diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/01_CSEM_Eastmed.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/01_CSEM_Eastmed.ipynb" new file mode 100644--- /dev/null +++ "b/Datasets-Construction/OpenSWI-deep/1s-100s-Aug/01_CSEM_Eastmed.ipynb" @@ -0,0 +1,964 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Eastern Mediterranean part of the Collaborative Seismic Earth Model\n", + "Details of the dataset:\n", + "\n", + "- Name: \tCSEM_Eastmed\n", + "- Title: \tEastern Mediterranean part of the Collaborative Seismic Earth Model(version 2019.12.01)\n", + "- Type:\t3-D Tomography Earth Model\n", + "- Sub Type: \tSH velocity, SV velocity\n", + "- Year\t2019\n", + "\n", + "Author(s):\t\n", + "- Andreas Fichtner\n", + " - ETH Zurich\n", + " - Zurich, Switzerland\n", + "\n", + "- Yesim Cubuk-Sabuncu\n", + " - Icelandic Meteorological Service\n", + " - Reykjavik, Iceland\n", + "\n", + "- Nienke Blom\n", + " - University of Cambridge\n", + " - Cambridge, UK\n", + "\n", + "- Alexey Gokhberg\n", + " - ETH Zurich\n", + " - Department of Earth Sciences\n", + " - Zurich, Switzerland\n", + "\n", + "Reference(s):\t\n", + "- Blom, N. and Gokhberg, A. and Fichtner, A., 202. Seismic waveform tomography of the central and eastern Mediterranean upper mantle. Andreas.Solid Earth; Gottingen Vol. 11, Iss. 2, (2020): 669-690. doi:10.5194/se-11-669-2020\n", + "\n", + "- Cubuk-Sabuncu, Y., Taymaz, T., Fichtner, A., 2017. 3-D crustal velocity structure of western Turkey: constraints from full-waveform tomography, Physics of the Earth and Planetary Interiors 270, 90-112.\n", + "\n", + "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", + "\n", + "- Fichtner, A., Bunge, H.-P., Igel, H., 2006. The adjoint method in seismology - I. Theory. Physics of the Earth and Planetary Interiors 157, 86-104.\n", + "\n", + "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", + "\n", + "- Fichtner, A., van Herwaarden, D.-P., Afanasiev, M., Simute, S., Krischer, L., Cubuk-Sabuncu, Y., Taymaz, T., Colli, L., Saygin, E., Villasenor, A., Trampert, J., Cupillard, P., Bunge, H.-P., Igel, H., 2018. The Collaborative Seismic Earth Model: Generation I. Geophysical Research Letters 45, doi:10.1029/2018GL077338.\n", + "\n", + "\n", + "DOI:\tdoi:10.17611/DP/18027082\n", + "\n", + "Depth Coverage:\t0.0 - 400.0 km\n", + "\n", + "Areal Coverage:\tLatitude: 30.0 to 45.2 Longitude: 12.0 to 45.0\n", + "\n", + "Model Description\t\n", + "- CSEM_Eastmed (V. 2019.12.01) is the Eastern Mediterranean part of the Collaborative Seismic Earth Model (CSEM, Fichtner et al., 2018). It has been constructed using multi-scale full seismic waveform inversion, combining spectral-element waveform modelling and adjoint techniques, as described in Fichtner et al. (2006, 2009). This submodel has been extracted from the variable-parameterisation CSEM onto a regular grid, readable by EMC tools. While having regional contributions from various sub-inversions, the structure in this model is dominated by the full-waveforms inversion described in Fichtner et al. (2013), Cubuk-Sabuncu et al. (2017), and Blom et al. (2020).\n", + "\n", + "Data Set Description\n", + "- Since the datasets included in the CSEM are too heterogeneous for a brief description, please see Fichtner et al. (2018) for details.\n", + "\n", + "Web Page\n", + "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027082)\n", + "\n", + "EMC Page\n", + "- [ds.iris.edu/ds/products/emc-csem_eastmed/](https://ds.iris.edu/spud/earthmodel/18027082)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step0: Downloading & Loading the Source Datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KeysView(\n", + "Dimensions: (latitude: 77, longitude: 166, depth: 81)\n", + "Coordinates:\n", + " * latitude (latitude) float32 30.0 30.2 30.4 30.6 ... 44.6 44.8 45.0 45.2\n", + " * longitude (longitude) float32 12.0 12.2 12.4 12.6 ... 44.4 44.6 44.8 45.0\n", + " * depth (depth) float32 0.0 5.0 10.0 15.0 ... 385.0 390.0 395.0 400.0\n", + "Data variables:\n", + " vsv (depth, latitude, longitude) float32 ...\n", + " vsh (depth, latitude, longitude) float32 ...\n", + "Attributes: (12/31)\n", + " title: Collaborative Seismic Earth Model (CSEM) -...\n", + " id: csem_eastmed\n", + " summary: CSEM extraction of the Eastern Mediterrane...\n", + " keywords: Collaborative Seismic Earth Model, multi-s...\n", + " Conventions: CF-1.0\n", + " Metadata_Conventions: Unidata Dataset Discovery v1.0\n", + " ... ...\n", + " author_email: andreas.fichtner@erdw.ethz.ch\n", + " author_institution: ETH Zurich, Zurich, Switzerland\n", + " author_url: https://cos.ethz.ch/research/CSEM.html\n", + " repository_name: EMC\n", + " repository_institution: IRIS DMC\n", + " repository_pid: doi:10.17611/dp/emccsemeastmed20191201)\n" + ] + } + ], + "source": [ + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "data_path = \"/home/bingxing2/ailab/scxlab0055/project/04_Inversion/Datasets/SurfaceWave/Global/csem-eastmed-2019.12.01.nc\"\n", + "\n", + "# load the .nc file\n", + "data = xr.open_dataset(data_path)\n", + "\n", + "# print the keys of the dataset\n", + "print(data.keys())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 1: Velocity Profile Extracting\n", + "1. Extracting\n", + "2. De-duplicating" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(77,) (166,) (81,) (81, 77, 166) (81, 77, 166)\n" + ] + } + ], + "source": [ + "latitude = np.array(data['latitude'].values)\n", + "longitude = np.array(data['longitude'].values)\n", + "\n", + "depth = np.array(data['depth'].values)\n", + "vsv = np.array(data['vsv'].values)\n", + "vsh = np.array(data['vsh'].values)\n", + "\n", + "LON,LAT = np.meshgrid(longitude,latitude)\n", + "\n", + "# print the shape of the dataset\n", + "print(latitude.shape,longitude.shape,depth.shape,vsv.shape,vsh.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# average the vsv and vsh\n", + "vs = np.sqrt(vsv*vsh)\n", + "\n", + "# plot the vs\n", + "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", + "axs[0].pcolormesh(LON,LAT,vsv[4,:,:],cmap='seismic')\n", + "axs[0].set_title('vs')\n", + "axs[0].set_xlabel('longitude')\n", + "axs[0].set_ylabel('latitude')\n", + "axs[1].pcolormesh(LON,LAT,vsh[4,:,:],cmap='seismic')\n", + "axs[1].set_title('vsh')\n", + "axs[1].set_xlabel('longitude')\n", + "axs[1].set_ylabel('latitude')\n", + "axs[2].pcolormesh(LON,LAT,vs[4,:,:],cmap='seismic')\n", + "axs[2].set_title('vs')\n", + "axs[2].set_xlabel('longitude')\n", + "axs[2].set_ylabel('latitude')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# single station comparsion\n", + "fig,axs = plt.subplots(1,3,figsize=(12,4))\n", + "axs[0].step(vsv[:,0,0],depth)\n", + "axs[0].set_title('vsv')\n", + "axs[0].set_xlabel('vsv')\n", + "axs[0].invert_yaxis()\n", + "axs[1].step(vsh[:,0,0],depth)\n", + "axs[1].set_title('vsh')\n", + "axs[1].set_xlabel('vsh')\n", + "axs[1].invert_yaxis()\n", + "axs[2].step(vs[:,0,0],depth)\n", + "axs[2].set_title('vs')\n", + "axs[2].set_xlabel('vs')\n", + "axs[2].invert_yaxis()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 2: Quality Control & Interpolation" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('/home/bingxing2/ailab/scxlab0055/project/04_Inversion/SurfWaveInv/OpenSWI/Datasets/OpenSWI/')\n", + "from SWIDP.process_1d_deep import *\n", + "from SWIDP.dispersion import *" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(81, 77, 166)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12782, 81)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vs = vs.reshape(vs.shape[0],-1).T\n", + "vs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# -------------------------------------------------------\n", + "# interpolation\n", + "# -------------------------------------------------------\n", + "from scipy.interpolate import interp1d\n", + "max_depth = 300+0.1\n", + "depth_interp = np.concatenate([\n", + " np.arange(0, max_depth, 1)\n", + "])\n", + "vs_models = vs_interp = np.zeros((vs.shape[0],depth_interp.shape[0]))\n", + "for i in range(vs.shape[0]):\n", + " vs_temp = vs[i,:]\n", + " depth_interp_temp = depth_interp[:np.argmin(np.abs(depth_interp-depth.max()))]\n", + " f = interp1d(depth.reshape(-1),vs_temp,kind='nearest')\n", + " vs_temp = f(depth_interp_temp)\n", + " vs_interp[i,:len(vs_temp)] = vs_temp\n", + "vs_interp[:,len(vs_temp):] = vs_interp[:,len(vs_temp)-1].reshape(-1,1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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KM2GmcXH06FG8+eab+Oyzz6zGnKnGjRsjJiYG48aNQ+/evfHXX39h0aJFGDduHBITE+V+05GY2leDJUuW4NChQ2jVqhV69eqFhQsX1lj22NTHH3+Mbt26wc/PD02bNkVISAi+++47XLx4sU7tOn78OJo1ayYfLI2uueYaq/s3adIEb731FtLT0xEYGIi33nqrTu9vK+OUvrVc/cuXL5tN+fv7+1e5n+lrGQUEBGDo0KG49dZbsXjxYjz22GO49dZbceDAgVq/pqdgXFoy/ls2bNgQY8eOlberVCrccccdOHXqFE6cOFHl8xs1aoTp06cjPz9fTiuoKX5N91m/fj12796N1157rdafwVMw/qybPn06Nm3ahM8//xx33nknJkyYgG3btqFZs2Z49NFHLfYPCwvD0KFDMXbsWKxYsQI333wzhg0bhuzsbHkfW/sw439vueUWs8/fu3dvtG3bFrt3767TZ3MXxpp7FBUV4ZtvvsHw4cPNrm8C7DuuT5kyBU899RTWrVuHLl26ICoqCn///bec6lr57+cpGJd1Ex4ejm+//RYlJSWIj49H27Zt8cQTT8hphqbtf/TRRxEXF4cxY8ZU+5oXL15E//790adPHyxatAi33norHnvsMXz55ZdITk7G6tWrnfJZOJCqwfjx45GRkYFly5ahefPmeOWVV9ClSxf88MMPNT73008/RUJCAtq1a4dVq1Zhy5YtSExMxJAhQ2AwGFzQenM//vgjAODChQs4deqUS97TeJGf8dcnU2fOnDH7JadZs2ZV7gegxl99jBdjf/755w57TaViXFpq0qSJfFAy/tpnFBoaKr9HdVq1agWgomCE8TV9fX1tiqEnnngC48aNQ6NGjZCZmYnMzEz5At+TJ08iKyur1p9NaRh/lkpLS7Fq1SqMHDnS7Hqmhg0b4qabbsJvv/2G0tLSal9j7Nix8gmska19mPG/lS+0Biriv6bYVyrGmnt8/fXXKC4uxoQJEywes+e4DgAvvvgicnJykJSUhPT0dOzbt0/++3fs2NEJrXc+xmXdDRgwABkZGUhNTUVycjJOnz4tz9ob4+Knn37Cli1b8Oijj8rH1czMTJSVleHSpUvIzMyUM5u+/PJL5OTkYNSoUWbvM3DgQAQEBFhkoTgKB1I2aNasGR5++GF8/fXX+Oeff9C0aVOzqiGSJFl93oYNGxAZGYmNGzdi4sSJGD58OIYOHVpthTBbRURE4MyZMxapbEeOHLG6/5YtW7By5UrMmTMHISEhmDRpktUFcR0tJiYGAPDbb7+Zbc/KysKpU6fkx437pqSkWHQke/fuhVqtrrHDLSkpgcFgMPtFJyYmBkePHjVLITS+pmn7PBHj0pxKpUJMTAzy8vIsTliNg5iQkJBqX8P4i6JxP5VKhaioKIv4BSpiKDIyUq5QdPLkSaxbtw5t27aVb2+++SYAIDY2FiNGjKjV51Iqxp+5c+fOoaysDOXl5RaPXblyBQaDwepjpozpLJX7MFv6xR49egCAxaKpQEX81xT7SsZYc721a9dCq9VanJQCQNeuXdGgQQOLfrG0tBRpaWlWj6uNGzdGv379EBUVBaBi4eqWLVuiU6dOTmm/KzAu687HxwcxMTHo27cvtFottm3bBgAYOnQoAMhZJKNHjzY7tp4+fRo//fQT2rZtiw8//BAAkJOTAwAW/awQAuXl5U77XBxIVaO8vNximjU0NBTNmzc3m9LWaDRWp2ONv4qb5pbu3bsXe/bsqXPbRowYgbKyMrNVoMvLy+VpUVP5+fm4//770atXL7z00ktYuXIlUlJS8NJLL5ntZ0+JS1t16dIFnTp1wvvvv28W3CtWrIAkSWYpWGPHjkVOTg42btwobzt79iy++OIL3HLLLXJubH5+Pq5cuWLxXitXrgRgXiFw7Nix8nUKRiUlJVi9ejWuv/56eQbCkzAuq3bHHXegvLwcH3/8sbzt8uXLWLt2LTp37iz/UpqXl2fx3MLCQrzxxhsIDg6WT0qBihjat2+f2UnDkSNH8NNPP2HcuHHytq+++sriZrxO65NPPsHrr79eY/s9AePPutDQUAQFBeGrr74yG8gXFRVh06ZN6NSpk5zydPbsWavXHFTVh9nSL15zzTWIjo7GN998Y9bWrVu34uTJkxg2bFi17Vcixpp75OXlYdu2bbj99tvlKmqmAgMDMXToUHz66admVUvXrFmDoqIis37RmvXr12Pfvn2YOXNmrcuyuxPj0jny8vKwePFidOvWTR5IDRkyxOqxNSQkBD179sRXX32FW265BcC/s1imWUkA8O2330Kv16N79+7OabjTylh4gQsXLgiNRiMmTZokli5dKt5//30xfvx4AUC89tpr8n5LliwRAMSsWbPEunXrxLfffiuEEOLDDz8UAMSoUaPEe++9J5588kkRFBQkunTpYvcibZUrs5SXl4u+ffsKlUolHn74YfH222+LIUOGiG7dullUZrnnnnuEn5+f2eK3999/v2jYsKFIS0uTt9lTmSU/P188//zz4vnnn5eroj322GPi+eefF8uWLTPbd9OmTUKSJDFkyBDx/vvvi0ceeUSoVCrxwAMPmO1XVlYmevfuLbRarXj22WfFO++8I7p06SJ0Op1ZZbSvvvpKtGrVSl4N+4033hBjxowRkiSJnj17WlTDGTdunGjQoIF44oknxHvvvSfi4uJEgwYNxI4dO2r8nErEuKxacXGx6NKli2jYsKF4/PHHxVtvvSWuu+464ePjI77//nt5vwULFojo6Ggxf/588f7774tnn31WRERECEmSxKeffmr2mgUFBaJdu3YiNDRULFmyRLz++uuiVatWonnz5iI3N7fa9nhj1T7GX9VeeOEFAUB0795dvP766+LVV18V1157rQBgFlevv/66uOaaa8TcuXPFe++9J1599VUxbNgwAUDccsstZq9pa78oRMXCkz4+PuKaa64RS5cuFQsWLBA6nU507NhRFBYW2vhXVQ7GWtXsOQbv2LFD3jc0NFS0adNGvm/tOLhs2TKrlXJN7d+/X/j6+oru3buLFStWiKefflr4+fmJ+Ph4i/e+4YYbxOLFi8XKlSvF/fffL3x8fMSNN94orly5UuPnVCLGZdXsicsBAwaIuXPnig8++EA8//zzolWrVqJx48YWlUutsVa1r6SkRHTp0kVIkiQSEhLEu+++Kx5//HHh5+cnmjVr5rTjMAdS1SgpKRFPPPGEiI6OFjqdTmg0GhEdHW1RCrSoqEjcddddIigoSACQg9pgMIiXXnpJREREyB3O5s2bLQLfFtaec+7cOTFx4kQREBAgAgMDxcSJE0VqaqrZl+Wbb76x+HILUXFyGBERIaKjo0VpaakQwr4vi3GVbGs3a5/tq6++EjExMcLX11e0bNlSzJ8/X35fU+fPnxeTJ08WTZs2FWq1WgwcOFDs27fPbJ+//vpL3HPPPSIyMlL4+/sLPz8/0aVLF7FgwQJRVFRk8ZqXLl0Sjz/+uAgPDxe+vr7iuuuuq/YAoXSMy+rl5OSISZMmiSZNmghfX19x/fXXW/x7b926VQwbNkyEh4eLhg0biqCgIBEfHy+2b99u9TVPnjwpxo4dKwICAoRWqxU333yzOHbsWI1t8caBFOOvemvXrhW9evUSQUFBwt/fX1x//fUWJZ737dsnxo0bJ1q3bi18fX2FRqMRsbGxYunSpVZPLm3pF40SExNF7969hZ+fn2jSpImYOHGiU0v/OhNjrWr2HION/ZC1m7X36t27twgNDTUrWW5NUlKSiIuLE35+fiIkJERMmzZNFBQUmO3z119/ifj4eBEcHCx8fX1Fp06dxKJFiyx+8PQkjMuq2ROXs2bNEpGRkcLX11eEhISIu+66S/z99982fe6qyp+fP39ezJo1S3Ts2FH4+vqK4OBgceedd4qMjAybXrc2JCEUVGuTiIiIiIjIA3hecioREREREZGbcUFeNzt//ny1JXF9fHw8utoSeSbGJbkT449chbFGSsS49BxM7XOzQYMGYceOHVU+HhERgczMTNc1iAiMS3Ivxh+5CmONlIhx6Tk4kHKz/fv3V7tQor+/P/r27evCFhExLsm9GH/kKow1UiLGpefgQIqIiIiIiMhOLDZBRERERERkJxabAGAwGJCVlQWdTgdJktzdHFIAIQQKCwvRvHlzp6+8zvijyhh/5G6MQXInxh+5m60xyIEUgKysLLRq1crdzSAFOnnyJFq2bOnU92D8UVUYf+RujEFyJ8YfuVtNMciBFACdTgeg4o8VEBDg5taQEhQUFKBVq1ZybDgT448qY/yRuzEGyZ0Yf+Rutsag1wyk3nnnHbzyyivIzs5GdHQ0li1bhl69etn0XONUbkBAAL9EZMYV0/yMP6oK44/cjTFI7sT4I3erKQa9otjE+vXrMXv2bCxYsAApKSmIjo7G8OHDkZub6+6mERERERGRF/KKgdTSpUvxwAMP4N5770Xnzp3x7rvvQq1W48MPP3TI6wuDAfrcXOhzcyEMBoe8JpEtGHvkDow7UhrGJLkaY45s4fGpfaWlpdi/fz/mzZsnb1OpVBg6dCj27Nlj9TklJSUoKSmR7xcUFFT7HsVnz0ITFgYA0OfkQBMa6oCWU31lT/zpc3Ohbdas4v8Ze+QAtsSfaZ9XdOYMtOHhLmsfeT97j8EAj8PkOLbGH/tBsoXHz0idPXsW5eXlCLsa7EZhYWHIzs62+pxFixYhMDBQvtVYrYVrFpMD2Rp/wmDAqchIF7eOvJ29/d+5Nm0gCgvZD5LD2BWDQgB6fcWNyAHsPgcEcCoykrNSZJXHD6RqY968ebh48aJ8O3nyZNU7CwG/+HjXNY68nq3xV3z2LDpdugQA+NPfH+rgYFc2k7yULfGnDg7Gn/7+AICIkhJIAQEQ/ftzMEUOYfMxWAiIfv0ArRYa/qhEDmJr/KmbNpX/v9OlSyg+e9ZVTSQP4vGpfcHBwfDx8UFOTo7Z9pycHIRXMQ3r6+sLX1/fGl9bGAwoPn4cmvR0AEAqgI5qdZ3bTPWbPfFn1DIjA5KTFyWk+sGW+JNUKrTMzkZqYCC6G7ft2gV9Ziag0VT7XHVwMGOVqmVrH2goLIRq926zbckAuvM4THVg8zFYr4exXhvP/6gqHj+QatSoEXr06IHt27fjtttuA1CxSvX27dsxffr0Wr+uMBhwMCgI3QoL5W3ToqKwq4aTCCJHMKb1dbp6nyem5GoanQ4z4uJwdPduGOuf2jIrcFSjQYczZxwfs2o14IJSyKQMwmDA0fBwuQ9sC0APILp3b2wF/k31Y1yQE1SOv8e7dME2oCLuGHNkwuMHUgAwe/ZsTJo0CT179kSvXr3wxhtvQK/X49577631axafPWs2iErTaJCcmuqSNQ2ITNP6APMUAyJXkCQJScnJ0BcVIbVZM3S38RqVjno94IS1WETfvpCSkngCU09U7gP/Mf7PL78AJgtkMi7IGSrH3/bff5fjjjFHprxiIHXHHXcgLy8PzzzzDLKzsxETE4MtW7ZYFKCwi1qNVEBOa2l/4AAunTtX9e5MZyFHqhR/xSdO1JhSZfNLM1bJRpIkQavTIaagAPoarg8o1utxKjJSjlmHt8XG1EJn4HfGDdRqJAPoV8Nujo4L/lsTgGrjr64xxxjzLl4xkAKA6dOn1ymVrzK1RoNpUVHYffAgAEDbvn21+9cpnYXTxFRJ5fhz5IXWDku9YtzWG5JKVWO5abUQuD0uDqmVrmmpKw1gV2qhM1j9zjD+nUqt0eDJauLJWXHhtNTUyhg/imYt/hwVc4wx7+I1AylHkyQJyampFRdb25DSUpd0Fk4TU2X2xp89HJV6xbglU8ZUwOLiYoe+rjAY7EotdAZr3xnGv3PVFE/OigtnpaZWxvhRNmvx56iYY4x5Fw6kqqHy8akxpcUR6SzOSFnh1LHnsyX+7OHo1Ct3ploZMc6VRZIkaJwQD478Htijuu+MI+OfcWxdTfGk5P6xJq7oPxlXdWMt/uoSc94YY0b1OdY4kKpBTSktdUlncWbKitOnjjll7BK2pFTZylGpV0pItTKqdZwzfj2KI78H9rD2nXFG/B/VaNDh4kVIPj4Oeb36Qon9Y01c2X869DyAfSaAusWcN8aYkcPPOT0o3jiQqqO6pLM4M2XF2VPHnDL2PI5KvVJCqpVRbeOc8Uu2cGZ6j6mOej3KY2Phk5bGmHQTZ6WmVubK/tOR5wHsM+vOG2PMyNHnnJ4UbxxIOUBd0lkcnbLiqqljZ04Z1+cpYmdzVOqVu1KtjOoa56y6RLZydHqPKX1hIUrbt0dLAD7p6RULgGq1dX5dqh1npaZW5uz+0xnnAVyQ2zG8JcaMnHXOWV28KS3GOJByM0enrDh76tgVU8ZMR1A+d6VaGdU2zp1adYmxVm84Iv5FeTlOR0aio8m24uJiaDiQ8nrO7j8deR5gb59p1jeyT3QbVx2jHX3OaUu8pet0iMrPV8xgigMpL+PsqWNXTBkzHYFqUts4d2bVJcYa2UwIGGJjK+LoqnSdDlHBwW5sFHkLR54H2NtnmvaN7BO9n6PPOW2Jt26FhdCfPevWH3NNcSDlhZw9deysKWNnpSMwXcY71TbOnVV1qXIqgtLSD8j1hMGAYmuxptdDk54OADgKoHFGBqIiIhgv5DCOPA+o7YLcPP7WD44+57QWb8JgwIWjR9Fq4ECHvY+jcCBFdnPWlLHaYMBdvXvjwC+/mL8fgCTALAXGHkyXIVOOrrpUVSqC0tIPyAWEAK7+MisMBhxr1sxs1smahKgo7GrTBhJ/tSeFsmlB7qvH7/RffkEKgBZXt/P4S/aS4+1qf2prX+ouHEiRMggB9O+PxEqDqLpiugw5kj1V3JSWfkBOJgREv36Qrg6yJdT840+qRoPk1FQOosizVXH8/tPfH9fw+Eu1YdKfVu5LlXZex4EUuZzVdBe9HpoaLlZMBdAyIwNqO6aQo5heRQ5WUxW34txchERFuaNp5GJmfVkVfVh1/VYM+yfycMJgQPHx4xaxnwqgQ3Y245tsVlN/auxLlZYGzYEUuYYdU7ShAKw92j0uDklMgSEFMqYiCIMBJ9u0QYi7G0ROJ8rLcSww0GpfZtqHsd8ib2XtO2CM/e5xcUjS6dzWNvIQNpwbmsWUAvtSDqTI+aqZoq0sVaNBRhWlz9VqteK+QESmis+eRadLlwAwrcWrWam6Z1S5D2O/RV7JynfANPYZ91QjG84NPSGmOJAipxN6vXzdgFFV6S5MdSFPJgwG+f9bZmQwlr2U0OvhU6nqnrEvYx9G9YG170CMwlKuSNkMhYVQ1XBu6An9KQdS5FxCoDgvD8bhktKnaIlqS5SX41ybNjDWp1J650+1V1xcLPdprLpH9RG/A1RrQkAUFeFkaCgirm7y5HPDOg2kSkpK4Ovr66i2kLe5Om1resHgoYwMaEJDFTtFS1QrV9NcIkpKADCtrz7ZmpjIvozqNX4HyGYm6XzGQdRhX19k5OUpOn2vOnb9ZPrDDz9g0qRJiIyMRMOGDaFWqxEQEICBAwfixRdfRFZWlrPaSR5EGAzQ5+ZCn5lpltKXDEATEgKNRuNxXxSiqgiDAfrMTLM0l5asVuXVTFM42ZdRfcTvANnLeKw0PS9MBdA6Nxdanc5jzw1tOtJ/9dVX6NixI+677z40aNAAc+fOxcaNG/Hjjz9i5cqVGDhwILZt24bIyEhMmTIFeXl5zm43KZQoL8exgABowsLMFicNBfBkXJxdpcuJlE6Od5NYT4iKgobVqryWMBhwyuTfm6i+4XeA7CUMBhwMCrI4L5wRF+fxx0ubUvuWLFmC119/HTfddBNUVn5lHT9+PADg9OnTWLZsGT799FPMmjXLsS0l5auikpWx6opGq/XIXxuIrKqiahUXWPVuppUZAUDdtKkbW0PkeqxOSvYqPnsW3QoL5fvedF5o00Bqz549Nr1YixYt8PLLL9epQeS5qqpk5QlVV4jsZSgsZNWq+kitRiqA7lfvFp84ATX/3ameYnVSsoVpKmjeoUOIufZar4kb7/gUpAjFxcXy/ydERSG4TRtoQkO95stCZCTKy3EyNFS+b4x3xrr3U2s0mBYVJd/XREbiWEAARGFhxeKSRN7OJM7Z51FNjBVtjdQhIV4VN3ZX7RNCYMOGDfj555+Rm5sLg8koEwA2btzosMaR52IVH/JalSr0Hfb1ZTpfPSJJEpJTU5EaGIjuV9M6O+r1QEAARN++kJKSAMYCeSsh4Bcf7+5WkKeoBxVt7R4Szpw5ExMnTsQ///wDrVaLwMBAsxsRwCo+5L0qp7C2zs2FysfHvY0il1L5+CCmoAB5GRlINdku7doFg8l1AETexjSlORUA1Gq3toeUrXIKvDdWtLV7RmrNmjXYuHEjRowY4Yz2EBEpmsVClB5ecYhqR1KpENymDW6Pi8PR3buRe3X7ydBQtM7Lg6TVcmaKvIowGHA0PBydrt6fFhWFXazES1WoHC/eery0e1gYGBiISJa9JCJiCms9J0kSkpKTkVFQgMNXF6ePKCmBFBAA0b8/r5kir2JarY8pzVST+hIvdg+kFi5ciGeffRaXTMq/ElVWnJdnVqWFyCvxRLnekyQJWp0OrXNzLdL89JmZ7AfJK7XOzGRKM9nMm+PF7oHU+PHjceHCBYSGhiIqKgqxsbFmNyIACOna9d9KVno9TzjJK51r0waivNzdzSAF0Oh0mBEXh1DTbcaKfowR8jLeOLNAzuNt10WZsvsaqUmTJmH//v24++67ERYWxi8TydTBwUjX6eRF14yVrACwmhV5DXVwMP7090enS5cQUVKC8thY+KSlMbbrOWOan76oCKnNmplV9GOMkLfxi48HGNNE9g+kvvvuO/z444/o16+fM9pDHkxSqRCVn4+848dxKjJSXrAS+DfNhQtXkqeTVCq0zM7G0cBAdATgk54OQ2EhVFd/NKD6y5jmF1NQgLzjx3EhMlKOEfZ/5PFMFqP2SU+H0OsriqoQ1WN29+itWrVCAE8YqArGSlYz4uKgAZjmQl5Jo9MhwWRR1pOhoYxrkhn7wQQu3EteRK3RYLpJTBcXF7uxNUTKYPdA6rXXXsOcOXOQmZnphOaQNzCmuOQWFSGjoACpJuVRO+r1MMTG8kSCPJpxUVbTSm2MazIlL9xbqf9jRT/yVBKAnUzlIzJj90Dq7rvvxs8//4x27dpBp9OhSZMmZjcioOIkQqPR/JvmkpGBo1cfM6a56HNzWdGKPJbKxwetc3PN4pqLsZKp6hbuZUU/8jSmi5GnAVyMl6pVX/o3u6+Rev3111lgguxiTHO5NSoKuw8eBFCR5gIARzUadDhzhotXkkcypvgZ4/poeDiuKSridTAkq2rhXk1kJPs/8iimi5EDgL+/v9vaQsomDAacioyUF+P1ZnYPpBISEqp8jGtLUVXkNJfAQLmaFfBvZT9W9SNPJKf4aTToXFKCTpcuQX/2LDShoTU/meqN6ir6sf8jT2FasTQGgP7cOfZ1ZJXpYrx/+vvjmuBgN7fIeez+2fSRRx6xul2v12PEiBF1bhB5L2Oaiz4nx2qqi8jN5XUD5HFUPj5ozWtGqQZmFf2s9X9FRW5rG5EtJJUKLf/+293NIE9gci7XMiPDq7M07P5k3333HRYsWGC2Ta/X48Ybb0RZWZnDGkbeSVKpoAkNlSv7mf6WJYWHQ8TGAvUkr5a8B9OdyVamlU1N+z/RvTv7PlI2IeB/443ubgUpncEA/7595bvePIgCajGQ2rp1Kz744AO88cYbAIDCwkIMGzYMkiRhy5Ytjm4feSljqsuh7Gwkm25PS4Po0YMzU+Q5hKhYnJLIRqb9n3FmSvX33+z7SNFMi02kAiw2QZaEgOjRA6qrM5f1IU7sHki1a9cOW7ZswfPPP4+33noL8fHxaNSoEX744QdoNJqaX4DoKkmSEBIaiifj4qAF5OpnUloa01zIY/DkgmrD2P9Njo427/tMriElUpJik9icFhUFNc/5qBJRVAQpLQ1AxTnd5Ohor4+TWs23devWDZs3b8ZTTz0FtVrNQRTVmvGX2ezCQoxv107ezjQX8hQ8uaDakiQJv6WkmPV9XOSUFKlSutbWxESmNJM5IWDo10++O75dO/yWkuL1cWJT1b7u3btb/UP4+voiKysLfU2+XCkpKY5rHdULkiRBq9VWVPULCEB3/JvmIqWksJIVKVeltD6eXJC9VCoVknftAsLD3d0UIuuspGt15A9GVEnl7Izk1FSovPz6KMDGgdRtt93m5GYQARqtFpOjo/H5gQPoiH9T/CSdzt1NI7JKFBWZHTh4ckG1waE3KZm1dK397OuokmK9Xl5nbFpUFHZptW5tj6vYNJCqXKWPyBmMaS6xHTsi7eovX4Z+/eCTlsZZKVIWIQC9HqJ7d/kkeFpUFHbx5ILscTWOTFOmiBTFYDDr58a3a4eUepCuRXaqx9kZNs25CVYRIhdRqVQVKX5X7/ukp/Pia1IWISD69QN0OrNUl627dtWbAwc5QBVxxGIlpBhWUvrqS7oW2adyWp9Uj35UtOnb0KVLF3z++ecoLS2tdr9jx45h6tSpePnllx3SOKqfNFotpkVFyfeLOZAiBRFFRZB275bvp6Ii1UVTT9IYyDGqiiMWKyGlEHq9RUof+zmyxrRITn0rumRTat+yZcswd+5cPPzwwxg2bBh69uyJ5s2bw8/PDxcuXMDhw4eRnJyM33//HdOnT8fUqVOd3W7yYpIkYWtionzxtX/fvsDRowB/BSN3q5TmEgqgRXQ09jPVhezBOCIPUFxcLF/zwpQ+stXWrVvrVZzYNJC64YYb8NtvvyE5ORnr16/H2rVrcfz4cVy6dAnBwcHo3r077rnnHkyYMAGNGzd2dpupHpA0GqQCrOBHymElzeVQdjZCQkPr1UGD6ohxRB4oedcupvSRTfyHDwfq0bXtNg2kjPr164d+JjXiiZxFrdFYVvDT6yExrYDcxFqay36e/JKdGEfkiRifVC21Wv7x2yc9HSI3F1JoaL0YTPHnBVIkqwtV8lopciPTHPD6stAgOZgQKM7Lk+8yjojIG6g1GrNr26XwcIjYWKCoqKI6qRfjQIoUS16o8iq/+Hiv/0KSZ2CaC9ntapU+TWSkvIlxRETeQJIkbN21C8mm29LSAJ0Oon9/rz53c2sPvmjRIlx33XXQ6XQIDQ3FbbfdhiNHjpjtc/nyZUybNg1NmzaFVqvFmDFjkJOTY7bPiRMnMHLkSKjVaoSGhuKJJ55AWVmZKz8KOYnxWimApdBJOTiDQPYSer1Zlb5k1K8SwUTk3TRaLZ6Mi4MWkM/bAEDatQsiN9drB1NuHUjt2LED06ZNwy+//ILExERcuXIF8fHx0JucLM+aNQubNm3CF198gR07diArKwujR4+WHy8vL8fIkSNRWlqK3bt34+OPP8ZHH32EZ555xh0fiRys8nRxcV4eoNfbfvPSLy65GWON7GSaGnoKwLPXXw8114wiT8E+j2ogSRKSkpORXViI+6KjEWr6mGmqn7fFjlCQ3NxcAUDs2LFDCCFEfn6+aNiwofjiiy/kff744w8BQOzZs0cIIcT3338vVCqVyM7OlvdZsWKFCAgIECUlJTa978WLFwUAcfHiRQd+GnKUwuxsISq+dnbfDH37CmEw2P2erowJxp9nKMrJcUqsWcP48z5FhYUixYkx42iMQXJln1cZ48+zGQwGkZOdLZLcEDuOYmtc1GpGymAw4OjRo0hOTsbOnTvNbnVx8eJFAECTJk0AAPv378eVK1cwdOhQeZ9OnTqhdevW2LNnDwBgz549iIqKQlhYmLzP8OHDUVBQgN9//93q+5SUlKCgoMDsRsolaTRmebd2PXfXLsWlAzL+PJRaXW0cKjHWrGH8uYexEqlFyosHxIyjMQY9hJf0eZUx/pxPkiSEhIZaTfUDTNL9vGB2yu6B1C+//IL27dvj2muvxYABAzBo0CD5Nnjw4Fo3xGAwYObMmejbty+6du0KAMjOzkajRo0QFBRktm9YWBiys7PlfUwHUcbHjY9Zs2jRIgQGBsq3Vq1a1brd5HxqjQZPxsVBA0ALIM3O55um1CgB488zGeOwuhhUWqxZw/hzD2Ml0sopL54QM47GGPQMao0G8+Liqj3memL8Mv5co3KqnwawSPeDVuvxxSjsHkhNmTIFPXv2xKFDh3D+/HlcuHBBvp0/f77WDZk2bRoOHTqEzz//vNavYat58+bh4sWL8u3kyZNOf0+qPeOXMbeoCNnZ2Yix47nJAKCw6xAYf55JPihUEYNKjDVrGH/uo1KpkJKaikMZGe5uilsxBj2DJEnYsWVLlcdcT+nzKmP8uY4kSdBqtUhJTUVuUREOZWdbzHJKu3bBUFjolvY5gl0L8gLAsWPHsGHDBrRv395hjZg+fTo2b96MnTt3omXLlvL28PBwlJaWIj8/32xWKicnB+Hh4fI+v/76q9nrGav6GfepzNfXF76+vg5rPzmfJEnQaDRmhUhOAegBQA+gqt8yusfFIUlhlbEYf55LkiSzin2hqIg/QJmxZg3jz72MfZnMmNpSjypBMgY9x6VLl2CM1jAARSaPeUqfVxnjz/WM/Z5arcbouDik7t4NDYDcq4+fDA1F67w8SFqtx/WFds9IXX/99fjrr78c8uZCCEyfPh1fffUVfvrpJ7Rt29bs8R49eqBhw4bYvn27vO3IkSM4ceIE+vTpAwDo06cPDh48iNzcXHmfxMREBAQEoHPnzg5pJymHOjgYf/r7AwBaAsgBcLF3b+QWFiK3qMjilpSczFLV5DSHMjIYa1QnmshIj09tofrhVNeuZsda9nlkL9MMo4yCAhy+OqCNKCmBFBDgkX2hTTNS6enp8v/PmDEDjz32GLKzsxEVFYWGDRua7dutWzeb33zatGlYt24dvvnmG+h0OvmapsDAQPj7+yMwMBCTJ0/G7Nmz0aRJEwQEBGDGjBno06cPevfuDQCIj49H586dMXHiRCxZsgTZ2dmYP38+pk2bxl8cvJCkUqFldjZSAwPR/eo2n19+gb/BAFVAgFvbRvWPRqMxn10gssXVi/j7Xb1rTG1hH0aKo1YjFUB3AA0PHUIDcP0zqhvTWfnWublm53PSrl3QZ2YCGg3UwcGQPGDBcpsGUjExMZAkCcJklHjffffJ/298TJIklJeX2/zmK1asAAAMGjTIbPvq1auRkJAAAHj99dehUqkwZswYlJSUYPjw4Vi+fLm8r4+PDzZv3oypU6eiT58+0Gg0mDRpEp577jmb20GeRaPTYUZcHI7u3m0+LazXQ/LxcWvbiIhqYixcYtGH5eVVnDio1R6X3kLeybiW4+6DBwEAxXo9NFqtm1tF3sLa+ZwmMhIAcFSjQYeLFxV/XmfTQOqff/5xypsLG6bv/Pz88M477+Cdd96pcp+IiAh8//33jmwaKZhxalhfVITDISHoXFKCiJISlMfGwictjScgRKRoVfVhuDojJfr2hZSUxL6M3E6SJGxNTASuXnPuFx8P8DhLDmLaF6Y2a4buJtfBd9TrPeK8zqY5s4iICPl2/PhxtGjRwmxbREQEWrRogePHjzu7vUQArlaC0enQOjcXR69u80lPhz4zE/rcXAiDwa3tIyKqjmkfZm2NFX1mJvsxUgRJo5Fj1Cc93SPXjiLlMvaFMQUF0OfkIC8jw+K8Tsl9od3Jh4MHD7Za5vzixYt1WkeKqDY0Oh0SoqL+vR8ZCU1YGI4FBEAUFlZUxPKCBd9IoRhXVEfG1JbKa6xoIiPN+zHGGrmJMb3PqDgvj/FIDiepVNCEhiK4TRuL87pjAQEQdlw65Ep2D6SM10JVdu7cOV50TS4nSRKSU1ORWin2Our1kAICAK3WKxZ8I2Xyi49nXFGdVK5iZdqXmfZj7MPIXeT0vqtYaZKcydp5XUe9HobYWEXGnM3rSI0ePRpAxQdMSEgwq4hXXl6O9PR0xMXFOb6FRDVQ+fhUTAmfPYtivR6nIiPlCjBG0q5dEHp9xRoFRHVhUsXKmObCuKK6MK1iFVNQgLzjxy36MWO6nzoiwiMqWZF3kTQai0qT7PvIWYzndXnHj+NCZCQ6ouJ4q8Tqpjb3xoGBgQgMDIQQAjqdTr4fGBiI8PBwPPjgg/j000+d2VaiKplOCRvTZCqnyhQXF7updeRNLNJceL0AOZCkUpn1Y1bT/RSa4kLey1hpksdUchVjX2ia5ncyNFRx/Z/NM1KrV68GALRp0waPP/440/hIkYxpMsYOXp+bC1wtpUnkCKxiRc5m2o8Jg8GsmpWnVLIi72KMybzMTB5TyWWMaX6HNRrFVmi2Oz9gwYIF0Gg0yM3NRVJSEpKSkpCbm1vzE4lcxJgmU3mx1OK8PEVXfiHPwSpW5GzGfsxYzcpaJStWKCVXMk1BBcDYI5dQ+fhYVGg2FBa6tU2m7B5IFRYWYuLEiWjRogUGDhyIgQMHokWLFrj77rtx8eJFZ7SRyCFCunb9twqWAi9YJM/BKlbkStZSXCwqlDL+yMXOtWmjuDQr8k6VKzQrKcXP7oHU/fffj71792Lz5s3Iz89Hfn4+Nm/ejN9++w0PPfSQM9pIVGvq4GCk63TyfWMVLFYcorpgFStytZoqlDL+yBXUwcH4098fABBRUqLYSmrkXeQUv6uF7pQUe3YPpDZv3owPP/wQw4cPR0BAAAICAjB8+HB88MEH2LRpkzPaSFRrkkqFqPx85GVkmC16aaw4RFRbxipW8n3GFDmZXKH06qKVlfs0JaW7kHeSVCq0zM42S7Niv0euYC3FTwmL9do9kGratCkCAwMttgcGBqJx48YOaRSRI5lWwQoz2c6KQ1QXVqtY8YSCnKxyhVLT+FNSugt5r8ppVuz3yFUqx54mMhIHg4LcOpiyeyA1f/58zJ49G9nZ2fK27OxsPPHEE/i///s/hzaOyFEkSUJSUhJOde3q7qaQlzBWsTqUkSFv4wK95CrG+MsoKFBkugt5r8qpzez3yFWspTh3KyxE8dmzbmuTzeXPjVasWIG//voLrVu3RuvWrQEAJ06cgK+vL/Ly8vDee+/J+6akpDiupUR1VVyMhocOAQDSAHRQq93aHPJ8kiRBExLCBXrJLSRJglanq0h3CQyUF63kwr3kbMbKpez3yNXkxXr/+AMhV38cL87Lgzo42C19nt0Dqdtuu80JzSByvuLiYhh/w9AA8Pfzc2dzyEsYK/jtPngQQEWHrtFoFLPGBXk/Y7qLMQY1kZE4qtGgw5kzFSe3jEVyMIt+T6+HhgMpchFJpYI6JES+H9K1a0Wfd/EiJB8fl7bF7oHUggULnNEOIqczVhvqdOkSOgAo79GDC6lSnVVeoFcTGQnRty+kpCTGFrmEnO4SGGi2cC8CAhiL5BRcmJzczViVudvVIjvuWqy8VnNg+fn5WLlyJebNm4fz588DqEjjO336tEMbR+RIxmpDx67eZ7UhchRW8CN3k9NdWM2PXIQLk5M7mVZldmclP7sHUunp6ejYsSMWL16MV199Ffn5+QCAjRs3Yt68eY5uH5FDqTUamHb1rDZEjqDWaPBknz5yZw6wKiS5nmmFUlbzI2fjwuTkblUtVu7KSn52D6Rmz56NhIQEHDt2DH4m15iMGDECO3fudGjjiBzt0rlziDG5rx49mh0/1ZkkSdjy1VfoaLJN3bSp29pD9Rer+ZGrcGFyUgJ3V/KzeyC1b98+PPTQQxbbW7RoYVYSnUiR1GrzFKzdu5mOQA5hmuYCALh0yV1NoXrOrJrf1W0+6elM8SOHY1ozKYGc2ny1MjNQMUPqilkpuwdSvr6+KCgosNh+9OhRhJhU0CBSImMKlunVfEzBIkewSHPhyQS5WeXFK5niR45mdWFyHlPJDaxV8jsWEOD0Ps/ugdSoUaPw3HPP4cqVKwAqfvk6ceIE5s6dizFjxji8gUSOJAHYodejxdX7f/r7Qx0c7M4mkZfgIpWkNMaUF6b4kbNYW5icyF2MlfyMOur1Tu/z7B5IvfbaaygqKkJoaCguXbqEgQMHon379tDpdHjxxRed0UYihxF6PXzS0wEApwG0zM7mopXkMKxiRUqj8vGxTPHLyeFgihxGkqSKtfOuKs7LgygqYoyRy1Vbyc9JMWn3OlKBgYFITExEcnIy0tPTUVRUhNjYWAwdOtThjSNyNNNFeVsAMHDNC3Igi0Uqi4u5SCW5XeUFe1XNmkEUFlYs1kvkYCFduwIAY4zcwljJ79ZKi5QDzolJuwdSRv369UO/fv0c2RYip1MHByNVo5EXrSwuLobWZBqYqC4qL1Ip+IssKYAxxW+/Vosely8DAPR6PbQ8ySUHqbw4KsAYI/extkg54JwfN+3KaTIYDPjwww9x8803o2vXroiKisKoUaPwySef8ISBPIKkUqHDmTPQANAA6D98OGOXHErSaBhfpDgqHx9ck5vL2CSnMKZU5WZkyDEW268fDC5cGJXIlLGSn2lM6oVweL9n80BKCIFRo0bh/vvvx+nTpxEVFYUuXbrg+PHjSEhIwO233+7QhhE5i1qjQTGAYgBpBw6wwhA5lL9azfgiRdJotegYE8PYJKeQVCqEtGkjx9ixv/5Cjx49OGAnt5FUKmhCQ+Vjclh4OPr37+/QmLR5IPXRRx9h586d2L59O1JTU/HZZ5/h888/x4EDB7Bt2zb89NNP+OSTTxzWMCJnMT15iImJgVqtdmNryNtcMlk/Kjo6mvFFiiFJEpKSkuT7PMElR5MkCfv370eHDh0AAGlpadCz6A65kVqtRt++feX7u3btcmhM2jyQ+uyzz/DUU09h8ODBFo8NGTIETz75JNauXeuwhhE5gxAC/fv3l+8nJSVBYsEJIqonTPu72NhYpl6Rw6lUKqSkpMj3HT0DQGQP4w9IOTk58jZH9n02D6TS09Nx4403Vvn4TTfdhAMHDjikUUTOUlxcjLS0NPk+ZwvI0dRqNWJiYgAAB5g+RQpjGp/Hjh1j6hU5hUajkeMsLS2N/SC5lSRJCAkJcUrfZ/NA6vz58wgLC6vy8bCwMFy4cKHODSJyJtOTCMA8DYvIESqnTxEpibXUK57kkqMxjZSUxll9n80DqfLycjRoUHW1dB8fH5SVldW5QUTOJEkSdu7c6e5mkJdjuigpWeXUKyJnMO0Hmd5HSlC573NETNq8jpQQAgkJCfD19bX6eElJSZ0bQ+RsQggMGDDA3c0gInIrDvbJ2YwZIGlpafKv/xqNxt3Nonqu8gA/JSWlTv2hzQOpSZMm1bjPPffcU+uGELmC6TVSrKhGRETkHMb0Pt3VRe/1ej3UajUH8eRWjh7g2zyQWr16da3fhIiIiIjqF9NBU1hYGPr27ctqueRWlQf4dWXzNVJE3sDf31/+f1ZUIyIich5ra/jwuEvu5siBPAdSVK+YVunjYrxERETOY20NHxadIG/CgRTVW1u2bEFxcTE7dXIqxhcR1WeSJJldg8IKfuRNOJCieis8PBxarZadOjkV44uI6jvTNRy5dhl5Ew6kqF4QQkCv10MIYbYgL8CcbXI8f39/LnhKHoMDfXI2LlRO3ooDKfJ6BoMBsbGx0Gq10Ol0cvlzImcQQqB///44duyYu5tCZBPOmpIrsFIfeSMOpMirCSHQo0ePagdPffv2ZdEJcpji4mLs3r1bvs/4IiUyrWDKWVMiotqxeR0pIk9kugBvhw4drK5gzQUCyVlycnIQEhLC+CLFYQVTcifOgJK34IwUeTXTzjolJQVarRYajcbsxpNcchbGF3kCLpBKrsZ0UvIWHEiR1zJeq2LEEwUiIkvsG8kVWLmPvBEHUuS1TNP6mLpCRETkPpUr93FGirwBB1LktUw7aaauEBERuZfpcZjpfeQNOJAir8S0PiIiImVheh95Gw6kyCtVrtZnWuqXiIiIXI/pfaQ0dY1BDqTI6x07dgwDBgxgh01ERORmTO8jJalrDHIgRV5JrVajb9++8v1du3YxhYCIiMjNmN5H7ubIGFTMQOrll1+GJEmYOXOmvO3y5cuYNm0amjZtCq1WizFjxiAnJ8fseSdOnMDIkSOhVqsRGhqKJ554AmVlZS5uPSmNMX2gcrwQERGR+zC9j9ytcgzWRQOHvEod7du3D++99x66detmtn3WrFn47rvv8MUXXyAwMBDTp0/H6NGjsWvXLgBAeXk5Ro4cifDwcOzevRtnzpzBPffcg4YNG+Kll15yx0chBZEkCRqNxt3NoHpMr9fbtJ9arWZBFCKqNyqn96WkpLAPJJdyVLy5fSBVVFSECRMm4IMPPsALL7wgb7948SJWrVqFdevWYciQIQCA1atX49prr8Uvv/yC3r17Y+vWrTh8+DC2bduGsLAwxMTE4Pnnn8fcuXOxcOFCNGrUyOp7lpSUoKSkRL5fUFDg3A9JZILxV3+EhYXZtF9RUZHLBv2MP3I3xiAZU6vS0tLk1Cr2geSJ3J7aN23aNIwcORJDhw41275//35cuXLFbHunTp3QunVr7NmzBwCwZ88eREVFmZ2sDB8+HAUFBfj999+rfM9FixYhMDBQvrVq1crBn4qoaow/71b5+jylYfyRuzEGyZGpVfZi/JEjuXUg9fnnnyMlJQWLFi2yeCw7OxuNGjVCUFCQ2fawsDBkZ2fL+1T+xdd437iPNfPmzcPFixfl28mTJ+v4SUip1Go1ioqKUFRUBLVa7e7mAGD8eTvjCYIx7my5uTI2GX8EuLdvZAwSAGg0GvaB5DaO6gPdltp38uRJPProo0hMTISfn59L39vX1xe+vr4ufU9yDyVeJ8X4835KjDsjxh8B7o1RxiAB7otBxh8Bjos/t81I7d+/H7m5uYiNjUWDBg3QoEED7NixA2+99RYaNGiAsLAwlJaWIj8/3+x5OTk5CA8PBwCEh4dbVGUz3jfuQ0RERERE5GhuG0jdcMMNOHjwoHyhYVpaGnr27IkJEybI/9+wYUNs375dfs6RI0dw4sQJ9OnTBwDQp08fHDx4ELm5ufI+iYmJCAgIQOfOnV3+mYiIiIiIqH5wW2qfTqdD165dzbZpNBo0bdpU3j558mTMnj0bTZo0QUBAAGbMmIE+ffqgd+/eAID4+Hh07twZEydOxJIlS5CdnY358+dj2rRpdk3bGtcwYOUWMjLGgivWt2D8UWWMP3I3xiC5E+OP3M3WGHR7+fPqvP7661CpVBgzZgxKSkowfPhwLF++XH7cx8cHmzdvxtSpU9GnTx9oNBpMmjQJzz33nF3vU1hYCACs3EIWCgsLERgY6PT3ABh/ZInxR+7GGCR3YvyRu9UUg5LgktIwGAzIysqCTqezaYGugoICtGrVCidPnkRAQIALWuhYbH/NhBAoLCxE8+bNoVI5NwPWnvjz9H+72qpvn1up8ecoSvv3ZHsseXMMKuHvaw3b9S9viz/+29pHCe2yNQYVPSPlKiqVCi1btrT7eQEBAYoKPHux/dVz9q9gRrWJP0//t6ut+vS5lRx/jqK0f0+2x5y3x6C7/75VYbsqeGP88d/WPu5uly0x6PYFeYmIiIiIiDwNB1JERERERER24kCqFnx9fbFgwQKPXdCN7fdc9fWz19fP7a2U9u/J9tQvSv37sl3eS6l/Q7ar7lhswoMlJCTgf//7HzIzM6vdLzMzE23btsXq1auRkJDgkraRd2GskRIxLslVGGukRIxL9+OMlJOsW7cOb7zxhrub4VIbN27EHXfcgcjISKjValxzzTV47LHHkJ+fb7Hv+vXrcffdd6NDhw6QJAmDBg2q8nWPHTuGO++8Ey1btoRarUanTp3w3HPPobi42Gw/g8GAd999FzExMdBqtQgLC8NNN92E3bt3O/iTKkt9jLUjR45g1qxZiIuLg5+fHyRJqvZA8u233yI2NhZ+fn5o3bo1FixYgLKyMrN9Bg0aBEmSrN4aNmwo73fu3Dm88sorGDBgAEJCQhAUFITevXtj/fr1Vt97//79uPHGGxEQEACdTof4+HikpaU54s+gaIzL6uPy8uXLWLRoETp37gy1Wo0WLVpg3Lhx+P333832O3PmDJ588kkMHjxYrir2v//9r8o2lJaW4qWXXkKnTp3g5+eHsLAwjBw5EqdOnXLgJ1UWxppj+kAAyM/Px4MPPoiQkBBoNBoMHjwYKSkpFvu1adPGal85ZcoUs/22b9+O++67Dx07doRarUZkZCTuv/9+nDlzps5/A6Wrj3Fpz3mgqb///luO499++83i8cTERPTr1w9qtRqNGzfG2LFjq4x3W2PdYQQ5xciRI0VERIRT36O0tFRcvny5xv3++ecfAUCsXr3aqe1p2rSpiIqKEv/3f/8nPvjgA/HII4+IRo0aiU6dOoni4mKzfQcOHCi0Wq0YPHiwaNy4sRg4cKDV1zxx4oQICgoSERERYtGiReK9994TCQkJAoAYNWqU2b6zZ88WAMTdd98t3nvvPbF48WIRGRkpGjRoIPbu3eusj+129THWVq9eLVQqlejatauIiYkRAMQ///xjdd/vv/9eSJIkBg8eLN5//30xY8YMoVKpxJQpU8z227p1q1izZo3Z7d133xUAxIgRI+T9Nm3aJBo2bChuvfVW8cYbb4i3335bDB48WAAQzzzzjNlr7t+/X/j5+YkOHTqIV199VSxZskS0adNGBAQEiD///NPhfxclYVxWH5ejR48WDRo0EFOnThUffPCBePbZZ0VoaKjQ6XQiMzNT3u/nn38WAESHDh1Enz59BADx888/W33N0tJSMXToUKFWq8Wjjz4qVq1aJV599VUxbtw4cejQISd8YmVgrDmmDywvLxdxcXFCo9GIhQsXirffflt07txZ6HQ6cfToUbN9IyIiRExMjEWfWflY26NHD9G2bVsxZ84c8cEHH4h58+YJnU4nwsLCxJkzZxz6N1Ga+hiX9pwHmrrllluERqMRAMS+ffvMHtu0aZNQqVSiZ8+e4s033xTPP/+8CA4OFi1atBC5ublm+9oa647EgZSTuOILZCtXfYGsHdw//vhjAUB88MEHZttPnDghysvLhRBCdOnSpcqB1IsvvigAWJwE3HPPPQKAOH/+vBBCiCtXrgh/f38xduxYs/0yMjIEAPHII4/U8lMpX32MtXPnzomCggIhhBCvvPJKtScRnTt3FtHR0eLKlSvytqefflpIkiT++OOPat9nzZo1AoBYu3atvC0jI8PsRFcIIQwGgxgyZIjw9fUVRUVF8vYRI0aIxo0bi7Nnz8rbsrKyhFarFaNHj7b583oixmXVcXnq1CkBQDz++ONm23/66ScBQCxdulTeVlBQIM6dOyeEEOKLL76odiC1ePFi0bBhQ6/+4cgaxppj+sD169cLAOKLL76Qt+Xm5oqgoCDxn//8x+w1IyIixMiRI2ts544dO+Rjvek2AOLpp5+u8fmerD7GpT3ngUZbtmwRjRo1EvPnz7c6kOrcubNo3769KCkpkbelpaUJlUolZs+ebbFvbY/3tcXUvlooLCzEzJkz0aZNG/j6+iI0NBTDhg2Tp78HDRqE7777DsePH5enu9u0aQOgIu3imWeeQY8ePRAYGAiNRoP+/fvj559/trsdCQkJ8usa5efnIyEhAYGBgQgKCsKkSZMsplRzc3MREhKCQYMGQZhcIvfXX39Bo9HgjjvukLcVFxfjzz//xNmzZ2tsj7X0vNtvvx0A8Mcff5htb9WqlU2L7BUUFAAAwsLCzLY3a9YMKpUKjRo1AgBcuXIFly5dstgvNDQUKpUK/v7+Nb6XEjHWrGvSpAl0Ol2N+x0+fBiHDx/Ggw8+iAYN/l027+GHH4YQAhs2bKj2+evWrYNGo8Gtt94qb2vbti0iIiLM9pMkCbfddhtKSkqQkZEhb09KSsLQoUPRtGlTeVuzZs0wcOBAbN68GUVFRTV+BiViXFpna1wWFhYCsN6vATDrr3Q6HZo0aVLjaxoMBrz55pu4/fbb0atXL5SVlVmkP3sixpp1zugDN2zYgLCwMIwePVreFhISgvHjx+Obb75BSUmJxeuXlpZCr9dX+f4DBgywONYPGDAATZo0sTgv8CSMS+vsOQ8EKs7dHn30UTz66KNo166dxePnz5/H4cOHcfvtt8vnewAQHR2Na6+9Fp9//rm8ra7H+9riQKoWpkyZghUrVmDMmDFYvnw5Hn/8cfj7+8tB8vTTTyMmJgbBwcFYs2YN1qxZI+fJFhQUYOXKlRg0aBAWL16MhQsXIi8vD8OHD6/zdRNCCNx6661Ys2YN7r77brzwwgs4deoUJk2aZLZfaGgoVqxYgR07dmDZsmUAKg7CCQkJ0Ol0WL58ubzvr7/+imuvvRZvv/12rdqUnZ0NAAgODq7V841fysmTJyMtLQ0nT57E+vXrsWLFCjzyyCPQaDQAKk48rr/+enz00UdYu3YtTpw4gfT0dCQkJKBx48Z48MEHa/X+7sZYq5vU1FQAQM+ePc22N2/eHC1btpQftyYvLw+JiYm47bbb5DirjrVYLykpsTqIV6vVKC0txaFDh2z6HErDuKybdu3aoWXLlnjttdewadMmnDp1Cr/++iumTJmCtm3b4s4777T7NQ8fPoysrCx069YNDz74IDQaDTQaDbp161arEzSlYKzVjT19YGpqKmJjYy0GPr169UJxcTGOHj1qtv2nn36CWq2GVqtFmzZt8Oabb9rUpqKiIhQVFdX6vEAJGJe2q+488I033sCFCxcwf/58q881Dt6rOo5mZWXJr1+X432dOGWey8sFBgaKadOmVbtPVVO6ZWVlZtOTQghx4cIFERYWJu677z672jFp0iSz9/j6668FALFkyRKz9+vfv7/VKd3//Oc/Qq1Wi6NHj8qpAV9//bXZPsb8/AULFtjVNqPJkycLHx8fi/xqU9Wl9gkhxPPPPy/8/f0FAPlmLSXg2LFjIjY21my/yMhIj74WhbFWs+rSWoyPnThxwuKx6667TvTu3bvK1122bJkAIL7//vsa23Du3DkRGhoq+vfvb7Y9KipKdOzYUZSVlcnbSkpKROvWrQUAsWHDhhpfW4kYlzWrKd1q7969ol27dmb9VY8ePaq9bqS61L6NGzcKAKJp06aiQ4cOYvXq1WL16tWiQ4cOolGjRuLAgQN2tV8pGGs1c1QfqNForP5dvvvuOwFAbNmyRd52yy23iMWLF4uvv/5arFq1Sv7cc+bMqbG9zz//vAAgtm/fbuMnVB7Gpe2qOg88c+aM0Ol04r333hNCVFz3h0qpfeXl5SIoKEjccMMNZs89e/asfE3Vb7/9JoSo2/G+Lv6d+yKbBQUFYe/evcjKykLz5s3teq6Pjw98fHwAVIz+8/PzYTAY0LNnT6uVcezx/fffo0GDBpg6darZ+82YMQNJSUkW+7/99tv43//+h7Fjx+Lo0aOYOHGiWQoTAItpX3usW7cOq1atwpw5c9ChQ4davQZQUR1owIABGDNmDJo2bYrvvvsOL730EsLDwzF9+nR5P51Ohy5duqBPnz644YYbkJ2djZdffhm33XYbkpKSPPLXL8Za3Vy6dAkArK5F4efnJ6eOWrNu3TqEhIRg2LBh1b6HwWDAhAkTkJ+fL/+yZ/Twww9j6tSpmDx5MubMmQODwYAXXnhBrlhlbJ+nYVzWXePGjRETE4Nx48ahd+/e+Ouvv7Bo0SKMGzcOiYmJ8PPzs+v1jGmihYWFSE1NRatWrQAAQ4YMQfv27bFkyRJ8+umnDv8czsZYqxt7+sBLly5VuZ/pawEVldFM3XvvvbjpppuwdOlSzJgxAy1btrTanp07d+LZZ5/F+PHjMWTIEPs/kEIwLm1T3Xng3Llz5SqOVVGpVHjooYewePFizJs3D/fddx8KCgowZ84clJaWAvg3LutyvK8LpvbVwpIlS3Do0CG0atUKvXr1wsKFC82ui6jJxx9/jG7dusHPzw9NmzZFSEgIvvvuO1y8eLFO7Tp+/DiaNWsGrVZrtv2aa66xun+TJk3w1ltvIT09HYGBgXjrrbfq9P6mkpKSMHnyZAwfPhwvvvhirV/n888/x4MPPoiVK1figQcewOjRo7Fq1SpMmjQJc+fOxblz5wAAZWVlGDp0KAIDA/H222/j9ttvx9SpU7Ft2zb8/fffeOWVVxz10VyKsVY3xnQAa7n9ly9frvLauYyMDOzZswd33HGHWa61NTNmzMCWLVuwcuVKREdHmz02ZcoUPPXUU1i3bh26dOmCqKgo/P3335gzZw4AWPz9PAXjsm4uXryI/v37o0+fPli0aBFuvfVWPPbYY/jyyy+RnJyM1atX2/2axlju27evPIgCgNatW6Nfv34euwwEY61u7OkD/f39q9zP9LWskSQJs2bNQllZWZXl+f/880/cfvvt6Nq1K1auXGnPx1AcxmXNqjsP/OWXX7BmzRq8/vrrNV4v/9xzz2Hy5MlYsmQJOnbsiJ49e6JBgwaYPHkygH+Po7U93tcVB1K1MH78eGRkZGDZsmVo3rw5XnnlFXTp0gU//PBDjc/99NNPkZCQgHbt2mHVqlXYsmULEhMTMWTIEBgMBhe03tyPP/4IALhw4YLD1hk5cOAARo0aha5du2LDhg01nohWZ/ny5ejevbvFr1ujRo1CcXGxnPO6c+dOHDp0CKNGjTLbr0OHDrj22muxa9euWrfBnRhrdWO8eN/amiVnzpyp8pfEdevWAQAmTJhQ7es/++yzWL58OV5++WVMnDjR6j4vvvgicnJykJSUhPT0dOzbt0/++3fs2NHmz6IkjMu6+fLLL5GTk2PRXw0cOBABAQG16q+MsVy5gAVQcT3EhQsXatdYN2Os1Y09fWCzZs2q3A9AjTMvxgH8+fPnLR47efIk4uPjERgYiO+//96mQhlKxrisXk3ngXPmzEH//v3Rtm1bZGZmIjMzUy5mcebMGZw4cULet1GjRli5ciWysrKwc+dOHDlyBD/++CMuXrwIlUqF9u3bA6j98b6uOJCqpWbNmuHhhx/G119/jX/++QdNmzY1G3FLkmT1eRs2bEBkZCQ2btyIiRMnYvjw4Rg6dKj8i09dRERE4MyZMxaVwI4cOWJ1f+Ov6HPmzEFISAgmTZpU50XL/v77b9x4440IDQ3F999/X+df3HNyclBeXm6x/cqVKwAgtzcnJwcAqtzXqYuxORljrfZiYmIAwGKBv6ysLJw6dUp+vLJ169ahXbt26N27d5Wv/c4772DhwoWYOXMm5s6dW207GjdujH79+iEqKgoAsG3bNrRs2RKdOnWy/cMoDOOy9qrqr4QQKC8vr1UboqKi0LBhQ5w+fdrisaysLISEhNSusQrAWKs9e/rAmJgYpKSkWJzM7927F2q1usYffowzMpVj7dy5c4iPj0dJSQl+/PFH+YTX0zEurbPlPPDEiRPYuXMn2rZtK9+eeOIJABU/lHfr1s3iOWFhYejfvz86duyI8vJy/O9//8P1118vv35tj/d1xYGUncrLyy2mXkNDQ9G8eXOz6USNRmN1itaYF2uab7p3717s2bOnzm0bMWIEysrKsGLFCrP2Vr5uA6goj3n//fejV69eeOmll7By5UqkpKTgpZdeMtvPnrKX2dnZiI+Ph0qlwo8//uiQA3fHjh2RmppqUS3os88+g0qlkr9sxg7etBQmAKSkpODIkSPo3r17ndviaoy1uuvSpQs6deqE999/3+ykdcWKFZAkCWPHjrV4TmpqKv744w/cddddVb7u+vXr8cgjj2DChAlYunSpXW1av3499u3bh5kzZ9q0BIDSMC7rrqr+6ttvv4Ver69Vf6XT6TBixAjs3r0bf/75p7z9jz/+wO7du2u81k+JGGt1Z08fOHbsWOTk5GDjxo3ytrNnz+KLL77ALbfcIl97cv78eYsfAa5cuYKXX34ZjRo1wuDBg+Xter0eI0aMwOnTp/H999/X6XpppWBcVs3W88D3338fX331ldltxowZAIBXX30Va9eurfZ9Xn31VZw5cwaPPfaYvK02x3tHYLEJOxUWFqJly5YYO3YsoqOjodVqsW3bNuzbtw+vvfaavF+PHj2wfv16zJ49G9dddx20Wi1uueUW3Hzzzdi4cSNuv/12jBw5Ev/88w/effdddO7cuc5rytxyyy3o27cvnnzySWRmZqJz587YuHGj1S/yo48+inPnzmHbtm3w8fHBjTfeiPvvvx8vvPACbr31Vvlaj19//RWDBw/GggULsHDhwmrf/8Ybb0RGRgbmzJmD5ORkJCcny4+FhYWZHch37tyJnTt3AqgoM63X6/HCCy8AqFhjYsCAAQCAJ554Aj/88AP69++P6dOno2nTpti8eTN++OEH3H///fJUbY8ePTBs2DB8/PHHKCgoQHx8PM6cOYNly5bB398fM2fOrPXf1V0Ya1W7ePGifGAwpkG9/fbbCAoKQlBQkFkRkldeeQWjRo1CfHw87rzzThw6dAhvv/027r//flx77bUWr23swKtK6/v1119xzz33oGnTprjhhhssOvy4uDhERkYCqIjz5557DvHx8WjatCl++eUXrF69GjfeeCMeffTRaj+jUjEuq2ZrXN5yyy3o0qULnnvuORw/flwuNvH222+jWbNmcu6/kbFv/P333wEAa9askftX07LBL730ErZv344hQ4bgkUceAQC89dZbaNKkCZ566im7/pZKwFirmjP6wLFjx6J379649957cfjwYQQHB2P58uUoLy/Hs88+K+/37bff4oUXXsDYsWPRtm1bnD9/HuvWrcOhQ4fkQlBGEyZMwK+//or77rsPf/zxh9laQlqtFrfddpvtf3SFYFxWzdbzwPj4eIvnGte6GjhwoFkJ808//RRffvklBgwYIP+t//vf/+L+++/HmDFjzF7D3uO9QzilFqAXKykpEU888YSIjo4WOp1OaDQaER0dLZYvX262X1FRkbjrrrtEUFCQACCXpzQYDOKll14SERERwtfXV3Tv3l1s3rzZooSlLaw959y5c2LixIkiICBABAYGiokTJ4rU1FSzspfffPONACBee+01s+cWFBSIiIgIER0dLUpLS4UQ9pW9hEkZ38q3yuXNFyxYUOW+ld9r79694qabbhLh4eGiYcOGomPHjuLFF180W7laCCGKi4vFc889Jzp37iz8/f1FYGCguPnmm0VqamqNbVcixlrVjKu0W7tZ+2xfffWViImJEb6+vqJly5Zi/vz58vuaKi8vFy1atBCxsbFVvrexRGtVN9Pysn/99ZeIj48XwcHBwtfXV3Tq1EksWrTIovStJ2FcVs2euDx//ryYNWuW6Nixo/D19RXBwcHizjvvFBkZGRavW128VbZ//34xdOhQodFohE6nE7feemu1y08oGWOtas7qA8+fPy8mT54smjZtKtRqtRg4cKBZOWohhPjtt9/ELbfcIlq0aCEaNWoktFqt6Nevn/jvf/9r8XoRERF2tdMTMC6rZs95YGXWyp8LUXEOOGDAANG4cWPh5+cnoqOjxbvvvisMBoPV17E11h1FEsIJdV2JiIiIiIi8mOcl6BMREREREbkZr5FSoPPnz8sLjVnj4+Pj0RWYSDkYa6REjEtyFcYaKRHj0nMwtU+BBg0ahB07dlT5eEREBDIzM13XIPJajDVSIsYluQpjjZSIcek5OJBSoP3791e7eKK/vz/69u3rwhaRt2KskRIxLslVGGukRIxLz8GBFBERERERkZ14jRQAg8GArKws6HS6KleipvpFCIHCwkI0b97c6YumMv6oMsYfuRtjkNyJ8UfuZmsMciAFICsrC61atXJ3M0iBTp48iZYtWzr1PRh/VBXGH7kbY5DcifFH7lZTDHIgBUCn0wGo+GMFBAS4uTWkBAUFBWjVqpUcG87E+KPKGH/kboxBcifGH7mbrTHoNQOpd955B6+88gqys7MRHR2NZcuWoVevXjY91ziVGxAQwC8RmXHFND/jj6rC+CN3YwySOzH+yN1qikGvWJB3/fr1mD17NhYsWICUlBRER0dj+PDhyM3NdXfTiIiIiIjIC3nFQGrp0qV44IEHcO+996Jz58549913oVar8eGHHzrk9YXBAH1uLvS5uRAGg0Nek6g6jDlSAsYhuQtjj9yJ8Ue28vjUvtLSUuzfvx/z5s2Tt6lUKgwdOhR79uyx+pySkhKUlJTI9wsKCqp9j+KzZ6EJCwMA6HNyoAkNdUDLqb6yJf7MYi47W/5/orqyp/9j30fOYHcfyNgjB2L8kSN5/IzU2bNnUV5ejrBKJ5phYWHIzs62+pxFixYhMDBQvlVbrUUIQK93ZJOpnrMr/gD4xcdXxCGRA9gbf0SOxhgkd7I7/nj8pWp4/ECqNubNm4eLFy/Kt5MnT1rfUQiIfv2giYx0bQPJq9kUf2o1Uq/+r096OgQH8+QgNvd/RE7CGCR3sjf++GMmVcfjU/uCg4Ph4+ODnJwcs+05OTkIDw+3+hxfX1/4+vrW+NqiqAjS7t3y/WQA3dXqOrWXyJb4U2s0mB4VhV0HDwIAiouLodFqXdE88nK29n+cjSdnsTkGjfT6injkYqnkADbF39UfM7vj3x8zJR6DyQqPn5Fq1KgRevToge3bt8vbDAYDtm/fjj59+tT+hYWAoV8/+W4ogCfj4qDWaOrQWiLbSAB2mp406PXmN/46Rs7E2XhSEE1kJERsLFBUZNkXWruxf6Q6Ums0mBYVJd8vzstjbJFVHj+QAoDZs2fjgw8+wMcff4w//vgDU6dOhV6vx7333lvr1xR6PXzS0+X7h86cQVJyskvWNCCqHH+ayEhAq5Vvon9/dujkNEKvt5iNB2fjyZXU6oq4u0pKSwN0OrN+sKob+0eqK0mSsDUxUb5vPAYztqgyj0/tA4A77rgDeXl5eOaZZ5CdnY2YmBhs2bLFogCFPYoBHEXFtC4ABAOQiosd0NpqqNVMXSAAFfGXCqBfFY9Lu3ZB5Oban2rAGCMbFBcXwzj33hZA+969sRWwLdWPMUYOoNZo8GRcHNJ270YS/j0W26LW/WONjWJs1yeSRoNkmB+HHRpbjCev4BUDKQCYPn06pk+f7rDXM07r7r56jYqqWTOHvXZVRN++kJKS+MUi+SQi1WRWAAA0AIzLTEtVXANYHcYY2esfAPjll4rZABswxsgRJElCUnIy9Ho9+vfrh6MHDtT4nLr2jzVhbNcvpsdhZ8QW48k7eM1AytEkScLWXbuQHBBQ5ayAw99z1y7oMzMBJ12HpQ4OhqTyimxOr2c8iSiuNAuqLypCcnh4rWPSGTHGuPJCV9OqahNn0q5dMBQWQhUQ4OhWUT0jSRK0Wi1SUlMt+kJr6to/1tgeJx+jjdinKoPpcdgZscV48g4cSFVDo9VanRVw+Pvg3186nHlx91GNBh3OnFHGF4pT2jWSJAmaSh2sWq3G6FrEpDNjzOlxxVhxuapmRKtjGmMnQ0PROi9PGX2NKcaSR7LWF1pT2/6xJq46Rhu55FjN74JNjLHnyNjyyniyhZfGHAdS1ahqVsDRhMGA1GbN0N3JpYY76vWAQn4l5pR27dQ2Jp0ZY86OK8aK69UmzoTBgMMhIehcUoKIkhLF9DWmGEvezVnHbFcdo41ccazmd8E+jowtb4wnW3hrzHEgVQNbfwmrq5iCAujPnnXKaxfr9TgVGWnXxbrOZm1Km9PPtqltTDo6xlwVV0x5dY/axFnr3FykBgYqqq8xZYwldUQE/829lLOO2c48Rhu58ljtqH61PvWfjowtb4snWzjyWK6kuONASiEklQqa0FCnvLZaCNzughRFW1Q3pW11+tlLp4LdwdEx5uy48tiU13ocsxqdDjMU0teYqhxLikl1MVWP48YTOPMYbeSKY7Wj+1WbvkuMbQveEk+2cMaxvMa4c2HMcSBVD7gqRdEW1U1pW5t+9tapYG/g7Ljy1JTX+hyzSuprTFWOJaWkupiqz3FDFVzx/XF0v2rLd4mx7R5K6Y+dcSyvKe5cGXMcSNUTrkpRtEXlKe3qpp8rTwUraTqXnB9Xnpjyam/6grfFtJL6GlMxBQXIO35cUakupmqKG2+LE7LOFd8fR/Sr9vSfprHNOHYtpfTHjjqW2xp3rrx8hAMpcrnKU9rWpp+rmgpO1+kQlZ/Pjrie8KSU19qmLzCmXUNSqRDcpo0iUl1M2Ro3jBNyFEf0q9X1nxIANSpi+5+r24yxzTiunxx1LK/puF1df+qs2ONAitzO2vSzMBiQ1qwZYipNBXcrLIT+7Fmn5xaT93N02kNt0xcY066jlFQXU7bGDeOElKTK75IQ8Bs6FD5791p9HuOY6qKmPry6/tRZsceBFCmCtennbllZQGCg2bZkAN3Vahe2jLyZo9MeqkpfEAYDLp07B+j1CLn+erPHGNOupZRUF1NVpr3o9fKvqqkAOjJOSEmEACqfsOr1VQ6iAPZ3VHc19eGm/akoLIS2fXsAzutDOZAixbp0+TKMX5WjAGIBxMTFIUlhJ0FERmbpC0IAxcUQBgOONWtWcXGsiVAAegDdGdP1XlVpL/rcXPn/p0VFYRfjhNzlan8m362iXzNl7ONMsb8jZzP2p6K8HCdat4b26nZn9aEcSJFiqYOD8ae/PzpduoSOADIyMhDSpg0kVv4hpRMCol8/SLt3QwLQsdLDqRoNMq6WblWr1YxpqtHWxETGCbmHSX9mZK1fM2Xax5lif0cuIQQMsbEVi8MDOOzri+TUVKfEHgdSpFiSSoWWGRlAs2YAAI1Gww6YPIKhsBCqShfDpgJomZEBtUaDGFauIjux7yNXEwYDis+erUgxreLiftN+zRT7OHInQ2EhfNLTAVRkNLXOzYXKx8cp78WBFCmaWUcshPsaQmQjUV6Ok6GhiLh63yyFjzOqROQBRHk5jgUGVpmSbMR+jZRGGAw4Gh6OTlfvJ0RFYZdO57T340CKPIZffDyQlsZF/Ui5rKQTZOTlMYWPiDzH1X6s8iDKWroe+zVSmuKzZ9Hp0iUAzk3pM+JAipRNrUYqgO4AfNLTK1KmalhFnchdrKUTaJ34SxgRkaOYpfKZ9GONmZJMHkQYDPL/t87MdFpKn1GdvhElV391JXIWtUaDaVFR8v2j4eFmXxIiRRACorAQJ00qryVERUHDQRQRKd3V/utYQAA0YWFmC5kmREUhuE0baEJDOYgiZbsax+fatJE3uSJm7XqHH374AZMmTUJkZCQaNmwItVqNgIAADBw4EC+++CKysrKc1U6qpyRJQnJqKg77+gIAOl26VPGLGZFSGCtaBQS4pEIQEZHDmPRf1lL52I+RR7ByHP7T3x/q4GCnv7VNA6mvvvoKHTt2xH333YcGDRpg7ty52LhxI3788UesXLkSAwcOxLZt2xAZGYkpU6YgLy/P2e2mekTl44PWmZnyfc5IkZIYCgvNygKnwrkVgqh+Yr9HzmCt/8rLyIA+JwcxBQXsx8gjCL3eIo5bZme7ZEbKpmuklixZgtdffx033XQTVFYaNX78eADA6dOnsWzZMnz66aeYNWuWY1tK9Zrpl+FUZCSuKSpimgG5lxAQRUUWFfo6xsUhiSl95GDs98jRKlc3k/svVuEjTyIEivPyYCzA7+rjsE0DqT179tj0Yi1atMDLL79cpwYRWWO6OG+nS5egP3sWGpPrUYhcymSBSuMgylihT6PV8iSEHIL9HjlT5epm7L/I41w9Fpuuc3YoIwMhLvwxgD9tkUeQF+e9imku5E5VpfNpdTqehJDDsN8jV2mdmcn+izxO5WNxMgBNSIhL49ju8udCCGzYsAE///wzcnNzYajUsW/cuNFhjSMyxfQ+UgJrC+4ynY+chf0euQIHUORpqjwWazTVPc3h7O6NZ86ciYkTJ+Kff/6BVqtFYGCg2Y3IWYxpLgCr95GbWFtwt6AAScnJPBEhp2C/R67gFx8PCOHuZhDZRkHHYrtnpNasWYONGzdixIgRzmgPUZXkNJdmzdzdFKqnuOAuuRr7PXIaLnhPHkpJx2K7Z6QCAwMRabJYG5ErmaW08NczciFjGoERF9wlV2EqHzlD5QXvT4aGQhQW8thKiqa0Y7HdvfPChQvx7LPP4tLVSi9E7sJUBHIZK2kEXKiSiDxZ5QXvI0pKIAUEQPTvz2MrKZMCj8V2p/aNHz8en332GUJDQ9GmTRs0bNjQ7PGUlBSHNY7IQqVUBKHXQ9Jq3d0q8nJCr7dII+BCleQOrNxHjqTy8UHr3FykBgai+9Vt0q5dTPMjRbKW0ufuY7HdA6lJkyZh//79uPvuuxEWFsZfZMmljKkIuw8eBAAUFxdDw4EUOVmxXi8v9pcQFYVdTOkjN2HlPnI0jU6HGXFxOLp7N3KvbjsZGorWej0k/mBEClG5Sp9SjsV2D6S+++47/Pjjj+jXr58z2kNULUmSsDUxEQgPd3dTqL4QoiKN9KqtiYn8AYlcigvzkjNJkoSk5GToi4pwOCQEnUtKEFFSgvLYWPikpQHs78jdFJjSZ2T3T1qtWrVCAKd7yY2U8MWh+sM0lSAVgOTiNSqIKi/MS+RokiRBq9OhdW4ujl7dZqzkR+RuSkzpM7J7IPXaa69hzpw5yMzMdEJziGzAi2DJRYTBgKMms5/ToqKg5kCK3IAVS8kVNDodEipX8isvd2OLqL5TWpW+yuxO7bv77rtRXFyMdu3aQa1WWxSbOH/+vMMaR2ShUpoVkTMVnz2LTlcrlCoplYDqN7/4eIApV+QEciU/jYYpfuR+Ck7pM7J7IPX6668r6gNQ/WJaPS0VQEe12r0NonqjdWamYlIJqB5Sq5EGIAasWErOZazkdzQwEB3BeCP38YSKuXYPpBISEqp8jGtLkbOZVk+bFhWFXUyzImcySaFilTRyJ39/f7P7rFhKzmRM8WOFXHInT6iYa/eZwSOPPGJ1u16vx4gRI+rcIKIqsXoauRLTSElBLp07h5ir//+nvz/UwcHubA55OblCLpG7eMg5n90Dqe+++w4LFiww26bX63HjjTeirKzMYQ0jqqxyWh+rp5EzVa7WB6aRkkK0zMjgDCk5H4uakBt5SsVcu3virVu34oMPPsAbb7wBACgsLMSwYcMgSRK2bNni6PYRyYr1evn/WT2NnKlylSDGGykJB1HkbKK8HOfatHF3M6ie8qRjsN3XSLVr1w5btmzB4MGDoVKp8Nlnn8HX1xffffcdNAr9kOQFPGSKl7yAB1QJIiJymkp94J/+/riGqaTkKh52DK7Vz1rdunXD5s2b8dRTT0GtVuOHH37gIIqcylOmeMnzKXnhP6q/hMHg7iZQPVG5D2yZnc1ZUHIZTzsG2zQj1b17d6sjQV9fX2RlZaFv377ytpSUFMe1jgj/Lora6ep9VusjZ6kca0qtEkT1izAYcCoyUo5LImcxplRFXL3PPpBcyRPjz6aB1G233ebkZhBVjYuikqsw1kiJTOOSaVbkNB6WUkVexkPjz6aBVOUqfUSuZJrSwkVRyZkYa6REpnHJin3kLJ6WUkXexRMW37XGpt5YsAQmuUnlykE8gSBnMaZPGTHWSAkYl+QKxrRmo4SoKGgUnlJF3sW0MrMnxZ9NPXKXLl3w+eefo7S0tNr9jh07hqlTp+Lll192SOOonrNSOYiLUJKzVE6fYqyREjAuyRWY1kxu5cGVmW1K7Vu2bBnmzp2Lhx9+GMOGDUPPnj3RvHlz+Pn54cKFCzh8+DCSk5Px+++/Y/r06Zg6daqz2031QOVpXlYOIldh+hQpEeOSXIFpzeRqpud7qQA6elBBMZsGUjfccAN+++03JCcnY/369Vi7di2OHz+OS5cuITg4GN27d8c999yDCRMmoHHjxs5uM9UTxcXFMH6VPKFyC3kPnqySEjEuyRUYZ+Rqpud7nlaZ2a4Fefv164d+/fo5qy1EVfKkaV4iIiIisp+nne/xZwfyDCx4QkRE5BRc8JkUw8PO9ziQIo9wrk0biPJydzeD6gsP68ipntDrGZvkcJUrQxK5k6ed77l1ILVo0SJcd9110Ol0CA0NxW233YYjR46Y7XP58mVMmzYNTZs2hVarxZgxY5CTk2O2z4kTJzBy5Eio1WqEhobiiSeeQFlZmSs/CjmBOjgYf/r7AwAiSkpgiI3lSQS5hF98PGONFEcTGQnRvz9jkxyKlSHJ3Tz5fM+tA6kdO3Zg2rRp+OWXX5CYmIgrV64gPj4eepNa8rNmzcKmTZvwxRdfYMeOHcjKysLo0aPlx8vLyzFy5EiUlpZi9+7d+Pjjj/HRRx/hmWeeccdHIgeSVCq0zM7G0av3fdLTYSgsdGubyIup1Ui9+r8+6enQZ2ZCn5sLfW4u017IbYSfnxyXACDt2gVhcowkcqSmv/6K4rNn5b6v8o19ITmDJ5/v2VVswtG2bNlidv+jjz5CaGgo9u/fjwEDBuDixYtYtWoV1q1bhyFDhgAAVq9ejWuvvRa//PILevfuja1bt+Lw4cPYtm0bwsLCEBMTg+effx5z587FwoUL0ahRI4v3LSkpQcnVtYkAoKCgwLkflGpNo9MhISoKuw8eBAAcDQ/HNUVFHl1ViPGnTGqNBtNMYk1jkuqSrtMhKj/fo+POiPHnOYTBgIyWLdG90vbi4mJotFq3tMkRGIPKFRIVVe3j3tAXMv6UqfL53snQULTW6yEpvBR/rb4JBoMBR48eRXJyMnbu3Gl2q4uLFy8CAJo0aQIA2L9/P65cuYKhQ4fK+3Tq1AmtW7fGnj17AAB79uxBVFQUwsLC5H2GDx+OgoIC/P7771bfZ9GiRQgMDJRvrVq1qlO7yXkkSUJyaioO+/oCADpduoTis2fd3Kq6YfwpkzHW0qyUXe1WWOjxcWfE+PMcxWfPopuVX2XVTZu6oTWOwxhUFnVwMNJtXF7EG/pCxp8yVT7f85QUP7sHUr/88gvat2+Pa6+9FgMGDMCgQYPk2+DBg2vdEIPBgJkzZ6Jv377o2rUrACA7OxuNGjVCUFCQ2b5hYWHIzs6W9zEdRBkfNz5mzbx583Dx4kX5dvLkyVq3m5xP5eOD1pmZ8n1PTy1g/CmXyscH3bKyLLYnA4Ba7fL2OAPjz4Oo1RWxV4mnp/YxBpVFUqnQ9dQpm/b1hr6Q8adcKh8ftM7NNUvxU3p/Z3dq35QpU9CzZ0989913aNasmcNqvU+bNg2HDh1CcrK1w4Zj+fr6wvfqiJc8g2kawbk2baDxgOneqjD+lO3S5cvywoBHAcQCiImLQ5IHLRBYHcaf51BrNHgyLg6pu3dDAyD36nZPSXmpCmNQeUz7vVAAVZ26dveCvpDxp2yVU/yK8/Kg0WgAha4tZfdA6tixY9iwYQPat2/vsEZMnz4dmzdvxs6dO9GyZUt5e3h4OEpLS5Gfn282K5WTk4Pw8HB5n19//dXs9YxV/Yz7kOczVnTpdOkSIkpKUB4bC5+0NMV+schzmcZaRwAZGRkIadPGoxYIJO8gSRKSkpNRXFwMYTDgcEgIOpeUsA8kpzqUkQFNaKjVx9RqNftCcipJkrA1MRG4eg6viYyE6NsXUlKSIvs7u1P7rr/+evz1118OeXMhBKZPn46vvvoKP/30E9q2bWv2eI8ePdCwYUNs375d3nbkyBGcOHECffr0AQD06dMHBw8eRG5urrxPYmIiAgIC0LlzZ4e0k9zPWkUXpU/3kmeSVCq0zMiQ72s0Gp44kNtIkgSNRgOtTudxKS/kmTQaTZU39oXkCpJGY5bWrORqpTbNSKWnp8v/P2PGDDz22GPIzs5GVFQUGjZsaLZvt27dbH7zadOmYd26dfjmm2+g0+nka5oCAwPh7++PwMBATJ48GbNnz0aTJk0QEBCAGTNmoE+fPujduzcAID4+Hp07d8bEiROxZMkSZGdnY/78+Zg2bRqnbr2MxXSvXu/RlatIucwqUhkXQeUJBLkZ+0Aiqg+Mac1Hd++WU5qVmuJn00AqJiYGkiRBmFTOuO++++T/Nz4mSRLK7ViNeMWKFQCAQYMGmW1fvXo1EhISAACvv/46VCoVxowZg5KSEgwfPhzLly+X9/Xx8cHmzZsxdepU9OnTBxqNBpMmTcJzzz1nczvIM1Se7vWLjweY2kJOpvS0Aqo/2AcSUX1gTGvOy8wEri5FotRjsU0DqX/++ccpby5sKGno5+eHd955B++8806V+0REROD77793ZNNIoSSNBqkAuuPf1BaJv8iSo12tltbv6l1jWgFjjdyNfSA5m6dXxiXvIEkSNCEhij8W23SNVEREhHw7fvw4WrRoYbYtIiICLVq0wPHjx53dXqrnjIumGhUrNGeWPJsxrcD0cuvivDzFr2dB3o99IDnbuTZtIAoL2d+R21k9Fiusz7O72MTgwYNx/vx5i+0XL16s0zpSRLaQU1uu8ouPZ2dPDmdMKzhkWnQiMhKif3/GG7kV+0ByBmO1UqBiIVQpIID9HbmdtWOx0vo8uwdSxmuhKjt37lzFRWBETmZMbQEqUlsMhYVubQ95J9O0AnmbgisHUf1RuQ9kTFJdGSvjpppuY39HCmA8Fiv1vM/mdaRGjx4NoOIDJSQkmFXEKy8vR3p6OuLi4hzfQqJKjKktxspVnr44JSmX1cpBrJRGbla5D1RqNSvyLBqdDjMq93fFxezvyO2UfN5n84xUYGAgAgMDIYSATqeT7wcGBiI8PBwPPvggPv30U2e2lQhAxWA+OTUVh68O5iNKSmCIjVXUVC95B09IK6D6p3J6H9NOyRGs9XdESqDk8z6bZ6RWr14NAGjTpg0ef/xxpvGRW6l8fCoWpwwMREewehU5j2laASulkVIYF6xUcjUr8jzGBaCNWMGPlMLaeZ+hsBCqgAD3tsveJyxYsAAajQa5ublISkpCUlIScnNza34ikYMZF6c0UlolF/IerJRGSuMJ1azI851r0wbCjvVBiZyp8nnfydBQt8en3QOpwsJCTJw4ES1atMDAgQMxcOBAtGjRAnfffTcuXrzojDYSWcXqVeQqjDVSGqadkrNUruCnlBQqIiWm+Nk9kLr//vuxd+9ebN68Gfn5+cjPz8fmzZvx22+/4aGHHnJGG4mqZFG9qqjIre0h78VKaaQ01qpZMS6prowV/I5evc+4IiWRU/yu3nd3fNo9kNq8eTM+/PBDDB8+HAEBAQgICMDw4cPxwQcfYNOmTc5oI1GVKqdcie7dAeZ0kxNYpPcVF7uxNUQVmHZKzmCROs8FyUlBlBSfdg+kmjZtisDAQIvtgYGBaNy4sUMaRWQrSZKwddcu+RdZ1d9/Q/TowQ6fHK5yeh+REjDtlJyBlSFJyZQUn3YPpObPn4/Zs2cjOztb3padnY0nnngC//d//+fQxhHZQqPVYnJ0tDzNK6WlMQ2BnMJsMXKeUJBCMO2UnMFYGVK+zwV6SUGUEp92D6RWrFiBX375Ba1bt0b79u3Rvn17tG7dGrt378Z7772H2NhY+UbkCpIk4beUFIxv107exvQWcjb/vn2BoiIOqMjtmN5HzmC1MiRT/EghlFK51OZ1pIxuu+02JzSDqG5UKhWSd+0CwsMBXE1vSUsDTGcQiOpKrZbXk1L9/Teg00H07QspKYmxRm4jp7mw/yMHMlaGzMvMBCIjAVxNoWKfRwpgLT7d0ffZPZBasGCBM9pBVGfG9BZ50dSiIkg6nbubRV5ErdFgcnQ0Vh04gO5Xt3EhVFICi/6PMUkOYKwMycWfSYlMK5e669zP7tQ+AMjPz8fKlSsxb948nD9/HgCQkpKC06dPO7RxRPZgBT9yNmMaqek1eQBTqcj9LNL7mIJFDqKUFCoia6ye+7kw7d7ugVR6ejo6duyIxYsX49VXX0V+fj4AYOPGjZg3b56j20dkM1bwI1dQqVT4LSkJHU22+d16K+OM3EpJVazIu3DxZ1Iya+d+0Olc1v/ZPZCaPXs2EhIScOzYMfj5+cnbR4wYgZ07dzq0cUT2YgU/coVLkmRWLchn717GGbmdUqpYkfexuvhzbi4HU6QIxnO/VJNtrur/7B5I7du3Dw899JDF9hYtWpiVRCdyB1bwI1dgqgspEeOSnKlyCpUUHg4RG1uRRqXXc1BFbmM897svOtrl/Z/dAylfX18UFBRYbD969ChCQkIc0iiiupAr+F3FFARyNKa6kBIxLsmZjClUZrOeaWmATgdotUwlJbdSqVRISU11ef9n90Bq1KhReO6553DlyhUAFV+sEydOYO7cuRgzZozDG0hUGxYLVBYVubU95H2sprrw139yM8YlOZNGq8WTcXHQAmZpVMDVVCoea8mNrPZ/To5JuwdSr732GoqKihAaGopLly5h4MCBaN++PXQ6HV588UVntJHIbpVTEAz9+vGXMnI4i0ppxcVubA1RBcYlOYtx1jO7sBD3RUdDA5ilUvFYS+7m6vM/u9eRCgwMRGJiIpKTk5Geno6ioiLExsZi6NChzmgfUa3IVVwCAuS1BQxFRVBxXSlyoMoLoer1eqiFgMSFKsmNKsel4IktOZAkSdBqtUhJTUVxcTH0RUVIDQ+Xj7VFubmQtFqo1Wr2heRyrj7/q9U6UgDQr18/PPzww5gzZw4HUaRIGq3W7FeJvn378oSCHM70RKFtZCT69+/POCO3M43LYcOGMSbJ4SRJgkajQUhoqNmxNiw8HFqtln0huY0rz//sGkgZDAZ8+OGHuPnmm9G1a1dERUVh1KhR+OSTT/hlIcWRJAnJqamIbtcOGgC/HDzIFBdyOHVwMIb27g0NgGIAu3btYpyR26mDg9EnKop9Hzmd8VhrjDdjpO3atQt6Xp9HbmDt/M9ZsWjzQEoIgVGjRuH+++/H6dOnERUVhS5duuD48eNISEjA7bff7pQGEtWFyscHu9LS5I6dA35yNEmlQuLu3fgnJ8fdTSGSGeOSfR+5gsrHB7sPHEBuURFyTPrC2NhYFBUVQa/XMwbJpSqf/8XGxsJgMDj+fWzd8aOPPsLOnTuxfft2pKam4rPPPsPnn3+OAwcOYNu2bfjpp5/wySefOLyBRHVlmuLCVANyBmOKC5GSsO8jV5JT/UJCEBMTAwA4duwYdDodU/3ILTQajVks9ujRw+ExaPNA6rPPPsNTTz2FwYMHWzw2ZMgQPPnkk1i7dq1DG0fkCGq1Wv4ipaWlMdWAnI6/vpISVO77mN5HriBJEvbv3y/HnhFT/cjVjLHYoUMHAM7pB20eSKWnp+PGG2+s8vGbbroJBw4ccEijiBxJkiQkJSXJ9/mrGDlbWFiY09IIiGxVue9jv0euolKpkJKSgiIrqX7sF8mVjLHotNe3dcfz588jLCysysfDwsJw4cIFhzSKyNFMp3f5yyw5g1qtRt++feX7aWlpTkkjILIH0/vIXapK9WO/SK7mzDL8Ng+kysvL0aBB1ctO+fj4oKyszCGNInK0yr/MEjmaMcYKCwudmkZAZA+m95G7WUuvYoofuYujB/E2L8grhEBCQgJ8fX2tPl5SUuKwRhE5g+kvEvw1jJxBXqgyJQW6q4v/MdbInYwDfB0XIyc3MqZXGeMwNjYWf/75J1SqWi9nSlQr/fv3R0pKisNmqWyO4EmTJiE0NBSBgYFWb6Ghobjnnnsc0igiZ2OKCzkT06lISZyZ1kJkK1dUUCOyxpkz8zbPSK1evdphb0rkDsYvUlpamvxFYslqcgbGGikVT1zJXYwpfp06dcKxY8fkFD+tVuvuppGXc+bMPOdUqd7gdVLkKqyWRkrFGVJyp8oV1BiP5CrOmpnnQIrqFaa4kKswvY+UggUnSElYRZe8CQdSREROwJNXUgrOkJKSMB7Jm3AgRUTkBDxZICXhDCkpCeOR3MmR8caBFBGRk/BkgZSCM6SkJIxHcidHHo85kKJ6iye15Gw8WSClYLEdUhJJkrBz5053N4PqEWcdjzmQonqLMwTkbEzvIyXhouSkFEIIDBgwwN3NoHrEWT8mcSBF9QpnCMjVmN5HSsRYJHcqLi5GWloaACAmJgZqtdq9DaJ6wRmVmzmQonqF6S3kahy8k1IwFkmJkpKSuDQJuRyvkSKqJXbY5EpM7yOlYCySEvGYTO7gqFl5DqSIiJyM6X2kFIxFIqqvnDErz4EU1Ws8iSBXYEoVKQVjkYjqK2fMynMgRfUaf5ElV2BKFSkFrxMlovrM0bPyHEhRvcNfZMkdmFJFSsFrUoiovnL0OSAHUlTv8BdZcofKnbder3dvg4jA2VEiql8cnSGimIHUyy+/DEmSMHPmTHnb5cuXMW3aNDRt2hRarRZjxoxBTk6O2fNOnDiBkSNHQq1WIzQ0FE888QTKyspc3HryNFyYklytcufNWSlSAsYhEdU3jswQUcRAat++fXjvvffQrVs3s+2zZs3Cpk2b8MUXX2DHjh3IysrC6NGj5cfLy8sxcuRIlJaWYvfu3fj444/x0Ucf4ZlnnnH1RyAPxhMJchWNRsO0UnI7pjcTUX3myD7Q7QOpoqIiTJgwAR988AEaN24sb7948SJWrVqFpUuXYsiQIejRowdWr16N3bt345dffgEAbN26FYcPH8ann36KmJgY3HTTTXj++efxzjvvoLS01F0fiTwATyTIHSrPSun1eg7iyeUYh6QkjD9yNUde4uH2gdS0adMwcuRIDB061Gz7/v37ceXKFbPtnTp1QuvWrbFnzx4AwJ49exAVFYWwsDB5n+HDh6OgoAC///57le9ZUlKCgoICsxvVL+68TorxV7+ZphSEhYW5fBDP+CPAvXHIGCRTjD9yB0cV3XHrQOrzzz9HSkoKFi1aZPFYdnY2GjVqhKCgILPtYWFhyM7OlvcxHUQZHzc+VpVFixYhMDBQvrVq1aqOn4Q8kbsqVzH+6je1Wo2+ffu67f0ZfwS4Nw4Zg8T4I2/htoHUyZMn8eijj2Lt2rXw8/Nz6XvPmzcPFy9elG8nT5506fuTMqjVahQVFaGoqAhqtdpl78v4q9+Ms6HuiD2A8UcV3BmHjEFi/JG7OeocsIED22SX/fv3Izc3F7GxsfK28vJy7Ny5E2+//TZ+/PFHlJaWIj8/32xWKicnB+Hh4QCA8PBw/Prrr2ava6zqZ9zHGl9fX/j6+jrw05AnkiQJGo3G5e/L+CN3xR7A+KN/sQ8kd2L8kTs5Kv7cNiN1ww034ODBg0hLS5NvPXv2xIQJE+T/b9iwIbZv3y4/58iRIzhx4gT69OkDAOjTpw8OHjyI3NxceZ/ExEQEBASgc+fOLv9MRERERERUP7htRkqn06Fr165m2zQaDZo2bSpvnzx5MmbPno0mTZogICAAM2bMQJ8+fdC7d28AQHx8PDp37oyJEydiyZIlyM7Oxvz58zFt2jT+2kBERERERE7jtoGULV5//XWoVCqMGTMGJSUlGD58OJYvXy4/7uPjg82bN2Pq1Kno06cPNBoNJk2ahOeee86u9zGW3WTlFjIyxoIrSrIy/qgyxh+5G2OQ3InxR+5mawxKgsX7cerUKVZtIatOnjyJli1bOvU9GH9UFcYfuZsrYjAjIwPt2rVz6nuQZ2IfSO5WUwxyIAXAYDAgKysLOp0OkiShoKAArVq1wsmTJxEQEODu5rldffx7CCFQWFiI5s2bQ6Vy7qWExvgTQqB169b16u9ck/oYe4B74s/Y/zmTUv892S5LrozB/Px8NG7cGCdOnEBgYKBT38tTKTVGncVb+kAl/7uxbdWzNQYVndrnKiqVyupoMyAgQHHB5U717e/hqgO6Mf6M08j17e9si/r4N3F1/LmSUv892S5zroxB4/sp8e+vJEqNUWfwpj5Qyf9ubFvVbIlBty7IS0RERERE5Ik4kCIiIiIiIrITB1JW+Pr6YsGCBYoqoZ6QkIA2bdrUuF9mZiYkScJHH33ksPdW4t/DG3ni39nZcemJfxOqmqP/PR0Vf0qNM6W2y9E89XO68rjsqX+j+s4d/262xuWZM2cAAOvXr3dyi+znSfHOgZQVvr6+WLhwoc3/gOvWrcMbb7zh3Ea5kbW/x5EjRzBr1izExcXBz88PkiQhMzPT4rnnzp3DK6+8ggEDBiAkJARBQUHo3bt3tV/clJQUjBo1Ck2aNIFarUbXrl3x1ltvyY8bD0pV3R544AF5399//x3jxo1DZGQk1Go1goODMWDAAGzatMkxfxwHsjfuauINcWnv38TWuASANm3aWI2fKVOmWOy7f/9+3HzzzQgPD4dWq0W3bt3w1ltvoby83Gy/y5cvY9GiRejcuTPUajVatGiBcePG4ffff7f7s3s6a/Hn6Bh3FEe166uvvsLw4cPRvHlz+Pr6omXLlhg7diwOHTpkse+sWbMQGxsr93PXXnstFi5ciKKiIrN2jRw5Eo899hi6dOkCjUaD1q1bY/z48Th69KjFa/766694+OGH0aNHDzRs2NDpxUMcxRlx4Q39nylb/kZV9WmSJKFDhw7yfh999FG1x9C1a9fK+y5cuNDqPn5+fmbvffLkSTz77LPo1asXGjdujODgYAwaNAjbtm1z/B/Dg1T+d1NSXBrb1LBhQ6e+T23i0s/PD88++6x8HK8clwDw+eefIzY2Fn5+fggJCcHkyZNx9uxZp34Wa1hswgHWrVuHQ4cOYebMmU57jw8++AAGg8Fpr2+vPXv24K233kLnzp1x7bXXIi0trcr9nn76aYwYMQLz589HgwYN8OWXX+LOO+/E4cOH8eyzz5rtv3XrVtxyyy3o3r07/u///g9arRZ///03Tp06Je8TEhKCNWvWWLzXli1bsHbtWsTHx8vbjh8/jsLCQkyaNAnNmzdHcXExvvzyS4waNQrvvfceHnzwQcf8QRSIcVl1XBrFxMTgscceM9vWsWNHs/v79+9HXFwcOnTogLlz50KtVuOHH37Ao48+ir///htvvvmmvO+ECRPw7bff4oEHHkBsbCyysrLwzjvvoE+fPjh48CAiIiIc9lmVrj7G38GDB9G4cWM8+uijCA4ORnZ2Nj788EP06tULe/bsQXR0tLzvvn370L9/f9x7773w8/NDamoqXn75ZWzbtg07d+6UCzAsXrwYu3btwrhx49CtWzdkZ2fj7bffRmxsLH755Rezhe2///57rFy5Et26dUNkZKTVwVZ9UR/j74033jAbiAMVx8D58+ebHRcHDBhg9Rj6+uuv48CBA7jhhhssHluxYgW0Wq1838fHx+zxb775BosXL8Ztt92GSZMmoaysDJ988gmGDRuGDz/8EPfee29dP55XYFxWqGtcrlixAg8//DBuuOEGLF26FKdOncKbb76J3377DXv37rUY6DuVoDobOXKkiIiIcHczhBBC/PPPPwKAWL16tVPf59y5c6KgoEAIIcQrr7wiAIh//vnHYr+MjAyRmZlpts1gMIghQ4YIX19fUVRUJG+/ePGiCAsLE7fffrsoLy+3u0033HCDCAgIEJcuXap2v7KyMhEdHS2uueYau9/DkzAuq45LIYSIiIgQI0eOrPE1H3jgAdGoUSNx7tw5s+0DBgwQAQEB8v1Tp04JAOLxxx832++nn34SAMTSpUvt/DSerT7GnzXZ2dmiQYMG4qGHHqpx31dffVUAEHv27JG37dq1S5SUlJjtd/ToUeHr6ysmTJhg8V7FxcVCCCGmTZsm6vMhnvFX4fnnnxcAxK5du6rdr7i4WOh0OjFs2DCz7QsWLBAARF5eXrXPP3TokMU+ly9fFp06dRItW7asXeO9EOOyQl3isqSkRAQFBYkBAwYIg8Egb9+0aZMAIN566y2ntdsapvbVoLCwEDNnzkSbNm3g6+uL0NBQDBs2DCkpKQCAQYMG4bvvvsPx48fl6UdjbmppaSmeeeYZ9OjRA4GBgdBoNOjfvz9+/vlnu9thLec1Pz8fCQkJCAwMRFBQECZNmoT8/HyzfXJzcxESEoJBgwaZrc78119/QaPR4I477pC3FRcX488//7RparRJkybQ6XQ17te2bVuLX+ElScJtt92GkpISZGRkyNvXrVuHnJwcvPjii1CpVNDr9Tb/qnLmzBn8/PPPGD16dI2/RPj4+KBVq1YWfytPwri0zta4NFVaWgq9Xl/l4wUFBfDz80NQUJDZ9mbNmsHf31++X1hYCAAICwuz2A+A2b6ejvFnu9DQUKjVapv6G+NnMd03Li4OjRo1MtuvQ4cO6NKlC/744w+z7WFhYV4VZ1Vh/Nlu3bp1aNu2LeLi4qrdb9OmTSgsLMSECROsPi6EQEFBgVl7TXXp0gXBwcFm23x9fTFixAicOnVK7h+9GePSdnWJy0OHDiE/Px933HGHWfryzTffDK1Wi88//7xWbao1lw7bPNBdd90lGjVqJGbPni1WrlwpFi9eLG655Rbx6aefCiGE2Lp1q4iJiRHBwcFizZo1Ys2aNeKrr74SQgiRl5cnmjVrJmbPni1WrFghlixZIq655hrRsGFDkZqaalc7Jk2aZPYrhsFgEAMGDBAqlUo8/PDDYtmyZWLIkCGiW7duFr8wfPHFFwKAePPNN4UQQpSXl4u+ffuKsLAwcfbsWXm/n3/+WQAQCxYssKttNf3yb81TTz0lAIisrCx525gxY0RAQIBITEwUHTt2FACERqMRU6ZMqXGWaenSpQKASExMtPp4UVGRyMvLE3/99ZdYunSp8PHxEXfddZfN7VUaxmXNbJmR8vf3Fz4+PgKAiIiIEG+88YbFfitWrBAAxP333y8OHz4sMjMzxYoVK0TDhg3N9i8tLRUtW7YU4eHh4ttvvxUnT54Ue/fuFQMHDhRt27YVFy5csKv9Ssb4q96FCxdEbm6uSE9PF/fdd58AIN5//32L/a5cuSLy8vLE6dOnxY8//ig6deokdDqdxexnZQaDQbRo0ULEx8dXuY83z0gx/myTkpIiAIinn366xn1HjRol/P395Rl9I+OMlFarlY/JEyZMENnZ2Ta14a677hJqtVqUlZXZ3X5Pw7i0TV3jcvfu3QKA+PDDDy32DwkJEf7+/rXKaqot7+xlHSgwMFBMmzat2n2qmqotKyuzSMm4cOGCCAsLE/fdd59d7aj8xfj6668FALFkyRKz9+vfv7/Vqdr//Oc/Qq1Wi6NHj8onmF9//bXZPq4aSJ07d06EhoaK/v37m23v1q2bUKvVQq1WixkzZogvv/xSzJgxQwAQd955Z7Wv2aNHD9GsWbMqvzwPPfSQACAACJVKJcaOHSvOnz9vU3uViHFZs5ri8pZbbhGLFy8WX3/9tVi1apXcxjlz5pjtV1ZWJqZPny4aNmwox5CPj49YsWKFxWvu3btXtGvXTt4PgOjRo4c4c+aMXW1XOsZf9a655hr531+r1Yr58+db7Zv27NljFivXXHON+Pnnn2t8/TVr1ggAYtWqVVXu480DKcafbR577DEBQBw+fLja/c6dOycaNWokxo8fb/HYG2+8IaZPny7Wrl0rNmzYIB599FHRoEED0aFDB3Hx4sVqX/fYsWPCz89PTJw40e62eyLGpW3qGpd5eXlCkiQxefJks+1//vmn3JeaDvqczTt7WQeKiIgQPXv2FKdPn65yH1tyXsvLy8W5c+dEXl6eGDlypIiJibGrHZW/GA8++KBo0KCBKCwsNNvvv//9r9Uvxrlz50SzZs1Et27dHN6x2TOQKi8vFzfeeKNo1KiRSEtLM3ssMjJSABBTpkwx224cBB09etTqax45ckQAELNmzaryff/44w+RmJgoPv74YzFy5Ehx++232/yLmhIxLmtm7wDfYDCI4cOHiwYNGoiTJ0+aPfb666+Lm2++WXz88cdi/fr14rbbbhMNGjSQf000Onr0qBgzZox48sknxddffy1effVV0bRpU9GvX78aZ1U9CeOvert37xZbtmwRy5cvF9ddd5147LHHRGlpqcV+Fy9eFImJieLrr78Wc+bMEbGxsWLTpk3VvvYff/whAgICRJ8+far9ld+bB1KMv5qVl5eLFi1aiO7du9e473vvvScAiG+++cam1167dq0AIBYtWlTlPnq9XsTExIjGjRtX++/kTRiXNXNUXN5xxx2iQYMG4tVXXxV///232Llzp4iOjpZ/8Kx8DHcm7+xlHWj9+vXCz89PqFQqcd1114kFCxaIv//+22yf6r4YH330kYiKijL7NRuAaNu2rV3tqPzFGD58uGjVqpXFfgcOHKjy4kHjlG1YWJhD04zsOWF9+OGHBQDxySefWDzWpUsXAUDs2LHDbPuOHTsEAPHxxx9bfc1nnnlGABC//fabzW0eNmyYuO6668wuVPQkjMua1SbldMuWLQKAWLNmjbxt0aJFIjw83OIgNGjQING8eXNx5coVIYQQ+fn5IiwsTLz66qtm+/3vf/8TAMTy5ctr/2EUhvFnu/Pnz4uwsDDx2GOP1bjv2rVrhUqlsviRyejMmTMiMjJStGrVqsaTU28eSDH+amYsclO5P7JmwIABokmTJlYH+1UJDw8XN9xwg9XHysrKxC233CIaNWoktm/fbvNrejrGZc0cFZf5+fli1KhRZn+nu+++W4wePVoAcGkqPYtN1GD8+PHIyMjAsmXL0Lx5c7zyyivo0qULfvjhhxqf++mnnyIhIQHt2rXDqlWrsGXLFiQmJmLIkCFuKU35448/AgAuXLhgVk7cVZ599lksX74cL7/8MiZOnGjxePPmzQFYXqwfGhoKoKLd1qxbtw7XXHMNevToYXNbxo4di3379nlseWDGpXO0atUKAHD+/Hl52/LlyzFkyBCz0r8AMGrUKGRlZcnrVH355ZfIycnBqFGjzPYbOHAgAgICsGvXLuc23oUYf7Zr3LgxhgwZYrEGijWjR48GAKsXS1+8eBE33XQT8vPzsWXLFrm/rI8YfzVbu3YtVCoV/vOf/1S734kTJ5CUlIRx48bZtZ5Qq1atzPpJUw888AA2b96Mjz76CEOGDLGr3Z6McVkzR8VlYGAgvvnmGxw/fhw7duxAZmYm1qxZgzNnzshrlroKB1I2aNasGR5++GF8/fXX+Oeff9C0aVO8+OKL8uNVLXq4YcMGREZGYuPGjZg4cSKGDx+OoUOH4vLly3VuU0REBM6cOWNRm//IkSNW99+yZQtWrlyJOXPmICQkRF7nwVXeeecdLFy4EDNnzsTcuXOt7mMcCJ0+fdpse1ZWFoCK9aMq27t3L/76668qKw1V5dKlSwAqTk48FePS8YxVJE1jLScnx2LhXQC4cuUKAMjtzcnJAQCLfYUQKC8vd+vncgbGn+0uXbpkU19TUlLy/+zdeXgT1foH8O+k0CWTtCzdWAsFKgKlpSyXfRNBxR0ueq8iVVBBcAEXQL3izwUUF7wi4IKiV0FcLrigooheaAFRaGtBVNAKFLG0Bbol2EJzfn+0GZM0aZM2yUzS7+d5+jxkMk1O6Jszc+a88x5YLJY6+/7555+47LLLcPDgQWzatAm9evXyehsDDePPtcrKSvz3v//F6NGjGxxwv/322xBCeHQMFULg8OHDTo/J9957L9asWYNly5Y1eLIcjBiXrvkiLjt37oyRI0ciISEBJSUl2Lt3L8aNG9fktnqCA6l6VFdX1zmgxcbGon379qisrFS2ybLs9CBpXbBO2JSR3L17N3bt2tXktl1yySU4d+4cVq1aZdfe5cuX19m3pKQEM2bMwKBBg7B48WKsXr0aWVlZWLx4sd1+TS1n6co777yDO+64A9dddx2effZZl/tNmTIFAPDqq6/abV+9ejVatGiB0aNH1/mddevWAQD++c9/On3NwsLCOtvOnj2L//znP4iIiAjIExLGZdOdOnWqzoDn7NmzeOKJJxAaGooxY8Yo25OSkrBlyxacPHnS7jO9++67MBqN6Natm7IfUHc24aOPPoLJZEK/fv281n41Mf5cc9bfHD58GFu3bsWAAQPs3ts6ELe1evVqALDbt7q6Gtdccw127dqF9957D0OGDGmwHcGM8dewTz/9FCUlJW4NjtatW4fOnTtj+PDhTp8vKiqqs23VqlUoKirCRRddZLf9qaeewtNPP437778fd955p9vtDQaMy4Z5My6dWbhwIc6dO4e5c+e6/Tve0MKv7xZgysvL0bFjR0yePBkpKSkwGAz48ssv8d133+GZZ55R9uvfvz/eeecdzJs3DwMHDoTBYMBll12GSy+9FBs2bMBVV12FiRMn4rfffsOLL76IXr161bky4KnLLrsMw4YNw4IFC3D48GH06tULGzZscPoFvfPOO3Hy5El8+eWXCAkJwUUXXYQZM2bgsccewxVXXIGUlBQAwLfffosxY8Zg0aJFePjhh+t9/9LSUuVLaE1ZeuGFF9CqVSu0atUKc+bMUV7zhhtuQNu2bXHBBRfUSW8ZOnQoEhMTAQD9+vXDTTfdhNdeew3nzp3DqFGj8L///Q/vvfceFi5cWOcKRnV1Nd555x0MHjxYOZl1dOutt6KsrAwjR45Ehw4dUFBQgLVr1+Knn37CM888UyddKxAwLl1zNy4/+ugjPPbYY5g8eTK6du2KU6dOKSvOL168GPHx8cprLliwANdffz3+9re/4ZZbbkFERATefvtt7N27F4899piSdnDZZZehd+/eeOSRR3DkyBEMHjwYv/zyC1544QW0a9cO06dPb9L/rVYw/lxLTk7GBRdcgNTUVLRu3RqHDh3Cq6++qgzSrf73v//hjjvuwOTJk9GjRw9UVVUhIyMDGzZswIABA3D99dcr+95999346KOPcNlll+HUqVN466237N7Tdt8jR47gzTffBADs2bMHAPDYY48BqLkq7SylOtAw/hq2du1ahIWFYdKkSfXut3//fuTm5mLBggUuZ0oSEhJwzTXXIDk5GeHh4cjMzMT69euRmpqKW2+9Vdlv48aNuO+++9CjRw+cf/75deL0wgsvrJO2H0wYlw3zZlw+8cQT2L9/P/72t7+hRYsW+OCDD/DFF1/gsccew8CBA91qj9f47W6sAFRZWSnuvfdekZKSIoxGo5BlWaSkpNS5abyiokL885//FK1atVLWoxGipgrY4sWLRUJCgggLCxP9+vUTmzZtqnMjoDuc/c7JkyfF1KlTRWRkpIiKihJTp04V2dnZdjcPfvjhhwKAeOaZZ+x+t6ysTCQkJIiUlBTlRj5PyllaV8R29mPbzjVr1rjcD05ucqyqqhIPP/ywSEhIEC1bthTdu3cXy5Ytc9oGa2GA+laxfvvtt8W4ceNEXFycaNGihWjdurUYN26c29WJtIhx6Zq7cblnzx5x2WWXiQ4dOojQ0FBhMBjE8OHDxbvvvuv0dTdv3ixGjRoloqOjRWhoqEhOThYvvvhinf1OnTol5s6dK5KSkkRYWJiIjo4W1157rcjLy2uw7YGC8efaokWLxIABA0Tr1q1FixYtRPv27cW1114rcnNz7fb75ZdfxA033CASExNFRESECA8PF7179xaLFi0SFRUVdvuOGjWq3j7UlrWtzn5GjRrV8H9oAGD81a+0tFSEh4eLq6++usF9FyxYIADUiU9bM2bMEL169RJGo1E5Js+fP9/lelOuftwp6x/IGJf183Zcbtq0SQwaNEgYjUah1+vF4MGDXR6/fU0SwsUy1UREREREROQU75EiIiIiIiLyEO+RUtmpU6dQVVXl8vmQkBCnlXGIfIlxSWpi/JGaGH+kRYxLbWJqn8pGjx6Nbdu2uXw+ISFBWaeGyF8Yl6Qmxh+pifFHWsS41CYOpFS2d+9elwvNAkBERASGDRvmxxYRMS5JXYw/UhPjj7SIcalNHEgRERERERF5iPdIAbBYLDh+/DiMRqPLmvXUvAghUF5ejvbt20On821NFsYfOWL8kdoYg6Qmxh+pzd0Y5EAKwPHjx9GpUye1m0EalJ+fj44dO/r0PRh/5Arjj9TGGCQ1Mf5IbQ3FIAdSAIxGI4Ca/6zIyEiVW0NaUFZWhk6dOimx4UuMP3LE+CO1MQZJTYw/Upu7MRg0A6kVK1bgqaeeQkFBAVJSUrB8+XIMGjTIrd+1TuVGRkbyS0R2/DHNz/gjVxh/pDbGIKmJ8UdqaygGg2JB3nfeeQfz5s3DokWLkJWVhZSUFEyYMAGFhYVqN42IiIiIiIJQUAyknn32Wdx888248cYb0atXL7z44ovQ6/V47bXXvPL6wmKBqbAQpsJCCIvFK69J5AnGIPkT440CFWOXfIFxRa4EfGpfVVUV9u7di4ULFyrbdDodxo0bh127djn9ncrKSlRWViqPy8rK6n0Pc3Ex5Lg4AIDpxAnIsbFeaDk1V57GHwCYi4ogx8cDYAxS07gTf3Z9XkGB8m8ib2hMH+guHq+pIY06BjOuyIWAn5EqLi5GdXU14hwO9HFxcSgoKHD6O0uWLEFUVJTyw2ot5E8ex58QCB8/3j+No6DnafyFjx8PcLlB8iIeg0lNjD/ypoAfSDXGwoULUVpaqvzk5+e73FdYLDAXFfmxdRTsPI0/0+HDCMnNBQBkA4Be75+GUlByK/70+ppYAxCSmwthMvm1jRTc3O0DbdOp3P3h8Zoa4vExmHFF9Qj41L7o6GiEhITgxIkTdttPnDiB+NpUKEdhYWEICwtr8LVFdTUORUUhiScR5EVNib/ZycnYIcu+bB4FOXfiTy/LmJ2cjJ379gEAzGYzZIPBH82jZsCdGBQWC/a1aoW+5eUevTZ7R2pIY47BjCtyJeBnpEJDQ9G/f39s3bpV2WaxWLB161YMGTKk8S8sBCxpaXYnsblGI/TR0U1pLpF7nMRftiwjMzubK6+Tz0mShC+2bFG7GdSMmYuLPR5E2eLxmprEyTEYYFxRXQE/IwUA8+bNw7Rp0zBgwAAMGjQIzz33HEwmE2688cZGv6YwmZR0qmMAqnfvRp+0NEi6gB97UgCwjb+DAFrn5SE1IYHxR35jO2C3prXoo6MZg+R3+du2IbxtW0S0bet2/CUzVqkJnJ0D6mUZiW3bqtsw0pygGEhdc801KCoqwkMPPYSCggKkpqZi8+bNdQpQeMJsNitTuR0B4G9/w0FZRo8//vBN56zXA5xpoFq28Terd298GRPDmShSTUyfPgDAPpBU0WnUKABO4o8xQz7i7BzQqsn9IOM2qATFQAoA5syZgzlz5njt9fTR0cg1Gu1SC5JMJsBHq16LYcMgZWTwy0V1bP3hB8BoZIyQX7EPJDW5E3+MGfIVZ/Fn1dR+kHEbXIJmIOVtkk6H5JISmIqLYTaZcCwxEf18+X47dsB0+DDgZiEBptgEOb0emQCG22zyJEYYH9RUWu8Dm4LfD+1zJ/7YJ5Kv2Maflbf6QX/1dYx5/+BAqh6STgc5NhZ6IXDV0KHI3rnT6+8hAyi0/jsx0e3f82mKjTs4Ne1TelnGgtqYa0yM+Cw++HdvVrTcBzaF6v2nLX6nXHIVf6r1ifxbNSvW+LNqaj/o777Ob/1cM/9ecCDlBkmSkJGZCbPZ7PXXFhYLstu1Qz8PS6z7MsXGHZya9i3bmGtMjPgqPvh3b5602Ac2hdr9py1+pxrmGH9q9Yn8WzVvTe0H/d3X+aufa+7fCw6k3CRJEmQfTcOmlpXZTR/Xxx8pNu5oaGqaU8pNZxtz7saIr+ODKQnNl1b6wKbQSv9pq7Hfqeb2HXGMPzX6RKafUlP7QX/0df7u57z1vQjUmOdASgMcp4/r48sUG3e4OzXNqjbe5W6M+Co+gjIlgTGmGZ70gU2hdv9pq6nfKZffkWYS1/7sE5tN+mkziR01+aOv81c/5+3vRaD2aRxIBRhfpti4w92paVa1UYev4iMYUxIYY82P2v2nraZ+p1x9RxjX9rzxN28u6aeMneDgr37O29+LQO3TOJAKQL5MsXFHfVPT/qxqE6jTwL7mq/gItpSE5p6O0Fyp3X/aasx3qqHviLO4bu4x6o2/eXNIP2WaafDwVz/nje+FO32apbwcOo3c1+qIAynyWH1T042dUpYA6FEzVfxb7baGpopzjUYkl5SwA/eTYElJ8HY6AuOQGqsx3ylX35H64pox2nTBnH7a1D6R8dV8eeN74SrmDQBO1P77YHw8zquo0GSMcSBFXtWoKWUhED5uHEJ27/bovfqWl8NUXOyXgxv5hz9SErydjsA4JH9y9R2pL64Zo4FDjfTTpvaJjC9qCqcxX3teiNrzwp5nzmg2xjiQIq9zd0pZWCwwFxcDJpPHgygAyATQT69vRAtJy/yRktCodASTyenVWsYh+Zur74g1rkV5OQzduyvbGaOBRY30U9s+UVgsOHPyZN2dTCbE/O1vdTYzvqipbGNeWCwwHzlid16o5RjjQIp8SwjAyZU1YbHgULt2NTcX2ogF4O41sX5DhyJDI/c6UGBpTDqCqbBQ+fdBAGkABBiHpB2STgd927Y42rkzDLXbYgEkMUbJGZvjswRAlmWXx2ZHtsdq9oHUZLWx6Cz+tN6HcSBFviMExPDhkJzkeksAkhy2Zcsy8jwo96rX6yFptIoLBR9927bKv5MA5OXlQY6NZRySdggBS1oaEiorAQAHwsKQV1QE2WBgjJI9F8dnZ8dmR47HavaB1CQ2segYf9ZY03IfxoEU+YylvBy6Bm6YzQbQMS8PellGKiv/kIYJkwnWbjwbQFJMjGaqvxEBNTEakpsLoGbWtHNhIQxGo7qNIs1Q0umBmlTleo7PtsdmRzxWkzc5O1e0xl9qQoLmY40DKfIJUV2N/NhYJNQ+dpWy12/oUGR06aLZKw1EQM0JyMH4ePSsfTw7ORk7OIgijTGbTLBGZXpyMnZwEEW1RHU1DkVFOU3Zc3Z85rGZ/MHVuWIgxR8HUuR9LtJLnF1VYEoABQJzcTF6njkDoCaeM7OzGbekLUIgfPx45eEXW7YwRqlG7THZ2SDKVUo9j83kc/WcKwZS/HEgRV7H9BIKKkIANicgnQ8fhi4kRMUGEdVl2+9mA0jijCnVEhUVdsfk1jYpe0zTI7U4xmWgnis26dtTWTuKJLJltjnpTE9OhhyAXwwiAIDFApGWZlf2nCcdpEW2/e7s5GSn97ZQMyQELMOHKw/Tk5MR3aUL5NhYyLGx7M9IHRYLRL9+ysNAPlf06Bv02WefYdq0aUhMTETLli2h1+sRGRmJUaNG4fHHH8fx48d91U4KFEwvoWAhBET//pBycpRNmQCg0bUsqBljv0suOM5UfrFjB2OD1FV7bNX9+iuAwI9LtwZSGzduRFJSEm666Sa0aNEC8+fPx4YNG/D5559j9erVGDVqFL788kskJiZi5syZKCoq8nW7SaMcO22JV0UpEAkBUVioDKIOAjAAWDB0KK/0k+aw3yVXzDbrON7TuzcrjZLqhMlkd2ydnpIC2WCo93e0zK17pJYuXYply5bh4osvhs7JNPCUKVMAAL///juWL1+Ot956C3PnzvVuSykgmM1mpWrUPb1740tevadAUns/lBgxwm4makq3bijIyYEsywF71YyCl22/y4qS5MrWH36A6N8f2LsXYEofqcS2uuiUbt2QlZUV0MdVtwZSu3btcuvFOnTogCeeeKJJDaLgsfWHHyBGjgQyMoAA/pJQM+GwKKBVJoDM7GwYAviKGTUfTOsjO3o9MgFY75KScnJqUpazsnhcJv9zSEPO3LHD6QRNIAns1pP21HbaVtKOHRAVFao1h8gt1lQ+m0UBs/FXOl8gpx1QMyCE8k8OosiWXpaxYOhQGFCTRgXUDqZ4XCYV2FbqC5Y0ZI/Lnwsh8P777+Prr79GYWEhLBaL3fMbNmzwWuMo8Fg77YM7d6Kwdpvo168mTUqWeQWMtMVFKl8sgA4pKSjIzGQ6H2mbwxVeIluSJCEjMxMmkwnDU1ORU3uDv2X4cITk5PCYTP5TW0HSunhIsKQhezwjddddd2Hq1Kn47bffYDAYEBUVZfdDzZu1095fUIDs2m26X38FjEaIESPsrpwSqao2lQ9GY53KfPsLCpBVm87HQRRpmWOhCVaVJEeSJMFgMCAzO1s5Lofk5kI4WaCXyFeCtYKkxzNSb775JjZs2IBLLrnEF+2hICBJEmJiY3FRSgpe/f57WFcKsKb5SQG6VgAFERepfCMApA4diozY2KDo4Cn42d64HSxXeMk3ZIMBs5OTsXPfPgC1scO0ZfKTOkVxgiT2PJ6RioqKQqLN4pREzkiShD1ZWbgpJQWxNttFv35ARQVgMnF2itRRu8iuFB+vbIoFcFNKCgrKy5GRmclBFAUGrh9FHpAkCV9s2aI8jhg2DHC4PYPIH4Kpr/J4IPXwww/j//7v/3DmzBlftIeCiE6nQ1Z2ttM0PxgMTPUj/3OxyC5T+SgQcf0o8pQky3bHY9G/P4/D5HfBdJz1eCA1ZcoUnD59GrGxsUhOTkZaWprdD5Eta5rf9JQUpfNWnmNFP/KnehbZjWEqHwUg28VWZycnc7FoapBeljE9JYUV/Ii8xON7pKZNm4a9e/fi+uuvR1xcHE8+qEHWNL/+aWk4+P33kAFW9CP/slkjyoqL7FLAs5lJCKZUGfId6/E4LSlJqeAn+vWDdPAgF+klagSPB1KffPIJPv/8cwwfPrzhnYlqWdP8zGYzTBUVyI6PRz/YVPQbNgwSF+4lHxEmk90giovsUsBzuD+Kgyhyl06nq6ngFxmpHIe5SC9R43h8+aFTp06IjIz0RVsoyEmSBFmWnab6Mc2PfMlsU+Y3FlxklwIfy55TU8gGA1P8iLzA44HUM888g/vuuw+HDx/2QXOoOXBV0c8yfDhveiXvc7hyvz8vj5X5KODx/ihqCutxeEq3bso2HoOJPOdxat/1118Ps9mMbt26Qa/Xo2XLlnbPnzp1ymuNo+BlTfUrKixU0vxCcnNhKS+HjjOe5EWOV+6TYmI4iKKgwvujqDEcU/x4DCbynMcDqWXLlrHDJq+wVvS70maBwIPx8TivogISb3olL6mzCCCv3FMwsJk54DGZGstxkd782Fh0NpkghYSo3DIKOkE62+nxQCo9Pd3lc1xbijwlSRIys7NxQJbRq7ISPc+cgam4GHJsbMO/TOQhXrmnoOCQrkrUWI7H4ITKSlSnpSEkJ4eFJ8h7grjP8viy/x133OF0u8lkwiWXXNLkBlHzowsJQWfec0d+wEEUBQMWmiBv0oWEoHNhoVJ4IiQ3F8KmQA9RUwVzn+XxQOqTTz7BokWL7LaZTCZcdNFFOHfunNcaRs0LU/nIL4I0tYCaF9sqlCw0Qd4gG424MTlZeWxbzISoqYK5z/L47PWLL77AK6+8gueeew4AUF5ejgsvvBCSJGHz5s3ebh8RkdeEjx/PwRQFNocUGaarkjdIALYzjsgXgrzP8vgeqW7dumHz5s0YM2YMdDod3n77bYSFheGTTz6BHEQjTCIKEno9sgGlKpUwmSBxDSkKUHWqUPK4S15gKS+3j6sgSr0idQV7n9WofKq+ffti06ZNuP/++6HX6/HZZ59xEEVNw1kC8hG9LGO2bcoKc/8pgAVzigypQ1gsOBgfrzxmXJE3BXuf5daMVL9+/ZxOw4WFheH48eMYNmyYsi0rK8t7raPmIYiruZD6JEnCF1u2ALUnCuHjxwOsSEWBKMhTZEgd5uJi9LSpupyZlcW4Iu9oBn2WWwOpK6+80sfNoOaszrQvUwrIyyRZZnofBbxgT5EhldikPwMAzGaAi/KSF9RJGQ3CPsutgZRjlT4ibzKbTFwwlXzKmt5nXXTSbDJB5kCKAgz7SvIFx/6Ri/KSN4jqauTHxiKh9nGw9llu3SMleP8K+UozmPYl9SnpfbVYvY8CDvtK8hFlUd6wMABAQmUlLGlp7COp8YSAJS0NCZWVAIADYWHIzM4Oyj7LrYFU7969sX79elRVVdW736FDhzBr1iw88cQTXmkcBT/HVBUpCK9WkDZY0/uAmvQ+S3m5qu0h8oRjigz7SvImZ4vymg4fhrBYVG0XBSbbc7uDADoXFkIXpDOcbg2kli9fjqeffhrx8fG45ppr8NRTT2Ht2rX473//i9WrV2PevHkYNGgQUlNTERkZiVmzZvm63RQkgr2aC2mHY/W+g/HxPEmggMCqauQPstGIdJs+Uk5MxKHISIjqahVbRYHIdkHn9ORkyEajiq3xLbfukbrggguwZ88eZGZm4p133sHatWtx5MgRnDlzBtHR0ejXrx9uuOEGXHfddWjdurWv20zBgqkq5EdK+ooso1dlJXqeOQNTcTHk2Fi1m0ZUL9uqasGcIkPqsvaR2VFR6Fd7kTPJZEJ1WhpCWOmUGinYz+08WpB3+PDhGD58uK/aQs0MK1CRv+lCQtD58GGgXTsA4IwUBZzOhw8HbYoMqU8XEoLUsjIUHTmC04mJSMJfqdA6VvKjxgjye+0atSAvkTfYTv0yVYX8RdL91e2d7NIForw86Dt6Ch628UvkC5JOh+guXezS/JgKTY0V7MdZ9sikCcE+9UvaoY+Oxk8REQBqqlNJkZEQI0YEbSdPROQpx0p+Pc+cgbm4WOVWUaBoTsdZVQdSS5YswcCBA2E0GhEbG4srr7wSP//8s90+f/75J2bPno22bdvCYDBg0qRJOHHihN0+R48excSJE6HX6xEbG4t7770X586d8+dHoSbiIIr8RdLp0LGgQKngBwDSjh2s4kcBgbMC5C9KKnQtxh65qzkdZ1UdSG3btg2zZ8/GN998gy1btuDs2bMYP348TDaV3ObOnYuPP/4Y7733HrZt24bjx4/j6quvVp6vrq7GxIkTUVVVhZ07d+KNN97A66+/joceekiNj0SNZTI17icIr26Q78lGI24fOhS2ZSaYukKB4GSXLqyiRn7jNBWax2Ryg7PjbH5srH0MBUG8SEJDq+0WFRUhNjYW27Ztw8iRI1FaWoqYmBisW7cOkydPBgD89NNPOP/887Fr1y4MHjwYn332GS699FIcP34ccXFxAIAXX3wR8+fPR1FREUJDQxt837KyMkRFRaG0tBSRvJnSb0yFhZBr/2aNJYYNg5SR4fVqQv6MCcafOoQQMJWXwxAVpWwznTihiSp+jD+yJSwW/GwwKJX7qvv29XkVNcYgAXVjr8H9vXRMZvwFByEETBUVOBoTg161i/PaPe+jczhvcDcuPKraZ2WxWPDLL7+gsLAQFocruCNHjmzMSwIASktLAQBt2rQBAOzduxdnz57FuHHjlH169uyJzp07KwOpXbt2ITk5WRlEAcCECRMwa9Ys/PDDD+jXr1+d96msrESlzR+0rKys0W2mJtDrkQmgKXUgpR07IEwmSAaDt1rlc4w/bZAkCbLN1daDAFqbTNBbLEF9Qz/jL/BY02QORkUpVdQCrd+zxRgMHEqKVlQU6p5NOdk/AI7JjD//kSQJBqMRnQsLncZQIMRLQzw+W/jmm2/QvXt3nH/++Rg5ciRGjx6t/IwZM6bRDbFYLLjrrrswbNgw9OnTBwBQUFCA0NBQtGrVym7fuLg4FBQUKPvEOcxqWB9b93G0ZMkSREVFKT+dOnVqdLup8fSyjAVDhiCnia9jW/0vEDD+tMM2dpIAxCQmYl+rVkGd4sf4C0yOi6UGWr9nizEYWKwpWjJg92NEzQUoR1qPTcaf/znGkG3eh9nmdp5A5PFAaubMmRgwYAD279+PU6dO4fTp08rPqVOnGt2Q2bNnY//+/Vi/fn2jX8NdCxcuRGlpqfKTn5/v8/ekuiRJwuaNG5HahNfINRqhj472VpP8gvGnHfroaOQ6rLjet7w8qKtTMf4CkyRJ+GLLFrWb4RWMwcAiSRIyMjNRWFHx1095OU716YMkh30D4ZjM+PM/xxjan5enPBc+fnxA3yvlcWrfoUOH8P7776N79+5ea8ScOXOwadMmbN++HR07dlS2x8fHo6qqCiUlJXazUidOnEB8fLyyz7fffmv3etaqftZ9HIWFhSGstqQnqcu2Wl/Rvn3Qe3h/SnJ0dMClYTH+tEPS6ZBcUgJTcTHMRUWIqZ0ND2aMv8Bl218G8qwpYzDwSJIE2WatR1FRAWn/fgC1adF5edDLckAckxl/6rCLoZgYZAPoh8Bf8NnjaP/b3/6GX375xStvLoTAnDlzsHHjRnz11Vfo2rWr3fP9+/dHy5YtsXXrVmXbzz//jKNHj2LIkCEAgCFDhmDfvn0oLCxU9tmyZQsiIyPRq1cvr7ST/OPkoEHQR0dDjo11+0frHTZpn6TTQY6NhT4mRu2mELntWGJiQA+mKLDZpmOlJycjuksXHpPJbXpZxmybVGW7an4BNjvl1oxUbm6u8u/bb78dd999NwoKCpCcnIyWLVva7du3b1+333z27NlYt24dPvzwQxiNRuWepqioKERERCAqKgrTp0/HvHnz0KZNG0RGRuL222/HkCFDMHjwYADA+PHj0atXL0ydOhVLly5FQUEBHnzwQcyePZtXHAKAddG2nmfOoOeZMzAVF2uiahoRkdawvyRNEKImHavWF1u2cC1I8oiy4LMso1dlJRIqK4HaGSktV/Jzxq2BVGpqKiRJgm2l9Jtuukn5t/U5SZJQ7cH6FqtWrQIAjB492m77mjVrkJ6eDgBYtmwZdDodJk2ahMrKSkyYMAErV65U9g0JCcGmTZswa9YsDBkyBLIsY9q0aXjkkUfcbgepR9Lp0DEvD2jXDkBgp6tQ8GAckhY59pdEahAmE0JqL7DnAOhhk/JH5C5dSIjTan7WhXsDJdXPrYHUb7/95pM3d2cJq/DwcKxYsQIrVqxwuU9CQgI+/fRTbzaN/Mg2FeBYYiLOq6hgegCpinFIWmUXkwGWAkPBwWw2w3boFBERoVpbKLBZq/ll79wJGYD1Jp382Fh0LiqqKYuu8Zkpt84SEhISlJ8jR46gQ4cOdtsSEhLQoUMHHDlyxNftpSBkTVcBgJ5nzgR1xTTSLsYhBZpAr3ZFgUnftq3y71QAZ06eVK0tFNhsq/nllZXhQO0tOQmVlZAiIyFGjNB8H+fx5dYxY8Y4LXNeWlrapHWkqPlS0lVqmYuKmFpFfucYh0SapNcju/af1mpXRH515ozyz4MARHi4em2hgGet5qcs3Gv7XG2an5Z5PJCy3gvl6OTJk3alMYk8YZuuEtOnT9AvikraxFQ+0jrHalcH4+PZV5JfOS5k/mvHjoxB8gprqp9tCR2lop9GZ6bcXkfq6quvBlAzckxPT7eriFddXY3c3FwMHTrU+y2kZsG6MGrf2isPfcvLWZGKiMiBY7UrVu8jf3M8XqfweE1eYk31M1VU4EBMjF1FP61W83P78mtUVBSioqIghIDRaFQeR0VFIT4+HrfccgveeustX7aVgph1YdSi2gX+iNTGK6ykVbqQEHQ+fFh5zFglf5J0OvQ5dkx5nA0Aer1q7aHgIklSQKX5uT0jtWbNGgBAly5dcM899zCNj7xO0unsF0W1LsymsasP1Dywch9pmW1cnuzSBbLJBCkkRMUWUXNy5swZpXLf7ORk7OA5IXmZNc3v4M6dmq7m5/EZwqJFiyDLMgoLC5GRkYGMjAwUFhY2/ItEHpITEwOiYgsFD1buo0BhG6sJlZWwpKWxryT/4IK85AfWND+tV/PzeCBVXl6OqVOnokOHDhg1ahRGjRqFDh064Prrr0dpaakv2kjNiV6PTJuH0o4dMB0+zNQV8gtW7qNAIel06FhQgIO1j1nBj/zFdkHegwDAdaTIRwIhzc/jgdSMGTOwe/dubNq0CSUlJSgpKcGmTZuwZ88e3Hrrrb5oIzUjelnGAoeKLXJiIqv4kd9wwVMKFLLRiHRW8CM/Y9U+8jctV/PzeCC1adMmvPbaa5gwYQIiIyMRGRmJCRMm4JVXXsHHH3/sizZSM2I7lZttk3Pdt7ycaVbkd1zwlLRMqeBXm/bCdFTyB2vVPqsUHp/Jx7Sc5ufxQKpt27aIioqqsz0qKgqtW7f2SqOoebNO5aaWlbGKH/mfw4KnTC0lLWMFP/I3x6p9XJSX/KG+ND9hMqnWLo8HUg8++CDmzZuHgoICZVtBQQHuvfde/Otf//Jq46h5c1nFj8iHHBc8ZWopaZ1jBT9RXa1ia6g5OPPnn8q/md5H/uQszc9cVKTa+aHHA6lVq1bhm2++QefOndG9e3d0794dnTt3xs6dO/HSSy8hLS1N+SHyJlbxI3+wpksxtZQCBSv4kb8xvY/UYk3z229TGErN80O315GyuvLKK33QDCIXaqv4Da99aK3ip09I4Po+5DO6kJCa1NIff0RMnz4Aaq546aOjGXekOUoFv6goJKEmJVWYTDVrrRD5gKTTIbmkpE4fCYD9JPmcJEmQY2LqnB9aysuhi4z0a1s8HkgtWrTIF+0gcspaxc92QTY5MRG5RiOSS0rYWZPPOKaWxvTpw7gjzbJW8Nu5bx8AwGwyQeZAinzIWR8JgP0k+YWz88P82Fh09vPi5I2K8pKSEqxevRoLFy7EqVOnAABZWVn4/fffvdo4IlbxIzU5pq8w7kirJEnCF1u2KI9ZcZL8wbGPBNhPkn+4quTn79RmjwdSubm5SEpKwpNPPomnn34aJSUlAIANGzZg4cKF3m4fkcsqfuaiIt7cSj6lpK8w7igASLJsV3FSKwtWUvCy9pGmEydYZZf8zraSn1qLk3s8kJo3bx7S09Nx6NAhhNuUu7zkkkuwfft2rzaOyJazNAJWUyNfcxZ3hyIjWRmNNMex4iQX6CV/kHQ6yLGxrLJLqnFcnDw/NtZvx2iPB1Lfffcdbr311jrbO3ToYFcSncgXmGpFanCMuySTiZXRSHO4QC9pBavskj859n3+TPHzeCAVFhaGsrKyOtsPHjyIGNurEUQ+wFQrUoMSd3l5qqUPELmDC/SSamqr7FpZq+wyBskfdCEhdVL8/LFQr8cDqcsvvxyPPPIIzp49C6BmFHj06FHMnz8fkyZN8noDiRwxxY/UIOl0iO7SRbX0ASJ3cYFeUoO1iprtQqlyYiJToclvHFP8/LFQr8cDqWeeeQYVFRWIjY3FmTNnMGrUKHTv3h1GoxGPP/64L9pIVAdT/EgNaqYPELmLC/SSGlxV2WUqNPmLY/VSf6SYeryOVFRUFLZs2YLMzEzk5uaioqICaWlpGDdunC/aR+SUs8UATSYT9EJAkiSVW0fBTEkfsFn81FJRAZ1DCWAitXCBXlKLXZXdI0dwOjFRicGKwkLIsbE8RpNPSbJcZ6FeX/Z/jV4tbfjw4bjttttw3333cRBFqnBM8euamIgRI0ZA8KoX+Zhj+sCwYcMYd6QpdVJczGYVW0PNjbNU6Lj4eB6jyeecpZj6sv/zaCBlsVjw2muv4dJLL0WfPn2QnJyMyy+/HP/5z3/4xSBV6KOjMW7wYMgAzAB27NjBEwbyOWuKX0q3bpABfLNvH0x+uKmVyF2SJOGLHTsgA5ABiNpUPyJ/sfaTQ5KTeYwmv7GmmO4vKPBL/+f2QEoIgcsvvxwzZszA77//juTkZPTu3RtHjhxBeno6rrrqKp81ksgVSafDlp078duJE2o3hZoZXUgIduTkwHpKkJaWhoqKCl5UIs2QdDqYUXMCm9a/PywsyEN+pgsJwc7vv7c7RptMJvaT5FOSJEE2GPzS/7k9kHr99dexfft2bN26FdnZ2Xj77bexfv16fP/99/jyyy/x1Vdf4T//+Y9PGklUH0mSINvc2ErkL7IsIzU1FQBw6NAhGI1Gpq6QZuj1erv47N+/P2OT/M7xGB0XF8d+knzOX/2f2wOpt99+G/fffz/GjBlT57mxY8diwYIFWLt2rVcbR9QYvNpF/iJJEvbu3at01kBN6grT/EgLrPHZo0cPAEBOTg7TqkgVer0ew4YNUx4zxY98zVn/54tjs9sDqdzcXFx00UUun7/44ovx/fffe6VRRE0RFxeHtLQ0prGQX+h0OmRlZeGETeoKr7aSVljj04pxSWqQJAkZGRl2/SSRrzn2f744Nrs9kDp16hTi4uJcPh8XF4fTp097pVFEnnK82pWTk8M0FvIbSZIQExOjzEzxyj9piW25aQ7ySS1Mwyc12Kbg++LY7PZAqrq6Gi1auF52KiQkBOfOnfNKo4g8Zb3aVV5ezjQWUoU1Bq14skpaYXuvAPtF0gr2keQPjsdmb3N7QV4hBNLT0xEWFub0+crKSq81iqgxJEmCwWBAVlYWjLWLo7KjJn+yvfKflpaGn376CTpdo5frI/IK64mEkYtGk4aMGDECWVlZXKCXfM42xlRL7Zs2bRpiY2MRFRXl9Cc2NhY33HCDVxtH1BhMYyG1sEoaaRVPVkkLODtKavP2eaHbM1Jr1qzx2psS+ZK1o87JyVGqtBgMBrWbRc2AtUpQz549cejQIcYfaRIH96QWzo6SGhzPC81ms9fu12POCQUdx3xYVvAjf/JHlSCipmBMkpp8mWZF5Iwv75PiQIqCkuNCqUyxIn/ydZUgIk8xpYq0iIN68hdfpTdzIEVByV8LsRE5wwp+pDW+rlxF5C4O6imYcCBFQYspVqQmxwp+TC8ltTGlirSAg3pSmzf7Pw6kKKjp9Xrl37zyRf7ECn6kZbywRGpiFUlSkzf7Pw6kKKidOXNG+XdqaqrdwIrIl5heSlrDlCoiaq581f9xIEXNRkZGBq+CkV8xvZS0hClVRNRc+ar/40CKiMiHHCv4cVaK1MSLSUTUXPmi/+NAipoNzgaQGriuGRERkbbwHikiN/CeANICrmtGRESkHd66uM6BFAU1rudDWsDCE6RF7A+JqDnxxcV1DqQo6NnmxDK9j9TCwhOkNYxBImpOfHFxnQMpCnpM7yOtcCw8wVgkf2N/SETNmbcvrnMgRUHP8QqEyWRSfng1lvyJqaakNsYgaQ1jkPzJ2xeTOJCiZsH2CkRcXBwMBgMMBgNTW8jvmGpKamMMkpYwBsmfvH0xSTMDqSeeeAKSJOGuu+5Stv3555+YPXs22rZtC4PBgEmTJuHEiRN2v3f06FFMnDgRer0esbGxuPfee3Hu3Dk/t560Tq/XY9iwYXW279ixg6kt5FdMrSK1MQZJbYxBUpM3LyZpYiD13Xff4aWXXkLfvn3tts+dOxcff/wx3nvvPWzbtg3Hjx/H1VdfrTxfXV2NiRMnoqqqCjt37sQbb7yB119/HQ899JC/PwJpnPUKREVFBSoqKuwG5LwSRv7E1CpSm2MMEvkbY5DU5M2BvOoDqYqKClx33XV45ZVX0Lp1a2V7aWkpXn31VTz77LMYO3Ys+vfvjzVr1mDnzp345ptvAABffPEFDhw4gLfeegupqam4+OKL8eijj2LFihWoqqpS6yORRkmSBFmWlR8rphWQvzG1itRmG4O8X5TUYBuDRP7kzYG86gOp2bNnY+LEiRg3bpzd9r179+Ls2bN223v27InOnTtj165dAIBdu3YhOTkZcXFxyj4TJkxAWVkZfvjhB5fvWVlZibKyMrsfal7UTCtg/BHjj7QkLi6OMUjNBuOPAO8N5FUdSK1fvx5ZWVlYsmRJnecKCgoQGhqKVq1a2W2Pi4tDQUGBso/tIMr6vPU5V5YsWYKoqCjlp1OnTk38JBRo1EwrYPwR44/U5uq+UX9gDJKaGH/kTaoNpPLz83HnnXdi7dq1CA8P9+t7L1y4EKWlpcpPfn6+X9+ftEGWZeWeKb1e77f3ZfwRwPgjdTneN8oYJH/T6/WMP1KNt+KvhRfb5JG9e/eisLAQaWlpyrbq6mps374dL7zwAj7//HNUVVWhpKTEblbqxIkTiI+PBwDEx8fj22+/tXtdaxEB6z7OhIWFISwszIufhgKR9Z4pf2P8EcD4I/UxBklNjD9Sk7fiT7UZqQsuuAD79u1DTk6O8jNgwABcd911yr9btmyJrVu3Kr/z888/4+jRoxgyZAgAYMiQIdi3bx8KCwuVfbZs2YLIyEj06tXL75+JiIiIiIiaB9VmpIxGI/r06WO3TZZltG3bVtk+ffp0zJs3D23atEFkZCRuv/12DBkyBIMHDwYAjB8/Hr169cLUqVOxdOlSFBQU4MEHH8Ts2bN5tYGIiIiIiHxGtYGUO5YtWwadTodJkyahsrISEyZMwMqVK5XnQ0JCsGnTJsyaNQtDhgyBLMuYNm0aHnnkEY/ex1r2lZVbyMoaC/4oCcz4I0eMP1IbY5DUxPgjtbkbg5Lg4hE4duwYq7aQU/n5+ejYsaNP34PxR64w/khtjEFSE+OP1NZQDHIgBcBiseD48eMwGo1+WSCurKwMnTp1Qn5+PiIjI33+fu7SYrvUapMQAuXl5Wjfvj10Ot/eSujv+HNFS3//5t4WNeNPS//3WtEc/08CvQ8MhL9ZILQRaH59oDfwb+s9Wj8P1HRqn7/odDqfX/FwJjIyUpOBq8V2qdGmqKgov7yPWvHnipb+/s25LWrHn5b+77Wiuf2fqB2D3hAIf7NAaCPQ/PpAb+Df1nu0eh6o6oK8REREREREgYgDKSIiIiIiIg9xIKWCsLAwLFq0qMkl2tPT09GlS5cG9zt8+DAkScLrr7/ul3Z5kxbbFKwa83/t7RhsSlt8RUtt8YdA+ry+ij9HgfR/QjX88TdravwFSlwFSju1xF//Z80hBrXeRg6kfGTdunV47rnnnD4XFhaGhx9+WHNB4Y12rV+/HmlpaQgPD0dMTAymT5+O4uJip/u++uqrOP/88xEeHo4ePXpg+fLldfb55JNP8OOPP+L888+HXq/Heeedh7vvvhslJSVOX/Ojjz5S3r9z585YtGgRzp071+jPE8jqi0FntBSXjW3Lww8/DEmS6vyEh4fX+3uZmZnKvo7xGhYWhptvvhlTp05Fq1atEBkZiSuuuAJ5eXl2+505cwbTp09Hnz59EBUVBYPBgJSUFPz73//G2bNnPfocavJWHHgaf1rm7v9Jly5dnMafJEno0aNHnf3d6QM3btyICRMmoH379ggLC0PHjh0xefJk7N+/v962/PrrrwgPD4ckSdizZ49nHzgI/Pe//0WrVq000Z+54u0+d8OGDbjmmmuQmJjY4PHSVazOnDmzzr779+/Hnj17kJCQAIPBgL59++L5559HdXW13X5//vknlixZgl69ekGv16NDhw74+9//jh9++MErny+QhIWFISkpCatWrVK7KfXydgz+/PPPmDt3LoYOHar0P4cPH3a6r7sxGBYWhmHDhuGCCy6AXq9H69atMXnyZJevW15ejvvuuw9du3ZFWFgYOnTogMmTJ8NsNnvlMzpisQkfWbduHfbv34+77rrLZ+/xyiuvwGKx+Oz1PbVq1SrcdtttuOCCC/Dss8/i2LFj+Pe//409e/Zg9+7ddiezL730EmbOnIlJkyZh3rx5yMjIwB133AGz2Yz58+cr+91yyy1o3749rr/+enTu3Bn79u3DCy+8gE8//RRZWVmIiIhQ9v3ss89w5ZVXYvTo0Vi+fDn27duHxx57DIWFhZrvzHyhOcag1apVq2AwGJTHISEhLve1WCy4/fbbIcsyTCZTnecrKiowZswYlJaW4v7770fLli2xbNkyjBo1Cjk5OWjbti2AmoHUDz/8gEsuuQRdunSBTqfDzp07MXfuXOzevRvr1q3z/gfVsOYYf8899xwqKirsth05cgQPPvggxo8fb7fd3T5w3759aN26Ne68805ER0ejoKAAr732GgYNGoRdu3YhJSXFaVvmzp2LFi1aoLKy0vsfNAA0x/jz5HgJAKmpqbj77rvttiUlJdk93rt3L4YOHYoePXpg/vz50Ov1+Oyzz3DnnXfi119/xb///W9l3+uuuw4fffQRbr75ZqSlpeH48eNYsWIFhgwZgn379iEhIcF3H16DmmMM7tq1C88//zx69eqF888/Hzk5OfXu704Mbtq0CVdccQXS0tLwxBNPoKysDP/+978xfPhwZGdnIyYmRtm3tLQUo0aNwrFjx3DLLbege/fuKCoqQkZGBiorK6HX6732WRWCfGLixIkiISFB7WYIIYT47bffBACxZs0an71HZWWlaNWqlRg5cqSwWCzK9o8//lgAEM8//7yyzWw2i7Zt24qJEyfavcZ1110nZFkWp06dUrZ9/fXXdd7rjTfeEADEK6+8Yre9V69eIiUlRZw9e1bZ9sADDwhJksSPP/7Y1I8YcJpbDAohxKJFiwQAUVRU5PbvrFq1SrRt21bceeedTn/3ySefFADEt99+q2z78ccfRUhIiFi4cGGDrz9nzhwBQPzxxx/uf5Ag0Bzjz5lHH31UABA7duxQtnnSBzpTUFAgWrRoIW699Vanz2/evFmEhoaKBx98UAAQ3333XdM/SIBpjvHnyfEyISGhTvw5c/PNN4vQ0FBx8uRJu+0jR44UkZGRyuNjx44JAOKee+6x2++rr74SAMSzzz7rwScJDs0xBk+ePCnKysqEEEI89dRTAoD47bffnO7rbgz26tVLdO/eXVRWVirbcnJyhE6nE/PmzbPbd9asWaJVq1YiLy+v8R/CQ0zta4Ty8nLcdddd6NKlC8LCwhAbG4sLL7wQWVlZAIDRo0fjk08+wZEjR5SpSmsOa1VVFR566CH0798fUVFRkGUZI0aMwNdff+1xO5zlxpaUlCA9PR1RUVFo1aoVpk2bVmdav7CwEDExMRg9erTdis2//PILZFnGNddco2wzm8346aefXKbnWe3fvx8lJSW45ppr7NZhuPTSS2EwGLB+/Xpl29dff42TJ0/itttus3uN2bNnw2Qy4ZNPPlG2jR49us57XXXVVQCAH3/8Udl24MABHDhwALfccgtatPhrovW2226DEALvv/9+ve0PNIzB+gkhUFZW1uCK5KdOncKDDz6IRx55BK1atXK6z/vvv4+BAwdi4MCByraePXviggsuwLvvvttgW6z/P67SUQMR489969atQ9euXTF06FBlmyd9oDOxsbHQ6/VOY+rs2bO48847ceedd6Jbt26NarPWMf6cc/d4aauqqsrpTLxVWVkZwsPD6/SP7dq1s5vhKi8vBwDExcXV2Q9AndmwQMcYdK5NmzYwGo0efYb6YvDUqVM4cOAArrrqKoSGhirbU1JScP7559udW5aUlGDNmjW45ZZb0LVrV1RVVfllRp4DqUaYOXMmVq1ahUmTJmHlypW45557EBERoXRUDzzwAFJTUxEdHY0333wTb775pnKvQFlZGVavXo3Ro0fjySefxMMPP4yioiJMmDChwSnQhgghcMUVV+DNN9/E9ddfj8ceewzHjh3DtGnT7PaLjY3FqlWrsG3bNiUn32KxID09HUajEStXrlT2/fbbb3H++efjhRdeqPe9rcHqrLOMiIhAdna2Mv2cnZ0NABgwYIDdfv3794dOp1Oed6WgoAAAEB0drWxz9Zrt27dHx44dG3zNQMMYrF9iYiKioqJgNBpx/fXX48SJE073+9e//oX4+HjceuutTp+3WCzIzc2tE1cAMGjQIPz666/KCYRVVVUViouLkZ+fj40bN+Lpp59GQkICunfv7nb7tY7x557s7Gz8+OOP+Oc//1lnO+BZH1hSUoKioiLs27cPM2bMQFlZGS644II6+z333HM4ffo0HnzwQY/bGygYf+5zdry0+uqrr6DX62EwGNClSxe7ND2r0aNHo6ysDLfeeit+/PFHHDlyBC+++CI2bNiAhQsXKvt169YNHTt2xDPPPIOPP/4Yx44dw7fffouZM2eia9euuPbaaxvVfq1iDHpHQzFY37mlXq/H8ePHlRjPzMzEn3/+ie7du2Py5MnQ6/WIiIjAsGHDmvz/Wi+/zX0FkaioKDF79ux693E1pXvu3Dm76UkhhDh9+rSIi4sTN910k0ftmDZtmt17fPDBBwKAWLp0qd37jRgxwumU7j/+8Q+h1+vFwYMHlSnYDz74wG6fr7/+WgAQixYtqrctRUVFQpIkMX36dLvtP/30kwAgAIji4mIhhBCzZ88WISEhTl8nJiZGXHvttfW+1/Tp00VISIg4ePCgss3a/qNHj9bZf+DAgWLw4MH1vmagYQw699xzz4k5c+aItWvXivfff1/ceeedokWLFqJHjx6itLTUbt/vv/9ehISEiM8//1wI4TwtsKioSAAQjzzySJ33WrFihQAgfvrpJ7vtb7/9thLzAMSAAQNEbm5ug20PJIw/99x9990CgDhw4IDd9sb0geedd54SUwaDQTz44IOiurrabp8//vhDGI1G8dJLLwkhhFizZk1QpvYx/tzn7HgphBCXXXaZePLJJ8UHH3wgXn31VaWN9913n91+586dE3PmzBEtW7ZU4i8kJESsWrWqznvt3r1bdOvWza7/69+/f1CmNTMGG9ZQap87MVhdXS1atWolLrjgArvfLS4uFrIsCwBiz549Qgghnn32WQFAtG3bVgwaNEisXbtWrFy5UsTFxYnWrVuL48ePe9R+d3Eg1QgJCQliwIAB4vfff3e5jzu5sdXV1eLkyZOiqKhITJw4UaSmpnrUDscv0C233CJatGghysvL7fZ79913nX6BTp48Kdq1ayf69u0rwsPDxdSpUz16f0fXXHONaNGihXj66afFr7/+KrZv3y5SUlKUDjg/P18IIcRNN90kIiIinL5Gp06dxBVXXOHyPdauXeu0s3/kkUcEAHHixIk6vzNixAiRkpLS6M+lRYxB91ljZsmSJXbbR40aJS699FLlsbOB1NGjRwUA8eSTT9Z53VdffVUAENnZ2XbbCwoKxJYtW8R7770nZs6cKYYMGSJ27drl3Q+lMsZfw6qrq0WHDh1Ev3796jzXmD5w586dYvPmzWLlypVi4MCB4u677xZVVVV2+9xwww0iJSVFGWAF60CK8eceV8dLZywWi5gwYYJo0aKFcqy2WrZsmbj00kvFG2+8Id555x1x5ZVXihYtWoiNGzfa7Xfw4EExadIksWDBAvHBBx+Ip59+WrRt21YMHz5cnDlzxpsfTXWMwYY1NJBy5CoG58+fLwCIBQsWiIMHD4o9e/aIsWPHKueWGRkZQoi/zgOjo6PtPv+uXbsEAPHAAw947bPZ4kCqEd555x0RHh4udDqdGDhwoFi0aJH49ddf7fap7wv0+uuvi+TkZLsrPABE165dPWqH4xdowoQJolOnTnX2+/77713eZPjee+8JACIuLk6cPn3ao/d3VFJSIi6//HK7z3T99deLq6++WgBQXr+xM1Lbt28X4eHhYsKECXYFJYRofjNSjEHPxMfH213RWr9+vWjZsqX4+eeflW3empFy9PjjjwuDwRBUV2UZfw2z3mT/9NNP13muqbPyp06dEnFxceLuu+9Wtu3atUtIkiS++uorZVuwDqQYfw2r73jpyubNmwUA8eabbyrblixZIuLj4+ucmI8ePVq0b99eee2SkhIRFxdXJ97/97//CQBi5cqVTfxE2sIYbJinAykhnMdgZWWlmD59utDpdMr/0/jx48XMmTPtLmZa3+/GG2+s87pdu3YVY8aMaepHcor3SDXClClTkJeXh+XLl6N9+/Z46qmn0Lt3b3z22WcN/u5bb72F9PR0dOvWDa+++io2b96MLVu2YOzYsaqUsPz8888BAKdPn8axY8ea9FpRUVH48MMPceTIEWzbtg2HDx/Gm2++iT/++AMxMTHKzart2rVDdXU1CgsL7X6/qqoKJ0+eRPv27eu89vfff4/LL78cffr0wfvvv29XUML6mgDwxx9/1PndP/74w+lrBjLGoGc6deqEU6dOKY/vvfde/P3vf0doaCgOHz6Mw4cPKzfj5ufn4/jx4wBqbpwNCwtzGVcAGoytyZMno6KiAh9++KGXPo36GH8NW7t2LXQ6Hf7xj3/Uea4xfaCt1q1bY+zYsVi7dq2y7b777sOIESPQtWtXJaatN4f/8ccfOHr0qBc+lTYw/urX0PHSlU6dOgGAXV+5cuVKjB071m45CQC4/PLLcfz4cWUtn//+9784ceIELr/8crv9Ro0ahcjISOzYsaMJn0h7GIO+4SwGQ0NDsXr1ahw/fhzbt2/Hzz//jM8//xylpaXQ6XTK/cfWftOx4AlQc0/Y6dOnfdNonwzPmpkTJ06IDh06iGHDhinbLr30UqdXIq644gqRmJhoVyJcCCGGDh3qcZnMpk7pfvbZZ8q0f4cOHURaWprbV67cdfr0aREaGir+8Y9/KNs2bdokAIhPPvnEbt8dO3YIAOI///mP3fZffvlFxMfHi6SkJFFYWOj0ffbv3y8AiBUrVtht//33313OKAQTxqBrFotFxMTEiPHjxyvbYHMF0NmPbSrogAEDxMCBA+u87oUXXigSExMbfP+cnByX6YHBgvFn788//xStWrUSY8eOdfq8p32gM1deeaVdemBCQkK9MR0VFdWkz6RljL+/uHO8dMW6XMm6deuUbaGhoeKaa66ps691WQjr0iKLFy+2e2xlsViELMtOXyOYMAbrasyMlLMYdObcuXOiXbt2YsiQIco26z35ztITO3XqJC688EK32+EJzkh5qLq6GqWlpXbbYmNj0b59e7syi7Is19kP+GthUGFTbnL37t3YtWtXk9t2ySWX4Ny5c3aLz1ZXVysVWWyVlJRgxowZGDRoEBYvXozVq1cjKysLixcvttuvqaV/Fy5ciHPnzmHu3LnKtrFjx6JNmzZ1FsldtWoV9Ho9Jk6cqGwrKCjA+PHjodPp8Pnnn9stvGard+/e6NmzJ15++WW71dZXrVoFSZIwefLkRrVfixiDrhUVFdXZtmrVKhQVFeGiiy5Stm3cuLHOj7Xc63/+8x8sW7ZM2Xfy5Mn47rvvsGfPHmXbzz//jK+++gp///vflW3FxcVOy62vXr0aQN0KbYGK8dewTz/9FCUlJbjuuuucPu9JH+g4awUAhw8fxtatW+1i6uWXX64T07fffjsA4Omnn7abvQpkjD/X3D1enjp1yu44CdSUzX/iiScQGhqKMWPGKNuTkpKwZcsWnDx50u4zvfvuuzAajUqJfesiqrblqAHgo48+gslkQr9+/Rpsf6BgDDadJzHozNNPP40//vjDbjHf8847DykpKfjwww/t2vrFF18gPz8fF154odfab8cnw7Mgdvr0aSHLspg2bZp49tlnxcsvvyymTJkiAIhnnnlG2W/p0qUCgJg7d65Yt26d+Oijj4QQQrz22msCgLj88svFSy+9JBYsWCBatWolevfu3eQrEdXV1WLYsGFCp9OJ2267Tbzwwgti7Nixom/fvnWuRNxwww0iPDzc7urRjBkzRMuWLUVOTo6yzZNqLUuWLBHXXXedeP7558XKlSvF+PHjBQDx2GOP1dnXen/J5MmTxSuvvCJuuOEGAUA8/vjjdvulpKQoV0vefPNNu58vvvjCbt+PP/5YSJIkxo4dK15++WVxxx13CJ1OJ26++eYG2x5IGIOuRUREiPT0dPHMM8+IFStWiH/84x9CkiSRmpoqTCZTvb/rajHfsrIy0a1bNxEbGyuWLl0qli1bJjp16iTat29vd8V32bJl4rzzzhPz588XL730knj66afFhRdeKACIyy67rMG2BwrGX8MmTZokwsLCRElJict93O0DY2NjxT/+8Q/x5JNPipdfflnce++9ok2bNiI8PNxukV9ngvEeKcafa+4eL9esWSO6desm5s+fL1588UWxePFi0adPHwFALF682O4133rrLQFAdOvWTTz55JPi+eefF0OGDKlzbK+srBS9e/cWkiSJ9PR08eKLL4p77rlHhIeHi3bt2nm0SLrWMQZdKykpEY8++qh49NFHxUUXXSQAiLvvvls8+uijYvny5cp+nsTgm2++Ka688so6/9czZsyo8/5fffWVCAkJEeedd5549tlnxaJFi4TRaBRJSUl1Zum8hQMpD1VWVop7771XpKSkCKPRKGRZFikpKXVupKyoqBD//Oc/RatWrQQAJdAtFotYvHixSEhIEGFhYaJfv35i06ZNdb4M7nD2OydPnhRTp04VkZGRIioqSkydOlVkZ2fbfYE+/PDDOl94IWpOGBMSEkRKSopSDcqTL9CmTZvEoEGDhNFoFHq9XgwePFi8++67Lvd/+eWXxXnnnSdCQ0NFt27dxLJly+pMdaOeVJVRo0bVec2NGzeK1NRUERYWJjp27CgefPDBOpWtAh1j0LUZM2aIXr16CaPRKFq2bCm6d+8u5s+fr6y0Xh9XAykhhMjPzxeTJ08WkZGRwmAwiEsvvVQcOnTIbp/vvvtO/P3vfxedO3cWYWFhQpZlkZaWJp599lmvpyuqifFXv9LSUhEeHi6uvvrqBvd1pw9ctGiRGDBggGjdurVo0aKFaN++vbj22mvdKqkfjAMpxp9r7h4v9+zZIy677DLRoUMHERoaKgwGgxg+fLjL4/XmzZvFqFGjRHR0tAgNDRXJycnixRdfrLPfqVOnxNy5c0VSUpIICwsT0dHR4tprrxV5eXkNtj2QMAZd++2331zGoG07PYnB3bt3i5EjR4rWrVuL8PBwkZKSIl588cU6faXVli1bxODBg0V4eLho06aNmDp1qk+LPUlCOMlFISIiIiIiIpd4jxQREREREZGH3KuJSX516tQpVFVVuXw+JCTE5U2kRN7AGCQ1Mf5ITYw/UhtjMHAwtU+DRo8ejW3btrl8PiEhQVm7gcgXGIOkJsYfqYnxR2pjDAYODqQ0aO/evfUuHBYREYFhw4b5sUXU3DAGSU2MP1IT44/UxhgMHBxIEREREREReYjFJoiIiIiIiDzEYhMALBYLjh8/DqPRCEmS1G4OaYAQAuXl5Wjfvj10Ot9eb2D8kSPGH6mNMUhqYvyR2tyNQQ6kABw/fhydOnVSuxmkQfn5+ejYsaNP34PxR64w/khtjEFSE+OP1NZQDHIgBcBoNAKo+c+KjIxUuTWkBWVlZejUqZMSG77E+CNHjD9SG2OQ1MT4I7W5G4NBM5BasWIFnnrqKRQUFCAlJQXLly/HoEGD3Ppd61RuZGQkv0Rkxx/T/Iw/coXxR2pjDJKaGH+ktoZiMCiKTbzzzjuYN28eFi1ahKysLKSkpGDChAkoLCxUu2lERERERBSEgmIg9eyzz+Lmm2/GjTfeiF69euHFF1+EXq/Ha6+91ujXFBYLTIWFMBUWQlgsXmwtUdMxPsmXGF+kNsYgaQVjkeoT8Kl9VVVV2Lt3LxYuXKhs0+l0GDduHHbt2uX0dyorK1FZWak8Lisrq7OPubgYclwcAMB04gTk2Fgvt5yaK3firyGmwkIY2rWr+Tfjkzzgaf9X8ccfMMTH+619FPx4DCY1eXoM5vGW6hPwM1LFxcWorq5GXG2HaxUXF4eCggKnv7NkyRJERUUpPw1WazGZan64djF5gcfx50BYLDiWmOij1lGw8zT+TnbpAlFezj6QvKZRx2DGHnmJJ/EnqqtxsksX/zWOAk7AD6QaY+HChSgtLVV+8vPz691fTkwEDAaIESPYmVOTeRp/jszFxeh55gwA4KeICOijo33RTApS7sSfPjoaP0VEAAASKishRUayDySvacwxmLFH3uJ2/AkBS1oaEmpnr3i8JWcCPrUvOjoaISEhOHHihN32EydOIN5FOkpYWBjCwsLqf2G9HpkAhttsknbsgOnwYUCWa3aJjobk44XiKPi4FX8uCIsF5qIiyLWPO+blMQbJI+7En6TToWNBAbKjotDPdrtDHwiwHyTPNeYYLO3YAUt5OXSsqkZN5O4x2FJejpDcXADAQQAdCwrY11EdAR8RoaGh6N+/P7Zu3apss1gs2Lp1K4YMGdLo19XLMhYMHQoZgG02rJyYCDkuDnJcHA5FRv6V8sLUA/IlISDKy3EoMhIxffoom9mpk6/IRiNub6APdNoPsj8kL7Aeg21jLz82tibWGFvkY8JiwUGbi/HpycmQ/bCmFQWeoDgLmzdvHl555RW88cYb+PHHHzFr1iyYTCbceOONjX5NSZKQkZmJwooK5JWVIdvmCqxVksmkpLww7YV8RgiI4cMhRUYiyWRSNucajUwzIJ9xpw8E6vaD7A/JG6zxl1dWhgO1swfWNFPGFvmabQo9AGRmZfllTSsKPAGf2gcA11xzDYqKivDQQw+hoKAAqamp2Lx5c50CFJ6SJAly7clDalkZTMXFAACzyYRjiYl2KS8AU//Iu4TFAnNxMWAyQd65U9mejZqUvuSEBMYX+ZSrPhBw3Q8qv+skDbA+7C/JkSRJMBiN6FxYaJdmymMt+Zxej2xAibkz+flMaSangmIgBQBz5szBnDlzfPb6kk6nlLzUC4Grhg5Fdu3JrQzAuvSvbFNN7aAso8cff/z1ZdPrAV7RIDcIiwX7WrVC3/Jyu+2xAJKGDkVGly68OkZ+ZdsHAnX7QStX/WFD6vSXnmDfGtSsaaYHd+5071jrDGOEPKCXZcxOTsbOffsA1O3L2F+RVdAMpPzJmnJgNpsB1Jz0Zrdrh342aVdATcoLbG6MFcOGQcrI4BeIGmQuLq4ziMqWZeT98Qdkg4GDKFKdYz9o5ao/bIhjf+kJ9q3BzRprpooKt461zjBGyBOSJCEzO7tmJtRJX8b+iqw4kGok25QXoHGpf85wupgc5W/bhvC2bdGjbVtIZ87AbJO3bYuxQ/7m2A9aOaYB1qehFEG32uFhGqEjfne0z5rm586x1unvNzFGnGHcBDddSIjHKc3u8EUs2mJc+hcHUl7SmNQ/Z5o0XQxwyjgIdRo1yq39mhw7jhhL1EiOaYD1cZUi6I7GphE6atR3h98PVdR3rHXGWzHijNf73Pow3lThbkqzO3wZi7YYl/7FgZQPuJv650xTposBThkHC310NHKNxjrpffVpauw4YiyRP7hKEXRHY9MIHTXmu8Pvh/rciR1vxYgz3u5z68N40wYt9FcNYVz6FwdSPlJf6p8z3pguBnw/ZWyL08e+I+l0SC4pcSs9yluxU6cNfoolxhG5ShF0hydphI6a8t1hVUJtcCd2mhIjzviqz62PP4/tAOO1Pmr1Vw0J1rjUeixyIOUnDaW6NGW6GPDflLEtr04fc3q4DnfTo5oaO478HUt+TUMAGGtBxpM0QkeN+e74rSoh49RrmhIjzni7z62PGsd2gOlhvuLtWLQVrHHZ6Fj0U1xxIKURTZkuBvw3ZWzLm9PHnB5uvKbGjiN/x5I/0xAAxhr9pTHfHX9VJWScape3+9z6qHFsB5geFoiCNS4bG4v+iisOpDSkKdPFgG+njG35Yvq4oelhrU/tqq2psePIH7GkRhoCUBNrwmSCZDD4+Z1Jixrz3fFHVULGqbZ5u8+tj7+O7YB66WGMde8Iprhsaiz6K644kAoivpwytuXN6WN3p4dzjUYkl5RwMOUn/oglb6chSAAyAaS6sa/ZbIbMgzY1UlOrEuoA7AWQ1MDvMk4J8N+xHVCvX2asBx5fx6W7sVhff+qPuOJAijzmzeljd6eH+5aXw1Rc7LeDCfmet9MQTIWFiHUjVzvXaERydLRX3pOoIXXiXAiEDhmClvv31/t7jFNSgxr9MmOdnHErFuvpT/0VVxxIUaN4c/rYOj0sLBacOXmyZqPJhJi//U3ZJxNAP73eK+9H2uHVNISYGOTgryufprw8p6miyUwTJT+zxrmwWGA+ckQ56B8E0DovD3rGKWmIN/tlERGh/Lto/37oY2Lq7MNYJ1dcxaKwWGAuLgZMJpf9qb/iigMp8j8hAJsrDBIAfUQEDrVrV3NToYNYAElDhyLDT3m/FICEQITFArsIkWXOYJL6avs7YbHU6ePSk5Oxo0sXSLzJnoKNEBAVFTjZpQusiVX6mBj2ydQ0tXHl7HxRrf6UlwDIv4SAGD4cMBjsfqTISKeDqGxZRl5ZGTIyM3myQc7VxpQuKgo9ajf9FBEBPVNFSG02/Z1jH5cty8jMzma/RsGnNu6lyEgkVFYCYJ9MXmATV47ni2r2p5yRIp9Rpl5tmUyQ67lxMBtAR5up2VRO+VM9rKlStjGVDaBHQQHjhlRnKS+HzqG/s/ZxqQkJjFEKOuyTydts0/gc48p6vqjmuSIHUtR0Dql6AJymsTiKBeD4bL+hQ5HBVBdyg6iuxqGoKLsYU9JAjUb1GkZUm36SHxuLhNpN1v6OfRwFJRcpV+yTqdHqSeNT4koDfWmTBlKVlZUICwvzVlsoEFmnWh2uukqov7Rvtiwjz8lK1Xq9XvUvBQUAIWBJS6uTKpX3xx+QDQbGEKnHpk+0DqIOhIUhr6gIkk7HPo6Cj03M2x732SdTo7mIKUB7ceXRQOqzzz7D+vXrkZGRgfz8fFgsFsiyjH79+mH8+PG48cYb0b59e1+1lTTCLmXPw1Q9K6bsUVNYyssRkpsL4K9KPUyVIi1wTOfLBtCjsBAGXpGnIOUs5pm+So3lKj1UC2l8zrg1kNq4cSPmz5+P8vJyXHLJJZg/fz7at2+PiIgInDp1Cvv378eXX36JRx99FOnp6Xj00UcR46TEJQU+YbFgX6tW6FteXuc5puqRPwiLBQfj49Gz9jErn5FWOMYm05ooqLlIYdVKyhUFmIbSQzUaU24NpJYuXYply5bh4osvhs7JKHDKlCkAgN9//x3Lly/HW2+9hblz53q3paQJ5uJip4MopuqRv5iLi9HzzBkANSlTrHxGWmEbmwCQV1oK2WhkfFLwqSeFVSspVxRAAjg91K2B1K5du9x6sQ4dOuCJJ55oUoMocNgurqe1qVZqHjrl5UEXEqJ2M4hq6PXIBtCv9qF08mTNEg8aPQEgaiymsJK31JfKFwjpodpuHWmaXq+HXLvAntYDnYLT7927Q1gsajeDCACgl2XMTk5WHsuJiTgUGQlRXg6YTDUVTokCnKiuRr7NwrqxAG4fOhQyB1HkCSEgystxKDIScmKistkaT9FdugTEuaXHVfuEEHj//ffx9ddfo7CwEBaHk5gNGzZ4rXGkbXJiIsSwYZAyMnjFlfxGHx2NnyIi0PPMGfQ8cwam4mLINgd1IrVIkoTM7GxkR0WhX22Of5LJBERGAgD7Swp8tRVTrQvtMp2PGiWAU/kceTzUu+uuuzB16lT89ttvMBgMiIqKsvuhIKfXI9PmobRjB0yHD8NUWMiZAfILSadDx7w85THjjrREFxKC1LIyFOXlIdvhOfaXFOgcK6Z2rk3nC5STXtIGS3m53bI52QCK8vKQWlYWcPHk8YzUm2++iQ0bNuCSSy7xRXtI4/SyjAVDh+Lgzp0orN1mnZI9KMvoYS04odfzqiv5jO10/8kuXSCbTJB4rxRphKTTIbpLF1w1dCiyd+6EDLC/pIBnTemzFpdIT07GDqbzkYcc40jrVfka4vGMVFRUFBJtchmpeZEkCRmZmcgrK0O2w9pQSSYTpMhIwGCAGDGC9wOQz1jT+wAgobISlrQ0xhtpirWvLKyoYH9Jgc9JSh8rppLHnKWGlpUhIzMzYGPJ44HUww8/jP/7v//DGZsSr9S8SJIEg9GI1LIymE6caDCFhWks5G2SToeOBQU4WPs4JDcXFidl+YnUJEkSZFl2u79kP0la5SyljxVTyVPBmBrq8UBqypQpOH36NGJjY5GcnIy0tDS7H2o+JJ0Ocmwsort0qanYg5opWis5MRFyXBzkuDj7ylWsXkVeIBuNSLepkJYfG1sTY4wt0iB3+kuln2QMk4Y4VulLT05mhT7yWLDGkcf3SE2bNg179+7F9ddfj7i4uIAeRZJ3WFNYzGYzhMWC7HbtlIpVVraVqwBWr6Kms1ZIOyDL6FVZWZMqEBnJ2CJNq6+/tPaTjGHSDKb0kTcEcRx5PJD65JNP8Pnnn2P48OG+aA8FKGsKC4CaFJbiYgCA2WTCscREZYFKZf/aVBbIMvRczJcaSRcSgs6FhTXlpmu3WWNLHwAL+VHz5NhfFh05YtdPSjt21Cx4anPxiUgNTOkjbwjmOPL4LKNTp06IZOdO9bCmsDimsbhK/eOCldQUstGI24cOdZ4mVV2tWruI3GGt8OcYw/mxsYxfUlWwpmKRfwmLBQfj45XHwRZHHg+knnnmGdx33304fPiwD5pDwca2chWrV5EvuKokmWQysZofBQTbGD4QFgaA1ShJZUGcikX+ZS4uRs/aAnXBGEcep/Zdf/31MJvN6NatG/R6PVq2bGn3/KlTp7zWOAoOtmkswF+pf87S/pjSQo1hW0my6MgRnE5MRBL+qubHeCKts8Zw58JCHIyKYvySqoI5FYvU0/nw4aCLI48HUsuWLQuqkST5nzX1Ty+E0wUr82Nj0ZkLrFIjWNOkrkhOxs59+wAwniiwWKtRWuP3YHw8zquo4P1+5DdceJd8JRj7MY8HUunp6S6f49pS5AnH6lUHYmKU6mvVaWkIyclh1SrymLNqfownChSO8dvzzBmYioshx8Y2/MtETcWUPiKPeDw0vOOOO5xuN5lMuOSSS5rcIGpebBes7FxYiEO120NycyEcSqgTuctazY8L9lIg0oWEoDPvQyYVMKWPyDMeD6Q++eQTLFq0yG6byWTCRRddhHPnznmtYdT86GUZtkMns9msWlso8Dku2HswPh7CYlGxRUTuC8YUGNI2Vukj8pzHPfUXX3yBV155Bc899xwAoLy8HBdeeCEkScLmzZu93T5qRs6cPInU2n//FBEBfXS0ms2hAKekSNVWQet55gzMteubERGRDab0ETWKx/dIdevWDZs3b8aYMWOg0+nw9ttvIywsDJ988oldZTYiT9nOFnTMy+MVWWoyJUWqXTu1m0JEpFlM6SN/CMaskEadqfbt2xebNm3C/fffD71ej88++4yDKGoSYbHgWGKi8piDKPIWu1jimjxERHaY0kf+ciwxMegGU27NSPXr18/p9G5YWBiOHz+OYcOGKduysrK81zpqNmwXbPspIgLnMa2PfCB8/HiA1fuIiGowpY98TB8djZ8iItDzzJmgrELq1kDqyiuv9HEzqLljWh/5jF6PbAD98Fc1SMlgULtVRG4Ltiu4pB1M6SNfk3Q6dMzLU1Lsg60/c2sg5Vilj8ibRHU1TnbpAuupLQdR5E16WcZsmwVOzWYzZA6kKIAcS0zkorzkdcJiwcH4ePSsfcyFd8lXbPuuYOvP3PoUgvcVkK84pBWwWh95myRJ+GLLFrWbQeQRazoMwIqT5Bu2KfVM6SNfCub+zK2BVO/evbF+/XpUVVXVu9+hQ4cwa9YsPPHEE15pHAU/YTLZpRV0LCgImqsUpB22JwfBllZAwUlJh6nFuCVvs42pzocPM6WPfCaY+zO3UvuWL1+O+fPn47bbbsOFF16IAQMGoH379ggPD8fp06dx4MABZGZm4ocffsCcOXMwa9YsX7ebgoTZbIa13qMEQK/Xq9kcagZOdukC2WSCxJMG0jjbi0onu3SBXFRUc38fZw2oiayVcq1pfbyASb5Wpz8LkuOwWwOpCy64AHv27EFmZibeeecdrF27FkeOHMGZM2cQHR2Nfv364YYbbsB1112H1q1b+7rNFERsq7n0AFDdvz+rqpHX2cZZQmUlqtPSEMI4I41zjFtERkIMGwYpI4OxS03CSrnkb8F6HPZoQd7hw4dj+PDhvmoLNUOSToeOBQU4GBWFJNRWVSsshBQbG/BfLtIOxhkFImvcZkdFoZ91244dEBUVkFgUgLyk46+/ckaKfC5Yj8P85pDqZKMR6cnJymMpPh4iLQ2oqOACquQ1jDMKRLLRiNuHDoXtqiuiXz/GLXlNxEUXMZbIL1wehwP4nikOpEh1kiThix07kGm7LScHMBohRoxgB09ewTijQCRJEjIyM7G/oADZtdt0v/7KuKWmqV1fD/hrfT0iX3N1HBb9+wdsX6bqQGrJkiUYOHAgjEYjYmNjceWVV+Lnn3+22+fPP//E7Nmz0bZtWxgMBkyaNAknTpyw2+fo0aOYOHEi9Ho9YmNjce+99+LcuXP+/CjURLLBgAVDh8IAKJ07UJvGUlgImEwB+yUj7WgwzhhjpEGSJCEmNhbTU1Lqxm1FhWrtosBlXV/PysyBFPmJ7XH4YO02KScnYI/Bqg6ktm3bhtmzZ+Obb77Bli1bcPbsWYwfPx4mmy/03Llz8fHHH+O9997Dtm3bcPz4cVx99dXK89XV1Zg4cSKqqqqwc+dOvPHGG3j99dfx0EMPqfGRqJGsV10LystxU0qKXRqLFB8PGAx/pWGZTJ7/BOCXk7yvoTjjFX7SKkmSsGfvXsxOTkZXm+2W4cMZs+QxCcCWDz9UHoePH884Ir+wPQ5P6dbtr+0BegyWhIZW2y0qKkJsbCy2bduGkSNHorS0FDExMVi3bh0mT54MAPjpp59w/vnnY9euXRg8eDA+++wzXHrppTh+/Dji4uIAAC+++CLmz5+PoqIihIaGNvi+ZWVliIqKQmlpKSIjI336GalhQggUFRbiYHw8vFXaxNNKV/6MCcafOlzFmSgvrykxrSLGH9UhBMTw4ZB27qz7lA9iljEYxFzEkhb6PivGX/NQUV6OnMhIzR2DAffjwqOqfVYWiwW//PILCgsLYXG4QWzkyJGNeUkAQGlpKQCgTZs2AIC9e/fi7NmzGDdunLJPz5490blzZ2UgtWvXLiQnJyuDKACYMGECZs2ahR9++AH9+vWDo8rKSlRWViqPy8rKGt1m8j5rGsvVQ4cie+dOSAAyANT9S3rwmjt2QJhMmvhyMv60wTbODu7cicLa7eaiIsjWAbdeH9DVhJxh/AUmYTI5HURlA0gSQlmPLxAwBtXlLJYCMY4ai/GnHdY0P6fH4AA5/nqc2vfNN9+ge/fuOP/88zFy5EiMHj1a+RkzZkyjG2KxWHDXXXdh2LBh6NOnDwCgoKAAoaGhaNWqld2+cXFxKCgoUPaxHURZn7c+58ySJUsQFRWl/HTq1KnR7SbfsE79FlZUKGlYMlDnxwAgx83XNJvNvmmshxh/2qHcyG+z4rqcmAgYDPbppNqZuG8yxl9gctV/9QOgv/jigIpRxqC6nMVSIMZRYzH+tKO+Y3CgVPPzeCA1c+ZMDBgwAPv378epU6dw+vRp5efUqVONbsjs2bOxf/9+rF+/vtGv4a6FCxeitLRU+cnPz/f5e5LnJEmCLMswGAzIys5GYUVFnZ+CggKkuvFamUDN1Q0NYPxpiyRJkGNi7KoIKc8FYVU/xl+A0uudxijw14x7oGAMqsxFLAVaHDUW409bXB2DA6Wan8epfYcOHcL777+P7t27e60Rc+bMwaZNm7B9+3Z07NhR2R4fH4+qqiqUlJTYzUqdOHEC8fHxyj7ffvut3etZq/pZ93EUFhaGsLAwr7WffM86qHJkEgKZgF1+bVcAJgBmANavX7+hQ5Hh5PfVwPjTHr0sY0FtKimAOumkwbQIKuMvMDnGKFAzI2+tYWs2myFrIHXZHYxBdTnGkgz8lVYVQHHUWIw/7bGNSQlAFoAk/FXNT8uL9no8I/W3v/0Nv/zyi1feXAiBOXPmYOPGjfjqq6/QtWtXu+f79++Pli1bYuvWrcq2n3/+GUePHsWQIUMAAEOGDMG+fftQWFio7LNlyxZERkaiV69eXmknaZf1y2dbfe031BwUSvv2RWFZGQorKpCRmQlJo19CUp9tKqltOmmdRVADIM2AgpNjjBaWl+NYbRo8kSccY8k2rUrrV/8pODnezhFI1fzcmpHKzc1V/n377bfj7rvvRkFBAZKTk9GyZUu7ffv27ev2m8+ePRvr1q3Dhx9+CKPRqNzTFBUVhYiICERFRWH69OmYN28e2rRpg8jISNx+++0YMmQIBg8eDAAYP348evXqhalTp2Lp0qUoKCjAgw8+iNmzZ/OKQzNg/fIVFRYi06H6WkhuLvQjR0LKytLslQzSDsdZz6zsbBQVFiI7Ph79ULMIqujfn/FEqrGNUVFRAWn/fgC1hQI0krpMgcGuv7Pp98LHjwdyctjHkd/ZxmRmdjYybar5aalgmCO3BlKpqamQJAm2ldJvuukm5d/W5yRJQnV1tdtvvmrVKgDA6NGj7bavWbMG6enpAIBly5ZBp9Nh0qRJqKysxIQJE7By5Upl35CQEGzatAmzZs3CkCFDIMsypk2bhkceecTtdlBgc1blr860sMEQMBVgSBuscXVRSgrWf//9X/EUJCl+FNjMZrNSYW12cjJ2aCR1mQKQXo9s1KQyh+TmavaElZoPp9X8TCZNpp26NZD67bfffPLm7ixhFR4ejhUrVmDFihUu90lISMCnn37qzaZRgLHOTJnNZgghMDw1FTm//lrzXO29cp6uJUUkSRL2ZGUhLSlJiSfL8OEI4RVb0pAvtmxh6jI1ml6WMTs5GTv37QOg3RNWaj6UbKPDh4HERABAxLBhwMGDgM7ju5J8yq3WJCQkKD9HjhxBhw4d7LYlJCSgQ4cOOHLkiK/bS+SSbZW/zOzsuhVgmklFIvIunU6HzOxsZNc+tl6xJdIKDqKoKSRJwhdbtiiPw8eP1+z9KNR8WKv5WY+91vR6rcWmx8O6MWPGOC1zXlpa2qR1pIi8yTotLAN2BQPMRUWAyaS5LyJpm2wwYHZysvLYXFTEGCLtYCxSE0mybH+xqKJC1fYQATWzpdNTUnCw9rE1vV5LPB5IWe+FcnTy5Emn5amJ1GBbAcbpQm8argBD2uN4xVZOTGQMkWZwBoGaypreZ2UZPpwxRaqzptfbVvHTWmy6vY7U1VdfDaDmQ6Wnp9tVxKuurkZubi6GDh3q/RYSNZJSAaZ2oTfbin5argBD2iTJsl0cMYZIVSwQQF4kSRK+2LED2ZGRjCnSFCW9XqOx6faMVFRUFKKioiCEgNFoVB5HRUUhPj4et9xyC9566y1ftpWoUaxrTdVJ8+N9LuQBZ2uWmc1m1dpDzZvjDAL7M2qqOinMjCnSCC3HptszUmvWrAEAdOnSBffccw/T+Chg2Fb0MxUWKhVguF4GecJZFSEitSjpprVVSdmfUVMxpkirtBybHt8jtWjRIsiyjMLCQmRkZCAjIwOFhYUN/yKRiqxpfrYVYFh9jTzluGgvkZrqFAhgf0ZN5BhTlvJyVdtDZKXV/s7jgVR5eTmmTp2KDh06YNSoURg1ahQ6dOiA66+/HqWlpb5oI5HXMB2GiIIF+zPyNseYyo+NhaiuVrFFRDW02t95PJCaMWMGdu/ejU2bNqGkpAQlJSXYtGkT9uzZg1tvvdUXbSTyGq6XQUTBgv0ZeZskScjMzsaB2oJiCZWVsKSlMa5IdVrt7zweSG3atAmvvfYaJkyYgMjISERGRmLChAl45ZVX8PHHH/uijUTeFRGhrEmg55teQAAAXltJREFUpelhIiJPaTXdhQKXLiQEnQsL7Y6TTPEjLdBif+fxQKpt27aIioqqsz0qKgqtW7f2SqOIfEVYLMjr2BFJNttYeY2IApVW010osMlGI9KZ4kcao8X+zuOB1IMPPoh58+ahoKBA2VZQUIB7770X//rXv7zaOCJvMxcXo6/NlbVcoxH66GgVW0RE1HhaTXehwMYUP9IiLfZ3bpc/t1q1ahV++eUXdO7cGZ07dwYAHD16FGFhYSgqKsJLL72k7JuVleW9lhJ5g16PHACptQ/7HDsGSefx9QQiIs2wprtYF6u0lJdDFxmpdrMowCkpflFRSIL2FkKl5klr/Z3HA6krr7zSB80g8o+IiAi7x2f+/BMyTziIKIBZ01127tsHoCYNq7PJBCkkROWWUaCzpvhZY8tsMkHmQIpUpLX+zuOB1KJFi3zRDiK/OHPypDIb9VNEBM5jWh8RBTglDUuW0auyEgmVlahOS0OIRhaspMCl5YVQqXnSWn/XqJymkpISrF69GgsXLsSpU6cA1KTx/f77715tHJG3CYtF+XfHvDym9RFRUGClNfIVLtJLWuOsv1Orgp/HZ5G5ublISkrCk08+iaeffholJSUAgA0bNmDhwoXebh+R1wiLBccSE5XHHERRk/HGa9IQx0prB+Pj7S4eETWGY6U0xhVpgWN/p1YFP4/PJOfNm4f09HQcOnQI4eHhyvZLLrkE27dv92rjiLzJXFyMnmfOKI/1bduq2BoKBlqoGERk5VhpreeZMzAXF6vcKgp0jCvSIq1U8PN4IPXdd9/h1ltvrbO9Q4cOdiXRiTSntmKfwmZQReQ2vV5zCwISWelCQtD58GHlsbmoiLMH1GSOccWYIi3QQtqpxwOpsLAwlJWV1dl+8OBBxMTEeKVRRL7gWLGPC/FSY2hxQUAiW7ZpyzF9+uBQZCREeTlnT6lJbOPqWGIiB1OkOsfjsRoLR3s8kLr88svxyCOP4OzZswBqptaOHj2K+fPnY9KkSV5vIJG32FbsA5jaR42jlXQCIlf00dHINRqVx0kmE6TISIgRIxir1Gj66Gj8VHtBkul9pAVaWDja44HUM888g4qKCsTGxuLMmTMYNWoUunfvDqPRiMcff9wXbSTyjogIpcILAKb2UaNJer0mqgUROSPpdEguKUFRXp6S9gIA0o4djFVqNEmnQ8e8PLWbQWTHacXSEyf8NpjyeB2pqKgobNmyBZmZmcjNzUVFRQXS0tIwbtw4X7SPyGsiACTZPDabzVxYkBqFsURaJ+l0iO7SBVcNHYqDO3eisHY7Y5WagtVuSYscF47WtWsHUV4OyQ99nccDKavhw4dj+PDh3mwLkU+ZzWZYv1LZsoxULsZLjXTmzBnItf/O1usZS6RJkiQhIzMTRYcPA7VLP5hMJuiFgMQFVamJBNNESSOsKX57DQb0//NPADV9ncEPAymPLi1YLBa89tpruPTSS9GnTx8kJyfj8ssvx3/+8x9+oUjThBAYMWECZAAygB5//MEra9R4er0SSzd2767KaupE7pAkCXJMjBKvcYmJSEtLg4WFAqgxbPq+ERMm8NyPNEMXEoLzCguV+EwbPtwv/ZzbZ5JCCFx++eWYMWMGfv/9dyQnJ6N37944cuQI0tPTcdVVV/mynURNYjabkfP99zADMKOm0gtRY+llGUmpqTAD+D43lxUgSdP0sox+w4bBGqU5OTno378/T4LJY7Z9X87337PvI02RDQYlPg/98otf+jm3B1Kvv/46tm/fjq1btyI7Oxtvv/021q9fj++//x5ffvklvvrqK/znP//xZVuJGk2v1yM1NVV5fIaFJqgJJElCRkaG8pgnpKRl1ngtLy9Hjx49ANQMpkwsPEEecuz7iLREkiTs3bvXr/2c2wOpt99+G/fffz/GjBlT57mxY8diwYIFWLt2rVcbR+Qt7PzJ22zvMRkxYgQHU6RpkiTBYDAgKytL2cYUP2oM3l9HWqbT6fzaz7k9kMrNzcVFF13k8vmLL74Y33//vVcaReQL7PzJm2xnOXNycpjiQgFBlmUlbg8dOsQUPyIKOv7s59weSJ06dQpxcXEun4+Li8Pp06e90igiIq3jLCcFImepL7wIQETBxJ8pfm4PpKqrq9Gihetq6SEhITh37pxXGkVEFAg4y0mByDH1hYgo2Dj2c75KwXd7HSkhBNLT0xEWFub0+crKSq81ioiIiHyHFwGIKNhZU/xycnKU2XfZy1Wb3R5ITZs2rcF9brjhhiY1hoiIiIiIqKmsKfhGoxGAbyrsuj2QWrNmjdffnIiIiIiIyBccK+xmZWV5dUbe7XukiIiIiIiIAoWvK+xyIEXNEsv9ElFzxj6QiJoDxwq73u77OJCiZiktLQ0VFRUwmUw8oSCiZkUIgREjRtg9JiIKVo7pfd7s8ziQombDdnr30KFDMBqNMBgMPiuJSUSkRWazGTk5OcrjCRMmsA8koqDly/Q+DqSo2bAu0JaSkmK3fceOHVyQkpqMJ6IUCIQQEEIoJxUAsHPnTvaBRBS0fJnex4EUNSuSJHl9DQEiwHeL/RF5i8ViQVpaGoxGo92MFBFRsLNN70tLS4PFYvHK63IgRc2K2WzGzp077bYNGzYMer1epRZRIPN1NSAibxFCoH///k4HUOwDiSjYOd7e0b9/f69c/HR7HSmiYFNQUACDwQC9Xu/VNQWo+XBc7I9Ii4QQKCoqUgZRPXr0sFtLhX0gEQU76+0dPXv2xKFDh5SLn03NUuKMFDVbF110EU8gqMls44epfaQlQghUVFQgLS0NcXFxyvasrCwYDAbIsgxZltkHUqOxz6NAotPpkJWVpTz2RvxyIEXNClOxyJd4nxRphRACw4cPr3M/1LBhw3ifKHkN+zwKNN4uhc6BFDUrjpVbiJqKg3PSGmsqn+39oKmpqSgvL0dGRgZnoKhJ2OdRIPN2/HIgRc0OTyLIm3y9ajqRu1yl8p04cUJJ52P/R03FC5IUyLwdvxxIERE1kS9XTSdyR32pfDExMRxAkVcxniiQeTN+OZCiZo0nvOQNTHUhtZlMJqbykSp4HKVAxnukiJqAswfkDUzvIzVZF9q1Yiof+ROPoxTImhq/mhlIPfHEE5AkCXfddZey7c8//8Ts2bPRtm1bGAwGTJo0CSdOnLD7vaNHj2LixInQ6/WIjY3Fvffei3Pnzvm59RRIOHtAvsD0PlKDdaHdQ4cOAaiZiWIqH/kaj6MUyLwZv5oYSH333Xd46aWX0LdvX7vtc+fOxccff4z33nsP27Ztw/Hjx3H11Vcrz1dXV2PixImoqqrCzp078cYbb+D111/HQw895O+PQAGEswfkC44ds8lkUrdB1CyYTCa7hXb37t3LQRT5HI+jFMi8WXBC9YFURUUFrrvuOrzyyito3bq1sr20tBSvvvoqnn32WYwdOxb9+/fHmjVrsHPnTnzzzTcAgC+++AIHDhzAW2+9hdTUVFx88cV49NFHsWLFClRVVan1kSgAcPaAvM2xY05LS0NFRQVMJlODP4w/8pRthT6rrKws6HSqH9apmbA9jrK/o0DjrQtOqve4s2fPxsSJEzFu3Di77Xv37sXZs2fttvfs2ROdO3fGrl27AAC7du1CcnKyXZnXCRMmoKysDD/88IPL96ysrERZWZndDzUvaqYlMP6ClyzLSlwdOnQIRqMRBoOhwR/GH3nKbDbDaDTapfQFykK7jMHgYHsc1Wp/5wzjj7xJ1YHU+vXrkZWVhSVLltR5rqCgAKGhoWjVqpXd9ri4OBQUFCj72A6irM9bn3NlyZIliIqKUn46derUxE9CgUbNdTAYf8FLkiTs3btXObnQIsZf8ElNTQ2olD7GYHAIhP7OGcYfeZNqA6n8/HzceeedWLt2LcLDw/363gsXLkRpaanyk5+f79f3J22QZRkVFRWoqKiAXq/32/sy/oKbTqdDVlaWElvu/DD+yFN6vV6Jn0BL6WMMBg+t93fOMP4IsO9DmxKTLbzYJo/s3bsXhYWFdvnd1dXV2L59O1544QV8/vnnqKqqQklJid2s1IkTJxAfHw8AiI+Px7fffmv3utaqftZ9nAkLC0NYWJgXPw0FIkmSVEmFYfwFP7Viyx2Mv+Cg5RhrCGMwuARaLDL+CPBe3Kp2CeuCCy7Avn37kJOTo/wMGDAA1113nfLvli1bYuvWrcrv/Pzzzzh69CiGDBkCABgyZAj27duHwsJCZZ8tW7YgMjISvXr18vtnIiIiIiKi5kG1GSmj0Yg+ffrYbZNlGW3btlW2T58+HfPmzUObNm0QGRmJ22+/HUOGDMHgwYMBAOPHj0evXr0wdepULF26FAUFBXjwwQcxe/ZsXm0gIiIiIiKfUW0g5Y5ly5ZBp9Nh0qRJqKysxIQJE7By5Url+ZCQEGzatAmzZs3CkCFDIMsypk2bhkceecSj97GW4mTlFrKyxoI/yrQy/sgR44/UxhgkNTH+SG3uxqAkWNAfx44dY9UWcio/Px8dO3b06Xsw/sgVxh+pjTFIamL8kdoaikEOpABYLBYcP34cRqOxUeVjy8rK0KlTJ+Tn5yMyMtIHLfSOQGknoH5bhRAoLy9H+/btfV4Nq774U/v/QS3N/XMfPXoUkiSpHn9NEQh/Q623Uc32qdkHav3v4ivN8XO7+sxaOQb7i5b+9mxLDXdjUNOpff6i0+m8csUjMjJS9aBzR6C0E1C3rVFRUX55H3fiL5D+Zt7UXD93VFSU3z63t/o/VwLhb6j1NqrVPrX7QK3/XXylOX5uZ59Z7fhTg5b+9myLezEYOAtPEBERERERaQQHUkRERERERB7iQMoLwsLCsGjRIs2XXA+UdgKB1VZfaq7/D/zcgf+5A+GzaL2NWm+fr/BzN5/P3Rw/szNa+n9gWzzDYhMBIj09Hf/73/9w+PDhevc7fPgwunbtijVr1iA9Pd0vbaPmi3FJamL8kZoYf+QvjDXt4oyUF6xbtw7PPfec2s3wq59//hlz587F0KFDER4eDkmSXH7B33nnHVx//fXo0aMHJEnC6NGjne6Xnp4OSZJc/vz+++8AALPZjBUrVmD8+PFo164djEYj+vXrh1WrVqG6urrO61osFixduhRdu3ZFeHg4+vbti7fffttb/xWa1RzjEgC+/PJLjBkzBtHR0WjVqhUGDRqEN998s85+paWluO+++9CjRw9EREQgISEB06dPx9GjR+vs+/vvv2PKlClo1aoVIiMjccUVVyAvL89un9dff73e+F27dq3PPrMWNcf486Rf7NKli9M4mTlzpt1+W7duxU033YSkpCTo9XokJiZixowZ+OOPP5y+blVVFRYvXoyePXsiPDwccXFxmDhxIo4dO+btj6tpjL/64w8APvroI6SlpSE8PBydO3fGokWLcO7cObt9Ro8e7bJPa9myZaNeM9gw1rxzDggAhw4dwrXXXouOHTtCr9ejZ8+eeOSRR2A2m13+TklJCWJjYyFJEt5///06z+/duxcXXXQRIiMjYTQaMX78eOTk5Hj4iV1j1T4vWLduHfbv34+77rrLZ+/xyiuvwGKx+Oz1PbVr1y48//zz6NWrF84///x6g3LVqlXYu3cvBg4ciJMnT7rc79Zbb8W4cePstgkhMHPmTHTp0gUdOnQAAOTl5eH222/HBRdcgHnz5iEyMhKff/45brvtNnzzzTd444037F7jgQcewBNPPIGbb74ZAwcOxIcffoh//vOfkCQJ1157beP/EzSuOcblRx99hCuvvBJDhgzBww8/DEmS8O677+KGG25AcXEx5s6dC6BmcH3hhRfiwIEDuO2225CUlIRffvkFK1euxOeff44ff/wRRqMRAFBRUYExY8agtLQU999/P1q2bIlly5Zh1KhRyMnJQdu2bQEAI0eOdDpgW7ZsGb7//ntccMEF/vuP0IDmGH+e9IsAkJqairvvvttuW1JSkt3j+fPn49SpU/j73/+OHj16IC8vDy+88AI2bdqEnJwcxMfHK/uePXsWEydOxM6dO3HzzTejb9++OH36NHbv3o3S0lLNVCbzB8Zf/fH32Wef4corr8To0aOxfPly7Nu3D4899hgKCwuxatUqZb8HHngAM2bMsPtdk8mEmTNnYvz48Y16zWDDWPPOOWB+fj4GDRqEqKgozJkzB23atMGuXbuwaNEi7N27Fx9++KHT33vooYdcDrSysrIwfPhwdOrUCYsWLYLFYsHKlSsxatQofPvttzjvvPM8+txOCWqyiRMnioSEBLWbIYQQ4rfffhMAxJo1a3z6PidPnhRlZWVCCCGeeuopAUD89ttvTvc9evSoqK6uFkII0bt3bzFq1Ci33ycjI0MAEI8//riyraioSOzfv7/OvjfeeKMAIA4dOqRsO3bsmGjZsqWYPXu2ss1isYgRI0aIjh07inPnzrndlkDTHOPywgsvFO3btxd//vmnsu3s2bOiW7duom/fvsq2HTt2CADihRdesPv91157TQAQGzZsULY9+eSTAoD49ttvlW0//vijCAkJEQsXLqy3PWazWRiNRnHhhRc29aMFnOYYf570iwkJCWLixIkNvua2bduU/tN2GwDxwAMP2G1/8sknRcuWLcXu3bsb9wGCCOOv/vjr1auXSElJEWfPnlW2PfDAA0KSJPHjjz/W+z5vvvmmACDWrl3rtdcMZIw175wDPv744wJAnfO7G264QQAQp06dqvM7+/btEy1atBCPPPKIACDee+89u+cvueQS0bp1a1FcXKxsO378uDAYDOLqq6929+PWi6l9DSgvL8ddd92FLl26ICwsDLGxsbjwwguRlZUFoGba+5NPPsGRI0eU6e4uXboAqEmxeOihh9C/f39ERUVBlmWMGDECX3/9tcftSE9PV17XqqSkBOnp6YiKikKrVq0wbdo0lJSU2O1TWFiImJgYjB49GsLmdrhffvkFsizjmmuuUbaZzWb89NNPKC4ubrA9bdq0Ua7YN6RTp06NXlBv3bp1kCQJ//znP5Vt0dHR6N27d519r7rqKgDAjz/+qGz78MMPcfbsWdx2223KNkmSMGvWLBw7dgy7du1qVLvUxrh0rqysDK1bt7a7MbVFixaIjo5GRESE3X4AEBcXZ/f77dq1AwC7fd9//30MHDgQAwcOVLb17NkTF1xwAd5999162/Pxxx+jvLwc1113XYNtDySMP+c86RetqqqqYDKZXD4/cuTIOv3nyJEj0aZNG7u+zmKx4N///jeuuuoqDBo0COfOnas3HSaQMf6cczf+Dhw4gAMHDuCWW25BixZ/JSbddtttEEI4TY+ytW7dOsiyjCuuuMJrr6lVjDXnfHEOWN9xWafTITQ0tM7v3HnnnbjqqqswYsQIp6+ZkZGBcePGKZkj1tcbNWoUNm3ahIqKCrc+Q304kGrAzJkzsWrVKkyaNAkrV67EPffcg4iICOUA9sADDyA1NRXR0dF488038eabbyq5smVlZVi9ejVGjx6NJ598Eg8//DCKioowYcKEJudnCiFwxRVX4M0338T111+Pxx57DMeOHcO0adPs9ouNjcWqVauwbds2LF++HEDNATc9PR1GoxErV65U9v32229x/vnn44UXXmhS27zl7NmzePfddzF06NA6HYgzBQUFAGoGWlbZ2dmQZRnnn3++3b6DBg1Sng9EjEvnRo8ejR9++AH/+te/8Msvv+DXX3/Fo48+ij179uC+++5T9hswYABkWca//vUvfPXVV/j999+xbds23HfffRg4cKCSYmqxWJCbm4sBAwbUea9Bgwbh119/RXl5ucv2rF27FhEREbj66qsbbHsgYfx5x1dffQW9Xg+DwYAuXbrg3//+t1u/V1FRgYqKCru+7sCBAzh+/Dj69u2LW265BbIsQ5Zl9O3bt1EnblrG+Gsa63HPsV9r3749OnbsWO9xsaioCFu2bMGVV14JWZa98ppaxljzH+u9U9OnT0dOTg7y8/PxzjvvYNWqVbjjjjvs4g0A3nvvPezcuRNLly51+ZqVlZV2F0at9Ho9qqqqsH///qY33CvzWkEsKirKLi3MGVfTuufOnROVlZV2206fPi3i4uLETTfd5FE7pk2bZvceH3zwgQAgli5davd+I0aMcDqt+49//EPo9Xpx8OBBZRr2gw8+sNvn66+/FgDEokWLPGpbQ9O6tjxJ7fv4448FALFy5coG962srBS9evUSXbt2tUsrmDhxokhMTKyzv8lkEgDEggUL3GqL1jAunauoqBBTpkwRkiQJAAKA0Ov1dV5TCCE2bdok2rVrp+wHQEyYMEGUl5cr+xQVFQkA4pFHHqnz+ytWrBAAxE8//eS0LSdPnhShoaFiypQpDbY70DD+GtZQv3jZZZeJJ598UnzwwQfi1VdfVdp43333Nfjajz76qAAgtm7dqmzbsGGDACDatm0revToIdasWSPWrFkjevToIUJDQ8X333/vUfu1jPHXsPriz/rc0aNH6zw3cOBAMXjwYJevu3z5cgFAfPrpp157TS1jrDXMm+eAjz76qIiIiLA7LjumMAtRkzbfuXNnJb3e2nbH1L7k5GSRlJRkdxtHZWWl6Ny5swAg3n//ffc+ZD1YbKIBrVq1wu7du3H8+HG0b9/eo98NCQlBSEgIgJorACUlJbBYLBgwYIAyLdxYn376KVq0aIFZs2bZvd/tt9+OjIyMOvu/8MIL+N///ofJkyfj4MGDmDp1qt20PIA6U79qW7duHVq2bIkpU6Y0uO+cOXNw4MABfPLJJ3ZpBWfOnHG6/kB4eLjyfCBiXDoXFhaGpKQkTJ48GVdffTWqq6vx8ssv4/rrr8eWLVswePBgZd+YmBj069cPc+bMQe/evZGTk4OlS5fixhtvxHvvvQfgr/hoTAy9//77qKqqCrq0PoDx5w0fffSR3eMbb7wRF198MZ599lncfvvtLgtDbN++Hf/3f/+HKVOmYOzYscp2a4pKeXk5srOz0alTJwDA2LFj0b17dyxduhRvvfWW1z+HGhh/TdNQv2ZNsXJm3bp1iImJwYUXXui119Qyxpp/denSBSNHjsSkSZPQtm1bfPLJJ1i8eDHi4+MxZ84cZb8nnngCZ8+exf3331/v6912222YNWsWpk+fjvvuuw8WiwWPPfaYUvXUG+eATO1rwNKlS7F//3506tQJgwYNwsMPP1yn7HF93njjDfTt2xfh4eFo27YtYmJi8Mknn6C0tLRJ7Tpy5AjatWsHg8Fgt91VBZI2bdrg+eefR25uLqKiovD888836f19raKiAh9++CEmTJhgl9vqzFNPPYVXXnkFjz76KC655BK75yIiIlBZWVnnd/7880/l+UDEuHRuzpw5+Pjjj7F+/Xpce+21uO666/Dll1+iXbt2uPPOO5X98vLyMGbMGNx00024//77ccUVV2DRokVYuXIl3n//fXz22WcA/oqPxsTQ2rVr0aZNG1x88cVN+kxaxPjzPkmSMHfuXJw7dw7/+9//nO7z008/4aqrrkKfPn2wevVqu+escThs2DBlEAUAnTt3xvDhw7Fz506ftd3fGH9N01C/5qpPy8vLw65du3DNNdfYXbBsymtqHWPNf9avX49bbrkFq1evxs0334yrr74ar776KqZNm4b58+crFf8OHz6Mp556Co8//nidz+9o5syZuP/++7Fu3Tr07t0bycnJ+PXXX5VU/4Z+3x0cSDVgypQpyMvLw/Lly9G+fXs89dRT6N27t3KiVZ+33noL6enp6NatG1599VVs3rwZW7ZswdixY1UpY/n5558DAE6fPq35NUU++OADmM3mBq/mv/7665g/fz5mzpyJBx98sM7z7dq1Q0FBQZ2rLNarEZ5eYdIKxmVdVVVVePXVVzFx4kS7G1tbtmyJiy++GHv27EFVVRWAmrj5888/cemll9q9xuWXXw4A2LFjB4Cag09YWJjTNXvqi6GjR48iIyMDf//7352utRLoGH++YR0AnTp1qs5z+fn5GD9+PKKiovDpp5/WudHbGoeON2oDNfdJnD592gctVgfjr2msRXVc9Wuujovr1q0DAKfH5ca+ptYx1vxn5cqV6NevX53Z+Msvvxxms1m5z+6hhx5Chw4dMHr0aBw+fBiHDx9W7pEvKirC4cOH7f5/H3/8cZw4cQIZGRnIzc3Fd999pzzvuNxEY3Ag5YZ27drhtttuwwcffIDffvsNbdu2xeOPP648L0mS0997//33kZiYiA0bNmDq1KmYMGECxo0bp1zJboqEhAT88ccfdSqO/Pzzz07337x5M1avXo377rsPMTExmDZtmqYXyVu7di0MBoNyYuvMhx9+iBkzZuDqq6/GihUrnO6TmpoKs9lsV90KAHbv3q08H6gYl/ZOnjyJc+fOOV2U+ezZs7BYLMpzJ06cgBCizr5nz54FAKUNOp0OycnJ2LNnT53X3L17NxITE51WLnr77bchhAjKtD4rxp/3Wa90x8TE2G0/efIkxo8fj8rKSnz++efKSaut5ORktGzZUlm43Nbx48frvGagY/w1nvW459ivHT9+HMeOHXN5XFy3bh26detmlyLd1NcMBIw1/zhx4oTL4zfw13H56NGj+OWXX5CYmIiuXbuia9eu+Mc//gGgJpWva9eudVJJW7dujeHDhyM5ORkA8OWXX6Jjx47o2bNnk9vNgVQ9qqur60y/xsbGon379nbT17IsO52mtebG2s6G7N692yslty+55BKcO3fObpG76upqpSqLrZKSEsyYMQODBg3C4sWLsXr1amRlZWHx4sV2+3lS+tKXioqK8OWXX+Kqq66CXq93us/27dtx7bXXYuTIkVi7dq3L0ppXXHEFWrZsaVeZRgiBF198ER06dMDQoUN98hl8iXHpXGxsLFq1aoWNGzcqM09ATZroxx9/jJ49eyrpJUlJSRBC1Clf/vbbbwMA+vXrp2ybPHkyvvvuO7sThJ9//hlfffUV/v73vztty7p165SUqmDD+Gu6U6dOOR3EP/HEEwgNDcWYMWOU7SaTCZdccgl+//13fPrpp+jRo4fT1zQajbjkkkuwc+dO/PTTT8r2H3/8ETt37qxzT0ugYvw1Xe/evdGzZ0+8/PLLdnG4atUqSJKEyZMn1/md7Oxs/Pjjj3ZLkTT1NbWOseZfSUlJyM7OxsGDB+22v/3229DpdOjbty8A4LHHHsPGjRvtfh599FEAwH333YeNGzfWqfBn65133sF3332Hu+66q9FL89hisYl6lJeXo2PHjpg8eTJSUlJgMBjw5Zdf4rvvvsMzzzyj7Ne/f3+88847mDdvHgYOHAiDwYDLLrsMl156KTZs2ICrrroKEydOxG+//YYXX3wRvXr1anLt+ssuuwzDhg3DggULcPjwYfTq1QsbNmxw+mW+8847cfLkSXz55ZcICQnBRRddhBkzZuCxxx7DFVdcgZSUFAA1pS/HjBmDRYsW4eGHH673/UtLS5UvrDUN6oUXXkCrVq3QqlUru5sCt2/fju3btwOoGSSZTCY89thjAGrWQxk5cqTda7/zzjs4d+6cy6v5R44cweWXX650ztbCAFZ9+/ZVvnAdO3bEXXfdhaeeegpnz57FwIED8cEHHyAjIwNr165VOrpAwrh0LiQkBPfccw8efPBBDB48GDfccAOqq6vx6quv4tixY3Y32qenp+Ppp5/GrbfeiuzsbPTu3RtZWVlYvXo1evfuraxJBtRc4XrllVcwceJE3HPPPWjZsiWeffZZxMXF4e67767Tjv379yM3NxcLFixweaUykDH+XHO3X/zoo4/w2GOPYfLkyejatStOnTqFdevWYf/+/cqN1VbXXXcdvv32W9x000348ccf7WbXDQYDrrzySuXx4sWLsXXrVowdOxZ33HEHAOD5559HmzZtGrwpO1Aw/lzz5Lj81FNP4fLLL8f48eNx7bXXYv/+/XjhhRcwY8aMOsuFADVZIoDztL7GvqbWMdZc88U54L333ovPPvsMI0aMwJw5c9C2bVts2rQJn332GWbMmKGkhzq7QNmqVSsAwMCBA+36xO3bt+ORRx7B+PHj0bZtW3zzzTdYs2YNLrroIrv7ppukyXX/glhlZaW49957RUpKijAajUKWZZGSklKnHHdFRYX45z//KVq1aiUAKCUqLRaLWLx4sUhISBBhYWGiX79+YtOmTXXKWLrD2e+cPHlSTJ06VURGRoqoqCgxdepUkZ2dbVf68sMPPxQAxDPPPGP3u2VlZSIhIUGkpKSIqqoqIYRnpS+tq2c7+3Fs56JFi1zu6+y9Bg8eLGJjY+3KVdqyttPd16yurlb+DqGhoaJ3797irbfeavAzahXjsn5r164VgwYNEq1atRIRERHib3/7m9MSp8eOHRM33XST6Nq1qwgNDRXt2rUTN998sygqKqqzb35+vpg8ebKIjIwUBoNBXHrppeLQoUNO33/BggUCgMjNzXWrvYGG8eeau/3inj17xGWXXSY6dOggQkNDhcFgEMOHDxfvvvtunddMSEhwu68VQoi9e/eKcePGCVmWhdFoFFdccYU4ePBgg20PFIw/1zw5LgshxMaNG0VqaqoICwsTHTt2FA8++KDyvraqq6tFhw4dRFpaWoNtcPc1AwFjzTVfnQPu3r1bXHzxxSI+Pl60bNlSJCUliccff9xuWRtnXJU//+WXX8T48eNFdHS0CAsLEz179hRLliypU5a+KSQhNFTvmoiIiIiIKADwHikiIiIiIiIP8R4plZ06dcruxnhHISEhQVdtibSPcUlqYvyRmhh/5C+MtcDH1D6VjR49Gtu2bXP5fEJCAg4fPuy/BhGBcUnqYvyRmhh/5C+MtcDHgZTK9u7dW+9CiRERERg2bJgfW0TEuCR1Mf5ITYw/8hfGWuDjQIqIiIiIiMhDvEcKgMViwfHjx2E0GoNy3RfynBAC5eXlaN++vVcWbKsP448cMf5IbYxBUhPjj9TmbgxyIAXg+PHj6NSpk9rNIA3Kz89Hx44dffoejD9yhfFHamMMkpoYf6S2hmKQAykARqMRQM1/VmRkpMqtIS0oKytDp06dlNjwJcYfOWL8kdoYg6Qmxh+pzd0YDJqB1IoVK/DUU0+hoKAAKSkpWL58OQYNGuTW71qnciMjI/klIjv+mOZn/JErjD9SG2OQ1MT4I7U1FINBsSDvO++8g3nz5mHRokXIyspCSkoKJkyYgMLCQrWbRkREREREQSgoBlLPPvssbr75Ztx4443o1asXXnzxRej1erz22mtefy9hscBUWAhTYSGExeL11ycCGGekHYxFUgtjj7SGMUmOAj61r6qqCnv37sXChQuVbTqdDuPGjcOuXbuc/k5lZSUqKyuVx2VlZW6/n7moCHJ8PADAdOIE5NjYRracmit34s9cXAw5Lg4A44y8y9P+j30eeZu7Mch+kHyhSeeAjElyEPAzUsXFxaiurkZcbWBbxcXFoaCgwOnvLFmyBFFRUcqPW9VahAAqKhDBhdGoiTyOP5OpJv6IvMCj+LNY2OeR1zXqGEzkJY2OPyFqjsdENgJ+INUYCxcuRGlpqfKTn59f/y8IATF8OGA0QvfrrwCAbADQ633eVgo+nsafnJgIMWIEB1PkFW7HnxAQ/fuzzyOv8/gYTORFjYq/2vNAOTHR9w2kgBLwqX3R0dEICQnBiRMn7LafOHEC8bXpKI7CwsIQFhbW8IsLAZjNEBUVkHbuVDZnA5iekoK9styUplMz5Vb86fXIBDC89qG0YwdEYSEkg8FuH3DxQPKQu/2fqKiAlJMDADgI9nnkPR4dg4m8zNNzQAB1zgMzAfTjhSVCEMxIhYaGon///ti6dauyzWKxYOvWrRgyZEjjX9g6C2UwQLIZkMUBuCklBXuysrgCNvmMXpaxYOhQ2GZfS/HxgMGg/Ii0NKCioibVwNUPT0SoMYSAZfhw5eE13bqxzyP/EgLh48er3QpqrmzOAR3PA2MBLBg6FHpeWCIEwYwUAMybNw/Tpk3DgAEDMGjQIDz33HMwmUy48cYbG/2awmSyu/pglT9wIFp+8w0kXcCPQUnDJElCRmYmigoLkRkfj+HO9snJARpYKE4MGwYpI4MzV+QRYTIhJDdXebwnOho6xhD5kW0MZgNI4tV/8iNX54CZAPYXFCAmNpYXlghAkAykrrnmGhQVFeGhhx5CQUEBUlNTsXnz5joFKDxhRk3n7XgCG/rddxBFRTVXKTzBNCzykCRJiImNxdVDhyLbpkOXAGQA6OfOazhLCfQmxnVQcuz/Qnbv9m0cOWJcNXtmsxnW6/339O6NL4GaWXbGBvmBs3PArgC6Dx6ML2QZUm3KX70Yq81CUAykAGDOnDmYM2eO117PmlplPYGVAViX95Vc3HtVH5Ga6puZAX5Rg5p1Zsps02kLITBi+HAc/P57l7/X1Hh1l1txzRgNONb+7+DOnX6JI0c+6y+dYXxq3tYfflBm392ODf5dqQmc9YG/AcA33zSYCWLlk36Mca05QTOQ8jbHE1hTRYXLFCu3Xs+NNKzGYOpW8JMkCbJDLnZWdrbd4MpRU+PV7bYxvTAouZNa6tP391F/6QzjU6McCu5YuRsb/LtSU3ijD/RFP8a41h4OpOphewKr1+vrpFi59RpwPw2rMZi61Tw5G1zZamy8uv3+UDG9kDHpF65SS336nvBtf+n0PX3dh3qCsa1wzArxNDY08Xfl3zOgNbYP9GU/5rO4Zqw2GgdSbnKWYuUOd9KwGkNTqVue4hfW5xobr+5SM71QiUlZZhz5mK/jyJGv+ktn/NWHesKuv23m/aRj7LkbG1r6u3rl+NnM40BtjekDfdGP+TquvXau1wzjlQMpDzQ0C+BKQ2lYjaGl1C1PcWraPxobr+5SK73QGpOMI//wdRw58kV/6Yy/+lBP2Pa3jO+6sedObGjp7+qN4yfjQH2N6QO93Y/5Oq69da7XHOOVAyk/8MWJiJZStzx+7cZOTTfDKx1a5u/0QseYlHbsqClRq4WULPIafw3cfN2HesJZf8tFuOtyJza08Hf15vFTEymKVs08/jzh7X7MV3Ht7XO9RsVrgMcVB1IBSgupW57yeeXDAP8yBhuvxqgQECYTJlx4Id7dtw8dajebzWbIWjjBoIDj77TF+tj2t/X1k0z9a5gW/q7eOH5qKUXRqt5jMOPRp3wV194612tKvAZ6JU4OpAKY2qlbnvJ15cPmOKWsdV6J0doV5qWdO7HDZjMX6aSm8nfaYn2s/W19/SRT/9yjhb9rU4+fWkpRtKrvGMx49D1fxbU3zvWaEq+BXomTAylySStT0+5OPTPVK8AJATjpzEVFRZ0V5rMBTE9JwV6NnAQTNZW1v3XWT7pM/WN/p1lNPX5qIUXRyp1jMOMxcHnjXM/TeJVQM4uVASDJzffQaoxxIEV+483Kh66+hEz1CjDWwZMQECNG1FyZcmB77SkWgAlAUkoK9mZlQdLYlSmipqpvEe5D33+PLPzV57G/C15aSFG0cnUMzgSQarMf47H5chqvLi6OQgiEjx+PkNxcj99HizHGgRT5lVcqHwqB8HHjELJ7t90+mQD6MdUrcNik7AH2AyZnMgHsLyiAbDBAr9dzEEVBy9Ui3KbCQhhq7z9gamvw00KKopVj+peoqFBiEeDxlxzi1eH47g1ajTEOpCggKF9QIWoqwtgMorIBjACQOnQoMjRy0KF61F6lcpWyNwKAcPJr/YYORUZsLAdQ1CxJkmQX+3OSk5HJ/o78xHFQZzKZlH/HAkji8bd5c5h9cnZ8d1Tf8d6ZfhqNMQ6kKHA4ucIRC6BDSgoKMjMhyzJPsrXO5m/oKmWvIDPT6d+Rs1BEf9kuSQ3O4hL5w/68PMR06cL+ublycm7m7PjuqL7jvTNaPQfgQIoChjCZ7L6o1lSvGM5SBAzHvyHAlD0it+n1yEbNTf8hubmavPGamh9exGy+hMUC85EjkF3MPtke3x0Fy/GeAykKGGazGdZJ3TgAPZjqFXBs/4bWq1RM2SNyj16WMTs5GTv37QMAmE0mzd14Tc2QcDc5i4KJsFiwr1Ur9C0vV7Y5zj41h+M7B1IUkI716YMWGRlB/eUMdvvz8iDHxgbNVSkiX5MkCV9s2QLU3uQfPn48kJOjuXVVqHlhHDZP5uJiu0FUjiwj748/IOl0yrbmcHzXNbwLkUbo9cip/WfL/fudl9WkgKGPiGBKCJGHJFlGdu2/rel9RH5Xm2YKMA6bLZsYAIC+v/8Og9EIWZaVn+ZwfG/SQKqystJb7SBqUER4OGzrtWhhfQ1qvJNdukBUV6vdDKKAYk3vs2I/SGpgHJJjDBxs1w7CYlGxRerwaCD12WefYdq0aUhMTETLli2h1+sRGRmJUaNG4fHHH8fx48d91U5q7oSA6N8fPWof/hQRAX10tKpNIs/po6PxU0QEACChshKWtDTm1xN5QEnvI1IR45AkSUJmdjYOhIUBAHqeOQNzcbHKrfI/twZSGzduRFJSEm666Sa0aNEC8+fPx4YNG/D5559j9erVGDVqFL788kskJiZi5syZKCoq8nW7qZkRJpOyCvZBAB0LCuzycCkwSDodOhYU4GDt45DcXJgOH26WV7GIGqs5pMuQ9tnGIfvw5kkXEoLOhw8rj81FRc0uFtwqNrF06VIsW7YMF198MXROTl6nTJkCAPj999+xfPlyvPXWW5g7d653W0rNmm21t/TkZOwwGlVtDzWebDQi3abymJyYiIOyjB7Wm1T1et60TOQuzuiSBhxLTMR5FRW8wNkM2f7NY/r0+et4bjA0i2O5WwOpXbt2ufViHTp0wBNPPNGkBhE15IstW3hFNoBZ0wGyo6LQr/YG5SSTCYiMBACIYcMgZWQ0iw6YqKlYMY3Uom/bVvl3zzNnYCouhhwbq2KLSA366GjkGo1KBT/r8by5HMt56YACDgdRgU8XEoLUsjIU5eX9f3v3Hh1Vea4B/NkTIWSuXJIZ7tBwMQKJEOiSJFyUW8BYsdLjqQtQPLS1GLGKouDiiNrlwvbo4ax1rNZqCbaKWFo5PQZFkKOQC7SYBBNAIZZbgIYA5jaTGEjmO3+Q2c5MJmEmmdmXmee31qyV2TPJvJm8+fb+Zr/7/Xy6/gCAVFTEcj+irrBjGmlBc7P85SHgWjUBxRzJYEBqXV2H/blnX+6qqYnq/XnI60gJIfDnP/8Zn376KWpqauD2e3Pef//9sAVHJGP5StSRDAYkjhyJH2Zmoqy4GCYANe2P+ZT7xUh5AFGwOizM29TEhXlJcd4l9wCQ0N5IiGKP9/78eHGxz74cQFTvz0M+I/Xoo49i6dKlOHnyJMxmM2w2m8+NKOyEuFa+QlFHkiQUFBaixunEiYYGlJm+2y2PdbkgWa0Q06dzIk3khR3TSAu8u7BOBNB8+bKq8ZC6PPtz/305EN3785DPSP3xj3/E+++/j9tvvz0S8RB14N2xrwzAWJYPRBVJkmBqH3QnNjTg4unTOJucjEmex9vLA4wjRvBCZqJ2LHEmtUkGA4aeOAEMGqR2KKQRkiTBbLFgYkMDXJcuocnlivr9eci/hc1mQ3L7qToiJXgv9PdwaiqMfp90UPTwlAeszMyE9yXLpuRkVFqtEI2NUfdpFhGRXkXLwTCFl2QwwGS3d70/b2tTLb5wCvk/4Nlnn8Vzzz2HZq+LDImUsk+SwM9ho1tn5QHRXBpAREQUbbran7vT06NiXx7yROqee+5BbW0t7HY7UlNTkZ6e7nMjCjt2qIo53uUBnXUCiuYuQERERNHAf39+vH17XHl5VHT1C/kaqfvvvx8lJSVYsmQJHA4H67Qp4tihKnZ11QmIi/gSERHpg2d/vtDreM6nq199PaS4ODVD7JaQJ1I7duzAxx9/jGnTpkUiHqIO5A5VAweqHQqpwFMa4HI6UTZoEBfxJSIi0iFJklBYVoYym03elwPX9udt6emI0+Hi4iGX9g0bNgzW9oMXIqXwzGds66rUD7hW7uduX1WdiIiItMkQF3etq9+FCx1K/fR46UbIE6mXX34ZTz75JE6dOhWBcIiCEAUXJ1L3eHf1MwE+nYCq7PZrXf1cLuYIRT/mOGkB85C6wbur37LUVHl7UyxMpJYsWYJPP/0Uo0aNgsViQf/+/X1uRJHWZ948Dt4xzH8R36Px8QCAES0tkKxWwGxmZz+KblyknLSAeUg95L+4uB6P70K+Rmrjxo0ssyLltXfum4TvTv9KbDgRs7wX8R1eU3Ot3tr78fZSPwPLkCkKcZFy0gLmIYWDZDL5HN/pbd8d8kRq2bJlnT7GtaUoUti5jzpjsliwMjMTZcXFMAFyZ78qux3DXS5ddgEi6kqTywXPiiy5qako4iLlpALmIYWD//Gd3vbdIZf2PfLIIwG3u1wu3H777T0OiCgQ/9O/RB5dlfpFy4J/RDK/cqpdu3ezSoSUxzykMPF08tPrvjvkidSOHTuwfv16n20ulwvz589Ha2tr2AIj6kAn/1SkPE+pn9liwfCaGp8uQOzmR9HE3djoU04l8SwAqYB5SOFkiIvD8JoaVLbf11MHv5AnUrt27cIbb7yB//qv/wIANDY2Yu7cuZAkCTt37gx3fEQAANHWhssjR6odBumAyWLx6QJUZbdDtLWpGBFReIi2NlTZv+tVmZuaCiMPYElhzEOKBKPJBO+pU1NTk2qxhCLka6RGjRqFnTt34rbbboPBYMC7776L+Ph47NixQ774myishIA7PR0jWloAAF8lJODGxESVgyKtkssETCaMa2nBiJYW3S70RyTzGwePxsejsKyM5VSkLOYhRUjz5cuY2P61no7zQj4jBQBpaWnIz8/H008/DaPRiI8++oiTKIoY785AxwEMra6GZOhW6lKM8JQJ6H2hPyIP71Kq47jWrdKgk4uxKXowD0kJQ77+WjfHeUGdkZo0aVLATxvi4+Nx/vx5ZGVlydtKS0vDFx0R2jv0tX+9LDUVRRaLqvGQPpgsFjyQmooidnoknfOUUo1ov89xkBQnBITTyTwkRZwbPRo3Op26mEwFNZG66667IhwGUXDYGYiCJQHYx1whvWMpFalNCIhp0yAVF8uTKOYhhZsxMRFfJSQgpbkZKc3NcF26BJPXtXhaFdREyr9LH5GShNstf81Bm4Ih3G40nT4NExeLJJ3zL21mKRUpzd3YCENxsXy/DMAY5iGFmWQwYMjXXwNDhqgdSkiCOmcm2HaaVCLcbpxNTlY7DNIR0daGSqsVJq+8YVcp0qsmr2v7lqWmwsRSKlKQf4c+O4CVmZnMQwo74Xbj3OjRaocRsqAmUuPHj8fWrVtx5cqVLp9XWVmJFStW4MUXXwxLcERNly4hpbkZwLUuLkaddHEhlbSXQY31OvgsM5lYgkL6xEVPSU0BykpPNDSgoLCQeUhhp9fjvaBK+/77v/8bTz31FB566CHMnTsXU6ZMweDBg9GnTx/U1tbi6NGjKCwsxJEjR/Dwww9jxYoVkY6bYtDQEyd0ceEhqcO/nO84gH4nTmDiiBHMG9Il/0VPx/KsKikoUIc+M89EkQL0dLwX1ERq9uzZ+Pzzz1FYWIj33nsP77zzDk6fPo3m5mYkJiZi0qRJuO+++7B48WL069cv0jFTjNLLPxUpT7jdqOjbF2mNjfK2ZampKBo5kp+cki4JtxvHBw5ESvv93NRUFHEiRQrxzz926CMl6el4L6QFeadNm4Zp06ZFKhYiom5punTJZxLFcj7SO+8yF3ZII6Ux/4iCo58pH8U87+59RB7C7UbTxYvy/YuHD2NiQwM7SlHUGH7qFPOZFOW9v2X+EXVO1YnUhg0b8P3vfx8WiwV2ux133XUXjh075vOcb7/9Frm5uRgwYADMZjMWLVqECxcu+DznzJkzyMnJgdFohN1ux+rVq9Ha2qrkr0IKOJuczMkU+fCU9CVNmCBvMyYl6aosgOh6eCaAlOTfLZfjKVHnVP3v2Lt3L3Jzc3HgwAHs3r0bV69exbx58+Dy6rj12GOP4YMPPsC2bduwd+9enD9/Hnfffbf8eFtbG3JycnDlyhUUFxfjrbfewubNm/HMM8+o8StRmHkWaAOAlOZmNF26pHJEpCX+JX3lFotuOv0QBavPvHkAlyEhhXiX9QGAccAAFaMh0raQrpEKt507d/rc37x5M+x2O0pKSjBjxgzU19fj97//PbZs2YJZs2YBAPLy8nDTTTfhwIEDmDp1Knbt2oWjR4/ik08+gcPhwMSJE/HLX/4STz31FJ599ln07t1bjV+NwkQyGDD0xAlg0CAA8CnhMiYm8pMyklXt3YsJmZnMCYoORiPKAEwCEFdeDuFyQTKb1Y6KYoFX7gEAmpsB5h4pyPtYrytaOA7U1BFHfX09AKB///4AgJKSEly9ehVz5syRn5OSkoLhw4dj//79AID9+/cjNTUVDodDfk52djYaGhpw5MiRgK/T0tKChoYGnxtpl/c/SdKECTA5HDA5HKjo21eXpX7Mv8gYNnMmDvfvr8ucUBLzTx+MJhNyU1Pl+01NTSpGE17MQW3rkHteVULRgPmnfd7Hel3dtHAc2K2JlNvtxvHjx1FYWIh9+/b53LrL7Xbj0UcfRVZWFia0X+9QXV2N3r17o2/fvj7PdTgcqK6ulp/jPYnyPO55LJANGzbAZrPJt2HDhnU7boo8Y2IiygO0XU1rbNRlqR/zL3z8c0OvOaEk5p8+SJKEXbt3qx1GRDAHtc0/96KttJT5p02dHet1RQv7/JAnUgcOHMDo0aNx0003YcaMGbj11lvl22233dbtQHJzc3H48GFs3bq12z8jWGvXrkV9fb18q6qqivhrUvdJBgMmnD3bYXshABiNisfTU8y/8PHPjTJAlzmhJOaffng3mVD7U9dwYg5qn2QyXRtP8V1pabRg/mlTZ8d6XdHCcWDI10j9/Oc/x5QpU7Bjxw4MGjQoLN2EHn74YeTn52Pfvn0YOnSovH3gwIG4cuUK6urqfM5KXbhwAQMHDpSf8/e//93n53m6+nme4y8+Ph7x8fE9jpuU0/ztt/AsRekA4AQwKTMTBTpcoJL5F17eufHE+PH4hBOpLjH/9OlscjJudDpVvx4gHJiD2ucp7yuuqABwrbTUFCXXSTH/tMt7f24HcL3puxaOA0OeSFVWVuLPf/4zRo8e3eMXF0Jg5cqV2L59Oz777DN873vf83l88uTJ6NWrF/bs2YNFixYBAI4dO4YzZ84gIyMDAJCRkYEXXngBNTU1sNvtAIDdu3fDarVi3LhxPY6RtOfshAm4sn8/jCYT2wKTjz1HjkDMmAEUFADMDdI5T9fSlOZmpDQ3w3XpEkzt+zmiSJLL+zr5QJoo0g6fOHHd8c5oNKp+HBjyROqWW27B119/HZaJVG5uLrZs2YK//vWvsFgs8jVNNpsNCQkJsNlsWL58OVatWoX+/fvDarVi5cqVyMjIwNSpUwEA8+bNw7hx47B06VL8+te/RnV1NdatW4fc3Fx+4hBNvLoI9Tp8GDeAa6tQO6MRhQCmtd+ViorY4Yyign/X0mgq7yPti9bSUtIu7zwzmUww6aDqKKiJVHl5ufz1ypUr8fjjj6O6uhqpqano1auXz3PT0tKCfvHXXnsNAHDrrbf6bM/Ly8OyZcsAABs3boTBYMCiRYvQ0tKC7OxsvPrqq/Jz4+LikJ+fjxUrViAjIwMmkwn3338/nn/++aDjIO3rUGZw8eK1fzBOpmKe0WTCmsxMHC8uRk37tiaXK2rKUCi2eZfyXR45EiaXC1JcnIoRUSxi7lGkeRaCTpE36KPBiSTE9SM1GAyQJAmdPdXzmCRJaGtrC3uQkdbQ0ACbzYb6+npYrVa1w6FOOC9cgNmrzEBkZUGKUAmXkjnB/Os5IQQunjoFe3IyAKAtLQ1xhw7pdqLN/CMP4XbjmNksL5CqVG4zB0mt3AOYf7HIVVMDk1cXbpGZCamwULX9eLB5EdQZqZMnT4YtMKLukkwmlnBRQJIkwZSU5LOAqbuxEQbuFEnnJIMBQ6urcdxmw1hwcV5STqDc47hKEeNfpl9crIuxLqj2PyNGjJBvp0+fxpAhQ3y2jRgxAkOGDMHp06cjHS/FME8Jl/elh9G2UCB1n/8iklV2O0RjI+By6aZEgCgQk8WCZVG8QCppl3/uVdntEDqsPCLtM5pMWJORgeNe2/Qw1oXcR/W2227DN99802F7fX19j9aRIroeSZJQUFiIwydOyNuibaFA6j5JklBYVoaj7U1mRrS0QLJaAbMZYvp05gnpVrQvkEraFWhcdaenM/8o7CRJws7t2zHWa5vx7rs1n2shT6Q810L5u3z5si66a5C+eZdwAdG3UCD1jCEuDsNrauT88PCUgRLplf8Cqe7GRlXjodjhGVc9ZwqYfxQpnks45Pvt5X1aFnT787vvvhvAtQPZZcuW+bQWb2trQ3l5OTIzM8MfIZGfDh382KGNvJgsFqzMzERZcTFMwHed/NjpkXTMf9yrstsxnF3USCGeEj/mH0WSHrvwBn1GymazwWazQQgBi8Ui37fZbBg4cCB+9rOf4e23345krEQAWOZCXfOUgNY4nT5loKbkZJb4kW6xxIrUxPwjJejxEo6gz0jl5eUBAEaOHIknnniCZXykKk+Zi6dDmx46u5ByJEm6NkYlJXXo9MiuU6RXcokVu6iRCgLlH/e9FG6BuvBqOc9CvkZq/fr1MJlMqKmpQUFBAQoKClBTU3P9byQKI/8ObU0XL2r6EwtSR6BOj+zmR3rGLmqkpg4dJLnvpQjQ0zFeyBOpxsZGLF26FEOGDMHMmTMxc+ZMDBkyBEuWLEF9fX0kYiTqwL+8j2VbFIinTOBEQwO7+VFUYIkVqYn7XlKCnvIs5InUT37yE/ztb39Dfn4+6urqUFdXh/z8fHz++ed48MEHIxEjUUAduruwMxsFIEkSzBZLp9382H2K9CZQFzWOfaQU7ntJCXrJs5AnUvn5+di0aROys7NhtVphtVqRnZ2NN954Ax988EEkYiQKSK+Lt5E6PN38TEDgUj8NftJF1Bku0ktqCVQyzfyjcAuYZ01NqsXTmZAnUgMGDIDNZuuw3WazoV+/fmEJiigYel28jdTh3c0vUKmfVssGiAJh91JSix47q5H+BMozLQp5IrVu3TqsWrUK1dXV8rbq6mqsXr0a//7v/x7W4IiuR4+Lt5F6PN38ApX6scyP9MZ/kV6OfaQU785qABfppciQO/C2E263itEEFvJE6rXXXsOBAwcwfPhwjB49GqNHj8bw4cNRXFyM119/Henp6fKNKNJYYkDd5Sn1Y5kf6VWHzlYc+0hB/vnHDpIUaWeTkzU3mQp6HSmPu+66KwJhEHWP59TvxVOngORkAO0lBocOAZKkamykbZ7ccTmdOJqUhHEtLRjR0gJYrRBZWZAKCphDpGlyed/AgQA49pGy5A6SJpM8fralpyOOOUhhZExMxFcJCUhpbkZKczNcly7BZLdf/xsVEvJEav369ZGIg6jb9LZ4G2mHT0c/mw2TPNu5cC/phP/i5MxbUhIX6aVIkwwGDD1xAhg0CED7mlK4NsGSDCEX1oVdtyKoq6vDm2++ibVr1+Kbb74BAJSWluLcuXNhDY4oWCxxoZ5gmR/pFcurSG3sIEmR5j1hSpowASaHAxV9+2qizC/kiVR5eTnGjh2LX/3qV3jppZdQV1cHAHj//fexdu3acMdHFBR2sKKe6GrhXnbzIy3jAr2kNu5/KdKMiYkot1h8tqU1NqLp0iWVIvpOyBOpVatWYdmyZaisrESfPn3k7bfffjv27dsX1uCIQsEOVtQTnS3cy25+pHVcoJfUxv0vRZJkMCC1rg6uCxdw8fBheXvTxYuqn5UKeSJ18OBBPPjggx22DxkyxKclOpHSOpT3aXDhNtI+lvmRHrG8itTE8nqKNMlggMluhzEpSd6WNGECKq3Wa/tnl0uVfXTIE6n4+Hg0NDR02H78+HEkef1yRErzLy8g6g6W+ZEesbyK1MT8I6X4l/mNdbkgWa2A2azKPjrkidSdd96J559/HlevXgVw7Z/nzJkzeOqpp7Bo0aKwB0gUCsm75apKn06Q/nVV5iecTtXiIuoKy6tITR3yj2MlRYCnzO/iiRM++2egfR+t8LgX8kTq5ZdfhtPphN1uR3NzM2bOnInRo0fDYrHghRdeiESMRN1iSk7mGQTqkUBlfu5p05hTpEksbyY1+ecfx0qKFMlgQOLIkViZmQkT4LOPVnrcC3kdKZvNht27d6OwsBDl5eVwOp1IT0/HnDlzIhEfUWiMRhQCmNZ+VyoqgtvphMGv2wtRMOQFn2tqUDZwoLxWj7OmBia73fcMKJHK/BfoFTyIJQVJkoRdRUUos1q5piNFnGf/3NTUBFdNDZCcDABwuVyAywWj0ajIPrrbK1lNmzYNDz30EJ588klOokgzjCYT1vidQcjKyuIBBXWbJElIstt9Pml1DByI6dOnM69Ic7wPHObOncscJUWZzGaeFSXFSJIEk8kEk8kkb/tecjLMZrNi++iQJlJutxubNm3CHXfcgQkTJiA1NRV33nkn/vCHP3CwJk3wbhRw86hRMAE4UFHBwZx6xLNWT0ZqKkwAmgAUFRVd++SLSEOMiYlynh6oqGCOkqI8Z6VMAEwAREKC2iFRDDAmJmLO1Kny/hm4to9W4tgv6ImUEAJ33nknfvKTn+DcuXNITU3F+PHjcfr0aSxbtgw//OEPIxknUdA8jQKKDh0Cp08ULoa4OBR/8QVOXrggb0tPT4fT6eQHSaQZksGA3cXF8tiXnp4Ot8rrrFBskQwGNOHaAe30GTM4PlLEeca9GqcTF7z20Zo6I7V582bs27cPe/bsQVlZGd59911s3boVX3zxBT755BP83//9H/7whz9EMlaikPD6FQo3SZKQlJSEiRMnAgAqKythsVhY5keaYjKZfHJ08uTJzE9SjNFolPPv0KFDrAghRQQq81Ni3xz0ROrdd9/F008/jdtuu63DY7NmzcKaNWvwzjvvhDU4onBxuVw8kKCwkCQJJSUl8oECwDI/0hZPjo4ZMwYAD2ZJWZIkoaCgQL7PfS8pSemJfNATqfLycsyfP7/TxxcsWIAvvvgiLEERhZvD4eBZAwobg8GA0tJSnxICllCRlnhy1INjHynJuyKE+15Skv9EPtKCnkh98803cDgcnT7ucDhQW1sblqCIwsFoNCIrK0u+r9SFhxQbApX5sYSKtIQHs6QWlveRmpS8tCPoiVRbWxtuuKHzZafi4uLQ2toalqCIwsHzqYT3WQOicApUQsUSP9IKHsySWpQ+K0DUmUh/gBT0grxCCCxbtgzx8fEBH29paQlbUETh4rn40IOfyFK4eUqoLO2LPqenp+Orr76CwdDtZfqIwsJzMGvhguSkAu+zAtz3klqmT5+O0tLSiJ2lCnpPf//998Nut8NmswW82e123HfffREJkihcWN5CkcAuaaRV7F5KWsB9LylJybPxQZ+RysvLi1gQRJHk+Yc6dOiQ/A/lfZaKqKc8JX4pKSmorKxknpEm8UCWlMR9L6nF/2x8JMc+1p5Q1GMrVlKCf5c0Iq3hWQFSEve9pCalmu1wIkUxgd2rSAksoyKtYcMJUhP3vaQWpcY+TqQoJvBggpTAgwTSGp4VIDVx30tq8R/7XC4XXC5X2MdATqQoJrAVK0WaEALTp0/3uU+kBTwrQGrhvpfU5D32ORwOmM3msI+BnEhRzGDZFUVSU1MTDh06JN/Pzs7mAStpAs8KkJq47yW1JCQkdNhWVFQU1jGQEymKSTzApXAzGo3IysqS7xcXF/OAlTSB5X2kFcw9UlJzc3OHbVlZWTAajWF7DU6kKCaxvIXCzXOweuHCBbVDIeqA5X2kBcw9UsuYMWPQ2NiIgoKCsJ4l5USKYgbLWyjSJEniOimkSRz/SC3MPVKLd+5VVlZCkqSwl5pyIkUxgxe9ElGsYnkfqYW5R2pR4riPEymKKd6fRHAwJ6JYwvI+Uot37qWnp8PtdqsYDcWSSB/3cSJFMYsHEkQUS1hiRWrxL7GaPHky97+kuEgc93EiRTGFBxJEFKtYYkVqkSQJJSUlGDNmDADuf0k5/sd9LpcrrD+fEymKKTyQIKJYxvI+UovBYEBpaal8n7lHSvA/7ktPT4fT6YTL5QpLDnIiRTGHBxJEFKt4Vp7UxP0vqcFkMvmUllosFpjN5rDkICdSFHN4IEFEsYpn5UlNkS6zIgrEU1rqyT2PoqKiHh8DamYi9eKLL0KSJDz66KPytm+//Ra5ubkYMGAAzGYzFi1a1GGxyzNnziAnJwdGoxF2ux2rV69Ga2urwtGTnvBAgohiGc8KkFr897/MP1KKp7TU6XT6zCWi4ozUwYMH8frrryMtLc1n+2OPPYYPPvgA27Ztw969e3H+/Hncfffd8uNtbW3IycnBlStXUFxcjLfeegubN2/GM888o/SvQDrDAwkiilU8K09q8i6zYv6RkiRJgslkgslkkrf19BhQ9YmU0+nE4sWL8cYbb6Bfv37y9vr6evz+97/Hf/7nf2LWrFmYPHky8vLyUFxcjAMHDgAAdu3ahaNHj+Ltt9/GxIkTsWDBAvzyl7/Eb37zG1y5ckWtX4l0gAcSpASXyxXUjRN5UpL/WQHmICmJ+UdqC+cxoOoTqdzcXOTk5GDOnDk+20tKSnD16lWf7SkpKRg+fDj2798PANi/fz9SU1PhcDjk52RnZ6OhoQFHjhzp9DVbWlrQ0NDgc6PYosRq151h/sUOh8MBs9l83ZuSE3nmHwG+Z+UdDgdzkBTF/CM1hfMYUNWJ1NatW1FaWooNGzZ0eKy6uhq9e/dG3759fbY7HA5UV1fLz/GeRHke9zzWmQ0bNsBms8m3YcOG9fA3IT3yHsiVxPyLbkajEVlZWWqH0SnmHwHq5ilzkJh/pLZwHQOqNpGqqqrCL37xC7zzzjvo06ePoq+9du1a1NfXy7eqqipFX5+0wWg0wul0wul0wmg0Kva6zL/o5vmky5NbwdyYf6Q0/zxlDpKSmH+ktnAdA94QxphCUlJSgpqaGqSnp8vb2trasG/fPrzyyiv4+OOPceXKFdTV1fmclbpw4QIGDhwIABg4cCD+/ve/+/xcTycOz3MCiY+PR3x8fBh/G9Ijz0WHSmP+RT+1cisYzD/y4BhIamL+kZrClX+qnZGaPXs2KioqcOjQIfk2ZcoULF68WP66V69e2LNnj/w9x44dw5kzZ5CRkQEAyMjIQEVFBWpqauTn7N69G1arFePGjVP8dyIiIiIiotig2hkpi8WCCRMm+GwzmUwYMGCAvH358uVYtWoV+vfvD6vVipUrVyIjIwNTp04FAMybNw/jxo3D0qVL8etf/xrV1dVYt24dcnNz+WkDERERERFFjGoTqWBs3LgRBoMBixYtQktLC7Kzs/Hqq6/Kj8fFxSE/Px8rVqxARkYGTCYT7r//fjz//PMhvY6n7SY7t5CHJxeUaMnK/CN/zD9SG3OQ1MT8I7UFm4OSYPN+nD17ll1bKKCqqioMHTo0oq/B/KPOMP9IbcxBUhPzj9R2vRzkRAqA2+3G+fPnYbFYVGuJDVyb/Q4bNgxVVVWwWq2qxaHFeJSORQiBxsZGDB48GAZDZC8l1Er+hZuW8kcNPfn9Yyn/tJgnjCn6clCLf1MPLccGqBOfXvNP639Lb3qKFdDuGKjp0j6lGAyGiH/iEQqr1aqppNZSPErGYrPZFHkdreVfuGkpf9TQ3d8/1vJPi3kS6zFFYw5q8W/qoeXYAOXj03P+af1v6U1PsQLaGwNVXZCXiIiIiIhIjziRIiIiIiIiChEnUhoSHx+P9evXa6Z1u5bi0VIsFJxY/5vF+u8fLC2+T4wp+mj5/dNybID249MSPb1XeooV0G68bDZBREREREQUIp6RIiIiIiIiChEnUkRERERERCHiRIqIiIiIiChEnEgRERERERGFiBMphbz22mtIS0uTFxLLyMjARx991OnzN2/eDEmSfG59+vSJSGwvvvgiJEnCo48+2uXztm3bhpSUFPTp0wepqan48MMPVYtHyfeHui/Y3Iomzz77bIfcTElJUTssVWh53PPQ2vgXbEwcA7+jhzzz0GK+hRpfrOaenvLMn9bzzpvecvAGVV41Bg0dOhQvvvgixowZAyEE3nrrLSxcuBBlZWUYP358wO+xWq04duyYfF+SpLDHdfDgQbz++utIS0vr8nnFxcW49957sWHDBtxxxx3YsmUL7rrrLpSWlmLChAmKxwMo8/5Q94Xyt4w248ePxyeffCLfv+GG2BxqtTrueWht/AslJoBjoIfW88xDi/nWnfiA2Mw9veSZP63nXXdiBbTx3gIABKmmX79+4s033wz4WF5enrDZbBF9/cbGRjFmzBixe/duMXPmTPGLX/yi0+fec889Iicnx2fbLbfcIh588EFV4lHi/aHuC+VvGW3Wr18vbr75ZrXD0Cy1xz0PrY1/ocbEMbBrWskzDy3mW3fjY+59R2t55k/reedNrznI0j4VtLW1YevWrXC5XMjIyOj0eU6nEyNGjMCwYcOwcOFCHDlyJKxx5ObmIicnB3PmzLnuc/fv39/hednZ2di/f78q8QCRf3+o+0L9W0abyspKDB48GMnJyVi8eDHOnDmjdkiq08q456G18S/UmACOgYFoLc88tJhv3ph7odFqnvnTet5502sOxma9iUoqKiqQkZGBb7/9FmazGdu3b8e4ceMCPvfGG2/Epk2bkJaWhvr6erz00kvIzMzEkSNHMHTo0B7HsnXrVpSWluLgwYNBPb+6uhoOh8Nnm8PhQHV1dY9j6U48kX5/qPtC/VtGm1tuuQWbN2/GjTfeiH/+85947rnnMH36dBw+fBgWi0Xt8BSnpXHPQ2vjX3di4hjoS4t55qHFfPPG3AuelvPMn9bzzpuuc1DtU2KxpKWlRVRWVorPP/9crFmzRiQmJoojR44E9b1XrlwRo0aNEuvWretxHGfOnBF2u1188cUX8rbrnUbt1auX2LJli8+23/zmN8Jut6sSj79wvj/UfeH4W0ab2tpaYbVaOy3/iHZaGfc8tDb+dTcmf7E+Bmotzzy0mG89jc9fLOWeVvPMn9bzzpvec5ATKRXNnj1b/OxnPwv6+T/60Y/Ej3/84x6/7vbt2wUAERcXJ98ACEmSRFxcnGhtbe3wPcOGDRMbN2702fbMM8+ItLQ0VeIJJFzvD3VfuP6W0WbKlClizZo1aoehCWqNex5aG/+6G1MgHAO/o3aeeWgx33oaXyCxmntayTN/Ws+7nsYaiFo5yGukVOR2u9HS0hLUc9va2lBRUYFBgwb1+HVnz56NiooKHDp0SL5NmTIFixcvxqFDhxAXF9fhezIyMrBnzx6fbbt37+6yNjiS8fgL5/tD3ReOv2W0cTqd+Mc//sHcbKfWuOehtfGvuzH54xjoS+0889BivvU0Pn+xnHtayTN/Ws+7nsbqT9UcVHzqFqPWrFkj9u7dK06ePCnKy8vFmjVrhCRJYteuXUIIIZYuXerzifVzzz0nPv74Y/GPf/xDlJSUiB//+MeiT58+QZ9CDpX/aVT/eIqKisQNN9wgXnrpJfHll1+K9evXi169eomKigpV4lH6/aHui7XSvscff1x89tln4uTJk6KoqEjMmTNHJCYmipqaGrVDU5zWxz0PrY1/wcTEMfA7eskzDy3mWyjxqf3+qUVveeZP63kXSqxaem/ZbEIhNTU1uO+++/DPf/4TNpsNaWlp+PjjjzF37lwAwJkzZ2AwfHeCsLa2Fj/96U9RXV2Nfv36YfLkySguLu70osZw848nMzMTW7Zswbp16/D0009jzJgx+J//+R/F1hbQ2vtD1JmzZ8/i3nvvxeXLl5GUlIRp06bhwIEDSEpKUjs0xelt3PPQ2vgXKCatvFdaoNc889BivnUVn9beP6XoPc/8aT3vvGn5vZWEEELxVyUiIiIiItIxXiNFREREREQUIk6kiIiIiIiIQsSJFBERERERUYg4kSIiIiIiIgoRJ1JEREREREQh4kSKiIiIiIgoRJxIERERERERhYgTKSIiIiIiohBxIhVDLl++DLvdjlOnTgEAPvvsM0iShLq6OlXjmjp1Kv7yl7+oGgNFHvOP1MT8I7UxB0lNzL/I4ERKY37wgx9g/vz5AR8rKCiAJEkoLy/v1s9+4YUXsHDhQowcObIHEQbvueeew5IlS677vHXr1mHNmjVwu90KREVdYf6Rmph/pDbmIKmJ+adDgjRl+/btwmAwiKqqqg6PPfDAA2LKlCnd+rkul0tYrVaxf/9+edunn34qAIja2truhtulSZMmiffee++6z2ttbRUOh0Pk5+dHJA4KHvOP1MT8I7UxB0lNzD/94RkpjbnjjjuQlJSEzZs3+2x3Op3Ytm0bli9fDgCora3F4sWLkZSUhISEBIwZMwZ5eXmd/twPP/wQ8fHxmDp1aqfPaWpqwoIFC5CVlYW6ujqcOnUKkiThT3/6E6ZPn46EhAR8//vfx/Hjx3Hw4EFMmTIFZrMZCxYswMWLF31+VlVVFY4cOYL58+dDCIFnn30Ww4cPR3x8PAYPHoxHHnlEfm5cXBxuv/12bN26tRvvGIUT84/UxPwjtTEHSU3MPx1SdRpHAa1evVqMGjVKuN1uedumTZtEQkKCqKurE0IIkZubKyZOnCgOHjwoTp48KXbv3i3+93//t9Of+cgjj4j58+f7bPP+NKK2tlZkZmaKefPmCZfLJYQQ4uTJkwKASElJETt37hRHjx4VU6dOFZMnTxa33nqrKCwsFKWlpWL06NHi5z//uc/PfuWVV8S8efOEEEJs27ZNWK1W8eGHH4rTp0+Lv/3tb+J3v/udz/Nfe+01MWLEiG6/ZxQ+zD9SE/OP1MYcJDUx//SFEykN+vLLLwUA8emnn8rbpk+fLpYsWSLf/8EPfiAeeOCBoH/mwoULxb/927/5bPP8E3355ZciLS1NLFq0SLS0tMiPe/6J3nzzTXnbu+++KwCIPXv2yNs2bNggbrzxRp+fPXfuXPHKK68IIYR4+eWXxdixY8WVK1c6je+vf/2rMBgMoq2tLejfiSKD+UdqYv6R2piDpCbmn76wtE+DUlJSkJmZiU2bNgEAvv76axQUFMindAFgxYoV2Lp1KyZOnIgnn3wSxcXFXf7M5uZm9OnTJ+Bjc+fOxejRo/Hee++hd+/eHR5PS0uTv3Y4HACA1NRUn201NTXy/YaGBuzduxd33nknAOBf/uVf0NzcjOTkZPz0pz/F9u3b0dra6vMaCQkJcLvdaGlp6fL3oMhj/pGamH+kNuYgqYn5py+cSGnU8uXL8Ze//AWNjY3Iy8vDqFGjMHPmTPnxBQsW4PTp03jsscdw/vx5zJ49G0888USnPy8xMRG1tbUBH8vJycG+fftw9OjRgI/36tVL/lqSpIDbvLutfPTRRxg3bhyGDRsGABg2bBiOHTuGV199FQkJCXjooYcwY8YMXL16Vf6eb775BiaTCQkJCV29LaQQ5h+piflHamMOkpqYfzqi9ikxCqyxsVGYzWbx29/+VgwdOlS88MILXT7/t7/9rbBYLJ0+/h//8R/i5ptv9tnmXR/7+OOPi6SkJHHkyBH5cc9p3bKysoDf45GXlydsNpt8/9577xXr16/vNJavvvpKABAlJSXytnXr1olp06Z1+TuScph/pCbmH6mNOUhqYv7pxw3KTtsoWGazGf/6r/+KtWvXoqGhAcuWLfN5/JlnnsHkyZMxfvx4tLS0ID8/HzfddFOnPy87Oxtr165FbW0t+vXr1+Hxl156CW1tbZg1axY+++wzpKSkdCvu1tZWfPTRRz6fjGzevBltbW245ZZbYDQa8fbbbyMhIQEjRoyQn1NQUIB58+Z16zUp/Jh/pCbmH6mNOUhqYv7pB0v7NGz58uWora1FdnY2Bg8e7PNY7969sXbtWqSlpWHGjBmIi4vrsnVkamoq0tPT8ac//anT52zcuBH33HMPZs2ahePHj3cr5r1798JsNiM9PV3e1rdvX7zxxhvIyspCWloaPvnkE3zwwQcYMGAAAODcuXMoLi7GAw880K3XpMhg/pGamH+kNuYgqYn5pw+SEEKoHQQpY8eOHVi9ejUOHz4MgyEyc+hHHnkEra2tePXVV4P+nqeeegq1tbX43e9+F5GYSBuYf6Qm5h+pjTlIamL+RQZL+2JITk4OKisrce7cOfkiwHCbMGECMjIyQvoeu92OVatWRSQe0g7mH6mJ+UdqYw6Smph/kcEzUkRERERERCHiNVJEREREREQh4kSKiIiIiIgoRJxIERERERERhYgTKSIiIiIiohBxIkVERERERBQiTqSIiIiIiIhCxIkUERERERFRiDiRIiIiIiIiChEnUkRERERERCH6f6OKEFFQFZiAAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nrows = 5\n", + "ncols = 5\n", + "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", + "for i in range(nrows):\n", + " for j in range(ncols):\n", + " sta_idx = np.random.randint(0,len(vs))\n", + " axs[i,j].step(vs[sta_idx,:],depth,c='k')\n", + " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='r')\n", + " axs[i,j].invert_yaxis()\n", + " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", + " if j == 0:\n", + " axs[i,j].set_ylabel('Depth (km)')\n", + " else:\n", + " axs[i,j].tick_params(labelleft=False)\n", + " if i == nrows-1:\n", + " axs[i,j].set_xlabel('Vs (km/s)')\n", + " else:\n", + " axs[i,j].tick_params(labelbottom=False)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e9a6a8eaf362470eacc3a9b6260fd56c", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/12782 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nrows = 5\n", + "ncols = 5\n", + "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", + "for i in range(nrows):\n", + " for j in range(ncols):\n", + " sta_idx = np.random.randint(0,len(vs))\n", + " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='k')\n", + " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='r')\n", + " axs[i,j].invert_yaxis()\n", + " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", + " if j == 0:\n", + " axs[i,j].set_ylabel('Depth (km)')\n", + " else:\n", + " axs[i,j].tick_params(labelleft=False)\n", + " if i == nrows-1:\n", + " axs[i,j].set_xlabel('Vs (km/s)')\n", + " else:\n", + " axs[i,j].tick_params(labelbottom=False)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Find the Moho " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "731de7c920134829b1e6477dbc9e3b0f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/12782 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nrows = 5\n", + "ncols = 5\n", + "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", + "for i in range(nrows):\n", + " for j in range(ncols):\n", + " sta_idx = np.random.randint(0,len(vs))\n", + " moho_depth_idx = moho_idxs[sta_idx]\n", + " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='k')\n", + " axs[i,j].axhline(y = depth_interp[moho_depth_idx],color='r',linestyle='--')\n", + " axs[i,j].scatter(vs_interp_rm_sandwich[sta_idx,moho_depth_idx],depth_interp[moho_depth_idx],c='r',marker='x',s=100)\n", + " axs[i,j].invert_yaxis()\n", + " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", + " if j == 0:\n", + " axs[i,j].set_ylabel('Depth (km)')\n", + " else:\n", + " axs[i,j].tick_params(labelleft=False)\n", + " if i == nrows-1:\n", + " axs[i,j].set_xlabel('Vs (km/s)')\n", + " else:\n", + " axs[i,j].tick_params(labelbottom=False)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 4: Perturbation the Moho depth and velocity" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(100, 301)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Generate perturbed models single\n", + "i = 10\n", + "vs_orig = vs_interp_rm_sandwich[i]\n", + "# Find Moho\n", + "moho_idx = moho_idxs[i]\n", + "plt.figure()\n", + "plt.step(vs_orig,depth_interp,c='k')\n", + "plt.scatter(vs_orig[moho_idx],depth_interp[moho_idx],c='r',marker='x')\n", + "plt.axhline(y=depth_interp[moho_idx],color='r',linestyle='--')\n", + "\n", + "vs_perts = []\n", + "perturb_num = 100\n", + "random_seeds = np.random.randint(0,1000000,perturb_num)\n", + "for i in range(perturb_num):\n", + " # Generate perturbed profile\n", + " vs_pert, controle_node_t, controle_node_vs = augment_crust_moho_mantle(vs_orig, \n", + " depth_interp, \n", + " moho_idx, \n", + " vs_perturb_range=[-0.2,0.2],\n", + " crust_nodes_range=[3,8],\n", + " mantle_nodes_range=[8,12],\n", + " moho_shift_range=5,\n", + " gaussian_smooth_sigma=2,\n", + " return_nodes=True,\n", + " random_seed=random_seeds[i])\n", + " # plot the perturbed profile\n", + " plt.step(vs_pert,depth_interp,c='pink' if i !=0 else 'r',alpha=0.1 if i !=0 else 1, zorder=1 if i !=0 else 2)\n", + " # plt.scatter(controle_node_vs,controle_node_t,c='b',alpha=0.2)\n", + " vs_perts.append(vs_pert)\n", + "vs_perts = np.array(vs_perts)\n", + "plt.gca().invert_yaxis()\n", + "plt.show()\n", + "np.unique(vs_perts,axis=0).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((12782, 301), (12782,))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vs_interp_rm_sandwich.shape,moho_idxs.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "06ac4db5f8634f628157205fdc802536", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/12782 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nrows = 5\n", + "ncols = 5\n", + "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", + "for i in range(nrows):\n", + " for j in range(ncols):\n", + " sta_idx = np.random.randint(0,len(vs_interp_rm_sandwich))\n", + " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='k',label='original', linewidth=2)\n", + "\n", + " for k in range(perturb_num):\n", + " axs[i,j].step(aug_vs_list[k,sta_idx,:],depth_interp,c='r',label='perturbed' if k == 0 else None, linewidth=1)\n", + "\n", + " axs[i,j].invert_yaxis()\n", + " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", + " if j == 0:\n", + " axs[i,j].set_ylabel('Depth (km)')\n", + " else:\n", + " axs[i,j].tick_params(labelleft=False)\n", + " if i == nrows-1:\n", + " axs[i,j].set_xlabel('Vs (km/s)')\n", + " else:\n", + " axs[i,j].tick_params(labelbottom=False)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 5: Dispersion Curve Forward Modeling" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4d04db4006014bea9705a32dc921e684", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/76692 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nrows = 10\n", + "ncols = 10\n", + "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", + "\n", + "for i in range(nrows):\n", + " for j in range(ncols//2):\n", + "\n", + " sta_idx = np.random.randint(0,vs_interp_rm_sandwich.shape[0])\n", + " \n", + " # velocity profile\n", + " for k in range(perturb_num+1):\n", + " axs[i,j*2].step(vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", + " vel_models[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", + " linewidth=1 if k == 0 else 0.5,color='k' if k == 0 else 'r')\n", + " axs[i,j*2].set_xticks([])\n", + " axs[i,j*2].set_yticks([])\n", + " axs[i,j*2].invert_yaxis()\n", + "\n", + " # dispersion curve\n", + " for k in range(perturb_num+1):\n", + " axs[i,j*2+1].plot(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", + " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,1],\n", + " linewidth=1 if k==0 else 0.5,c='r' if k==0 else \"pink\", zorder=2 if k==0 else 1)\n", + " axs[i,j*2+1].plot(disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,0],\n", + " disp_data[k*vs_interp_rm_sandwich.shape[0]+sta_idx][:,2],\n", + " linewidth=1 if k==0 else 0.5,c='b' if k==0 else \"lightblue\", zorder=2 if k==0 else 1)\n", + " axs[i,j*2+1].set_xticks([])\n", + " axs[i,j*2+1].set_yticks([])\n", + "plt.subplots_adjust(wspace=0.05,hspace=0.05)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((76692, 301, 4), (76692, 300, 3))" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "phase_mask = np.sum(disp_data[:,:,1] == 0,axis=1)==0\n", + "group_mask = np.sum(disp_data[:,:,2] == 0,axis=1)==0\n", + "mask = phase_mask*group_mask\n", + "\n", + "# loc = np.hstack((LON.reshape(-1,1),LAT.reshape(-1,1)))[mask,:]\n", + "vel_models = vel_models[mask,:,:]\n", + "disp_data = disp_data[mask,:,:]\n", + "\n", + "vel_models.shape,disp_data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "save_base_path = \"/home/bingxing2/ailab/scxlab0055/project/04_Inversion/SurfWaveInv/OpenSWI/Datasets/OpenSWI/Datasets/OpenSWI-deep/1s-100s-Aug\"\n", + "# Save processed data as compressed npz files\n", + "# np.savez_compressed(os.path.join(save_base_path, \"CSEM_Eastmed_loc.npz\"),\n", + "# data=loc.astype(np.float32))\n", + "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Eastmed_model.npz\"),\n", + " data=vel_models.astype(np.float32))\n", + "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Eastmed_disp.npz\"),\n", + " data=disp_data.astype(np.float32))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ADinversion", + "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": "3.10.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}