diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/06_CSEM_South_Atlantic.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Base/06_CSEM_South_Atlantic.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/06_CSEM_South_Atlantic.ipynb" +++ /dev/null @@ -1,638 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## CSEM_South_Atlantic\n", - "Details of the dataset:\n", - "- Name: \tCSEM_South_Atlantic\n", - "- Title: \tSouth Atlanticn 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", - "- Lorenzo Colli\n", - " - University of Houston\n", - " - Houston, USA\n", - "\n", - "Reference(s):\t\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", - "- 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", - "- 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", - "- Colli, L., Fichtner, A., Bunge, H.-P., 2013. Full waveform tomography of the upper mantle in the South Atlantic region: Imaging a westward fluxing shallow asthenosphere? Tectonophysics 604, 26-40.\n", - "\n", - "DOI:\tdoi:10.17611/DP/18027479\n", - "\n", - "Depth Coverage:\t0.0 - 500.0 km\n", - "\n", - "Areal Coverage:\tLatitude: -60.0 to 20.0 Longitude: -70.0 to 20.0\n", - "\n", - "Model Description:\n", - " - CSEM_South_Atlantic_2019.12.01 is the South Atlantic 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. (2006,2013). 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 Colli et al. (2013).\n", - "\n", - "Data Set Description\t\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\t\n", - "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027479)\n", - "\n", - "EMC Page\t\n", - "- [ds.iris.edu/ds/products/emc-csem_south_atlantic/](http://ds.iris.edu/ds/products/emc-csem_south_atlantic)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step0: Downloading & Loading the Source Datasets" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "KeysView(\n", - "Dimensions: (depth: 51, latitude: 81, longitude: 91)\n", - "Coordinates:\n", - " * depth (depth) float32 0.0 10.0 20.0 30.0 ... 470.0 480.0 490.0 500.0\n", - " * latitude (latitude) float32 -60.0 -59.0 -58.0 -57.0 ... 18.0 19.0 20.0\n", - " * longitude (longitude) float32 -70.0 -69.0 -68.0 -67.0 ... 18.0 19.0 20.0\n", - "Data variables:\n", - " vsv (depth, latitude, longitude) float32 ...\n", - " vsh (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/27)\n", - " title: Collaborative Seismic Earth Model (CSEM) -...\n", - " id: csem_south_atlantic\n", - " reference: Fichtner et al., GRL (2018); Colli et al.,...\n", - " references: https://cos.ethz.ch/research/CSEM.html\n", - " summary: CSEM extraction of the South Atlantic\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " ... ...\n", - " geospatial_lon_units: degrees\n", - " geospatial_lon_resolution: 1.0\n", - " geospatial_vertical_min: 0.0\n", - " geospatial_vertical_max: 500.0\n", - " geospatial_vertical_units: km\n", - " geospatial_vertical_positive: down)\n" - ] - } - ], - "source": [ - "import xarray as xr\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "data_path = \"../../../Datasets/Original/OpenSWI-deep/csem-south-atlantic-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": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(81,) (91,) (51,) (51, 81, 91) (51, 81, 91)\n" - ] - } - ], - "source": [ - "latitude = np.array(data['latitude'].values)\n", - "longitude = np.array(data['longitude'].values)\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", - "\n", - "# print the shape of the dataset\n", - "print(latitude.shape,longitude.shape,depth.shape,vsv.shape,vsh.shape)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "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": 4, - "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\n", - "\n", - "1. interpolation\n", - "\n", - "2. rationalizing (remove the thin layers)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../../../')\n", - "from SWIDP.process_1d_deep import *\n", - "from SWIDP.dispersion import *" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(7371, 51)" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs.reshape(vs.shape[0],-1).T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(7371, 301)" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# -------------------------------------------------------\n", - "# interpolation\n", - "# -------------------------------------------------------\n", - "\n", - "from scipy.interpolate import interp1d\n", - "\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)\n", - "vs_interp.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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Dln777TeXzzIaPny4BAcH253a724sNlEJgwcPxtGjR7Fo0SLUrl0bc+bMQZMmTbBp06YKH/vOO+8gLS0NDRo0wBtvvIHNmzdj27Zt6N69uyolLLds2QIAOHv2LP74449KP0/16tURHh6OGjVq2JWajo+PN78GAKxcuRIXL17EHXfcYbVev379AAAZGRmKnxMABg0aZC41nZmZiaysLNSvXx+A/5X/ZQaVSUpKwpkzZ6yWuZqXmJgYfPTRR8jKysLOnTtx7NgxrFq1Cn/99Zf5eikAULt2bQD2RVSCg4NRo0YNq6z6OubP3ttvv43Dhw/j4YcfxrFjx8w34MrE9GPHjqGoqMjucQ8++CA2btyIlStXWhU/MalVqxb++usvu+WmZabcOZOUlAQAdvn3ZcxfxVavXo2goCDcfffdLj9m0KBBKCwsxEcffWRe5qxfc7QNNpk+fTqWLFmCF154AcOGDatM8zWPGbRX2T7QkqMMWjKVRa+oeMSFCxewYcMG3HbbbXbZdTuPDtMCRE5OjtSpU0c6duxoXnbHHXc43BPxj3/8Q+rXr29VSllEpEOHDorLZFb1kO6mTZvM58/XqVNHWrVqVeGh0vK0b99egoOD7c79/fe//y0AzIfAH3roIdHpdHZzRnJycgSATJo0SfFzOjNx4kQBIIcPH670+/IFzKBzZWVlEhcXJz179qxwXVfzcvbsWQkNDbUqP23a8//vf//bat3i4mIJDg6WBx98sHJvwAcwf38XOinvZnsa3hNPPCEAyi0IMWjQIElISLCb2P/ggw+KXq+XixcvltsuU6n+NWvWVOp9+QLmz9rFixclNjZWunfvruhxBw4cEADy4osvmpeZ5o3aHm154403BLAvq/7KK68IABk3blzl34APYgYr1wfacpRBS40aNZIGDRpU2Ja1a9d67Ygoj0gpVFpainPnzlkti4+PR+3ata3K0BoMBrv1gL8vDCoW5Sa/+uorpxctU6JPnz64fPkyli5datXeRYsW2a2bn5+PBx54AO3atcPMmTOxfPly7Nu3DzNnzrRaT0nZyyFDhqC0tBRvvfWWednFixexevVqNG7c2Lxnq2HDhhARvPfee1aPf/fddwEALVu2VPycjvz666949dVXcccdd/jVESlm0Lm8vDy7ZUuXLkVeXh569+5d7mOV5GXy5Mm4fPkyxo8fb17WrVs3xMfHY/Xq1bh48aJ5+cqVK1FaWooePXpU2H5fwPw5dtddd2HDhg12N1O7NmzYgJtvvtm8/pw5czB37lw8/fTTGDt2rNPnHTRoEHJycrB+/XrzslOnTuH999/HnXfeibCwMABXjjiVlpZaPfbSpUt44YUXEBoailtuuaXc9vsK5q9in376KfLz853utT916pTDEubLly8HALRp08a8zFQG+4033jAvKysrw4oVK1C9enW0bt3avHzdunV47LHHMHToUMybN8/l9voaZtAxJX2gkgya7N+/Hz/99BPuueeeCj6FK0eu9Ho9/vnPf1a4bpV5fKjmZ86ePSsGg0FGjBgh8+bNk9dee00GDx4sAOSll14yr2e64Of48eNlzZo18n//938i8vdFZ/v16yfLli2Tp556SmJjY6VJkyZV3hNhKl1pKnv5yiuvOC17OXz4cAkPD5effvrJvOyBBx6QkJAQq4mhSqq1FBUVSZMmTSQkJESeeOIJWbhwobRt21aCg4OtqqucOnVKEhMTJTQ0VB577DFZtmyZPPzwwxIcHCxNmjSxOvrk6nOKXNlT8eyzz8ry5cvlmWeekerVq0tycrL88ccfCj5V7WMGnYuIiJC0tDR56aWXZPHixXL33XeLTqeTFi1a2B0BdTUvs2bNkqFDh8rChQtlyZIl0rNnTwEg//nPf+xe3zRvoG3btrJw4UJ54oknJCQkRDp37mw3z89XMX/KwMH8gPXr1wsAueGGG8ylkS1vluf0X758Wdq3by+RkZEyffp0Wbx4sTRp0kSioqLk559/Nq+3YsUKadCggUyaNEleffVVmTlzpjRt2lQAyMyZMyvVdi1i/io2cOBACQsLk/z8fIf3z58/X2688UaZNGmSLFu2TObOnSs9evQQAHLnnXdarVtWVia33nqr6HQ6eeihh2Tx4sXmdZctW2Ze76uvvpLQ0FCJi4uTN9980y7Ttke0fBkzqIyjPlBJBk1MVSgt+z1HTp8+LSEhIXLXXXdVqr1KcSClUHFxsUycOFGaN28uUVFRYjAYpHnz5rJkyRKr9QoLC+Wee+6R2NhYAWAOellZmcycOVOSk5MlLCxMWrZsKRs3brT7MrjC0WNOnz4tw4YNk+joaImJiZFhw4bJ/v37rb5AH330kd0XXkSkoKBAkpOTpXnz5lJSUiIiyr9AOTk5MmLECKlevbqEhYXJzTff7HAy9B9//CH333+/1KtXT0JDQ6VWrVry4IMPSl5eXqWf86677pKkpCQJDQ2V2rVry6hRoyQnJ8eldvsSZtC5Bx54QBo3bixRUVESEhIi119/vUyaNMlhZSlX87Jx40Zp166dREVFiV6vl/bt28t7773ntA3vvvuuNG/eXMLCwiQhIUHGjBnjtLKVL2L+lHH0I6KiU2B27Nhhtf6ZM2dk5MiRUqNGDdHr9dK1a1f55ptvrNb59ttv5c4775Q6depIaGioREZGSqdOncrNqi9i/sp37tw5CQ8PlwEDBjhd55tvvpF//etfct1110lYWJgYDAZp1aqVzJs3z+FpXefPn5exY8ead4CmpKSYr5dksmLFinIz7ajIga9iBpVx1AcqzaCpCmWrVq0qfL1XX31VAJgHrp6mE3FwbI2IiIiIiIic4hwpIiIiIiIihaqp3QCyd+bMGZSUlDi9Pzg4GHFxcV5sEQUaZpDUxPyRmpg/Uhsz6Dt4ap8GdevWDTt37nR6f3Jysrk2P5EnMIOkJuaP1MT8kdqYQd/BgZQG7d27t9yLd0ZERKBjx45ebBEFGmaQ1MT8kZqYP1IbM+g7OJAiIiIiIiJSiMUmiIiIiIiIFGKxCVy5SvfJkycRFRUFnU6ndnNIA0QE58+fR+3atREU5Nn9Dcwf2WL+SG3MIKmJ+SO1uZpBDqQAnDx5EklJSWo3gzToxIkTuPbaaz36GswfOcP8kdqYQVIT80dqqyiDHEgBiIqKAnDlw4qOjla5NaQFBQUFSEpKMmfDk5g/ssX8kdqYQVIT80dqczWDfjOQWrx4MebMmYPs7Gw0b94cixYtQrt27Vx6rOlQbnR0NL9EZMUbh/mZP3KG+SO1MYOkJuaP1FZRBv2i2MS6deswYcIETJ06Ffv27UPz5s3Rq1cv5Obmqt00IiIiIiLyQ34xkJo3bx4efPBB3HfffWjcuDFeffVV6PV6vPnmm5V+TikrgzE3F8bcXEhZmRtbS1Qx5o/UxPyR2phBUhPzR67y+VP7SkpKsHfvXkyePNm8LCgoCLfddhsyMzMdPqa4uBjFxcXmvwsKCuzWKTp1CoaEBACA8ehRGOLj3dzyAKfXAwFaHUdx/nJymD9yG+aP1MYMkpqYP3Innx9InTp1CqWlpUi4GniThIQE/Pzzzw4fM2vWLEyfPt3l1zDUr1+lNpI96dgRul27AnIwpTR/RO7E/JHamEFSE/NH7uQXp/YpNXnyZJw7d858O3HihP1Kej12e79pAUOXkQExGtVuhipcyh+RhzB/pDZmkNTE/JE7+fwRqZo1ayI4OBg5OTlWy3NycpCYmOjwMWFhYQgLCyv3efUGA57q0AH79+xxW1sJMAAwlQApKiqCITJSzeaowpX8EXkK80dqYwZJTcwfuZPPD6RCQ0PRunVrbN++Hf379wdw5SrV27dvx5gxYyr9vDqdDrt270ZRUZGbWkoAYMzNBXiqJBERERH5OJ8fSAHAhAkTMGLECLRp0wbt2rXDggULYDQacd9991XpeXU6HQwGg5taSQCuFJkgZYzGKzd3COAiH1RJ7syfK5hRsuXNDDJ/RKSAXwykhgwZgry8PDz77LPIzs5GixYtsHnzZrsCFKQyEYT37Kl2K3yOO4udBHKRD6ocbxfbYUbJljczyPwRkRJ+MZACgDFjxlTpVD7yPDEaEXzwIABgP4CGPDrl3NViJ53c/LS6jAxIbi50vjQ3jXuIvc9D+XOFT2bUFcyxMipl0Ofyx1x5nrePyruK//ea4DcDKdK+oqIimE6UTE9JQQZPm3TK3cVOLIt86JwUYdEq7iH2PjWK7fhyRl3BHCvj7Qz6av6YK8/T6iVw+H+vDRxIkSq2btsGHb/8Trm72ImxsBC7ExNVOcJQVaZS+T6zh9gPqFFsx5cz6grmWBlvZ9BX88dceYiKR+Vdxf97beBAilTBQVTF3FnsRK/XY4CPlfO3KpWflweDK5nhqQ5u4+1iO76YUVc4zTGzWiFvZtDX8hcJwHTRl0C9lIgnafkSOJXaNqrJz/s6DqSIAoAvlvO3LJXv6qkVPNXBd/liRl3hLMfMqrb4VP5EEJqaChw6pHZL/JaW81CZbaOa/L2v40CKvEdE7RYENJ8r5x8Xp/jUCp7q4Nt8LqOucJJjZlV7fCV/cv48dFcHUSzc5DmazUMlto1qsivg4mdHqILUbgAFCJY+J4VMp1YYgHJvkQB+sXicFvcgUuCyzXG8xX3MKikmgrJOf/+ETk9JgV6LP/bJY1zdNqp9s+zrdImJQGQkEBkJ6dzZr3as84gUeQVLn5NSrp5aIYWFiLxaZYvZIq2xzbHlaTlEStluS7dmZHDOcYDR8mmHlpwVcPG3o/EcSJFXFBmNLH1OirlyaoWxsND8b2aLtMgqx8wnVYHdZUT85McoKaPZ0w4t2BZwsSqS4UcFUjiQIs+zOa2Ppc/JbZgtIgpQ7O9IywLlaDznSJFniUByc61ORdBpfC8K+Q4pLGS2yLf40dwAUoFFfjiIIq0zHTkzGAww+Olp9xxIkeeIQDp1srpKPCfGkttw0jX5GhbdoapgfshX+XF2OZAijxGjETqLi9ntBifGkvtw0jX5GtvMwk/30JJnMD/kq/w5uxxIkUdIWRlOZWWZ/44HrpTr9JPJhaQ+2yITzBZpnW1meQSVlGB+yFf5c3Y5kCK3k7IyfB8bi7imTc3LDh09il27d/OIAbmFlJXhD4tJq5x0TVrHzFJVMD/kq/w9uxxIkXuJoCgrC83OnzcvOhgVhbjkZL/64pCKrmbspgsXAAA/R0TAEBencqOIysHMUhUV5eUxP+ST/D27VRpIFRcXu6sd5A+uFpcwWOx5yDt0CCn5+dAFccxObuAgY9cePcp8kXYxs1RVNhP1mR/yGQGQXUXvZtOmTRgxYgTq16+PkJAQ6PV6REdHo2vXrnj++edx8uRJT7WTtO5qmXPb4hL65GS/+9KQeqSw0C5j/nJ1dPJDTvpFZpaUsLvMA/NDvsDR5W/8MLsu/cLdsGEDGjZsiPvvvx/VqlXDpEmTsH79emzZsgXLly9H165d8dlnn6F+/foYNWoU8vLyPN1u0hIHZc5NxSX8aUIhqcym3DkzRprGfpHcgZd5IF8UQJe/qebKSrNnz8b8+fNx++23I8jB0YXBgwcDAP78808sWrQI77zzDsaPH+/elpJmOSpzfig7G3Hx8ZwXRW5jWz6VGSMtY79I7sDLPJAvCqTL37g0kMrMzHTpyerUqYMXXnihSg0iHyOCorw8mPYxxANo2KEDdvHHArlZkdFozll6SgoymDHSKvaL5CZFRUXW/Z4fnhpFfsZZ/+en2XVpIEXkkGkStcVeh0NHjyKubl3+WCD3spmw6m/lU8mPsF8kD2G/R5oXgP2f4oGUiOCDDz7Ajh07kJubi7KyMqv7169f77bGkYY5mUTdMi7Ob78spB7bydYN/fA8a/JxIkBRkcOCKOwXqdJEzP9khkjTAvR3oeJyauPGjcOwYcPw+++/IzIyEjExMVY3CgCcRE3exMnWpHVX+0RERrJfJPexORJPpFkB/LtQ8RGpVatWYf369ejTp48n2kM+gJOoyZs42Zq0zrZPBNgvUtXZ9n0N9Xp1G0TkRCD/LlR8RComJgb1LS4sSIGnyGg0/9u0xyEQviykgquTVk3SU1Jg8NMJq+SDRACj0Sqj8QAMYL9IVVdUVGT+N4/EkyY56QMDqf9TPJCaNm0apk+fjgsXLniiPaR1NqcaHDp6FLt27w6ILwt5mWnSqsWOG062Js2wOJ3PMqOHjh5FbmEh+0VyK/Z9pDnl9IGB1P8pPrVv8ODBePfddxEfH4+6desiJCTE6v59+/a5rXGkPXaT/v18EiGpx+Gkfe6RJbU5KSoB/D2x2sCckptxO0ua4UIfGEh5VTyQGjFiBPbu3Yt7770XCQkJAfVhBbyrk/6Dr/6ZnpKCDP5gIE+wyZr5OhTMG6nJNKF6zx5YbvniARgBtGRGicifsQ+0o3gg9cknn2DLli3oZFFFiwKD7dEoTvonT7HNWqBMWiWNqmAP7KHsbBgiI6HX65lRch+L0udEqmIf6JTiOVJJSUmIjo72RFtIyxyUoOakf/IIB1njIIpUU05pc8uiEgaDgRkl92Hpc9IK9oHlUjyQeumll/Dkk0/i2LFjHmgOaRVLUJO3MGukJeWVNmdRCfIU234QLH1OKmEfWD7Fp/bde++9KCoqQoMGDaDX6+2KTZw5c8ZtjSPtKCoqgums1/SUFGTwaBR5SJHRyKyRuq6exgIARXl55jxazQPgUVLyILttboDNOyGVsQ90meKB1Pz58/nBBTiWYSWPsTmdhVkjr7OYTA0Alj9fDx09CkN8fEDOAyD1sB8kr2IfqIjigVRaWprT+3htKT9mMemVXx7yFLvy+twLS95SzmRqgKXNST3c5pJXsA+sFMVzpB577DGHy41GI/r06VPlBpEGcdIreYODIhN6dtjkDRVMpjZNqGYeicgvsQ+stEqVP7/mmmswffp08zKj0YjevXu7tWGkHbaTXhty0it5AItMkFrKm0xtqk7KU1mIyF+xD6w8xQOprVu3onPnzrjmmmswbtw4nD9/Hr169UK1atWwadMmT7SRVGY56fWJJk3wGQdS5AGWORuTkoLdLDJBXmKZPU6mJs0xGq+cdsUskoewD6w8xaf2NWjQAJs3b8Zzzz2HhQsXomfPnggNDcWmTZsUnzc5a9YstG3bFlFRUYiPj0f//v1x+PBhq3UuXryI9PR01KhRA5GRkRg4cCBycnKs1jl+/Dj69u0LvV6P+Ph4TJw4EZcvX1b61sgF23/4AejShRcKJI/6QqcDu25Sw6GjR1nSlzTFUL8+pHNnbnfJK9gHKqN4IAUAzZo1w8aNG/H0009Dr9dXahAFADt37kR6ejq+/PJLbNu2DZcuXULPnj1hNBrN64wfPx4ff/wx3n//fezcuRMnT57EgAEDzPeXlpaib9++KCkpwZ49e/DWW29h5cqVePbZZyvz1sgRvR67Lf7UZWRACgtVaw75Kb3+yvVSAAQfPMiMkfdY/EA1GAwBe2FJ0hBud8mb2AdWmkun9rVs2dLhBxoWFoaTJ0+iY8eO5mX79u1z+cU3b95s9ffKlSsRHx+PvXv3okuXLjh37hzeeOMNrFmzBt27dwcArFixAo0aNcKXX36J9u3bY+vWrfjxxx/x2WefISEhAS1atMBzzz2HSZMmYdq0aQgNDXW5PeSY3mDAUx064Jc9e5B7dVlZp04IPnCApxqQ2+gNBqSnpGDP998DYMbIS1hMhzSI213yGvaBVeLSQKp///4ebsYV586dAwBUr14dALB3715cunQJt912m3mdm266Cddddx0yMzPRvn17ZGZmIiUlBQkJCeZ1evXqhdGjR+OHH35Ay5Yt7V6nuLgYxcXF5r8LCgo89Zb8gk6nw67du5GXm4v9iYloiatHDHJzoYuPZ6euEPPnmE6nw9aMDOyPjmbGPIj5s8ZiOt7HDFaM213PYf6ssQ+sGpcGUlOnTvV0O1BWVoZx48ahY8eOaNq0KQAgOzsboaGhiI2NtVo3ISEB2dnZ5nUsB1Gm+033OTJr1iyrqoNUMZ1Oh7j4ePS3OGKgS0yEdOwI3a5d7NQVYP6cM0RGWh2VYsbcj/mzZjnJOj0lBRks7+txzKBruN31DObPGvvAqnFpjpR4YYJjeno6Dh06hLVr13r8tSZPnoxz586ZbydOnPD4a/oD0xEDu/O2Lea0UcWYP+eYMc9j/pzbum0b5wV4ATPoOvaJ7sf8Occ+UDmXBlJNmjTB2rVrUVJSUu56v/76K0aPHo0XXnhBUSPGjBmDjRs3YseOHbj22mvNyxMTE1FSUoL8/Hyr9XNycpB49YJhiYmJdlX8TH8nWlxUzFJYWBiio6OtbuQaQ2QknurQAfEWy4rYoSvC/JWPGfMs5s85/nzwDmZQGYd9Yl4eq/hVEvPnHAdRyrk0kFq0aBHmzp2LxMREDBkyBHPmzMHq1avx3//+F8uXL8eECRPQrl07tGjRAtHR0Rg9erRLLy4iGDNmDDZs2IDPP/8c9erVs7q/devWCAkJwfbt283LDh8+jOPHjyM1NRUAkJqaiu+//x65ubnmdbZt24bo6Gg0btzYpXaQ60znbR86etS8LLxnT3bo5DbMGKmFOSMtctQnsiQ6kTa4NEfq1ltvxbfffovdu3dj3bp1WL16NbKysnDhwgXUrFkTLVu2xPDhwzF06FBcc801Lr94eno61qxZg48++ghRUVHmOU0xMTGIiIhATEwMRo4ciQkTJqB69eqIjo7Go48+itTUVLRv3x4A0LNnTzRu3BjDhg3D7NmzkZ2djSlTpiA9PR1hYWGV+EioIjqdDoa4OOwH/p4AW1gIXVSU2k0jP8GMkddcLbtvzpnRCB0vBk0aY+oTdwPoZFp2tSQ6+0Ui9bg0kDLp1KkTOnXqVPGKLlq6dCkAoFu3blbLV6xYgbS0NADA/PnzERQUhIEDB6K4uBi9evXCkiVLzOsGBwdj48aNGD16NFJTU2EwGDBixAjMmDHDbe0keyxVTZ7GjJE32OasqKgIBg6kSINYEp1IexQNpNzNlSIW4eHhWLx4MRYvXux0neTkZHz66afubBpVwGGpau7JJTdixsgbdDodtm7bBjiZU0ukFU5LorNfJFKNS3OkiBwxlao24eRXcjdmjLzBaoI180UaZiqJbtUvshgPkWo4kKJKM+/JvYqTX8ndmDHyNhacIK2z7ReZWSL1cCBFVaIzGOyvb1FYqFp7yP8wY+RxVwtOAH8XNiHSMp3BYJ3Z3FwOpqjqmCHFOJCiKjFNfrW8vkVZp078MpLbMGPkaaaCEybMF2mdbWZ1iYk8Wk9VxqObylWq2ERZWRmOHDmC3NxclJWVWd3XpUsXtzSMfAMnv5KnMWPkaSxsQr7GlNnd0dHW5dCZW1KKl4CoEsVHpL788ktcf/31aNSoEbp06YJu3bqZb7fccosn2kgax8mv5GkOM8bCE+RGLGxCvsYQGWl3tJ7bXlLK9ugmM6SM4oHUqFGj0KZNGxw6dAhnzpzB2bNnzbczZ854oo3kAzj5lTyNhSfIk5gv8jWmo/WHjh41L+O2l5Ti77eqUTyQ+vXXXzFz5kw0atQIsbGxiImJsbpR4OLkV/I0Fp4gT3KYL/ZjpGE6nQ6GuDhue6lK+Put8hQPpG6++WYcOXLEE20hH8fJr+RpLDxBnuQoX+zHSOu47aWqYoYqz6ViEwcPHjT/+9FHH8Xjjz+O7OxspKSkICQkxGrdZs2aubeF5DOcTn4tLIQuKkrVtpF/cFp4IjcXuvh4wPLCqkQKWeZrd2KidT/GjJFGcdtLVeU0Q+z3KuTSQKpFixbQ6XQQi5Hp/fffb/636T6dTofS0lL3t5J8hmny6y979iD36rKyTp0QfOAAv4jkFqbCE/1TUrDn+++vLEtMhHTsCN2uXcwZVYkpXwNs+jFmjLSM216qKkcZYr9XMZcGUr///run20F+gqWqyRtY+pc8qdwjU8wYaRC3vVRV7Pcqx6U5UsnJyeZbVlYW6tSpY7UsOTkZderUQVZWlqfbSz6AparJGxyW/mXOyE1M/RgzRr6ClyKhqiq33zMa2fc5oLjYxC233OKwzPm5c+d4HSkyYylh8jRHpX+ZM3InZox8DUtZU1U56/cQGcm+zwHFAynTXChbp0+fhsFgcEujyD+wVDV5mqn0L3NGnuI0YywPTBrFUtZUVY76PYB9nyMuD6QGDBiAAQMGQKfTIS0tzfz3gAED8I9//AO9evVChw4dPNlW8jEsVU3ewJyRp7EsOvkSlrImdzD1ewaAfV85XB5ImS64KyKIioqyughvYmIiHnroIbzzzjuebCv5GPPh4exs671jPGeb3Ig5I0+zzJjdkSnmjDTGXIzHchmzSgqZ+r3cwkL2feVwqWofAKxYsQIAULduXTzxxBM8jY9c4qhUdVFREQys/kJuxJyRpzkri86ckRY5KmXNrJJSOp0OBoMBer2efZ8TiudITZ06FQaDAbm5udi1axd27dqF3Nzcih9IAcu0d8wAwADAKGJ1TTIid2DOyNMsj0xZ5sxoNDJrpCmOsioREWo3i3wU+z7nFA+kzp8/j2HDhqFOnTro2rUrunbtijp16uDee+/FuXPnPNFG8gO6oCAUASgCkJCYiM6dOwf8l4/cjzkjT9PpdDBERlrlLDIyklkjzbHNaucuXZhRqjT2fY4pHkg98MAD+Oqrr7Bx40bk5+cjPz8fGzduxLfffouHH37YE20kP6DX69GxY0fz3xkZGTDy/FpyM0c5y8vLC+hOntzPNmcAs0bapNfr0aJFCwDAgQMHmFGqEvZ99hQPpDZu3Ig333wTvXr1QnR0NKKjo9GrVy+8/vrr+Pjjjz3RRvIDOp0Ou3btQk5OjnlZoO/FIPdzlLOEhARmjdzKlLPCwkJmjTTNlFUTZpSqgn2fPcUDqRo1aiAmJsZueUxMDK655hq3NIr8k06nQ1xcnNXeMR6VIncz5YxHQMmTTJOwHWUtkPfOkvYYDAa7jBYVFanYIvJl7PusKR5ITZkyBRMmTEB2drZ5WXZ2NiZOnIh///vfbm0c+R/bvWOBugeDPItHQMlbeBSUtM5RRomqin3fFYoHUkuXLsWXX36J6667Dtdffz2uv/56XHfdddizZw+WLVuGVq1amW9EjhgMBqujUtwzRp7g6Agos0ae4OwoKPNGWmE6ikDkTuz7FFxHyqR///4eaAYFEtNejKioKAAIqD0X5F3MGnmLKWt5eXlISEgAwLyRdjGb5C6B3vcpHkhNnTrVE+2gAKPT6cz/7ty5M/bt22e1jMhdmDXyFtu9/swbaRWzSe4UyH2f4lP7ACA/Px/Lly/H5MmTcebMGQDAvn378Oeff7q1ceS/bEuyshAAeQqzRt7EvJFWMZvkSYFaal/xQOrgwYNo2LAhXnzxRcydOxf5+fkAgPXr12Py5Mnubh/5KRadIG9h1sibmDfSKmaTPClQS+0rHkhNmDABaWlp+PXXXxEeHm5e3qdPH3zxxRdubRz5NxadIG9h1sibmDfSKmaTPCkQS+0rHkh98803ePjhh+2W16lTx6okOlFFbPde+PteC1IPs0beZJs3o9HIzJEmsC8kT3JUEt3fM6Z4IBUWFoaCggK75b/88gvi4uLc0igKHLaFAPz9C0fqYdbImyzzFiinuJBvYF9InuSo8IQ/Z0zxQKpfv36YMWMGLl26BODKB3b8+HFMmjQJAwcOdHsDyb9x8it5i23W/P10A1KXXq+3O8WF/RtpAbe75GmBlDHFA6mXXnoJhYWFiI+Px4ULF9C1a1dcf/31iIqKwvPPP++JNpIf4+RX8hbbrBF5kqNTXNi/kRZwu0ueFkgZUzyQiomJwbZt2/Dxxx9j4cKFGDNmDD799FPs3LmTV82mSrGd/OrPey5IXZantPhrp07aodPpEBcXx/6NNIdFJ8jTAuW3XaWuIwUAnTp1wiOPPIInn3wSt912mzvbRAEmkPZckHYwZ+QN7N9Ii3iEnjwtUPo+RQOpsrIyvPnmm7jjjjvQtGlTpKSkoF+/fnj77bf98sMh7+HeMfIGzpMiNbB/Iy2yPEJP5AmB0Pe5PJASEfTr1w8PPPAA/vzzT6SkpKBJkybIyspCWloa/vnPf1apIS+88AJ0Oh3GjRtnXnbx4kWkp6ejRo0aiIyMxMCBA63ONweA48ePo2/fvtDr9YiPj8fEiRNx+fLlKrWFvI8lWckbmDNSA3NHWsdMkicEQt/n8kBq5cqV+OKLL7B9+3bs378f7777LtauXYvvvvsOn332GT7//HO8/fbblWrEN998g2XLlqFZs2ZWy8ePH4+PP/4Y77//Pnbu3ImTJ09iwIAB5vtLS0vRt29flJSUYM+ePXjrrbewcuVKPPvss5VqB6mLJVnJG5gzUgNzR1rGTJKn+Hvf5/JA6t1338XTTz+NW265xe6+7t2746mnnsLq1asVN6CwsBBDhw7F66+/jmuuuca8/Ny5c3jjjTcwb948dO/eHa1bt8aKFSuwZ88efPnllwCArVu34scff8Q777yDFi1a4Pbbb8dzzz2HxYsXo6SkRHFbSF087Yq8IZDKspJ22OYuLy8PRqNR0c3ffoCQutgXkjf4e85cHkgdPHgQvXv3dnr/7bffju+++05xA9LT09G3b1+7ghV79+7FpUuXrJbfdNNNuO6665CZmQkAyMzMREpKChISEszr9OrVCwUFBfjhhx+cvmZxcTEKCgqsbqS+QJn8yvypK1AmwDrD/KnDNncJCQmIjIxUdPOXrDKD2hCofSHz513+njOXB1JnzpyxGrDYSkhIwNmzZxW9+Nq1a7Fv3z7MmjXL7r7s7GyEhoYiNjbW7nWys7PN69i2yfS3aR1HZs2ahZiYGPMtKSlJUbvJcwJh8ivzp75AmADrDPOnHoPBYHWRXqUyMjL8IqvMoHYEYl/I/HmfP+esmqsrlpaWolo156sHBwcrKvJw4sQJjB07Ftu2bUN4eLjLj3OHyZMnY8KECea/CwoK+EXSIKWHf/V6vU8MxJg/9Zn2kEVFRQFQnjXAd/Jmi/lTjyl3Sn9EGI1G805Co9Hos9kzYQa1IxD7QubP+9yRM0CbWXN5ICUiSEtLQ1hYmMP7i4uLFb3w3r17kZubi1atWpmXlZaW4osvvsArr7yCLVu2oKSkBPn5+VZHpXJycpCYmAgASExMxNdff231vKaqfqZ1HAkLC3P6Pkg7yjsC6kjHjh2xa9cuzX3JbDF/2mCZE6VZA3wnb7aYP3XpdLoqXbw+ISHBZ7NnwgxqS6D1hcyfOqqaM0CbWXP51L4RI0YgPj7e6nCo5S0+Ph7Dhw93+YVvvfVWfP/99zhw4ID51qZNGwwdOtT875CQEGzfvt38mMOHD+P48eNITU0FAKSmpuL7779Hbm6ueZ1t27YhOjoajRs3drktpB16vb7Sp75kZGT43SRG8pyqZA24kre8vDy/OtebtMk2q8weuRP7QvKGquYM+DtrWiq+4/IRqRUrVrj1haOiotC0aVOrZQaDATVq1DAvHzlyJCZMmIDq1asjOjoajz76KFJTU9G+fXsAQM+ePdG4cWMMGzYMs2fPRnZ2NqZMmYL09HTubfBRlTn1xfK0l86dO2Pfvn2a2ltB2uSO06z84egAaZ8pq3l5ecweuR37QvKGyuYMsM8aoJ2jUy4PpNQwf/58BAUFYeDAgSguLkavXr2wZMkS8/3BwcHYuHEjRo8ejdTUVBgMBowYMQIzZsxQsdVUVUpPfTGV1jQd2SwqKqrSqTMUOCpzmpVpr1pGRgaAvwsAMHPkSTqdDnFxccweeQT7QvKGyp7abJs1QDt509RA6n//+5/V3+Hh4Vi8eDEWL17s9DHJycn49NNPPdwy0jJHkxi1OCGR/IOjowPMHHmDs+wB2pyETf6NfSF5i+XRLK0V33F5jhSRltlOYvS36xSQttjuVWPmyFscZc+frjFFvoV9IXmLKWtayxsHUuQXOBmbvI2ZI7U4mrTN/JFa2BeSNznLm1oFKDiQIr9gOuxrKn8PaGNPBfkvZo7UYspeYWEh80eqY19I3uQsb2odmedAivyG5WRsE5ZEJ09yljnujSVPM53mwvyRFnD7S97kKG+AOv0fB1LkVxztqeBeMfIk7o0lNTF/pBXc/pI3aeXIPAdS5HdMeypatGgBAOaS6ESe4mxvLHNH3sD8kVZw+0veVN6ReW/ljgMp8kumPRUmWroKNvknR3tjmTvyFuaPtILbX/I2Nfs/DqTIb7EkOnkbSwGTmpg/0gpuf8nb1Or/OJAiv+WoRCYnvpKnsRQwqYn5Iy1gDkkNapRG50CK/BYnvpIaOPmf1MT8kRYwh6QGNUqjcyBFfo0TX0kNnPxPamL+SAuYQ1JDeaXRPZE9DqTI73HiK6mBk/9JTcwfaQFzSGpwVhrdE9njQIoCAie+kho4+Z/UxPyRFjCHpAZT7jydPQ6kKCBw4iuphdkjNakx+ZrIFos/kVo8vQ3mQIoCAie+klqYPVKTGpOviWyx+BOpxdPbYA6kKGA4m/jKowPkaeVlj0cGyNPKm3zNDJK3OCr+xPyRN3hyG8yBFAUUZ3smWEWIPK28IwPMH3mas8nXzCB5k23xJ+aPvMVT22AOpCjgONs7S+RpzB6pyTT5mhkkNRkMBuaPVOGJbXA1tz0TkQ8x7Zkw7YXQ6/Uqt4gChW32AOaPvIsZJDUxf6Qmd+ePAykKWLYlWYm8hdkjtTGDpCbmj9Tkzvzx1D4iIiIiIiKFOJAiIiIiIiJSiKf2AeayhwUFBSq3hLTClAVvlGRl/sgW80dqYwZJTcwfqc3VDHIgBeD8+fMAgKSkJJVbQlpz/vx5xMTEePw1AOaP7DF/pDZmkNTE/JHaKsqgTngVNJSVleHkyZOIioqCTqdTuzlVUlBQgKSkJJw4cQLR0dFqN8dr3P2+RQTnz59H7dq1ERTk2TNgtZC/QM1NVXjyM2P+yFWe+uwCLYPOMJsV88RnFGj5Y86U8/Rn5moGeUQKQFBQEK699lq1m+FW0dHRAflldOf79vReMBMt5S9Qc1MVnvrMmD9SwhOfXSBm0Blms2Lu/owCMX/MmXKe/MxcySCLTRARERERESnEgRQREREREZFCHEj5mbCwMEydOhVhYWFqN8WrAvV9uws/P+X4mbkPP8vK42fnWfx8K8bPqOr4GSqnlc+MxSZ8WFpaGv73v//h2LFj5a537Ngx1KtXDytWrEBaWppX2kaBgRkkNTF/pCbmj9TGDKqPR6Q8ZM2aNViwYIHazVDFunXrkJqaCoPBgNjYWHTo0AGff/651Trnzp3Dk08+iRtuuAERERFITk7GyJEjcfz4cbvn++yzz3DLLbegZs2aiI2NRbt27bBq1Sq79XQ6ncPbCy+84LH3qmXMYPkZzMnJwX333Yf4+HhERESgVatWeP/99x0+39q1a9GqVSuEh4cjLi4OI0eOxKlTp6zWuXDhAkaOHImmTZsiJiYGkZGRaN68OV5++WVcunTJY+9Vq5i/8vMHAG+88QYaNWqE8PBw3HDDDVi0aJHD53Mlf7Z2795t7gMrWtcfBXL+THr06AGdTocxY8bY3efqNrhu3bpOt6033HCDeT32f/aYwfIzCFzZDj/88MOoU6cOwsPDUbduXYwcObJSz6lWBlm1z0PWrFmDQ4cOYdy4cR57jddffx1lZWUee/7KmDZtGmbMmIFBgwYhLS0Nly5dwqFDh/Dnn3+a1ykrK0OPHj3w448/4pFHHkHDhg1x5MgRLFmyBFu2bMFPP/2EqKgoAMD//d//oX///khNTcW0adOg0+nw3nvvYfjw4Th16hTGjx9v9fo9evTA8OHDrZa1bNnS829cg5hB5xksKChAp06dkJOTg7FjxyIxMRHvvfceBg8ejNWrV+Oee+4xr7t06VI88sgjuPXWWzFv3jz88ccfePnll/Htt9/iq6++Qnh4OIArnfgPP/yAPn36oG7duggKCsKePXswfvx4fPXVV1izZo3XPws1MX/O8wcAy5Ytw6hRozBw4EBMmDABu3btwmOPPYaioiJMmjTJvJ6r+bNUVlaGRx99FAaDAUaj0ePvWYsCNX8m69evR2ZmpsP7lGyDFyxYgMLCQqvHZ2VlYcqUKejZs6d5Gfs/e8yg8wwCwIkTJ9CxY0cAwKhRo1CnTh2cPHkSX3/9daWeU7UMCnlE3759JTk5We1miIjI77//LgBkxYoVHn2dzMxM0el0Mm/evHLXy8jIEADyyiuvWC1/8803BYCsX7/evKxHjx5Su3ZtuXjxonnZpUuXpEGDBtKsWTOrxwOQ9PR0N7wT/8AMOjd79mwBINu3bzcvKy0tlbZt20piYqIUFxeLiEhxcbHExsZKly5dpKyszLzuxx9/LABk4cKFFbZpzJgxAkD++uuvSr4r38T8OVdUVCQ1atSQvn37Wi0fOnSoGAwGOXPmjIhUPn9Lly6VGjVqyNixYwWA5OXlVfGd+Z5AzJ/JhQsXpG7dujJjxgyH20Ul22BHnnvuOQEgGRkZFbYlUPs/EWawvAyKiNx+++1Sr149OXXqlNue0xFPZ5Cn9lXC+fPnMW7cONStWxdhYWGIj49Hjx49sG/fPgBAt27d8MknnyArK8t8CLxu3boAgJKSEjz77LNo3bo1YmJiYDAY0LlzZ+zYsUNxO9LS0szPa5Kfn4+0tDTExMQgNjYWI0aMQH5+vtU6ubm5iIuLQ7du3SAWU+SOHDkCg8GAIUOGmJcVFRXh559/dunUkAULFiAxMRFjx46FiNjtxTIpKCgAACQkJFgtr1WrFgAgIiLCat1rrrnGajJhtWrVULNmTav1LF24cAEXL16ssL2+jBl0zNUM7tq1C3Fxcejevbt5WVBQEAYPHozs7Gzs3LkTAHDo0CHk5+djyJAhVhdqvOOOOxAZGYm1a9dW2CbT52P7Gfgy5s8xV/O3Y8cOnD59Go888ojV8vT0dBiNRnzyyScAKpe/M2fOYMqUKZgxYwZiY2MrbLMvYv7KN3v2bJSVleGJJ55weL+SbbAja9asQb169dChQ4cK2+KP/R/ADFakogz+/PPP2LRpEyZOnIgaNWrg4sWLFZ5+V9FzOuPxDHpkeObn7rnnHgkNDZUJEybI8uXL5cUXX5Q777xT3nnnHRER2bp1q7Ro0UJq1qwpq1atklWrVsmGDRtERCQvL09q1aolEyZMkKVLl8rs2bPlxhtvlJCQENm/f7+idowYMcJqb0dZWZl06dJFgoKC5JFHHpFFixZJ9+7dpVmzZnZ7It5//30BIC+//LKIXNkb37FjR0lISLDaO7Bjxw4BIFOnTq2wPTVr1pR+/frJ/PnzpUaNGgJAEhMTZdGiRVbr5eXlicFgkJtuukm2b98uf/zxh/zvf/+TlJQUadu2rVy6dMm87qRJkwSATJkyRX799Vc5cuSIzJgxQ4KDg+W///2v1fMCEIPBIDqdTgBIo0aNZPXq1Qo+Ud/BDDrmagZ79uwp1113nd3jFy9eLABk1qxZIiKyZ88eASBvvvmm3bpxcXESEREhpaWlVsuLi4slLy9Pjh8/LuvXr5fExERJTk62yrWvY/4cczV///nPfwSA5OTkWC0vLi6WoKAgmTBhgohULn+PPPKINGnSRC5fvixTp071yyNSzJ9zWVlZEhERIe+++66IOD5TQ8k22Na+ffsEgDzzzDMO7w+E/k+EGSyPKxlctGiRAJD//ve/0r17dwEgwcHB0rt3b/n9998r9Zwm3s4gB1KVEBMTU+EhRWeHdC9fvmw+bcjk7NmzkpCQIPfff7+idth+gT788EMBILNnz7Z6vc6dOzs8pHv33XeLXq+XX375RebMmSMA5MMPP7Rax9Uv0JkzZwSA1KhRQyIjI2XOnDmybt066d27twCQV1991Wr9jRs3Sq1atQSA+darVy85f/681XqFhYUyePBg8+AIgOj1ert2ioh06NBBFixYIB999JEsXbpUmjZtKgBkyZIl5bbdFzGD9pRk8NFHH5WgoCA5duyY1XPcddddAkDGjBkjIlc2eDqdTkaOHGm13s8//2zOo+1pCe+++65Vrtu0aSMHDx4st+2+hvmzpyR/6enpEhwc7PB54uLi5K677hIR5fn77rvvJDg4WLZs2SIi4rcDKebPuUGDBkmHDh3Mfzv7wenqNtjW448/LgDkxx9/dHh/IPR/IsxgeVzJ4GOPPWbuL3v37i3r1q2TOXPmSGRkpDRo0ECMRqPi5zTxdgY5kKqE5ORkadOmjfz5559O13Hl3NjS0lI5ffq05OXlSd++faVFixaK2mH7BXrooYekWrVqdh3he++95/ALdPr0aalVq5Y0a9ZMwsPDZdiwYYpe39Lx48fNoV27dq15eWlpqTRu3FiuvfZaq/W/+uor6dOnjzz//PPy4YcfyrRp00Sv18ugQYOs1rt06ZJMmTJF/vWvf8m7774r77zzjnTp0kUiIyMlMzOz3DYVFxdL06ZNJTY2VoqKiir93rSIGbSnJIPfffedhISESLt27SQjI0OOHDkiM2fOlLCwMAFg9cN1yJAhUq1aNZk7d6789ttv8sUXX0jz5s0lJCREAMiJEyes2pGdnS3btm2T999/X0aNGiWpqakVZtXXMH/2lOTv/vvvl4iICIfPk5SUJP/4xz/MfyvJX9euXeWOO+4w/+2vAynmz7HPP/9cdDqdfP311+Zlzn5wuroNtlRaWip16tSRli1bOl0nEPo/EWbQGVczeP/99wsAadKkidVRddMg6PXXX1f8nCbeziAHUpWwbt06CQ8Pl6CgIGnbtq1MnTpVfvvtN6t1yvsCrVy5UlJSUswbQtOtXr16itph+wXq1auXJCUl2a333XffOZ1kaDq0m5CQIGfPnlX0+pby8vIEgISEhMjly5et7ps+fboAkKysLBER+e2330Sv18sHH3xgtd7KlSsFgHz66afmZQ8//LA0b97c6otWUlIiN9xwg7Rr167Cdr366qsCQHbt2lXp96ZFzKA9JRk0va7p9CvTKVhLly4VADJ27Fjzevn5+dKvXz+rz+nee++VAQMGCIAK2/z8889LZGSkX022Zv7sKcmfq0ekRFzP39q1ayUkJEQOHz5sfqy/DqSYP3uXLl2Spk2byvDhw62WO/rBqWQbbOnzzz8XADJ37lyX2+WP/Z8IM+iIkgymp6cLAJk+fbrV8suXL0u1atXkvvvuU/yczng6gyw2UQmDBw/G0aNHsWjRItSuXRtz5sxBkyZNsGnTpgof+8477yAtLQ0NGjTAG2+8gc2bN2Pbtm3o3r27KiUst2zZAgA4e/Ys/vjjj0o/T/Xq1REeHo4aNWogODjY6r74+HjzawDAypUrcfHiRdxxxx1W6/Xr1w8AkJGRAeDKhMw33ngDffv2RVDQ31ENCQnB7bffjm+//RYlJSXltispKQnAlQnY/oQZtKckgwAwaNAgc6nVzMxMZGVloX79+gCAhg0bmteLiYnBRx99hKysLOzcuRPHjh3DqlWr8NdffyEuLq7CCf2DBg1CYWEhPvroo0q/N61h/uwpyV+tWrVQWlqK3Nxcq/VKSkpw+vRp1K5d27zM1fxNnDgR//rXvxAaGopjx47h2LFj5snVJ06cwMmTJyv93rSG+bP39ttv4/Dhw3j44YfN//+mi7SeP38ex44dQ1FREQDXt8G2Vq9ejaCgINx9990ut8sf+z+AGXRESQZNfZxtwZPg4GDUqFHD3FcqeU5nPJ1BDqQqqVatWnjkkUfw4Ycf4vfff0eNGjXw/PPPm++3rLBk6YMPPkD9+vWxfv16DBs2DL169cJtt93mlipzycnJ+Ouvv+wqRR0+fNjh+ps3b8by5cvx5JNPIi4uDiNGjMDly5cr9dpBQUFo0aIF8vLy7AY3pg14XFwcgCsXYBMRlJaWWq1nqthiasPp06dx+fJlu/VM65aVlTm8z9LRo0etXtufMIPWlGTQJDQ0FG3btkX79u0RGhqKzz77DABw22232T3/ddddhy5duiA5ORn5+fnYu3evw/VsXbhwAcCVC2D6E+bPmpL8tWjRAgDw7bffWq337bffoqyszHy/pYryd+LECXM1NdPt5ZdfBgC0atUKffr0qdT70irmz9rx48dx6dIldOzY0SoDwJUfo/Xq1cPWrVsBuL4NtlRcXIz//ve/6Natm9VAvyL+2v8BzKAtJRls3bo1ANhdX6+kpASnTp0y95VKntMZT2eQAymFSktL7f4z4uPjUbt2bRQXF5uXGQwGh/9ppj2VYlFu8quvvir3omWu6tOnDy5fvoylS5datXfRokV26+bn5+OBBx5Au3btMHPmTCxfvhz79u3DzJkzrdZTUvZyyJAhKC0txVtvvWVedvHiRaxevRqNGzc2d74NGzaEiOC9996zevy7774L4O8L6MbHxyM2NhYbNmyw+mFSWFiIjz/+GDfddJO5TGteXp5de86fP48FCxagZs2a5i+tP2AGnXM1g478+uuvePXVV3HHHXdYHZFyZPLkybh8+bLVBaFPnTpl9ZmaLF++HADQpk2bCtvvC5g/51zNX/fu3VG9enWrdgJXLr6r1+vRt2/fcl/HUf42bNhgdzOVMH777bcxf/78CtvvC5g/x+666y6HGTC1a8OGDbj55psBuL4NtvTpp58iPz8fQ4cOdfj6gdL/AcygM0oy2K1bN8THx2P16tVWA8iVK1eitLQUPXr0UPycqmXQIycM+rGzZ8+KwWCQESNGyLx58+S1116TwYMHCwB56aWXzOuZLvg5fvx4WbNmjfzf//2fiPx9wbt+/frJsmXL5KmnnpLY2Fhp0qSJ4gu32Z4baypdaSp7+corrzgtezl8+HAJDw+Xn376ybzsgQcekJCQEDlw4IB5mZJqLUVFRdKkSRMJCQmRJ554QhYuXCht27aV4OBgq3OuT506JYmJiRIaGiqPPfaYLFu2TB5++GEJDg6WJk2aWFWzMZUJbtmypcyfP1/mzp0rjRo1EgDmMqMiV+YCNG/eXKZMmSKvvfaaTJ8+XZKTk0Wn01mt5w+YQedczaCISKNGjeTZZ5+V5cuXyzPPPCPVq1eX5ORk+eOPP6zWmzVrlgwdOlQWLlwoS5YskZ49ewoA+c9//mO13vz58+XGG2+USZMmybJly2Tu3LnSo0cPASB33nmnC5+mb2D+nFOSP1Op/UGDBsnrr78uw4cPFwDy/PPPW63nav4c8cc5UsyfMnAwl0TJNthk4MCBEhYWJvn5+Q5fJ1D6PxFmUClHGRQReeuttwSAtG3bVhYuXChPPPGEhISESOfOne3mmbrynGplkAMphYqLi2XixInSvHlziYqKEoPBIM2bN7crsV1YWCj33HOPxMbGCgBz0MvKymTmzJmSnJwsYWFh0rJlS9m4caPdl8EVjh5z+vRpGTZsmERHR0tMTIwMGzZM9u/fb/UF+uijj+y+8CIiBQUFkpycLM2bN5eSkhIRUf4FysnJkREjRkj16tUlLCxMbr75Ztm8ebPden/88Yfcf//9Uq9ePQkNDZVatWrJgw8+6HCDv3r1amnXrp3ExsZKRESE3HzzzXaTZLdu3So9evSQxMRECQkJkdjYWOnZs6ds377dpXb7EmawfK5m8K677pKkpCQJDQ2V2rVry6hRo+yu6yNypUxwu3btJCoqSvR6vbRv317ee+89u/W++eYb+de//iXXXXedhIWFicFgkFatWsm8efP86hoqzF/5XM2fiMhrr70mN954o4SGhkqDBg1k/vz5UlZWZrWOq/lzxB8HUsyfMs5+xCrZBp87d07Cw8NlwIABTl8nUPo/EWZQKWcZFLlSpa958+YSFhYmCQkJMmbMGCkoKKjUc6qVQd3VBhEREREREZGLOEeKiIiIiIhIoWpqN4DsnTlzptyy3sHBwX5ZhY60gxkkNTF/pCbmj9TGDPoOntqnQd26dcPOnTud3p+cnGyuo0/kCcwgqYn5IzUxf6Q2ZtB3cCClQXv37rW6cKitiIgIdOzY0YstokDDDJKamD9SE/NHamMGfQcHUkRERERERApxjhSAsrIynDx5ElFRUU6vRE2BRURw/vx51K5dG0FBnq3JwvyRLeaP1MYMkpqYP1KbqxnkQArAyZMnkZSUpHYzSINOnDiBa6+91qOvwfyRM8wfqY0ZJDUxf6S2ijLIgRSAqKgoAFc+rOjoaJVbQ1pQUFCApKQkczY8ifkjW8wfqY0ZJDUxf6Q2VzPoNwOpxYsXY86cOcjOzkbz5s2xaNEitGvXzqXHmg7lRkdH80tEVrxxmJ/5I2eYP1IbM0hqYv5IbRVl0C8uyLtu3TpMmDABU6dOxb59+9C8eXP06tULubm5ajeNiIiIiIj8kF8MpObNm4cHH3wQ9913Hxo3boxXX30Ver0eb775ZpWeV8rKYMzNhTE3F1JW5qbWElWM2SM1MX+kNmaQ1MT8kat8/tS+kpIS7N27F5MnTzYvCwoKwm233YbMzEyHjykuLkZxcbH574KCAofrFZ06BUNCAgDAmJMDQ3y8G1tOgcqV/DF75CnMH6mNGSQ1MX/kTj4/kDp16hRKS0uRcDXwJgkJCfj5558dPmbWrFmYPn26N5pHZIf5IzUxf6Q2pRksysvzYGt8k75mTeg8XBbcX7EPJHfy+YFUZUyePBkTJkww/22qzEHkDcwfqYn5I7UpzWBc06beaJZPORgVhZT8fA6mKoF9ILmTzw+katasieDgYOTk5Fgtz8nJQWJiosPHhIWFISwsrOInF3FHE4msuJw/Ig9g/khtrmRQX7MmDkZFodn5815qlW9pdv48jFlZMNStC/AisoqwDyR38vmBVGhoKFq3bo3t27ejf//+AK5cpXr79u0YM2ZM5Z9YBOE9e7qnkUREROQyXVAQUvLzYTx1Su2maEpRXp75CJ2hfn1Ix47Q7drFwRSRSnx+IAUAEyZMwIgRI9CmTRu0a9cOCxYsgNFoxH333Vfp5xSjEcEHDwIAfgFQRwQwGpU/kV7PDo6qxmh0PXvMG7mbK/lj7sgDdEFBnORvS6/HbgCdrv6py8iAFBZC54UL1wYsboOpHH4xkBoyZAjy8vLw7LPPIjs7Gy1atMDmzZvtClAoUVRUBMPVfzcEACenCVaEe4uoqgz167u8LvNG7uZK/pg7Iu/QGwx4qkMH/LJnD0xXyizr1AnBBw7w++ch3AZTefxmluKYMWOQlZWF4uJifPXVV7j55pur9oRX9/pUlS4jA1KZI1kU2CqZP+aN3EJh/pg7Iu/Q6XTYtXs3DmVnY//VZcEHD/L7527cBpOL/OKIlCeY9vrs37OnUo83AOa9RUV5eTAE4t4JHuKuNKX587m8MRua5mr+fC53Jswf+TCdToe4+Hj0T0nBnu+/BwAUGY0wREaq3DL/4ffbYEfYL1YKB1JOmPb6FBUVVerxxtxc4OrhYCWHhf0JD3FXntL8+VremA1tczV/vpY7E+aPfJ1Op8PWbdvM0w7Ce/YEeHqf2/j7NtgR9ouVw4FUOXQ6HQwGQ8UrOhIXZzUhNBDpMjIgubnQRUZyT0clKMqfj+XNKhvuxJy5jUv587HcmXgsf84wl+QBOoMB+wG0xN+n93kt0wHAn7fBjnitX/Sz/pADKQ+p6qmBvszyELfu6t4y7unwLF/Jm6NsuBNz5l2+kjsTT+fPGeaSPEFvMCDd8vS+oiKe3qcSX+sLLXm7X/S3/pADKQ+p6qmBvsxYWIjdiYlWe2ZMEzC5t8wzfCVvjrLhTsyZd/lK7kw8nT9nmEvyBNvT+0g9vtYXWvJ2v+hv/SEHUh5UpVMDfZher8eAq3tmrCZgcjKsR/lC3iyz4U6RAHKu/pt7Zb3LF3Jn4qn8OcNckqfp/GSvvj/wpb7Qkrf6Ravfg37UH3IgRW5nuWfGcgImJ8OSR/baiSA0NRU4dMh9z0l+yat7jZlLIvIB3uoXLX8P+hMOpMgjzHtm4uJwAEALcDIsXeHuvXZy/jx0V3+s7gfQUK9323OT//HWXmPmkrxCRO0WkB/wSr/op32g31yQl7RJr9cjIjzc/Lcvnj9MGiaCsk5/n9mdnpICvQ+eWkF+hrkkbxC5cqYHkdb5cVY5kCLPKirCjRcvAriyV9Zf90iQOqSwEMEHDwK4kq+tGRmcM0DqEoHk5jKX5HG2/R+3r6RV/pxVDqTIoyyPQHGvLLmVg73+/jJ5lXyUCKRTJ6sSwswleQSPepKv8POsciBFXrN12zbulSW3EaORe/1JU8RohM6i8tVuMJfkGez/yFf4e1Y5kCKv8acvDqmvyGg0/5t7/Ul1IijKyzP/GQ/gqQ4dmEvyCPZ/5Cv8Paus2kdEvsdm4iqPdpKqrp7SZ7A4GnXo6FHE1a3LXJL7sf8jXxEAWeURKSLyObYTV3V+dL41+RARwGiE5ObandJniIvzux8MpA3s/8hXBEJWOZAiIt/i5xNXyUdcPQqFyEir4hKmU/qYSfII9n/kKwIkq1U6ta+4uBhhYWHuagsRUYX8feIq+QbbwhLAlSNRh7KzERcfz0ySR7D/I18RKFlVdERq06ZNGDFiBOrXr4+QkBDo9XpER0eja9eueP7553Hy5ElPtZN8Fa+6Tm7m7xNXyQc4KCxhwJUjURxEkcfY5I79H2lZoGyrXRpIbdiwAQ0bNsT999+PatWqYdKkSVi/fj22bNmC5cuXo2vXrvjss89Qv359jBo1CnkWX3QKYH58JWtSSQBMXCWNMxWWqF/fvOjQ0aPILSzErt27mUfyDAe5Y/9HmhVA22qXTu2bPXs25s+fj9tvvx1BQfZjr8GDBwMA/vzzTyxatAjvvPMOxo8f796Wks+xPazb0I+uZE3qsJ242tAPz7cmDRNxWFiiZVwcDMwieZAUFtrnjpkjLbraTwbKttqlgVRmZqZLT1anTh288MILVWoQ+Y+ioiKYvjrpKSnI8OMvEnnB1YmrwVf/ZKbIq64eEbD8MRsPoGGHDtjFHJIn2fR9zB1ploN+0t+31byOFHmOxfwofz6sS94RKBNXSYOcHIliYQnyBtsj8cwdaZWjI6f+vq1WPJASEXzwwQfYsWMHcnNzUVZWZnX/+vXr3dY48mE258f685eIvMPuCKefTlwljSnvSBR/zJKnOToSz9yRFjk7curn22rFA6lx48Zh2bJluOWWW5CQkMAvMznE+VHkSTzCSd5iW+acR6LIm3gknnyFbVYDpZ9UPJBatWoV1q9fjz59+niiPeQnOD+K3M7iVFF/75hJI66Wmzb1XjwSRd5WZDTySDz5BLusBkg/qXggFRMTg/oW5TeJKsKjB1RlLKVP3mYqN21xNOrQ0aOIq1uX/Rl5RwCVkCYfF8BZVXRBXgCYNm0apk+fjgsXLniiPeQvePSA3Mh2sjV4qih5kpPiEoa4OPZn5DW2/Z6OZ3aQFjkodx5IWVU8kBo8eDDOnj2L+Ph4pKSkoFWrVlY3Ih49ILe6OoHVJD0lBfoA6qTJy0zFJRITzYviATzVoQNzR97Dfo98gYP+MtCyqvjUvhEjRmDv3r249957WWyCHGKhCXInTrYmb2JxCdIC9nvkCxz1l4GWVcUDqU8++QRbtmxBJ4s9JUSW7CYcBtCeCXI/TrYmb7LMG4tLkFp4uQfSPGfFeAIsq4oHUklJSYiOjvZEW8gfBPCEQ/IA5om8ySZvLC5BWsB+jzSHxXjMFM+Reumll/Dkk0/i2LFjHmgO+bQAn3BI7md7egvzRJ5kO7mfxSVINSzYRFrFYjxWFB+Ruvfee1FUVIQGDRpAr9cjJCTE6v4zZ864rXHkQ0wTDi2+WDytj6qK1yMjr7k6uT/46p/MG6mGBZtIqxz81jOf0heg/aXigdT8+fMDcsRJ5eOEQ/I0nt5CnsTJ/aQVLNhEWsViPPYUD6TS0tKc3sdrSwUuhxO0A2zCIXkAT28hL2FRE9IKHoknTXJWXCKAB1FAJeZIPfbYYw6XG41G9OnTp8oNIh/kYIL2rt27A/qLRW7A01vIW1jUhDSKWSRNMBWXqF/fvIi/9a5QPJD65JNPMHXqVKtlRqMRvXv3xuXLl93WMPIdtqchBOqEQ3Ivy1z9AgAREaq2h/yXZdYOgEVNSDt0RUVWR+aJ1ODolD7+1rtC8UBq69ateP3117FgwQIAwPnz59GjRw/odDps3rxZ0XPNmjULbdu2RVRUFOLj49G/f38cPnzYap2LFy8iPT0dNWrUQGRkJAYOHIicnByrdY4fP46+fftCr9cjPj4eEydO5KDOi4qKisz/DrQrWpPnWOaqIQD97bfzBwV5hGXWIsLDoeecFNIIQ/36kM6d2feRqiz7yF8ATO7Qgb/1rlI8kGrQoAE2b96M5557DgsXLkTPnj0RGhqKTZs2waDwQ925cyfS09Px5ZdfYtu2bbh06RJ69uwJo9FoXmf8+PH4+OOP8f7772Pnzp04efIkBgwYYL6/tLQUffv2RUlJCfbs2YO33noLK1euxLPPPqv0rZEbbN26lXsoyD30euy2+FOXkQEpLFStOeTH9Hrsv/rPGy9eBCy2QURex76PtMaij2wIYOfmzfytd5XigRQANGvWDBs3bsTTTz8NvV5fqUEUAGzevBlpaWlo0qQJmjdvjpUrV+L48ePYu3cvAODcuXN44403MG/ePHTv3h2tW7fGihUrsGfPHnz55ZcArvxw//HHH/HOO++gRYsWuP322/Hcc89h8eLFKCkpqczboyqI6NWLe87ILfQGA57q0AHxFsvKOnVivsjt9AYD0lNSzH8zZ6Qm9n2kNbZ9JIvL/c2lqn0tW7Z0OPIMCwvDyZMn0bFjR/Oyffv2Vbox586dAwBUr14dALB3715cunQJt912m3mdm266Cddddx0yMzPRvn17ZGZmIiUlBQkJCeZ1evXqhdGjR+OHH35Ay5Yt7V6nuLgYxcXF5r8LCgoq3WaCeU9FSwDBBw9eOZeWFa+cYv5co9PpsGv3buTl5mJ/YiLz5SbMnz2dToetGRnYHx3NnHkBM1g+9n2exfwpp9PpsHXbNiAxUe2maI5LA6n+/ft7uBlAWVkZxo0bh44dO6Jp06YAgOzsbISGhiI2NtZq3YSEBGRnZ5vXsRxEme433efIrFmzMH36dDe/g8Bl2lOx5/vvAVwt3crO3inmz3U6nQ5x8fHob5mvvLwrR8B5WkGlMH+OGSIjrfsx5sxjmMGKse/zHOavcngqn2M6EW0cKx49ejQ2bdqE3bt349prrwUArFmzBvfdd5/VngMAaNeuHW655Ra8+OKLeOihh5CVlYUtW7aY7y8qKoLBYMCnn36K22+/3e61HO2NSEpKwrlz5xAdHe2hd+jfCnNyEHl1T4UxJweG+PgKHqFtBQUFiImJ8UgmmD/lLPMFANKxI3S7dvntDwrmTx2BlrPyMIPaEKiZZP60x5ibC8PVAxX+8DuvIq5m0KUjUiLi0ZHomDFjsHHjRnzxxRfmQRQAJCYmoqSkBPn5+VZHpXJycpB4tWNJTEzE119/bfV8pqp+iU4OQYaFhSEsLMzN7yKwcU+F65g/5XQGA3YD6GT6++rka11UlJrN8knMn3PMmXcwg65zmMncXOji4/1+MOUpzJ8baOMYjCa4VGyiSZMmWLt2bYXFG3799VeMHj0aL7zwgksvLiIYM2YMNmzYgM8//xz16tWzur9169YICQnB9u3bzcsOHz6M48ePIzU1FQCQmpqK77//Hrm5ueZ1tm3bhujoaDRu3NildhCRtnHyNXkDc0Za4yiTusRElkQnVYX37Mn8XeXSEalFixZh0qRJeOSRR9CjRw+0adMGtWvXRnh4OM6ePYsff/wRu3fvxg8//IAxY8Zg9OjRLr14eno61qxZg48++ghRUVHmOU0xMTGIiIhATEwMRo4ciQkTJqB69eqIjo7Go48+itTUVLRv3x4A0LNnTzRu3BjDhg3D7NmzkZ2djSlTpiA9PZ17HIj8BCdfkzcwZ6Q1lpncnZhofWSKuSRvYmExh1waSN1666349ttvsXv3bqxbtw6rV69GVlYWLly4gJo1a6Jly5YYPnw4hg4dimuuucblF1+6dCkAoFu3blbLV6xYgbS0NADA/PnzERQUhIEDB6K4uBi9evXCkiVLzOsGBwdj48aNGD16NFJTU2EwGDBixAjMmDHD5XYQkfY5nHxtNLKwCbkVc0ZaY8rkgA4d8MuePTCdf8NckjexsJhjLg2kTDp16oROnTpVvKKLXKlzER4ejsWLF2Px4sVO10lOTsann37qtnYRkTbZlmAN79kTOHCAcwXIrZgz0hrzkaljx4D69QEwl+RdLIHuWKUuyEtEpBadwWC+wnrwwYOQ3Fyeq01uZ5ezwkJV20Ok0+lgiItj/0eqYWExexxIEZFPsb3COidekyfY5oxFJ0gL2P8RaQsHUkTkU3Q6HbZmZGC35bKrZaqJ3MWUM+79Jy1h/0eawb4QAAdSROSDDJGRLFNNHmeIjOTef9Ic9n+kBSyBfgUHUkTkc0wTrw9lZ1sfMTAaVW0X+Rene/+ZM1IR+z9SzdUS6AAzZ1KpgVRZWRl++eUX7N69G1988YXVjYh7KMgbTCWBLY8YFLFTJzdztPefOSO1Oez/8vK4/SWPsp2jx75QYflzAPjyyy9xzz33ICsry658uU6nQ2lpqdsaR76JJVnJW1immjyNZadJq2z7P0P9+pCOHaHbtYvZJI/gNtee4iNSo0aNQps2bXDo0CGcOXMGZ8+eNd/OnDnjiTaSL+DhXlIJy6GTp7HsNGmVzmCwP/WU2SQP4jbXmuKB1K+//oqZM2eiUaNGiI2NRUxMjNWNApPd4d6iIhVbQ4GE5YDJG5gz0iK9wWB36imzSZ7EvtCa4oHUzTffjCNHjniiLeTDzId7ibyMBQHIG5gz0iLLwhPMJnkD+0JrLs2ROnjwoPnfjz76KB5//HFkZ2cjJSUFISEhVus2a9bMvS0kn2F1xesA3TNB6jAVBPhlzx7kXl1WZDTCEBmparvIvzBnpEWmwhMDmE3yEod9YV4eDAZDwM2Xcmkg1aJFC+h0OqviEvfff7/536b7WGyCTDgBkbyJBQHIG5gz0ipmk7zJUd4CtdiJSwOp33//3dPtIH9wteBES/w9AVEXHx9QXyhSj2VBAHMGCwuhi4pSu2nkRxzmjH0daQCzSd5kyttuAJ1My64WOwmkzLk0Ryo5Odl8y8rKQp06dayWJScno06dOsjKyvJ0e0nDOAGR1GabwbJOnZg/cjv2daRVzCZ5E4udVKLYxC233OKwzPm5c+dwyy23uKVR5Js4AZHUZsogS/GTJ7GvI61iNsmbWOykEgMp01woW6dPn74yyYwCmmkCouXeCV5tnbzJEBlptUf2VFYWpLCQGSS3ctTXMWukBdwOkzeZip0Ean/o0hwpABgwYACAKx9YWloawsLCzPeVlpbi4MGD6NChg/tbSD7F6QTE8+ehY/Ug8gLbK6/HNW0KAMwguZWjvo5ZIy3gdpi8LZD7Q5ePSJkuuCsiiIqKsroIb2JiIh566CG88847nmwr+QidToe45GTstzhCyQv0kjcZ4uJw0KbIBDNI7mbq65g10hpuh8nbArU/dPmI1IoVKwAAdevWxRNPPMHT+KhcuqAg3PDXXzBERwMAfheB3slpoUTupgsKQkp+PnKzslDv6t6xnIgIlVtF/shR1tjfkRZwO0zeFoj9oeI5UlOnToXBYEBubi527dqFXbt2ITc3t+IHUsDRBQWhCEARgITERHTu3NnqWmREnqQLCoIhPt6cwc5dujB/5BG2WWN/R1rB7TB5W6D1h4oHUufPn8ewYcNQp04ddO3aFV27dkWdOnVw77334ty5c55oI/kovV6Pjh07mv/OyMhAXl6e336ZSHv0ej1atGgBADhw4ACMAVJFiLyP/R1pEXNJagik3CkeSD3wwAP46quvsHHjRuTn5yM/Px8bN27Et99+i4cfftgTbSQfpdPpsGvXLuTk5JiXJSQk+PWeCdIWUwZNmD3yFPZ3pEXMJakhkHKneCC1ceNGvPnmm+jVqxeio6MRHR2NXr164fXXX8fHH3/siTaSD9PpdIiLi7PbM+Hvkw9JOwwGg9VRKWaPPIX9HWkRc0lqCJTcKR5I1ahRAzExMXbLY2JicM0117ilUeRfHO2Z8Lc9EqRdtkelmD3yJPZ3pEWOcknkaYHQHyoeSE2ZMgUTJkxAdna2eVl2djYmTpyIf//7325tHPkPnU5nVenRHw/vknZZVgti9sjT2N+RFtnmksgb/L0/VDyQWrp0Kb788ktcd911uP7663H99dfjuuuuw549e7Bs2TK0atXKfCOyxIn/pBZmj7zNNnP+OtGafBfzSN7iz9tgl68jZdK/f38PNIMCgekQb9TVi7V17twZ+/bt89trC5B2MHvkbbaZS0hIQMeOHbFr1y7mjjSB/SB5iz9vgxUPpKZOneqJdlCAME38P3DggHniP081IG9g9sjbDAYDOnbsiIyMDAB/T7Rm7kgtpiMD7AfJ2/x1G6z41D4AyM/Px/LlyzF58mScOXMGALBv3z78+eefbm0c+R9O/Ce12GaPyNMCYaI1+RZug0kt/po9xQOpgwcPomHDhnjxxRcxd+5c5OfnAwDWr1+PyZMnu7t95Ic48Z/U4g+nEZBv8feJ1uR7uA0mtfhj9hQPpCZMmIC0tDT8+uuvCA8PNy/v06cPvvjiC7c2jvyTP086JN/hDx04+Qb2eaQlzCOpxR+zp3gg9c033+Dhhx+2W16nTh2rkuhEztge3vWXvRLkW5g78hb2eaQlzCOpxR+zp3ggFRYWhoKCArvlv/zyC+Li4tzSKPJ/pkmHgP/slSDt88e9YeQb2OeRljCPpBbb7BUVFanboCpSPJDq168fZsyYgUuXLgG4Mro8fvw4Jk2ahIEDB7q9geSf/HGvBGkfc0dqYfZIS5hHUou/FX5SPJB66aWXUFhYiPj4eFy4cAFdu3bF9ddfj6ioKDz//POeaCP5KX/bK0G+gbkjtTB7pCXMI6nFnwo/Kb6OVExMDLZt24bdu3fj4MGDKCwsRKtWrXDbbbd5on3kx2wv0Ma9YeQNzB2phdkjLWEeSQt8PXeVuo4UAHTq1AmPPPIInnzySQ6iqNL8sRQmaR9zR2ph9khLmEdSm6/nTtFAqqysDG+++SbuuOMONG3aFCkpKejXrx/efvttn/4QSD2c/E9qsM0dT2khb2GfR1rCvpDU4E/9oMsDKRFBv3798MADD+DPP/9ESkoKmjRpgqysLKSlpeGf//xnlRrywgsvQKfTYdy4ceZlFy9eRHp6OmrUqIHIyEgMHDjQ6grxAHD8+HH07dsXer0e8fHxmDhxIi5fvlyltpD3cMIrqcHfJruS72CfR1rCvpDU4E/9oMsDqZUrV+KLL77A9u3bsX//frz77rtYu3YtvvvuO3z22Wf4/PPP8fbbb1eqEd988w2WLVuGZs2aWS0fP348Pv74Y7z//vvYuXMnTp48iQEDBpjvLy0tRd++fVFSUoI9e/bgrbfewsqVK/Hss89Wqh2kDk54JTX402RX8i3s80hL2BeSGvylH3S52MS7776Lp59+Grfccovdfd27d8dTTz2F1atXY/jw4YoaUFhYiKFDh+L111/Hf/7zH/Pyc+fO4Y033sCaNWvQvXt3AMCKFSvQqFEjfPnll2jfvj22bt2KH3/8EZ999hkSEhLQokULPPfcc5g0aRKmTZuG0NBQRW0hddhOeFV6iFev13NDQFXCzJE3sc8jrfLVowLke2z7QV/l8hGpgwcPonfv3k7vv/322/Hdd98pbkB6ejr69u1rV7Bi7969uHTpktXym266Cddddx0yMzMBAJmZmUhJSUFCQoJ5nV69eqGgoAA//PCD09csLi5GQUGB1Y3UZfmjICEhAZGRkS7ffO2QMPOnPf6eOUvMnzYEUp9nixnULl/PliuYP+3whx1CLg+kzpw5YzVgsZWQkICzZ88qevG1a9di3759mDVrlt192dnZCA0NRWxsrN3rZGdnm9exbZPpb9M6jsyaNQsxMTHmW1JSkqJ2k/vp9Xp07NixUo/NyMhAXl6ez3T+zJ82BFLmLDF/2uCO/BmNRmaQqsx24r8pW67efC2DzJ82KcmclnLn8kCqtLQU1ao5PxMwODhYUZGHEydOYOzYsVi9ejXCw8Ndfpw7TJ48GefOnTPfTpw44dXXJ3umQ7yFhYUu3ywLjyQkJPjMnjTmTxsCKXOWmD9tcEf+fPXoFDOoLbYT//39CCnzp02+mjuX50iJCNLS0hAWFubw/uLiYkUvvHfvXuTm5qJVq1bmZaWlpfjiiy/wyiuvYMuWLSgpKUF+fr7VUamcnBwkJiYCABITE/H1119bPa9pQ2Nax5GwsDCn74PUo9PpYDAYXF7ftEc3IyMDwN97aePi4jR9uJj50w53Zc5gMPjMvBXmTzuqmj/Ad/o9S8yg9hgMBrtsucrXMsj8aYejPs1VWsmdy0ekRowYgfj4eKvDoZa3+Ph4RYUmbr31Vnz//fc4cOCA+damTRsMHTrU/O+QkBBs377d/JjDhw/j+PHjSE1NBQCkpqbi+++/R25urnmdbdu2ITo6Go0bN3a5LeSbTHvR/OEoAfkGZ5nT0t4x8l+WR7HY75E7BeoRelKXP+TO5SNSK1ascOsLR0VFoWnTplbLDAYDatSoYV4+cuRITJgwAdWrV0d0dDQeffRRpKamon379gCAnj17onHjxhg2bBhmz56N7OxsTJkyBenp6dzbECB0Oh3i4uLsjhIUFRUp2tNL5CpHmQOYO/IO01EsR0dHmT+qCnccoWcGSSlfz53LR6TUMH/+fNxxxx0YOHAgunTpgsTERKxfv958f3BwMDZu3Ijg4GCkpqbi3nvvxfDhwzFjxgwVW03e5ugogZYmIpL/cXZkgLkjb2G/R2pjBkkNWsudy0ekvOF///uf1d/h4eFYvHgxFi9e7PQxycnJ+PTTTz3cMtI62z0aCQkJ6NixI3bt2uUT52yT73G0F425I29iv0dqYwZJDVrKnaaPSBEpYVtOOCMjQ/GFLomUcpQ7Xy2NTr6H+SO1MYOkBq3kjgMp8huODveqPQmR/B+LnpCamD9SGzNIatBK7jiQIr9iKgRgeXHBoqIidRtFfs+yAIWJaQIskacxf6Q2ZpDUoIXccSBFfsf24oKc/Ere4GjvGHNH3qK1CdgUeNgHkhrU7vs4kCK/ZDnZkKcYkLfYToBl7sibHE3AZgbJm9gHkhrU7Ps4kCK/xMITpBa9Xm91aiknXZM3se8jtbEPJDWoVXyCAynySyw8QWqxPbWURwXIm9j3kdrYB5Ia1Co+wYEU+S0WniC1GAwGTrom1bDvI7WxDyQ1qFF8ggMp8mu2e8a4R4y8Qe3Jr0QsukNqYh9IavF29jiQIr9nWXiCpxeQt3DiP6mNRXdITewDSS3ezB4HUuT3OPGV1KKVK69TYGL+SG3MIKnFW9njQIr8Hie+klq0cuV1CkzMH6mNGSS1eCt7HEhRQHA08ZUlgckbnE1+5V5Z8gbmj9TmLIPcBpOneaP/40CKAgJLApOauFeW1MT8kdq4DSa1eLr/40CKAgZLApOa1CjLSmTC/JHauA0mtXiy/+NAigKKo5LALMlK3sKSwKQmZ/ljBslbuA0mtXiq/+NAigKObUngyMhI7hUjr3FUlpX5I29xlD/2geRN3AaTWjzR/3EgRQHHtiQmkbcxg6Qm5o/UxPyRmtydv2pueyYiH2E6vGu5B0Kv16vYIgo0thlk/sib2AeSmpg/UpO788eBFAUk28O7RN7GDJKamD9SE/NHanJn/nhqHxERERERkUIcSBERERERESnEU/sAc9nDgoIClVtCWmHKgjdKsjJ/ZIv5I7Uxg6Qm5o/U5moGOZACcP78eQBAUlKSyi0hrTl//jxiYmI8/hoA80f2mD9SGzNIamL+SG0VZVAnvAoaysrKcPLkSURFRVld30AtBQUFSEpKwokTJxAdHa12czTHG5+PiOD8+fOoXbs2goI8ewas1vIHMINKeOKz8vf8MV+V483Pzd8zWBXM7xWe/ByYv78xb/a09DuQR6QABAUF4dprr1W7GXaio6P5pSmHpz8fT+8FM9Fq/gBmUAl3f1aBkD/mq3K89bkFQgargvm9wlOfA/NnjXmzp4XfgSw2QUREREREpBAHUkRERERERApxIKVBYWFhmDp1KsLCwspdLy0tDXXr1q3w+Y4dOwadToeVK1e6p4Eqc/XzocpjBl3HPCrnrs8s0PLHrGmD6f8hPT09oPJni3n0jvI+50DrA020lD0OpDxkzZo1WLBgQaUeGxYWhmnTpmkiIEocPnwY48ePR4cOHRAeHg6dTodjx445XHf8+PFo1aoVqlevDr1ej0aNGmHatGkoLCy0W7e4uBiTJk1C7dq1ERERgS5duqBjx45Wn4+pk3B2e/DBBz31tjUrEDNoq0ePHtDpdBgzZozdfTk5ObjvvvsQHx+PiIgItGrVCu+//77deuvXr8eQIUNQv3596PV63HjjjXj88ceRn58PwPqzUpJrf1de/vwlX7amTZvmsP8JDw8v93G7d+82r3vq1Cmn64WFhSEjIwPh4eEOMw0Ab7zxBho1aoTw8HDccMMNWLRoUZXek6+qSv9XEVN+g4ODPfL8laUkf672f3Xr1nW6XW3atKnd95j5+5u7MuiL/eW6deuQmpoKg8GA2NhYdOjQAZ9//rnT9cvrAx1tg59++mmMGzeu3M/kt99+M/8W/fbbb9323myx2ISHrFmzBocOHcK4ceM89hqvv/46ysrKPPb8SmVmZmLhwoVo3LgxGjVqhAMHDjhd95tvvkHnzp1x3333ITw8HPv378cLL7yAzz77DF988YVVhZS0tDR88MEHGDduHG644QasXLkSffr0wY4dO9CpUycAQFxcHFatWmX3Ops3b8bq1avRs2dPt79frQvEDFpav349MjMzHd5XUFCATp06IScnB2PHjkViYiLee+89DB48GKtXr8Y999xjXvehhx5C7dq1ce+99+K6667D999/j1deeQWffvop9u3bh4iICPO6SnLt7wI5f0uXLkVkZKT57/J+cJeVleHRRx+FwWCA0Wgs93nLyzQALFu2DKNGjcLAgQMxYcIE7Nq1C4899hiKioowadIk5W/EhzF/zvOnpP9bsGCB3Y6grKwsTJkyxW67yvxZC9QMTps2DTNmzMCgQYOQlpaGS5cu4dChQ/jzzz8drl9RH6hkG2xp/PjxqFatGoqLi936/uwIeUTfvn0lOTlZ7WaIiMjvv/8uAGTFihUefZ3Tp09LQUGBiIjMmTNHAMjvv//u8uPnzp0rACQzM9O87KuvvhIAMmfOHPOyCxcuSIMGDSQ1NbXC57z11lslOjpaLly44Pob8ROBmEGTCxcuSN26dWXGjBkCQNLT063unz17tgCQ7du3m5eVlpZK27ZtJTExUYqLi83Ld+zYYff8b731lgCQ119/vcK2OMp1IAjE/E2dOlUASF5ensuPWbp0qdSoUUPGjh1b7mMrynRRUZHUqFFD+vbta7V86NChYjAY5MyZM8rfkA9j/pxT0v858txzzwkAycjIMC9j/uwFYgYzMzNFp9PJvHnzXH5MRX1gZbbBmzdvltDQUJkyZYoAkG+++UbR+1AicHaPutH58+cxbtw41K1bF2FhYYiPj0ePHj2wb98+AEC3bt3wySefICsry3yo0nQOa0lJCZ599lm0bt0aMTExMBgM6Ny5M3bs2KG4HY7Ojc3Pz0daWhpiYmIQGxuLESNGmE9BMsnNzUVcXBy6detmdcXmI0eOwGAwYMiQIeZlRUVF+Pnnn8s93cSkevXqiIqKUvw+TEzvxbK9H3zwAYKDg/HQQw+Zl4WHh2PkyJHIzMzEiRMnnD7fX3/9hR07dmDAgAEVnlrja5jB8s2ePRtlZWV44oknHN6/a9cuxMXFoXv37uZlQUFBGDx4MLKzs7Fz507z8m7dutk9/p///CcA4KeffqqwLY5y7euYv/KJCAoKCqye25EzZ85gypQpmDFjBmJjY8tdt6JM79ixA6dPn8YjjzxitTw9PR1GoxGffPKJy+3XOuavfBXlT0n/58iaNWtQr149dOjQwbwskPIHMIPOLFiwAImJiRg7dixEpMLT2l3pA5Vugy9duoSxY8di7NixaNCgQYVtrioOpCph1KhRWLp0KQYOHIglS5bgiSeeQEREhPk/9JlnnkGLFi1Qs2ZNrFq1CqtWrTKfJ1tQUIDly5ejW7duePHFFzFt2jTk5eWhV69e5Z4K5woRwT/+8Q+sWrUK9957L/7zn//gjz/+wIgRI6zWi4+Px9KlS7Fz507z+ctlZWVIS0tDVFQUlixZYl7366+/RqNGjfDKK69UqW2OXL58GadOncLJkyexdetWTJkyBVFRUWjXrp15nf3796Nhw4Z21wkwrVPeZ7Z27VqUlZVh6NChbm+72phB544fP44XXngBL774otND/sXFxQ7v0+v1AIC9e/eW+xrZ2dkAgJo1a9rd50qufR3zV7769esjJiYGUVFRuPfee5GTk+NwvX//+99ITEzEww8/XO7zuZLp/fv3AwDatGljtbx169YICgoy3+8PmL/yVZS/qvR/+/fvx08//WR1+p9pORAY+QOYQWe2b9+Otm3bYuHChYiLi0NUVBRq1arl9LGu9oG2ytsGL1iwAGfPnsWUKVMUPWeleexYlx+LiYmxO63ClrNDupcvX7Y7bH727FlJSEiQ+++/X1E7RowYYfUaH374oQCQ2bNnW71e586dHR7Svfvuu0Wv18svv/xiPhXvww8/tFpnx44dAkCmTp2qqG2unNqXmZkpAMy3G2+80e4QbpMmTaR79+52j/3hhx8EgLz66qtOn79169ZSq1YtKS0tVdR2X8AMOjdo0CDp0KGD+W84OA3q0UcflaCgIDl27JjV8rvuuksAyJgxY8p9jZEjR0pwcLD88ssvdve5kmtfx/w5tmDBAhkzZoysXr1aPvjgAxk7dqxUq1ZNbrjhBjl37pzVut99950EBwfLli1bRKT807JcyXR6eroEBwc7bFdcXJzcddddFbbfVzB/jrmav6r0f48//rgAkB9//NFqeSDlT4QZdOTMmTMCQGrUqCGRkZEyZ84cWbdunfTu3dvh7zUlfaAtZ9vgv/76S6KiomTZsmUiIrJixQqPn9rHgVQlJCcnS5s2beTPP/90uo4r58aWlpbK6dOnJS8vT/r27SstWrRQ1A7bL9BDDz0k1apVk/Pnz1ut99577zn8Ap0+fVpq1aolzZo1k/DwcBk2bJii1y+PKwOpc+fOybZt2+TDDz+UJ598Ulq1aiUff/yx1Tr169eX22+/3e6xv/32mwCQ+fPnO3zuw4cPCwAZP358Vd6GZjGDjn3++eei0+nk66+/Ni9z9KPzu+++k5CQEGnXrp1kZGTIkSNHZObMmRIWFiYAZOTIkU5fY/Xq1QJAnnzySYf3u5JrX8f8uc6Ul1mzZlkt79q1q9xxxx3mv539iHA10/fff79EREQ4bENSUpL84x//qOI70Q7mz3WO8lfZ/q+0tFTq1KkjLVu2tLsvkPInwgw6cvz4cfMOxLVr15qXl5aWSuPGjeXaa6+1Wt/VPtBWedvg4cOHS/Pmzc070DmQ0qh169ZJeHi4BAUFSdu2bWXq1Kny22+/Wa1T3hdo5cqVkpKSIiEhIVZ7ruvVq6eoHbZfoF69eklSUpLdet99953TSYbvv/++AJCEhAQ5e/asotcvT2WKTaxevVqCgoLkwIED5mWVPSL17LPPCgD59ttvFbfdFzCD9i5duiRNmzaV4cOHWy139KPT9Lo1atQwv/fExERZunSpAJCxY8c6fI0vvvhCwsPDpVevXnLp0iWX2uUo176O+VMmMTFRbr31VvPfa9eulZCQEDl8+LB5maMfEUoyHUhHBJg/ZWzzZ3pdpf3f559/LgBk7ty5dvcFUv5EmEFH8vLyBICEhITI5cuXre6bPn26AJCsrCwRcb0PtFXeNthU6OLzzz83L/PGQIpzpCph8ODBOHr0KBYtWoTatWtjzpw5aNKkCTZt2lThY9955x2kpaWhQYMGeOONN7B582Zs27YN3bt3V6WE5ZYtWwAAZ8+exR9//OH117c0YMAAAFfmNpnUqlULf/31l926pmW1a9d2+Fxr1qzBjTfeiNatW3ugpepjBu29/fbbOHz4MB5++GEcO3bMfAOuTAw+duwYioqKzOsPGjQIJ0+exNdff43MzExkZWWhfv36AICGDRvaPf93332Hfv36oWnTpvjggw9QrZprV49wlGtfx/wpk5SUhDNnzpj/njhxIv71r38hNDTUnFPTZPATJ07g5MmTAJRlulatWigtLUVubq7Va5eUlOD06dNO+0pfxPwpY5s/QHn/BwCrV69GUFAQ7r77brv7Ail/ADPoSPXq1REeHo4aNWrYldyPj483vwbgeh9oqaJt8JNPPonOnTujXr165uc0Fcj466+/cPz48Uq/t3J5bIgWQHJycqROnTrSsWNH87I77rjD4Z6If/zjH1K/fn0pKyuzWt6hQwfFZTKrekh306ZN5sOjderUkVatWrm8l70ilTkilZ+fLwBk9OjR5mVPPPGEBAcH280veP755wWAHD9+3O55vvzySwEgM2bMqHT7fQ0z+PferPJuGzZsKPc5Jk6cKACs9pKJiBw5ckQSExOlYcOGkpubq6hdjnLtb5g/58rKyiQuLk569uxpXlZRTps3by4iyjK9ceNGASCffPKJ1etnZGQIAHn77bfd+r60hPlzzlH+nHHW/4mIXLx4UWJjYx2eISIS2PkTYQZN2rdvL8HBwXZzwP79738LAPOpkK72gSaubIOTk5PLfc6YmJhKv6/y8IiUQqWlpTh37pzVsvj4eNSuXdvqol8Gg8FuPeDvC+OJRbnJr776qtyLLLqqT58+uHz5MpYuXWrVXkdXFs/Pz8cDDzyAdu3aYebMmVi+fDn27duHmTNnWq1XmdKrFcnPz8elS5fsli9fvhyAddWfQYMGobS0FK+99pp5WXFxMVasWIGbb74ZSUlJds+zZs0aALCrKuQvmEHH7rrrLmzYsMHuZmrXhg0bcPPNNzt9/K+//opXX30Vd9xxh9Ue2ezsbPTs2RNBQUHYsmUL4uLiHD5eSa59GfPnXF5ent2ypUuXIi8vD7179zYvc5RTU7nht99+G/PnzwegLNPdu3dH9erVrd676fX1ej369u1bYft9AfPnnKv5c8RZ/2fy6aefIj8/32kV3EDJH8AMlmfIkCEoLS3FW2+9ZV528eJFrF69Go0bNzYfmXS1DwRc3wa/9tprds/56KOPAgDmzp2L1atXV9j+SvHI8MyPnT17VgwGg4wYMULmzZsnr732mgwePFgAyEsvvWRez3TBu/Hjx8uaNWvk//7v/0RE5M033xQA0q9fP1m2bJk89dRTEhsbK02aNKnynojS0lLp2LGjBAUFySOPPCKvvPKKdO/eXZo1a2a3J2L48OESHh4uP/30k3nZAw88ICEhIVZzOZRUDMrPz5fnnntOnnvuOXOVlscff1yee+45WbRokXm9DRs2SFJSkowfP16WLFkiCxYskIEDB4pOp5M2bdrY7cn417/+JdWqVZOJEyfKsmXLpEOHDlKtWjXZuXOnXRsuX74sCQkJ0r59exc+Qd/EDCoDJ3OkGjVqJM8++6wsX75cnnnmGalevbokJyfLH3/8YbVe8+bNzXvsVq1aZXXbunWreT2lufZVzJ9zERERkpaWJi+99JIsXrxY7r77btHpdNKiRQsxGo3lPlZJxSpnmV68eLEAkEGDBsnrr78uw4cPFwDy/PPPV/icvoL5c05J/lzt/0wGDhwoYWFhkp+f7/T1AyF/IsxgeYqKiqRJkyYSEhIiTzzxhCxcuFDatm0rwcHB8umnn5b7WGd9oKvbYEdYbEKDiouLZeLEidK8eXOJiooSg8EgzZs3lyVLllitV1hYKPfcc4/ExsYKAHPQy8rKZObMmZKcnCxhYWHSsmVL2bhxo92XwRWOHnP69GkZNmyYREdHS0xMjAwbNkz2799v9QX66KOP7L7wIiIFBQWSnJwszZs3l5KSEhFR9gUyXTnb0c2ynUeOHJHhw4dL/fr1JSIiQsLDw6VJkyYydepUKSwstHveCxcuyBNPPCGJiYkSFhYmbdu2lc2bNztsw+bNmwWALFy4sML2+ipmUBlnPzrvuusuSUpKktDQUKldu7aMGjVKcnJyHD7e2a1r167m9ZTm2lcxf8498MAD0rhxY4mKipKQkBC5/vrrZdKkSVJQUFDhY90xkBIRee211+TGG2+U0NBQadCggcyfP9/uFCJfxvw5pyR/rvZ/IlcqkYaHh8uAAQMqbIO/50+EGaxITk6OjBgxQqpXry5hYWFy8803O/3NZslZH+jqNtgRbwykdFcbSURERERERC7iHCkiIiIiIiKFXKvfS1515swZlJSUOL0/ODjY6WQ7IndgBklNzB+pifkjtTGDvoOn9mlQt27dsHPnTqf3Jycnm68lQuQJzCCpifkjNTF/pDZm0HdwIKVBe/fuNV+0zJGIiAh07NjRiy2iQMMMkpqYP1IT80dqYwZ9BwdSRERERERECnGOFICysjKcPHkSUVFR0Ol0ajeHNEBEcP78edSuXRtBQZ6tycL8kS3mj9TGDJKamD9Sm6sZ5EAKwMmTJ5GUlKR2M0iDTpw4gWuvvdajr8H8kTPMH6mNGSQ1MX+ktooyyIEUgKioKABXPqzo6GiVW0NaUFBQgKSkJHM2PIn5I1vMH6mNGSQ1MX+kNlcz6DcDqcWLF2POnDnIzs5G8+bNsWjRIrRr186lx5oO5UZHR/NLRFa8cZif+SNnmD9SGzNIamL+SG0VZdAvLsi7bt06TJgwAVOnTsW+ffvQvHlz9OrVC7m5uWo3jYiIiIiI/JBfDKTmzZuHBx98EPfddx8aN26MV199FXq9Hm+++Waln1PKymDMzYUxNxdSVubG1hJVjPkjNTF/pDZmkNTE/JGrfP7UvpKSEuzduxeTJ082LwsKCsJtt92GzMxMh48pLi5GcXGx+e+CggK7dYpOnYIhIQEAYMzJgSE+3s0tp0DF/JGamD9SGzNIamL+yJ18fiB16tQplJaWIuFq4E0SEhLw888/O3zMrFmzMH36dNdfxGi8ciPP0uuBACg9qjh/RG7E/k9DAqTPsxUQGQzQ/1tfwG0wuZPPX5D35MmTqFOnDvbs2YPU1FTz8ieffBI7d+7EV199ZfcYR3sjkpKScO7cOfNEQ2NurnlvBHmHdOwI3a5dmtj4FBQUICYmxioT7qI0f9wbFni0lD/yHC31ebaYwarR8v+tL9BS/rgNDkyuZtDnj0jVrFkTwcHByMnJsVqek5ODxMREh48JCwtDWFhY+U+s12M3gE5uaidVTJeRAcnNhS4+3q83Pi7lj8hD2P9phy4jA2I0QhcZqXZTvCoQMmjenvnK/20AHUFTvA3W0hHRAPp/8hU+P5AKDQ1F69atsX37dvTv3x/AlatUb9++HWPGjKn08+oNBjzVoQP279njppaSMwYApvqKusRE7skjUhn7P8+y7POKiopg8JUf217kqxm03Z75Cm53nTPUr692E8z4/6Q9Pj+QAoAJEyZgxIgRaNOmDdq1a4cFCxbAaDTivvvuq/Rz6nQ67Nq9G0VFRW5sKTliLCzE7sRE857HQN1LS6QV7P88y5ibC2jox5kW+WoGbbdnvoLbXRsaPSLK/yft8YuB1JAhQ5CXl4dnn30W2dnZaNGiBTZv3mxXgEIpnU4Hg8HgplaSM3q9HgM6dMAve/b8vZfWaOReWiIVsf/zIL1e7Rb4BF/MoGl75itH0nh01DGtHRG1+n/Ky4PBF45IBchpiH4xkAKAMWPGVOlUPlKPac9j3rFj5r204T17AgcOBMSXkIgCiMiV/o38kq8dSePRUce09v9o+f+kpVMNyxMopyH6zUCKfJtOp4MhLg77AbQEEHzwIKSwELqoKLWbpj41JroGyJ4kIm8ToxHBBw8CAPYDaMijU37Hp46kWbbTt4s4u52m/h/j4jR5qmF5rAqu+PFvCg6kSDP0BgPSU1Kw5/vvAQBlnTohmEelVNn7FCh7koi8raioCKafZukpKcjQyg81Cng8E0S7tHaqYXkcFVzx598UHEiRZuh0OmzNyMD+6GgelVJ5oqtmS/f68V4tChAWe/23btsGHfNMatLrcQBAC1zd5rKQgSZp7VTD8jgquOLPRTI4kCJNMURG8qgU1Nv7pPXSvf68V4sCgM38KA6iSG16vR4R4eHAxYsAWHBCyzR1qmE59Ho9BnbogEV79qCFxXJ/zRYHUqQpDo9K+elejPKotfdJ66V7/XmvFvk/zo8izSkqwo1XB1HMJLmDTqfDzs2bERQdbV62G0BLP80WB1KkOYbISIxJSUHG1aNS/roXoyJq7H3SauneKpd+5SmBpDaRK9m9+ifnR5EWcM4eecKFCxfMuaoH4NoOHfCFn2aLAynSHB2AL/ijVxVaPQ+7qqVfeUogqUoE0qkTDBY7KDg/irSGmSRP+B2A6HTw12RxIEWaI4WFPP1FRZo8D7uKpV91GRmBW7iE1CVypXCLxSBqN4CWWvuOUWCyKH7CQRS5jU3BLH8+LT9I7QYQWRFBWae/fy6np6RAzx8cAc9UfMMAKLrFWzxHWadOvE4KedfVI1GWhVviATzVoQP7NVIfLw5NHmLaZltug7V2pou78IgUaYrtZOytGRncS0aVPuXQWFiI/YmJAV24hNQjRqPdkahD2dmIi49nv0aqY/ET8hTTNjvv2DHzafn+igMp0g5Hk7H5o5euqswph3q9Hv0tyukXGY0BWbiEVGDTn8UDaNihA3ZxEEUaUWQ0stAEeYxOp4MhAAbnPLWPtME0GdtizwUnvlJV6XQ6bN22zfx3eM+ePL2PPM9Bf3bo6FHs2r2bfRppg81pfdzektsFyKmjHEiR+pxMxtZx7xi5gc5gwP6r/zad3kfkSVJYaNefGeLi+EOVNMO2qBO3t+RuthmDnx6d4kCK1MXJ2ORheoMB6Skp5r/9dcIraYRNwRz2Z6Q5LOpEnhZAGeMcKVIVJ2OTp5lP77MYrBN5iu0EfvZnpDUs6kSeFkgZ4xEpUs/Vydgmpj23/NFB7maVJ86RIk+x6dPSU1LYn5HmFFmc3pyeksICPOR2gZSxKg2kiouL3dUOCjScjE0qYcEJ8ggWzCFfwCIT5GkBljFFA6lNmzZhxIgRqF+/PkJCQqDX6xEdHY2uXbvi+eefx8mTJz3VTvInTopLcDI2eYxez4IT5DksmEM+gkUmyKOu9oWBlDGXBlIbNmxAw4YNcf/996NatWqYNGkS1q9fjy1btmD58uXo2rUrPvvsM9SvXx+jRo1CnsWpDURWWFyCVMCCE+Qx7NPIVwRQAQBSgYO+MBAy5lKxidmzZ2P+/Pm4/fbbERRkP/YaPHgwAODPP//EokWL8M4772D8+PHubSn5NhGgqMhhWWBOxiZP0+l02Lp1K1CrltpNIT/DPo18he3RKH8uAEDe56gvDISMuTSQyszMdOnJ6tSpgxdeeKFKDSI/ZNpLsWcPLL9O8QAaduiAXfzBQZ4mgohevdRuBfmbq3v4g6/+yT6NNMsmq+kpKcjw4wIA5GXO+sIAyBjLn5PH2ZY4B7jXlrzLthRrQz+9MCB5F0udk68IpHLU5H2B3BcqHkiJCD744APs2LEDubm5KCsrs7p//fr1bmsc+YGr5YBNZ8jGAzACaMm9tuRFRUajOYPpKSnI8PNztskLbPq29JQUZLBPIy1ylNUAOFJAXhLgfaHi8ufjxo3DsGHD8PvvvyMyMhIxMTFWNyIzJyXOcwsLWeacvCfASrGSF7DUOfkKZpU8iflSfkRq1apVWL9+Pfr06eOJ9pA/KKewRMu4OBh4NIC8xUEp1obMH1WRw76NuSINYlbJk5ivShyRiomJQX2LkSeRlat7JxAZyXLApK4ALcVKHmZTQpp9G2kWs0qexHwBqMQRqWnTpmH69Ol48803ERER4Yk2kQ9jYQnSCtssBkopVvKsQJ5UTb6FWSVPYr6uUDyQGjx4MN59913Ex8ejbt26CAkJsbp/3759bmsc+RgWliAtuHpqqW0WA6UUK3lWUVFRwE6qJt/CrJLHBHiBCUuKB1IjRozA3r17ce+99yIhISEgPzRywDTh0OIIwKGjR2GIj4der2dOyDssrllmeXLBoaNHEVe3LnNIbhVok6rJdzGr5DYOfu8Fcr4UD6Q++eQTbNmyBZ0szoukAHd1Qj8LS5CqHOQQ+DuLgdrJk5uJmP/JTJGmMavkASwwYU1xsYmkpCRER0d7oi3kixxM6A/UCYekIic5NIBZJDeyKaVPpFnMKnkCC0zYUXxE6qWXXsKTTz6JV199FXXr1vVAk8hnODkSFagTDkkF5ZTaP5SdDUNkJE8tJbeRwkLrUvp6vboNInKCWSW3c3A5Ef7eq8RA6t5770VRUREaNGgAvV5vV2zizJkzbmscaZjFXBQT84T+AP9SkZdYZNAybcwhecTVPbHBV/9MT0lBRgDvhSUNY1bJ3Rz85gvkAhOWFA+k5s+fH/AfGjkuLc09E+RNLLVP3mRb6pel9EmrmFVyN15OxDnFA6m0tDSn9124cKEqbSEfUmQ02peW5o9X8gYn5c1Zap88ya6UNEvpk0ZZbp+ZVXIHh7/5mCsAlSg28dhjjzlcbjQa0adPnyo3iHyAzSTWQ0ePYtfu3fzxSp539fQCREbCUL++efGho0eRW1jIHJJXBHKpX9I4m+0zs0pVxt985VI8kPrkk08wdepUq2VGoxG9e/fG5cuX3dYw0i7L0wYOADCwtDR5iW1RCeDKKQaGq6X2mUPyBqaMtMp2+6zj3CiqIttTRfmbz5rigdTWrVvx+uuvY8GCBQCA8+fPo0ePHtDpdNi8ebO720caVFRUZP53RHg49KwGRN7goOwqy5uTGsJ79rS6Rg+RVnD7TO5mman0lBRub20oHkg1aNAAmzdvxnPPPYeFCxeiZ8+eCA0NxaZNmxRffHXWrFlo27YtoqKiEB8fj/79++Pw4cNW61y8eBHp6emoUaMGIiMjMXDgQOTk5Fitc/z4cfTt2xd6vR7x8fGYOHEij455kl6P/Vf/eePFi4DFl4zIU2z3ih3KzubpfOQ9Fv1e8MGDEKNR1eYQOcTtM3kQTxW1p3ggBQDNmjXDxo0b8fTTT0Ov11dqEAUAO3fuRHp6Or788kts27YNly5dQs+ePWG02ECNHz8eH3/8Md5//33s3LkTJ0+exIABA8z3l5aWom/fvigpKcGePXvw1ltvYeXKlXj22Wcr89bIBXqDAekpKea/i/iDgrzAMmfpKSmIi4/n6XzkNXb9Xl4ej0qR5nD7TJ7Era09nUjFW4KWLVs6/LGSlZWF+Ph4REREmJft27ev0o3Jy8tDfHw8du7ciS5duuDcuXOIi4vDmjVrMGjQIADAzz//jEaNGiEzMxPt27fHpk2bcMcdd+DkyZNISEgAALz66quYNGkS8vLyEBoaWuHrFhQUICYmBufOnUN0dHSl2x9ICnNyEJmYCAAobdYMwQcOAH70g9abmWD+XCCC0hYtzEekCrOzEXn1++6PmD9tsuz3AEA6doRu1y6/6vtMmEHf5Q/bZ+ZPO4y5uTBc3d76ap4qw9VcuFT+vH///u5qV7nOnTsHAKhevToAYO/evbh06RJuu+028zo33XQTrrvuOvNAKjMzEykpKeZBFAD06tULo0ePxg8//ICWLVvavU5xcTGKi4vNfxcUFHjqLfktncGA/QBa4uppLoWF0EVFqd0sn8D8KWd7Wl9DnqNdacxf5ekMBuwGYJqpp8vIgOTmQhcfHxA/LNyFGfQsbp/Lx/wpdPV0UebJMZcGUrZV+jyhrKwM48aNQ8eOHdG0aVMAQHZ2NkJDQxEbG2u1bkJCArKzs83rJNjsmTb9bVrH1qxZszB9+nQ3v4PAYjp9YM/33wPAlauoB8heiqpi/pSzu4YPB1KVxvxVnt5gwFMdOuCXPXuQe3WZLjHRr49MeQIz6FncPpeP+VOGeSqfS3OkXDj7r8rS09Nx6NAhrF271uOvNXnyZJw7d858O3HihMdf09/odDpszcjg5OtKYP6qhpNdq4b5qzydToddu3fjUHY2dlsuz8hg/6cAM+hZ3D6Xj/lThnkqn0sDqSZNmmDt2rUoKSkpd71ff/0Vo0ePxgsvvKCoEWPGjMHGjRuxY8cOXHvttebliYmJKCkpQX5+vtX6OTk5SLx6/m9iYqJdFT/T34kW57JbCgsLQ3R0tNWNlDNERlpNajUWFqrYGt/B/CknZWXmf3MQVTXMX9XodDrExcfjqQ4dEG+xnP2f65hBz+P22TnmTznmyTmXBlKLFi3C3LlzkZiYiCFDhmDOnDlYvXo1/vvf/2L58uWYMGEC2rVrhxYtWiA6OhqjR4926cVFBGPGjMGGDRvw+eefo169elb3t27dGiEhIdi+fbt52eHDh3H8+HGkpqYCAFJTU/H9998jNzfXvM62bdsQHR2Nxo0bu9QOqhydToet27aZ//6jfn2rH7xE7iBlZfijfn21m0FkZj4ydfSoeRn7P9ISbp/JnZgn51yaI3Xrrbfi22+/xe7du7Fu3TqsXr0aWVlZuHDhAmrWrImWLVti+PDhGDp0KK655hqXXzw9PR1r1qzBRx99hKioKPOcppiYGERERCAmJgYjR47EhAkTUL16dURHR+PRRx9Famoq2rdvDwDo2bMnGjdujGHDhmH27NnIzs7GlClTkJ6ejrCwsEp8JKSEIS4OP0dE4KYLF3DThQswZmXBULcuz50ltyk6dQo3XbgAAPg5IgI31qypcouIrh6ZSk5m/0eaZbd9zsszV18jUop5csylgZRJp06d0KlTp4pXdNHSpUsBAN26dbNavmLFCqSlpQEA5s+fj6CgIAwcOBDFxcXo1asXlixZYl43ODgYGzduxOjRo5GamgqDwYARI0ZgxowZbmsnOacLCsK1R48CtWoBAAz163PiNXnMtUePQhdUqcvfEbkd+z/SMtt8hvfsCbBIAFUS8+SYooGUu7lSxCI8PByLFy/G4sWLna6TnJyMTz/91J1NIwV0kZH2JYFZHpM8gIMo0hr2f6RlushIlq4mt2Ge7PFXCVWZqSSw5cTrsk6dAC9UeyQiUhP7P9IyU+lqE2aTqoJ5sseBFFWZZUlglsckokDC/o+0jKWryZ2YJ3scSJFbmEoCW+6pKMrLC/g9FeRmzBNpEPs/0jLb0tVFRUUqtoZ8nV2eOJAicg/b8piG+vUhnTvzxwS5TXjPnswTaRL7P9Iq22wSVYVtngJ9u1ypYhNlZWU4cuQIcnNzUWZTR75Lly5uaRj5Jp3BwInX5F56vfXkVqMRushItVtFZIf9H2mV1YXMA/hHL7mHzmBg0YmrFB+R+vLLL3H99dejUaNG6NKlC7p162a+3XLLLZ5oI/kQTrwmd7Od3MrTUkir2P+RLwj0IwhUdSw68TfFA6lRo0ahTZs2OHToEM6cOYOzZ8+ab2fOnPFEG8mHcOI1uRtPSyFfwf6PNOvqkX2AmaSqY9GJvykeSP3666+YOXMmGjVqhNjYWMTExFjdiDjxmtzN6rQUo5FZIs1i/0daZHdkP0B/9JL7sOjEFYoHUjfffDOOHDniibaQH+HEa/IUZom0jv0faQ0LBJC7MVNXuFRs4uDBg+Z/P/roo3j88ceRnZ2NlJQUhISEWK3brFkz97aQfBYnXpPb6PXMEvkU9n+kNSwQQO5ml6ncXOji4wHLs0j8nEsDqRYtWkCn00EsRpr333+/+d+m+3Q6HUpLS93fSvJJponXv+zZg9yry8o6dULwgQMB9SWjqmOWyNcws6Q1ptP79nz/PQDmkarONlO6xERIx47Q7doVMLlyaSD1+++/e7od5IdME6/zcnOxPzExoPdYUNUwS+RrmFnSGnOBgOho5pHcwpSp3dHRAXv03aU5UsnJyeZbVlYW6tSpY7UsOfn/27vv+KbK/Q/gn7SUtkkHUDoYpSyVVShTS9kCZSgiKF5lFfG6igoIIl5+IniRqXBFRQQBZQii4EBkiF4oBRHZuMCLDMEORlcKLbTP7w9IzGyTNidn5PN+vfqSnJwkT+Inz8lzznm+Jw516tTBmTNnpG4vqYyjide6mBjOFyC3MUukNswsKY1tgQDmkSrLEBLi05d9cLvYRPfu3R2WOc/NzeV1pMgh8x4Ly2Xp6T5bKpMqjlkitWFmSUmYR/I0X7/sg9sDKdNcKFuXLl2CwWDwSKNIexztsfDVUplUOQ6zxPLSpGDs/0hJmEfyNF++7INLc6QAYNCgQQBuflgpKSkIDAw031dSUoKjR4+iY8eOnm8haYJ5vsDp00DDhgBulcrkRFdyk6MsGRo29LkJrqQe7P9ISZhHkoK5HHpMDADf2S67fETKdMFdIQRCQ0OtLsIbExODxx9/HKtWrZKyraRyOp0OhshInzz0S55lyhJPTyG1YP9HSsI8khRMl30w3/aB7bLLR6SWL18OAKhfvz4mTJjA0/ioQmxLZRqNRoSEhMjcKlIjR+Wls7OzEWkwODz9mEhutv0f80py4vaYPM0Xt8tuz5GaOnUqDAYDsrKykJaWhrS0NGRlZZX/QCL8PdHVAMAAoHNystX1yYhcZTnB1ZSn6IYN0blzZ2aKFMm2/2NeSU7cHpOn+eJ22e2BVH5+PoYPH446deqga9eu6Nq1K+rUqYNhw4YhNzdXijaSxhhCQnB7QgIKARw+cgSFhYVyN4lUyjTBtXVSEkwpSk9PZ6ZIsQwhIcwrKQa3x+RpvrZddnsg9dhjj2Hfvn3YtGkTcnJykJOTg02bNuHHH3/EE088IUUbSWN0Oh3S0tLMt41Go2b3VJD0THnKzMw0L2OmSKkc5ZVZJblwe0xS8KV+zu2B1KZNm7Bs2TIkJycjLCwMYWFhSE5OxpIlS/Dll19K0UbSIMtzZaOjozV92Jekp9PprOZtMlOkZLZ5ZVZJTtwekxR8pZ9zeyAVERGB8PBwu+Xh4eGoXr26RxpF2qfX65GUlGS+reXDvuQdjjJl1Hi1IFIvvV6PhIQEAMDhw4eZVZINt8ckFV/o59weSE2ZMgXjx49HRkaGeVlGRgYmTpyI//u///No40i7HB32JaoMR5nS6h4wUj/bU6qYVZILt8ckFV/o51wuf26yaNEi/P7776hXrx7q1asHADh79iwCAwORnZ2NxYsXm9c9ePCg51pKmmN72FdrXy7yPp1Oh8jISCQkJODw4cPmPWAs6UtKZDAYmFVSBG6PSSq2/Vx2djYiIyM1Uw7d7YHUwIEDJWgG0c09FQcPHtTMl4vkYdoDFhoaCoC5IuViVkmpmEXyFNt+Ljo6GklJSUhLS9NEvtweSE2dOlWKdpCPMp0/a9pTUVhYyIs9U6XZ7gFjrkipmFVSCm6PSSoGgwFJSUlIT08H8Pc8PC3ky+05UgCQk5ODpUuXYvLkybh8+TKAm6fxnT9/3qONI+2zPX+WyBNsc8XTVEipmFVSCmaRpKLlcuhuD6SOHj2K22+/HbNnz8a8efOQk5MDANiwYQMmT57s6faRD9DCoV1SHstcaXGCK2kHs0pKwSySVLRaDt3tgdT48eORkpKCkydPIigoyLy8X79+2LVrl0cbR75HC18qUgbbsqss50tKxaySUvhCuWqSjxbz5fZAav/+/XjiiSfsltepU8eqJDpRRWhlDwXJj6eNklowq6QUvlCumuSjxXy5PZAKDAxEXl6e3fITJ04gMjLSI40i38K9sSQVnjZKasGsklKYCqAA3CaT52ktX24PpAYMGIDp06fj+vXrAG52/mfPnsWkSZMwePBgjzeQtI97Y8kb1L7Xi3wHs0pyYtEJkpLW8uX2QOr1119HQUEBoqKicPXqVXTt2hWNGzdGaGgoZsyYIUUbyQdwbyxJTQunEJBvYFZJbiw6QVLSUr7cHkiFh4dj+/bt+PLLL/Hmm29izJgx2Lx5M3bu3KmJevBEpB1anNhK2sSskpIwjyQlLeWrQteRAoBOnTrh6aefxgsvvICePXt6sk1ERB6hxYmtpE3MKikJ80hS0lK+3BpIlZaWYtmyZbjnnnvQokULxMfHY8CAAfjwww9V+wEQkbZpbWIraRezSkrCPJKUtJIvlwdSQggMGDAAjz32GM6fP4/4+Hg0b94cZ86cQUpKCu6///5KNWTWrFnQ6XQYO3asedm1a9eQmpqKiIgIhISEYPDgwVZXRQaAs2fPon///tDr9YiKisLEiRNx48aNSrWF5MVBOXkSi5mQWjCrpCTMI0lJK0UnXB5IrVixArt27cKOHTtw6NAhfPTRR1i7di2OHDmCb775Bt9++y0+/PDDCjVi//79WLx4MVq2bGm1fNy4cfjyyy+xfv167Ny5ExcuXMCgQYPM95eUlKB///4oLi7Gnj178MEHH2DFihV4+eWXK9QOUgY1H+IlZWIxE1ILZpWUhHkkKWmh6ITLA6mPPvoIL730Erp37253X48ePfDiiy9i9erVbjegoKAAQ4cOxZIlS1C9enXz8tzcXLz//vt444030KNHD7Rt2xbLly/Hnj178P333wMAtm3bhp9//hmrVq1CQkIC+vbti1dffRVvv/02iouL3W4LyYfXkiJvUWNHTb6JWSUlYR7J07Tw28/lgdTRo0fRp08fp/f37dsXR44ccbsBqamp6N+/v13BigMHDuD69etWy5s0aYJ69eph7969AIC9e/ciPj4e0dHR5nWSk5ORl5eHn376yelrFhUVIS8vz+qP5OVLpxAwf/JS614vT2H+1EOrWWUG1UkreWT+lEMLv/2quLri5cuXrQYstqKjo3HlyhW3Xnzt2rU4ePAg9u/fb3dfRkYGqlatimrVqtm9TkZGhnkd2zaZbpvWcWTmzJmYNm2aW20l6Vke4nWnFKZer1fV6QfMn/eZ9nodPnwYhw8fRnZ2doUu16C2rDnC/ClbRbOqpmwyg+pRkTwqPYvMn7JU9Lefidx5c/mIVElJCapUcT7u8vf3d6vIw7lz5/Dcc89h9erVCAoKcvlxnjB58mTk5uaa/86dO+fV16fyRUdHIyQkxKU/te0lY/68z3avlzv5UnPWHGH+lK2iWVVTNplB9ahIHpWeReZPuSqybZY7by4fkRJCICUlBYGBgQ7vLyoqcuuFDxw4gKysLLRp08a8rKSkBLt27cJbb72FrVu3ori4GDk5OVZHpTIzMxETEwMAiImJwQ8//GD1vKaqfqZ1HAkMDHT6Pkg+er0eSUlJSE9Pd+tx6enpKCwsVM0FoZk/eRgMhgrly5LasuYI86d8FcmqmrLJDKqLu3lUehaZP2Wp6G8/E7nz5vJAauTIkeWuM2LECJdf+O6778axY8eslo0aNQpNmjTBpEmTEBsbi4CAAOzYsQODBw8GAPz22284e/YsEhMTAQCJiYmYMWMGsrKyEBUVBQDYvn07wsLC0KxZM5fbQspg2vPl6mRDo9FoPpVTyXu/SBnczZcly6wZjUbZTyUgbXMnq8wmSc3VPDKLVBEV3Tbb5g2Q5zQ/lwdSy5cv9+gLh4aGokWLFlbLDAYDIiIizMtHjx6N8ePHo0aNGggLC8MzzzyDxMRE3HXXXQCA3r17o1mzZhg+fDjmzJmDjIwMTJkyBampqdzboFI6na5CexU6d+6MgwcPstOmMlU0X5aio6ORlJSEtLQ05o0kU5GsMpskFXfzyCySOyq7bTYNqOTInMtzpOQwf/583HPPPRg8eDC6dOmCmJgYbNiwwXy/v78/Nm3aBH9/fyQmJmLYsGEYMWIEpk+fLmOryVtsy2ZmZ2fzyBRJwnTqgUl6ejqys7NhNBqZOZKVs2wyl+RtjrJYkeIBRK6wzRsgT+Z0gr0t8vLyEB4ejtzcXISFhcndHHJDQUEBQkNDzbc9tTfCm5lg/tRBCIHs7Gy7SqFS7AFj/sgdjrJZ2Vwyg1QRtllMSEio0NkizB+5QgiBwsJCq9P8Kpo5W67mQtFHpIjKY5oEa2KadEjkaTqdDpGRkQ73gDFzJCdH2WQuSQ6mLKr9IqukDqZTAuXMHAdSpGqmSYqmao0AeLoVScaUt4KCAmaOFMVRX8hMkhxsS6azfySpyZk5DqRI9WwnKUZHR8t+XQHSLlPemDlSGtu+kJkkuVieVsX+kbxBrsxxIEWawAnX5G0sQEFKxCI8pAQsPEHeJtfvQA6kSBMcndbCvWAkJWeZU8KV1sl32Z7iwn6Q5OCof2QOSUpy/Q7kQIo0w9mEa+6RJamUVYCCuSO5OCrCw6MB5G2OCk8whyQlOX4HciBFmsIjU+RtzgpQMHckFx4NIKWwPULKHJLUvP07kAMp0hyWAiZvsyzBytyRErAMNSmFwWBgDsmrvPk7kAMp0iSWRSc5MHekJCxDTUpgm0NmkLzBW5eE4ECKNItl0UkOzB0pCctQkxJY5pAZJG/xxiUhOJAiTWMJVpIDS6OTUvDSEKQELMtPcpE6exxIkaZx0jXJgaXRSSlYgIeUgGX5SS5SZ48DKdI8TromOZRVGp35I29iAR5SAkdl+ZlB8gYps8eBFPkETromOTgrjc78kbd5a+I1kTPMIMlFykJQHEiRz+Cka5KDabIrC1CQ3Lwx8ZqoLMwgyUWqQlAcSJHPYAEAkhPzR0rgaOI1M0jexMITJBcpiu9wIEU+o6wCADxPm6TG/JESOJp4zQySNznKIPNH3uBsO1yZ/HEgRT7FWQEAIm9g/kgJbCdeE3kbM0hy8fR2uIpHnoVIRUx7JCz3QOj1ehlbRL6E+SO5MYMkN9sMMn/kTZ7MHwdS5JNsJx0SeRPzR3JjBkluzCDJyVP546l9REREREREbuJAioiIiIiIyE08tQ9/XxAuLy9P5paQUpiy4I2SrMwf2WL+SG7MIMmJ+SO5uZpBDqQA5OfnAwBiY2NlbgkpTX5+PsLDwyV/DYD5I3vMH8mNGSQ5MX8kt/IyqBO8ChpKS0tx4cIFhIaGQqfTyd0cSeTl5SE2Nhbnzp1DWFiY3M2RhCffoxAC+fn5qF27Nvz8pD0DVgn584V8SEGqz83X8ucJvpZhqd+vEjOotf/HWns/gOfekxLzJwctZsQTvPG5uJpBHpEC4Ofnh7p168rdDK8ICwvT/JfRU+9R6r1gJkrKny/kQwpSfG6+mD9P8LUMS/l+lZpBrf0/1tr7ATzznpSaPzloMSOeIPXn4koGWWyCiIiIiIjITRxIERERERERuYkDKRVLSUlB/fr1y13v9OnTCA8Px3333YfAwEDpGyaTwMBATJ06VdPvUSqe/OzcyaVOp8OKFSsq/ZpyYebkZZm1sv5faCFrtnwxe2p5z672gX/99RcAYN26dRK3yHvU8v9ILcr7PH1pe2tJSTnjQEoia9aswYIFC+RuhpWBAwdKGrpXXnkFOp3O7i8oKMhu3czMTIwaNQpRUVEIDg5GmzZtsH79eofPe/78eQwZMgTVqlVDWFgY7rvvPpw6dcpqnXPnzmHWrFnYvHkzYmJiULNmTXTr1g3ffPONJO9VrZzlMjAwEK+88ooiOiUpfPPNN+jevTtq1qyJatWqoUOHDli5cqXVOlevXsXo0aPRokULhIeHIyQkBK1atcJ//vMfXL9+3WrdFStWmLM9bdo0BAUFmfOekZHhzbemWN7uA5WU4XXr1iExMREGgwHVqlVDx44d8e2331qt46iv1Ol0mDVrltV6GzZswEMPPYSGDRtCr9fjjjvuwPPPP4+rV6/avd9r165h5syZaNasGfR6PerUqYMHH3wQP/30k1fet9Q88f9YSdtm0/sICAjwyuu5kkvg5vb5iSeeQJ06dRAUFIT69etj9OjRVus4296Hh4cr5nsoN09kTUn9miuc9Vc5OTl269avX99hhp588kmr9UzbW9vfldOmTcOVK1cq9JyexGITElmzZg2OHz+OsWPHSvYaS5YsQWlpqWTPX1GLFi1CSEiI+ba/v7/V/Xl5eejUqRMyMzPx3HPPISYmBh9//DGGDBmC1atX45FHHjGvW1BQgO7duyM3NxcvvfQSAgICMH/+fHTt2hWHDx9GREQEAODzzz/H7NmzMXDgQIwcORI3btzAhx9+iF69emHZsmUYNWqUd968wvliLr/44gsMHDgQiYmJ5o3/xx9/jBEjRuDixYsYN24cgJsDqZ9++gn9+vVD/fr14efnhz179mDcuHHYt28f1qxZY/fc06dPR4MGDayWVatWzRtvS/F8MWvAzR+Y06dPxwMPPICUlBRcv34dx48fx/nz5+3W7dWrF0aMGGG1rHXr1la3H3/8cdSuXRvDhg1DvXr1cOzYMbz11lvYvHkzDh48iODgYPO6Q4cOxRdffIF//vOfaNOmDS5cuIC3334biYmJOHbsGOLi4qR50yrCXJady3PnziEpKQkA8OSTT6JOnTq4cOECfvjhB4fPW9723pf5Ytbc6a8AICEhAc8//7zVsttvv93hc7u6vXXnOT1CkCT69+8v4uLi5G6GEEKIP/74QwAQy5cvl/R1pk6dKgCI7OzsMtebM2eOACB27NhhXlZSUiLat28vYmJiRFFRkXn57NmzBQDxww8/mJf98ssvwt/fX0yePNm87Pjx43ave+3aNdGkSRNRt27dyr41zfDFXPbq1UvUrl1bXLt2zbzs+vXrolGjRqJly5blPn7MmDECgPjrr7/My5YvXy4AiP3790vSZi3wxazt3btX6HQ68cYbb5S7LgCRmppa7nrfffed3bIPPvhAABBLliwxL/vzzz8FADFhwgSrdb/99lsBwKU2+QLmsmx9+/YVDRo0EBcvXixzPVe3977MF7Pman8lhBBxcXGif//+5T6nO9tbV5/Tk3hqXwXk5+dj7NixqF+/PgIDAxEVFYVevXrh4MGDAIBu3brhq6++wpkzZ8yHFU3nsBYXF+Pll19G27ZtER4eDoPBgM6dO+O7775zux2Ozo3NyclBSkoKwsPDUa1aNYwcOdLukGpWVhYiIyPRrVs3qys2//777zAYDHjooYfMywoLC/Hrr7/i4sWLLrdLCIG8vDynV4NOS0tDZGQkevToYV7m5+eHIUOGICMjAzt37jQv/+STT9C+fXu0b9/evKxJkya4++678fHHH5uXNW/eHDVr1rR6ncDAQPTr1w9//vmn+YJ7WsZcOpaXl4fq1atbnRpRpUoV1KxZ027vmCOm9+Lo1ATg5udeUlJS7vNoCbPm2IIFCxATE4PnnnsOQggUFBSU+5irV6/i2rVrTu/v1q2b3bL7778fAPDLL7+Yl5n6uOjoaKt1a9WqBQAuZV3tmEvHXM3lr7/+iq+//hoTJ05EREQErl27Zndas63ytvdaxaw55mp/Zam4uBhGo7Hc5wZc396685yV5tVhm0Y88sgjomrVqmL8+PFi6dKlYvbs2eLee+8Vq1atEkIIsW3bNpGQkCBq1qwpVq5cKVauXCk2btwohBAiOztb1KpVS4wfP14sWrRIzJkzR9xxxx0iICBAHDp0yK12jBw50mpvR2lpqejSpYvw8/MTTz/9tFi4cKHo0aOHaNmypd2eiPXr1wsA4j//+Y8Q4uYRoaSkJBEdHW21J+q7774TAMTUqVPLbY9pD1VISIgAIAwGgxg6dKjIyMiwWq93796iXr16do9/++23BQAxc+ZMc5sCAwPFU089ZbfulClTBACRl5dXZpseeeQRodfrxY0bN8ptv9oxl45NmjRJABBTpkwRJ0+eFL///ruYPn268Pf3F59++qnd+kVFRSI7O1ucPXtWbNiwQcTExIi4uDhx/fp18zqmPWSmrFetWlXce++94sSJE259VmrFrDlWs2ZNMWDAADF//nwREREhAIiYmBixcOFCu3VNfaROpxMARNOmTcXq1atdet8nTpwQAMRrr71mXlZcXCzq1q0rYmJixBdffCHOnTsn9u3bJ7p27SoaNGggrly54tJzqxlz6ZiruVy4cKEAID799FPRo0cPAUD4+/uLPn36iD/++MNqXVe391rFrLnOUX8lxM2jR8HBwcLf318AEHFxcWLBggV2j3dne+vqc3oSB1IVEB4eXu4pGc4O6d64ccPq1DUhhLhy5YqIjo4Wjz76qFvtsP0CffbZZwKAmDNnjtXrde7c2eEh3Ycffljo9Xpx4sQJMXfuXAFAfPbZZ1bruPMFWrBggRgzZoxYvXq1+OSTT8Rzzz0nqlSpIm677TaRm5trXu+ZZ54Rfn5+4vTp01aP/8c//iEAiDFjxgghbnY2AMT06dPtXss06Pr111+dtufkyZMiKChIDB8+vNy2awFz6VhBQYEYMmSI+QcrAKHX6+2e0+Sjjz4yrwdAtGvXThw9etRqnXXr1omUlBTxwQcfiI0bN4opU6YIvV4vatasKc6ePVtum9SOWbN3+fJlAUBERESIkJAQMXfuXLFu3TrRp08fAUC8++67Vut37NhRLFiwQHz++edi0aJFokWLFgKAeOedd8p936NHjxb+/v52PyT27dsnGjVqZJXftm3bWp2WqmXMpT13cvnss8+a1+3Tp49Yt26dmDt3rggJCRGNGjUSRqPRvK6r23utYtZc56y/uvfee8Xs2bPFZ599Jt5//31zG1944QWr9dzZ3rr6nJ7EgVQFxMXFiXbt2onz5887XceVc2NLSkrEpUuXRHZ2tujfv79ISEhwqx22X6DHH39cVKlSReTn51ut9/HHHzv8Al26dEnUqlVLtGzZUrIBx+rVq62OMgkhxJEjR0RAQIDo0KGDSE9PF7///rt47bXXRGBgoAAgRo8eLYQQ4uzZswKAmD17tt3zvv/++wKA0703RqNRJCQkiOrVq5f5/0lLmEvHrl+/LqZMmSIefPBB8dFHH4lVq1aJLl26iJCQELF371679TMyMsT27dvF+vXrxZNPPikSExMdrmcrLS1N6HQ68cQTT1SqvWrArNkz9VcAxNq1a83LS0pKRLNmzcqdq1lUVCRatGghqlWrJgoLC52uZ+pTHf0wOHHihBg8eLB48cUXxWeffSbmzZsnIiIiRKdOncTVq1cr/N7Ugrm0504uH330UQFANG/eXJSUlJiXm3Yu2c5xseVoe69VzJpryuqvbJWWlork5GRRpUoVce7cuTLXdXV7685zVhQHUhWwbt06ERQUJPz8/ET79u3F1KlTxf/+9z+rdcr6Aq1YsULEx8eLgIAAqz2HDRo0cKsdtl+g5ORkERsba7fekSNHnE4yNB3ajY6OluzUj5iYGHH33Xfbva7pFAPTaQaLFi0SAMRzzz0nhKj4EakbN26Ie++9V1StWtWqoIXWMZeOPfHEE6JVq1ZWPwyKi4vFbbfdJjp06FDu42fMmCFCQkJc2qt/1113iUaNGlWqvWrArNkz9VcBAQF2pxJPmzZNABBnzpwp8zneffddAUCkpaU5vH/Xrl0iKChIJCcnW51qKoQQOTk5Ijo6WsybN89q+X//+1+Xj3SpHXNpz51cpqamCgBi2rRpVuvduHFDVKlSRYwaNarc13O0vdciZq18ZfVXzmzZskUAECtXrix3XVe3t+48Z0Ww2EQFDBkyBKdOncLChQtRu3ZtzJ07F82bN8fXX39d7mNXrVqFlJQUNGrUCO+//z62bNmC7du3o0ePHrKUsNy6dSsA4MqVK/jzzz8leY3Y2FhcvnzZatkDDzxgLqm6d+9enDlzBg0bNgTwd5nKGjVqIDAw0HzRQkumZbVr17a775///Cc2bdqEFStWWBW00Drm0l5xcTHef/999O/fH35+f3d3AQEB6Nu3L3788UcUFxeX+RwPPPAACgoK8Pnnn5f7eo6yrkXMmr0aNWogKCgIERERdiWgo6KizK9RltjYWABwmKEjR45gwIABaNGiBT755BNUqWJ99ZJPP/0UmZmZGDBggNXyrl27IiwsDOnp6W6/J7VhLu25k0vT9tS2YIm/vz8iIiLKzS/APtCXs2apvP7KmbL6QEfrurqeq89ZERxIVVCtWrXw9NNP47PPPsMff/yBiIgIzJgxw3y/Tqdz+LhPPvkEDRs2xIYNGzB8+HAkJyejZ8+eZVZtclVcXBz++usvu4o8v/32m8P1t2zZgqVLl+KFF15AZGSk+fpLniSEwOnTpxEZGWl3X9WqVdG+fXvcddddqFq1qvniuT179gRws5JffHw8fvzxR7vH7tu3Dw0bNkRoaKjV8okTJ2L58uWYP38+Hn74YY++FzVgLq1dunQJN27ccFjl5/r16ygtLS23AtDVq1cBALm5ueW+3qlTpxxmXYuYNWt+fn5ISEhAdna23eD8woULAFBuNkwXGrdd73//+x/69OmDqKgobN682eq6PSaZmZkAYJdnIQRKSko83rcrFXNpzZ1ctm3bFgDsri1VXFyMixcvlpvfsrb3WsSsOeZKf+WMsz7Q2bqurufqc1YEB1JuKikpsftBFRUVhdq1a6OoqMi8zGAwOPzhZdojJCzKTe7btw979+6tdNv69euHGzduYNGiRVbtXbhwod26OTk5eOyxx9ChQwe89tprWLp0KQ4ePIjXXnvNaj13yl5mZ2fbLVu0aBGys7PRp0+fMh978uRJvPvuu7jnnnusLpz2wAMPYP/+/VaDqd9++w3ffvstHnzwQavnmDt3LubNm4eXXnoJzz33XLnt1RLm0rGoqChUq1YNGzdutPoRUVBQgC+//BJNmjQxl4W+ePGiwxK+S5cuBQC0a9fOvMxR1jdv3owDBw6Um3W1Y9ace+ihh1BSUoIPPvjAvOzatWtYvXo1mjVrZt7j7yg/+fn5WLBgAWrWrGn+QQsAGRkZ6N27N/z8/LB161anPwZM/ebatWutln/xxRcwGo12F/rVGubSOVdz2a1bN0RFRWH16tVWP+pXrFiBkpIS9OrVy7ysMtt7tWPWnHO1v7p8+bLdTp/r169j1qxZqFq1Krp3725e7ur21p3n9ChJThjUsCtXrgiDwSBGjhwp3njjDfHee++JIUOGCADi9ddfN69nuujsuHHjxJo1a8QXX3whhBBi2bJlAoAYMGCAWLx4sXjxxRdFtWrVRPPmzd2+cJvtubGm0pWmspdvvfWW07KXI0aMEEFBQeKXX34xL3vsscdEQECAOHz4sHmZO9VagoODRUpKinj99dfF22+/LR5++GGh0+lEQkKCVbUfIYRo2rSpePnll8XSpUvFv/71L1GjRg0RFxcn/vzzT6v18vLyRKNGjURUVJSYM2eOmD9/voiNjRW1a9cWWVlZ5vU2bNggAIjbbrvNXGrU8k/rJVmZS+f+/e9/CwCidevWYv78+WLevHmiadOmAoC5VK0QQsyfP1/ccccdYtKkSWLx4sVi3rx5olevXgKAuPfee62es3HjxuLBBx8Us2fPFu+++655gm9sbCyzdosvZq2wsFA0b95cBAQEiAkTJog333xTtG/fXvj7+4vNmzeb15s6dapo1aqVmDJlinjvvffEtGnTRFxcnNDpdFaZFEKIVq1amSdr2/Zr27ZtM69XVFQkmjdvLnQ6nUhJSRHvvvuumDBhgggKChK1atXS/IVTmUvnXM2lEH9fPLV9+/bizTffFBMmTBABAQGic+fOVnOs3Nneaw2z5pyr/dXy5ctFo0aNxKRJk8S7774rXnvtNXPlUtsy6a5ub915Tk/iQMpNRUVFYuLEiaJVq1YiNDRUGAwG0apVK7uJvAUFBeKRRx4R1apVEwDMQS8tLRWvvfaaiIuLE4GBgaJ169Zi06ZNdl8GVzh6zKVLl8Tw4cNFWFiYCA8PF8OHDxeHDh2y+gJ9/vnndl94IW4OWuLi4kSrVq1EcXGxEMK9L9Bjjz0mmjVrJkJDQ0VAQIBo3LixmDRpksNrPf3jH/8QsbGxomrVqqJ27driySefFJmZmQ6f99y5c+KBBx4QYWFhIiQkRNxzzz3i5MmTVuuYrmnh7M/R1ba1hLks2+rVq0WHDh1EtWrVRHBwsLjzzjvFJ598YrXO/v37xYMPPijq1asnAgMDhcFgEG3atBFvvPGG3UTZf/3rXyIhIUGEh4eLgIAAUa9ePfHUU09pfhAlBLNWnszMTDFy5EhRo0YNERgYKO68806xZcsWq3W2bdsmevXqJWJiYkRAQICoVq2a6N27t8PiOGX1a127drVa9/Lly2LcuHHi9ttvF4GBgaJmzZriH//4hzh16pRLbVcz5rJsruTS5KOPPhKtWrUSgYGBIjo6WowZM8ZuO+7O9l5rmDXnXO2vfvzxR3HvvfeKOnXqiKpVq4qQkBDRqVMn8fHHH9s9p6vbW3ee05N0t944ERERERERuYhzpIiIiIiIiNzkWj1C8qrLly+XWZLZ39/fZ6rikHIwl+QtzBopEXNJ3sKsqQdP7VOgbt26YefOnU7vj4uLw+nTp73XICIwl+Q9zBopEXNJ3sKsqQcHUgp04MCBMi98FxwcjKSkJC+2iIi5JO9h1kiJmEvyFmZNPTiQIiIiIiIichOLTRAREREREbmJxSYAlJaW4sKFCwgNDYVOp5O7OaQAQgjk5+ejdu3a8POTdn8D80e2mD+SGzNIcmL+SG6uZpADKQAXLlxAbGys3M0gBTp37hzq1q0r6Wswf+QM80dyYwZJTswfya28DHIgBSA0NBTAzQ8rLCxM5taQEuTl5SE2NtacDSkxf2SL+SO5MYMkJ+aP5OZqBjUzkHr77bcxd+5cZGRkoFWrVli4cCE6dOjg0mNNh3LDwsL4JSIr3jjMz/yRM8wfyY0ZJDkxfyS38jKoiWIT69atw/jx4zF16lQcPHgQrVq1QnJyMrKysuRuGhERERERaZAmBlJvvPEG/vnPf2LUqFFo1qwZ3n33Xej1eixbtqzCzylKS2HMyoIxKwuitNSDrSUqH/NHcmMGSU7MH8mJ+SNXqf7UvuLiYhw4cACTJ082L/Pz80PPnj2xd+9eh48pKipCUVGR+XZeXp7dOoUXL8IQHQ0AMGZmwhAV5eGWk69i/khOruQPYAZJOuwDSU7MH3mS6o9IXbx4ESUlJYi+FXiT6OhoZGRkOHzMzJkzER4ebv5jtRbyJuaP5MT8kdyYQZIT80eepPqBVEVMnjwZubm55r9z587J3STyIcwfyYn5I7kxgyQn5o88SfWn9tWsWRP+/v7IzMy0Wp6ZmYmYmBiHjwkMDERgYKDrL2I03vyrCL0e4AXeyIJX8ycX5l6xXM6fENI3hnyST/SBcmMf7JTb+SMqg+oHUlWrVkXbtm2xY8cODBw4EMDNq1Tv2LEDY8aM8chrGBo2rPBjRVISdGlp7NCowiqTP7kw9yonBIJ695a7FUQA1NkHyo19MJF3qH4gBQDjx4/HyJEj0a5dO3To0AELFiyA0WjEqFGjKv6kej12A+hUybbp0tMhsrKgCwmp5DNpAPeQuc5D+ZOL4nLP7LlFGI3wP3oUAHACQB0hyj4iwM+XPE3lfaDcrPpgfj+JJKOJgdRDDz2E7OxsvPzyy8jIyEBCQgK2bNliV4DCHXqDAS927IhDe/ZU6PEGAKarWOmcnGLoa7iHzHWVzZ9clJp7Zs89hYWFMNz69+0AUM7/S36+5Glq7QPl5qgP5veTSDqaGEgBwJgxYzx2Kh9w80rGabt3o7CwsEKPNxYUYHdMDPemWdClp0MYjco5SqFglc2fXJSae2bPTW4eDVDcEUhP4x59r1NrHyg3R32wLj0doqAAutBQ2dqlakqZo8d+SJE0M5CSgk6ng8FgKH9FB/R6PQZxbxoA6z1khYWFMGj1x5aHVSZ/clFa7pm9inH1aIBSj0B6Gvfoy0ONfaDcLPtgy+9naadO8D98mBmuAKXM0WM/pEwcSEmEe9P+ZszKAhTSEZG0lJZ7Zq9iXP3/qNQjkJ7GI5qkFpbfXWNBAQ7FxKA1AP+jR5lhdyhwjh77IWXiQEpC3Jt2Cz8Dn6Ko3CulHSrkyv9HpR2B9DSrI5rZ2TB4Yk8wT88hiZm+u3q9HgPj47Hn2DEAQKHRyKPyLlLSHD1J+iFv0nifx4EUERFViNKOQHqa5RFNT53ew9NzyFt0Oh22bd9uLhYT1Ls3wNP7XKKkvk2KfsibtN7ncSBFRNrFi8pKTlFHID0tMtLjp/fw9BzyJp3BgMMAEsDT+9ylmL5Ngn7ImypUjEhFR7E4kCIibeJFZamSPHV6jw7AQdwqJQ8WPiHv0ev1CA4KAq5dA8DsqZGSTjN0R2WKEanpKBYHUkSkSZYXlT0E4Ha9Xt4Gkep46vQeUVCAkFs/JJhF8qrCQtxxaxDF7KmTkk4zdEdlihGp6cg9B1IkPZ5eRd4mxM1JubdupsbHI10Jp2iQ6nji9B5jQYH538wieQ37Qc1QzGmGbnC1GJEOgGl4bwDwx61/q+XoKQdSJC2eXkXeJgREp04wWHTe27Zvh04FpwiQBtn0gcwieQX7QZKZS0fShEBQz57w37fPew3zMD+5G0DaZnt6FXhaAUlJiJuTWi1+POzGzQnXRF53K4+WfSCzSJJjP0gKYTqSZvWn18OAm0ef9Eajw0HUbkA1vxc5kCJJWe6JSI2Ph54dOUnl1h5Yy0mtUQBe7NiRuSPvc5BH9oEkOfaDpGS38omQECAkxC6npgGWmvLKU/tIWhbzo3haAUnGyR7Y4xkZiIyKYu7I60RBgV0et6WnM4skDSGAwkKHuWM/SLK6lU3Avl80MeXUNCdKr9erJq8cSJF0bOYGqOVLQSpj2gNr0TlHAbi9Y0ek8ccDyUEIlHbqBP9bN815VMHEaVIhiz7QsrdjP0iys9k+2+bTeOvfrVWcUw6kSDIsP03eIIxG7oElRbHt+5hHkpJtHwiwHyRlcJRNQN1HoGxxIEWSKTQaWXaVpGVT3pd7YEkJ7Po+5pGk4qAPNELde/hJ5SxO5XOUTUBb+azUQKqoqAiBgYGeagtpCUv+ktQclPc9fuoUIuvXZ9ZIPuz7yFuc9IGGqChV7+EnFbM5lc9y97kpm4C6j0DZcqtq39dff42RI0eiYcOGCAgIgF6vR1hYGLp27YoZM2bgwoULUrWTVEYUFLDkL0nHSXEJQ2SkZjpnUif2fSQ5IQCj0WkfaDAY2A+S99zKo6NMmlhmU2v5dGkgtXHjRtx+++149NFHUaVKFUyaNAkbNmzA1q1bsXTpUnTt2hXffPMNGjZsiCeffBLZ2dlSt5uU7NZEaxOW/CWPYnlfUir2fSQ1i/LR7ANJdhosZ+4ul07tmzNnDubPn4++ffvCz89+7DVkyBAAwPnz57Fw4UKsWrUK48aN82xLSTVsJ1qz5C95EotLkFKx7yOpsbAEKYkvFJMoj0sDqb1797r0ZHXq1MGsWbMq1SBSP7uJ1iz5Sx5kmS8WlyAlYd9HkmJhCVKKWwUlfKGYRHlYtY88ixOtSUo2+WJxCVIM9n0kJRaWIKWwKCjhC8UkyuP2QEoIgU8++QTfffcdsrKyUFpaanX/hg0bPNY4Uh/bida3a/ScWJLBrQITVvlicQlSCPZ9JIlbe/5FQYHdKc2tb03eJ/IaB4WeAN/Oo1tV+wBg7NixGD58OP744w+EhIQgPDzc6o98GCdak1QcFJhgvkgx2PeRFFhYgpTESaEnrReTKI/bR6RWrlyJDRs2oF+/flK0h1SME61JKo4KTDBfpBTs+0gKLCxBSuKs0JMhJMSnTuWz5fYRqfDwcDRs2FCKtpDKGQsKzP9OjY83V2shqqzCW1dJB/7eG8t8kVJY5pN9H3mK5TbVcs8/B1HkbaK0FBfPnDHfNm2HI6OiNHddKHe5PZB65ZVXMG3aNFy9elWK9pBKidJS/GkxwOZEa5LK8VOnkLZ7N/NFisS+jzzBdpt6/NQpZBUUsO8jrxOlpThWrRoiW7QwL+N2+G9un9o3ZMgQfPTRR4iKikL9+vUREBBgdf/Bgwc91jhSj8LsbDS5Nbj+NTgYd0RGytwi0hQhzP/09b1fpGzMJlWaECg8c8Z6mxoXB52D63gSSa0wOxst8/PNt4+GhiI+Lo593S1uD6RGjhyJAwcOYNiwYYiOjuYHSXZlf+ueOsUOnzzHJl9ERJrloMw5t6kkG5vtb/bx44hv2pR5tOD2QOqrr77C1q1b0cmiQhH5MEclqTk/gDzIdiL/7Xq9vA0ismVxxJSoMhyWOec2lWRid1kHHhm14/anERsbi7CwMCnaQmrDktTkBbYT+ZkvUhQeMSVPsSmjzzLnJCte1sElbg+kXn/9dbzwwgs4ffq0BM0hNWFJavI2TuQnpbE9YgoeMaUKss3S8YwMTugn2fCyDq5x+9S+YcOGobCwEI0aNYJer7crNnH58mWPNY6UrdBohGnfRBSA2zt2RBpPQSBPszhtip04KU1hYaG5H0yNj0c699hSBVluU1Pj45HOMuckI7s88vedQ24PpObPn88vNtmdznL81ClE1q/PbJBn8bQpUhEeMaUKs+nrmCWSFfPoMrcHUikpKU7v47WlfIfdBMTISH7JyONYaIIUj0dMyQPstqk8skkystv2Mo9OuT1H6tlnn3W43Gg0ol+/fpVuEKkAJyCSl7DQBCkaj5iSJ3CbSgrDba/r3B5IffXVV5g6darVMqPRiD59+uDGjRseaxgpFycgkhx4agEpDQtNkCdwm0pKxm1v2dweSG3btg1LlizBggULAAD5+fno1asXdDodtmzZ4un2kQJZ7qkYEx8PAycgkhfoCgt5vR5SFMu+cELz5tBzIEUVwG0qKRmHUGVzeyDVqFEjbNmyBa+++irefPNN9O7dG1WrVsXXX38Ng5uH/mbOnIn27dsjNDQUUVFRGDhwIH777Terda5du4bU1FREREQgJCQEgwcPRmZmptU6Z8+eRf/+/aHX6xEVFYWJEyfy6JiX7NLp+CUjrzA0bAjRuTMHU6RIO376CejShfmkSuE2lZQmqHdv9mtlqNDliVu2bIlNmzbhpZdegl6vr9AgCgB27tyJ1NRUfP/999i+fTuuX7+O3r17w2g0mtcZN24cvvzyS6xfvx47d+7EhQsXMGjQIPP9JSUl6N+/P4qLi7Fnzx588MEHWLFiBV5++eWKvDVyhV5/8zQWAP5Hj0IUFMjaHNIwvR67LW7q0tMhsrLYqZMyOMon+0Nyl+02lX0cyY2ZdJlOiPI/mdatWzs8P/LMmTOIiopCcHCwednBgwcr3Jjs7GxERUVh586d6NKlC3JzcxEZGYk1a9bggQceAAD8+uuvaNq0Kfbu3Yu77roLX3/9Ne655x5cuHAB0dHRAIB3330XkyZNQnZ2NqpWrVru6+bl5SE8PBy5ubkICwurcPt9hRACSa1aYc+xYwCAkpYt4X/4MKChc2i9mQnmzzkhBDp36oQTe/Ygy3J5UhJ0aWmaypwl5k8dHOVTK/0hM+g9tttUQPt9XHmYP3kxk67nwqXy5wMHDvRUu8qUm5sLAKhRowYA4MCBA7h+/Tp69uxpXqdJkyaoV6+eeSC1d+9exMfHmwdRAJCcnIynnnoKP/30E1q3bm33OkVFRSgqKjLfzsvLk+otaZJOp8O29HQcCgtDa/x9VEoXGip301SB+XOdTqdD2u7dyM7Kwu6YGJjqWpn2/DNz7mP+PMcyn4diYv7uD41G6DjPxSlm0Jppm7o7LMy6j8vKgi4qymd+uHoL81c+p5nkdteOSwMp2yp9UigtLcXYsWORlJSEFi1aAAAyMjJQtWpVVKtWzWrd6OhoZGRkmNexHESZ7jfd58jMmTMxbdo0D78D32IICUFqfLx5b0Vpp06a2AvrDcyfe3Q6HSKjojCoY0erPf/MXMUwf55lyudAi/6wsLCQBQPKwAzaM4SE4EWbPk4XE+NzRwG8gflzjaNMcrtrz6U5Ui6c/VdpqampOH78ONauXSv5a02ePBm5ubnmv3Pnzkn+mlpjPip167ZpLyyVj/lzn2nP//GMDGaukpg/z9PpdNi2fbvczVANZtCeZR9nN++O/ZxHMX+u4XbXNS4NpJo3b461a9eiuLi4zPVOnjyJp556CrNmzXKrEWPGjMGmTZvw3XffoW7duublMTExKC4uRk5OjtX6mZmZiImJMa9jW8XPdNu0jq3AwECEhYVZ/ZH7TEelTAr55XIJ81cxpj3/VpnLzuYEWDcxf9KwmkfMTJaJGXTM1Me92LEjoiyWc9vqWcyf6xxud5lHKy4NpBYuXIh58+YhJiYGDz30EObOnYvVq1fj008/xdKlSzF+/Hh06NABCQkJCAsLw1NPPeXSiwshMGbMGGzcuBHffvstGjRoYHV/27ZtERAQgB07dpiX/fbbbzh79iwSExMBAImJiTh27Biysv6eir59+3aEhYWhWbNmLrWDKsZ2LyxLZJLUbDPHkuikROwLqaLMRwFOnTIvY55ITvytVzaX5kjdfffd+PHHH7F7926sW7cOq1evxpkzZ3D16lXUrFkTrVu3xogRIzB06FBUr17d5RdPTU3FmjVr8PnnnyM0NNQ8pyk8PBzBwcEIDw/H6NGjMX78eNSoUQNhYWF45plnkJiYiLvuugsA0Lt3bzRr1gzDhw/HnDlzkJGRgSlTpiA1NRWBgYEV+EjIHTqDAYeAvydZc3IsSUxnMGA3wAmwpCy3ygWz4ARVlk6ngyEykttWUgy733rc5pq5dR2pTp06YeHChTh8+DCuXLmCa9eu4c8//8SXX36JMWPGuDWIAoBFixYhNzcX3bp1Q61atcx/69atM68zf/583HPPPRg8eDC6dOmCmJgYbNiwwXy/v78/Nm3aBH9/fyQmJmLYsGEYMWIEpk+f7lZbqGL0BoPVIV9dTAyPEJCk9AaD3akvpZ06MXMkK9u+sLCwUMbWkNpx20pKYptHbnP/5tJ1pLSO1xConIL8fBy2KJEJACI/X9V7Y3kNC2UTQiA7Kwvnb5WcBtSfOUvMnzoVZGYi5NbcXGNmJgxRUeU8QrmYQflpcdvqKuZPeQry83Hy1mVvAO1n0dVcuHVEisgRU4lMTo4lb2HhCVIiFpwgT3K4bWU/RzKxKzDGLALgQIo8gJNjSQ4sPEFKxj6QKsvRtpX9HMmF21zHOJAij7CcHAv8PRmRSEqmwhPm27cKTxDJ4lbBCYDXWyHPMG1b7fq5rCyf/wFL3sdtrj0OpMhjOBmRvI2FJ0hJWHCCpOCon2PxCZIDt7n2XCp/bqu0tBS///47srKyUFpaanVfly5dPNIwUh+dTodt6ek4dGsyIktkktRMp75kZ2Xh0K3CEywVTHIxn/ri5GLwRBVh2c/tjomxvvQD+zryIqfbXB/+ref2Eanvv/8ejRs3RtOmTdGlSxd069bN/Ne9e3cp2kgqYjsZ0df3VJD0HBWe4N5akouOP2hJAqZ+jkemSG6Otrm+/FvP7YHUk08+iXbt2uH48eO4fPkyrly5Yv67fPmyFG0kFTEflbp1m/MEyBtMubM7d5vZIyKNMBefyMhgX0ey4m+9v7k9kDp58iRee+01NG3aFNWqVUN4eLjVHxFLZJIcWIafFIf9HnmYsyNT3M6St/G33k1uD6TuvPNO/P7771K0hTSCJTJJDizDT0rD/JEUWBadlIC/9W5yqdjE0aNHzf9+5pln8PzzzyMjIwPx8fEICAiwWrdly5aebSGpkqlEptWkWB+ejEjeYVmGn4UnSBa3SqBzEjZJybIsOotPkFz4W8/FgVRCQgJ0Oh2ExSjz0UcfNf/bdJ9Op0NJSYnnW0mqYyqReWLPHmTdWlbaqRP8Dx9mB0+SMpWg3nPsGIBbk7GTkqBLS2P2SHK2+WO/R1JxtJ1lf0fexN96Lg6k/vjjD6nbQRrjtESm0QhdSIjczSMNMxeeCAuz3kvG7JEXOLwMBLNHEiizLDozR17A33ouzpGKi4sz/505cwZ16tSxWhYXF4c6dergzJkzUreXVMRRiUxO/idvYOEJkpPdJGxmjyTC4hMkN4e/9Xwof24Xm+jevbvDMue5ubm8jhTZsZ2MyMnX5A0sPEFyYr9H3sTiEyQ3Xy484fZAyjQXytalS5dgMBg80ijSFp3BYH2tgawsn/hykbwsC08AzB55F/s98ibL4hPmZbeKTzB35A2mwhPm2z6SP5cHUoMGDcKgQYOg0+mQkpJivj1o0CDcd999SE5ORseOHaVsK6mUafK1Ca/ETt7C7JFcmD3yNtPEf8tT/Jg78hZfzZ/LAynTBXeFEAgNDbW6CG9MTAwef/xxrFq1Ssq2kkqZJ/9bLuOV2MkLmD2SC7NH3mY+xS8jg7kjr/PV/LlUtQ8Ali9fDgCoX78+JkyYwNP4yC2myf+WJTILCwth8JGqLiQfZo/kwuyRt5km/g9i7kgGvpg/t+dITZ06FQaDAVlZWUhLS0NaWhqysrLKfyD5NMs9FQYABgAiOFjuZpEPcJQ9oxBW18UjkgL7PZID+zySk6/lz+2BVH5+PoYPH446deqga9eu6Nq1K+rUqYNhw4YhNzdXijaSRuh0OhhCQlAIoBBA5y5dNPvFImWxzV50TAw6d+7M/JHk2O+RHNjnkZx8KX9uD6Qee+wx7Nu3D5s2bUJOTg5ycnKwadMm/Pjjj3jiiSekaCNpiF6vR0JCAgDg8OHDyM7O1uQXi5RHr9cjKSnJfDs9PR1GDZ+3TcrBfo/k4KjPY/bIW3xlm+v2QGrTpk1YtmwZkpOTERYWhrCwMCQnJ2PJkiX48ssvpWgjaYhOp0NaWpr5dnR0tGb3UpCymLKXmZlpXsbskTew3yM5OOrzmD3yFl/Z5ro9kIqIiEB4eLjd8vDwcFSvXt0jjSJtMxgMPrGXgpRHp9MhMjLS6ugAs0fewH6P5GDq85g9koMvbHPdHkhNmTIF48ePR0ZGhnlZRkYGJk6ciP/7v//zaONIm3xlLwUpk+3RAWaPvIH9HsmF2SM5aX2b6/ZAatGiRfj+++9Rr149NG7cGI0bN0a9evWwZ88eLF68GG3atDH/ETnjaC9FYWGhvI0in2EwGJg98jr2eyQXZo/kpOVtrsvXkTIZOHCgBM0gX2TaSxEaGip3U8jH2GZPS3vHSNmYPZILs0dy0XL23B5ITZ06VYp2kI/S6XRyN4F8lGX2OnfujIMHDzKP5BXMHsmF2SO5aDV7bp/aBwA5OTlYunQpJk+ejMuXLwMADh48iPPnz3u0ceRbtLSHgpTPtiS11ibAknIxeyQXZo/kotXsuT2QOnr0KG6//XbMnj0b8+bNQ05ODgBgw4YNmDx5sqfbRz5EaxMQSdm0PgGWlIvZI7kweyQXrWbP7YHU+PHjkZKSgpMnTyIoKMi8vF+/fti1a5dHG0faZ7uHQksTEEn5tDwBlpSN2SO5MHskFy1mz+2B1P79+/HEE0/YLa9Tp45VSXQiV9juodDC3glSD9v8EXkL+z6SC7NHctFi9tweSAUGBiIvL89u+YkTJxAZGemRRpFvsZ2AqIUvFqmHFia7kjqx7yO5MHskF61lz+2B1IABAzB9+nRcv34dwM0P5OzZs5g0aRIGDx7s8QaS9vH0PlIKtXfopC5anXxNysftLslFa/2e2wOp119/HQUFBYiKisLVq1fRtWtXNG7cGKGhoZgxY4YUbSSN4+lVpBRa2DtG6qHVydekfNzukly01u+5fR2p8PBwbN++Hbt378bRo0dRUFCANm3aoGfPnlK0j3yE5aFeNX+hSH1Me8cOHz5s3jsWEhIid7PIR5gmX5vyV1hYCIPBIHezyAdwu0tyse331LzdrdB1pACgU6dOePrpp/HCCy9wEEUepfa9E6QuWts7RurCIwOkBOz3yJu0tN11ayBVWlqKZcuW4Z577kGLFi0QHx+PAQMG4MMPP1TtB0DKwPO1SU5aLMlK6sGCJyQHbndJTlrZ7ro8kBJCYMCAAXjsscdw/vx5xMfHo3nz5jhz5gxSUlJw//33V6ohs2bNgk6nw9ixY83Lrl27htTUVERERCAkJASDBw9GZmam1ePOnj2L/v37Q6/XIyoqChMnTsSNGzcq1RbyPu6VJTkxf6QU3ClJ3qLFUtSkHlrJn8sDqRUrVmDXrl3YsWMHDh06hI8++ghr167FkSNH8M033+Dbb7/Fhx9+WKFG7N+/H4sXL0bLli2tlo8bNw5ffvkl1q9fj507d+LChQsYNGiQ+f6SkhL0798fxcXF2LNnDz744AOsWLECL7/8coXaQfLiXlmSE/NHSqDmU1xIfbRWiprURQv5c3kg9dFHH+Gll15C9+7d7e7r0aMHXnzxRaxevdrtBhQUFGDo0KFYsmQJqlevbl6em5uL999/H2+88QZ69OiBtm3bYvny5dizZw++//57AMC2bdvw888/Y9WqVUhISEDfvn3x6quv4u2330ZxcbHbbSHlUOOXibSD+SNv0lo5YFIPnt5HctJC/lweSB09ehR9+vRxen/fvn1x5MgRtxuQmpqK/v372xWsOHDgAK5fv261vEmTJqhXrx727t0LANi7dy/i4+MRHR1tXic5ORl5eXn46aefnL5mUVER8vLyrP5IWdS6Z8IVzJ/yMX/kTVqaeO0KZlA5fPG0ZuZPObSQP5cHUpcvX7YasNiKjo7GlStX3HrxtWvX4uDBg5g5c6bdfRkZGahatSqqVatm9zoZGRnmdWzbZLptWseRmTNnIjw83PwXGxvrVrtJGlrYM+EK5k+ZmD+Sk1YmXruCGVQWXzutmflTFrXnz+XrSJWUlKBKFeer+/v7u1Xk4dy5c3juueewfft2BAUFufw4T5g8eTLGjx9vvp2Xl8cvkgKY9kyEhoYCgFunt+j1etV8GZk/ZWL+SE6VyZ+JWnLIDCqXu7lTS+YsMX/KpcZ+z+WBlBACKSkpCAwMdHh/UVGRWy984MABZGVloU2bNuZlJSUl2LVrF9566y1s3boVxcXFyMnJsToqlZmZiZiYGABATEwMfvjhB6vnNVX1M63jSGBgoNP3QfKy/DKUdQTUVlJSEtLS0lTRoTN/ysX8kZwqmj8TteSQGVQud3OnlsxZYv6US439nsun9o0cORJRUVFWh0Mt/6KiojBixAiXX/juu+/GsWPHzFc1Pnz4MNq1a4ehQ4ea/x0QEIAdO3aYH/Pbb7/h7NmzSExMBAAkJibi2LFjyMrKMq+zfft2hIWFoVmzZi63hZRDr9cjKSnJ7celp6cjOztb0/MKSHrMH8mpovkzYQ6pIiqTO2aOKkvt/Z7LR6SWL1/u0RcODQ1FixYtrJYZDAZERESYl48ePRrjx49HjRo1EBYWhmeeeQaJiYm46667AAC9e/dGs2bNMHz4cMyZMwcZGRmYMmUKUlNTubdBpUynt7g6P8BoNJr3YERHR8u+Z4LUjfkjObmbPxPmkCqjIrlj5shT1N7vuTyQksP8+fPh5+eHwYMHo6ioCMnJyXjnnXfM9/v7+2PTpk146qmnkJiYCIPBgJEjR2L69OkytpoqS6fTwWAwuLSuaU9Geno6gJt7JoxGI0JCQqRsImkY80dycid/Jo5ymJ2djcjISP6wJZe4mztmjjxJzf2eTvB4LPLy8hAeHo7c3FyEhYXJ3RxykxAC2dnZ5j0TCQkJOHjwYKW+SN7MBPOnbswfKYFtDoHKzR1gBqk8ns6cJeaPXKGEDLo8R4pIqXQ6HSIjI32mdDApC/NHSmDKoeVcg/T0dGaRJMPMkdyUkEEOpEgTbC/qZjQaOfmVvIb5IyUw5dBUvRYAc0iScpQ59n/kTXJnkAMp0gzb0sGdO3dmZ05ew/yREtjONWAOSWq2mWP/R94mZwY5kCLNsC2hKXdJTPItzB8phV6vtzrVlDkkqbH/I7k5ymBFLvDrLg6kSDMcHd7lnjHyFuaPlML2VFPmkKTG/o/k5iiD3sgfB1KkKUqYeEi+i/kjpTAYDMwheRX7P5KbHMWfOJAizeGEa5KT3BNfiQD2gyQP9n8kN28Xf+JAijSJE65JTpx8TUrAfpDkwP6P5ObN4k8cSJFmccI1yUmuia9Elmz7QWaQvIHFJ0hO3swfB1KkWZxwTXKSa+IrkSXbfpAZJG9g8QmSkzfzx4EUaRonXJOc5Jj4SmTLYDAwg+R1LD5BcvJW/jiQIk3jxFeSm7cnvhLZYgZJLix6QnLyxm9ADqRI8zjxleTmzYmvRI4wgyQXFj0hOUn9G5ADKfIJnPhPcuLEa5Ib+0CSE4s/kZyk3AZzIEU+gRP/SU6ceE1yYx9IcmLxJ5KTlNtgDqTIZzia+J+dnc35AuQVzia+cs8seQv7QJKTo+JPzB95i1TbYA6kyKc42isWEhLCKkLkFc72ijF/5C3sA0kuzvo/5o+8RYptMAdS5HNs94oReZOjvWJE3sQ+kOTC/o/k5ukMVvHIsxCpiGmPhOUeCL1eL2OLyNfYZpD5I29iH0hyYv5Ibp7cBnMgRT7JthwmkbcxgyQn5o/kxPyR3DyVQZ7aR0RERERE5CYOpIiIiIiIiNzEU/sAc9nDvLw8mVtCSmHKgjdKsjJ/ZIv5I7kxgyQn5o/k5moGOZACkJ+fDwCIjY2VuSWkNPn5+QgPD5f8NQDmj+wxfyQ3ZpDkxPyR3MrLoE7wKmgoLS3FhQsXEBoaCp1OJ3dzKiwvLw+xsbE4d+4cwsLC5G6O10jxvoUQyM/PR+3ateHnJ+0ZsMyfujF/nuerWXKVNz4fX89gWZjPm6T8HJg/5qwsSuoDeUQKgJ+fH+rWrSt3MzwmLCzMJ790nn7fUu8FM2H+tIH58zxfzZKrpP58mMGyMZ83SfU5MH83MWfOKaEPZLEJIiIiIiIiN3EgRURERERE5CYOpDQkMDAQU6dORWBgoNxN8Spffd9K46v/H3z1fUuJn2nZ+PnIi5//TfwcpMXP1zklfTYsNqFiKSkp+O9//4vTp0+Xud7p06fRoEEDLF++HCkpKV5pG/kGZpDkxPyRnJg/khszKD8ekZLImjVrsGDBArmb4VW//fYbxo0bh44dOyIoKAg6nc7hl/vSpUuYO3cuunTpgsjISFSrVg133XUX1q1bZ7fuf//7X+h0Ood/33//vdO25OTkICoqCjqdDp988okn36Zq+GIGbfXq1Qs6nQ5jxoxxeH9mZiaeeOIJ1KlTB0FBQahfvz5Gjx5ttc6GDRvw0EMPoWHDhtDr9bjjjjvw/PPPIycnx2q9srKq0+kwY8YMqd6mIvly/tatW4fExEQYDAZUq1YNHTt2xLfffmu+/9y5c5g2bRo6dOiA6tWro2bNmujWrRu++eYbu+fatWsXBgwYgNjYWAQFBSEmJgZ9+vRBenq6w9fes2cPOnXqBL1ej5iYGDz77LMoKCiQ7L0qlS/m75VXXnHY9wQFBTlc//3330fTpk0RFBSE2267DQsXLrRbx9XtOgCMGzcObdq0QY0aNaDX69G0aVO88sorPpk/wDczaFJeH2jiyja4fv36Trert912m3m9q1evYvTo0WjRogXCw8MREhKCVq1a4T//+Q+uX78u2Xtl1T6JrFmzBsePH8fYsWMle40lS5agtLRUsud31969e/Hmm2+iWbNmaNq0KQ4fPux0vX/961/o168fpkyZgipVquDTTz/FP/7xD/z888+YNm2a3WOeffZZtG/f3mpZ48aNnbbl5ZdfRmFhYaXej9r5YgYtbdiwAXv37nV6/7lz55CUlAQAePLJJ1GnTh1cuHABP/zwg9V6jz/+OGrXro1hw4ahXr16OHbsGN566y1s3rwZBw8eRHBwMACgadOmWLlypd3rrFy5Etu2bUPv3r09+O6Uz1fz98orr2D69Ol44IEHkJKSguvXr+P48eM4f/68eZ3PP/8cs2fPxsCBAzFy5EjcuHEDH374IXr16oVly5Zh1KhR5nVPnDgBPz8/PPnkk4iJicGVK1ewatUqdOnSBV999RX69OljXvfw4cO4++670bRpU7zxxhv4888/MW/ePJw8eRJff/21Vz8Huflq/gBg0aJFCAkJMd/29/e3W2fx4sV48sknMXjwYIwfPx5paWl49tlnUVhYiEmTJpnXc3W7DgD79+9H586dMWrUKAQFBeHQoUOYNWsWvvnmG+zatUvyMuZK46sZdKUPBFzfBi9YsMBuMH7mzBlMmTLFart69epV/PTTT+jXrx/q168PPz8/7NmzB+PGjcO+ffuwZs0aad6wIEn0799fxMXFyd0MIYQQf/zxhwAgli9fLunrXLp0SeTl5QkhhJg7d64AIP744w+79U6dOiVOnz5ttay0tFT06NFDBAYGioKCAvPy7777TgAQ69evd7kdx44dE1WqVBHTp093+7Fa4osZNLl69aqoX7++OQOpqal26/Tt21c0aNBAXLx4sczn+u677+yWffDBBwKAWLJkSbltady4sbjttttcbrtW+GL+9u7dK3Q6nXjjjTfKXO/48eMiOzvbatm1a9dEkyZNRN26dct9HaPRKKKjo0VycrLV8r59+4patWqJ3Nxc87IlS5YIAGLr1q1uvBP188X8TZ06VQCwy5atwsJCERERIfr372+1fOjQocJgMIjLly+bl7m6XXdm3rx5AoDYu3ev629EI3wxg672gUK4vg125NVXXxUARHp6ernrjhkzRgAQf/31l9uv4wrf2j3gIfn5+Rg7dizq16+PwMBAREVFoVevXjh48CAAoFu3bvjqq69w5swZ8+HH+vXrAwCKi4vx8ssvo23btggPD4fBYEDnzp3x3Xffud2OlJQU8/Oa5OTkICUlBeHh4ahWrRpGjhxpdwpSVlYWIiMj0a1bNwiLKXK///47DAYDHnroIfOywsJC/Prrr7h48WK57alRowZCQ0PLXa9BgwaIi4uzWqbT6TBw4EAUFRXh1KlTDh+Xn5+PGzdulPv8zz33HO6//3507ty53HXVihks25w5c1BaWooJEyY4vP/XX3/F119/jYkTJyIiIgLXrl1zeui/W7dudsvuv/9+AMAvv/xSZjt++OEH/P777xg6dKjLbVcD5s+xBQsWICYmBs899xyEEE5PaWrevDlq1qxptSwwMBD9+vXDn3/+ifz8/DJfR6/XIzIy0up95eXlYfv27Rg2bJjVdVVGjBiBkJAQfPzxx+W2Xy2Yv7IJIZCXl2f13Ja+++47XLp0CU8//bTV8tTUVBiNRnz11VfmZa5u150xfT62n4HaMYOOudoHurMNdmTNmjVo0KABOnbsWO66UmeQA6kKePLJJ7Fo0SIMHjwY77zzDiZMmIDg4GDzj6p//etfSEhIQM2aNbFy5UqsXLnSfJ5sXl4eli5dim7dumH27Nl45ZVXkJ2djeTk5DIPmbtCCIH77rsPK1euxLBhw/Dvf/8bf/75J0aOHGm1XlRUFBYtWoSdO3eaz4kuLS1FSkoKQkND8c4775jX/eGHH9C0aVO89dZblWqbKzIyMgDA7gcGAIwaNQphYWEICgpC9+7d8eOPPzp8jvXr12PPnj2YM2eOpG2VGzPo3NmzZzFr1izMnj3bfNqdLdNclOjoaNx9990IDg5GcHAw+vbtW+6kXaDsrFpavXo1AGhuIMX8ObZjxw60b98eb775JiIjIxEaGopatWq5nN2MjAzo9Xro9Xq7+/Ly8nDx4kX8+uuveOmll3D8+HHcfffd5vuPHTuGGzduoF27dlaPq1q1KhISEnDo0CGX2qAGzF/ZGjZsiPDwcISGhmLYsGHIzMy0ut+UBdustG3bFn5+fpXKyo0bN3Dx4kVcuHAB27Ztw5QpUxAaGooOHTpU+DmViBl0zNU+sDLb4EOHDuGXX37BI4884vD+4uJiXLx4EefOncPGjRsxb948xMXFlTkdpFIkOc6lceHh4Q5PFbLk7JDujRs3RFFRkdWyK1euiOjoaPHoo4+61Y6RI0davcZnn30mAIg5c+ZYvV7nzp0dHtJ9+OGHhV6vFydOnDAfsv/ss8+s1jGdWjd16lS32ubuKQCXLl0SUVFRonPnzlbL09PTxeDBg8X7778vPv/8czFz5kwREREhgoKCxMGDB63WLSwsFPXq1ROTJ0+2arsWT+1jBp174IEHRMeOHc234eDUvmeffVYAEBEREaJPnz5i3bp1Yu7cuSIkJEQ0atRIGI3GMl9j9OjRwt/fX5w4ccLpOjdu3BDR0dGiQ4cOLrVbTZg/e5cvXzZnKiQkRMydO1esW7dO9OnTRwAQ7777bpmPP3nypAgKChLDhw93eH9ycrIAIACIqlWriieeeEJcvXrVfP/69esFALFr1y67xz744IMiJiamzNdXE+bPsQULFogxY8aI1atXi08++UQ899xzokqVKuK2226zOt0zNTVV+Pv7O3yOyMhI8Y9//MPhfa5s1/fu3WvOKQBxxx13ODw9Wu2YQXvu9IGV2QY///zzAoD4+eefHd7/0UcfWWWwXbt24ujRo2W2vTI4kKqAuLg40a5dO3H+/Hmn67hybmxJSYm4dOmSyM7OFv379xcJCQlutcP2C/T444+LKlWqiPz8fKv1Pv74Y4dfoEuXLolatWqJli1blrkBrwh3BlIlJSWiT58+omrVquLw4cPlrn/y5EkRHBxsNz/g5ZdfFrVq1TK/fy0PpJhBx7799luh0+nEDz/8YF7maCD16KOPCgCiefPmoqSkxLzc1AGXNfdp9erVAoB44YUXymzL1q1bBQDxn//8p4LvRrmYP3tnz541b7jXrl1rXl5SUiKaNWtW5twno9EoEhISRPXq1Z1+pocOHRLbtm0T77//vujSpYsYNWqU1fv88MMPBQCxb98+u8cOHz5chIeHV/i9KQ3z5zpTfzVz5kzzskcffVQEBwc7XD82Nlbcd999Du9zZbuem5srtm/fLj777DPxwgsviDZt2ogvv/yyMm9BkZhBe+70gRXdBpeUlIg6deqI1q1bO21HRkaG2L59u1i/fr148sknRWJioqRz9HhqXwXMmTMHx48fR2xsLDp06IBXXnnF6bweRz744AO0bNkSQUFBiIiIQGRkJL766ivk5uZWql1nzpxBrVq1rKr1AMAdd9zhcP0aNWrgzTffxNGjRxEeHo4333yzUq9fUc888wy2bNmCpUuXolWrVuWu37hxY9x333347rvvUFJSAuDmNRLmzp2LGTNm2L1/LWIG7d24cQPPPvsshg8fblfh0ZbplL8hQ4ZYVZJ68MEHUaVKFezZs8fh49LS0jB69GgkJyeXW8589erV8Pf3tzrXXCuYP3umTAUEBOCBBx4wL/fz88NDDz2EP//8E2fPnrV7XElJibli6SeffILatWs7fP6EhAT06tULjz76KLZv344ffvjB6nowptcvKiqye+y1a9ecnuaqRsyf6x555BHExMRYldYPDg5GcXGxw/Urm5WwsDD07NkT9913H2bPno3nn38e9913H44cOVLh51QiZtCeO31gRbfBO3fuxPnz58s8XT46Oho9e/bEAw88gEWLFuGee+5Br169zKfkexoHUhUwZMgQnDp1CgsXLkTt2rUxd+5cNG/e3KXysqtWrUJKSgoaNWqE999/H1u2bMH27dvRo0cPWUpYbt26FQBw5coV/Pnnn15//WnTpuGdd97BrFmzMHz4cJcfFxsbi+LiYhiNRgA3y53XqVMH3bp1w+nTp3H69GnzlyY7OxunT59WXInQymAG7X344Yf47bff8MQTT5gzYDrXOj8/H6dPnzaXxDf9WI2OjrZ6Dn9/f0RERODKlSt2z3/kyBEMGDAALVq0wCeffIIqVZxfPeLq1avYuHEjevbsafcaWsD82atRo4b5R5FtuemoqCjza9j65z//iU2bNmHFihXo0aOHS69VtWpVDBgwABs2bMDVq1cBALVq1QIA/PXXX3br//XXX04HaGrE/LknNjYWly9fNt+uVasWSkpKkJWVZbVecXExLl265NGsDBo0CACwdu1ajz2nEjCD9tzpAyuyDQZu7qD08/PDww8/7HK7HnjgARQUFODzzz93+THu4ECqgmrVqoWnn34an332Gf744w9ERERY7aHW6XQOH/fJJ5+gYcOG2LBhA4YPH47k5GT07NkT165dq3Sb4uLi8Ndff9lVSfntt98crm86CvTCCy8gMjLSfD0Tb3n77bfxyiuvYOzYsVbXrXDFqVOnEBQUZN7rcvbsWfz+++9o2LAhGjRogAYNGpi/aE8//TQaNGiAvLw8j78HOTGD1s6ePYvr168jKSnJnIEGDRoAuDnIatCgAbZt2wbg5qRqAHbXtTBNUo2MjLRa/r///Q99+vRBVFQUNm/eXO5Rzy+++AL5+fmaKzJhifmz5ufnh4SEBGRnZ9vt7b9w4QIA2OVq4sSJWL58OebPn+/WDwPg5mBdCGGu8NeiRQtUqVLFrhBPcXExDh8+jISEBDffkbIxf64RQuD06dNW2TNlwTYrP/74I0pLSz2alaKiIpSWllb6SIsSMYPW3OkD3d0GAzez9Omnn6Jbt25uDfZNO5ukyiAHUm4qKSmx+58RFRWF2rVrW51SYTAYHP5PM43ShUW5yX379pV54VBX9evXDzdu3MCiRYus2uvoauU5OTl47LHH0KFDB7z22mtYunQpDh48iNdee81qvYqUXnXFunXr8Oyzz2Lo0KF44403nK6XnZ1tt+zIkSP44osv0Lt3b/Mh4X//+9/YuHGj1d+rr74KAHjhhRewceNGGAwGj74HuTCDjv3jH/+wy8DGjRvN7dq4cSPuvPNOADdL00ZFRWH16tVWG68VK1agpKQEvXr1Mi/LyMgwZ23r1q0OO3hba9asgV6vN5dJ1xLmz7mHHnoIJSUl+OCDD8zLrl27htWrV6NZs2ZWG/+5c+di3rx5eOmll/Dcc885fU7bowamtn/66aeIjY017+kNDw9Hz549sWrVKqvy6StXrkRBQQEefPDBctuvBsyfc462l4sWLUJ2drbVhZt79OiBGjVqWLXTtK5er0f//v3LfS1H78dR+eqlS5cCsK8QqGbMoHOu9oHubINNNm/ejJycHKc7KC9evOiw5L/kGZRs9pVGXblyRRgMBjFy5EjxxhtviPfee08MGTJEABCvv/66eb05c+YIAGLcuHFizZo14osvvhBCCLFs2TIBQAwYMEAsXrxYvPjii6JatWqiefPmbl+4zXaSYUlJiUhKShJ+fn7i6aefFm+99Zbo0aOHaNmypd0kwxEjRoigoCDxyy+/mJc99thjIiAgwKrggzsVg3JycsSrr74qXn31VXOVlueff168+uqrYuHCheb19u3bJ6pWrSoiIyPFsmXLxMqVK63+/ve//5nX7d69u+jXr5/497//Ld577z0xduxYodfrRXh4uNOKLbZt11qxCWbQPXByQV7TRXXbt28v3nzzTTFhwgQREBAgOnfuLG7cuGFer1WrVubiErZZ3bZtm93zXrp0SQQEBDitfKV2zJ9zhYWFonnz5iIgIEBMmDBBvPnmm6J9+/bC399fbN682bzehg0bBABx22232WVq5cqVIiMjw7xumzZtxIABA8SMGTPEkiVLxP/93/+JunXrCj8/P7u+7cCBAyIwMFC0bt1aLFq0SPzrX/8SQUFBonfv3m58qsrG/DkXHBwsUlJSxOuvvy7efvtt8fDDDwudTicSEhLsqqC9/fbbAoB44IEHxJIlS8SIESMEADFjxgyr9Vzdrm/cuFHExsaKcePGiXfeeUcsWLBADB48WOh0OtGuXTu7KnVqxgw652ofKITr22CTwYMHi8DAQJGTk+PwtefPny/uuOMOMWnSJLF48WIxb9480atXLwFA3HvvveW2vaI4kHJTUVGRmDhxomjVqpUIDQ0VBoNBtGrVSrzzzjtW6xUUFIhHHnlEVKtWTQAwB720tFS89tprIi4uzrzB27Rpk92XwRWOHnPp0iUxfPhwERYWJsLDw8Xw4cPFoUOHrL5An3/+ud0XXggh8vLyRFxcnGjVqpUoLi4WQrj3BTJdOdvRn2U7ly9f7nQ92y/6f/7zH9GhQwdRo0YNUaVKFVGrVi0xbNgwcfLkyXLbo9WBFDPoHmcDKSFuVghq1aqVCAwMFNHR0WLMmDEiLy/P7vHO/rp27Wr3nO+++64AYN5oag3zV7bMzEwxcuRIUaNGDREYGCjuvPNOsWXLFqt1pk6dWmauLMtFv/XWW6JTp06iZs2aokqVKiIyMlLce++9DsucCyFEWlqa6NixowgKChKRkZEiNTXVLtNqxvw599hjj4lmzZqJ0NBQERAQIBo3biwmTZrk9P//e++9J+644w5RtWpV0ahRIzF//nxRWlpqtY6r2/Xff/9djBgxQjRs2FAEBweLoKAg0bx5czF16lRRUFBQbtvVhBksmyt9oIkr22AhblaDDAoKEoMGDXL6uvv37xcPPvigqFevnggMDBQGg0G0adNGvPHGG+L69esutb0idEI4ufQ1EREREREROcQ5UkRERERERG5yXr+XZHP58mWn13gAbk5UdGXCO1FFMYMkJ+aP5MT8kdyYQfXgqX0K1K1bN+zcudPp/XFxcebr4xBJgRkkOTF/JCfmj+TGDKoHB1IKdODAAacXIwNuXhE6KSnJiy0iX8MMkpyYP5IT80dyYwbVgwMpIiIiIiIiN3GOFIDS0lJcuHABoaGhTq9ETb5FCIH8/HzUrl3bfNFfqTB/ZIv5I7kxgyQn5o/k5moGOZACcOHCBcTGxsrdDFKgc+fOoW7dupK+BvNHzjB/JDdmkOTE/JHcyssgB1IAQkNDAdz8sMLCwmRuDSlBXl4eYmNjzdmQEvNHtpg/khszSHJi/khurmZQMwOpt99+G3PnzkVGRgZatWqFhQsXokOHDi491nQoNywsjF8isuKNw/zMHznD/JHcmEGSE/NHcisvg5q4IO+6deswfvx4TJ06FQcPHkSrVq2QnJyMrKwsuZtGREREREQapImB1BtvvIF//vOfGDVqFJo1a4Z3330Xer0ey5Ytq/BzitJSGLOyYMzKgigt9WBricrH/JGcmD+SGzNIcmL+yFWqP7WvuLgYBw4cwOTJk83L/Pz80LNnT+zdu9fhY4qKilBUVGS+nZeXZ7dO4cWLMERHAwCMp07BEBXl4Za7Sa8HWE1GE1SZP1/hA98z5k8GPpArd7idwcxMZpA8hn2gl2m8/1P9QOrixYsoKSlB9K3Am0RHR+PXX391+JiZM2di2rRpLr+GoWHDSrXRE0RSEnRpaZoOo69QY/58hS98z5g/7/OFXLnD3QwSeRL7QO/Sev+niVP73DV58mTk5uaa/86dO2e/kl6P3d5vmlO69HQIo1HuZpAHqDF/vsIXvmfMn/f5Qq7c4VIGiSTCPtC7tN7/qf6IVM2aNeHv74/MzEyr5ZmZmYiJiXH4mMDAQAQGBpb5vHqDAS927IhDe/Z4rK0VYQBgKplRmJ0Ng5JH9Bo/fOspasqfr3D4PdNonpk/7wkBYNoyFRYWwhASImdzFMOVDBJJhX2gd/hK/6f6gVTVqlXRtm1b7NixAwMHDgRw8yrVO3bswJgxYyr8vDqdDmm7d6OwsNBDLa0YY1YWcOuwstIPL2v98K03KSV/vsLR98yX88z8eYAQqJqYCBw/LndLiMhN7AMryYf6P9UPpABg/PjxGDlyJNq1a4cOHTpgwYIFMBqNGDVqVKWeV6fTwWAweKiVFRQZid0AOsnbCpfo0tMhCgqg88IF9HyBIvLnKxx8z0ynI+g0uhetPMxf5Yj8fOhu/Yg4BOB2vV7eBhGRW9gHVpwoKPCZ/k8TA6mHHnoI2dnZePnll5GRkYGEhARs2bLFrgCFGqnh8LLlaVGlnTrB//Bhn9yLT+pl+T2zOs1Pw6cjkISEuNkX3rqZGh+PdP4gIyIfUVhYCFOPp/X+TxMDKQAYM2ZMpU7lUyo1HF42FhTgUEwMWgPwP3rUp/fikzpZfs8sT/MjqghhNML/6FEAN/fGbktPh447l4jIB23bvl3T/Z9mBlJapvTDy3q9HgPj47Hn2DEAQKHRyL34pDrm75mCv2ukDoVGo/XeWPaHlWM03vzzJo0WmyHyCiHM/9TyIArgQIo8QKfTYdv27cCtKolBvXsDPL2PiHyREDf7wFu0vjfWG+QotOTLxWaIKsWmD9Q6DqTII3QGAw4BPL2P1M9iTxqRu0RBgdVpfbfzCGfF3LqOj1yFlnTp6RBZWcrdjvGIGSmU7anNWi40AXAgRR6iNxiQanl6Hyfpkxr52J408jAWmfAYuQotWRab0Tm5FqUS8IgZKZUvFZoAOJAiD7E9vY9IjXxtTxp5FotMeI5chZaMBQXYHROj+EuO+PrlGUgdfOHUZg6kyHN4ShSpmCgtxcUzZxB567Yv7EkjzzIWFMD0s5ZFJipPjkJLer0egxR8yRHLI2YXz5yBPjKyrNWt6GvWhM7PT5J2EZmI0lLzv7U+iAI4kCIPEaWl+LNhQzSRuyFEFSBKS3GsWjW0zM83L/OFPWnkObZ9IPOjTkq/5Ijl5RkiW7Rw67FHQ0MRn5PDwRRJxhd/C3IgRZUnBArPnEGTq1cBAL8GB+OOmjVlbhSRC4QACgtRmJVlNYg6GhqKeDf29BIVZmdb94HMj2op+ZIj+rg4HA0NteqvXNUyPx/GixdhiIqSoGVEDvpBH/gtyIEUVY4QEJ06wWBxGkTdU6e4x4uU71Z2dXv2wPInU/bx44hv2pQZJtfZFClhH0hS0fn5IT4nB8aLF11+TGF2tttHr4jc5qP9IAdSVHFC3CwPazGI2g2gNecFkJLdOgolCgqssgvcym9cnE90/uQht/pBqyIl7ANJQjo/Px5VIsWxK9bkI/0gfy1QxZj25ltU6YsC8GLHjtAr9JQIIlNuERJil10DmF9yk4N+MDU+nhkiIp9jOa/Q+rFWqAAAKSZJREFUl/pBHpGiChFGo92RqOMZGYiMiuIEa1Is29wCf2fXEBICvV7P/JLLHPWDLHlORL7Ol4rtcCBF7jFNzs/ONs8riQJwe8eOSOMgipTKSW6NAFozu1QRQjjuB33kdBYiIjMhAKPRfNOXtqccSJHrnEzOP37qFCLr1/epLw6pSBm5NURF8SgUuc9BkR32g0Tkkxz0h76Ec6TINQ4KSwA3T2UxREbyxwMpz609ZGXl1mAwMLvkHidFdtgPkmIJIXcLSMNsCzftBgC9Xrb2eBsHUlQ+J4UlODmfFItFJUgKLLJDamNTkprIo4RAaadO5pu+2B9W6tS+oqIiBAYGeqotpFDOCktwcj4pFYtKkBRYZIfUxq4ktQ8dKSDp2ebLF/tDt45Iff311xg5ciQaNmyIgIAA6PV6hIWFoWvXrpgxYwYuXLggVTtJLrcmVJuY9jZERkXxtChSJgeZNR2FYm6pwsroC5knUipfLUlN3lFoUWAiNT7eJ/tDl45Ibdy4EZMmTUJ+fj769euHSZMmoXbt2ggODsbly5dx/PhxfPPNN3j11VeRkpKCV199FZGRkVK3naTGCdWkNk4yy6ISVCnsC0kDfKkkNXmBzWmjvpovlwZSc+bMwfz589G3b1/4+dkfxBoyZAgA4Pz581i4cCFWrVqFcePGebal5F1OJlS35oRqUqJb5c0dTXptfauoBFFFOcsV+0JSNB8uSU3SEwUF1qeN+uh21qWB1N69e116sjp16mDWrFmVahApgEW5aBPzNVJ89ItCCmaRV8ufCcwsecStydT+t24yV6QKPl6SmiRm0y+mxscj3Uf7RF5Hiqw5ORLlixMISQXKKMvPzFKl3cqXr0+mJvVxeBSVhSbIQ2yPRm1LT/fZPtHtgZQQAp988gm+++47ZGVlobS01Or+DRs2eKxx5GVlHYniDwdSGid5NQJozcxSZTnIV2p8PNKZK1I6HkUlKTk6GhUSImuT5OT2QGrs2LFYvHgxunfvjujoaG5QNISlfUlNWJafpOQoX76815XUgyWpSUq2+fL1ftHtgdTKlSuxYcMG9OvXT4r2kIwKjUaY9lfxSBQpHfNKUiosLLTPlw/vdSWVuFWm35RdHkUlT7Pc9vr60SigAgOp8PBwNGzYUIq2kJxsyliytC8pGvNKXsR8kSo4KDDhqyWpSSIseW7HrQvyAsArr7yCadOm4erVq1K0h+TgYEK1gaV9ScFsJ7oyr+RxQpj/yYs4k+I5KRSl47wo8iDbbS/zVYGB1JAhQ3DlyhVERUUhPj4ebdq0sfojlTFNqI6JMS/i1c9J0W5NdDVhXsnjbPa6Eimag+14FIAXO3Zk30iew22vQ26f2jdy5EgcOHAAw4YNY7EJDeCEalIbTnQlqdlm7HaWjSYFY6Eo8gZuex1zeyD11VdfYevWrehkMSol9XI4Yd/HJw6SsnGiK0nNstCEL19okhROCKCw0Kq4BAvvkFS47XXM7YFUbGwswsLCpGgLeRsn7JPacKIreRkzRopkcZ0zy2E+t+MkCW57nXJ7jtTrr7+OF154AadPn5agOeRNnLBPasOJruRt7BNJUYQAjEa7whLAzVP6uB0nKdie1sdt79/cPiI1bNgwFBYWolGjRtDr9QgICLC6//Llyx5rHEnI0ZWp+cUgJWNmiciXWRyFshwqRQEwAmjdsSPS2CeSBHi6s3NuD6Tmz5/PvR0aYLtnn5MGSek40ZVkYVEGnUgWt+ZCiYICh0ehjmdkwBASAr1ezz6RpGHRD/K0PmtuD6RSUlKc3sdrS6mEoz37nDRICme3R4yZJS8I6t0bOHwY4A8HkoMrR6FYWIKkZDM/ilmz5vYcqWeffdbhcqPRiH79+lW6QSQ97tknteMeMZKUXo9Dt/7pf/QohNEoa3PId9mWNgf+PgqVVVCAtN272ReSpGx/M4KXg7Di9kDqq6++wtSpU62WGY1G9OnTBzdu3PBYw0g6hYWF5n9PaN4cBp7rSirDnw0kJb3BgNT4ePPtwuxsnuJHsrDcXkcBMODmhXYjo6JgMBg4iCLJWWZwDC/Ca8ftgdS2bduwZMkSLFiwAACQn5+PXr16QafTYcuWLW4918yZM9G+fXuEhoYiKioKAwcOxG+//Wa1zrVr15CamoqIiAiEhIRg8ODByMzMtFrn7Nmz6N+/P/R6PaKiojBx4kQO6ly046efgC5d+COBVCWod29mliSj0+mwbft2821Dw4YQnTszcySr46dO8SgUyWqXTscdmTbcHkg1atQIW7Zswauvvoo333wTvXv3RtWqVfH111+7fWRj586dSE1Nxffff4/t27fj+vXr6N27N4wWp1GMGzcOX375JdavX4+dO3fiwoULGDRokPn+kpIS9O/fH8XFxdizZw8++OADrFixAi+//LK7b8136PXYbXFTl54OkZXFHwmkbLanWzGzJCGdwWDfTxYUyNYeIoPBwKNQ5H3c9pZNVNCePXuEwWAQPXr0EIWFhRV9GitZWVkCgNi5c6cQQoicnBwREBAg1q9fb17nl19+EQDE3r17hRBCbN68Wfj5+YmMjAzzOosWLRJhYWGiqKjIpdfNzc0VAERubq5H3ofSlZaWiqSOHUXkza+C+a80KUmI0lK5m6cI3syEr+WvokpLS0VifLxPZJb5k5+jfvJGy5aazJsjzKAyFGRmmvNXkJkpd3O8hvlTDl/a9lpyNRcuVe1r3bq1wz0ggYGBuHDhApKSkszLDh48WOFBXW5uLgCgRo0aAIADBw7g+vXr6Nmzp3mdJk2aoF69eti7dy/uuusu7N27F/Hx8YiOjjavk5ycjKeeego//fQTWrdubfc6RUVFKCoqMt/Oy8urcJvVSKfTIW33bmRnZWF3TAw6mZanp9+c2MpqaJLy9fxVlE6nw7b0dOwOC2NmK4H5c41lP3koJgat8XfhCeatcphBkhPz5x5ue8vm0kBq4MCBEjcDKC0txdixY5GUlIQWLVoAADIyMlC1alVUq1bNat3o6GhkZGSY17EcRJnuN93nyMyZMzFt2jQPvwN10el0iIyKwqCOHXFizx5k3VpemJ198xRNnjogGeav4gwhIXiRma0U5s91pn5yYHw89hw7BoB58wRmkOTE/LnP4bbXaISBAynohFDGiY5PPfUUvv76a+zevRt169YFAKxZswajRo2y2nMAAB06dED37t0xe/ZsPP744zhz5gy2bt1qvr+wsBAGgwGbN29G37597V7L0d6I2NhY5ObmIiwsTKJ3qExCCGSfPo2ohg3/XpaUBF1amk//UMjLy0N4eLgkmWD+KscXMsv8KUtBZiZCYmLMt7WWN0eYQWUwZmXBcGvnsDEzE4aoKJlb5B3Mn/LYbntLWraEv4avsedqBl06IiWEkHRy45gxY7Bp0ybs2rXLPIgCgJiYGBQXFyMnJ8fqqFRmZiZibm3UYmJi8MMPP1g9n6mqX4zFhs9SYGAgAgMDPfwu1Emn08EQGYndgPUh26ws6KKiNPsFkRPzVznMbOUwf+4zFZ5g3jyDGSQ5MX8VY9r2HgL+PtW5oAC60FC5myYrl6r2NW/eHGvXrkVxcXGZ6508eRJPPfUUZs2a5dKLCyEwZswYbNy4Ed9++y0aNGhgdX/btm0REBCAHTt2mJf99ttvOHv2LBITEwEAiYmJOHbsGLKysszrbN++HWFhYWjWrJlL7fB1eoMBL3bsCMv9XLqYGJb7JcViZsmbmDciIvtr7JV26uTzfaBLR6QWLlyISZMm4emnn0avXr3Qrl071K5dG0FBQbhy5Qp+/vln7N69Gz/99BPGjBmDp556yqUXT01NxZo1a/D5558jNDTUPKcpPDwcwcHBCA8Px+jRozF+/HjUqFEDYWFheOaZZ5CYmIi77roLANC7d280a9YMw4cPx5w5c5CRkYEpU6YgNTWVexxcxOITpDbMLHkT80ZE9HfhiUNhYSzAc4tLA6m7774bP/74I3bv3o1169Zh9erVOHPmDK5evYqaNWuidevWGDFiBIYOHYrq1au7/OKLFi0CAHTr1s1q+fLly5GSkgIAmD9/Pvz8/DB48GAUFRUhOTkZ77zzjnldf39/bNq0CU899RQSExNhMBgwcuRITJ8+3eV2UDnFJ3Q6QK/nKSykKCyYQt7kNG+ccE1EPsQQEoJUywI8Pt4HKqbYhJyknNSoNo4m8gO+MbnakjczwfxVjhaLTzB/yuUrE66ZQWVgsQnmT4ksC/D4eh/o0hwp8h2WE/mtlt+aXO3r58KS8jjKLPNKUrGccA38PeGaiMhX6AwG9oG3cCBFdkwTqw0AJ1eTKrAYAHkTJ1wTkS9jH/g3DqTIjmlidVZBAY5nZHBPPymeKbMO8+rDe8pIGuYJ17du+/oeWfISbndJIdgH/o0DKXJIp9PBYDAgMiqKe/pJFUzFAGzz6st7ykg6pgnXJswZSS2od29mjBSDfeBNHEhRmcrc0280ytYuIkcs82q1p4xZJQ9zuEeWOSNP0+uZMVIk9oE3VWggVVpaihMnTmD37t3YtWuX1R9pj7M9/YXZ2YDR6JN7IEi5THm13FNWmJ3NnJLH2e6RLfTBHxEkLdu5KMwYKYldH+iD21qXriNl6fvvv8cjjzyCM2fOwLZyuk6nQ0lJiccaR8phviDl6dPArbK/hlv/VXupadIenU6Hbdu3A7fKsxoaNmROyeNscxbUuzegwTLAJB9mjJSM29oKHJF68skn0a5dOxw/fhyXL1/GlStXzH+XL1+Woo2kECyNTmqiMxhYKIUkZ1cGmBkjD2OpaVIyh9taH8qo2wOpkydP4rXXXkPTpk1RrVo1hIeHW/2RtrE0OqkFS6KTN9ieesWMkaex1DQpmaNtrS9l1O2B1J133onff/9diraQCpRbGp3nb5NCsFAKeYNpwjUzRlLhpH5SMl8v8uTSHKmjR4+a//3MM8/g+eefR0ZGBuLj4xEQEGC1bsuWLT3bQlIcU2l0vV6PQR074sSePci6dV9hdjYMBoPPnBtLymYqPGGXU6MRhpAQWdtG2mEICcGLzBhJyDSpf8+xYwC4rSVlMW1rB/pgRl0aSCUkJECn01kVl3j00UfN/zbdx2ITvsVZAQpfm2hIyuYop5ywTZ7EjJHUOKmflM5XM+rSQOqPP/6Quh2kUpYFKDqZlt2a1K+LitL0l4fUw5TTQwBa4++iAMwoeQozRlIzTeq32tYWFEAXGipns4jMfDGjLs2RiouLM/+dOXMGderUsVoWFxeHOnXq4MyZM1K3lxSIk/pJDVgUgKTGjJGUfH1SPymfL2bU7WIT3bt3d1jmPDc3F927d/dIo0hdypzUz1LApBBOiwL4UJlWkpbTjLEfJA9wOqmf+SKF8MWMuj2QMs2FsnXp0qWbk8rIJ5kmGvLIFCmZqSiAL+0tI+9ylDH2g+Qppm0tj3ySUvlaRl2aIwUAgwYNAnDzA0pJSUFgYKD5vpKSEhw9ehQdO3b0fAtJNcwTrrOysDsmxvocWaMROlawIplZZvRQTMzfc1mYT/IQ9oMkNfORz7Aw5osUyZcy6vIRKdMFd4UQCA0NtboIb0xMDB5//HGsWrVKyraSCjg7MlVYWChbm4gsOdpbxnySJ7EfJKk5OvLJfJGS+EpGXT4itXz5cgBA/fr1MWHCBJ7GR05Z7pE13CqD+YcQ0Ds5LZTI20x7ywxhYQCYT/I89oMkJeaLlM5XMur2HKmpU6fCYDAgKysLaWlpSEtLQ1ZWVvkPJJ+i0+lgCAlBIYBCANExMejcubPVtciI5KTz82M+SVLsB0lKzBcpnS9k1O2BVH5+PoYPH446deqga9eu6Nq1K+rUqYNhw4YhNzdXijaSSun1eiQlJZlvp6enw2g0ytgior8xn+QNjnKWnZ2tqR8SJB/mi5RO69tatwdSjz32GPbt24dNmzYhJycHOTk52LRpE3788Uc88cQTUrSRVEqn0yEtLQ2ZmZnmZVrbE0HqxXySNzjKWXR0NLNGHsF8kdJpfVvr9kBq06ZNWLZsGZKTkxEWFoawsDAkJydjyZIl+PLLL6VoI6mYTqdDZGQkEhISAACHDx/W5GRDUifmk7zBlDPbvbLMGnkC80VKp+VtrdsDqYiICISHh9stDw8PR/Xq1T3SKNIW094IE63shSBtYD7JGxztlWXWyFOYL1I6rW5r3R5ITZkyBePHj0dGRoZ5WUZGBiZOnIj/+7//82jjSDssK7Ro6ZAuaQPzSd6g0+msKt4ya+RJzBcpnRa3tW4PpBYtWoTvv/8e9erVQ+PGjdG4cWPUq1cPe/bsweLFi9GmTRvzH5GJXq+3OqSrpYmGpH7MJ3kLs0ZSYr5IybSYT5evI2UycOBACZpBWmc6pBsaGgrg5p6IgwcPaupaAqRezCd5C7NGUmK+SMm0mE+3B1JTp06Voh3kAwwGAxISEnD48GHznoiQkBC5m0UEwD6fhYWFvPA4SYJ9IUmJ+SIl09q21u1T+wAgJycHS5cuxeTJk3H58mUAwMGDB3H+/HmPNo60xXaioVbOjyVtsM0nkVTYF5KUmC9SMq1ta90eSB09ehS33347Zs+ejXnz5iEnJwcAsGHDBkyePNnT7SONMe2JALRV/pK0Qc2nF5C6sC8kKTFfpGRa2ta6PZAaP348UlJScPLkSQQFBZmX9+vXD7t27fJo40h7tLYngrSLe3BJSlotBUzKwHyRWqg9m24PpPbv348nnnjCbnmdOnWsSqITOaOlPRGkXTwdhqSmxVLApBzMF6mB2rPp9kAqMDAQeXl5dstPnDiByMhIjzSKfIeavzykPVoszUrKxbyRlJgvUirbbKr51FO3B1IDBgzA9OnTcf36dQA393icPXsWkyZNwuDBgz3eQNI2te+JIG3hJG3yJuaNpMR8kVJpaZqH2wOp119/HQUFBYiKisLVq1fRtWtXNG7cGKGhoZgxY4YUbSSN0dKeCNIeTtImb2LeSErMFymVVqZ5uH0dqfDwcGzfvh27d+/G0aNHUVBQgDZt2qBnz55StI80yPaCbNxDRkpim08iKbE/JCmxPyM1UHO/5/ZAyqRTp07o1KmTJ9tCPsR2Eqzar2xN2sIskjexPyQpMUukdGru99w6ta+0tBTLli3DPffcgxYtWiA+Ph4DBgzAhx9+qOrRJHkfJ8GSWrBvI6mxPyRvYX9GSqGVfs/lgZQQAgMGDMBjjz2G8+fPIz4+Hs2bN8eZM2eQkpKC+++/v1INmTVrFnQ6HcaOHWtedu3aNaSmpiIiIgIhISEYPHgwMjMzrR539uxZ9O/fH3q9HlFRUZg4cSJu3LhRqbaQ9DgJltSC2SSpsT8kb2G2SCm00u+5PJBasWIFdu3ahR07duDQoUP46KOPsHbtWhw5cgTffPMNvv32W3z44YcVasT+/fuxePFitGzZ0mr5uHHj8OWXX2L9+vXYuXMnLly4gEGDBpnvLykpQf/+/VFcXIw9e/bggw8+wIoVK/Dyyy9XqB3kXZwES0rFgijkbewPSSrsz0iptNDvuTyQ+uijj/DSSy+he/fudvf16NEDL774IlavXu12AwoKCjB06FAsWbIE1atXNy/Pzc3F+++/jzfeeAM9evRA27ZtsXz5cuzZswfff/89AGDbtm34+eefsWrVKiQkJKBv37549dVX8fbbb6O4uNjttpB32e6NMBqNLv2pcY8FqYttNpk5kpqWygGTslR0W8ttLklNC/2eywOpo0ePok+fPk7v79u3L44cOeJ2A1JTU9G/f3+7qn8HDhzA9evXrZY3adIE9erVw969ewEAe/fuRXx8PKKjo83rJCcnIy8vDz/99JPT1ywqKkJeXp7VH8nDcmJhdHQ0QkJCyv1T6+FfE+ZPHWwLAKg5c5aYP+VS40TrimAGva8i21qtbHNtMX/KovZ+z+WB1OXLl60GLLaio6Nx5coVt1587dq1OHjwIGbOnGl3X0ZGBqpWrYpq1arZvU5GRoZ5Hds2mW6b1nFk5syZCA8PN//Fxsa61W7yHL1ej6SkJLcek56ejuzsbNV27MyfOtieDpOdna2JPbfMnzq4e9RALfkDmEE5VGRba2La5qopY2Vh/pRLjX2eywOpkpISVKnivFq6v7+/W0Uezp07h+eeew6rV69GUFCQy4/zhMmTJyM3N9f8d+7cOa++Pv3NdFi3oKCg3D/LQiPR0dGq3UvG/KmD7SkHruzFVUMmmT91cPeogVryBzCDcnBnW+tsm6umjJWF+VMuNR4tdfk6UkIIpKSkIDAw0OH9RUVFbr3wgQMHkJWVhTZt2piXlZSUYNeuXXjrrbewdetWFBcXIycnx+qoVGZmJmJiYgAAMTEx+OGHH6ye1/TFN63jSGBgoNP3Qd6n0+lgMBjKXc+0Ry09PR3A33vJIiMjVXVomPlTD4PBYJW58qghk8yfctn2ce5SQ/4AZlAurm5rTRzlUS0ZKwvzpyyV6feUkEeXB1IjR44sd50RI0a4/MJ33303jh07ZrVs1KhRaNKkCSZNmoTY2FgEBARgx44dGDx4MADgt99+w9mzZ5GYmAgASExMxIwZM5CVlYWoqCgAwPbt2xEWFoZmzZq53BZSB9MetezsbPMpnNHR0UhKSkJaWppqO3VSLlPmyqskZDQamUmqNFfzZov5IylY5pEZI6lUpN9TUh5dHkgtX77coy8cGhqKFi1aWC0zGAyIiIgwLx89ejTGjx+PGjVqICwsDM888wwSExNx1113AQB69+6NZs2aYfjw4ZgzZw4yMjIwZcoUpKamcm+DRul0OkRGRtodmSosLHRrTxuRq1zZi+voaCkzSRXh7lEDgPkj6ZjyyIyRlCp7tFTOPLo8R0oO8+fPxz333IPBgwejS5cuiImJwYYNG8z3+/v7Y9OmTfD390diYiKGDRuGESNGYPr06TK2mqRm2nthef62UiYdkm9ylEnmkbyFfSJJzVnGmDOSg5L6PJePSHnDf//7X6vbQUFBePvtt/H22287fUxcXBw2b94scctIaWz3Xsh9aJfINpOdO3fGwYMHmUfyCvaJJDVHGQPAnJEslNLnKfqIFFFZbMu5qr0sOqmfo5LpzCN5i6M+0Wg0ytgi0hpHZdS57SW5KOF3IAdSpFqODu2quSw6qZ+jkunMI3mLoz6R+SNPsiyjzm0vyU0JvwM5kCJVsyw+YWKadEgkB1PJdBPmkbzJ1CdaHhll/siTTKdUcdtLSiD370AOpEj1lDTpkIiFJ0hutkdG2R+SFLjtJaWQM4scSJEmOJp0yNMMSC6OCk8wi+RNlpOt2R+SVLjtJaWQK4scSJFmKGHSIZEJC0+QnFh4grzF2baXR6fI2+T4HciBFGmGEiYdEpmw8ATJiYUnyFucbXtDQkKYOfIqOX4HciBFmuJs0iGPBpAcHBWe4FEB8hZHhSfYF5IUHG17AW5/yfu8/TuQAynSHB6ZIqXgUQGSG4+MkrewNDophTd/B3IgRZokdzlMIhOWoya5sSQ/eQtLo5NSeOt3IAdSpFkszUpKYXtUgBkkb2JJfvI2bn9JCbyRQw6kSNNYmpWUwrIcNTNI3saS/ORt3P6SEkidQw6kSPNYFp2UgOXQSW62GWThE5IaS6OTEkj5O5ADKdI8Fp8gJeCkf5KbbQaZP5IaS6OTEkj5O5ADKfIJLD5BSsBJ/yQ3g8HAwifkVWWVRmf+yFuk+h3IgRT5DGeTDnmKAXkLJ2CT3GyPSrEPJG9wVhqd+SNvkmIbzIEU+RRHkw5DQkK4V4y8xlEGmT/yJsvCJ+wDyVtMfR+3wSQnT2+DOZAin2M76ZDI25hBkhPzR3Ji/khunsxgFY88C5GKmA7tWu6B0Ov1MraIfI1tBpk/8ib2gSQn5o/k5sltMAdS5JNsD+0SeRszSHJi/khOzB/JzVMZ5Kl9REREREREbuJAioiIiIiIyE08tQ8wlz3My8uTuSWkFKYseKMkK/NHtpg/khszSHJi/khurmaQAykA+fn5AIDY2FiZW0JKk5+fj/DwcMlfA2D+yB7zR3JjBklOzB/JrbwM6gSvgobS0lJcuHABoaGhVtfXULK8vDzExsbi3LlzCAsLk7s5spLisxBCID8/H7Vr14afn7RnwDrKnxb//2rxPQHazJ8aaDVPFeXpz8PXMsg8uU/Kz8zX8ucu5vVvUn0WrmaQR6QA+Pn5oW7dunI3o0LCwsJ8/ktk4unPQuq9YCZl5U+L/3+1+J4AbeZPDbSap4ry5Ofhixlkntwn1Wfmi/lzF/P6Nyk+C1cyyGITREREREREbuJAioiIiIiIyE0cSKlUYGAgpk6disDAQLmbIjstfhZ8T+qh1feldPzcrfHzqBx+fu7jZyYffvZ/k/uzYLEJIiIiIiIiN/GIFBERERERkZs4kCIiIiIiInITB1JERERERERu4kCKiIiIiIjITRxIqdisWbOg0+kwduxYuZvida+88gp0Op3VX5MmTeRuVqUtWrQILVu2NF9YLjExEV9//bXczfIoreRWqxlUE61kqTKYQ89hnlzDzCmDr+dVKTms4vVXJI/Yv38/Fi9ejJYtW8rdFNk0b94c33zzjfl2lSrqj3PdunUxa9Ys3HbbbRBC4IMPPsB9992HQ4cOoXnz5nI3r9K0llstZlAttJalymAOK495cg8zJy/m9SYl5JBHpFSooKAAQ4cOxZIlS1C9enW5myObKlWqICYmxvxXs2ZNuZtUaffeey/69euH2267DbfffjtmzJiBkJAQfP/993I3rdK0mFstZlANtJilymAOK4d5ch8zJx/m9W9KyCEHUiqUmpqK/v37o2fPnnI3RVYnT55E7dq10bBhQwwdOhRnz56Vu0keVVJSgrVr18JoNCIxMVHu5lSaFnOr9QwqlRazVBnMYeUwT+5j5uTDvP5NCTnksViVWbt2LQ4ePIj9+/fL3RRZ3XnnnVixYgXuuOMO/PXXX5g2bRo6d+6M48ePIzQ0VO7mVcqxY8eQmJiIa9euISQkBBs3bkSzZs3kblalaDG3Ws6gkmkxS5XBHFYO8+Q+Zk4+zOvfFJNDQapx9uxZERUVJY4cOWJe1rVrV/Hcc8/J1yiFuHLliggLCxNLly6VuymVVlRUJE6ePCl+/PFH8eKLL4qaNWuKn376Se5mVZiv5FZLGVQqX8lSZTCHrmOePIOZ8w7mtWxy5VAnhBDeG7ZRZXz22We4//774e/vb15WUlICnU4HPz8/FBUVWd3na9q3b4+ePXti5syZcjfFo3r27IlGjRph8eLFcjelQnwpt1rNoFL4UpYqgzl0DfPkOcyc9JjX8smRQ57apyJ33303jh07ZrVs1KhRaNKkCSZNmuTTX6CCggL873//w/Dhw+VuiseVlpaiqKhI7mZUmK/kVssZVApfyVJlMIeuY548g5nzDua1bHLlkAMpFQkNDUWLFi2slhkMBkRERNgt17oJEybg3nvvRVxcHC5cuICpU6fC398fDz/8sNxNq5TJkyejb9++qFevHvLz87FmzRr897//xdatW+VuWoVpNbdazaCSaTVLlcEcVhzzVDHMnDyYV2tKySEHUqRKf/75Jx5++GFcunQJkZGR6NSpE77//ntERkbK3bRKycrKwogRI/DXX38hPDwcLVu2xNatW9GrVy+5m0Y2tJpBUhfmkLyNmSMlUEoOOUeKiIiIiIjITbyOFBERERERkZs4kCIiIiIiInITB1JERERERERu4kCKiIiIiIjITRxIERERERERuYkDKSIiIiIiIjdxIEVEREREROQmDqSIiIiIiIjcxIGUD7l06RKioqJw+vRpAMB///tf6HQ65OTkyNquu+66C59++qmsbSDpMX8kJ+aP5MYMkpyYP2lwIKUw9957L/r06ePwvrS0NOh0Ohw9erRCzz1jxgzcd999qF+/fiVa6Lpp06Zh2LBh5a43ZcoUvPjiiygtLfVCq6gszB/JifkjuTGDJCfmT4UEKcrGjRuFn5+fOHfunN19o0aNEu3atavQ8xqNRhEWFib27t1rXvbdd98JAOLKlSsVbW6ZWrduLdatW1fuejdu3BDR0dFi06ZNkrSDXMf8kZyYP5IbM0hyYv7Uh0ekFOaee+5BZGQkVqxYYbW8oKAA69evx+jRowEAV65cwdChQxEZGYng4GDcdtttWL58udPn3bx5MwIDA3HXXXc5XaewsBB9+/ZFUlIScnJycPr0aeh0Onz88cfo3LkzgoOD0b59e5w4cQL79+9Hu3btEBISgr59+yI7O9vquc6dO4effvoJffr0gRACr7zyCurVq4fAwEDUrl0bzz77rHldf39/9OvXD2vXrq3AJ0aexPyRnJg/khszSHJi/lRI1mEcOTRx4kTRqFEjUVpaal62bNkyERwcLHJycoQQQqSmpoqEhASxf/9+8ccff4jt27eLL774wulzPvvss6JPnz5Wyyz3Rly5ckV07NhR9O7dWxiNRiGEEH/88YcAIJo0aSK2bNkifv75Z3HXXXeJtm3bim7duondu3eLgwcPisaNG4snn3zS6rnfeust0bt3byGEEOvXrxdhYWFi8+bN4syZM2Lfvn3ivffes1p/0aJFIi4ursKfGXkO80dyYv5IbswgyYn5UxcOpBTol19+EQDEd999Z17WuXNnMWzYMPPte++9V4waNcrl57zvvvvEo48+arXM9CX65ZdfRMuWLcXgwYNFUVGR+X7Tl2jp0qXmZR999JEAIHbs2GFeNnPmTHHHHXdYPXevXr3EW2+9JYQQ4vXXXxe33367KC4udtq+zz//XPj5+YmSkhKX3xNJg/kjOTF/JDdmkOTE/KkLT+1ToCZNmqBjx45YtmwZAOD3339HWlqa+ZAuADz11FNYu3YtEhIS8MILL2DPnj1lPufVq1cRFBTk8L5evXqhcePGWLduHapWrWp3f8uWLc3/jo6OBgDEx8dbLcvKyjLfzsvLw86dOzFgwAAAwIMPPoirV6+iYcOG+Oc//4mNGzfixo0bVq8RHByM0tJSFBUVlfk+SHrMH8mJ+SO5MYMkJ+ZPXTiQUqjRo0fj008/RX5+PpYvX45GjRqha9eu5vv79u2LM2fOYNy4cbhw4QLuvvtuTJgwwenz1axZE1euXHF4X//+/bFr1y78/PPPDu8PCAgw/1un0zlcZllt5euvv0azZs0QGxsLAIiNjcVvv/2Gd955B8HBwXj66afRpUsXXL9+3fyYy5cvw2AwIDg4uKyPhbyE+SM5MX8kN2aQ5MT8qYjch8TIsfz8fBESEiLeffddUbduXTFjxowy13/33XdFaGio0/vnzp0rWrVqZbXM8vzY559/XkRGRoqffvrJfL/psO6hQ4ccPsZk+fLlIjw83Hz74YcfFlOnTnXall9//VUAEAcOHDAvmzJliujUqVOZ75G8h/kjOTF/JDdmkOTE/KlHFe8O28hVISEheOihhzB58mTk5eUhJSXF6v6XX34Zbdu2RfPmzVFUVIRNmzahadOmTp8vOTkZkydPxpUrV1C9enW7++fNm4eSkhL06NED//3vf9GkSZMKtfvGjRv4+uuvrfaMrFixAiUlJbjzzjuh1+uxatUqBAcHIy4uzrxOWloaevfuXaHXJM9j/khOzB/JjRkkOTF/6sFT+xRs9OjRuHLlCpKTk1G7dm2r+6pWrYrJkyejZcuW6NKlC/z9/cssHRkfH482bdrg448/drrO/PnzMWTIEPTo0QMnTpyoUJt37tyJkJAQtGnTxrysWrVqWLJkCZKSktCyZUt88803+PLLLxEREQEAOH/+PPbs2YNRo0ZV6DVJGswfyYn5I7kxgyQn5k8ddEIIIXcjyDu++uorTJw4EcePH4efnzRj6GeffRY3btzAO++84/JjJk2ahCtXruC9996TpE2kDMwfyYn5I7kxgyQn5k8aPLXPh/Tv3x8nT57E+fPnzZMAPa1FixZITEx06zFRUVEYP368JO0h5WD+SE7MH8mNGSQ5MX/S4BEpIiIiIiIiN3GOFBERERERkZs4kCIiIiIiInITB1JERERERERu4kCKiIiIiIjITRxIERERERERuYkDKSIiIiIiIjdxIEVEREREROQmDqSIiIiIiIjcxIEUERERERGRm/4f9W+0FHpKzj4AAAAASUVORK5CYII=", - "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": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "dea42f72f73a4ae6885311610c7ce2a9", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/7371 [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: Dispersion Curve Forward Modeling" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "43692a7be7ec4683a158b9afd064c2fc", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/7371 [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,vel_models.shape[0])\n", - "\n", - " # velocity profile\n", - " axs[i,j*2].step(vel_models[sta_idx][:,2],vel_models[sta_idx][:,0],c='k')\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", - " axs[i,j*2+1].scatter(disp_data[sta_idx][:,0],disp_data[sta_idx][:,1],s=2,c='r')\n", - " axs[i,j*2+1].scatter(disp_data[sta_idx][:,0],disp_data[sta_idx][:,2],s=2,c='b')\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": 15, - "metadata": {}, - "outputs": [], - "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,:,:]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "save_base_path = \"../../../Datasets/OpenSWI-deep/1s-100s-Base\"\n", - "# Save processed data as compressed npz files\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_South_Atlantic_loc.npz\"),\n", - " data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_South_Atlantic_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_South_Atlantic_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([69., 41., 27., 25., 24., 28., 25., 16., 25., 20.]),\n", - " array([ 1. , 10.9, 20.8, 30.7, 40.6, 50.5, 60.4, 70.3, 80.2,\n", - " 90.1, 100. ]),\n", - " )" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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