMtgYSostoJo9/u+kxPLt1EHdfdkooPw/qyas7rdZip02iR8oi2kn7zar6N2aiTRzx2LXHY9pOtLSfE81DjLOC4J3b/FTnvIpYx9lFNMMw0J6IYSSTDzwtIDZbuttiFWUF6WwxkLNG/bkVTjQX91wY0BnndMsCc2pnVdflw6oTza2ds/z1gp8TTXk9AS0e5/RxolUVC2iOc+oWC6jXB/v0lp1owwGcaA7HIzfw3ZxoLBZwRftdf++998o/jz/+OPbdd1+ccsop+OhHP4pTTjkFCxYsCPzDr776anzgAx/AxRdfDABYuXIl/vKXv+C6667DihUrqr7/z3/+M+677z6sX78evb29AIBly5YF/rmkdYjgbdMsBXMfu89Mn1uQyYJqvXcbg0t4BH6Kr4nvmYhwVVUsoOlEk41RthOdGPcaHG/eBbNYfCRjEUQihm8LmZWHlqz6N7cKca/HVu40OzjRamnBqgXTNOsyzhnUiSYWLG4hsX6ZaFv2jsM0Sw7G2WVXoBDRWpWL9uXfrUE6X8DX33FETbcfV5yJQR/PiaIKeGLh7Tei7fQ6EKi5aN0aba1OSJG/hnFzMn3J5Av40E+fwOqNewEAL+8Ypoi2032c0zRNPPzqLgDAyfvNrrptW9w79Jp4Y5qmMi4f0c5/9c9E83eiua0TXds5XZxoQOm8FFREM02zwrEcj0YQixjIF02M5fLogf65QV1zqplo4utdIRTRhKvKq1hA5ppVbTxbLdiCcXsmmt/rQFNAkplo5bHQpEf2cqPI23LZ3KjORPMb5xRCop6Ipl43iBiRYJlowYsFnKZWSAltWfGMM87ALbfcgn/5l3/B5s2bsWbNGlx33XV497vfXZOAls1m8cQTT+Atb3lLxdff8pa34OGHH3a8zW9/+1scf/zx+OY3v4lFixbhwAMPxOWXX47x8fHAP5+0BrU5cA1Dm0OFKqK52bOlE81hZylr+xDvUsY5g+ZT2Bduuk40t101caEtmpyaQVoRDgA1+8V5YSBFtK5qEc1NDNJyoqnFAk2+YMkVrBFhIOg4p1osEMw5ZTkSvUdVRjLOouqmPaVSgX162+VO+0JRLjDQ/PPReLaAmx7agP/92ybs1ngMne+j9Ji0J6KYUW6zVMdWGkWuUJSjDKmYNdbs5zwRrwOnMRr1Iqw7YB6a/T6a6U4l4aZQNHHZL57BAy/vkl9rZm7PZOUVNRPNdu5ev2sU24cySMQiOHZp9aaqVSxAEa0WMvkixPKqPRFTsswm2s7pLsZlbVMHdtwC5UfKx+Tk6rLyzPQ/jzP5olyLivWCzNwMuFFY4UQbqS4WCKcTzXmsVsV1nLP8Osrmi8rGV2Ummr0QwE7MxZFYfQwu7ZxN/EyQpWR+7Zy2f/dzOwZ1oqnXDXPL2bU7hzMo+tze6/2c9Ln2oBPNHe1H5IorrsD8+fPx8Y9/HGeccQY+9rGP4bbbbsPOnTtr+sG7du1CoVDAvHnzKr4+b9489Pf3O95m/fr1ePDBB/H888/j9ttvx8qVK/HrX/8aH/nIR1x/TiaTwdDQUMUf0jr6FcV8jUvVOZmcqOOcvk40hw9j+8JKLDqKZvBRjVoz0XJF5wVBK5xo1ohFWUTzuVjwEtHcFilDHpk8aYfMk2TM29Zdb+yOxV3D/iKYbOdUcq96y+OHezVFn4JsjXJ+HVsCr/PjIJo591EcJvPLdeOtcKKpz3Otoo86Uikez4EmONHU934qEalo4/NaGFpjvd6ZaEFLBQStGPEm4eZXqzfjD8/1IR41ZDlHM90Sk5GRTL7iM9F+rn/4lZLgeNw+Mx2dDrqiOnGmMjYigvagTjQX94lwoo04nCOzvmN8zoHyI7JJ011E013rAdZ50TCAzvLxtteY+6o60VSHtsxEC6OI5rHpLSi4Ntpbv6+YBFFfUyOZvOumtUC3WCA7CcY5/RrdBeprPh41XKNvBNGA7ZzjyjptdmcShlES4Pb4rNW8ygH8Ns+9mj2nO9oi2lVXXYVHH30Uu3fvxlVXXYX29nbpCDv88MPxkY98BL/+9a8DH4B9Xt40Tdf8kmKxCMMw8LOf/QwnnHACzj77bFx99dW4+eabXd1oK1asQE9Pj/yzZMmSwMdI6ocagEgnWrgQJ5FoxHB9j3o50ewfxO2JKMTdBB2ZqrmdM+8cDioutIeaKaJlrUZCwP9iwVtEq3w+hCvKSwAQJ8ykY7FAcxYn9p2v8VzBf4zP0YlWev52j+q5sHyLBXzGOVUnmkBY6/tbIKKpAea1tN2qIz9tiWhgZ99EEKPDEaO0SFZLALwWyUMOrwNBpzLOWauI1jWBzEYyPVm/q9xwe8I+OHxhD4Dmhl9PRjYoeWhAtXtElAqcvH91HhqgnBdZLFATY+XHOxGNIBaNaDnRTNOsmhyw0+mRiSZjM1xum5AOpMrP91HpRKu+WBeiTRAH2bAyHiqaM2vN2FOnHdRxTq8R1MmOmqXrRt5lrZSIReS6Uzw26nMznLYy0dziRiZcLNBEYd1vNFWQcMgY9iIWsJ1TLQmJRyOY1VG6HvArF7BEcad2Tm9RUpYS+IymTkcCPyKdnZ0466yzcNVVV+Fvf/sb+vv7ce655+KnP/0pLrjgAu37mT17NqLRaJXrbMeOHVXuNMGCBQuwaNEi9PT0yK8dcsghME0TW7ZscbzNlVdeicHBQfln8+bN2sdI6ks2X6wIDn+xf0hbfSetR47AeeysJD1aXuxONMMw5O5g0AtVsfMlRDjtdk7RsGP7HVrpRBOLOr+LBVEs4JSJZhhGxcl9v7mdAPwy0UqPRcqxWKA5ixMrayEid8P83GhO45xWhpfe8+e3Q+o3zrmx7ERbOkt1opXHOVvQzjmojCHXIqLlCqY1UtnkTDT1fWAYlU2aXoKqZzun8tqoVUQTF0W1PJ5keiLOcZ2pmNIgN72daGoeGlApXhSLJh5ZXxLR3uCQhwb4xxwQb9SLbsASqLwiMNTXrFsOklcmmt05ZMdq56xc/1uiV/VndntCz0GnIjZF1VzMtvJxBxVl1dzdPQ6ZaGFu5/Qc5/QYY+xQIlkAu4iWUzYrnddZwtVV8BCQikWzKpetFZloblMsdlQnmpuLU0UIiUUTviOZQPV1g3A87xjy3kD2GueU634fJ5qOKDjdCCyiFYtF/O1vf8NVV12Fs846C8uWLcPXv/51zJw5ExdeeKH2/SQSCRx33HG46667Kr5+11134aSTTnK8zcknn4xt27ZhZMQ6Ka9btw6RSASLFy92vE0ymUR3d3fFH9IadgyXLi4T0QjaE1Gkc0Vs2DXqcysyWbBOZO4fG172cKe5+lobOsUCcFb5Yl/bieZyUm+FiJa2nQzbfBpyvJxoQOXzst+csoiWds+bExcllcUCZVt3k3b91XKD2WVxcKdPppcc43MQ0QbGslrCvHwtuyyIfMc595Q+t/aZ1SG/ZjnRmp+JNjzBcU71wrYt3tx2znFbNmAkYsjPCC+3gNfoTz3GOZmJRoKSl6NPEc8NpemEmocGVL6n1/QNYWAsh45EFEcu7rHfFAAz0SaKfZ0hxC+vMib1NVtLJpp0IPlkotndN1KQcnKiabaKqjhtuImiiqAFBaroqGaiDYc5E01jnFMG6juslezPifpayOSL8r3uds1gjXO6r9kqYmRirRznDJ6JppMhpopyBY1saPv7eV53ad3p50RLe4xzJuU4J51oQdF+RP77v/8bZ599NmbOnIk3vOEN+P73v4/Zs2dj5cqVePXVV/Haa6/hxz/+caAfftlll+FHP/oRbrrpJqxduxb/8R//gU2bNuFDH/oQgJKLTBXm3vOe92DWrFl4//vfjzVr1uD+++/HFVdcgYsuughtbW2BfjZpPuJNPrc7iYPndwFgLlqY0DmJiJNGoWhW5RxkC9U7IbXmDonFlhBedIsF3Cq3W+pEsxcLuCzudpRFtNkOTjSg8nfav+xEyxdN3xNjqqJYoNlONEtYFb+XX7mA1cpoiSNC9CmaeiO54nXgllfhJe6apukyzlk6B+0Yznju7DaCobTqRAv+GhYLs2ik5GgU47G6zr6J4LS407lwdrpAEtRjnFO8BuxNwIS4YTW4GYpbYnqLP8KJNre8+aNGBax+bQ8A4ITlva4X2sL9wEy02hBikXByyUD4QtF1jE+8ZiOG++RBu8dYqLhft+dUiDfVxQLurq52j/FRN5wanMVxBxFl07liRQHScCYvH6PRMGeiCSda3kPE8nCTSVejgxMNAPaWN+EmUiyg/lvCXizQxM9W3XZO1X3p18wJAFHlcdXZAB6zOUvF56q4PnDD24lWFtFcHk8WC7ij/Yhcc801mDFjBr71rW9h3bp12Lx5M37yk5/goosuwvLly2v64RdccAFWrlyJL3/5yzj66KNx//33449//COWLl0KAOjr68OmTZvk93d2duKuu+7CwMAAjj/+ePzLv/wLzjnnHHz3u9+t6eeT5tI/WHqTz+9O4dCFJUfgC9sGW3lIJABuLT0q6s6jfXdL7G6qJxnp9gg4MiVOJHPLuzBeu6oqbidCcaE9nit45kPUE3ExkZLFAu7um2y+iI27S+6nZbPbq/4dqPydls/ukKOuwy4jieoopaDZ+TNOTjQ/Ec1JPIlHI/LvfgGrQOXFrhPiQsNplG/ncAbpXBERA1g0w9q8mdWRQDxqwDT9FzT1ZsJOtKy1u2kYRkWxgM6IAVByGl/2i6fxxMY9tf3shCV8ibINL7eAt4hWv3HOoJ9NZPqiZi22YuRoMiJEtCMWlZxmqnghRPpFM903wb3Oi83glkdew+u/fneVoy4sjNs2y9TPWbfzvJpf65Z/K86Rju2cvk4051ZIK6S/+jO7FifaqINLLKVxbqm6H+V3FBtvA+XXbpiLBXTGOWUEisc454gU0SpfCyIOwm2dFdfIA8spn5/VmWjN+2zNasTZAJXrcLdRaBX1/nQaOu3vZ9E+7rfu08pEY7FAYLTf9du2bWvIAVxyySW45JJLHP/t5ptvrvrawQcfXDUCSsKBaOac15PCoQtKCyqWC4QHr5OpQBXIMrkiytfiAKyTkPohLhYeuk4ygfh+kQ+mKxzkXJqGulIxGAZgmiU3mtvIZD2xZxskPXbcX9kxglzBRHcqViHcqCSU52VedwqdyRiG03mMpPOY21X9/WmHE2OqyfkzcqQ0FsXsztKLZfeIXiaafdHa25HAcDpf2v2c4/1zrZwPl3FO6USrFiCFC21BT1vFRUIkYmBedwpb9o6jf3Dc9XlqBEMTzEQTFxTi+Z+hOvvSOfl3L/70XD9+89RWZPJFHLe0V/tn28cTAKtsw0vMtcZ6nTLRrK91TzQTjU40oonqdBZ5ONNZRMsXinhtV+nz8rCF3bj7xR0V5zdx0S0EEiesc1JrRLQ/P9+P/qE0Hnh5p3R4h4nx8mMsxLNELIJENIJsoYjRbB497dWfj9K14uGkscY5C8gXihXnUsuJ5pKFVf5e+xjfiBS9qi/WZSZagM9jcV5TX1+ynTPA60mKcYko2hJR7BrJYvdIFvO6U7KdNIwimhzn1CkW8BjnHHMoFgAskdxt413PiWZNDQgBs5XjnPZSMjvqv+s4t9RpiILH4yBQNzwB6/XsK6J5tnP6FAt4uNimO3xESNMQ45yqE23NtiHXzCYyufALCS39W0SeFOxONKew2VrdHmKEYG45VFN3V9GtnTMSMWQOVrNGOqsy0RKWgGV/T6wtjz0fvKDbdWdY/Z3m96Tk7+N2cs04ONFqba6qFdUNp+9EcxZPguR4WQtDl3HOpBj5KFaNJTuVCghELlpfkxs6J9rOaY0Wl14LiVhEvn50c9HEGO1QwHFSu5is/r/X67BZ45xu5RKE2FE3msQFx3TO8tq8dxzZQhHJWESW3ajC+KgcNXQXINRiAV1XbD0R58/tPsHdjeQnj7yGPzzbV9NtxWdou+r09cgzAypjFtyY0Z6Qa73dtnOElYnm7FxJRF2caOIz3bFYoCzYBBG/yr9fxe8uN2j0z5NivdmejFWtM0bK57swZqIJkdMzE63oHn0hxE4hJNo3vYQTzc2RKO7TvsZSyRaqBdmWjHPKHF39TDQdJ1rUUJ1o/qKg/bpBrFX9xGUvIczvXOWUn0xKUEQjTaN/0BLRDprXhYhROvnubPLoE6mNgk8Yu0Ce4GxuJidLsGUHD1g3Xj5hiDwAXSeb14lQ7Mg2S0Szj7GpIoJ9R0iIaIcucC9GETbyjkQUncmYFJncRBXhRKvMRGvuhZ/6mhBONC8RzTRNeVHTnap2ogF6jZLWxa5baLJ13/bMl4173EW0+eVctL6B5opoQxXjnLVnoqmvwZkBGzpHyu/BoBli4n2QSlSLaDqZaE4OAHUcqLuttoubLo5zkoCokQdu58HpxKvlEch953RKEUQVxsV738l5JEh5nBebgSWiNb91GSjFB3zuzhdw2S+frqnN3h4bASijkS7rLjVmwY1oxJCTAPbHxtow9Xai2R1Iox5OtI4aMtFEzIfTOGeQjULLMWk1V+8ezZSPuXQ/Tps5k52EzjinRxaYdKKVnxOxDhebkyITzW2zUghOXq/rnMPPb0XzsTqq74V6faQjOkUiBsTDo/P+tmcp615DeY1k+k2g6DhTpyt8RKYA7/nhozjyi3/Bw6/uavWheKKOc7Yloti33CD4AssFQoFuO43V+FP5oS4+xNVdKa+xOa/jEPclxi51M9G8ToTCsaITTJ/JF3DPi9tx5W+exQ33var1s+3YR+jUE659R29tf+k9csgCh7nMMmKhItp6hJPGSUTLFYryhJ1yGOds1uJEiCTJeASzy8/lrmF30WYsW5ABv/bwYWuHWKdYwNtVmYhF5OvUnim3uSyiLemtFtEWtsyJNrFxTvuIAGCJaDqPJ2BdALldmLkhwmxTyueCWCB6Z6J5jXPWIROtxuZgMn1Rz5HWZ+n0daKJPLT95nQ4CuPiM8PLiVZxXmyBq0+I6P1N/kwXiA2STL7o69J2YszBjSUD4V02HzMaTjQAmNctRLTK43IrcBLEHLKwTNOUGzGOxQK1ZKLZRllL9xM8E21EyVabVd7s2zuahWma8jmp9TzTSsQap2g6u8FM05Qbz87FApXlO+IxFVMFYkPa/XVQFvE8xCOnCZZUC5qP8w6OOCciEUO+vnWKBQC1rVZnnLN0HOI1bb2ea89ES/psnut+HkxH+IhMAUazBQyl89pCQqtQxzmBUkYGANz51NaWHRPRR5zovIoFALgGKjvZia12nyALI+t759SpnRPQb+i8/aktOP6r/4eLbl6NWx/bjBV/erEmN6V9jC0aMeRCQb1YME0Ta/uGAQCHeDjRxIJIjLh2eoxzqifLpNM4Z4AF5taBcdy/bqf291ceh7VLLsc5R90fSyEQRSNGheADAL2yUdLfOaXjquxKOu/Wi4KHpb0dVbeZXxbR+ofGfY+hnqjCby3OKXtYLQDMbNd/PAHrcQoqOjkVC/iNc3o5EoH6jHOKC4RcwZzWQgjRRzqdK9o5p68T7bXy6Pu+szscCwLszZFORCOGPLe1YjRWOtGGWyOiqefiWjZnnFzGcjTS1YmmFyQuip3sTjSnDVOVuEMm2li2AJFi4eQu7vAZQXVCOtGczi0B1jhqtlpvhzXO2T+Uxu7RLGIRI5R5eeo62CmXTBV1nNZK7VKMLcA0Tfk4CXFV3Ny1WCDqP87ptGa3nGjN+zzQvf4BlAIEzSB+MdYayIlmG+f0mgDIK5vmju2cYoPDt52T45x2KKJNAdrirW0v0sE0zYpxTgD4t5OWIWIAdzy9DX95ob+Vh0c00N2JSbhcPGQdFlZi7CqIe0YsouJRQ7pldEfIvH6H7pSeiPbzxzZjOJ3HnK6kXPxv2jOqd/AKaYesEqdxyh3DGewZzSJiAAfOc3eiiRP3fJsTbcQho0p9btSTqvz5ARYnn/j5U7jwpsfw/NbgTbuqsCrHOT0ESct9FKvKhpvZoZ+JltNwVVo2+crHb9OekkC2j4MTrXWZaBN0ouWqhSzR0LlXMxPNraHLD6eLvDafYgHVkejkRBOuxLZ4tObAZzWMmiOdRAcrUD3SkvDryYY4L3e3xR0LApwyq5xodlanoFC0hIHtLXKiqY9X/2DwzRm74x3QcKJpBokLsWSHTURzGsFTEV9Xs7jE+SNioGqDDFCcaIE2XKudjm0TKBZoT0bR21H6nXePZvHM5tKa58B5XaHMi1KfH6dcNFXkdFordSYsASerCDVCXHX6OSo6xQIyEy2mZqK1rljAbxIHsK4v9J1owpmp40QruytlsYC/Q7Nyve8wzunj7LPGuykZ2dFaXR5zzDGuYdZ2nnzyyQkdEAlOLTsrzWZwPCffyMIpc+w+M/Hvf78frr/vVXzmN8/h+KUzMauz8a2IpDZ0MwHEh7S98cdZRBNOtBpCXhMxy06uWyzgsZukO84pFrXfOO8I/OiBDXhk/W5s3D0WqJEQcMmCSkQxlM5XLPDWlMed953T6blQEyduMc7Z7THOKccoY5GKz/ZUwM8S0zTxYtklt2XvGA5f1KN1O+s4qp1oQ+k8MvmC48leNCU6CSO9tRQLeLyWZTuj8viNZfNyfMNJRGtVJlqFiFbD+KFXJtoebSdabeOcTi64dh8RTfy+sYjhuLCb1ZnEf//Tkehpi2uvXexEIwY6ElGMZgsYyeR5biK+5JXzSzJe+v/p7GK0snSijutUp8wqJ1LxCAbHm7/GVV21o9kChtM5R9G+kYxN0InmWCzgm4nmPvqlMq9LONEqN76c1noqMQcHkjoy6fSZ3aE5tqbilLmnExVgp8KJVnZo7xnN4rmtAwCAIxcHW/dMFtTNZKeGzpwybuskHrUr0w7qe3Ourd3ebZ3lNNZbdQx5BydaC1y+lsvYX0gSr3ttJ5rMhvP/feR6KaHvRHPbNJdf8xnnTHs0e053tES0c889t8GHQSaCU2DrZEPkoc1sj1dcLP3Hmw/APS9ux7rtI/js7c/jun89tuaLHtJYxInOLSRUIEYSq8c5qz+Ia8kdUuvGxcIqmy8iVyj6nuCsdk6HYgHNcU71on/prHY8sn43NpVzsoLg1ErotFsvSgW8RjkB6+QudgG9xzmd23bUTLRi0UTE57keHM9J0aaWQga1nbOnLY541ECuYGL3SBYLZ7RVfb/VyOjgPgrgRJPFAh6/n3htqhca4mKhPRGVRRQqwom2YziNfKHoKzjXi4kWCzhlosmiBk0nmnhfZgtFZPNF1wsoO+K12Jaofh+4ndOEI7HTwZEoeNfxS7R+vhedqVj54plONOJPpdOZxQLyPBOLVLRPC4I60Zo9zmk/d24fyjRdRFM/A/trKDdw2iDxE6QymhfNYsPOPuoq2zldnWjVzhurmdP5slS8fibqRGtPBH8tWQJfFL2dlhNNfP2IkIpohlGKEMkWio7lAoWC9zhnZ9ISJMVGdiIWwQzb2shtesUSU/2LBRIVIppwTjVxnLOgd/0DWGtxXXdiICeaWC8JJ5psSPUS0crPTTTiuKa3xjl9igWYiVaFloj2hS98odHHQSaAeAME2VlpNmKUc57N5puMRXH1+Ufj3P95CH9+oR+/fWYb/vHoRa04ROKDV0uPitjV0HGiiZGpQCKaWBglYxWLo7FsAT1t3seW98jC6tYU0VQBSoTLb9pdHxHNuliwHjsrD819lBMAXr/vLKx+bS9ev2/JESdHZT0y0ewnRXtDaJvPxc2WvdZ4SU0imgyVj8IwDMzqSKJ/KI1dIxkXEc0a57QzK0CbpI6rstNhnFOMrdh3WgWzO5OIRQzkiyZ2jmSwoKf6d2gEjRjnDFLUAFS6QUczeSRiiUA/Wy248BvfGpJiamMb0TqTMWxHhuUCRAv1cyVSFnen8zhnWtlwEu/pbKEoNxikw8fXiebdHtco7GPc24fSTc++qhznDC6iice4IlzfJe9T/kzN8a25LsUCYgTPLxNNXSOOKk40J8TXg7VqOjjRarheGlPEuFnKZp1wpR+5aIb2fU024lED2YJzQ6dwohkGHMWXjgonmiWIq+3YpZ/hXSzg6URzeC21op1TZ3pBYGWi6YlOIhPNS0wUpG05kmKdOlbOpXPaVPQrBhClTlmXzXNdZ+p0hI/IFKC9hhn/ZiNLBXpSVf92+KIefOz0AwAAn7vj+ZZViRNvdHKkANWJVvl6dNrNsNw+tdWWJ2IRuculY/P3+h10nWiqe0qM9NXiRJM7xInqSmzVGq/rRPvIafvjuS++BYctLO2KWplo1Y+LW4W9+nedndrNyu9di4gmT+7lk7Novto94iyEee1W1+JE89pVdBrn3FHOa5vbVf05BpQWQ8LB5fY71JtC0awQeUbSeZim/2JMxUnQFUUNAwHHOQH9og/AWhSq7wM/t4Bw3nU32BUihVQ60YgGOcWJZo0cTd51WaMRzoZUPFp5bil/3ak50olacqzqgd3V24qGzokWCzgVt9TbiWbPRLOyAV0cSA5thDKqwWVjpF060YJPLbTF1Uy0shgXpOUzY4lx4vy+YdcoBsZySEQjOGi+9wbnZCYRc970BpSNc5cwfbEJPpbNWzEr8WjVc+iejecvHmWdigVaMM4pP9u1nGgiE03XiVb6fWopFhDvi0LRdH08/ESwlG3zvOr2HOd0JbCIVigU8K1vfQsnnHAC5s+fj97e3oo/pPm01WBPbjb9g6WLz/ndzhefl5y2H45Y1IOhdB6fvu3ZwBeBpPHkNdtp3E7KzplotTvRxEIwSOBsPdo57eOcQG0imsxEc3CiiZ+RzhWwfucIAOBQHxENqNwl65KZaA7FAtJNV/k4qA2hOuUCE3WiZRQnGqCMELoIN8MeDiSRiTaczjvuqqpYu4r+45zqa1OIaHO63fOx1JHYZmAXePJFM7BjI+1woTWjPVgmWkV+UICRG6+xZje3gMgtrLV5Uxcp8gcsSyDTEzU3pxVuiclGRtlwKuVvlr4+ni2goHxOqY5yJ8T5odkimt3V24qGzvEJOtGcPl+tMPKJFguU1vO7R7MV6z3pRIs6X3Q7tTKOeuSdApZgk8kXPdscVZycaLWYDlSXnHCiCcHjkAVd2tEFkxGnkgeB3zqpQ3E0yqbdZKxqk9Pt9uJaIuchHuUcysCsYoFmjnOWP9s1nmtrnDOgEy2AiJaKV17/AO4Cs/V+dn4/qu9zp8dU15k6HQn8iHzpS1/C1VdfjfPPPx+Dg4O47LLLcN555yESieCLX/xiAw6R+GHZkyfvQl9kOdjHOQXxaARXn38UErEIVr20Ez9/fHMzD49ooNvO6dacY2WiTVBEU4oFAEtM09mhtEZSa3eiZZRMAuFE2zGcCRx67CweVDbtrts+jKJZEpfcRgjd6PLKRHNxogHWbpXO77N5ryUeDozVkolWmc3W6+Mms8Y5q8WT7rY4xCah30inlW/hP845WiGilT/HXJxogLJL2qQLPuHKUi9ShwPmojmF+wfJRDNNs+JxCvJ+dvrZ4rF3e02Jr9uzV+qNkxuREDfU3JykT+PZdEAd5zQMQ4ph6VyhYr2q60RLNzmypCoTrQVONHUjoX8wHdxlbBv/AixRacyvWMBHMJjZHpdrqZ0j1kinV/YsoAo3Siaaj4jWrghhY5rnVtmqqbZz1lDEphYLiM0lQVjz0ATiuXBqyMz5OPZVd+B4Th3nrHwO3bLxnAomqo7Bw4mWK5ha7q16kPXJ+VMRomrQTDQtJ5ptwzMaMeRr2rcoxLXoIyKPwWkDlk40dwKLaD/72c/wwx/+EJdffjlisRj++Z//GT/60Y/w+c9/Ho8++mgjjpH4IK3u2cm7WPMa5xQcMK8LV7zlIADAV3+/pmJUjLQe/XZObyeak4g2mtEfQROLbxFqajV0aoxzejTs6LRzFoqmPJmm4lHMaE/IFkxVUNLBGuesbo4SAow1ytkVuHCj07OdUwQ+O9RdB8ifmXAmWq5yh0vkcLk60TxGPqIRQy5w9/rkeFmOEffHVDyve8fUTLTyOKeHE63ZDhQhovW0xWXlfNDxQ3tYLWA9FwPjOd/FXTpXhPotQTZ0nN4HInfoxf4hx9sMNsuJVs52YSYa0UHNDRXnOR1H71TFfp5RxzKFMBGNGL5ijcwKDfhYmqaJj/zsSVx402Mo1nCxbf8crSXYfyidwzf+9KLrZ5kf6oRJtlDUiitQcW4/9nOiifEv74tmwzBktIEaw+InODiJJ2Kd4iaiJZQLfTfxz4743Z3bOWvI4U1EkYhFKpzwYc5DA9zX64B/DrK6frc2t6vHOd1EODnW6zXOma9+LaljiU7H3QiyIpw/gBMtcCZagHbOiqIQn2sgIYJ5HbtTqRlQ+gxlsYA7gR+R/v5+HHHEEQCAzs5ODA4OAgDe9ra34Q9/+EN9j45oYY2ATd6FvrChu41zCi76u+V43bKZGM0WcPmvnqlp4UMag06jIQDXLBinsFlxsi2a+vZ6ebIunzjEf3UWVmKH1EkI1HGiqScY8b7bZ1Zt5QJOjYj2VsKX+kujnAfP9x/ltOPdzlk+KTrYs/1C3VVUodtLfHTD3thqOdGc78trnBMo7YyXbu99oaETEiuKDbYNWEKhcKJ5uQJVt0UzGBq3HpMuD+HUC6fcHOHyMk1/gdT+GguSWzPuIOgevKAbhlEKrN41kqm6jXCi9bTplRfUSpdHriAhdtTMTTnWPZ2daLYxINUFZLmEor4bREHc0SrbhzL4w3N9uH/dTmwbHPe/gY0R5RjF/QXlD8/24fr7XsV373458G2B6t85aC6a5USzzpkdSquiE27FQ07MK28oqbloTmHwKkJkUMfX/IoFDMOwGjo1BLBSY3vp/h2daDWMc4o1lRjpBKaSE82hWMAnB1m4A8dyhQrXn10IdRuBlGKqh3iUdRDyVEEt6EhnoWjik798Bjc9uCHQ7ZziaNxYWp5QWTa7Q+u+o7U40SpENO9pHCmCeYji4jPavlGRL5pyg5ROtGoCi2iLFy9GX18fAGD//ffHX//6VwDA448/jmQy2LgRqQ+WE23y7nhu9xnnFEQjBr71rqPQFo/ibxv24OaHX2vC0REdcho5UoB7JpqTJbgtHpUjeLoXqvZMtI4ACysvIVCIaKPZgmumliqMiAWmGOncGMA5aZqmZxaUcJUKAWGBh4PTDTHy6CSo2MUrFXEy9RtHNE2zbk40cZE002eEUITcuzmQ/DLVBDp15Ytnlp5X9XeUTjSvcc4mO9HEiGt3W9wxx02HtMNrMR6NSDeenyhpX7yNBMhESztkA3YmY1g2q7QAXbOt2sHRLCdah0Z9PCECdfRI3UyarhmvaZsLSo0rUEfk/KhF+AAsJzdQmwAmzp37zuko30dwJ5r47Nw1XFvRjP13DpqL5uhcSVgOIicytpgFL8SaXn18ndxDKuK8q66zxGesV+NyR4BSALdxYfH/uYLpm50qsG/cinVGKh7BAU1ua603YuTWKROt4JODLMQy0yzl4gGl61H7c+hWTCCz8bwy0eRosHUf6vhh0HXW81sHcduTW/Dl36/BvS/t0L6deHx0hOWvn3cE7v7kKTh2n5la9x3TeByAyuuGlFLEJN/PLu8LnfHspNz8dY7hAdjO6UTgR+Qd73gH7r77bgDAxz/+cXzuc5/DAQccgAsvvBAXXXRR3Q+Q+FNLZXMzyeaL8gPWa5xTsHRWBz7z1kMAAFf9+UW8Wg5WJ61Ft+LZrTnHyYlmGEZFTbYO9h3LdtkQpFMs4G5PV0/8bq6qtLIbJWqg9+ktLbCDjB9n8tb4WypRKSoC1sJXiEEz24M7broUQcV+EWcfo1TRvWDZPZqt+J6JjXOWnWg+YfY7fdoxxePkJ/oUPMZ6BYtnWk408f2yndOrWKDJobdD0p0XV4TTiWeiAZao6dfQaX/vBhmVybiE1h66sOS+XNPnLqI1PhON45xEHzkmHonIi5KiqRcY3Qhe7B8KPP5XL0zTKg4QF19qCZZ0riT9hZpaRTT1s2OnUgqweySDWx55Tdthu/+cklCyYzgTOINJ3MfAeH1EtL6AQt6YdBkrF91J7zVTkPEtS0RTxzm9z69O7qcRHycaYL1WdJzOQlAoNbhXN6AD+q+nMdvGbW9H6fx/2MIe3/XwZEcInY7jnEVvJ1pbPCpzWMXarMMhE80tG09nnNOpWABQs2eDiWjqa+fTv35Wu33cTxhWScWj2G+OvrgaFe2cHo8DUHlN5eQs9S8W8BrndN48dzIOEIvAj8g3vvENfOYznwEA/NM//RMefPBBfPjDH8avfvUrfOMb36j7ARJ/2pWFyWREvaDq9thlUvnXE/fBGw+YjUy+iMt++Yx2Gw9pHLrjnO5ONOcP8qDlAvYdbL8TiIqXPT0WjchjcVtcO1mphRMtSEOn01io+v9pm4jW2xFcRBO/S8GhrdEe6K+SjDvvSNkRDi2xqBhK6+faCew7ZDM7SqKFmxNNtmO6jFPqhuH7jSkApYuDWMRAvmhix3Aa6VxBvi48iwWELb5JY1zSiZaK1RyE7zTOCeiLktVONP2f7zYmcVhZRHvB0Ynm7UisF50c5yQBUNvs1F37VjR0btk7hrO+8wA+eMvqpv9swOZgEJloyvlNhMNrOdFkVmiwx9HNiXb9fa/i83e+gFsf2+R5e/G+Xza7AxGjdC7dPRrM0Sbuo5biHcD6bBbOm/6AY6nSiaY8zu0+7n3dYgHA2lCqdKJ550fJcU61WMAnEw2wXis6G6ZjtlFcQTIWkdMPukUVI7Yyq9mdpfPiEYvCPcoJ+I1zCiea8zrJMAz5nIhiifZEzCETzXuc08sRmHPJ1xPr1KCblapwumM4g8/d+YLW7YKMcwYlptnOqTowU7FqUdzPWeo1jimdaC6FcIlYJHAu83Rgwq+GE088EZdddhne/va31+N4SA3UukvXLMSbMBoxtHdtDMPAVe88El2pGJ7ZPIAb7l/fyEMkGugXCzi3czo50YDgItqIbQdbrdn2wy8o1S8XzcnBtbScibZx96jvzxeI92o8alQcS5tNEBcB+TNrENHaE9aorL2t0SvzRPfzRDjvDprfBaB0gVHrGKG9ndNpHLNYNOV4q1smmXic3JxsAtUx4kY0YmDBjJJYtmXvuNxpTcQi6G5zX+g33Yk2bjnR6jnOCeiPx9ovxoJkorl9Lhy6oOxE2zZYdRvpRGuwiObVcEuIimmaVptd1KjM7WnB2mzT7jGYJvDaLv3zUj1Rz//ifKlmfooMU7tw74QVczCRcU7LKbWh/Jj4bQ6MlD/XZrTFMbuzLBYNBhPRxCbHwFiuprFecR4W2atBMtEKRVNe/DsFkfu3c2qMc5Y3lHYMq5lo3ussJ/FkNOsvovmJfyqjLuPChmEEml4ofV/lsf3zCfvgTYfMw3vfsFTr9pMZcd51ErL81suAtYkt1kftiSiSsWjF+dzNveWUjWdHuBrt6wO3iRc/xHM+rzuJaMTA757Zhj8/3+97O/FzvB6LWtHNRBMbD4lopOI6zG882ysDWSAz0WznqvHya9++NiQlAr8aVqxYgZtuuqnq6zfddBOuuuqquhwUCUZKts1MUhEtp7+rpbJwRhu+eM5hAICV/7fOMRuHNI+8hnsHsE529pObbIixnYTkOKem28O+oOkI0LaUdajLVun2EdGs0bNqJ9rmvePaRRjjDjlQgPUeEQtnscjvrWGc0zAMV2dS2uH3ELidTO0IJ9r+czvlcx50pNPuiOuV7Zy5qsdycDwnF+figsZOm6aLLq+Z77d4hshFG6soFfDakWuZE60tJp2+QZ1oYw4OS0B1ovmNPVW+VnQEbUHGZUzisIWlXf71u0ar3tvC1dHd8HbO8uNJEY34UCiaEBpJIloa9xev6VY40cRrtlWvXSEcGob13raKBYpV2aZe2At3dEjnClIsAyqdUlsH0uXj8L4/6Y5KxWUUSdCGTiHAZwvFmja6xTEuL2dEBslEU3+eUy6Y2+aAFURe4zinj5MtId1PAZ1oAUqk3JxogPV60rlmKhZN+X1i4/aoJTPwo387PtDI3mTFa5wz5zPOCVgCzi5FRAOsDSiv20cdsvGqjsFlze5WYOaHeD8duqAb7319SQS990X/bDS3zb56ENNs57SuG+zXUEJcrj0Tza2d06/Ma7oT+NVwww034OCDD676+mGHHYbrr7++LgdFgjHZxzmdhAddzjt2Ed586DzkCiYu++XTTaszJtXouHcA98rsjAjmtL0OxIezzu4ioIS8Jioz0YIUC7id1Hva/MY5q3d1F/SUxv6y+SK2D+stcJ3CfoHKkpDxbEF+nxhzDIrIyLILlFZwsLsTze/zZPPekhNtycw26QgKOrJiz8OaURZtCkWzSggSo5wz2+O+YyJ+gcFycegzmixy0bbsGVdKBbwLdJJNz0QT45zxwK5OgTXyU/m49orxWh8n2lhmAk40lzGJOV1JzOlKwjSBF/uHK/6taZlocpyztlEsMn1Q3RTCJVCrW6IeiM/PbL7YtM8ilbTSuis2HeT5LVewRA4P0URQy7TFS/3DUPdhVKdUX3kk0u/+xOdoZzImcziDlguo57FaRjrFeXh5uekviIinioTqBbQQPjL5omNUSjrAxvc8h3FON+FD4NTKqJWJFsCJZglf1fen2+INVL5GdEaPw4Z4jrIOeVxys9FjzS+eL+FEE2PD6kinazaeyALTKRaoEtFqG/G21jpRub7T+Xz0a5ydCOJ84edESyvHrtLuVxSi4Sx1a5NWPwNJNYFfDf39/ViwYEHV1+fMmSNbO0lzmezFAkHyFewYhoGvv+MI9HYk8GL/cM014WTi6ORIAaoTzXo9mqbpGswpFiba7ZyZyh1sWdceZJzTZVEgxjmHXI7FskVbJ6NYNIJF5ZPxpt16uWhuJ0MpYOWLUriIRYyaT2BuoooUrxzbOfVENOFEW9zbbj1uAZ1o9qyGRCwidzDtI5k7ffLQAKXtyUNEUx0jfqPJakPnDp9SA0HznWjWTqFXI6sXfsUCfhlz9teXriBummZF5oYdp1y0dK4gb9PwTLSAomSuUMQnfv6Ub9YSmXqowr0Q562m3uavzdRykSDO0HqRdigMScWsc4s1bqdRLJDQc0eriFFOse4U4tdoJi/FLL/7G1E+W+f3CLGoNicaUJuIJj6b9y27nvoH09pjoWqGq+qeVsscxhweA8uJ5v/czC070QbHc/Lx9MuPEqJMrmDK30WnnbM9wNSNl9NRuAp1nkux3owYzpuOYUe0XuYchP6CyEH2WPOL52TYti5X16xut5diqkaxQMJeLFBjC7rluo8F2uQIUiwQFO1MNJfNd/FYT6QoJOVyrtJxiE5nAr8alixZgoceeqjq6w899BAWLlxYl4MiwVB39yZjlXqQph8n5nQl8dVzDwcAXLvqFTy1aW/djo3ok/cJGRUIQUR1oqn12fYRASvHSTeforz4TgZ3omVdmn4EfmKQvDCwvZaDlgs4OdrUv6ezBblLOrMjUXOgZ5fLeJ+9NU0lpTkSuaX8uy6e2eabJeeG04WWzDWzCTfWOKW7iGXle/gvygCNcU7hRBuwxjnneTRzAs13oonnVnWiBWnndMvNAaxxTt9MtExlkLTue1l9npLR6osdp1w08RqLTkBc1qUzQN4iADy5cS/ueHobrrlrXSMPi0xC1AvBuHSi1eaWqAfqplQrijHseZdApdNajGi3a7h7VPFNFyGivWG/WQAsJ3OfEszvK6IpLoz5ZbEoyDileh+Af8uxE2K9s2x2u/y72yafHXHRbR9pTEQjch3ntPkYJIKlOxWT52/h1vZbZ6lChBAOxGesdyaaEAsCONEcXl9iDaHj6lOz1aZisLoc5/QsFnB/HdifrzZHEc0nG89jjNEtgqX2cU5rzNetBM3xOCZgBvFDNxPNLQZGiOKu49ke632BLBZwc6JxnNORwK+Giy++GJ/4xCfw4x//GBs3bsTGjRtx00034T/+4z/wwQ9+sBHHSHwQFz6m2ZqxAT90mkH8OPuIBfjHoxeiaAKf/NUzk3Z0dSpj5SN4f2w4ZaKpJyn7To7l9tC78Jc7jLJYQLRz6jvR3H4HPzHIrcUwsIjm4vxRs19kM2cNeWiCzpSzqOJ0geN0DG4Uiya2DJQuRpbMbK9JRCsUTblIUx1xbu4nPSea+4JQoO72+Y0mC4fh1r3KOGe3txPNqgpvzmexGOfsSsVqKhaoaIqttZ2z/J4UAqN9vNMN9XlydqKVctHUPEzh5uhpizf8okZ9PHXyDsWF+o7hTEvcR6R1CHE+YlgXRS0d51Teg/ZimWbg1ACtnlvE+boj6b8uTCX8z0l21vaVRsBPPXAOgNLnRjpXwLYBSzjx2ygS583OVEx+7m8frq2dEwAGAm4yAdbnc29HQo6v6wp5buuMUri++2hkkGIBwzCsXLTyRpOvE00R1/IFE0WllMhrnDPIWk9OLDi8voK4Ckfl2PHUDFZPxMpClsNnlF/8CVA9LismS1RHodvtxfrLNN0FpGy+PD1SVSzgXGDmhyWuRgPdx6Ro53QRxS0n2kTGOZ3dvhzn9Cbwq+FTn/oUPvCBD+CSSy7Bvvvui3333Rcf+9jHcOmll+LKK69sxDESH1T3QND2omYg38ATtEJ/6e2HYW5XEut3juKbf36pHodGAqDvRKve3amsu3cW0XTdHnJRkxDFAgEy0TSdaIMuYxei/tk+BlmriGZ3/qijlHvHRDNn7SNr7uOczr9H6Rj8R2d2jmSQzRdLDZY9qZpENFVkUBf5vSKvZMzuRNMX0bwy0fI1ONG2DozLXWuvnw+4V4U3CulEa4vXVCygXpjaXw+ihdRPlBP/LpradEW8CnHdY5zzxf5h+byJ11ijRzmByoWjzueLaI8Fgrf4kXCTK1Zv0IjXdCs2/YZrdKI98PJOvPO6h3HTgxsmtJ50aoBWs83GPZxCdqxCAr3jMU0Ta/tLwvuJ+86Sx7BzOINtA5YTzUuUM01L2OlSnGjbAzrRJpqJpo5kimNQ3XRejCmuGzteIf1Bp0fm2fLirBE8fxEtVyxWjJTW34nmIKI5lCG4Maoh7oUZrzVTTmPN32kTF9udnGgum5UVrwOXNZtfsUDQz1ZVWA7iZmtksYB0ovlk+fplorlNAOi8n611q/M4J4sFnAn8ajAMA1dddRV27tyJRx99FM888wz27NmDz3/+8404PqJBLBqRJ6ta2n8azUTHOQUz2hO46p1HAgBuemgDHnl194SPjeiTLzqfzOw4ZaKpeQJ290hHUv/CP5svyhO7uF2QxqasT2W3nxiUkSfgytuL7Kyte/UWt2kXR5s6mi2cWL0dtTvRumQwun2c0719SyfEeUu5VGBBTwqxaMS31dQJ1QWgfjb4OdG8gv2FOOrd9qQEgPsIwvO7U4hGDOQKpszl8isWsJxoTSoWGFecaEnnIgkv1ManiO3xsKrTvX8XcaExt+xE081EE58L0YghF5Iq+/S2ozMZQyZfxPpy014zRbRkLCJfUzrC4E7FpbJN80KXTA3kBo3yOpZhzS0pFrA+i4M4U29/ciue2LgXX/79Grzxm/fg/3v4tZpiQpzHOcsXvtmC/IxwEjns6LYuC7bsHcdwOo941MB+czorGiRVEc3rAnw8V5DFBJ2pWE3tnJl8ocJtOzAebJzTNM2KDbcFPcFGSt0uugHvkH65yaa58T3XVi7g59pRRZVcviidy365Yx3ymPUz0RzHOcVo7pD/RseYMs45FZENwg5rJr/JDaD6cZHjnOW1ZzRiVK0rBOqYqJsLq96ZaOOqE03zPorK1EQrM9HcWtQ7ZS60nxNNp52TxQJBqPnV0NnZide97nU4/PDDkUx6X1SQxiNOPJOxXCCINdyP0w6ei3e/bgkA4IpfPxO4hY7UjtyV0iwWUBePXuHh4mSr0+in7kCKRWCQxqa8T1CqnxjkNs4prP66J3R3J5q1uyYz0SYwzinbOTPOIprXOKfXOOLmPeVSgbJTqxYnmjiGRLRSvOl1GSEUmWRaTrS8+2JEjA3EIobvOGAsGpEXLuJ4fIsFmuhEM02zIhOtawLjnPbXIqBWp3vfnxTRyo+NjqAN+OeMRCIGDlnQBcAa6RS5Qs0Q0QzDkCK9jjBZIaINUESbTuQcLjhrze2pB+pnQKDPg/KxxqMGdo1k8YXfvoDXNAtzKu+nWohRN2iCiBO6ZTcCkYe2/9wuJGKRigbJbYoA5bVRJN7vEaN03MJtpQbo+2H/zAjqRMsWilLIa0tEMb+ndL7t0xTRxlwylADvETDLRai3Zhci5Q7pRPPerIwomyb5oilFsXaf3LF2uWGqsVYU48JeTjSNxzGI2BtGrGIBh3ZOnWIB+zhn+e9iQ8/rtuq1RKH8mikWTWxVzp3uTrTa8iZVh2IiWp3f7IRf7MREiZbFRN9xTrdMtIT3us/KRHN/Dbudq4anuBNzomg9Kueddx5uvvlmdHd347zzzvP83t/85jd1OTASjPZEDEPpvPbJ3TRN3PvSDiyd1YH9yq0/jcLJ1j8RPvvWQ/DAy7uwZe84vvaHtVhx3hF1uV/ijbXT7v08yg9j5eTmdbHc6ROKqSK+JxGLyJOqdKJpCMh+ld1+YlA677y4TGiMEaqMuTnRlLEVkYk2ERFNLJTtQcReFfZBnGhLyg68iYhodjecW7FAvTLRdFtmBYtntskmUkCnWKB5TrRMvih/165UTD5nQwGKBdwEXUAZn/ERxeQ4Z3fAcc5CZSGBE/vO7sTjr+3F5vKotHiNiXygRtOZjGFgLFeRMeXGTmWcU/dCl0wNcg5RAUmNDYlGoTq7g4x3i3P1F845DNfe+wq2DaaxZzSL5bM7Av18p40aVQyTF7MaWVM65yQVkYcmBPi5bk40jzXDsOLAMAwD3W0xJKIRZAtF7B7NYtGMNt/jsH8OBi0WUMdXUzU40cY9RhrbXVzGamOybgSLJVKWmkN1Rt9iEaOci1r0HDtVsaI7/F8H1uur+jJXuAp3jmRQKJqOLmgBxzn9igWc17BiQ8/rekGdBBCZyyv/bx2+e88ruPHfjscZh8xznR6puVhAHefUdKI1WkSL6RYLuKzV/K6B9No5XZxobOf0ROvV0NPTI3cHuru70dPT4/qHtAZxMa4jJBSLJr7w2xdw0c2r8cFbVjf60OqWiSboSsXxrXcdBQC49bFNuPelHXW5X+JNvqjnREs6ONG87P1yBE3LiVbd4CQWXjq3l00/LicTfydadVgyYJ0EvcSbivtxORnKsZV8aaEOWKJSLbhlolmtmNWL1qRGJpoY2xCLeiFoBMtEc3aoivFVeyPkjjqNc4rXsZ8YLBCjukDpefYTNZs5wiXEsohRusDoUp5v3REsubvpkZuTLRQ9d2vFhZh4bjL5YkX2nBsZZczbjYXli1UxHtnMcU5AzWwMlom2lU60aUXe4WKvpcUCNY5zimNtT0TRU/6sq8XxL6MPlM93Na4gkBMtYcWV6HyuvVjOQxPtvsJFtsOWieblFrZfPBqGobRd653n7OJlUCeaWCfEowbi0Yj8fFXFei90XMZ2J1quYEI8xEGdaP1D6Yq4BK/oD/Fv+YLpmV+m0p5wPmYnxPc4OdFmdSQQMUqixW6fx9IqwJiaIoJThrGgoFMskHBzopVFNA/hxjAMa5Sx/Lp5eccIgFIOKmAVHtivHWr9bFWzGHU3PL2K0epBNFr5GLjhNp5tFW5MZJzTed0v7pOZaM5oPSo//vGP5f/ffPPNjToWMgF0d+pyhSIu/9UzuPPpbQCA9TtH0T+YljszjaAe7Zx23rDfLLz/5GX48UOv4dO/fhZ//Y+/x4wJOHaIP5aDx8+JVr377rUT0hHAiWaVClivJXGyLuWlFT0Xbk65NSriwnzIx4lmX5RKS7ymiOZ2MhRCRqFoYmdZqOqdSLGAzESr/H3Ec+O0uG7TGJ3ZPVo6tlmdpUX9RJxo9gwUp0bIdK4gL0jmeIxT6jgC8wGdaKrjYE5X0jXfQ1Br4G0tDI1bF3qRiCHHd02ztFuvs3vo7USzvjaWzSMRc/6MHbU50UpfK6Cn3fuzQqfxauGM0n0KN6B0ojVJRHPLFXRCHefso4g2rcg5XHC2dJyzxmIB9T3Z6XNx5oXT5qm1Ti3WlIlmmiVB328tKTZgxOfRXMUpVTHO6bHpLLOAlIvHrlQMu0ez8nPXjyoRLWA7p318S8YzaD6fbo53wN2Jpr5WdadHxHhk/2C6YiPR6/bqhteYImx40R7ALDDqcZ+xaARzupLYPpRB/1Das3HbS4ybCnhtPMqxXE8nWuXjK54jcd70y52NRQ3ky45EwPrcEJ85ruOcNW5WjuWszx3ddk7xmRiP+keA1ILlRPM+Drc4Gb9yNb12TmcnmuXIbc56K2wEllRPP/10DAwMVH19aGgIp59+ej2OidSA3OHzOblcURbQYhFDOj5Wb9zT0GOrV7GAnU+deTD2nd2BHcMZfPG3L9T1vkk1BengCZ6J5nWxLE4AOs1bTrvX6iLJa3FVKJoyX8RNCBRi0HAm72itdhN+EhpZXCpu2Qbqrr1wskxknLPbJSNr3EXEU49p3GMEaddIZelBbSKas6vPcqJZ9yXEiUQsIn8nJywx0/15cMou8kLkvgH+pQKA9fv45WzUA+GIEA7KVDwiR1N0L7S83ArxaES+Z71GaMTra0Z7XC7KdTIKdUQ0IWIKB4lwc3Q32YnmN85ZLJryfQEA2wY4zjmdyDtccOpepDWCinbOGpxoyVjUygOsQURLOznRxIVatiBHxHXaOdVzRDrr/1ja4yPEuOHavqGKz+V03t3ZNuwwxiQ+c3SdaPbHza312w37BkeQDUen26u4uVe8mtTdEG7hvsF0xePrtaEZi1rn6jGHzVEngpRI+d2n1dDp7UQbCfA6DSNeERjiMy3q6USzHl/DsF4z0onms86K2fLAxPXiiE1ES8RsxQI1xmaoa++EhwtPJavhmJ8IUc1iAb9xznTOeQJAXoN7TIPJQiyXds5OOtEcCfyKWLVqFbLZ6rn+dDqNBx54oC4HRYJj7fC5n1x3DKdxR9mB9oMLj8Pbj1oIAHh8Q6NFNOeL5YnSlojiW+cfhYgB3PH0Nvzpub663j+pRFd8cDq5ee2E6ORYCcSJVc1RSSgNel42f3WnzS3sVB0Rc3KjuQXye+VKOOF2MoxHrcBdUb8+kXZOt+ZTuaPlWSzgvjgRLrFZnRMQ0fLOgqRw3qlONHWU02snUL6WPBZFIizXb4dUoI5zerngBE11osn68dJjpo4cjWT0ngsvQRWwduC9wpxHM9YFZ0eA8UeZnaMzzjlQyttp9jinbrHA3rFshfDOYoHphZPDVWbuNDkTrVg0MaKcC2vJRCs50fTfy3asTRLrvZ2qGOesPpe7EY9G5Oe1Ti6a5YIr3bcY53xpe2lETHymmaa7wGk50azPGfHZqps5KT6DZ5bjDuwRBX6Ic4jd3aMtonmc59td8sVk4U+sukndDeH0y+SLct3i1rgsiEvhoOiZX1Z5zPolUqM+9zlXGUH1QrxO7dlfUwUvIUkWC3g8j6rI3KEUQwjRxS9DLCZHGUs/S3xuiPNtRrrA6j3OGdW+D0vIa4yIpp2J5vJ+7lBem2MOn48ZjwxkgVtRA9s5vdF+RTz77LN49tlnAQBr1qyRf3/22Wfx1FNP4cYbb8SiRYsadqDEG8uJ5v5hcN9LOwEAhy/qxukHz8PrlvUCAB5/bW9Dj01nHrtWjt1nJj50yn4AgM/e8XxFJg2pL3mNfAQgeDun2GHSEaDsi0qBNZrgvrhSd3ncdsfi0Yi8bydBKO0yBilEueCZaJXHYRiGvG9xvBNxoonfRRV0TNP0FE50RsNFjshs2zjn0HgORZ+FgMBtzFv8voPjObmw2qnRzAnoZaLptswKVCeaX6kA0NxMNOGIUPMq3Mok3HDL+RP4uVGKRVMu3NqTUekS1coo1Dg3iKiB8VwBA2M5ORLVrPF93QtXkVMk3nPDmXygggcSbrIOY0etGucczeahGqx0BXWgUtiemIjmUCwQs8bxgmSiAcHKBexrTiGYiMdk+RyrJMFN4BQRCF2qEy0lnGh6j4cQApb0ljZiBsZz2lmVQHW7ZpANCsB6rJzcWHJzxCZIyU3vAOv1ZCwq1wIby02uXq2MQGUEhhRUfTba1QB1v8fRbwxzvq1R1A0x7uon8IUVrWIBj00u9XFR15PHLJmJE5f34oLXLfH8+bpONNd2zsDjnNUiWrZQ9Fy3el2/1APtdk6XdXtC2WRw+mzQG+csb/7anWgU0TzRflSOPvpoGEZpHthpbLOtrQ3f+9736npwRB+xwPBy4ogA/tMPmgsAOH7ZTAClENahdE4uEOqNcLQ0QkQDgI+/6QDc8+IOvNg/jM/85jnc8N7jGjK3Pt1xGldxQnxQ5womikUTkYjh6TiRJ3GNk6FY8KZsJ4NUPILB8ep5/srj1xsz6ErFMJYtOF40uzVKBnWipT2ySlLxaMXPnogTLRW3LloE6qLD2Ynm7aTKF4pSyBDHJsZciiYwks1rfZZkXJxoPW1xGEbpgmdgPIfZnUk5zuk3ThkkE023WGBBTwrRcpPY3MnmRCtn86iPd6emc0rgNfIDWBe5bqPSpbBv62dbgdX+v7/OOGcqXrpA2zWSwdaBcekQnWzFAruGSy6TJTPb0T+UxuB4Dn0DaXTPZ5bIdCDvcMHZqnFO+7kryDimFLbjEUVAD/5ZJpuslc8Vcb4bSufkBaOOEw0oudiGM3oN9OLckrCNcwqW9nZgbd8wCsXShlIPqt+jwsmkXjxaxQKamWjlx33xzDY8u2UQ2XwR6VzR1fVrx56BpDtabr+9U2lMu/xcs2Wiic2tgJMjC3pS2DWSwaY9owD8R9/ERX9OLRbweS0IMbBQLDWIek23jPqMYc7XbDqV7ZxTNBMtoYzV2tHJj1Udeupj1JaI4hf/7w2+Pz9uC9UXrz9LRHNp53QZP/RDHedUX+PZQhGpiPNzrNM2OxGCtnPaX/eGYaAjGcPgeK7q/QxotnPGnLOQnbIhiYX2K2LDhg149dVXYZomHnvsMWzYsEH+2bp1K4aGhnDRRRc18liJB06OE5VcoYgH1u0CAJx2cElEm9edwj697SiawFObBhp2bHZrfb1JxqK4+vyjEY8a+Oua7bj9qa0N+TnTnZzGCRWoPNGIk0/GRXwCVAHKf4fWbbbfyf1mR/ybYcBzzMDrwsftJJaI6f8OXvdT+pr1uyUUZ1wtiAWkunuvihvOP997x3/vWA6mWXochWssFbd29XRzX5wyc4DSRagQSPaWRzqFiObvRPN/HnRbZtXjmW8LqPZCtza9HshMtFTtbgmvTDTAurBxE5HE1yNG6T6C5CjpLk4XlcsFtg2MW8UC7c0S0aycRC92jpQuxmZ3JaoaRcnUx2n0qVVONPt7P0ixgBSgopHAzicVp3FO8Rmjjo75uY8E4n60nGi28aXOZKziPLqgJ+XrbBt2yAISn61uxUNu9zG3KyXFgoFx/ZFO+waHWqKkk7kpXTdOmWiuTrTaNr2FKLVpT8mJ5veZrrZzjiojdl7o5t8CwLhworkIc2JDzm+c0yrAmJoigvc4p//GeUeFEy34YyTWYaKYRaybqjLR3MY5A4zKC/EVKL3W1Pv0Wq81LxNNs1jA4/3s5USzb1iriOvztK0QTvzudKI5o/2KWLp0KRYtWoQLL7wQvb29WLp0qfyzYMECRKNTU6UPC06OE5XHX9uD4UweszoSOGrxDPl14UZb/VrjctEaOc4pOHRhNz5+xgEAgC/89gX08eKl7sgTqo/4oD7P4rnXcaJlC0Vfi76bLVncr2cWlqaTzmtR4T7OWbpNoWhqjTN6uX/Ur83siE/IVSkvFJTPBfGzE7GIo5iotvQ4PR+imXNme6Li9kFz0byyEnttDZ1WJpq3EyyuIaZKMVjTiQaURuAB4KD5Xb7fK0TBfNF0DHmtJ+IiTQ3Z7wyaiebhigT8nWgjcqe+lIcSZARMLID9FqdClNqyd7zpmWidmu2cUujtTGJhjyX6kemB05i4W+NZo7EH3+s6l4DKEeuJtHN6FQsIkrGIdsGLWkrgh/j8F+sEwzAqXMwLZ7Qpz43b51rpMax0opVFtIDjnN2pGHrayoU5o8EbrK1iAetYdJ4TL8e7yPd8ZvNAxXmq1vW6+MwT45y+TjQlekEKXj4iTDRiyOPymrqpiBjwcaLt8CkWkGPHU1RE8CwW0Ihwaa8o+QquA4j1uHSiuY1zVhULBHf5qoJ5eyJWbttExc91wnLMN0bn0HWieW14yg0Ph/eFW3SKitMEiupqo4jmTKBPyXg8jjvvvLNRx0ImgPjwcttVW1XOQzvloDmIKBe+Vi5aI0W0xo5zCj50yn44anEPhtN5fOrXzwbKniD+yHEVH/EhFqk+MXmNCKiLLb9MALcFnlagfEFPBPRaVGRcHGTqfeZ8dpMAb+FC/dpE8tDU+1IrxL12s+w/32mBsqfcQDjLNmYqnEG6IpocjXX4XJgpGzqDOtH8M9F0Xwcq//2uo3DnR07GsfvM9P1e1SXZaDfakEMmWtCRIy9XJODfCCcWWmIRZ4U/azhGNJ1oQkR7ecewXGg2b5zT+/cXqK9R2VbHhs5pg1N2T63h1xNFvPeDNvUClSPWE2vnrN4kSSUq3+dBLroDZaI5BGmLXDQAWDgj5etsG5GlLdWfrfrFApabTZwfAznRbOOY8WhE/k46z8mYXGdUXwCfetAczOpIYNtgGnet2S6/rpOf5MT8ntJnnnCixTWdaLlCUZ4rdMZc1Vw0N0qtq+L7ne9znmaxgBznnKLFAl5rprzLKKWKOsJZi4gmXVhiakU40crvP/F55F4soO/yHa+YwigVZ+g42nRiJyZC1DbS6oZXxqHbeLZpmlrtnE6ipHgO2hNRz+md6UzgV8S5556LO+64owGHQiZCm8+u2j0vlvLQTivnoQleV3aiPb15QMseXgtpDRW8HsSiEXz7/KORjEXwwMv/f3tnHidHVa7/p3qffc3MZLJMNrKRjSyQBAKEJWwiCAgXVMCLC4IiBGQR/YFwuSwC4lVABZGr914EBBUEFxTCFhQSQggQtux7Mplk9pne6vdH9zl1urqWU9X7zPv9fPhoZqa7q7urTp3znud9nnb835tbc/p6ww3Zdk7xxhSWUaIJO0x2NxEzfz396xkR5sfvXommFRyMi3iAXEun1Y6SuHOfiR+a/vnZpNOufU80FDYaT9qT6jD9sTlVog1YFFbruBIt8Vx7BZWPFez8UlXzXT2tnVP+9lcd8mP2mFqpvxXHuVwvnrkSzcATTbaI1mdTVNWUaMbP16NbZDhK55Tc4WVFqQ92dgFIXO/ZTns2g7Vz2hUi2pPF5RFVQYysJSXacMNowamlczpv53xvRyfOeXClqw1Odu03JzcdnBTBxCJKZQZFNCPPy4DXA3Et5qRFTlbVl7JoFO5lzSlFtDLbObORoTZT/Ep7ognpybXs/ihpdwAYt2M6Sei0UryH/F5ccMRYAMCvXt/Mf27m+2pHa3LM23EgMebZKdH8gpk6K27IhEyUW7StMcRCgt4ugsHOh87+iKXP3nBu52RzWasCik8o7LoporF5GA8WMPFE059PbgKcxA1k1uEho2jjytYctXPKKtH6LDwOK7kXbep1EY2rYE/rVInWbaDGJVJx/MlMmjQJt956K1auXIl58+ahoqIi5fdXXHFF1g6OkKeM+xuk3wy2dfTh07098HoUHD15RMrvJo6oRF25Hwf6Inh/ZycOk1BaOEWmCp4tJjVV4jsnTcF/PLcetz23HksmjcDYhvKcv+5wQGvntP8eA14PBiJxfmPSlGjm7ZxA4mZVBvOB3sxfT/Mks1AgMc8au3ZUC3N6swJUShEtGgdsrLOs0jHFG2RdhkW0gC+R2hONqxiIxFBT5rd8bSAxqfF7FURiquGCpUOXzMlwXkQzLkgCQH1F0hNNp0Sz8yRLLWbG4TUwiuUtCjnaWfN6FOHzy60XEvPmSUnndLDIAswTbxmaJ5rxe+nVLTadtHPKeo0wT7SP9nQDyJ8fGqB9nraeaIISzZOcoJMn2vAhYjCuZBIs8MzanVi15QCefns77xiQhV37LTUh7OwcQF84hlhctVUTxOMqv88HfB5e1MhWOidLn+7lLXLyi247r06G2aKx2WE7p5EnmqbylVWiaYtQliZ8UPL+CBi3Y1YEfWjvCUt9J3aq8y8ubMODKzbgzc0deG9HJ2aMqhHSOR0q0ZJFKdl5otjOyd6LlBLNxl4g8TtNQeMxOeerQz6U+b3oj8Swp2sAbQ0Vhn/XN5geMDGUsApjkp0rVQZ9GIyGpZN2RXiwQDyeUgBnY1bERK3uxhOtL6KdFwyrIiIj50o0yXROy3ZOk1R08d5jGSwgFCVVVYWiKHzON1TP/Wzg+Ix4+OGHUVtbi9WrV+MXv/gFfvSjH/H/7rvvvhwcIiEDu/n0G9xYmAptXltdWguMoiiY15aYoK3afCAnx2Ykrc8l/37keBwxvh594RiueXKtlEcVYY/mJWVffGBFLk2JppkV6xGfzy7dctBk0S0TLCAjTU95LgtPNL0KxutR+A67TEKnlfqnTCgq1WfYzim+BntNMZ3IDDaBNlqw7DdRolW79EQz2h1jxcOO3jDicRXtPc6CBQDzc0H2PMiEfKXyMYWe+F1owQLOPNGMdjcBsX3GpJ2TGzizdk7jtgIjZCenTInGrr98tXIC8kVBzRMthJHJ1qad1M45bDBUomUQLNCePJ+YL6QT2LXPzkPAWdAHkM12ztRruyyl/Ut+cSbbzinet8VNO6Y8Cvg8aKgICEo04zHaUInmMlhAbOdkG0MyGCnJnCR02m2YNVeHcOrMkQA0NZpVCJQVbIxmyAYLRGIqP06Zoqpd0E3id9Z+aEBi7cNSW60SOnvD6YWXoYRVKJbsXIl9J7KpsyJiSqtYAAcS6m+zoqybdM4+g6K0zBid6yKadDqnVbCAyTxF3CSQKaIBYrhDchOAkjlNcXxGiKmc+v82btyYi2MkJLCaYLy5KdEOcIxOhcZgLZ258kVz67HgFo9Hwd2fn43ygBdvbu7AI69vysvrDnWcFB9YkYsHC1iY1SqKYrkbJmLmr6d/PSPCku2oZkU0VdUme1aKOqtCHmPAYnKbGiyQhSKarsCuTcxlknrMi2gNlZm2c1oo0cqZCXMYB/rCfCKlV7/pSfGmMzkXZNuSM8FIGp9tVFXF5vZeAMD4Rm0X3WkLllXLDyDucNoEC3AlmrwZOSuu222w6BdotWWZXxeyyLZP7WMKzaoAb23a1dlPmzjDBKNxJRNPNHY+uSmisdbj+ooAv5/JjAficQa8HqGA7Hwc0+7VqeOKuFhzokRj9zG7YAH9e2AwFXNrTQiKovBNA6ONZ0D7vDLxm+TPEfS5auc08qt00i5vN7YDwJePHAcAeHbtTuzrHnQdLKBXidu2c3o1LyyuRPPbL9ZllGj9ETkfMztftFhcU+MP9WABozFKdq7EvpOM2jljatoxiAVnfQeJm43KAYMilMwYPcj9LnPXvQBYp3OK6w+jdUOFScfAoFAAtAopM7Jx4ZsAQ/Tczwauy6rhcBgfffQRolHnO1RE9im3mBBs6UgstA5pqjR87Pxkq8CqLQdyYsafz3ZOxpj6cnzvtOkAgLv++hE+3dudt9ceqsgk9TD0HmV2EzMu7Y/aeaIZt4U6ChawCUZgN8pBXTFMvMkaTUoDws6qFZFYnP+NmVcJoy4LbWu8iJacWFoV8LTHmJsu708u7hoybuc0VvUBghKtL5yitrIr4CqKIhjl2niiOUjndEo+lGjtPWF0D0ahKInxjuE2WMBsoVXOrQLMggVSJ1pcvWKRnsawKq6LNFQEUv6mOo9KtAruMRcxvT9GYnFe7BhRGURzdQiKkjgH23ut09+IoUHE0BMtOQ64SOfcn/TYc1NE6xJM8avY9SgxHrC5mqIk7oNMgeCundNEiSaMM8480ayDABjsPfi9SlqIVl25H8sObUk8n08uWIB5IgKCEk22nVP0RGPBAk6KaOHEZyjeq6ucFNHC1q36AHDY2DrMHlOLcCyO59ftcr3pHfR5Uza57FQ77P4biatCAqb9a7LPwiiFkCGjRAPsEzpT0xyHphLNb7GBzZRRdnNmvQrdCT6hgKT3juxIKaKZBQs4aOc0uB6kPNGKIJ0zEtNUekat1mat92Y+0mnH4PXwYp6mRKMimh2OVxF9fX245JJLUF5ejkMPPRRbtybM26+44grccccdWT9AQo6QrmVLZFtHwpfFzBts5qgaBH0edPSGsTGpbMgm+VaiMc4/fAyOnjwC4Wgcy59YmxLjTThDVVW+SJApPgR0Emk7ObSsisvsXJLxNYjy3SS7ds7UVlT+2sJCyKjw4/eZT0ZERHWS0fOIP8s0WAAQVKrJCbmdTwqg3aQNlWgm6ZyOi2jMeNrgnBCVaNwPzaaVk2E1KQS08yBXnmhAZobismzenxirW2vKDJUKTj3RygLG10WFjRqlZzB1YurER0m2TUJRFIwS1Gj5bOdsqAjAkyyIsYKuHlbo8HoU1JUnir3NVSxcgFo6hwNRA7VCJu2c+3szaefUijeaR6L9uCx6FCqKoqkbwlHHG6xa+rK5Es1JYUJarW4SZNVaW4bV3zsR3z11GgBB2WbmiSYkazKqy3zJx8SlbBvE59A80Zy0c6a3EmpFfevx1U65InL0IY0AgA93d5mq/WUYWaOFN9imoLP5UjRuWNwwo8JGQQhoGz4VNs9np0Rjz6Mo+bOjyTdBi3lrhIcw2SjRgpkr0SJGSrReqyIa26Bw0M5pcD3IrB24L1uOLEA0JZr5GKtvtdfD52m668LJ+pvNxdmY2GPgC0mk4viMuOGGG7B27VqsWLECoZA2YJ5wwgl4/PHHs3pwhDxsB0A/IegaiPBF7Zg64yJawOfBnGTy3KoctHTm2xONoSgK7jp7FqpDPry7vRMPrtiQ19cfSog7JDKSZnMlmvFAblf4YJi2c0oUsKTbOU1UbWxCmjCON2rnVAwfp4c9j9nETLzB12XDE02nJDJqETF7jNECgy3qTItokjvtg1bpnMnn3tjei+ueehcA0CSkq1lhV5DlxeActnOy83wgh0q0TckNjwkjUg2RQw7VL3YeeXbtQ30mSrQ+GU80B5NTsaUzn8ECIb+Xt8t+uNtY0cwKvY2VAa5+4S2dlNA5LIgYKFzdtnPG4yrfrDjYH7H1ytEjetk4SevVF7XZY+OqvQJMj1GwAOBeiSbjeyr+3ujeKirTrDaKBqMx/llUCscoKjLsPs+U5wiKnmhOlGjpn6GmDrTxhovF+Xljl2Q8ubkKAPDR7m4hNTuzIpqtJ5qgQNKKaBLpnBItxux3dsVDuyLaAFMCCmmOQw2rLg6+4Whzf25JtvI2S87RUl6fq7DiaeOkuDmlD0XRPNGy1c5ZQE80r4QSTXifRmsws9RaJ+3Z+gRkfZcBkY7jM+IPf/gDfvrTn+Koo45KGVSmT5+ODRuoSFEozDzRtnX0AUgoWqx6+ln605ubsh8uYBR1ni9aakK45YwZAIAf/+MTvL+zM+/HMBQQd0jsbqhAukTa7iYUEJKarNDSOY2l3TLtnHbHb1aQs0rGAbTJiG3Cjs3ErCzLSjTe6h3Re6LJKNHSP8923s6ZemxskWCkRDNSMViNC+x9dw9EsatzAKNqy/Ct4yaZHq+I3+Zc0lJaczcehfKgRGNFtHG6VDGn6hd7TzSbdk5dsABTrzjxYJKZnLKiFJBfJRoATG2pBgB8tLvL8PdiMidjZLLot4OKaMOCqMEmjdu27q6BCL+PqKq8upfBCjzVQhHNSbAAO+4yv5cH5jgNF2AbCPrxXQwwsVMKifCNNlnLB5sxRdsoSv9uxAKN2GLo83r4MduFC4jPURn0cR9HN55oRsECdspCNs8A7BVCU1oSRbSP9/Twe5bTdE5Ar0Szax/TbBf6HJj3292PxN/ZpUWyRNG9JkU0mblSqaOlY6pp/p18zmyj2r/mpCm477w5OGVmi+PXF88D/ZyFtT4bFY3Y9R2Nq9JdRtp5pp0XMi33srYTbuHpnBZWMGw+61GM1zBsXNBfF06CQvSJxd1URLPF8Rmxb98+NDU1pf28t7d3yFbqSwHWiqNv52RFtDF1ZWmPEZmfDBdYtSUHSrQCtXMyzpjTipMPbUE0rmL542tdtVYMd8SChEwbnF4ibdciINsKadaqEZBoB2XFk4CNAsmsIDdgUwyWbTexm5iJz5+VYAHezpl43QGDhKK0YzBRooWjce6301Ah54n2k398gjm3vID3dqQWsAcsJusja0KoK/ejPODFNcsm4x9XH8ML/XbYLbYikhPDTGDnUC6VaEahAuJryy7c7TzyeNqmqQE387NhwQLs77PXzgkUTokGaIvMD3fZKdG0a4K1nz706kb88rVNrnyliNLBqOXHbVt3e09qy1+HQ1890cuGB2PIeKLpClCKogjt2fLvIR5X+bWdrkTTPp9yB4szTWEs54lmN6YELTzW2GdV5vemLVirePqx9efJElLLA154PYrmieaonVPbcGPYBb1oj0383meinBcZ31gBv1dBz2CUb864UqIJY7StJ5qggGLHKqVEC9jfX9i9qtw2WCCZzmnTzukmdbJUEL+niM7Ynv3bbq7UVBXCmYeNcrXG04IF4mkFbeaJZnT+iq8lE+YFGLdzysyXuGK+gOmc7PjMruVyk80SJ+vvoC4Qi9o57XF8RixYsADPPfcc/zcrnD300ENYtGhR9o6McERZ8saSrkRL7IKLxtNGzG2rg6IAW/b3me7KuMVt2k+2UBQF//G5GWioCOCjPd247++fFOQ4Shlxh0RGwaNXw9gpTjRJuc0us0kxTiZYICzp6cbbMnU3ZlaEsm1JlWznNGuxSFGiZaWdM3VskNldZebF+tYTlpbk9ShpaiD27wN9Yb4zuPLTdtzzwsfo7I/g9U/bU/5+0GSRxX724tXH4o0bjsc3jzvEth1FxK6dU1aRmAlu/DpEZAoum0yLaM7UL3YeeUyJ0WdyTJrkP/F35Q4W3W6LaPlWovEimlk7Z1KdOUIoop0+qxWNlUHs6RrErX/6AItu/wd++NcPsbebPNKGIkZt4nxn32Exnal9GR297pRoVSG/KyWaeD1WOAgmYIhjj1U7pxMlGleI284R5BaNZX7jjSIA6BbaYfWwoqRduEC3EO4AwFWwgNGGV6VkWrCTApDf68HEEYngsXe3Jza73BREUto57RT/yd/3DEbBhOpSSjR+P7LwRBuUU6IxnzqzgujwUKJp35N+/hw1CEvJ+usLfmD6+RLzRDM6l8QxSta6wqidU9vwl2jnzLknmntfNjb/0gtpnKy/9XNHMV2YMMbxGXH77bfjxhtvxDe+8Q1Eo1H8+Mc/xoknnohHH30Ut912Wy6OkZCADQrhaDylmr3tQFKJZlNEqw75ecvKqi3Za+mMCL4MhVKiAQmFwG2fS7R1/vzlDVidxfc4HGA7UoqCNG8CI/RKNNlgAel2TpNgAavCgVG7jcyxM9gumdmk1O8zLr7p6bdRgrFFR8jvycoOKNv5ZzdXGU+00fWJggVTsjLY4q6uPJDiLwMALTVlKA940T0Qxbd/+w729wzi6ifX8t/v1xlka8bTxudEXUXAVbHErp0zxts5c6dEC7nw6wASba/f/8N7mHnzX/GP9XtM/y4eV3mwgL6IJmOUK76ebTunzSKc/TxNieZk0S4xOS1UsAAATE0W0T7d12PYOmLUzjlzdA1eu24p/vNzMzGhsQJdA1Hc/9IGHHXnS7jh6XexYV9Pfg6eyAs8vdrAEy0cjTsy5t+foRKte0BTolU6SOs1Wiw6ac9mpITn6MZ38Z7mTIkmZ/nAW69slFRmFiiAkKppcHwsGbjbpoimT7ZjBZvBaNzSFF+kL5JeCGOLZbvx1WkBiPmiMVWWm03vlmp5TzSmvhGV6zLHKqNE65NUovHNXpMijEySeakjXuv6RPOI5Jw5E1gro2GwQHLT1uhcSngTp6ZJ2mGczmk/V3NiO+EG2XROq2MoD5gp0eSDQkJ6JZpBuAqRivQZ8c477wAAFi9ejNdffx19fX2YOHEi/va3v6G5uRlvvPEG5s2bl6vjJGwQBwVxUqC1c1oX0QBgQbKl860shguIA5MbeXg2OXnGSHzusFGIq8A1T66VnsgQwo6URDInkH5jstsdDnjtd2JSnkd3LskEC7D3YL9DaqzksWvn9AmTASvsvNXYhC0boQJAeugIS+m02vVtq08UZrbqimjM6LWxMv3YKoM+3HfeHPi9Cp5btwvH3/sydnVqqpt2XbLhgEWwQCbYFWSNDMCzTdDCtNqKe/72MX7zzy2Iq8A6XfuryJ7uAQxE4vB5FIzWteo78UQLx+JabLrJ+cB28/vCMcNCQK+uiMYW3f2RmK0heqko0cbUlaM84EU4GufFSxGuRNMlyIb8XlxwxFi8sPwY/OyL83DY2FqEo3E89uY2nHDvy/jar1fRhs4QQVNtpKdzAs4K6pkr0RJ/XxXyoTKYuFaklGgG91cnRXEGu1f6PEqa4jfkUokmn+Att2jU+/+IsAKNtRLN+vPQWqESn39FwMsXy7Itnf2CfyqDf582r2+3WaeHqW0Zbopo4hht74mW+D0ropX5vWkbc0aUc080i2CB5O/slGi8yG1yTvXZhO4MBTwehZ+X+o23WB7mStyTLZYeLHCgl3miGb++ppySLUobtXPaK/dzHSwglc5p087JPdF0Ck2rAC89IV0glrYZk9/5VikhfUbMnTsX8+bNw4MPPoixY8fiv//7v/Hee+/hgw8+wP/8z/9g5syZuTxOwgbxhicaC7JF8FgbJRoAzE96Dq3anL1JvSjPzZUU1gk3n34oWqpD2NTeizv/8mGhD6dkiDpMNNQrw2SVaLbtnCbqJRn1jXQ6p5kSjU2oTAuBDj3RzIoWyZuh3rjfLWwCyCaEMrurbLzYoisYMIWEWeDBskNb8IsL5yPg8+BgXwRej4IvLhwLAGg3UaJlO3DErqDKlETFpkT71eub8NOXPuX/tnrspn2J72VMfXnaIlVMrbJTv4jm02ZFXbabH42rhosNfYKTGGBjZf4MODPsFVuF8l1E83gUrtQwauk0UqKJeD0KTp7Rgqe/sRhPXroIJ0xrgqoCf/tgD85+cCXOeXAlXvhgT5qxM1E6aPcXUYmmXVNOxoL9aUU0eSVaOKotRqtDfmeeaMxPLEWJJu9xyGAbJEbFh9R0ThftnJJqdbsFr9bOmf58opJPT3WyKGYXLKBvhVIUxXFLp9GGm6wy0KkSbUqzrojmonDUVK2Nf3afP9s4ZUW0ChvVGKNc2NQxQzaogB1jzMScvt9AuTQUMSsos6JOLudKPiHYQF8M0zzRjF/fsf+rhRJNZu2QqzUsK1JabTqyY2AdL3qyk86ZqkTTNkiH9vmfCdJnxOuvv465c+fi+uuvx8iRI/GlL30JL730UsYH8MADD2D8+PEIhUKYN28eXn31Venj8fl8mDNnTsbHMBRQFEWbFCQXRqqqYvsB5olmHSwAaEq093d2Ok5iMoNPaLweqV2mXFNT7sed58wCADy6cjNWbmi3eQQByBuMMtjiQTpYINN2TplgAcm4btN0zqh18Ynd3OzeQ5+NB9WiCQ04//CxWH7iZMvnkUXftiLTztnWkCiibTvQn7KwZy2ZDZXGxQIAWDqlCb+6eAGmjazGzZ89FMdPawaQrkTLVeCIXUHWyLso2zj1RPtgZxd+8OwHALRikZXPxyaTVk4ACCaVlKpqnxQrYz5dLpwnRj40PFggubgJ+jx8Z9XOF81Jm0TI78VZh43CgnF1UptC2WaqRbhAu0GwgBGKomDBuHo8fNEC/H350Th3/mgEvB6s2nIAX/31Kpz4o5fx+FtbKfymBDHyD/J7FbC8LSffKdtwYI91okQT524VQa8jTzSj69GundsIqw2S1CKa82ABO6W3WfiQHh4sYFCM0beoi1RJtseKakAGa+mUKaKltNoLc44qSU+0TJVobja3gj4vHwNllWisGCl7nBUS7azsvmN3ftmZ09t1DQwVeAFGVyiPSM6ZM4EVkKLxeNqch3mimSvRrNtx9RjNvWWU+2HJsBK3yCjR7D3RtM0OcfO038Y2RUQ/b9U2AkiJZob0GbFo0SI89NBD2L17Nx588EFs27YNJ5xwAiZOnIjbbrsN27dvd/zijz/+OK688krceOONWLNmDZYsWYJTTjkFW7dutXxcZ2cnLrzwQhx//PGOX3MowwZCdtHs6x7EYDQOj5IqszZjZE0ZRtWWIa4C72w9mJVjKnSogBHHTB6BC45IqGO+8+S7tt4WhHOD0TQlmk26jXQ6p8n5JKNEi8i2c9p4otkFC9h5Udmnc3px+1kzcdzUZsvnkYWPC8wTzaaIByQKOV6PgnA0jj2CETpTSDTYpIYeOakRf/72EnxpYRs3W9e3KOVKiWbnnWPkXZRtnCrR3tl2EACwcEI9zp0/JvlY80kdU6KNazAoogmfp93ry6gVfF4Pfz9GCze9Ei2R6CenltA8mOQWKfeeNwdPXro4p5N6M6zCBeyUaEZMaqrCXefMxqvXLcWlx0xEVciHDft6cd1T67DkzpfwwIpP05JuieIlauC1qCiK44UeoBVlmQ0H8waSQUyF9Hk9/LrsdtDOKd6nq1y0c1ptkIjFEicKB1ml92BMbs7JN50NxlkrBRJL57QNFhhMV7PV8gRr++8zElO5MiWlBVby+9ASL+U+41G1ZTqFjrvCEdsEsktBZ5tYrIhm13rJcKJEszu/7Mzp7TY8hwr6OSIjmockc62d05knGqCpJZ23c2rnmlQ6Z46DBdi1YKlEk0znjKup6lpWiDTrHhHRz1spndMex2dEWVkZLrroIqxYsQIff/wxzj//fPz85z/H+PHjceqppzp6rnvvvReXXHIJvvKVr2DatGm47777MGbMGDz44IOWj/v617+OCy64gNJAdWhtW4kTn4UKjKwpky5+ZNsXjSuQiuwm9N1Tp2FMfRl2HOzHf/xpfaEPp+hhE1eZUAEgXSKt7Q4bn4cBSdNg7XzSFdEkCliyarqATTqnWdFHdqd8wOZ5sk1IN0HqkyycMCP3rfs1XzTWzmlXRBNhbakdvWGualNVbcKUbb8RO1WjkXdRtnHqibarM6EYntRUyT8Pq0kdDxUYkV5EEyd6dko4fk7bLLQqTBYusbimlhBNnGUXermOjs8mrIj20Z6ulJ/3Dkb5grlZMNaWpbk6hOtPmYqV1x+HG0+dhpbqEPZ2D+Kuv3yExbf/A7c99wE/P4jiJWKS/uw0LRfQFL+TmytT/i2DvhWRpzlKbBYabVJpSjR5JR0PjTG4x4UyVKLZfY5mlg9mx2GkRBu0WDRXl8kp0YwWoKwNXUaJJnobi8Ut2aKozGaZiMej4BChpdPtxjcrotkV4dhn2+lQiVZTxpLDza+JXl4EtT6/vIIfmNF5ZWe9MVTQwhr07Zy5DxbwCfNmNr9n6wxWU7JVomXSzsnmWxabHLmepzhK5zQLFhCuc1FR2M43vu03+MS23nhcRU84fSOASCWjM2LixIm4/vrrceONN6K6uhp//etfpR8bDoexevVqLFu2LOXny5Ytw8qVK00f96tf/QobNmzATTfd5Pq4hyp6JRrzQ5Np5WRwX7QtWSqi2RRPCkVl0IcfnjMbigI8vmobXvzQPAmPEL0RnCrREudi2GZ3mC08whYFqHhc5QsVs3RO63bO5Huw8+owU6JFrSel0jvlPKAgPxMzdnNlxbMByTYP1tK5RQgXYIu5egd+bezmHY2rfMIsTnqy/Tmw7yFqci6xc8ib02ABZ5O7nQcTar+RNWVSHh0b25NFNAMlmsej8M9AVolmp1ZgBTJ9u4f4b3GiJeujlGvD3mzC0qu3dfSnKOz2JNPsKoO+jCabVSE/vnr0BLxy7VLc8/nZmNJchd5wDA+9uglL7nwJy594Bx/u7rJ/IqIgmKU/Own6YLCFz6SmRFHjgIsiGmv7q3LQjqldj84L4iJcZWxQSEkNFsh+Oqe0J1rAfKPDalxiSjTZdE4x4bNSshUT0Ipg+lZ7NsaEo3HLe4QbU/ypKUU0d/fl848Yi/ltdThuWpPl37HilWwIAINtVHQPRE3PyT7WjitR/LK63zr1lStVmGKvb1Dfzpn7YAGfUEBi165eNWXniSa7WcnTbg3aOa3WDpGodTJmprDAtpjF+seundPjUQx90dqTG9+NVfZzdjYmdg9G0ReJgXWFVpESzRTXZ8TLL7+Miy66CC0tLbj22mtx1lln4fXXX5d+fHt7O2KxGJqbU1uWmpubsXv3bsPHfPLJJ7j++uvxv//7v/D55L7UwcFBdHV1pfw3VCnTKU62dST90CSSORkLkkW0NVsP2k5WZDBLUywGFk5owL8fOR4AcN1T6xxNVIcbZgsEM/SeaHZtW7ydU8LcM/H8bto5k3JoWyVa6rEzrMySAeeT/HwVlvligbVzSniiAQnTekBL+AWA/b3yu1qMgM+D6uRNmD1e3PXL9udgl+Jm1HaVbWTUZCJMadRaG0orQOuJxuL8OxnXaDy2y1wPgLznC1ei6dQo7N9ej2KoXpH2RCuC0Bk76isCvF3zI6Glc09X4pwWTbUzIeDz4Ox5o/GXK5fgV19egIUT6hGNq3j67R04+b5XcfGv3sTKDe22oRFEfjGzCwi6CBlhil+mROtwMDdhBRqWClnpIFjAyEC7khnZSzyeod0rbTzRHLRzOrd8sH5uq2ABbdMv/TnYvayrX06JxopugFwrIsOsgCP6tFkVNp22cwLAZMEXze2cfemUJvzuG4sxcUSl5d/pW/Jl1V5VIT8vTIrp3yLs8y2X2NSwut869ZUrVcpMlGixfAQLcE80lc8L9Z0OZpv3svMcRp/B92k33wK0FvFczVNkPNHYuGYlZDCad7ENGTu/VkCzB/lkTw8fW3y6uR2RiqNPZtu2bbj11lsxceJELF26FBs2bMBPfvIT7Ny5Ew899BAWLlzo+AAUJfXiVFU17WcAEIvFcMEFF+AHP/gBJk+WN9y+/fbbUVNTw/8bM2aM42MsFfQG4tu4Ek2+iHZIUyVqyvzoC8ewflfmBUfNUL44b0LfOWkKJo6owL7uQdz0zPuFPpyiJeLQG0HviWZXTJUpQFkVXmSCBTRDeUklmj5YwMbDS7qdU7KIlS3YhIHtwsnurrbxhE6tiNbBgwWcJYc2JosP+7oTjx8QZPuy6kZZ7BZb+fD5COpSjuxgiwFRiWa26N55cACRmIqAz4PWGmOVsawSTlatYGYuzv5dHvCm3LcrJcyfAc2wtxg3WYxg4QKpRbTEd9fiopXTCkVRsHRKE377tUX44+VH4rSZI+FRgBUf7cMFD/0LZ9z/Op57d5eljwqRPyKmSjT7diGRgUiMX1csEdZJEY0ppFixJ1NPNH7tO0jntFJblwW053ZS4Amy+6tdgrdNiBGD3cf7HSrRWDpn96C1Eq3LoJ1TdlwEzFvt/V4Pf29WijY3pvhTstDOKYu+MCOjGmO0JFtGd5sW0Zwo0cw3vIZLEa2CCzAKECzAPdHi/NrVF3zMilcyHSgiVumclu2cOVbMy3iiRSQ6adiYf1BoddaKaPZz9umtCbX9+l1dXNFcEfQZ1mSIBNJnxIknnojx48fjgQcewDnnnIP169fjtddew5e//GVUVKS3lNjR2NgIr9ebpjrbu3dvmjoNALq7u7Fq1Sp885vfhM/ng8/nwy233IK1a9fC5/PhxRdfNHydG264AZ2dnfy/bdu2OT7WUiFNiXbAeTunx6NgflvCF+3NTZm3dBZrOycj5PfinnPnwOtR8MzanXju3V2FPqSiRFPvOGvnDEfjiMbi/OZgejOUaIUU/RL0N3WZHSmmprN7D+bBAtaT0kzDEXJFmc77RbadkyUgbu3IzBMNABqTyjWmRNPafbL/GdgVZPMxMQw58EFSVRU7DyaVaDVlth4dG9t7AADjGspNE49lW8hkC6ps0tmnm2T3mXhmMOWa3cI919Hx2UYromkbTKyI5sYPTZbZY2px/xfm4qVrjsWXFrYh6PPg3e2duPz/3sbSu1fgN29sNvR2IvIHUxHoW580s2a574ctegJeD2+p74/EpL/fHp2hvdhCaKdeNCpAZdTOaTCusJ8pinG7pxmy99ewZPeD6P+jZ9Aija9KVomWLLKJY6PmPSVRRLMYm2USOt1s1k1u0dRjud7k08/Dyhy09o5M+rXuNPGK7HWlRBu+7ZzmnmjJwk2egwXS2zmtN65lVb5GfsAynpWlkM4JaHOQ1DCwZDunhBKNzW92dQ7w+gH5oVkjfUaUlZXhqaeewvbt23HnnXdiypQpGb1wIBDAvHnz8MILL6T8/IUXXsDixYvT/r66uhrr1q3DO++8w/+79NJLMWXKFLzzzjs44ogjDF8nGAyiuro65b+hSroSLXGDGetAiQYIvmibD2R8TAOSu4KFZM6YWlx27EQAwPf+sA57u413t4YzfIEg3c6pLRxS2jBtVFxWnmhWxSepYAFeRLN+D36bYAGzkAxpTzRWWM6XJ5o+nVNyYji2IbWIJiokGiRuyCLMj4GlzuUqVAAQvwfjcykfLQpOlGgH+iL882iuCdp6dDBloFEyp/b6ckU82YJqhckkm7UNVOgmWqyFya4FLJzngnKmMGXQJ3t7+M9256GIxmhrqMCtZ87AyuuPw7ePPwR15X5s7ejD9//4Po6880Xc9/ePHamWiOwRNbm/aCEjcgs9vlFRGUBl0MfHsw7JhM50T7TEtaiq9m2ERtdjpasimn07Z7nfa7oJYIRdmz5Dtp1TbLmP6xavVuNSdZkzTzRRiaZ5T9nfFwYs2jFlCptu1DMjKoMYW18On0fhqdq5Qr+J5USJNrLaXIkWiWleceUS8wurDSen4QylCt8kE84nVdXSYXOqREtuOkTiWrCAvtPB7ByWmfeLGLVzynjQ5jpYgHVFyKRzBnzmY2YLvy4S8+zewSif78sU0apCfi66eSspoiE/NGukP51nnnkm6y++fPlyfOlLX8L8+fOxaNEi/OIXv8DWrVtx6aWXAkioyHbs2IFf//rX8Hg8mDFjRsrjm5qaEAqF0n4+XBGVaJFYnPvsOPFEA7SEzlVbOkzba2XJd8HALd867hD8ff1erN/Vhe8+/R4eunAeSVgFog4NRsVCgHhzMttFsUtUBKzbNAISu9QRE6WAHrOb6oBN4YfdCO0m+fkuLIvF9UgszguitkW0ZPG9ozeM7oEIX5z5vQqXjcvSwJVoyXZOyQQ1N/htJlay50EmOEnkYyq0xsoggj6vrUcHK5Iwfy4jZCeX/TYtygyzRZtZ2wybeFktNKOxOE/fKoVgAQAY15goXIrqTE2JlttFp0hDZRBXnTgZXz9mAp5ctR0Pv7YR2zr6cd/fP8HPXt6Ac+ePwVeOmsAL4UTuCZvYBTgNFuBpapUBKIqCugo/9nQN4kBvmCcmW9GVvOZYITvk98DrURCLq+gZjKYVvFPeg1U7p4t0TiOlGRu3nBad+eaWbTqnZLCAcP8bjMZTFtZWRTRtbItazo+5J5pB4IpMsIBVq71Mi64bxbuiKHjsawvR1R9BnUO1uVP06iYnrb0jaxPnjlFqMWu1rwz6eMHTCrbhZRksMMTbOZk3oVhkFzchvTlUoontnAMuPdFk/LtjcVUrrgqqRxlPNM3TOddKNBkRgIUSLdnmzOYk7F4S8nukr6/pI6uxraOfi2hIiWZNQWeu5513Hu677z7ccsstmDNnDl555RU8//zzaGtrAwDs2rULW7duLeQhlhRsUtAXjmHnwX7E1cQN1GqxZcTM0TUI+Dxo7wljs+CH5IZ8t665JeDz4N5zZ8PvVfD39Xvw1Ns7Cn1IRYXZLrsZos8AuwEZtWEy/MndFatggQHeGpx+M3DUzmmxkwNYBQtItnPaebbkubDMPdHCsRT/l1DA+pqsCvm5rH5rRx9XSNRXBBwXmNkuGLups0WE3u8lG9gVZJ2GZLjBiRKN+aG1JhcGdh4dbJFstUAISraQySbFmqV38baZgF6Jpi00zRCLzaVSRGM+gTsP9vPxgQULZNsTTYbygA8XLR6Hl64+Fj85/zDMHFWDgUgcv35jC469+yV88//exrrtnXk/ruGIuRLNWcuRvv2mXrcBYQcr3rDFj6IoWtHFThlqkKLtxMeLMWBxjxtdV45ffXkBHvziPOnnA5ynX9t7omnHpvdFs1KeME+0aFw19FNj8HROIVigIgvBAkDulGgAMKq2DNNG5r5jR18MkGm9ZIysYUW0dCXaGxv2AwAOH18vVfyxSrIeLu2cRkpzsaCTj2CBiNDOWR7wpWzsmamvnAQLiNeq83bO3K5j2WdgqUSTaedMrvW1Ipp2L5Gds7Nr/53tBwGkKmmJdAo+c73sssuwefNmDA4OYvXq1Tj66KP57x599FGsWLHC9LE333wz3nnnndwfZInAKs0DkZiWzFlf7njBG/R5MXt0DQDgrc2Z+aLJTmiKgWkjq3HViYnQih888z5XiBDO1Tui4adMAh/7nUw6jVFLqIzBKDfmtHkPmQcLZGeSny3KhLYV1kbiUeR21cSEzpUb2gEkFkFOYfJ8dlNnLYlOVbIy8IKsTbBAtgMNRJwsnNluOlsY2E3q9O1alq9v00I2aFGYFjHzTGFFtYqgcyWajEK12BhRlWi3jauagpC1FDUVoIjG8Hk9OH12K5755pH4v68cgaMnj0BcBf707i6c/tPXcMFD/8SKj/ZSomcO4f5BaUo0Z0m97boE5PqKRBFGNj3caHyolFRAGam4KpPtoI6KaFHre+XSKU2YIiRByiAb3KMteK3HNK9H4eOOvhjGPweDcak84OXFGauipFGwAJujyyjRrFrtmbrNql1etq21UOg3sRwp0ZKBOrsOphfR2Dxl8cQGqefSJ8mLDJdgASPPU/E6y6VqXzPVj2OQdSj4PXzcAcznajKtmAz23hQldVySSU/OdbCAjCcaOwarYAEeuKFTosm0cjJYEY29HinRrCmNmSshhahE+zBpfDzOZTuH5ouWaRGtuG/ker62ZAIOG1uL7sEorv3du7ToSOJUvSMmkg1K3IBk/E4s2zklDEbN0tPSnosrysyKaGaeaPYJo4nnyZ0fmBGiSoi1Apb5vVLFdaa82bCvF/+9cjMA4Lz5zhOO9Uq0DUlPqYkjKk0f4xa/x3qxFUnusOYynVPz27FXHOw8qCVzAvYTw25du5YRsqlVskrhCpNgAXMlWtITTUIp4VFy67mSTRRFSQncUFWVe2iyCWwhURQFiyc14tf/fjiev2IJPnfYKPg8ClZu2I+Lf/UWTvnxq3j67e1S7S+EM/j9RTeu8EWaZFJvezdTDyQ2Hhwr0QbTi2jciN5GiTZooHZgBXKZwg8jFwnU2R7TAG0xrVcMWynRFEURwgWMNwkGozHDRSj7//px1AgZJZrVdyIz7yokaUo0J8ECNcbtnJFYnAeiLZIsoskECzgp8JUi5QYKSVEVlUslGg8WiKsp60Vx/DJt55T0SQRS/e3Eua8TT7Rcbbyye4aqIs2fkeEoWKBTX0STb82erlOhUhHNmuIcXQlXsNao/kgsRdLsBu6LlmG4wKCFwWwx4vN6cM/nZyPk9+C1T9vxP//cUuhDKgqcqndSlWj2yiu+y2xxI7MqyNr5YAHy74FPqtKUaIl/m7ZzShsf51eJJr7OgaQ5tezOKisY/M8/t2Bn5wAaKgL47JxWx8fAbuKsVWnDvkQRbVJTDopoNt9DPpVoMmbibCGQ1s5pUoBj6gcrXzqxiG2F7Llo5otkp0TrklBKFOsizwyxiNbRG+bF2lwbcTtlems1fnTeHLx87VJcctR4VAS8+HB3N5Y/sRbH3PUSHn51o6PCCGGNmWeN43bO3lT1QH25UyVaepFdU6JZm+FrigvtemaPHYzGpYuvPDgmi5unotLbanPTKllTDyvy6ZNP7TZ/7ca3XmGcTEnn5G2YDto5LYIFrItoxd0Fkl5Ekz9X2IZF10A0RSG5bkcnesMx1Jb7Ma1FriXVqojSb+FLN5Tgdg1CcZdtnHs9Sk79obV2Tm2tEPJ7UuYUdp5oTto59fN3O0+0eFzl9/icKdGEIqWZGk3mGFgRbW/3IOJx1VEyJ2N0XZmhipkwpjhHV8IVLImmZyCKfyV3YxZPbHT1XPPGJopvG9t7eTXbDdqNvHRuQhNGVOK6k6cCAP7z+Q+xub23wEdUeJyqd8SJiYwU2i+h4tJaz9Kfh/3MMljAaTpnNHWy3i9IzY0fl2xJtWk3ybdPoMej8IkDUzPITgqZMTnzHvnCwjZXE8o0Jdq+xDU1cYR5wqRb7Pz1IsLkMFdwJZqMJ1qaEi2L7Zy2nmiSSjQTT7Se5KTbTIkm44lWKq2cDDG1lvmhNVYGirYYOKq2DN//zHSsvP54fOekKWisDGJn5wD+47n1WHz7P3DXXz6kROosYFacd9rOKaZzAs6VaN06TzRAaym080QzGg/EIALZls4Bm3ulG9g4oarW3kFO7q+sQKUfJ+3mLCzxtMukXZ19TmV+b8p9hvvLSSjR+iySIdnYnwtPtHyRSTtnVcjPW1pFXzQmHlg0oUE6+TVooRofLp5o3K5BKO5qFi65DVjjSrRYqhJNHL8CJnN2v0QHCsMomZO9FmC+4RgRvOFync4JmI9tvJ3TYv0yoioIRUkU4vb3hl21cyqKklKAJk80a4pzdCVcwQaHVVs60DMYRU2Z37VBaE25H1OaE54VmajRrHysipmLFo3Dwgn16I/EcM2Tay0nbcMBt0q0wWhMalIr43fCC7IWnmhxVdtB0yOdzunVbrLi8UgHC0i2m+Rzd5ONDUzNIDthZaobILGI+eLCsa5eny0I+8IxHOwLY9uBhCfaxBwo0ewMqKM8tj2HwQJMiSaTzqlXotl4dMi0c8qqX2RDLjRPNF06Z3LS7SadU/NfKq0FClei7e/jBr5NVYVv5bSjptyPy5dOwmvXLcUdZ83EhMYKdA1E8cCKDTjqjpdw/VPvcoUo4RwzuwD36Zz590QLG6i4/F4P/7escpF3IGRx0SkGAlmpvbknmsT9lSnl+sOpz2dXgKousy5KDpp4wvG2OQkl2oCVEi1gn5ha7FYqem9aJ+2cgOD/JBTRnPqhATbBAiZ2BUMNI0+0qEl7erbxMiVaXE3ZKJfxRJNt8QbE71JfRLOeK+XDu1UstJsldMq0lPq9Hu6luadrICXp2QnTW4UiGinRLCmtygZhSVlyoGfm3QsnyKXTmDGft3S690Urdkm5GR6Pgh+eMxuVQR9WbTmAX762sdCHVFBk/cQY4u67UYuIHjlPNPNJoTjZNW/jszfmtHouOy8zeU+0/F8TeiWa7M5qm+CpePrsVtfFgsqgj7/ftzYfgKoCNWX+tCjzbGBXkI3m2N8C0M4RvZpRTzyu8kKM3hMtFlcNC8JdvJ3T3hPNrohmlMZnhNbukbpoY0U1fbJalUQaoOxrFxtiOyf77orBD02WkN+Lfzt8LP6+/Bj84kvzMK+tDuFYHL99axtOuPdlfPXXq7B6S2ZeqMMRHiygKw5onmhySjQtUS0xNtYlx8iOPHiimRWPKh20IQK58UQTx2urBGxHnmhCGFfqcySLiSb3CE1pa7xJYJYkzopf4VjctgXNqpWQqUNkPCeHohINAEbWJu6XbBNqIBLjG/6LHHTgsOtT/31EYnF+TQ99JVr6/Z3Nn3LtV+rjSrRU65dKsZ3T5Bx21M7JlWipc5WgUIgzmqvlo4gmbuybdbJEJK/nlhqxiOa8nRMApo3UQl+sOh4IKqINKfQD/ZGT3LVyMhYkwwXe2pKBEk0y/a0YGVNfju9/ZhoA4O6/foyP93QX+IgKR9RlOqdYRLNWokm0c1qkfIo/M7uh8nZOm8JyShEtKhbRrBcGWiFQtp2zcEo02cVNc1UItUlPnn8/apzr11cUhd/I/7Ux0XIxcURFTrw27AqyfHKYwx1W8Vy3KmS19wwiElPhUYCmZDy5VUFYVVVBiSbhiWanRJP1RAsYL9q4Ek1fRBOCBcyKiMW+yDOjTWjnZClYzdXF5Ycmg8ejYNmhLXjqG4vxu0sX4cTpzVBV4IUP9uDsB9/A2Q+uxN/e321qdEykEo0ZK1ydtHPG4io69J5orIjWp/lJbk2mGxuheWm5UKKZGOo7DRfQ0jmzd48Tx2uZACKZcaUsWUDRp3PyAr9JBwXbwOjqN1OiGT++XCgM2IULWLUS8rbQYeqJBgAjq1OVaGu2HsRgNI6mqqAjmwhNiZZ6DojnRChQnJ9htqjggRfae2aKqFyGCgDapkNMDBbwe1PaCM2KV3ZdByJ9/HpKfa6AzVxNU4Ap0i3CThGf1swTTdb+oqVaS+h0084JIKWDTVQEEukM7ZFhmKG/CTmRNBvBlGjv7+iUShMyYsDBrmAxcu78MVg6ZQTCsTiWP/HOsE01i8ac3VBDwg7RtU+9C8B6UssTMS090czbORPmp+CvaYTszprXo3AFZySWXkSzCxawCkcArN9HrmBjA0/nlJywejwKHv3y4fjNJYfj0NaajI6BKSuYX2MukjkB+4KsNjnM3ecvFkitFCg7O1kRJsTPS3GSpH9swtw7cR5nxRMtIlfI4pPsQWMlmlk7Zyyupi1QGWGLongxM7ouUUTrGYziw12JjRVm6FuqzB9Xj4cunI+/Lz8G/7ZgDAJeD1ZvOYCv/WY1TvjRy/jtm1vT1DqEhqqqfJGjL6KF/HLXIgAc7AuDraFY8Yz974HeMD7d241Tfvwqzv7ZSsPiZiyu8utKvE+xonanSZokw8x3tIJ7Jsl6ojHVdvaubUVRJOcJDpRoLFhAX0SzGZvs2tXNClhia2xv2Pp8sEqGZAtbK2WhVcJoMaCfS+o3YuwYWZua0PmG0MrpZHPOTInGlEtej1Jy9yinsLFCvL75poDkxrlbfMJ8TVSRprRzmpzDMsmajH4T/9aUuZpRES0P8xRFUfgmgZl1kFlwjZ4mIaFzv07VLMvk5iq+BtKHRhGpDO2RYZgh7vqNqApmvEgdXVeO1poQonEV72w96Oo5ClEwyCaKouCOs2ehpsyP93Z04f6XPi30IRWEiMkuuxn1FQF8ZtZIeBStcGPVfqYVoNy1aSiKYultATjbWRPDBYBUab/ZwkBGTQdoheV8eqKx1+pw2M4JAHPG1GLJISMyPgbm8fP+zk4AufFDA+wLsrE8eKL5vQrfXbRaPO86mFgAjBTaAX1eD59Q6c9lZmStKNrC1giuBLVN55RTRbKFXJonmolnTHlAM9Q2a+kMx+QVI8VEyO/lyrO3klYHpV5EY0xqqsQdZ8/Ca9ctxWXHTkRVyIeN+3px/dPrsOSul3D/S5+is8+6EDMcERc++sWWbFIuoLXb15b7+T2RF9H6wvjeH95DOBrHvu5BQ1N7sdApjvFasIt1S6hZi7XWzuk0WCC79zgZ5Yn2Huxfm31G+gAYO/V8NU/nNCuimR8D23Cw+yz7LYIFZJSBToqJhUC/mSm7scdg90wWLPDyJ4ki2iKH4oGgybxR/PxzmU5ZDFQICbxsLMuHdywgBAvEVW296POkbBKaBQu4a+dMPc/8Xm0D3miuli/FPJsvmXqiReUSQpkSbfuBfr5p4lSJFvJ7MXNUYtN8jOCLTKRTnKMr4QrxZut0N8aM+ayl02W4QLGbm8rQXB3CLWccCgD46YufYt32zgIfUf6J8nROuSFDURT89IK5WPP9Zbj/grm49JiJWH7iZNO/z9QTDbAvnrACnYwCSV+QExcndu2cVhN8VVWl2luzTZoSrQAeH2w3jK03c6dEs/ZEi+Rhh1VRFH6eDugWz0+s2obP/2wltnX0cSUa83dhmO2wisl7Vq0F7LXtDHdlW37ERbTYnskWgvrdSkVR+GPM1Bql2s4JaL5orOjRMkSKaIym6hCuPXkq3rjheHzvtGkYWRPCvu5B/PCvH2HxHf/ArX/6ADuSBWAitQVHXxxwEizA2u3ryjXlAPv/cRX450bNq87II028T4nX9Ihkq/g+m6R1TXWh8/KSbAfVH0coy/O+TFO89Zgp0QZtxqbqMuv0YatjqJAsSHJPNIPiUpWMJ1qRe07qNzPLHc5JmIforoMD2NbRh7XbDsKjAEunNjl6Hp7OqbtP9+fA169YEdWOrOsoH96xgDYPS0nn9HtT1O3ZCBboM+kkSczVzItxdmNBtrBToskECwDaXOSDXV38eWvKnLdk/uJL8/D0ZYtzNk8fKhTn6Eq4QhwIj3RgrGnFAhYu4NJouNh9GWT57OxWnDqzBdG4iquffGfYtbZo6ZzOCrM15X6cNmskrj9lakriix45TzTrcyloc0ON8EKg/XtgIQhhXkTTntPs9WU80cTdzkIGCxhNzHNNg243zIlviRPsiplOW5PdYtbG9Zs3tuCtzQfwg2ff50q0Vp0xfcBk4d2V3Fm0UnUC8mbmWpKd9bnIggPiauo5bKZEA7SFXpdpgl1xL/KsGFufeu4OFSWansqgD19ZMgGvXLsU9547G1NbqtAbjuGXr23CMXe9hOWPv4P1ycn6cEYca/T3DE9qOwAAaSRJREFUF7u0XRF2PYlFab/Xw5VPIgcMFIH9gpJDLLKzIlp7t1wRTT8eMH+iQrZzAtrYbvZZqqrqaM7JCiT6jY6wzYad1s5pl85pnqypD2nRY+WJJlOIK3Y/YjGAI+DzODaw15Ro/Xh+3S4AwBHjGxyHH5nNG/tM0hyHIkGfhyuh2PvOh3csoCmwwvp2zpBEOqdX3m/SLJ0z8Tzm40q+2qI1JZp1sIDdvLUpqZL/ZG8iabu+IuDKy62pOoS5Y+scP264UXqzV8IUcXBwKmk2gynR3t5ywDApzo5SXiiJKIqC/zhzJhorA/h4Tw9+9PePC31IeSXXST0ybRp8UmgyMWfPYSbt5oVAiXNRP7HSQgU8pgpPGSWaWNTI5w4nDxboK6QSTSui+b1KzmTidgXZSDy35zLDTInGEh3/vn4vn/yzXXX9Y/WTOrZos0tMkvZEk1QKi+eLuHAzU6IBEJRoJu2cQ0CJxijFYAEn+L0enDV3NP787SV49MsLsHhiA6JxFU+v2YFTfvwqLnrkTazc0G6ZRDuUEVWv+gWfk3bOXhPfHtbS2dZQjqktieS0AxZKNH3LEleidQ9afkdm4T2VzBPNpvCjPU9uVDy2yctxlSudnbRzikq0eFzlC1lTJRoPFjBp57RUosmFNIhzDj18bJVQohXr+Cq2Ceo9NWVg6u2ugSieXL0dAHDarJGOn8dsw8rOA3cooSgKVwKyIhrrPvHmuIjGrun+cKqKtlLwyDMroultV6wwa+cEzNWI4nPn2hePzUftPNHs1tIsKZw9j9NWTsIZxTm6Eq4YURXEqTNb8G8LxmRtgTq5uQpVIR96wzF8uNt5OqVW+Cj9G1F9RQC3nzULAPCLVzZitUt1XinC/cRydENlhS2zeGfAfsHvt5BkA2I6p0Q7p6411C6ZM/EYeTWdR8n9Dp8ImwiyG2sh2zkBoK2hImdtArwga+Kvx5VoOf78gwZKtGgszhOTAC1YoLU2ZPtYQCtI2SnRZL1CZFsVvB6FnzOigkILFkgv6rFjNDO/lk2bKkbGNmhFT79X4UWOoY6iKDh2ShP+76sL8cw3j8RpSd/Llz/ehwse+hc++9PX8ezana423EoZ9n49Svqi00k7J0+71S30Zoyqgdej4JYzZnDVI0vrFOkPp4cKANrYG47FTRMlAfPCdoVNQVyPpkTLsieajWVDitJbQgXHClRiZ4GoSDIbFytt2im5Gs7gGLQkRLkimnE6Z+I5wkL6uUg0pnlbFesGtnj/N1Iy21EZ9KEq+Tl8urcHHgU4ZUaL4+cxa+WzaqcdipTrEl+17pP8BAuIfqtBnzeliMbm1nqceKKZtXMmXs98jA5zBVielGgmayCn7ZyMxioqouWS4hxdCVcoioIHvjAPd5w9K2vP6fUomNeWkHQyE2Un8B3JIr2RO+XE6c04e+5oqCqw/Im1rlNLS41cK9HkPNGs2zTslGgRrkRzHizAFgVWxSf2HmQLgfk0q9VL2J2a+GYDcUcsV62cgFZMNVpoxQWlQq6VaCEDNdn+3kT6nteTWnhJV6IZt2MyfzF7JZpcm4No5GuH3hcpFlf5dWHUImGXYFfaSjTt/G2qCg1542kjZo2uxf0XzMWKa5biwkVtCPk9WLejE996bA2W3rMCv35jc4q6YChjpW6VvRYBQYmmSyq8+/Oz8cq1S3HM5BF83DhoVEQzWSgGfV7ui7OvZ8DwtcWEUf01WalbYNuhKdGy3c6Z3Kgy+SzFe79Mcb6Mt3Nq56k45po9h9HjRKw2/NhY2TNofW1YhhMI54fRdyJTCCw0qUU0d/ORFsEGYfHExjTLCBk0JZqunZOlow4BAYAM+jZjNn/KebBAclObCWQVJXGdV4bslWgyab0Mq3ZOK0+0fHkY23qiSRbzasr8Kdd84zDZ4CsUxTm6EkXFgmRL5yoX4QKiUeRQ4f+dPh0ja0LYsr8Pd/z5w0IfTl6I5viGKueJZn0zszMZdRKOoN/hGpBoT5EpBFq1aOQS/aKqEGa5DYISLZdmpVbfQ0RIPsp1m0LQQOXAWjlHVAZTgjZG1pp4osX0RbTCtHMCWhsS2zgQNxAqguaeaEO9nbOlZmj6ockytqEct5wxAyuvPx5XnnAI6sr92NbRj//3x/ex+I5/4EcvfIz9Nob2pY6VutWVJ1ogfbwelWxfY0EDHb3mnmhG4ztr6dzbZfxdWPl1yprhA4lFINuwyrYfl909no13fq8i5QPEgwWEYu9gTPv/Zv5DZoEE2nFYtXMmixU2n6U2d05/Dr/Xw5/bSA0nUwgsNF6PlorotogmBvK4aeUEzIvcAxbtf0ORMl0CNyvmyHRuZIJ+TRH0eVKCiQDzwpGdD7IIm6+UGageAxYbHZE8tUXbpXPKHoeiKClqNFKi5ZbiHF2JomK+oERz6nkyVDzRRGrK/Lgzqfb79Rtb8FoyWnsoE83xDdXO6wSwbw22k3bLGnMC6UajbJJtdR5LeaIVKK1WP3EotCfapKZcFtHMC7LRFO+iHAcLGEzM9iQXsM3VQZx/+FicMacV584fjRG6HXQzHyVNiWYTLGCyu67HyfjMWm56kwoKtuD3ehTDx7NjtFOileK9obEywK+hoe6HJkt9RQBXnjAZK68/HreecSjG1pfjQF8EP/7HJzjyzhfx/T+8hy37ewt9mDnBSqmtqUol2jlNPNFE6soT15UTTzQAfIwxS+i0Ui85SedMTbLOthLNep7g1EyfteqJvpXiuGSmMDULJNCOw3y+UCHpL2enErZK6GTfpdej5FxxnQlsPummnRMARiaLBV6PgpMPdd7KCZibylsFOwxF2HnJ5rqauja386S0IJbktStTRGPBAlKeaBbdJFbzpXx5C2YrnRNIbekUbVSI7FO8oytRNMweUwu/V8He7kFs63AWa++kXaiUOHryCHxx4VgAwLW/W4suk4XiUCHX0m4+Oba4GUq3c9oYysvchPQ73laLE/3rS72HvCvRUl+vLJD/67GuPAA2X8qlEi1gsdASi2gyisRMsFKiNVWH4PUo+PG/HYa7zpmdtlgzU5KxpMvqMutFh6xXiGw6J6CpY9hCn6lSygPGrcl26Zyl7ImmKApXow3VZE63lAW8+NKicXjx6mPw0wsOw6zRNRiIxPGbf27B0rtX4PL/fRtrtx0s9GFmlYjFAsdRO+egfSJgXbI954BBO6eV0lkMFzDCqhWSLWh7JewrUopoWd4s8ttYNjjdtGU2I6KiTEYhy+YBtko0gwW73nvKDPYcZqpxK3WgVbBBMcE2stwq0cbUJ5Roiyc28OvCKVqSdep3aaXqHIqke6KxOX+ulWipz8/GLrGd07b7RCpYQJuv6LFS7puFrWQb+3ROVfo4moSNvYYK2uTLJcU9whJFQcjvxcxRNQCc+6INDMF2TsYNp0xDW0M5dnYO4NZnPyj04eSUaM490bSYazPsYuftbqhOWlKZvFtr50xOaC0WBX4eLGCupuOGy3lWoul3eguxu+r1KDjzsFE4bGwtpo2sztnrWBVkxXbOXCvRjBbPe5NFNDv1ktnOaJe0Es1+4R6Pax5Icu2cTPmQqkQzChUA7M23S7mdE0gkJQLpRr5EAp/Xg8/MasUfLz8Sj311IY6dMgJxFXhu3S6ccf/rOP8X/8RLH+0dEomemgl3+pgSctTOydJuzYvk9RZFNJ5AZ9HOaVdEC3jTFVj6a9+KAeF5ZFoqnWCX4u1U3VrGlWhCO6fEc7DPNxyNGypHrJ6jkntPmRfRorE4X0ybHYdVQmc42ZJa7GMrm0/qPQBlOf/wsfjSwjb84LOHuj4Gdu/Tzz37LDy0hiLlfJMsmc7JxrQc216kt3MmjqPc7+XtvnaeaFLBAhLpnFaeaLlXoiWe3y6dU+Y4qJ0zfxT3CEsUDdwXzUEipaqqJd2yY0dF0Ie7Pz8bigI8uXo7/v7BnkIfUs7IdTqn3eQYkPBEs9iljgmG8lLpnLrjYf4YVu0p7CYYjsVNF4aFUqLpE6YKtbt677lz8PvLjszphMSvUxGKsAlKwo+lEJ5oyXbOKuvCi9nkUNoTzSTdU8Sp+bTeE40r0YLG55JdO6dsMmix8vVjJuKMOa04Y86oQh9KUaMoChZNbMCjXz4cf7lyCc6aOwo+j4I3Nu7Hl3/1Fk758at4avV2qYVQscKK80YbNGxRaGZCL9IrsXDXPNHMgwWsPNHMimjWPl7ywQLsfebiHme32cbGO9kxxSggICyhPBHnAUbfq5VqvjyY2hZvRKo/nXMl2kCpKdFczkcaKoO49cwZmJCBsp37j+pac2W6D4YS5fpggbjWEpxL9PNxds56PAof6ypM5hhm3rFG9FsERZi19AJiES2354GdEk0LFrD/PkSfVmrnzC3FPcISRcP8ZBHtLQfhAlZGtUOFBePq8dUlEwAA1z+9znBiOxTIVzpnXDXfibEy2gWsk3rEn/klzkUWqa0PFpBp5wTMb4SFarPQKxOGss8HK/RanQd6H45cYKQm29PNlGjWRTQzJZmsJxqfFJp49uh/l4knmpkSrdomWEBrkyjNc3FeWx1+/G+HDftgASdMbanGvefOwSvXLsVXjhqPioAXH+7uxtVPrsUxP3wJD72y0bToWsxoqo3064jdM6Jx1Tboo9/mmgKAuorEtX+wzzxYwFCJZueJZlHUrgpaF8RFBnLYBmfnO+rUc9TI24yrcy2OX1SSGxbRLLzZWFu8VUFSHPfNCoJMidZjML7my8cpU/xciVa4e4CZOX1/OHfncTGit2vQ1LW5bufUKdGE+f0dZ83E906bhtF15fqHJY9Nm6fbKZr7LZVo5r6V+bKdYJ9DzCRYwIknWlOKJxop0XJJcY+wRNHAwgU+3dsjXSiS2U0bCiw/cTImNVWivWcQ3//je4U+nJzAlWi58kQTJnvmE2S2u2uzK2WRsAPIFVD0qja+MJBo59S/nohMymcu0CsbhvLuqlVBNl8TQ0D7jsViFVOiNUm3c6ZO6mSVaEwpYdUezZ7bo8hdE7x9KLmQ7hk09xgRj3EopnMSmdFaW4bvfWY6Vt5wPK49eQpGVAWxq3MAtz2/HovveBF3/uVD3vpcClh5hopJm1bqo8TvrdWdAFBfrrVzxnXjm1WioHQ7p8H12FiVeM39PemvqYdbFuRAicY3ykw90Zyp4IxSNmWUaB4hTMXIF81qw69Cwl9OTBk1UwJZja9OAxYKhS9DT7RsoCnRUr/H4dbOWabbJMu1DzLDLFgAAJYd2oKvJEUKRgSFDTgrGxXA+vu0SvnM1zyFK9FM3keEW284a+esd+kVSMhBs1dCirqKAA5JJuqtkvRFYxMBRcm9/1AhCfm9uPfc2fB6FDz37i48u3ZnoQ8p63AlWs7SObXzw7RVw0bFZRUskJrKKKNES30u5gVjtbgRn5eZgOoplBJNX7QbyhNDq4Js1KLtKtuw73hAKIRpnmg2SjS+M2rczllt185pku4pIqo2ZFpb9V5Mdv5NtumcJaKWIHJHTZkflx07Ca9dtxR3nj0TE0ZUoHsgigdXbMBRd76E6373Lj7d21Pow7TFKljA5/VwZZiRakjETt0JALXJIlpcRVqgEfMjc+WJZuGjxcypo3EVB/ut1WiDEhtObrEKjQGce6KxQl9/iieaXEuokZ+a/jmsW2Mt2jklimA1ZYnxtdPg+yiV0JZM0zmzgZn/6MCwS+dkBeXEGMU2IHMdwKQoqYViJ3PjgMTmO5CwFmIbFEbzFav5Ur4siazSOaOxuGZHI3FNj2+sgN+rJP+3uMeAUoc+XUKa+dwXTa6lUywY5Np/qNDMGl2Lby6dBAD4/h/fK6lddBmcmPK7QWyDMd9ltm7n5F5YFobyHkXO40GvauuzuAEzxB21iIkk22m7SbbQF82GcouCVUE218VgEb0SLRyNY39SxSvbzqk/frZorrYNFrD3RLO7nvSwIlp7T+I92CUJ2ivRSsP8msg9QZ8X5y0Yi79fdQweunA+5rfVIRyL4/FV23DCvS/jK/+9SnrzrhDYBe9oxvzWRTSmTrK0DfB5uCr0gK6lk7UsGbUisiJaR1/YcMFptcET8HlQV54Yc/Z2W89tcqm29ltslAHOfRYtPdFsniPEve4MPkuL+zwrkFor0ezVfKyIZpQMP5hDX7pswts5C7ipJ95rxZZAq9booYjeqy/K0+xzv3bzZaGIZuWpGRaCOowKtmaFVPZY/WvlAitPNHHTQMaOZkRVEH+8/Cj871eOyN4BEoYU9whLFBULxiVaOmUTOu0iuoca3zxuEg5trcbBvghueHrdkEgdY0T5rlRubqgej8Kf29RPzK6d0yJYwKmnG/NpYs/FJrxWCgFFUWwDEnJpumzF8PJEMy/IWqXoZRu9Eo15Efm9Cl+QmmFkdqyqqtDOKff4uKoVwPVYqSWMYAa1rJ2fKdEqTQrLVulxgLDDSzulRBKPR8GJ05vxu28sxlPfWIRl05uhKMDf1+/BOT97A2c98Dr++v5u25bCfGMXvFNlk1TL6Bu0V6IBmi+a3lrDauFfVx6A16NAVY1DCQZtFotNyTAUMyUbY8PeXgC5KYz4dV6lepy2MYYMimgy6ZyAVug0bOe0KEiygmqfZbCA9VwH0DZSSlmJxjZl7c73XMLOd1VNLVb0SRS0hxJ6T7R8tXMCqeoqJxvMXo+mYrOyrhBVnxUW7ZxGm45ODP0zwSqdMyUESvKant5ajdbasuwcHGFKcY+wRFHBEjrf29HJdzytcLpIK3X8Xg/uPXcOAl4P/vHhXjy5anuhDylr2O20ZwO/RREMsJ/csp8bFbBYIUE2XZRN1iO6dk4rJRqg3WhN2zmLRIk2lCeGYkFW3/ZjlaKXbfRKtD1JdWpTVchWmWs0qeuPxPgEyzadUzi/jHZXxZ/L7rA2JA1q9yeLgVqSoHU7ZzgaN56ccgPv4XF/IJwxr60ev7hwPv6+/Bicf/gYBLwevL31IL7+m9U44d6X8dibW6USL/NBmN8fja9r2XRLtoC1M1rnvmimRbT0a8rrUdCQVJMaFcLsvMDs2kEB4GBfGPev+BQAcPrsVsv34Ab7YAFnc05WbIzEVD5HkFaiMT81g7nwgIU3W7lEsIBMuiZXohkU0XgRr8g3y9h8shiCBYDUYkV/xLw1eihSxotoSSVaHlX74rjpdD5gtXnOYNdayO8xXMMELbpY8hWAZK1E045rKFsjlSI0eyWkGV1XhubqICIxFWu3H7T9+0IVDArJlJYqLF82GQBwy58+wPYDfQU+ouxgt9OeDXgBymCCrKqqrTdBwOJGyIopMlJoQFPHcCXaIFPdWJ/LvKU0S5P8bBHSt3MO8WvSbLGVz4mhXomm+aHZpyUZpXMyFZrXo9iqPMQFoGkRzaFqg7Vz7k+2c2otzsaPFxVqRi2dMgbeBDFxRCVuP2sWXrt+KS5fOhHVIR82tvfihqfX4ag7X8L9L32KToOkynwStfBEA+xVmUDiHifjiQZovmjMn5BhFSwAWBfCwjbzNfbYvRZFtPv+/gkO9kUwpbkK/7ZgjNVbcIWd0ltWRcYQPyfmJyer4mKtlk7TOSuFYAGzbgUZX7bqssTzlLISbeGEelQGfZg1qrZgxyB+RmK4gN21NNTQ2owT71tLg8xHO6eoRHNYRLNoxWTYdZKwYrNVKFmu2zn9FumcohpuqFsjlRrFPcISRYWiKJovmkRLZ6FM1AvNV5dMwNyxtegZjOLa371bdK0nbsiHEo0nbxmYBqckvZrsDFoFC3BpumTxRF+Q46lpNosbu51yLbksvxMzcTc16PPAk8NiaDFgVpDl3n55eP96s1qWzGnnh5Z4bHpBmBn0VwZ9thMpr0fhn4GZL5rjds6kuXj3YBSD0ZitEs3rUYRET4si2jC7PxDuaKoK4TsnTcXKG47H9z8zHa01IbT3DOKHf/0Ii+74B2559gPsONhfkGOzS/3lhROLIlqKb4+dEq3CuIjGlGhm9xerIpqdMrXJRon2yZ5u/OafWwAA/+/06TmZK1jNEQDn6lpx7GPFMDZe2wYLGCR7asfBvgcDJVryXIirxn5q4jFYKcmquSeaUTpnaXii3XDKNKz5fydibEN5wY7B49FsOMR5Zl9keLVzsjGHbY7t7tSU87km1RPN2edt18ECwDJUAIDh98/IezqnhRKt2IviwxH6RghHLGhjvmj24QJWkvahjNej4J5z56DM78XKDfv5xLKUyUcbHCtwGZoei0U0GyWa0Y3QqReWPp2z18b/iT8uy+0m2cLv9fD3PhwmhWaLrUg898VgBltAse98j2QyJyCey9oCrbOf+aHJ+cfYtTk4TZ2qLvPxyW5Hb1hI5zQ/n7RwAYOWIyqiES6oDPpwyVHj8fK1S/Gj82ZjaksV+sIxPPL6Jhx910u48rdr8MHOrrweE78/mhTnZYpookdWuc0mS1058yfUpXPamKGPSLZkM39GEbvFol075388tx6xuIoTpzfjyEmNlsfvFtlgAdmFuKIoWkKnToFj9xxGoQQyxyF+t2bhAjKKOhlPtFLwmyyG9ECjLob+8PBq52SbYUwNyzYk8uGrldLO6XA+EPRZjwmAfQhS0J8+32Lkq4hm5YnG059prlR00DdCOIIp0d7ecsDwYhdx2i40lBjfWIEbTp0KALj9z+uxqb23wEeUGbwIlcM2OG4abFhES9zcPIr5QsVqR4otcmQnbPoCRK+kJ5rPoiUVEHeY8z/0ssngcJgUmrdz5q9FwUyJ1iTVzpleEO6WTObkz2HRoiD+3MmCU2zp7Bm0VqIBgqG6kRKNdleJDPB7PfjcYaPx528vwX//++E4clIDYnEVf3hnJ079r1fxpV/+C69/2p6XgB87JVqFhSKTwQoqAZ+xb48ICyY5mKZESy78XbVzWrcQau2c6emcXQMRvPzxPgDAjadOszz2TODjuumY5nyTSh8ukA1PNKsimEdoxzcLFxiUSDiV80SjsVUGo/utXUF6qKEPFtiZLKKNqst9ES0lWMCpJ5qFFzJDs2Mxaee0sILJV0GaK9EsOnGKoeBMpELfCOGIqS1VqAz60D0YxUe7uy3/drgFC+j54hFtOHJSAwYicVz9xDu2RcdiJmJjnJwNrCbIYkHWrJXN6mbKnlP2+PXeZr02/k/8cbz4ZvxdM9+VQniSsYXVcJgUmikWcp0yK6JXorHFZ7NEe0RQF0oAQEjmlFOi8YWBWctQ1PlCi4cL9IY1TzQLZSObtBq1HFE7J5ENFEXBMZNH4H+/shB/+tZROH12KzwK8Oon7fjCw//C6T99Dc+s3WmaUpsN7JLsKkMSSjTuh2Y/PtdVpCblMgay0M5pNl+zemx78mcVAS/GNVbYHr9b2OaHmeok7GJM0xRlqcECdvNWXnwznK9Yp2uyjQeztFYpJVqyiDYYjaep4WiDwhn6IkrCn5BZeAz9+RKgtRn3hmOIxOJcOd9am992TqdzY5lggR6bdk4jD1pG/pRozBPNSImW+Bldz8UHfSOEI3xeDw4bWwsAWLXF2hfNqcnrUMPjUXDXObNRGfTh7a0H8YtXNhb6kFzDgwVyWETTWiHNd2KsJsdWwQKseCKrpEtXolkbkzJs08MK6FXCJu759mMrBFpKqkmwQB4mI2xiNqBL53TkiRYzKqLJKdGMWkJFuHm1g8+isZIp0QY1TzQLdSY7VqN2TiqiEdlmxqga/OT8w/Dyd5biokVtCPk9eG9HF654bA2OvXsF/nvlZr44ziYRO080m6IJoBXR7Hw3Ac0T7aAuUIGpokzbOaWCBZx7orFiHiuy5wo71YmbJD32WbHzQsbUHwDKAqltoEbHYXafZwFFZufiQMR+A7oq6APbT+zSja/a6w/9e3020N8rw7E4WC1DH8o0VGFtxuFoHDsO9COuJj4X5oWaS3xZUKJZFdH4BoXJJnjAYsOxqDzRaK5UdNA3QjhmQbKl084XbTimc+oZVVuG/3f6dADAj174GB/uzq9XS7bIR6qhVQFKRtVo5Y2geQo49ESLxhGPq7xgYNfOGfCyG2F2WuiyCSueDQdPNL9JQTaSx3bOdE80FixgPyk1KoBp7ZzOlGhmk0sZ82o9Yjsn90SzOJ80TzTzds7huslC5I4x9eX4wRkzsPL643HVCZNRXxHA9gP9uOmZ97H4jhdx7wsfY7+BL5hb7NrEmRLNsogmqXYGgNpkO2eH02ABK080G/XSiMpE8b9rIJqmfNqfLKKx8SFX2Cm93bQxckP1sK6d02ZzwcwTLSoERJiNbeW6JEQ9MvMEj0dBFVP66lo6KfnYGexzZp/bQFi7Zw4H5T6QGmbyyd4eAEBrTSgvIVT+FE80h0o0iXTOHptN8KDFhuNgnlSdPsl0TqK4oBGWcMz8cclwgU0dln4jpZIQlGs+P280jp/ahHAsjqufWGu5Y1Ks2LWrZAOrVg2ZSaWVrDvisAgoFuTE9C27YAHbdk6JHeZcUT6M2jnNFAvdNt4Y2YQtZPf3hLG3e4AbQDc5UKJl1s4p64nmoJ2zQmvnlPEJ1JRoFu2cDlQjBOGE+ooAvn3CIXj9uuNw65kzMLa+HAf7Ivivf3yCxXe8iO/9YR02Z8GvlAeWmNxf2DViVUSzS7sV4emcvcZFNHeeaNZqh+oyH/+d/vH7exLHwZSquSIXwT0VvKCV+G5ki/t6LzWGOH8xm6+wQqlZe69sMbCmnIULpD7PcLdScYq+EMOuI79XGTY+VAGvh7cUfrwnYdWTDz80QFNhAc7P2YCJdYeIFoJUvO2cVkq0MCnRihb6RgjHHDamDj6Pgt1dA9h+wDxSfri3czIURcHtZ89Ebbkf7+/swk9f+rTQh+QY3g6ZwwmFpRJNInbeKlgg6nA3SVSisYmuRzGOrDc6Brt2k0K0VLLi2fBo5zSeWLEde2bKnEsmN1ehraEc3YNRXP3EWgCJ80dGSWY0qWMtO9WSx261uwo4T+cEgAahnVNTopm/n2quwKF2TqJwlAW8+NLCNrx0zbF44AtzMXt0DQajcfzPP7fiuHtW4LL/XY212w66fn67TaYqmXROibRbRn0ynfNgfwTx5L05Hlf5NWXXztkzGE1rJbTbqFIUxVTJ1tGb+HfOlWiS7ZxO1CxsYc1M/mVTg3mwgK6IJm58mD1Hhc35IFsEYyEzeiUaJR87Q3+vZNfGcJgrMRRF4cX3T7kSLT9FNNFmJRftnNqGn3U6p2GwgGR7d6ZYpnNSsEDRQt8I4ZiygBczRtUAsPZFK2TBoNhoqgrhP86cAQC4/6VP8e72g4U9IAeoqsoH9lwaslv5nchMKvnN1MBTjSsFJJV0TB0TjsZTpOBmoQYM+Ul+/odeHiwwLNo5jVNSO/NYRAv4PLjz7FkAEibnQMIPze4cAoxbMZ0q0ezaHLRrSv58aEguktt7BjUPJ4tFv1k7Zyyu8sI8LfSIfOH1KDh15kj84fIj8dhXF2LplBGIq8Dz63bjjPtfx3k/fwMvfbjXcaKn3SaNVDrnIPMzs7++a5NFtFhc5c85IBTLzYpolUEf3whq705VsckUXnhCZ1dqEa29J0+eaDbp124K80yh3cs90eSeo4wX0VKPRUvSU1IUNiJc/WYTLGA3d+YJnWaeaDS2ShH0p94r+4dZMieDnZef7M2vEs2XQTun1eY5wy5YgI3bhkq0WH4KWDJKNCqiFR/0jRCuWMBaOi180UhSnspnZrXiM7NGIhZXsfyJtWltAMWK6CuVS0N2Mx8rQG5SqO1IpX+uWjqn3PGLRRiZtjV+DDaT/EJeE2xCWDYM2qvNFIGdffkrogHAwgkNuHBRG/+3TDInYKwiY55ossECQdsimnP/ILZIFhXIVkq0SpPigTjhpSIakW8URcGiiQ341ZcPx1+vPBpnzx0Nn0fBvzZ14MuPvoWT7nsFv1u9Xdp6wS69mqdzWoQaOFGiBXwefm0xXzTR4N7s/qIoilYIS6YFM2QKUDxcIE2Jliyi5c0TLQftnMmFtmwhzqydU2ZzQivcWYe+yCrROs080YaxH7ET9EUU9p0Ol2ROBtsQY0q0UbX5KqIJSjSH84GgxbyfYaeaD/rT51sMN4p9N1inc1JRvFihb4RwxfxkuMCqzRZKNObrQDdyzq1nzEBjZRCf7u3BPX/7qNCHI4Vokp9LY0sz9RAg6YlmESzA3kNAVokmFCB6HSxutDZCa+PjQqgzh5MnGi+i6bzp8qlEY1x38lQ+GR0hESoAmLVzZtsTzXk6J2vn3NrRBwBQbFqcWcFPr5RIKaLR7ipRQKa0VOGec2fj1euW4mtHT0Bl0IeP9/TgmifX4ui7XsIvXtlgmC4rwu4vZp5orODVY6FEc5LOCQB1FYlr6wArogl+m1Zm4I3JQni7rhAm4wVm5qm2P9nO2ZBjTzTb+6uLBS9vrdQFC9jNW1k6Z3oRzf4YeAupaTqn3DGw+1hnHynRMkEfLMCuxeHWRcOKTOz8y1cRze/JPFjAaPOd0WOzEW41V2LPmzdPNKNOmmju7XQId9A3QrhifltCifbxnh4c1CVEMUiJlk5dRQB3nj0TAPDwa5vw5ibzImSxkKJEy0c6p8GNTCakIpvBAmJBrteBGb3VewCEa6IAajBWfJFVMpUyZiEVrIgm6yuWDSqCPvzX+XMwY1Q1zpk3Wuox+vYSQGznlFSisecwUby6SbJjShN2XHYtzmbtnIMx7ZgocYooBkbWlOG7p07D69cfh+tOnoqmqiB2dw3gP5//EItvfxG3/3k99nQNGD5WW+SYtO9xDyxztUSvRNqtSF15arjAgE2oAIP5qR3QF14i9t4/WhEt9XNgwQL1Fblt57T1HHWROMw2x/ocKtF4O6dOTaZtHlsV0ViwgF06p1ywQPomRX58nIYKacECYblraaihf78Faed06okmEyzA5/AmnmgWqv18Jd1qSjSD9U8eU+UJZ9AIS7iioTKICSMqAACrtxi3dLpZpA0Hjp/WjHPnj4aqAtc8udbSbLgYiAo3p9wq0bLVzmlURHOWLip6UjE/BRmFgM+unbOA6swLjmjD+YePxbnzx+T9tfONaTtnAYpoADCvrR5/+tYSLJ3SJPX37PyLxVV+/WntnJKeaDaTS0154sATTed5ZNfuoqVzmrUbeaQ84ggiX9SU+fGNYyfi1euW4q6zZ2FSUyW6B6P4+csbcdSdL+K6372bdj5H4taeNWwDJhyLmwZ9MGP7csnkYFZEY62U/WHrUAFGLS+ipW5+hiXCd5qS7ejpSrT8tHNa+aYCcu9BT3kgVYkmq9Dl7Zy673OAb5SZfw+2wQKSyfYsuEXfzklKNGfo7RP6h2k7p76A31IjZz+RKeLmtuN0ThvbCgC2c3hx7aD3w8xfOmfi+Y080SLUnl200AhLuGZBW6Kl08wXzU1S0nDh+5+ZjlG1Zdja0Yfb/7y+0IdjCRvUvR4lpwteM/UQINnOaZnOqab8jR1isACT9st5ollP8tkE2y7lMxeMb6zA7WfNxNiG8ry/dr4x+x4K0c7pBnHCxq4HlsBW7ViJZlfQdeIf5E35e7trooqncxp7otEijyhWgj4vzl0wBn+78mg8fOF8LBhXh0hMxeOrtuG5d3el/G2Ue6KZBAsIi1Mz9ZFTJRpLwjyYVJSxe4tdEa0uqV5iCjaGzGLRqJ0zHlf5c+W6nTOQA6U3V6IlP3+ZtlZASOd0o0QLWHvkyc6debBAv/H4Sko0OfQbsFyJNszaOcUCflNVMG9rt0yCBaTSOcPWwQLitSoW41RV1QrzufZE89p7opESrfigEZZwzfxkuIDoixaNxfGX93ZhW0cftXNaUBXy465zEsl9//PPrXjl430FPiJzuIorh8mcgHWrhsyi28obgSkFZJVofp9W0Ou1kYKnPM7CsyUWV/mxUWE5t5ipGrtKpYgmLMYHI4ndUVaIqs6yJ5qT8VlRFO6pBNj7BFZzJZpukUdGuUSJ4PEoOGF6M568dDHOOmwUAGCvTokVjVsvcnxeD1+Qm/mi9YedqV9qk8UwfbCAnY9TXYVJO6dE4UYLJdDef9dAhG+01ec6WIDfl609R52MK0ydwnyTZAv8ZTxYQJ/OaT+u8mAB03ZOuc02pqg2V6LRPEMG/b2SKdGGmydaufB+W/PkhwZkR4lmVUTr455oZu2c2s/FTXzx/+fNE80onTNPLaWEc+gbIVyzIBku8O72Tu7H8fNXNuLS/3kbR//wJbz2aTsAauc048hJjbgomdx37e/eTZsIFQtslz3XppZWRTSZHWbRx0wvyWaeNbLpnOxmFYur3NBdps2GvYeoRSEQoOJBrmGLLfFcisVVdCcLUcVeRPN5PbxonQi3iIHNrWQ90QK6FhU9Wjqns4WCuFC2a3FmqYR94VjKNUGTQqIUaU62N3XoVFwynptMBaFXZTJ6HQYL1Os80folPdFYG6jey1ameMTSOdt7BhFPDkislbMq6Mt50UZL57TzEpM/jkq3nmjJz7nfNFjA/BgqbYIFZN8HK6KZBbeQEk0ONq8M64pow66dU5jj5ssPDUjdfHC6XtQ2rs39JtmYa5bO6fcqYE02onI/nwFIMumcdD0XH/SNEK5payhHY2UQ4Vgc63Z0QlVV/H7NDgCAqmo7dMNNEu2E606ZinEN5djdNYAfPPt+oQ/HkKhDFZdbrJRkTtI5gfSWUC2d01mwAKAtNqSCBQyKNwwxxYuKaLnFqCDbJRSpi72IBqT6tDAPJp9HkW4FDtrs0A66LGSJLVt2rWeif5tYPKBFHlGK1Jv4icl4brJrwayFjxVxZFKgAU1R1qEPFpBt5+xzXnhh134kpvJNPxYqkOtWTkBs0zdWorlpE0/3RJMbm0I+pkTTF9HsN/zKg6nqNz0Dkoo6pvRNV6JRF4gT2HnFPdGGazuncD/PVzInkFk7p908JxqL82vabA6vKEraOaB/zlwX0SyVaHkSMhDOoW+EcI2iKFiQbOl8a3MHPtrTjU/39iDg9eBP3zoKXz9mAk6bNRKLJjQW+EiLl/KAD/ecOxseBXj67R346/u7C31IaThNtnQL90QzTOeUaOcUbjD659Deg1whUJxAs0WK2S6W0TFYFQJ9HkVaEUe4w+h7YAuN8oC3JCYjYpsC87ypClmnYYpIt3M63PltEBL47NSZfq+HK9e2H+jnP6ciGlGK6AtXDBnPTVYcM2vndKxEq0gt6GntnNbXlG2wgMU1GfR5eRspa+ns6B1MOZ5cYqVWV1XVVfEozRNNtogWSPy+PxJLUb7LhAexzQdzJZrc+9A80YwLolREkyNNicaupWGmRCtYEU1YWzj1C7byQga0cRUAyi02KIwSOsOCF5knx3Y2bG1i1cVSCvPW4QZ9I0RGzE+2dK7afICb7R49eQRmjKrBDadMw/0XzOUx3IQx89rq8bWjJwIAbvz9OuzvGbR5RH7R2jkL54mmTSrtgwUAoyIaUwo4a+cENONmGYWAJi23eg807OYav8HEirW8lIIKDUgtgrEFb52DhapVbDvgfqHlRIkGAJObKwEAH+7u5j8bpPYEogRpqHCvRKu0aefsCztTorGi1X5dO6e9J1pi/Duo90SLyN2fmnThAu1ciRY0fUy2YONFNK7ydlJGNK7ylncnahauREvzRLN+DqZSUtXUMVZrk7dv7TX1ROPJ9nbtnInn6R6Mpnwe5InmDE2FpGvn9MsVtIcKYgE/v55o2rjpVPFl1cECaAm4fq9ieT2wa02cM+bTdsIynZPmS0ULfSNERiwQwgX+lCyinT57ZCEPqSS56sRDMLm5Eu09YXzvD++leXoVEqem/G6xLqLZT0w9HoXfjPU3VLa7E5B8D6K8myvRHHiiGaWHsRaN4WZWWwiMzqVSSeZk8HTNaIyfg6ydTAZNyZY9/yBAKyQAcqqZqS3VAICPdnfxn5EnGlGKcFP+3tQCFFv4WKm17YtozpRoDTpVXL90O6fmiSYWXmRT6HhCZ89Ayus35EWJpt2/2byEIRayHKVz8iJa4nuRLfCL93HRR0lms0z/mnoGJTc4WDunqoL7fQKk9HUKK6Cw75G3cwaG1+cnFvDz286Z+JzddGkEbDYL2eaE3bhqqERjCrA8XEdSnmiUzll0DK8Rgsg600dWozzgRddAFJvaexH0eXD8tOZCH1bJEfR5ce+5c+DzKPjze7vxzNqdhT4kDlei5bidU6YV0m5SaZbUE4k7CxYAtAk780STK6KZe6KREi1/GHnTsSJadakU0dikLhLXimhZVKK5SbIDUhUnMqqZKS1VAFKVaLTII0oRVsRODxawTucEtCKaWeGEeaLJmpmzseBgXwTRWFzzoLV5PGvHjKuphvSyHokjktf/3q6EEo0p5/PhiSa2M+nnCW79i9gY1h+JIRZXpQv8fiH8RQwXkGnnLNe9ph4tndP6uwz5vXz8Zi2dsbjKi7o015AjqOsgkC1IDzXEQlM+i2hs3HRzvgYsuj8AzXfQztOYF+OEa5lvLORFiWafzkntnMUHfSNERvi8HswdW8f/fdzUJikDdiKdGaNq8K3jDgEAfP8P72FP10CBjyhBVKJVJRtYFqAi9u2cgJjQmaq+YcowJ++BPRczYK6UKBhIhSMMs4lZIbDyRCsVJRqf1MVcFtF0u+t6tIWaU080Z0o0VkT7yLCIRtcCUTqwVsj+SIyrVQBtnLFa5LBNmG4DT7R4XEVfxJkSrbY8wBPlDvRFpIMFgj4vb8MWwwXCkvenpupEQinzRNvPx6bct3P6LSwb2Hjm1L9I3BwTDfplCvzss04pokls+IlzZCNfNNlNQ0C7n7FjTykmUhFNClH1Dci3Rg81WAG/MujjrcL5gCl43cyN7RT3soEtRh6y+dzsY2uTWDx9viarEibyD30jRMbMH6cV0U6bRa2cmXDZ0omYOaoGXQNRXPfUu0XR1hmRaFXJBn5egLJo57S5ifh13hYMtrvjZEeJ3bDYhEomWIB9Rka7YgOSnjNE5hh505VaEY1P6lwq0YzSpkQ05YnDdk7HnmiJItre7kEcSL4Pt8mgBFFIKoM+vtkj+qLJbDRVhsyVaAPRGNitXtYTzetReGtmR29YCBawf7w+XCBhyi93TY6uSyhUNuzrAaClczbmQYnm9ShcsaGfJ8gowIwI+jzw8GJkOOXndjDj+YGUIpp9YIv4mnpftLighpM5hmpduIA43tNcQw59wiP7LMV06eFAc7JAPqmpUjrAKBv4MlGi2aRz9gw6a+cUr+V8FtG4Es1gA15TOtP1XGzQN0JkzIJkuECZ34vjpjYV+GhKG7/Xg3vPnY2Az4MVH+3D429tK/Qh8QVCzoMFPFYqLrkkQbOkHlZMkU3nBNJvnBm3c0qaBROZY+RNV3pFNANPNEdKNOs2B015kkk7p/01URn0YUx9YuHNWjrD1NpMlCCKklq4YrBNGqtFTmXA3BONFVIUBQg5KAJp4QKDWguaRGFbCxdIvAfxnmu3YJw9uhYA8M62g1BV1dXYlAlmKd5O1FsiiqLwDbKDQhFNpsDPVLzGSjTz70FRFMEjT5esKYzXMnMFntA5kKpE8yjO7CuGM3pfrXZeGM69urKYOLS1Gr/40jzcd96cvL4um5fnop2zN6n0tOuQGlmTKCBu3t/Lf5bPdk4rTzSyvyheCv6NPPDAAxg/fjxCoRDmzZuHV1991fRvn376aZx44okYMWIEqqursWjRIvz1r3/N49ESRiya0IArjj8E95w7W7oVgTDnkOYqfGfZFADArX/6ANs6+gp6PGyCnesJmZGPFUPWBD1o0k6pKQUcKNG8zotoPD0sA183InOMipldJVtE09I5XXmiGbRzRmNx1745YjunzDUBAFOaU8MFqD2BKFXqDRI6IxKbNEyJZlREYyqycr/XUStivRAuwFvQJK4prRCYLLyIhRubx08bWY2Az4ODfRFs3t+H/b1JT7Q8tHMC5gFEbKPNzZjCxjH2eci2hLJ2zgGhtVfWa7IqGQqgb+8Vx2s37ZyUzOkcUfUNaMmzLERjuKAoCpYd2oJxjRV5fV02L3dzztop0dgGhZ3X5MzRNQCAtds7+c/cJpi7wTqd03knDZEfCvqNPP7447jyyitx4403Ys2aNViyZAlOOeUUbN261fDvX3nlFZx44ol4/vnnsXr1aixduhSnn3461qxZk+cjJ0Q8HgXLT5yMU2dSK2e2+PejxmPBuDr0hmP4zu/WpsW555MYb+fMTzqn0c1QdmJqdkONurgJ6VUFMm02Rm2EjIFh6rNRCIy86UpNiSaey6xlqs5RES3d44ORumh2dj6G/JqnkqwJ+lTmi7aHKdGonZMoTYyUaDLtNhUW6ZxMLVHu0E+WFbT394R5IUdKiSYkdAKpZtp212TA58GM1kRR/O0tB7R0zjy0cwLmG2WZLHiZ0T9rN5cdl3gRLWrQzmlbRDP2yGOP9yhyc67q5PPoi2i0QSGP5qUbR+9glBekh5sSrVDwYAGHqnjA2ocY0Nrn7ZRos0bVAgDWCUW0fF5Llko0aucsWgr6jdx777245JJL8JWvfAXTpk3DfffdhzFjxuDBBx80/Pv77rsP1157LRYsWIBDDjkE//mf/4lDDjkEzz77bJ6PnCByi9ej4O7Pz0aZ34t/buzAoys3F+xYovH8DOBmO8yA/MTULFgg7CIcQf9aMoEZ1u+BlGj5wsoTLZ+GuZkgFsGY6qXBVTpnuieaqHZwM0FsSbY+sMW4HfqETmpPIEoVrkQT2zklggWqLNI5mbm8bFFafyz7e8O8kCOzSVOXTOhk40pYsGyQUWDNGZPwwV3x8T6wNZ/sWJAp5ko09wos1s7JPg/ZcYm1W/aHtWMZkLRtqDZToiXfR8jvlfKl4u2c/Ynnyad6ZqigqbZjXIVWHvBKK62JzODBApm0c5op0ZKbC3bf5cxRCSXa1o4+vrnw/s5EQW1MXbnj43KKTDonzZeKj4J9I+FwGKtXr8ayZctSfr5s2TKsXLlS6jni8Ti6u7tRX19v+jeDg4Po6upK+Y8gSoG2hgp897RpAIA7//IhN/LNN2yHx5tjJZpRoiJDNtnS7IYaddGSKt6wFEUu7tzSE418oPKG0UKr1JRootEtS8BzslDVmyWLsOvJ71VcXde3njED3zlpCmYlWyDsYEq0j3d3Ix5XMRijhR5RmjA/sQ4h2TIisUljlc6ptRy5U6J19A7yllCZ+5QWLJDqoyWrwJozthYA8PJHewEk1FD5WuCZqb1lfVONKNellcoW4ozTOeXu85VciZbqieZ0nlCd1s7pvq11uMK+73Asjvae4dnKWUi0YAH37ZxGintA27Qot+kkqSn3Y1xDolj2blKN9tqn+wEAR05qdHxcTtGUaOnvI5InX2rCOQUbZdvb2xGLxdDc3Jzy8+bmZuzevVvqOe655x709vbi3HPPNf2b22+/HTU1Nfy/MWPGZHTcBJFPvnjEWCw5pBGD0TiufmIt9/bKJ3kLFsiCisssnZPtMMukCTLESWhFwCe1K8wLgdH0QiDboaZ2ztzjMyhmllwRLbkYPNgX5otcJy1TVu2cfKHlUl26eFIjLl86STrBa1xjBQJeD3rDMXy6rwfPr9sFQEsDI4hSob7cQInGggUsEqxZEY21boowJZqT+xOg90RLXOdy7ZypwQJOlQ6HjakFAHQlC4L5bHszDRaQtHwwgn03Bx0q0YyLaLKeaMbtvQMOU0bNggVog0IeXoiJxLkSjVo588fcsXVorAzg2CkjHD9Ws70wTiHn7ZwSGxSzkqEp63Z0orMvgnXbDwLITxHNSokWyWPAAeGMgn8j+km4qqpSE/PHHnsMN998Mx5//HE0NZknQt5www3o7Ozk/23bVvi0Q4KQRVEU3Hn2LFSFfHhn20H8/JWNeT+GCPdEy3U7Z3JybJhs6aydU1SzDURi+GRvQsU3PenlIoN4w5LxQwMAv8+qEEhKtHxhVMzs7CutIlrAmzjndnUOAEicNzIqEwYrwhl6okkqO7OF3+vBxKZKAMBVj7+DbR39aK0J4fwjxubl9QkiWzBfwg6jYAGLjSZeNLFSojlsH6tPLvT394S556bMGFFXkerr5rQVcnRdGRqFgn6+/NAA8822TMJKtGABh0W0ADOkd5bOCWjnQ5eJJ5qsoo61haZ7otFmnSy8nTMWxz6mRKMiWt6Y1FSJt248AV9ZMsHxY+3TOeXHVqasX7vtIN7YuB9xFZg4ooLbV+QSdu+gdM7SomDfSGNjI7xeb5rqbO/evWnqND2PP/44LrnkEjzxxBM44YQTLP82GAyiuro65T+CKCVaa8tw8+mHAgDu+/vHWL8rvy3JURd+Ym6wLkBJtnMatLC9v7MLsbiKxsogWhwoX0R/mwrJNhurYAFKzcof+oVWPK6iO7kjWV0iRTS2iGJFtIaKgLTyC9Aml7G4mqZgLYQ/H2vpfH9nYvz6j8/NkPIZJIhiQu+Jpqoq37SRCRZgBTORvmQRxqkSrUFUooXlPdFqebCAOzN6RVEwJ6lGA5ylBmdKwGSeMOhQwSVSwds5nQULhJJjdH/YoJ3TpgimpXPq2jkdKuqquScaKdHcIs4buRKtKn/nNJEuqJHFPp2TBQvYjwvMF23djk68/mk7AOCoPKjQACGd08DORub+QhSGgn0jgUAA8+bNwwsvvJDy8xdeeAGLFy82fdxjjz2Giy++GP/3f/+H0047LdeHSRBFwVlzR+HE6c2IxFQsf2Kt6Q0jF8iYJmcDs1ZIVVWlF/1G0m4myZ49usZZEUJs55Rc7Ft5omnpnHQjzDX8e0j6S3QPRqEmT6tSUaKxc313sojmJJkTSF3EmfoH5XGhxcIFAOD02a04bqr1ZhlBFCP6dE5ROWBlecAKxuFYPC3so4/59jj0REtt55QvovGWVJftnABw2Ng6/v8b8qja0XxPU+cJmYxp5TxYIOmJJnmPDhm1c0oWwSpNPPKcbraxoBxK53SP+F3tONgPABhRSVYDpQAbD+IqDO1uWBFNZg4/Y1QNFCWxcfnn9xICn8V5KqJROmdpUtBvZPny5Xj44YfxyCOPYP369bjqqquwdetWXHrppQASrZgXXngh//vHHnsMF154Ie655x4sXLgQu3fvxu7du9HZ2Wn2EgQxJFAUBf/5uZmoK/dj/a4u/Nc/Psnba7NChEzceiawG0RUZ6wpeobYTUyDBkowZhI6U9IEnZFaRJNs55QJRyAlWs7x6wqybJc+5PeUzOfPjnNPV6KI5lTtIaopxDRO8d/5/CzYLm9tuR83nT49b69LENmEK9GSBSjRw8YquEZUmenVaLzlyKUS7UCfpkST8USr5emcEaiqqrVCOlikiUo0J6nBmaJXGauqit+v2Y4fJ+dETguRgHZ/P+hQicZaZweE8VX2Pl9t0t47GHW22aZ5oiXTOWNkG+EUca6340CiiEZKtNJA/O6MOkB6ud+k/bhQEfRh0oiE7UR7zyA8CrBwQkOWjtQa1ulD6ZylRUF7Kc477zzs378ft9xyC3bt2oUZM2bg+eefR1tbGwBg165d2Lp1K//7n//854hGo7j88stx+eWX859fdNFFePTRR/N9+ASRV0ZUBXHb52bisv99Gw+s+BTHT2tK2Q3OFW6SLd2gNwzesr8XD67YgOfeTZiQez2K7cSUt1MKSr13dySKaLOTpqGyiJNQ2bYzy3AEVrggJVrO0bf8lFqoAKC9BzapclpE83k98HoUxOJqmi+a1h6dv3Nx8cQG3HrmDBw2ppZMm4mSRWvnTC1AAdYbTT5vwtOwPxJD72A05Xruk0yQ08PUqXFVW0A68UQLR+Poj8Q0z1EH48Gs0QnVhqrmuYgmjO2RWByX/PcqvPLxPgAJ/6KvLBnv+Dn1SjTZxaqhEk2yCMbbOQf16ZwOlWh6T7QMAhaGK2LRdPsBpkSje1QpIF6rkagK6IYitmEh200ya3Qt91CeObo2b3NGNm73DEbSvOEpWKB4KbghyWWXXYbLLrvM8Hf6wtiKFStyf0AEUcScOnMkzpjTij++sxNXP7kWz1+xJOdpj/lP50wUDb77+3V4PRkxPaq2DJceO9F2csvbOZPP0TMYxYZ97IboUIkm3LBkd7ct2zkpWCBv6L3pSrGIpj9P3PgOBX0e9IVj6Ul2GaZzukFRFHxpYVveXo8gcgFr5wzH4ugNx1I8bOzabSqCPvRHYmktfEyJJuu9Kb5edciXYk4vU0SrCHjh9yqIxFR09Ia1FkAH40FVyI9Dmirx8Z4eNFbls51T22z7ZE8PXvl4H3weBVedOBlfXTLBlVqD+SWxVirZe7SmRHMfLJDWzumwCFaTVBWGo3EMRGL8nlcqiutiQFEUBH0eDEbj2J1Ufo/I4zlNuMfnUXgxfzAWA5A6x+vlrfJy18Os0TV46u3tAICjJuVHhQZoSeUDkTg6+yPctxLQ1hN+X27XYIRzaDVHECXGDz57KJqqgti4rxc//OtHOX+9/KVzpqqHtuzvAwD88JxZePXapVILcL3J6LrtnVDVRBHOqfrFjSdawKqdMzk5znXRk0gvZg6JIlq5uyIagDQPpkIo0QhiKFAW8PLiyYHeMN9k8igJtbQVrHDCWowY/WFnCz0RvR+ZTPFFUZSUcIGPdncDAEbVlTl67etOnoqz5o7CMZNHOHpcJojzBOZLN2FEBS5fOsl1u5N+k0y2ABUKGBTRJItgWrBA6rkw4DCdszLgAxOtdPVH+OtT65cz2OfFCqmkli4NFEURfBLNPdFku0lmCZvtR+bJDw1IrAuYopf58gGJUCy2niAlWvFB3whBlBi15QHcefYsAMAjr2/CPzfuz+nr5U+JpnkCxOMq9nYlUpIWTWyAR9KPLa2ItuMggNQbo/zxiO2czjzRYnE1zSC0EGbuwxV9MbMki2i6Ymt9pZsiWuI5TNs5Sa1AEI4RDf35JpPEAod5b+l9sLgSzUVarahQDfk90vdKMVxg1ZYOAMCCcfWOXvv4ac2499w5vCCUDzSVsYqOpIdZpumges9T2QJUma6dMxGCJFcE04IFzNI55cZmj0fh32V7T1hQotE8wwn6z5uUaKWDWUJnPK5qyceSY+u0kdUYWRPCqNoyzM2DXY7IyNqEGm3XwQH+s4jgEe2na7rooG+EIEqQpVOb8G8LxkBVgWueXJtivp9tItwTLcdFNOEG0d4zyCeDTiYzfEcqaa671mWoAOAynVP0Z9AnIhbAzH24oi9msiJadSkV0bKgRAvYKdFoUkYQjqmrSIwjHX2aEs0vUbxihRP9/bovAyVaahFN/vEsXKC9ZxDvbDsIAJjflt9FoxtEv8sDvdkpoumVaLKKD+Z7xkIdonEVbO/MdTuni822pmQr2J7uAe5vR0o0Z4ifd1XQRx0DJQT77vTBAv2RGE9llw0HC/m9eP6KJfjTt47K+znQWpNQAu/q1JRoYlcLKdGKD/pGCKJEufG0aRhVW4btB/px23Prc/Y6UZ7OmdvhQrxBbEuau9aV+x0VnYzaOQHnoQLicwHyXjWiWi+tiOYwdYtwj76YWYpKNP0iyK0nGmCgRIuQKpIg3MJ80Tp6wnycl1GimRXRmPm1m2RJ0dRfxg+Nwd7Da5/sx0AkjpoyPyYmk+mKGS15OY79ySJanYsNBhH9JplTJdpAcnwVx1m7sZUFAgxG4ykKGvYcThbwLdWJjca9XQMYJCWaK8TPi1RopYVRoBigtXIqisOxsSLAw1fySWttooi2s1NToonvyc5zk8g/9I0QRIlSFfLjh59PtHU+9uZWrPhob05ehxkn5ytYANA8AZqqQo6eQ2zjO9AbxtaOhK/ajFEulGjC8Ugr0Txi8UbfzklKtHyhL2aWYhEtK8ECfpMiGp2LBOEantDZF+bjvMwChxXRek2UaBUZKtGcLRQTY+GLH+4BkFChybaCFpKA4HfJlGiZpoNm2s45kFSiid5odkWsypA2pxBbOt2ohJkp+Z6uQfJEc4n4eZEfWmlh1s4pBraIaZfFysga1s4pKtES78nrUWw9N4n8Q6MsQZQwiyc24stHjgMAXPfUu+jsi1g/wAVaO2duhwuvRwG7R2w/kCh+NVW7CwMIR+NYtyOhQhvfWOGqeBJMaeeU9yfxeYwTOtkEm8zcc4++mMnbOfPo3ZMp+gKXOyVa0hMtknousskmLbQIwjlcidYbdrTJVBE0buHrSy72yjP2RHPSzskKgYmxcd644m/lBLRi5WAszj3RMlWN6JXmsgWsoM4TbVAYV+0W7V6Pwtt3xfPBjUqYtXPu7hqgdE6XkBKtdAno0tgZbLNCdv5eaEYyJdrBdCVarkUMhDtoBk0QJc61J03FhMYK7OkaxM3Pvp/159faOXM/iLMJ8o4DLpVoQvvavzYlAhfchAqIxwLIJ/uIj9PvivE2DZrc5hx9MbOrxJVoioKUyHNZzCaX5IlGEO5JUaKx+6PEIoepj9KVaEwx4SadU1CiOXh8XXnqWDi/zVmoQKFgrfqRqIqOnmx5omUnWMBpAYz5oontvQPMO9VBQbRZbOckJZorxKJjo4sQH6JwmCrReBHN+eZEIWhNKtF2Cp5obO5GfmjFCX0rBFHilAW8uPvc2fAowO/X7MBf3tuVtec+0BvGW5sSyV35UPGwG8X2ZBGt2akSje1SR2P4w5qdABIJYq6ORZiEOvGq8XmNlWi8cEFKtLwgFjNLvZ2ztszvSsrP2zkj+mABUkUShFvqhHROpv6WaucMpBdNOvsi6Ei2JbpRwNRXaI9x44kGJO6bbjeb8g33RIvFcSBr6ZwuPdGSxbcBnRJNVgXGUk27Uto5nSvRmqu0dk5K53RHgJRoJYt5Oydrky+NIhpTou3pGkA8mVDC1hFUFC9O6FshiCHA3LF1uPSYiQCAG3//Htp7BjN+zlhcxZWPv4OdnQNoayjHyTNbMn5OO9gus+aJ5mwywx6/ZutB7DjYj6qgD8umZ15Ec6JEY4W8aFzniUZm7nnFLxQzeRGtvJSKaNpCzG27kmmwAHmiEYRrWFLugd4IHnl9EwBggYSSq9JAebRm2wEACdsBN2rTBpftnGIRbcao6pJJI2RjWiQW58XHTIMFgj5PyiaFrOqDe6KlFdGcKdFS2jkz8kSjdE63UDtn6WKmuO9JBraUSjtnc1UQHiVhQcLWcJGovOcmkX/oWyGIIcK3TzgEU1uqsL83jO8+vQ6qqto/yIKfvPgJXv54H0J+D372xXl5UaKxwscOrkRzFyzAFimnzhzpenGQGiwg/xxm7ZwDLlK3CPcE+GJLLc12TkEl5tY4O8A80dLSOUmtQBBuYab863Z04tVP2uHzKLh86STbx7HxZ7eQvrZm60EAwGFjal0dS6onmvz1zN4DACwYVxqtnIA2RwhHs6dEUxQlpaVTtpWSfd6RmIpoLK5tlEl+D0yJZlhEc9LOWZMo+rT3DPLWUtogcQYFC5QuZkq0vsHSUqL5vB6+5mEJneEYFcWLGfpWCGKIEPR5ce+5c+D3KvjbB3vwh3d2uH6ud7cfxI//8QkA4LYzZ2LayOpsHaYlrADFJoJOgwX0RYGz5o5yfSziTcuJp4Lfl97OGY3FEUsq06hwkR98Hm1i1ZVcpJRUEU04T9wqLYImk0s3LUMEQSRgRRt2n/r8/NEY21Bu+7h5bQnz/rXbD/KNnjXbDgIADmtzZ+zvNp1TVL3Nc/nahYDNETqEZNRMi2hA6kI7KKn6EDfEBqJx5+2cyXlFT4btnA0VQXg9CuKqpuKnRbczSIlWupjNc3pKzBMN0BI6dyav4zAp0Yoa+lYIYggxvbUa3z7+EADA//vj+9glGFQ64Z8b90NVgaVTRuDseaOzeYiW6G8UboMFAGB0XVlGO+yui2hebXeaISqBaIc4P7Bi5pubO3gBs5SKaOL51+DS6JgtqvVG5lo6J52LBOEUsWjj98qp0ACgraECY+vLEYmp+NfG/YjHVazZmmjndKtEC/m9PJDASbBAY9JLTVFKs4jG1HzlAW9W1N3lgtpctgAV9HnAQjj7w7HstHNGnLfaez0KRiTVU9s7+h0dA5EgNViAimilhN80nZO1c5ZQEY0ndCauY7YZT0W04oS+FYIYYlx6zETMHl2D7oEornvKXVsnM/bPlwKNoY9xdrojKE5+zzpsFDwZJIqK7ZzlDibpAcH4mDEgGLvT5DY/sEnHbc99AAA46dDmkmqlFc8/t0q0MfWJCdnm/b0pP6d0ToJwj3g9/tuCsRhdZ69CYyw5pBEA8Oon7djY3oPugShCfg+mtlS5Pp76ZJHdiRKtptyPm0+fjv/83Ew0lFDRgI2Le7oSRbRM/dAYohJNtoimKApP2x6IxByryHgRTUzndBn6wkKYwmRE7opsbFoRhcG0nZMHC5TOvI8ldO5i7ZxRup6LGfpWCGKI4fN6cM+5cxD0efDKx/vwf29udfwc2zr6AABj6uUXB9lA3G2pLfc7LnqIj//c3MwUdOymVRHwOirGGe2KsaJFwOvJqLBHyMMWW3EVmDmqBveeO6ewB+QQn9cDX/JccduuNL6xEgCwqV1fRKN0ToJwi9/rwYxR1aivCOCypRMdPVYrou3D20k/tFmja+HLQGnAEjqd3i8vPnI8zj98rOvXLQRMYXwgmYqajVZOINX31MnmgpjQyVVkkt+D5okmtHO69Kts0vnH0gaJM9jnVVPmp26BEsM8WKAU2zkTG5+si4inc3pp3VCM0ChLEEOQSU2V+M5JUwAAtz23Hlv39zl6/LakEm10XVnWj80KsQjmNJkTACY3V2LCiAqcOacV4xsrMjqWpqoQFAUY5fAz4KmQwq5YPyVz5h1WBB1TX4ZHLl5QUhMpBjtf3C4UJ4xIXAOb2ntTFKmUzkkQmfG7SxfjpauP5YseWRZNbIRHATbs68Xz63YBAA4bW5vRsbDgESftnKVKwJv6HrNWRHOhRAM09V9/RGvnDEk+nqV+G6dzOvsuW6iIlhHsOyc/tNLDTInGgkeY4rMUaOXtnCxYgNo5ixn6VghiiPLvR47HEePr0ReO4Zon1yIel2vrVFUV2w8klWgO2lSygdjC5jSZEwDKAz68ePWx+NF5czI+lpaaEH536SL88qIFjh5n5In2r40dAIBxGRb2CHnOWzAGh4+rx39/+fCSnRgHMiyijakrh9ejoC8cw+4uLRGQ0jkJIjNCfi9qyp17LNaU+TE76X+24qN9AIC5YzPzJJuTfL4pGbSElgp6y4dsFdHKhU2WgIMFK0voTHiiMYWvrBLNqIgWS3leWZp1IUy0QeIM9nk1UitnyWFWRFu/qxsAMLm5dMbF1lrWzsmCBaids5ihb4Ughigej4K7Pz8b5QEv3tzcgUde3yT1uPaeMAYicSgKMLLWeSErE1irBpDZjqCiZEf6PK+t3nFLK7vZiZ5oTHFw6syRWTkuwp4vHNGGJy5dhAkjKgt9KK5hfj9sd9IpAZ8HY5Pn76Z9Wksn292kIhpB5J8lh4xI+bfbUAHGt46bhFXfOwFLpzRl9DylgF83ZmXPE815sACgtdCmpnPKeqIZtHO6VKLp2zlp0e2M8uT37zTMiig8RkW0roEIt7GYMaqmIMflBqZs3ts9iHA0zjfjSYlWnNC3QhBDmDH15fjeadMBAHf99SN8urfb9jFMhdZSHcr7bqY/QyVaMcB8rFgRbX/PIFZuaAcAnEZFNMIBP/z8LNx19qyMdlInJNWPGwRfNKZ2oIUWQeQf5osGAKNqy9IKIE5RFGXYJArqVWLZMoEX2/2dzHt4O2c45ljhW22ZzulUiUbtnJlw6qyROH12K7585LhCHwrhkKCBJ9oHO7sAJMbXbKlV80FDRQABrweqmghP0TzR6HouRuhbIYghzvmHj8HRk0cgHI3j6ifWIqoz39TD/NDy3coJZO6JVgzo2zn/+v4exFVgxqhqjG3I/2dKlC7z2upx7oIxGT0H8wYUlWjaQo1afggi38wZU8v9sDL1Qxtu6BUZhVaiicECPFlTclxlSjRmgK6qasbpnAzaIHHGqNoy/OT8w3BYhq3VRP7hYV6CEu29HZ0AgENbqwtyTG7xeBS0CAmd1M5Z3NC3QhBDHEVRcNfZs1Ad8mHt9k48uGKD5d+zZM58hwoAmXuiFQN+XTsna+U8bWZrwY6JGL6wdtaN7T38Z7xliNI5CSLv+L0eHD05oUY7YkJDgY+mtEj3RHPuS2dEeYoSTX5cZAWz/pR0TslgAZ0SLRJTwfJfMg8WoA0SYnhg1M7JimgzS6iVkzGyRvNF04IFKJ2zGKEZNEEMA1pqQvjBGYcCAH78j0/w/s5O07/dzpI5HXqBZQPxRlGqSrSAVyuiUSsnUWiYEm3jvvR2Tmr5IYjC8IPPzsBdZ8/C+RkqTYcbeiVafUV25gnZUKI5HVdZsEDPYBSxuMof7+Q5GDVl/pTjJuUKMVxg5/qg0GXzXrKds5T80BijhITOCKVzFjX0rRDEMOHMOaNw8qEtiMZVXP3E2pQJm4iWzJl/JdpQ8ERjhcC12zvx6ze2UCsnUVAmjkgU0bYf6MNgNAZVVV2bVxMEkR1GVAVx7oIx8NHiyBH64lLWlGgBd0q0MpbOGYk5HldZEQ1IFNIGBSWN0yKaoigpLZ20QUIMF3iYV/L66R2MYsO+hPK+FItoLNBtx8E+aucscuhbIYhhgqIo+I/PzUBDRQAf7u7Gj//+ieHfae2c+S/6iAuKTNI5C0ld0sT02bU78eN/JD5jauUkCsWIqiAqgz7EVWDr/j5E41rLEE3MCIIoJXLmiSa0c7pJ5+weiDpO5wz6vPy1ugciKY93kzDenEyWVBQt4IgghjoBXbDA+l1dUNWET2ApriNYkNTKT/drRTTabClK6FshiGFEY2UQt31uBgDgZy9vwNtbD6T8Ph5XseNgMligvhCeaImJX02Zn09OS43Ljp2Ea5ZNxsIJ9Qh4PagK+XDGHCqiEYVBURTe0rlhX29GageCIIhC4hfGLEUBarNWRBPaOR0sWKeNTBiXP/POTvQmAwKceE1WCy2dg5HM2uyZet9tEY4gShG9JxrzQ5vRWnoqNAA4bmoTAj4PNrb34t3ke6F2zuKEvhWCGGacPGMkPnfYKMRV4Jon1qI/rLV17ukeQCSmwudR0oxq8wG7UZSqHxqQKAB+87hD8NuvLcK7Ny/Dm989Aa21+S9IEgRjQrKlc1N7L1+oAVREIwiitBB9U2vL/PBmSXHF2jk9Chy12H7usFForAxix8F+vPrJPgDO2uRZSmv3QBQDPJjA3QYiK6KRaoUYTgR1RbR1O0rXDw1IpPYunTICAPDmpg4A1DVQrNC3QhDDkJtPPxQt1SFsbO/FnX/5kP98W0dChTayNlQQrxa2y1yqfmh6Qn4vNx4miEIxoTGZ0LmvhyvRAqRWIAiixBALRMw6IRswJZrTxWrI78XXjh4PIJGuCTjbnKgKJTzdEu2cmSrREpuPbotwBFGKcCVasp2TBaeVahENAE6bldq9Qkq04oS+FYIYhtSU+3HnObMAAI+u3MwTJLVQgcKY4A8FJRpBFBvjBSXa6i2JFu4Q7WwSBFFiiIvJhiwW0cbUlaOu3O+qBewLR7ShtlwLOHBWRNOUaE491fSQEo0YjrAxIRyNYyASwyd7WahAdSEPKyOOn9qEkNAWLipwieKBRlqCGKYcM3kELjhiLADgO0++i+6BCFeiFaqIdsK0JkwbWY0zDhtVkNcniKHIhKQn2ns7O7H8iXcAAJ8lnz6CIEoMUSmWrVABIBEs8Np1x+Gxry109dgvLx7P/+1ECWZURHPrBzs6maheXZadxFKCKAUCQhFt/a4uxOIqGisDBbGkyRYVQR+Om9rE/03WG8UJfSsEMYz57qnTMKa+DDsO9uO259ZzJRqbjOWbWaNr8edvL8Exk0cU5PUJYijCggUGInFEYipOmzUSN59+aIGPiiAIwhli6mR9FpVoQGLh6rZt6uLF47i/GQsLkKEyyNo5Mw8WmNdWh+tPmYqbT5/u6vEEUYqI7Zx/fGcnAGDOmNqSt6s4baa20UntnMWJ/EhPEMSQozLoww/PmY3zH/onfvvWNj4pHVNfGCUaQRDZpyLow+i6Mmw/0I9TZrTgvvPmFMTzkCAIIhMURUHA60E4Fs+qJ1qm1JT78fMvzcOarQcwZ0yt9OM0JVpEaOd0p0RTFAWXHjPR1WMJolRhRbQDvWE89uZWAMDFgjK0VDluahPK/F70R2JURCtS6FshiGHOwgkN+PcjEzecjt4wAGBMPaVJEsRQ4q5zZuHGU6fhv84/jCZkBEGULMwfKJueaNngyEmN+OZxhzhSwFSHxHTOpBLNT+MzQcjClJu94RgGo3HMHVuLIyc1FPioMqcs4MUXF46Fz6Ng9pjSDUkYypASjSAIfOekKVjx0V5s2NcLABhdIE80giByw+KJjVg8sbHQh0EQBJERfp8HCMey6olWKFg6Z89g5sECBDEcCXhTlZvfOt5ZIbuYueGUabjmpCmu1alEbqGRmiAIhPxe3HvuHPg8CkZUBTGiktIxCYIgCIIoLpiSNtueaIUgm+2cBDEcEcNGZo2uwbFDyFPZ41FoPChiSIlGEAQAYPaYWjz/7SUI+jzweIbGLg5BEARBEEOHhooA9nUPFiwAKZtUJotoXQNRDEYT7ZwhauckCGnEItq3HLZTE0QmUBGNIAjO5OaqQh8CQRAEQRCEIfeeOwcb23twyBCYr1Qn2zlXbzmALfsTdhqkPCEIeerK/fi3BWMAACdMayrw0RDDCSqiEQRBEARBEARR9Exvrcb01upCH0ZWOGxsLY4YX49/berAnq5BAKREIwgnKIqCO86eVejDIIYhVEQjCIIgCIIgCILII1UhPx7/+iJs2NeD37+9A29t7sDps1sLfVgEQRCEDVREIwiCIAiCIAiCKAATR1TimpOmFPowCIIgCElIM0wQBEEQBEEQBEEQBEEQNlARjSAIgiAIgiAIgiAIgiBsoCIaQRAEQRAEQRAEQRAEQdhARTSCIAiCIAiCIAiCIAiCsIGKaARBEARBEARBEARBEARhAxXRCIIgCIIgCIIgCIIgCMIGKqIRBEEQBEEQBEEQBEEQhA1URCMIgiAIgiAIgiAIgiAIG6iIRhAEQRAEQRAEQRAEQRA2UBGNIAiCIAiCIAiCIAiCIGwoeBHtgQcewPjx4xEKhTBv3jy8+uqrln//8ssvY968eQiFQpgwYQJ+9rOf5elICYIgCIIgCIIgCIIgiOFKQYtojz/+OK688krceOONWLNmDZYsWYJTTjkFW7duNfz7TZs24dRTT8WSJUuwZs0afPe738UVV1yBp556Ks9HThAEQRAEQRAEQRAEQQwnFFVV1UK9+BFHHIG5c+fiwQcf5D+bNm0azjzzTNx+++1pf3/dddfhmWeewfr16/nPLr30UqxduxZvvPGG1Gt2dXWhpqYGnZ2dqK6uzvxNEARBEARBEARBEARBECWLbK2oYEq0cDiM1atXY9myZSk/X7ZsGVauXGn4mDfeeCPt70866SSsWrUKkUjE8DGDg4Po6upK+Y8gCIIgCIIgCIIgCIIgnOAr1Au3t7cjFouhubk55efNzc3YvXu34WN2795t+PfRaBTt7e0YOXJk2mNuv/12/OAHP0j7ORXTCIIgCIIgCIIgCIIgCFYjsmvWLFgRjaEoSsq/VVVN+5nd3xv9nHHDDTdg+fLl/N87duzA9OnTMWbMGLeHTBAEQRAEQRAEQRAEQQwxuru7UVNTY/r7ghXRGhsb4fV601Rne/fuTVObMVpaWgz/3ufzoaGhwfAxwWAQwWCQ/7uyshLbtm1DVVWVZbGOIIjSpKurC2PGjMG2bdvI95AgCgxdjwRBiNCYQBDFA12PBJGKqqro7u5Ga2ur5d8VrIgWCAQwb948vPDCC/jc5z7Hf/7CCy/gjDPOMHzMokWL8Oyzz6b87G9/+xvmz58Pv98v9boejwejR492f+AEQZQE1dXVNCEgiCKBrkeCIERoTCCI4oGuR4LQsFKgMQoWLAAAy5cvx8MPP4xHHnkE69evx1VXXYWtW7fi0ksvBZBoxbzwwgv531966aXYsmULli9fjvXr1+ORRx7BL3/5S1xzzTWFegsEQRAEQRAEQRAEQRDEMKCgnmjnnXce9u/fj1tuuQW7du3CjBkz8Pzzz6OtrQ0AsGvXLmzdupX//fjx4/H888/jqquuwv3334/W1lb813/9F84+++xCvQWCIAiCIAiCIAiCIAhiGFDwYIHLLrsMl112meHvHn300bSfHXPMMXj77bdzfFQEQZQqwWAQN910U4oXIkEQhYGuR4IgRGhMIIjiga5HgnCHotrldxIEQRAEQRAEQRAEQRDEMKegnmgEQRAEQRAEQRAEQRAEUQpQEY0gCIIgCIIgCIIgCIIgbKAiGkEQBEEQBEEQBEEQBEHYQEU0giAIgiAIgiAIgiAIgrCBimgEQTjm9ttvx4IFC1BVVYWmpiaceeaZ+Oijj1L+RlVV3HzzzWhtbUVZWRmOPfZYvP/++/z3HR0d+Na3voUpU6agvLwcY8eOxRVXXIHOzs6U5xk3bhwURUn57/rrr7c9xnXr1uGYY45BWVkZRo0ahVtuuQX6HJX7778f06ZNQ1lZGaZMmYJf//rXUu//gQcewPjx4xEKhTBv3jy8+uqrKb9/+umncdJJJ6GxsRGKouCdd96Rel6CcMtwviZfeeUVnH766WhtbYWiKPjDH/6Q9jcXX3xx2jEvXLjQ9rkJohQp9vFgYGAAF198MWbOnAmfz4czzzzT8O9efvllzJs3D6FQCBMmTMDPfvYzqfdP92ii2BjO1yTdo4mhCBXRCIJwzMsvv4zLL78c//znP/HCCy8gGo1i2bJl6O3t5X9z11134d5778VPf/pTvPXWW2hpacGJJ56I7u5uAMDOnTuxc+dO3H333Vi3bh0effRR/OUvf8Ell1yS9nq33HILdu3axf/73ve+Z3l8XV1dOPHEE9Ha2oq33noLP/nJT3D33Xfj3nvv5X/z4IMP4oYbbsDNN9+M999/Hz/4wQ9w+eWX49lnn7V87scffxxXXnklbrzxRqxZswZLlizBKaecgq1bt/K/6e3txZFHHok77rhD6vMkiEwZztdkb28vZs+ejZ/+9KeWf3fyySenHPPzzz9v+fcEUaoU+3gQi8VQVlaGK664AieccILh32zatAmnnnoqlixZgjVr1uC73/0urrjiCjz11FOWz033aKIYGc7XJN2jiSGJShAEkSF79+5VAagvv/yyqqqqGo/H1ZaWFvWOO+7gfzMwMKDW1NSoP/vZz0yf54knnlADgYAaiUT4z9ra2tQf/ehHjo7ngQceUGtqatSBgQH+s9tvv11tbW1V4/G4qqqqumjRIvWaa65Jedy3v/1t9cgjj7R87sMPP1y99NJLU342depU9frrr0/7202bNqkA1DVr1jg6foLIlOF0TYoAUH//+9+n/fyiiy5SzzjjDEfHTBBDhWIbD0TMrs1rr71WnTp1asrPvv71r6sLFy60fD66RxOlwHC6JkXoHk0MFUiJRhBExjApeX19PYDEbtXu3buxbNky/jfBYBDHHHMMVq5cafk81dXV8Pl8KT+/88470dDQgDlz5uC2225DOBy2PJ433ngDxxxzDILBIP/ZSSedhJ07d2Lz5s0AgMHBQYRCoZTHlZWV4c0330QkEjF83nA4jNWrV6e8LwBYtmyZ5fsiiHwzXK5JJ6xYsQJNTU2YPHkyvvrVr2Lv3r0ZPydBlALFNh7I8MYbb6Tda0866SSsWrWK7tFEyTNcrkkn0D2aKCV89n9CEARhjqqqWL58OY466ijMmDEDALB7924AQHNzc8rfNjc3Y8uWLYbPs3//ftx66634+te/nvLzb3/725g7dy7q6urw5ptv4oYbbsCmTZvw8MMPmx7T7t27MW7cuLTXZr8bP348TjrpJDz88MM488wzMXfuXKxevRqPPPIIIpEI2tvbMXLkyLTnbW9vRywWM3xf7D0TRKEZTtekLKeccgo+//nPo62tDZs2bcL3v/99HHfccVi9enVKYY8ghhrFOB7IsHv3bsPji0ajdI8mSprhdE3KQvdootSgIhpBEBnxzW9+E++++y5ee+21tN8pipLyb1VV034GJPySTjvtNEyfPh033XRTyu+uuuoq/v9nzZqFuro6nHPOOXyX7dBDD+UTjCVLluDPf/6z6WuLP//+97+P3bt3Y+HChVBVFc3Nzbj44otx1113wev14tVXX8Upp5zCH//zn/8cS5cudfS+CKIQDKdr8gtf+ILUZ3Leeefx/z9jxgzMnz8fbW1teO6553DWWWdJPQdBlCLFOh7IYDVm0D2aKFWG0zVJ92hiqEJFNIIgXPOtb30LzzzzDF555RWMHj2a/7ylpQVAYtdK3Jnau3dv2i5Wd3c3Tj75ZFRWVuL3v/89/H6/5WuytJ5PP/0UDQ0NeP7557mMvKysjL++fteZycLZ65eVleGRRx7Bz3/+c+zZswcjR47EL37xC1RVVaGxsRFVVVUpiV3Nzc0IBoPwer2Gz61/XwRRCIbbNemWkSNHoq2tDZ988onr5yCIYqdYxwMZzMYMn8+HhoYG1NTU0D2aKDmG2zXpFrpHE8UOeaIRBOEYVVXxzW9+E08//TRefPFFjB8/PuX348ePR0tLC1544QX+s3A4jJdffhmLFy/mP+vq6sKyZcsQCATwzDPPpPkhGbFmzRoA4JOMtrY2TJo0CZMmTcKoUaMAAIsWLcIrr7yS4gHxt7/9Da2trWktZX6/H6NHj4bX68Vvf/tbfOYzn4HH40FZWRl/3kmTJqGqqgqBQADz5s1LeV8A8MILL6S8L4LIN8P1mnTL/v37sW3btozaTwiiWCn28UCGRYsWpd1r//a3v2H+/Pnw+/10jyZKiuF6TbqF7tFE0ZPfHAOCIIYC3/jGN9Samhp1xYoV6q5du/h/fX19/G/uuOMOtaamRn366afVdevWqeeff746cuRItaurS1VVVe3q6lKPOOIIdebMmeqnn36a8jzRaFRVVVVduXKleu+996pr1qxRN27cqD7++ONqa2ur+tnPftby+A4ePKg2Nzer559/vrpu3Tr16aefVqurq9W7776b/81HH32k/uY3v1E//vhj9V//+pd63nnnqfX19eqmTZssn/u3v/2t6vf71V/+8pfqBx98oF555ZVqRUWFunnzZv43+/fvV9esWaM+99xzKgD1t7/9rbpmzRp1165dTj9qgpBiOF+T3d3d6po1a9Q1a9aoAPjxbdmyhf/+6quvVleuXKlu2rRJfemll9RFixapo0aN4u+dIIYSxT4eqKqqvv/+++qaNWvU008/XT322GP5NczYuHGjWl5erl511VXqBx98oP7yl79U/X6/+rvf/c7yeekeTRQjw/mapHs0MRShIhpBEI4BYPjfr371K/438Xhcvemmm9SWlhY1GAyqRx99tLpu3Tr++5deesn0ediiefXq1eoRRxyh1tTUqKFQSJ0yZYp60003qb29vbbH+O6776pLlixRg8Gg2tLSot58881qPB7nv//ggw/UOXPmqGVlZWp1dbV6xhlnqB9++KHU+7///vvVtrY2NRAIqHPnzuUR5Yxf/epXhu/rpptuknp+gnDKcL4mzY77oosuUlVVVfv6+tRly5apI0aMUP1+vzp27Fj1oosuUrdu3Sr34RJEiVEK40FbW5vhc4usWLFCPeyww9RAIKCOGzdOffDBB6XeP92jiWJjOF+TdI8mhiKKqiYdAQmCIAiCIAiCIAiCIAiCMIQ80QiCIAiCIAiCIAiCIAjCBiqiEQRBEARBEARBEARBEIQNVEQjCIIgCIIgCIIgCIIgCBuoiEYQBEEQBEEQBEEQBEEQNlARjSAIgiAIgiAIgiAIgiBsoCIaQRAEQRAEQRAEQRAEQdhARTSCIAiCIAiCIAiCIAiCsIGKaARBEARBEARBEARBEARhAxXRCIIgCIIgCIIgCIIgCMIGKqIRBEEQBEEQBEEQBEEQhA1URCMIgiAIgiAIgiAIgiAIG6iIRhAEQRAEQRAEQRAEQRA2/H8AEPYcaorTyAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 9. Turbulence over time\n", + "\n", + "plt.figure(figsize=(15,5))\n", + "\n", + "plt.plot(\n", + " summary.datetime,\n", + " summary.std_w\n", + ")\n", + "\n", + "plt.ylabel(\"Vertical Wind Std Dev\")\n", + "plt.title(\"Turbulence Indicator\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b57e34bb-3e66-4c6b-a684-01abc35b7516", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Maximum Wind Speed')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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filemean_umean_tempstd_wmax_speeddatetime
244csat_20251013_16.nc0.43576317.1096071.06397537.4892222025-10-13 16:00:00
282csat_20251020_00.nc-0.56143221.7126500.92648037.2579682025-10-20 00:00:00
53csat_20250904_20.nc-0.22119826.6251970.55450837.0900292025-09-04 20:00:00
245csat_20251013_20.nc1.28315317.1158300.97941935.1858882025-10-13 20:00:00
239csat_20251012_20.nc-2.27006819.0112491.00667735.0631342025-10-12 20:00:00
150csat_20250928_00.nc-1.28094222.2436750.35657728.6499302025-09-28 00:00:00
285csat_20251020_12.nc5.08269815.8710800.96570218.8390122025-10-20 12:00:00
286csat_20251020_16.nc6.25557518.8274291.23703718.3311432025-10-20 16:00:00
238csat_20251012_16.nc-3.18117219.9265971.03827516.9723442025-10-12 16:00:00
280csat_20251019_16.nc-2.97278223.8681291.00694615.6309642025-10-19 16:00:00
\n", + "
" + ], + "text/plain": [ + " file mean_u mean_temp std_w max_speed \\\n", + "244 csat_20251013_16.nc 0.435763 17.109607 1.063975 37.489222 \n", + "282 csat_20251020_00.nc -0.561432 21.712650 0.926480 37.257968 \n", + "53 csat_20250904_20.nc -0.221198 26.625197 0.554508 37.090029 \n", + "245 csat_20251013_20.nc 1.283153 17.115830 0.979419 35.185888 \n", + "239 csat_20251012_20.nc -2.270068 19.011249 1.006677 35.063134 \n", + "150 csat_20250928_00.nc -1.280942 22.243675 0.356577 28.649930 \n", + "285 csat_20251020_12.nc 5.082698 15.871080 0.965702 18.839012 \n", + "286 csat_20251020_16.nc 6.255575 18.827429 1.237037 18.331143 \n", + "238 csat_20251012_16.nc -3.181172 19.926597 1.038275 16.972344 \n", + "280 csat_20251019_16.nc -2.972782 23.868129 1.006946 15.630964 \n", + "\n", + " datetime \n", + "244 2025-10-13 16:00:00 \n", + "282 2025-10-20 00:00:00 \n", + "53 2025-09-04 20:00:00 \n", + "245 2025-10-13 20:00:00 \n", + "239 2025-10-12 20:00:00 \n", + "150 2025-09-28 00:00:00 \n", + "285 2025-10-20 12:00:00 \n", + "286 2025-10-20 16:00:00 \n", + "238 2025-10-12 16:00:00 \n", + "280 2025-10-19 16:00:00 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 11. Which file had the strongest winds?\n", + "summary.sort_values(\"max_speed\", ascending=False).head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ae06199e-7d8c-4136-95a9-e071d02af2b1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "file csat_20251013_16.nc\n", + "mean_u 0.435763\n", + "mean_temp 17.109607\n", + "std_w 1.063975\n", + "max_speed 37.489222\n", + "datetime 2025-10-13 16:00:00\n", + "Name: 244, dtype: object" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 12. Load that file and visualize it\n", + "storm = summary.sort_values(\n", + " \"max_speed\",\n", + " ascending=False\n", + ").iloc[0]\n", + "\n", + "storm" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "48ec8d24-8ea0-489a-8423-1ef8a779eb0c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'csat_20251013_16.nc')" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds = xr.open_dataset(\n", + " broadway / storm.file,\n", + " decode_times=False\n", + ")\n", + "\n", + "plt.figure(figsize=(15,4))\n", + "\n", + "plt.plot(ds.u_15_9m)\n", + "\n", + "plt.title(storm.file)" + ] + }, + { + "cell_type": "markdown", + "id": "d7f6d2f9-bf3c-4c58-bc1f-d6219a5d0dea", + "metadata": {}, + "source": [ + "Why I like this notebook\n", + "\n", + "This notebook exercises almost every aspect of your mounted dataset infrastructure:\n", + "\n", + "✅ Discovers mounted files using DATA_DIR\n", + "✅ Reads 306 NetCDF files\n", + "✅ Extracts metadata from filenames\n", + "✅ Computes statistics without exhausting memory\n", + "✅ Produces multiple plots summarizing the dataset\n", + "✅ Demonstrates a realistic workflow users might perform after mounting a dataset\n", + "\n", + "It's also resilient: if the dataset grows from 306 files to several thousand, the notebook will continue to work because it processes one file at a time rather than trying to concatenate the entire collection into memory." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}