diff --git "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/01_CSEM_Eastmed.ipynb" "b/Datasets-Construction/OpenSWI-deep/1s-100s-Base/01_CSEM_Eastmed.ipynb" deleted file mode 100644--- "a/Datasets-Construction/OpenSWI-deep/1s-100s-Base/01_CSEM_Eastmed.ipynb" +++ /dev/null @@ -1,664 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Eastern Mediterranean part of the Collaborative Seismic Earth Model\n", - "Details of the dataset:\n", - "\n", - "- Name: \tCSEM_Eastmed\n", - "- Title: \tEastern Mediterranean part of the Collaborative Seismic Earth Model(version 2019.12.01)\n", - "- Type:\t3-D Tomography Earth Model\n", - "- Sub Type: \tSH velocity, SV velocity\n", - "- Year\t2019\n", - "\n", - "Author(s):\t\n", - "- Andreas Fichtner\n", - " - ETH Zurich\n", - " - Zurich, Switzerland\n", - "\n", - "- Yesim Cubuk-Sabuncu\n", - " - Icelandic Meteorological Service\n", - " - Reykjavik, Iceland\n", - "\n", - "- Nienke Blom\n", - " - University of Cambridge\n", - " - Cambridge, UK\n", - "\n", - "- Alexey Gokhberg\n", - " - ETH Zurich\n", - " - Department of Earth Sciences\n", - " - Zurich, Switzerland\n", - "\n", - "Reference(s):\t\n", - "- Blom, N. and Gokhberg, A. and Fichtner, A., 202. Seismic waveform tomography of the central and eastern Mediterranean upper mantle. Andreas.Solid Earth; Gottingen Vol. 11, Iss. 2, (2020): 669-690. doi:10.5194/se-11-669-2020\n", - "\n", - "- Cubuk-Sabuncu, Y., Taymaz, T., Fichtner, A., 2017. 3-D crustal velocity structure of western Turkey: constraints from full-waveform tomography, Physics of the Earth and Planetary Interiors 270, 90-112.\n", - "\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "\n", - "- Fichtner, A., Bunge, H.-P., Igel, H., 2006. The adjoint method in seismology - I. Theory. Physics of the Earth and Planetary Interiors 157, 86-104.\n", - "\n", - "- Fichtner, A., Trampert, J., Cupillard, P., Saygin, E., Taymaz, T., Capdeville, Y., Villasenor, A., 2013. Multi-scale full waveform inversion. Geophysical Journal International 194, 534-556.\n", - "\n", - "- Fichtner, A., van Herwaarden, D.-P., Afanasiev, M., Simute, S., Krischer, L., Cubuk-Sabuncu, Y., Taymaz, T., Colli, L., Saygin, E., Villasenor, A., Trampert, J., Cupillard, P., Bunge, H.-P., Igel, H., 2018. The Collaborative Seismic Earth Model: Generation I. Geophysical Research Letters 45, doi:10.1029/2018GL077338.\n", - "\n", - "\n", - "DOI:\tdoi:10.17611/DP/18027082\n", - "\n", - "Depth Coverage:\t0.0 - 400.0 km\n", - "\n", - "Areal Coverage:\tLatitude: 30.0 to 45.2 Longitude: 12.0 to 45.0\n", - "\n", - "Model Description\t\n", - "- CSEM_Eastmed (V. 2019.12.01) is the Eastern Mediterranean part of the Collaborative Seismic Earth Model (CSEM, Fichtner et al., 2018). It has been constructed using multi-scale full seismic waveform inversion, combining spectral-element waveform modelling and adjoint techniques, as described in Fichtner et al. (2006, 2009). This submodel has been extracted from the variable-parameterisation CSEM onto a regular grid, readable by EMC tools. While having regional contributions from various sub-inversions, the structure in this model is dominated by the full-waveforms inversion described in Fichtner et al. (2013), Cubuk-Sabuncu et al. (2017), and Blom et al. (2020).\n", - "\n", - "Data Set Description\n", - "- Since the datasets included in the CSEM are too heterogeneous for a brief description, please see Fichtner et al. (2018) for details.\n", - "\n", - "Web Page\n", - "- [cos.ethz.ch/research/CSEM.html](https://ds.iris.edu/spud/earthmodel/18027082)\n", - "\n", - "EMC Page\n", - "- [ds.iris.edu/ds/products/emc-csem_eastmed/](https://ds.iris.edu/spud/earthmodel/18027082)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step0: Downloading & Loading the Source Datasets" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "KeysView(\n", - "Dimensions: (latitude: 77, longitude: 166, depth: 81)\n", - "Coordinates:\n", - " * latitude (latitude) float32 30.0 30.2 30.4 30.6 ... 44.6 44.8 45.0 45.2\n", - " * longitude (longitude) float32 12.0 12.2 12.4 12.6 ... 44.4 44.6 44.8 45.0\n", - " * depth (depth) float32 0.0 5.0 10.0 15.0 ... 385.0 390.0 395.0 400.0\n", - "Data variables:\n", - " vsv (depth, latitude, longitude) float32 ...\n", - " vsh (depth, latitude, longitude) float32 ...\n", - "Attributes: (12/31)\n", - " title: Collaborative Seismic Earth Model (CSEM) -...\n", - " id: csem_eastmed\n", - " summary: CSEM extraction of the Eastern Mediterrane...\n", - " keywords: Collaborative Seismic Earth Model, multi-s...\n", - " Conventions: CF-1.0\n", - " Metadata_Conventions: Unidata Dataset Discovery v1.0\n", - " ... ...\n", - " author_email: andreas.fichtner@erdw.ethz.ch\n", - " author_institution: ETH Zurich, Zurich, Switzerland\n", - " author_url: https://cos.ethz.ch/research/CSEM.html\n", - " repository_name: EMC\n", - " repository_institution: IRIS DMC\n", - " repository_pid: doi:10.17611/dp/emccsemeastmed20191201)\n" - ] - } - ], - "source": [ - "import xarray as xr\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "data_path = \"../../..//Datasets/Original/OpenSWI-deep/csem-eastmed-2019.12.01.nc\"\n", - "\n", - "# load the .nc file\n", - "data = xr.open_dataset(data_path)\n", - "\n", - "# print the keys of the dataset\n", - "print(data.keys())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1: Velocity Profile Extracting\n", - "1. Extracting\n", - "2. De-duplicating" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(77,) (166,) (81,) (81, 77, 166) (81, 77, 166)\n" - ] - } - ], - "source": [ - "latitude = np.array(data['latitude'].values)\n", - "longitude = np.array(data['longitude'].values)\n", - "\n", - "depth = np.array(data['depth'].values)\n", - "vsv = np.array(data['vsv'].values)\n", - "vsh = np.array(data['vsh'].values)\n", - "\n", - "LON,LAT = np.meshgrid(longitude,latitude)\n", - "\n", - "\n", - "# print the shape of the dataset\n", - "print(latitude.shape,longitude.shape,depth.shape,vsv.shape,vsh.shape)" - ] - }, - { - "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": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(81, 12782)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(12782, 81)" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "vs = vs.reshape(vs.shape[0],-1).T\n", - "vs.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "# -------------------------------------------------------\n", - "# interpolation\n", - "# -------------------------------------------------------\n", - "from scipy.interpolate import interp1d\n", - "max_depth = 300+0.1\n", - "depth_interp = np.concatenate([\n", - " np.arange(0, max_depth, 1)\n", - "])\n", - "vs_models = vs_interp = np.zeros((vs.shape[0],depth_interp.shape[0]))\n", - "for i in range(vs.shape[0]):\n", - " vs_temp = vs[i,:]\n", - " depth_interp_temp = depth_interp[:np.argmin(np.abs(depth_interp-depth.max()))]\n", - " f = interp1d(depth.reshape(-1),vs_temp,kind='nearest')\n", - " vs_temp = f(depth_interp_temp)\n", - " vs_interp[i,:len(vs_temp)] = vs_temp\n", - "vs_interp[:,len(vs_temp):] = vs_interp[:,len(vs_temp)-1].reshape(-1,1)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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lY+PHj0dxcbE8YZPSzhc5kLJCs2bN8PDDD+PLL7/EiRMn0LRpU5MZQqqbDWnjxo2IiYnBpk2bMHnyZIwYMQJDhw6Vr2TXR3R0NM6fP4/i4mKT7X/99ZfF/bdt24YVK1bgiSeeQGhoKKZMmVLrgrj2kJCQAAD47bffTLafO3cOZ86ckR8/deoUAGDs2LFo3bq1/HX27Fn89NNPaN26NT766COHt9edMJemTp06hStXrqBfv34mGQIqO/PWrVvjhx9+MPmZxx9/HKtWrcKSJUtw1113WXzehIQEpKammh3M9u3bB7VabTZA8vHxQUJCAvr164fAwEB5kd+hQ4fW6X0pAbPmPJcvX8bo0aORnp6OLVu2IDY21tVNUiRm0tSFCxdw9epVVFRUmD125coV6PV6i4999tlnEELUu6wvOzsbAMxeQwiBiooKRf6tOQJzaaoux+WqDGXxhjtzSjtf5ECqBhUVFWa3VMPCwtC8eXOTUh+NRmPx1quhFMO4jnTfvn3Yu3dvvdt288034+rVq0hKSjJpr6GMyFh+fj7uv/9+9OrVC6+++ipWrFiB1NRUvPrqqyb71WU6y9p06tQJHTp0wAcffGDSwSYlJUGSJIwfPx4AMGTIEGzevNnsKzQ0FD169MDmzZsxevRou7XLnTGXlk2cONFihgzt2rx5M66//np5/zfeeAP//ve/8cwzz9RY9jJ+/HhkZ2dj06ZN8ra8vDx8/vnnGD16dI312bm5uXj99dfRpUsXtxxIMWvOVVFRgTvvvBN79+7F559/jj59+rikHUrGTFoWFhaGRo0aYfPmzSZ3noqLi/HNN9+gQ4cOFmdLW7duHaKiotC/f39b364JwwWl9evXm2z/+uuvodPp0LVr13o9v9Ixl5bZclzOy8uz+LmrFStWAPjf7M9KO1/kZBM1KCoqQmRkJMaPH4/4+Hj56vL+/fvx5ptvyvt1794dGzZswLx589CzZ08EBgZi9OjRuOWWW7Bp0ybcfvvtGDVqFE6cOIH33nsPsbGxZlcGbDV69Gj069cPTz31FDIzMxEbG4tNmzZZ/AOdPXs2Lly4gB9//BE+Pj4YOXIk7r//frz88su49dZbER8fD6ByOsvBgwdjwYIFeOGFF2p8/YKCAvmP0HDLftmyZWjUqBEaNWqEmTNnyvu+8cYbGDNmDIYPH46JEyfi6NGjWLZsGe6//3507NgRABAVFYWoqCiz15kzZw7Cw8Nx2223mWzftWsXdu3aBaDyZFWn0+Hll18GUFledcMNN8j7Llu2DPn5+Th37hwAyFOzAsCsWbMQHBxc43tVGubSsg4dOqBDhw4WH2vdurVJhjZv3ownnngC7dq1Q8eOHfHpp5+a7D9s2DB5PZTx48ejd+/euPfee3Hs2DGEhIRg+fLlqKiowIsvvmjycwMHDkSfPn3Qtm1bZGVl4YMPPkBxcTG2bNli1TpCSsOsVc+WPtDa/urRRx/F119/jdGjR+PixYtmuZw0aZL875MnT2LNmjUA/nfH3/Cc0dHRmDx5srzvN998g0OHDgGovDtx+PBhed8xY8agS5cuNb5XJWEmLfPx8cFjjz2G+fPno3fv3rjnnntQUVGBlStX4syZM2ZZAoCjR4/i8OHDeOqpp6q9U2JtzkePHo1OnTph4cKFOHnypDzZxLJly9CsWTPcd999Nv0u3Q1zaZktx+VPP/0U7733Hm677TbExMSgqKgI33//PbZv347Ro0fLpfe2ni86nNPnCXQjZWVl4vHHHxfx8fFCq9UKjUYj4uPjxfLly032Ky4uFv/6179Eo0aNBAB52km9Xi9effVVER0dLfz8/ETXrl3Fli1bzKamtIaln7lw4YKYPHmyCAoKEsHBwWLy5MkiLS3NZDrLr776SgAQb775psnPFhYWiujoaBEfHy/Ky8uFELZNZ2lYEdvSl6X3tnnzZpGQkCD8/PxEZGSkmD9/vvy6NaluOssFCxZU+/pV2x8dHV3tvtZMV6w0zKVtYGGa1ZryA0D8/PPPJvtfvHhR3HfffaJp06ZCrVaLgQMHiv3795u91ty5c0VMTIzw8/MToaGh4l//+pf4559/6tRuJWDWqmdLH2htfzVw4MAac2nM0FZLX1WnV58yZUq1+7rbchDMZM3Wrl0revXqJRo1aiQCAgLE9ddfLzZu3GhxX8PSDJamljawJecXL14Uc+fOFe3btxd+fn4iJCRETJw4UWRkZFjVdnfGXNrG0nF5//794o477hBRUVHCz89PaDQa0a1bN/HWW2+JK1eu1Pqcrpr+XBJCQXO9EhERERERuQH3qzUhIiIiIiJyMX5GysUuXrxocUpSAx8fH4SGhjqxRUTMJTkPs0ZKw0ySEjGXysTSPhcbNGgQdu7cWe3j0dHR8pz7RM7CXJKzMGukNMwkKRFzqUwcSLnYgQMHcOnSpWofDwgIQL9+/ZzYIiLmkpyHWSOlYSZJiZhLZeJAioiIiIiIyEacbIKIiIiIiMhGnGwCgF6vx7lz56DVaqtdlI68ixACRUVFaN68ucMXUmX+qCrmj1yNGSRXYv7I1azNIAdSAM6dO4eWLVu6uhmkQKdPn0ZkZKRDX4P5o+owf+RqzCC5EvNHrlZbBjmQAqDVagFU/rKCgoJc3BpSgsLCQrRs2VLOhiMxf1QV80euxgySKzF/5GrWZtBjBlLvvvsu3njjDWRlZSE+Ph5Lly5Fr169rPpZw63coKAg/hGRCWfc5mf+qDrMH7kaM0iuxPyRq9WWQY+YbGLDhg2YN28eFixYgNTUVMTHx2PEiBHIyclxddOIiIiIiMgDecRA6q233sIDDzyAe++9F7GxsXjvvfegVqvx0Ucf1fk5hV4PXU4OdDk5EHq9HVtLVH/MJzkLs0auwNyRKzF/ZC23L+0rLy/HgQMH8PTTT8vbVCoVhg4dir1791r8mbKyMpSVlcnfFxYWmu1TkpcHTXg4AECXnQ1NWJidW07eypr81UaXk4PAZs0q/818kg1szR/7QrI3HoPJlZg/sie3vyOVl5eHiooKhF8LvEF4eDiysrIs/syiRYsQHBwsf3G2FnKmOudPCECngygqwoVWrRzaRvJcVufvWt6g0zm3geTxbO4DDTm05ksI57wJcls8ByR7cvuBVF08/fTTKCgokL9Onz7t6iaRF6lT/oSA6N8fCAyEFBSE6GtX0/4MCIA6JMTBLSZPYlX+jPKmiYlxfiPJo9naB2piYoDAQKu+xIABHExRjXgOSPbk9qV9ISEh8PHxQXZ2tsn27OxsREREWPwZPz8/+Pn5Wf0aJbm5UIeEQHLwonDkHWzNn9DrUXLyJDR79phsTwPQLiuLuSSbWJM/odNBqpK3FABd1WoHtoy8hVV9oFqNFAD9bXxuafdu6DIzAY2mjq2rGc8F3F9djsFE1XH7gVTDhg3RvXt37NixA7fddhuAylWqd+zYgZkzZ9rlNUI7d0a6RoN258+bdqBqNcBVsMlRhIAoLsbxZs3Q3qi8KgyADkDXvn2R7IQ1Nsj7lJSUwHAaegZAdwBdevfGD0DNpX7sE8lO1BoNnurbF2lVBvTV0QAwzNPryLuoFs8FjPFvwONcaNUKmtxcSIGB/L8lM24/kAKAefPmYcqUKejRowd69eqFt99+GzqdDvfee2+dn1MdEoLDWi26FBUBQOWJbJX1BUS/fpCSk/mHRfZ3rbRK2rMH7Y02p2k0yLh2EFer1U5ZY4O8jzokBH8GBKBDaSkiAWQDwC+/ALUM3Nknkr1IkoTklBSUlJRYtb/Q65HWrBm6OvgzfZbOBUzawb8Bj2DcB0aXlQFBQfy/JYs8YiB15513Ijc3F88//zyysrKQkJCAbdu2mU1AYQtJpUJcfj5yT57EmZgYdLW0Ty0lBCwBoLqqWlqVBiAyIwMJ0dHMFDmcpFIhMisLacHBFvu+an/OgWVV7E+9jyRJ0NiQpYTCQujy8hzSlhKdrtpzAWM8L/AMlvpAS/+3/P8kjxhIAcDMmTPtVspnIKlUCGnVCrdXKS+wtoSg1hIAS1gWQDAvrXri+uvxQ2gopNLS6n+I2SE70mi1mGVlaZUzyqrq1J/WB/+e3I6kUjlsmmq1EGbnAsYcel4AMI8uYOgD0/fsqfb/tt79Ev9f3Z7HDKQcxVJ5gbUlBLWVAFjCW8cEmJdWbd+3j2VV5FS2lFY5o6yqLv1pffDviYzV9vfgyPMCgHl0BcP/ua64uNr/2/r2S/x/dX8cSFnBUnlBTSUE1pYAWHwtO5bG8Jaz+6pLaZUjyqqYIe9mS2mVo8qq6tOf1oejZ38D+Pflbmr7e3DUeQFQ9zwyY/UjSRICtVqz/1t79Ussh3Z/HEjVUU0lBLWVAFjiiNIYp5TC8La0w1hbWuXIsiqnlVMxR27PUWVVdelP68NZs78BLAvyNPY+LwDqn0eWEtpH1f/b+vZLbl8OzXzIOJByAFtnGwIcUxrjjFIY3pZ2HGtz5MiyKmeVUzFHVJ269Kf14azZ3wCWBXmTuua4vnlkKaFj1LdfcvdyaObjfziQchBbZxsC7Fca48xSGGeUvwDee4va2hzZu6zK2eVUzBHVpC79aX04cvY3wDllQcy68tQ1x3XJoytKCb0tc/Xtl9y5HNrex2x3zg4HUgpir9IYZ5TCOLP8BajnLWovuAVt77IqZ5VTKS5HXpAVqp0jZ38DnFMWlK7RoF1BASQfn7o1khSjLnl0RSlhjf0r+1Yz7lgO7ahjtjsfmzmQ8kDOKIVxZvkLUL9b1LwFbTtnlVMpLUfMCjmDM8qC2ut0qOjWDT4HDzLPXsgVpYQ19a/sW53HkcdvRx2z3fnYzIGUh3JGKYyjy18A+9yilnbvrlzgNjDQbu3yBs4qp1JSjriYJjmLo8qCdEVFKG/bFpEAfA4fZt/nxZxVSmhN/8rjsHM58vhtz2O2LcdmpeaHAymqM0eXvwB1u0UtofL2cyqAFte2lZSUQKPAP0BSRo7qtJimgksNyPNJKhU0oaFAlTUOz8bEoL3Rfuz7yFY29clCQK1W41+9e+PQL79AApAMmGTQgFn0DPY8Zlc9NhvO3yxlSKn54UCKFM3mW9RCwH/oUPjs2ydv+jMgANeFhDioheQOHLGYppJLDcgLCAHRvz8ko4sDEkxPPg5rtYhj30eOYpTB7bXsyiySJSbHZgvnbwZKzg8HUqR41tyiFno9SvLyAJ3O5I8wDUC7rCyWY5HdF9M0LgNkyR85i3Ffp6nmDmsagMiMDMRFRzOXZDdy9gysyKD6Wp8bxz6SqiFJEtQBASg5edLs/M2QISXnhwMpcm9CQBQX43izZpV3C4yEAWjfty+StVrXtI3cirWLaVoqA5RL/gIDeYeKHEZUVOB4cLDFvs54S9e+fZHcqhUkZpHsoYbjrAEzSHVSTbbk8zc3yBAHUuS+jMoKqtbSpmk0yDh/HprAQMX/EZLyGZcfWCoDNJT8sdyPHEYI6Lt1MzuRNfR1xldr1Wo1+z2yjxqOswbMINVJNdlyt/M3DqTIbemLiqAyKiswvg2coODbwOSejEsDDWWAVUv+pN27K3PpoNXkyXsJnQ4+hw8DANIBNGZfR05Q03HWgBmkuqguWwluVpLMgRS5JVFRgdNhYYi+9r073QYm92coAzSU/KXv2SOX+6VHROC64mK3OhCQ8pXodDCcuibGxWE3+zpyFCGAa3ffeZwlu7tWzucp2arXQKqsrAx+fn72aguRda6VuESXlQEAjvn5ISM3121uA5PnMJT86YqLcSw0FLFlZehQWgpdXp7Dp3QnLyIE/IcPl7/9Yft29nXkGEblVhIgn+jyOEt2YZQvT8mWTZdMv/vuO0yZMgUxMTHw9fWFWq1GUFAQBg4ciFdeeQXnzp1zVDuJAFTOGqTLzDQpcYnKyUGgVuuWf4Dk/iRJQqBWi6jMTFc3hTyUvqhI7vPSAEhOWCibvIvQ66HLyYEuM9NkSn2gMnM8zpI96IuKTPLlCdmyaiC1efNmtG/fHlOnTkWDBg3w5JNPYtOmTfj++++xYsUKDBw4ED/++CNiYmIwbdo05ObmOrrd5IVERQWOBwWZLJiaGBcHDWflIwVw14MAKZvQ65EeESF/PyMuzuTzKUT1IgREUVHlsTU83OT4GobKxVFn9e3L4yzVm+EjGQZh8IxsWVXat3jxYixZsgQ33XQTVBbq/idMmAAAOHv2LJYuXYpPP/0Uc+fOtW9LybtZmLEqTaNBSloaT2DJ9aqUXhHZS0leHjqUlgKoLIFhn0d2Y8XMt5JKxRn4qP48+CMZVg2k9u7da9WTtWjRAq+99lq9GkRUldDrUXLyJDRVZqxyt5ldyHNVLb1qr1a7tkHkkaIyM6Hy8XF1M8gDyMdVznxLTmB8jDT+SIYn4F8JKZdxyUGVcr6QVq3YyZMiVC1XYOkVOQr7PKq3ao6rhjKrkFatoAkLY9bIPq7lzfgY6WkfybB51j4hBDZu3Iiff/4ZOTk50Ov1Jo9v2rTJbo0jL1bDQm0sbSHFsFCuwHwSkSJ5yAKo5CaqmaHP046RNl9ymDNnDiZPnowTJ04gMDAQwcHBJl9E9mBpZpfcjAwkFBaytIUUo+oiqVE5OcwnESlSTcdVd541jZRJ6HQWZ+jztGOkzXek1qxZg02bNuHmm292RHuIuNguuQ2zRVI9qFyBiDwHj6vkVEKgJDdXPj7KefPAY6TNA6ng4GDEGNXVEtmVB8/sQh6Gi6QSkTvgcZWc6VpJn/FEJkczMhDqoYN2m0v7XnjhBbz44osovTYdK5E9WSqVYskBKREXSSVnE1U+k0xkDR5XyZmqlvSlANCEhnps3my+IzVhwgR89tlnCAsLQ6tWreDr62vyeGpqqt0aR96npKSEpVKkeIZFUjtc+35GXBx2cyBFDnahVStodDpIHvYZA3Is4+PqvXFxSOFxlRzIuORdLunz4OOjzQOpKVOm4MCBA5g0aRLCw8M9doRJrsdSKVIqLpJKzqIOCcGfAQHoUFqK6LIyVHTrBp+DBwHmjepglySBySGHqVLy7sklfQY2D6S2bt2K77//Hv3793dEe8jLGZeuePIfHnmOlhkZHjcLESmHpFIhMisL6cHBaA/A5/DhytKZwEBXN43chVqNNABdUZkffVERVEFBrm4VeSDjMtI0AO09uKTPwObPSLVs2RJB/AMkBxB6Pc5wIhNyM2fbtuVnV8ihNFotEuPi5O9LdDoXtobcjVqjwQyj/KRHRLDPIocw7pu8ZXF6mwdSb775Jp544glkZmY6oDnkzYzLpf4MCIA6JMTFLSKyzFBuBQAdSktRkpfn4haRJ5MkCT9s3y5/7z98OCCEC1tE7kSSJKSkpeGYnx8A9lnkIF46k63NpX2TJk1CSUkJ2rRpA7VabTbZxMWLF+3WOPJekRkZkFQ2j/OJnEJSqdDi77+BFi1c3RTyEpJGY1KexfI+soXKxwdRmZlAs2YAOAMk2Z9ZWZ8X3I0C6jCQWrJkiVeMMMm1OIgiJRN6Pc62bSvP2kfkaIbyrD1HjgC4NhMbB1JkA+PjKmeAJHsznq3Pm2aytXkglZiYWO1jXFuKiLxB1TLU61iGSg4ml/dFRLi6KeSmOAMkOYyXlvUBdfiM1COPPGJxu06nw80331zvBpEXY80/uSGWoZKzeMuJCTmGPAPkte99Dh+GKC52aZvIM1Qt6/OmBeptPvpv3boVCxYsMNmm0+kwcuRIXL161W4NIy+j1yOgXz9Xt4LIZhxEkdPwYhPVU9UZIEXXrgA/L0X1VFJSIv/bW2brM7D5DOCHH37Ahx9+iLfffhsAUFRUhGHDhkGSJGzbts3e7SNvIARE9+5Q/fMPgMqrGVCrXdokIiJFqVI6Q1QXkiThh927K4+zAFT//APRvTsH6WQ33lTWB9ThM1Jt2rTBtm3bMHjwYKhUKnz22Wfw8/PD1q1bofGiESjZjyguhnTwIAAgHcB98fE4wCwREcnMZsTixSaqI01gIO6Lj8f6Q4fQHoB08CBngSS78aZBFFCHO1IA0KVLF2zZsgXPPPMM1Go1vvvuOw6iqG70+srSgmsmtGmD31JTve4PkYioJt640CU5hiRJ+C01FRPatJG3cZFnqhcvvqNp1R2prl27Wjyx9fPzw7lz59DP6LMtqamp9msdeTYLJX0paWlQ8TMnRET/48UzYpFjqFQqpOzeLc8C6T98OMAZ/KguvLzs2KqB1G233ebgZpA3EjqdeUkfSwvIHXjx1TdyPlFc7JULXZJjcZFnsgdvLzu2aiBVdZY+InswXrxtQps2SGVJH7kDL7/6Rk52rfzZ0DN600KX5FhmizzrdFzkmWxWUlLilQvxGlhVQyV49ZXsrcrJaMru3SzpI7dQ9eobZ5gkh7FQ/vzD7t284ER2IS/yfI3/8OG820714o1lx1aduXbq1Anr169HeXl5jfsdP34c06dPx2uvvWaXxpHn8ubF28i98UP/5CyWyp95x4DsyVDeB1wr78vJ4WCK6szbBlGAlaV9S5cuxZNPPomHH34Yw4YNQ48ePdC8eXP4+/vj0qVLOHbsGFJSUvD7779j5syZmD59uqPbTW7O228Fk5uqsnC0N159I+cx7idZ/kyOULW8T4qIgEhIgJScDGg0nHyCqBZWDaRuvPFG/Pbbb0hJScGGDRuwdu1anDx5EqWlpQgJCUHXrl1xzz334O6770bjxo0d3WbyMDwZJbdgocyKH/onZ2H5MzmCYYHelKAg9DdsO3gQ0Goh+vWrHFDx+ExULZsW5O3fvz/69+9f+45ENuAgihRPCIicHC4cTc5lVGLFfpIcRRMYiKf69sXBPXuQjMpZ/ABA2r0borgYklbryuaRO/HCslBe3iIiqokQEP37Q7q23grAhaPJCTg7JDmJJElITklBVlERpsbHI8zoMdG1K6DXu6xt5F4C+vXzurxwIEVEVAOh00Has0f+PgVcOJocj7NDkjNJkoTAwECkpqXhaFaWPAGF6p9/ILp398o7DWQltdqr8+LSM4FFixahZ8+e0Gq1CAsLw2233Ya//vrLZJ/Lly9jxowZaNq0KQIDAzFu3DhkZ2eb7HPq1CmMGjUKarUaYWFhePzxx3H16lVnvhWqDy/6gyP3YzxLXxiAp/r25cxp5HAlJSXyvzk7JDmLJEkIDQvDffHxSDdsO3gQorjYpe0i5VJrNF6dF5cOpHbu3IkZM2bgl19+wfbt23HlyhUMHz4cOqMTl7lz5+Kbb77B559/jp07d+LcuXMYO3as/HhFRQVGjRqF8vJy7NmzBx9//DFWr16N559/3hVvieogoF8/oLgY0Oksf3GgRY4mhOXsFRebzNJ3NCMDySkpLOkjp9r+1VeQSkrYP5JTSJKE31JTMaFNG3mb6Nq1+uM0M+jVqs2Lt5T4CQXJyckRAMTOnTuFEELk5+cLX19f8fnnn8v7/PHHHwKA2Lt3rxBCiG+//VaoVCqRlZUl75OUlCSCgoJEWVmZVa9bUFAgAIiCggI7vhuqSXFRkUit7H5r/dL36yeEXu/U9jkzE8yfi+n1Qt+3b605TAVEcVGRU5rE/FFxdrZL+0dmkIoKC606Tjsig8yf+6maF31CgtPP3ezJ2lzU6Y6UXq9Heno6UlJSsGvXLpOv+igoKAAANGnSBABw4MABXLlyBUOHDpX36dChA6KiorB3714AwN69exEXF4fw8HB5nxEjRqCwsBC///67xdcpKytDYWGhyRc5l+FWcFrtu1bOHGR0l9LdMX/KUvUzUJakoXKWPk8or2L+3IRajRQrdnPH/pEZdA+awECrjtPulkHmzzEMefG2Ej+bB1K//PIL2rZti44dO+KGG27AoEGD5K/BgwfXuSF6vR5z5sxBv3790LlzZwBAVlYWGjZsiEaNGpnsGx4ejqysLHkf40GU4XHDY5YsWrQIwcHB8lfLli3r3G6qG8Ot4Knx8QgEcLCW/Y0/L+DumD9lqSlbaQACAUyNj/eYWfqYP/eg1mjwVN++Htk/MoPuwZbjtDtlkPlzDEslfvr+/T2+9NPmgdS0adPQo0cPHD16FBcvXsSlS5fkr4sXL9a5ITNmzMDRo0exfv36Oj+HtZ5++mkUFBTIX6dPn3b4a5I5lUqF1LQ0ZGVlIaGG/VIAj5qxivlTmBqu/HdF5QWZVA+apY/5cw+GKanPnzvncf0jM+g+rDlOu1sGmT/HUalUSElLk+9i+hw+DH1RkUvb5Gg2LcgLAMePH8fGjRvRtm1buzVi5syZ2LJlC3bt2oXIyEh5e0REBMrLy5Gfn29yVyo7OxsR19Z0iYiIwK+//mryfIZZ/SKM1n0x5ufnBz8/P7u1n+pOkiSTq/xhAKoWCHTt2xfJHlBSZcD8KYvhyn/anj2QAGgApAJoce3xqhl1d8yfGxECZ9u0QYdr33pK/8gMupeqfWA4AOOCLXfLIPPnWJrAQMyIi8OeI0cAAOkREbiuuBiSh1yMrMrmd3X99dfj77//tsuLCyEwc+ZMbN68GT/99BNat25t8nj37t3h6+uLHTt2yNv++usvnDp1Cn369AEA9OnTB0eOHEFOTo68z/bt2xEUFITY2Fi7tJOc52hGBnKKi02+OEsaOZLhyn9OUREKrr8e2fjfIOrPgACoQ0Jc2TzyYiV5eehQWip/n1FQwP6RXO5M587IKSpiBskiSZKQkpaGY9cGqx1KS1GSl+fiVjmOVXekDl9bFBAAZs2ahUcffRRZWVmIi4uDr6+vyb5dunSx+sVnzJiBdevW4auvvoJWq5U/0xQcHIyAgAAEBwfjvvvuw7x589CkSRMEBQVh1qxZ6NOnD3r37g0AGD58OGJjYzF58mQsXrwYWVlZmD9/PmbMmMErDm5IHRAAjRtd2SLPIEkSAvR6qPbtk7elAWiXleWxV9HIDVxb6LLrtW81KhUk9o/kCmo1DgJIAOB79CgaAMwiVUvl44OozEygWTMAQEluLtQhIR55PLVqIJWQkABJkiCMPjA2depU+d+GxyRJQkVFhdUvnpSUBAAYNGiQyfZVq1YhMTERALBkyRKoVCqMGzcOZWVlGDFiBJYvXy7v6+Pjgy1btmD69Ono06cPNBoNpkyZgoULF1rdDlKOMzExHn0LmJRJ6PVIj4gwKaFq37cvkrVaVzaLvJxaozEpkSnJza280MSr/+RkAf7+MB42lZSUcGFyqpHxeVxo5844rNUiLj/f487vrBpInThxwiEvLqyYycPf3x/vvvsu3n333Wr3iY6OxrfffmvPppETqUNC8GdAADqUlqJDaSl0eXnQhIW5ulnkRYxLqI75+SEjNxeawECWq5BLSZKEH7ZvB6593lcTEwPRrx+k5GQOpsh5hIDo3h3trn37Z0AArmPJM9VCHRKCw1otulybbKJLUZFHnt9ZNSyMjo6Wv06ePIkWLVqYbIuOjkaLFi1w8uRJR7eXPJCkUiEyI0P+XnjLatikSFGZmQjUajmIIkWQNBqTWSXdbc0ecn9Cp4PPtY94pAOIZMkzWUFSqRCXn4/co0flbSW5uR53jmfzX8LgwYMtTnNeUFBQr3WkyLsZd8oXWrWCKCry+LUHSJl4gkBKYphV0vgabgkHUuRExmtEJcbFQcOSZ7KSpFJBHRoqfx/auTOOBwVB2PAxIKWz+YzB8Fmoqi5cuMBJAqjODOV9ABBdVgYpKAhiwAAOpojIqxlmlTxqdNfef/hw9o3kEj9s38679WQTQ4mfQXudDvpu3TymD7N6HamxY8cCqOzUExMTTWbEq6iowOHDh9G3b1/7t5C8gqRSITIrC2nBwfIMVYYSFokfaCUn8rSyA3J/kiRBExoqz+Dnc/gw+0ZyGuM+kYMospVc4nfyJC7FxKA9/rdQryooyNXNqzer70gFBwcjODgYQghotVr5++DgYERERODBBx/Ep59+6si2kofTaLWYVbWEJTfXY65akHtgaSkpkWEGPwOW95EzCL0eZ2JiXN0McnOSSoWQVq2QaNSHnQ4L84gSP6vvSK1atQoA0KpVKzz22GMs4yO7M5Sw5GZmAtc6bs5SRc5gPHNkdFkZEBTE3JGiVJ3Bz3/4cODgQeaTHMp4RlPO1kf1IS/Uq9EgtqwM0WVlqOjWDT5u3o/Z/BmpBQsWQKPRICcnB8nJyUhOTkZOTo4j2kZeyFDCwlmqyJnk0lLjbbt3Q39t2lYiJZA0GjmjhvI+IkcyLuuLzMjgZDxULyofH0Tl5CD92veGEj93ZvNfRFFRESZPnowWLVpg4MCBGDhwIFq0aIFJkyahoKDAEW0kL2NxliqW+JGDWSot9ZTSA/IMLO8jZ6pa1sdBFNmDRqv1qBI/m/8q7r//fuzbtw9btmxBfn4+8vPzsWXLFvz222946KGHHNFG8jKWZqnSxMRwFj9yKEPuMgoLcezaZDrRZWUeNbsQuTe5vO8azt5HjlS1rE/Nsj6yA7nEz0OOszYPpLZs2YKPPvoII0aMQFBQEIKCgjBixAh8+OGH+OabbxzRRvJCLPEjV5AkCYFarceVHpDnYHkfOQvL+shRPKnEz+a/iqZNmyI4ONhse3BwMBo3bmyXRhEB1ZT4GS0MSOQoVUsP0iMiOC06KYJZeR/LnskBWNZHjuYpx1mb/zLmz5+PefPmISsrS96WlZWFxx9/HM8995xdG0fezVKJH5EzVC096FBaipK8PBe3isi8vI9lz+QIxmV9AKBu2tSFrSFP5CnHWaunPzdISkrC33//jaioKERFRQEATp06BT8/P+Tm5uL999+X901NTbVfS8krSZJkMtV+SW4u1CEhvDpGDqfy8UFUZibQrBkALtRLyiFpNEgB0N/wPRcvJ3tTq+UFoAEApaUA80V2VvU4647neDYPpG677TYHNIPIOqGdOyNdo0G78+crTxrceO0BUj7jzvxMTAyuKy52qw6ePJOh7Dl9zx4YFh8p0emg4Yku2YmhhHTPkSMAmC9yHONjamjnzjis1SIuP99tjrU2D6QWLFjgiHYQVUsdEoLDWi26XPsgYnudjgumklMYL9TbobQUurw8aMLCav9BIgeytHg5F+gle+IC0OQsVc/xuhQVudWxtk7Dvfz8fKxYsQJPP/00Ll68CKCyjO/s2bN2bRwRUHm1Ii4/H7kZGWYLpnLGKnIkSaVCJD+jRwpkmNmUM/iRo1SdIdJdZ1UjZZPP8Y4elbe5Uym9zQOpw4cPo3379nj99dfx73//G/n5+QCATZs24emnn7Z3+4gAVP6hhbRqZbZgKmesIkczKS9g1khBOIMfOVLVfJ0OC4MoKmLGyO4klQrq0FD5+wutWrnNIr02D6TmzZuHxMREHD9+HP7+/vL2m2++Gbt27bJr44iMcaFecjUugEpKwhn8yJEsLZwqBQUxY+QQhlJ6wL0W6bV5ILV//3489NBDZttbtGhhMiU6kSNwoV5yumuzVwEsnyLlMczgJ3/P/pDsyLBwatWyepb5kb1JKhUis7LcbpFemwdSfn5+KCwsNNuenp6OUKPbckSOwoV6yZnMyqd4kkoKYrE/ZIkf2ZFGqzUrq5fL/HQ6Zo3sxh0X6bV5IDVmzBgsXLgQV65cAVB5h+DUqVN48sknMW7cOLs3kKgqLtRLzlS1fIrlfaQkLHkmRzNkLKOw0KzMD4GBzBrZjTsu0mvzQOrNN99EcXExwsLCUFpaioEDB6Jt27bQarV45ZVXHNFGIjOWFuoVxcXszMkhqs5exdIpUhKWPJOjSZKEQK3WrMwPqMyaLjOTx2CyC3mRXgOF3/W0eR2p4OBgbN++HSkpKTh8+DCKi4vRrVs3DB061BHtI7JKaOfOAABRVFS5UC+RHZktTllSwsUpSVEsLtLLnJKdGcr80vbsgQaQs6a5tp4Zj8FkD8az5WpiYhSdK5sHUgb9+/dH//797dkWIptUXcQNAHJzcxGq0UDiooFkR1UXpxQKvjpG3snSIr06nQ5qIdgfkt0YclZSUgKh1yOtWTN0NbrzmZubC40kQa1WM3dUZ+qQEKRpNHK2dDodAhU6kLKptE+v1+Ojjz7CLbfcgs6dOyMuLg5jxozBJ598whMLcjrDIm45GRnQANAACI+JQbdu3aBX+IcTyf1IGo2cs279+zNjpDiGEj/j/nDAgAE8PpNdGUrrA7VaJBQWmh2DAwMD0a1bNxQXFzN7VCeSSoV258+7xTHX6oGUEAJjxozB/fffj7NnzyIuLg6dOnXCyZMnkZiYiNtvv92R7SSySFKpENqqFbr26wfDvH0HDx5E9+7d2YGTXak1GrRPSEAJgON//82MkSKpNRqT/nD37t2c1ZQcxtIxGKg8Dmu1Wg7kqc40gYFuccy1eiC1evVq7Nq1Czt27EBaWho+++wzrF+/HocOHcKPP/6In376CZ988okj20pkkSRJSE5ORlFREdq1awegshPX8YPWZEeSJOHAgQMmGcvNzYVOp1Nk507eydAfZmdny9uYUXIkQ+aKi4tRVFSEhIQE+bHdu3cjNzeX+SObWTrmKvGikNUDqc8++wzPPPMMBg8ebPbYkCFD8NRTT2Ht2rV2bRyRtSRJQmBgIFJTU+VtLPEje1OpVCYZCw8Pl8tYmDVSiqqzmoaHh/POADmUXO537ThsPJAPDw9nqR/VSdVjrhLzY/VA6vDhwxg5cmS1j9900004dOiQXRpFVFcajUa+Gnb8+HHF3gom96XRaNCvXz+TbSwnJaVRq9UmOWWJHzmLJEkIDQ01yR9L/aiujCctUWJ+rB5IXbx4EeHh4dU+Hh4ejkuXLtmlUUR1ZelWMEv8yJ6qlrFULfVTWidP3slSiR+zSc5iXHJftdSPx2SyhVqtljOkxPI+qwdSFRUVaNCg+tnSfXx8cPXqVbs0iqg+qt4KVuIVDHJvVctYDFjCQkpStcSPfSE5k3HJvfGAnqXQZAvDoNxAaX2Y1etICSGQmJgIPz8/i4+XlZXZrVFE9WUo8Tt48KB8BcP4hILIXgylfrt37wbwvxKWfv36ITk5mWupkEsZruayLyRXMZT6GXJoKLtPTU1l/0hWqVrep6TsWH1HasqUKQgLC0NwcLDFr7CwMNxzzz2ObCuR1ZR+BYM8R00lLCz1I1djX0hKwLJ7qg8ll/dZfUdq1apVjmwHkd0ZX63o1q0b/vzzT6hUNq1BTWQV4xKW3Nxc+fOk4eHhSEhIQHJyMjQajWKuoJF3UfLVXPIehrJ7rVYLgMdlsp7hgpAhO0q6IMT0kscyvoLBGfzIGThbFSmRkq/mknfhzLpUV0qdvY8DKfJYLCUgV2CpHykNy/tIKdxlkVVSHqVeEOJAijwaZ/AjV6hutirDrH6csYqcTalXc8n7uMMiq6Q8Sr0gxIEUeTzjUgIlXcUgz1ddqR/LWcjZlHo1l7wTB/ZUF0rMDQdS5PGUehWDvINxqR/LTMlVqvaDRK6kVqsRHx8PgAN7sl7VC0JKOI5yIEVeQYlXMch7GJf6GbDEj5yNM/URkTurekFICedzHEiRV2BZCykBZ6wiIgJKSkpw6NAhAEBCQgLUarWLW0TuQmkf1+BAirwCy/tICTiTJCkF+0BSiuTkZN4tJasp7XyOAynyGizvIyXgTJKkBMwdKQUHUWQr48y4ukyeAynyGizvI6VQWmkCeQf2gUTkCYz7MleXyXMgRV5DabeDyXtxBjVyBfaBROQJlLSwMwdS5FVY3kdKwXIWcgX2gUTkCZSysDMHUuRVWNpCRN6MfSAReQolXBjiQIq8CktbiMibsQ8kpWEGqa6UsEAvB1LkdZRwBYOIyFXYB5KSMINUV0pYoJcDKfI6LG0hIm/GPpBcjRkke3H1LLiKGUi99tprkCQJc+bMkbddvnwZM2bMQNOmTREYGIhx48YhOzvb5OdOnTqFUaNGQa1WIywsDI8//jiuXr3q5NaTO2FpCxF5M84aSa7GDJK9uPqcThEDqf379+P9999Hly5dTLbPnTsX33zzDT7//HPs3LkT586dw9ixY+XHKyoqMGrUKJSXl2PPnj34+OOPsXr1ajz//PPOfgvkZljaQkTezLgP1Ol07APJ6ThzKdlL1QV6i4uLodPprP6qT//XwB5voD6Ki4tx991348MPP8TLL78sby8oKMDKlSuxbt06DBkyBACwatUqdOzYEb/88gt69+6NH374AceOHcOPP/6I8PBwJCQk4KWXXsKTTz6JF154AQ0bNrT4mmVlZSgrK5O/LywsdOybJMUxlBUcPHhQvhWs0Wic8trMH7kS80dVhYeHo7i4mH0geQXmz/MYn9MdP34cWq3Wpp+vT//n8jtSM2bMwKhRozB06FCT7QcOHMCVK1dMtnfo0AFRUVHYu3cvAGDv3r2Ii4tDeHi4vM+IESNQWFiI33//vdrXXLRoEYKDg+Wvli1b2vldkdK5sqyA+SNXYv4IqDzx6Nevn0temxkkV2L+PI9hgV7DZ6WcyaUDqfXr1yM1NRWLFi0yeywrKwsNGzZEo0aNTLaHh4cjKytL3sd4EGV43PBYdZ5++mkUFBTIX6dPn67nOyF3pNFoUFxcjOLiYqjVaqe9LvNHQOWJLPNHrmK4mMQMkquwDyR7MizQa8iULV/1yZ/LSvtOnz6N2bNnY/v27fD393fqa/v5+cHPz8+pr0nKI0mS00pZjDF/BDB/5HrMILkS80f25opMueyO1IEDB5CTk4Nu3bqhQYMGaNCgAXbu3Il33nkHDRo0QHh4OMrLy5Gfn2/yc9nZ2YiIiAAAREREmM3iZ/jesA8REREREZG9uWwgdeONN+LIkSPyh/0PHjyIHj164O6775b/7evrix07dsg/89dff+HUqVPo06cPAKBPnz44cuQIcnJy5H22b9+OoKAgxMbGOv09ERERERGRd3BZaZ9Wq0Xnzp1Ntmk0GjRt2lTeft9992HevHlo0qQJgoKCMGvWLPTp0we9e/cGAAwfPhyxsbGYPHkyFi9ejKysLMyfPx8zZsyw6batYdpDztxCBoYsOGNKYOaPqmL+yNWYQXIl5o9czdoMunz685osWbIEKpUK48aNQ1lZGUaMGIHly5fLj/v4+GDLli2YPn06+vTpA41GgylTpmDhwoU2vU5RUREAcOYWMlNUVITg4GCHvwbA/JE55o9cjRkkV2L+yNVqy6AkuAof9Ho9zp07B61WW+MCcYWFhWjZsiVOnz6NoKAgJ7ZQGbzp/QshUFRUhObNm0OlcmwFbHX586bftzW86fehhPy5gtL+j5XUHme3xZ0zqKT/N2fypPftzvlTEk/KhKNV/V1Zm0FF35FyFpVKhcjISKv3DwoK8upAesv7d/RVMIPa8uctv29recvvQyn5cwWl/R8rqT3ObIu7Z1BJ/2/O5Cnv293zpySekglnMP5dWZNBly/IS0RERERE5G44kCIiIiIiIrIRB1I28PPzw4IFC7x2ITdvf//Oxt+3Kf4+PJ/S/o+V1B4ltUXpvPV35a3vm6rHTFivrr8rTjbhxhITE/F///d/yMzMrHG/zMxMtG7dGqtWrUJiYqJT2kaehVkjJWIuyVmYNVIi5tL1eEfKQdatW4e3337b1c1wqhdeeAGSJJl9+fv7m+2blJSEO+64A1FRUZAkqdo/7F27dmHMmDFo2bIl/P39ERERgZEjR2L37t0W9y8vL8err76KDh06wN/fH+Hh4Rg1ahTOnDljz7eqKN6Ytb/++gtz585F37594e/vD0mSqj2QbNiwAZMmTUK7du0gSRIGDRpU7fOWlZXhySefRPPmzREQEIDrr78e27dvN9vvypUrePHFFxETEwM/Pz/ExMTg5ZdfxtWrV832PX78OCZOnIjIyEio1Wp06NABCxcuRElJSV3fvlvwxlwabNiwQV6So1GjRujbty9++uknk32ys7Nx7733IiwsDAEBAejWrRs+//xzs+favHkzRowYgebNm8PPzw+RkZEYP348jh49arZvcXEx5syZg8jISPj5+aFjx45ISkpy2PtUCm/Mmi19IAB8/fXX6NatG/z9/REVFYUFCxaY9VerV6+2eAyXJAlZWVnVPvc///wjt+G3336rsd0PPPAAJEnCLbfcYtP7dUfemMtWrVpVm6F27drJ+9WUNUmSsHbtWnlfW84tAWDlypXo2LEj/P390a5dOyxdutSh75mz9jnIunXrcPToUcyZM8dhr/Hhhx9Cr9c77PnrKikpCYGBgfL3Pj4+Zvu8/vrrKCoqQq9evXD+/Plqnys9PR0qlQrTpk1DREQELl26hE8//RQ33HADtm7dipEjR8r7XrlyBaNGjcKePXvwwAMPoEuXLrh06RL27duHgoICj52VxxuztnfvXrzzzjuIjY1Fx44dcfDgwWr3TUpKwoEDB9CzZ09cuHChxudNTEzExo0bMWfOHLRr1w6rV6/GzTffjJ9//hn9+/eX95s0aRI+//xzTJ06FT169MAvv/yC5557DqdOncIHH3wg73f69Gn06tULwcHBmDlzJpo0aYK9e/diwYIFOHDgAL766qt6/y6UyhtzCVQe9BcuXIjx48cjMTERV65cwdGjR3H27Fl5n8LCQvTv3x/Z2dmYPXs2IiIi8N///hcTJkzA2rVr8a9//Uve98iRI2jcuDFmz56NkJAQZGVl4aOPPkKvXr2wd+9exMfHAwAqKiowYsQI/Pbbb5gxYwbatWuH77//Hg8//DAuXbqEZ555xum/C2fxxqzZ0gd+9913uO222zBo0CAsXboUR44cwcsvv4ycnByLA+2FCxeidevWJtsaNWpU7fPPnTsXDRo0QFlZWY1t/u2337B69epqT4A9jTfm8u2330ZxcbHJtpMnT2L+/PkYPny4vO2GG27AmjVrzH5+yZIlOHToEG688Uazx6w5t3z//fcxbdo0jBs3DvPmzUNycjIeeeQRlJSU4Mknn6zPW6ueIIcYNWqUiI6OdnUzhBBCnDhxQgAQq1atcujrLFiwQAAQubm5te6bmZkp9Hq9EEIIjUYjpkyZYvXr6HQ6ER4eLkaMGGGy/fXXXxe+vr5i3759NrXb3Xlj1i5cuCAKCwuFEEK88cYbAoA4ceKExX1PnTolKioqhBBCdOrUSQwcONDifvv27RMAxBtvvCFvKy0tFW3atBF9+vSRt/36668CgHjuuedMfv7RRx8VkiSJQ4cOydteeeUVAUAcPXrUZN977rlHABAXL160+j27G2/M5d69e4UkSeKtt96qcb/FixcLAGLHjh3ytoqKCtGzZ08REREhysrKavz5rKws0aBBA/HQQw/J2/773/8KAGLlypUm+44bN074+/uL7OzsOrwj9+CNWbOlD4yNjRXx8fHiypUr8rZnn31WSJIk/vjjD3nbqlWrBACxf/9+q9uxbds20bBhQzF//vwaf1av14s+ffqIqVOniujoaDFq1CirX8NdeWMuLXnppZcEALF79+4a9yspKRFarVYMGzbMZLu155YlJSWiadOmZtm6++67hUajcdjxlqV9dVBUVIQ5c+agVatW8PPzQ1hYGIYNG4bU1FQAwKBBg7B161acPHlSvgXZqlUrAJWlZ88//zy6d++O4OBgaDQaDBgwAD///LPN7UhMTJSf1yA/Px+JiYkIDg5Go0aNMGXKFOTn55vsk5OTg9DQUAwaNAjC6CNyf//9NzQaDe688055W0lJCf7880/k5eVZ3S4hBAoLC02eu6ro6Og6L3ynVqsRGhpq8r70ej3+85//4Pbbb0evXr1w9epVjyidYtYsa9KkCbRarVVtb9mypVULOm7cuBE+Pj548MEH5W3+/v647777sHfvXpw+fRoAkJycDACYOHGiyc9PnDgRQghs2LBB3lZYWAgACA8PN9m3WbNmUKlUaNiwoVXvQWmYS8vefvttREREYPbs2RBCmF2ZNUhOTkZoaCiGDBkib1OpVJgwYQKysrKwc+fOGl8nLCwMarXa5H3VlMvLly+77d1PZs0ya/vAY8eO4dixY3jwwQfRoMH/ipAefvhhCCGwceNGiz9XVFSEioqKGp/7ypUrmD17NmbPno02bdrUuO+aNWtw9OhRvPLKK7W22R0wl9Zbt24dWrdujb59+9a43zfffIOioiLcfffdFh+v7dzy559/xoULF/Dwww+bbJ8xYwZ0Oh22bt1ap/bXhgOpOpg2bRqSkpIwbtw4LF++HI899hgCAgLwxx9/AACeffZZJCQkICQkBGvWrMGaNWvkOtnCwkKsWLECgwYNwuuvv44XXngBubm5GDFiRI235q0hhMCtt96KNWvWYNKkSXj55Zdx5swZTJkyxWS/sLAwJCUlYefOnXLtqF6vR2JiIrRaLZYvXy7v++uvv6Jjx45YtmyZ1e2IiYlBcHAwtFotJk2ahOzs7Hq9L6Dy95aXl4c///wTzzzzDI4ePWpy6/fYsWM4d+4cunTpggcffBAajQYajQZdunSpU+ekFMya86SlpaF9+/Zmixb26tULAOTfmaF8JSAgwGQ/tVoNADhw4IC8zfB5rPvuuw8HDx7E6dOnsWHDBiQlJeGRRx6BRqNxxFtxOObSsh07dqBnz5545513EBoaCq1Wi2bNmpn9bFlZmVl+AMsZMsjPz0dubi6OHDmC+++/H4WFhSZ9YFlZGXx8fMwG5zU9pztg1uonLS0NANCjRw+T7c2bN0dkZKT8uLHBgwcjKCgIarUaY8aMwfHjxy0+99tvv41Lly5h/vz5NbahqKgITz75JJ555hlERETU8Z0oC3NpnbS0NPzxxx8m5crVWbt2LQICAjB27FiLj9d2blld1rt37w6VSmUx63bhkPtcHi44OFjMmDGjxn2qu6V79epVs7KNS5cuifDwcDF16lSb2jFlyhST1/jyyy8FALF48WKT1xswYIDFW7p33XWXUKvVIj09XS4N+PLLL032+fnnnwUAsWDBglrb8/bbb4uZM2eKtWvXio0bN4rZs2eLBg0aiHbt2omCgoJqf86a0r4RI0YIAAKAaNiwoXjooYdEaWmp/PimTZsEANG0aVPRrl07sWrVKrFq1SrRrl070bBhQ5NyK3fCrNWutrIWYzWV9nXq1EkMGTLEbPvvv/8uAIj33ntPCCHEF198IQCINWvWmOz33nvvCQCic+fOJttfeuklERAQIOcXgHj22Wete3MKxVyau3jxotwHBQYGijfeeENs2LBBjBw50iQ/Qggxa9YsoVKpRGZmpslzTJw4UQAQM2fONHv+6667Ts5PYGCgmD9/vlyyKoQQb775pgAgkpOTTX7uqaeeEgDELbfcUmP7lYpZq11NfaDhsVOnTpk91rNnT9G7d2/5+w0bNojExETx8ccfi82bN4v58+cLtVotQkJCzH7+/PnzQqvVivfff18IUXNZ4GOPPSZat24tLl++LIQQHlHax1xa59FHHxUAxLFjx2rc78KFC6Jhw4ZiwoQJZo9Ze245Y8YM4ePjY/H5Q0NDxcSJE21uvzU4kKqD6Oho0aNHD3H27Nlq97GmNraiokJcuHBB5ObmilGjRomEhASb2lH1D+jBBx8UDRo0EEVFRSb7GWrnq/4BXbhwQTRr1kx06dJF+Pv7i8mTJ9v0+tZYu3atACAWLVpU7T7WDKTS0tLEDz/8IFauXCluuOEGce+995q8z08++UQeZBl3+CdPnhS+vr7i7rvvrvd7cQVmrXb2GkjFxMSIm266yWz7P//8IwCIJUuWCCEqPzcVHR0twsPDxRdffCEyMzPFhg0bRNOmTUWDBg1EmzZtTH5+zZo1YsSIEeKDDz4QX3zxhZg6daqQJEksXbrU1reqGMyluVOnTskDnfXr18vbKyoqRGxsrIiMjJS3HTp0SPj6+opevXqJ3bt3i7///lu8+uqrws/PTwAQ9913n9nz79mzR2zbtk0sX75c9OzZUzz66KOivLxcfvz8+fMiODhYtGvXTvzwww/ixIkT4v333xdBQUECgLjxxhvr/N5ciVmrXU194MKFCwUAi5+RGzBggIiPj6/xuZOTk4UkSSafxxOi8nOe8fHx8mC+uoHUX3/9JXx9fcXGjRvlbZ4wkGIua1dRUSFatGghunbtWuu+77//vgAgvvrqK6ue29K55dSpU0VAQIDF/Vu2bCluvfVWq57bVhxI1cGGDRuEv7+/UKlUomfPnmLBggXin3/+Mdmnpj+g1atXi7i4OOHr62tylbp169Y2taPqH9CIESNEy5YtzfY7dOhQtR8y/PzzzwUAER4eLi5dumTT61srIiKixoO4rZNNlJWViU6dOolx48bJ2wzvY/DgwWb7Dx482ObfrVIwa7Vz9h0pIYQ4evSoiI2NlX+ffn5+4j//+Y8ICwszOTH57LPPREBAgDh9+rTJcyYmJgq1Wi3y8vKseo9Kw1yay83NFQCEr6+vuHr1qsljL774ogAgTp48afK6TZs2ld97RESESEpKEgDE7Nmza3ytixcvivDwcPHoo4+abN+5c6eIioqSnzMoKEh8/PHHAoDDTiIcjVmrnb3uSFWnd+/eJheIDJOq/PTTT/K26gZSI0eONOtzPWEgxVzW7qeffhIAxL///e9a973hhhtEkyZNTC4O1abquaWr7kjxM1J1MGHCBGRkZGDp0qVo3rw53njjDXTq1AnfffddrT/76aefIjExEW3atMHKlSuxbds2bN++HUOGDHHJFJbff/89AODSpUsOW2upZcuWuHjxot2er2HDhhgzZgw2bdqE0tJSAJX13oD5h/qBylrgS5cu2e31nYlZc55mzZpZnIrfsM2QMQDo1KkTjh49iqNHjyI5ORnnzp3DAw88gLy8PLRv317eb/ny5ejatavZ1PtjxoxBSUmJ42q2HYy5NNekSRP4+/ujadOmZtPyhoWFya9hMH78eJw7dw6//vor9u7di5MnTyImJgYATDJkSePGjTFkyBCTtVaAyimFMzIykJaWhpSUFJw9exa9e/e26jmVilmrn2bNmgFAtX2bcb9WnarH8CeeeAIDBgxA69atkZmZiczMTHkigvPnz+PUqVMAgJ9++gnbtm3D7Nmz5f0yMzNx9epVlJaWIjMzU56Qx90wl7Vbu3YtVCoV7rrrrhr3O3XqFJKTk3HHHXfA19fX6uevmstmzZqhoqICOTk5JvuVl5fjwoULVmW9LjiQqqNmzZrh4YcfxpdffokTJ06gadOmJrPRVDcj3caNGxETE4NNmzZh8uTJGDFiBIYOHYrLly/Xu03R0dE4f/682UxRf/31l8X9t23bhhUrVuCJJ55AaGgopkyZYnFB0foQQiAzMxOhoaF2fd7S0lIIIVBUVAQAiIuLg6+vr8laLQbnzp2z++s7E7PmHAkJCUhPTzc7sO/bt09+3JgkSejUqRP69++PJk2a4Oeff4Zer8fQoUPlfbKzsy3OfHXlyhUAUNzvwBbMpSmVSoWEhATk5uaivLzc5LFz584BgFk/1LBhQ/Ts2RO9e/dGw4YN8eOPPwKASYaqU1paioKCArPtPj4+SEhIQL9+/RAYGGjTcyoVs1Z3hn6r6kK5586dw5kzZ8z6NUsyMjJMsnvq1Cns2rULrVu3lr8ef/xxAJUXibp06SLvBwBjx4412ffs2bP46aef0Lp1a3z00Ud2eJeuwVxWr6ysDF988QUGDRpU6wDms88+gxCi2tn6LLF0blld1n/77Tfo9Xqrsl4XHEjZqKKiwuzgFRYWhubNm5ssRqfRaKo9yAEwmb5x37592Lt3b73bdvPNN+Pq1asmC+xVVFRYXNU5Pz8f999/P3r16oVXX30VK1asQGpqKl599VWT/WyZ9jI3N9dsW1JSEnJzc00WzrVF1SsLhrZ/8cUXaNmypXylV6vV4uabb8aePXvw559/yvv+8ccf2LNnD4YNG1an13clZs25xo8fj4qKCpMFdcvKyrBq1Spcf/31aNmyZbU/W1paiueeew7NmjUzufrWvn17pKWlIT093WT/zz77DCqVSj7hcCfMZfXuvPNOVFRU4OOPP5a3Xb58GWvXrkVsbGyNJxTHjx/He++9h1tuucXk7pGlPjAzMxM7duwwm52qqtzcXLz++uvo0qWLWw6kmLX669SpEzp06IAPPvjA5KJOUlISJEnC+PHj5W2WjuHffvstDhw4YHIM/+CDD7B582aTr1mzZgEA/v3vf8t3SocMGWK23+bNmxEaGooePXpg8+bNGD16tN3eq7Mwl7X79ttvkZ+fb9XgaN26dYiKijJZ9N6YteeWQ4YMQZMmTcwWmU5KSoJarcaoUaOsbr8tGtS+CxkrKipCZGQkxo8fj/j4ePmK3/79+/Hmm2/K+3Xv3h0bNmzAvHnz0LNnTwQGBmL06NG45ZZbsGnTJtx+++0YNWoUTpw4gffeew+xsbHVrjlirdGjR6Nfv3546qmnkJmZidjYWGzatMniH/Ls2bNx4cIF/Pjjj/Dx8cHIkSNx//334+WXX8att96K+Ph4AJXTXg4ePBgLFizACy+8UOPrR0dH484770RcXBz8/f2RkpKC9evXIyEhAQ899JDJvt988w0OHToEoPLq/OHDh/Hyyy8DML2iddNNNyEyMhLXX389wsLCcOrUKaxatQrnzp0zWa8HAF599VXs2LEDQ4YMwSOPPAIAeOedd9CkSRM888wztv9CXYxZq15BQYF8YNi9ezcAYNmyZWjUqBEaNWqEmTNnyvvu2rULu3btAlDZIet0OjlrN9xwA2644QYAwPXXX4877rgDTz/9NHJyctC2bVt8/PHHyMzMxMqVK01ef8KECWjevDliY2NRWFiIjz76CBkZGdi6davJ2i6PP/44vvvuOwwYMAAzZ85E06ZNsWXLFnz33Xe4//77HVZq4EjMZfUeeughrFixAjNmzEB6ejqioqKwZs0anDx5Et98843JvrGxsbjjjjsQFRWFEydOICkpCU2aNMF7771nsl9cXBxuvPFGJCQkoHHjxjh+/DhWrlyJK1eu4LXXXjPZd+DAgejTpw/atm2LrKwsfPDBByguLsaWLVusWktNaZi16tnSB77xxhsYM2YMhg8fjokTJ+Lo0aNYtmwZ7r//fnTs2FHer2/fvujatSt69OiB4OBgpKam4qOPPkLLli1NjqHDhw83a49hnaKBAwfKA/yoqChERUWZ7TtnzhyEh4fjtttuq/E9KhVzWbu1a9fCz88P48aNq3G/o0eP4vDhw3jqqaeqvYNn7bllQEAAXnrpJcyYMQN33HEHRowYgeTkZHz66ad45ZVX0KRJE6vabjOHfPLKg5WVlYnHH39cxMfHC61WKzQajYiPjxfLly832a+4uFj861//Eo0aNRIA5A8D6vV68eqrr4ro6Gjh5+cnunbtKrZs2WL2gUFrWPqZCxcuiMmTJ4ugoCARHBwsJk+eLNLS0kw+ZPjVV18JAOLNN980+dnCwkIRHR0t4uPj5Q/82TLt5f333y9iY2OFVqsVvr6+om3btuLJJ5+UV1+v2nYYfcDS+Mv4w5DLli0T/fv3FyEhIaJBgwYiNDRUjB49WuzatctiGw4cOCCGDh0qNBqN0Gq14tZbbxXp6em1tl2JmLXqGVZpt/RVtZ2GVdEtfVV9rdLSUvHYY4+JiIgI4efnJ3r27Cm2bdtm9vqvv/666NChg/D39xeNGzcWY8aMEWlpaRbbum/fPnHTTTeJiIgI4evrK9q3by9eeeUVceXKlVrfpxIxlzXLzs4WU6ZMEU2aNBF+fn7i+uuvt5ihiRMnipYtW4qGDRuK5s2bi2nTplmcWW3BggWiR48eonHjxqJBgwaiefPmYuLEieLw4cNm+86dO1fExMQIPz8/ERoaKv71r3+ZfQDenTBr1bOlDxRCiM2bN4uEhATh5+cnIiMjxfz5880+2P/ss8+KhIQEERwcLHx9fUVUVJSYPn26yMrKqrU9NU1/XpW7TzbBXNasoKBA+Pv7i7Fjx9a6r2F5Bkv9mYEt55ZCCPHBBx+I6667TjRs2FC0adNGLFmyROj1eqvaXheSENUsEUxEREREREQWud+9fiIiIiIiIhfjZ6QU6OLFi2azPhnz8fFx61noSDmYNVIi5pKchVkjJWIu3QdL+xRo0KBB2LlzZ7WPR0dHIzMz03kNIo/FrJESMZfkLMwaKRFz6T44kFKgAwcO1LiAbEBAAPr16+fEFpGnYtZIiZhLchZmjZSIuXQfHEgRERERERHZiJ+RAqDX63Hu3Dlotdpq57En7yKEQFFREZo3b+7w9VeYP6qK+SNXYwbJlZg/cjVrM8iBFIBz586hZcuWrm4GKdDp06cRGRnp0Ndg/qg6zB+5GjNIrsT8kavVlkEOpABotVoAlb+soKAgF7eGlKCwsBAtW7aUs+FIzB9VxfyRqzGD5ErMH7matRn0mIHUu+++izfeeANZWVmIj4/H0qVL0atXL6t+1nArNygoiH9EZMIZt/mZP6oO80euxgySKzF/5Gq1ZdAjFuTdsGED5s2bhwULFiA1NRXx8fEYMWIEcnJyXN00IiIiIiLyQB4xkHrrrbfwwAMP4N5770VsbCzee+89qNVqfPTRR3V+TqHXQ5eTA11ODoReb8fWEtmOeSR3wrxSfTFD5A6YU3L70r7y8nIcOHAATz/9tLxNpVJh6NCh2Lt3r8WfKSsrQ1lZmfx9YWGh2T4leXnQhIcDAHTZ2dCEhdm55eStrMlfVcwj2Utd8mcr5pVqwmMwuZI9+0CTnGZlyf8m7+H2d6Ty8vJQUVGB8CrhDQ8PR1ZWlsWfWbRoEYKDg+UvztZCzmRz/oQAdDrnNI48ntX5M+Surl9E1eAxmFzJ7n3gNf7Dh1f+DHkVtx9I1cXTTz+NgoIC+ev06dOubhJ5EZvyJwRE//7QxMQ4r4Hk0azK37XcITCwTl/MK9WEx2ByJXv2gcZ9nc/hwxC8iOR13L60LyQkBD4+PsjOzjbZnp2djYiICIs/4+fnBz8/P2c0j8iM1fkTAiInB9KePfKmFABd1WrHNY48njX5EzqdSe7qinklS2w+BvMqP9mRo/rAFABdAWjq3jRyQ25/R6phw4bo3r07duzYIW/T6/XYsWMH+vTp48KWEdXDtathktHFgDAAT/XtC7WG3TQ5VklJifzvMwDCUZm/QFSeJFj7xbySPQT06wcUF9teXsoBGNWRcR8IAOn4Xz9o+KraH7K/805uf0cKAObNm4cpU6agR48e6NWrF95++23odDrce++9rm4aUZ1UvRq2G8DRrCyEhoU5ZV0N8nJqNdJQeXU1EoDhfn9F7964vH07YGUG1Wo180p1Y5RB1T//AHVYmFX06wcpOdnqvBLJ1GqkAOh/7dv2+F8/aFC1P2R/5508YiB15513Ijc3F88//zyysrKQkJCAbdu2mU1AUWeGK1v8AyEnKUHlFbCu175f1KMHvtFoIFW5SiZTq5lPshu1RoP74uOx8tAhOYMA4PPLL1DrdJACA2v4YWaR6q+6DNpC2r27sjy6przWFXPu0dQaDZ7q2xcH9+xBMmAxg1b1h+TxPGIgBQAzZ87EzJkzHfLcmpgYXtkip1JrNJgRF4c9R44AALb89luNV2SZT7InSZLwW2oqunfrhvRDh6ABYFjeXKrms6cGzCLZQ9UM2sKWvNYVc+7ZJElCckoKdDodBvTvb5LB6vLFTHgnjxlI2V2V27rS7t3QZWYCFupf1SEhkFRu/3EzUhBJkvDD7t1ICQqSM1jj/jXk0xrMMFWlUqmQmpaGkpIS6IqLkRIR4dAsMoNUlXEGbWFLXuuqvn2utfh34TqSJCEwMNAsg9Xly5pM8P/T83AgVQ3Dbd30PXvkKw/VTembrtGg3fnztv1xsCyAaqEJDMRTffsirYaZg4yvjNVnyuk6Zbg2zLjbkyQJGo0GarUaYx2cRbtlkLnzKIYM2sKavNaVvfpcazmkbzbGv5daVc1g1XzZkok6/3/y/0mxOJCqhnxbt7gYac2aoWsNawO01+mAoCCbnp+3gKk2hgzWdDVW6PW15tMadclwbZhxz+GMLNorg8wdWZPXurJXn2stR/TNxvj3Yruq+bIlE3X9/+T/k3JxIFUDSZIQqNUiobAQurw8s8dLdDqciYmp0wdhHVUWwNvGnsWaq7HV5dMa9clwbRxd+sKsO5ejsmjvDDoid8ya+6nLnSxr1afPtZYj+2ZjLMWtm6r5qi0T9f3/5DmjcnEgZQVJpYImLMxsu1oI3G5j+YCjywIcXgZgwNvMilFdPq1RlwzXxlmlL3bNOvNsF3XJor0y6MjcObRfZfbcTn36XGs5om825pBSXC/Ocm2ZqOv/p9ufM3pBJjiQqoe6lA84uizA0WUABrzN7BkcUQLjrNIXe2adeXYde2XQkblzZL/K7JEljixPBBxTisssV6+u/5/ufs7oDZngQKqe6lI+4IiyAGeVARhwxiLP4YgSGEeWvjgi6/XJMzNaf/bKoL1z54x+lTNuUnUcWZ4I2L8U1zjLzKW5uv5/uvM5ozeUjnIg5QKOKAtwdBmAgbNnLDqs1SIuP99t/qCokiNLX+yZdXvkmRlVDnvnzpH9qr36UuaP6spepbiWssxc2o87njPWt39zp/xwIOUhHF0GYODsGYu6FBVBl5fn8Hp0ch/2zLo98syMei53mP2N+SNnsvQ3ISoqgOBgk/2YS2VTeumoO+WHAykP4ugyAAO73WbW6Wq9UpECoKtaXf/XIo9iz6xbm2dRVITAtm3NtjOjns0Zs78JvR6lFy787wGdDqHXX2/VczB/5GySJEEdEICSa/2mZOFkmblUPmeWjpr1cUCN/Zw75YcDKbKZvW4z63JyzLalARgAQFz7vmvfvkh2wuCQvJc1eRYVFTgVFYXAa9+HATCcOjCjZDMhgJISSADUAQE43qxZ5Ye+LTDOmiXMHznNtdwKvb7azBryylx6MaP+TaPR1JgXg6r9nDvlhwMpchl1SAgOa7XoUlQkb+sKICMjQz6xVavVkDx4thdyA0JA360bosvKAADH/PyQkZsr124zo2QTISD694d07bMJEoD21eyaptEgo5apiZk/cgqj3FaXWeO8Mpdeqkr/BtTcxwGW+zl3yg8HUuQykkqFuPx86PLyUJKbi9DOnQFUXsFwRokikTX0RUXwOXwYAJAOIConB4FarWsbRW5H6PWVpVA6HTQWPuCdBiAyIwNq40U+3WjmKvJsQqczOTkGzDPLvHo3odej5ORJi/0bYLmPA9w/NxxIkUtZLKsSwvLORE4m9HqkR0Sgw7XvE+PisJuDKLKFEBDFxRZLW8xKRFu1cpursORdSkpKYDj9DQdQDGaW/kfo9TjSqJFJhZHFcj0PzAsHUqQ4/sOHAwcPevQCbuQeSvLy0KG0FEBlSV9KWprHHQTIgYzKXKqWtlQtZ3GnUhbybmc6d0b53r1QazTMLAGoPFYaD6LcvVzPFhxIkTKo1UhD5WekfA4friwjCAys7aeInCYqMxMqHx9XN4PciL6oCCqjMhfj0hZ3L2chL2N0jPY9ehQNAI88Kaa6EXq9/O/co0eR0LGj1/Rv9XqXZdc+fE1UX2qNBjPi4uTvHb0eFpFVjMpMveWgQPYhKipw2qhsOQzArL59EdKqFTRhYcwTuRW1RoOZPEaTBUKvxxmjpWzUoaFe1b/Z9E6/++47TJkyBTExMfD19YVarUZQUBAGDhyIV155BefOnXNUO8nDSZKEH7Zvd3UziP5HiMoyUyJbWZrpsbAQySkpvIpPbkkCsIvZJQuMS+D/DAiAOiTExS1yLqsGUps3b0b79u0xdepUNGjQAE8++SQ2bdqE77//HitWrMDAgQPx448/IiYmBtOmTUNubq6j200eiCcYpCRCp5Nn60sDADdZHJBczzg7xjM9so8jd8X+kKzR9NdfUXJtkXFvYdVnpBYvXowlS5bgpptugsrC7boJEyYAAM6ePYulS5fi008/xdy5c+3bUvIunLmPXMx4lqoZcXHYzSn5yUrG2ZFQ+SFrInfG/pCsEXqt/DNdo0G78+crP+vu4ReQrBpI7d2716ona9GiBV577bV6NYgI4Mx9pCw/bN/OuwlkNXVICP4MCECH0lK0A1DRvTv7M/IY7A/JmDokBIe1WpNZ+9rrdEBQEES/fpCSkz267/OeT4OR8l2bFQj438x9RErAkwayhaRSITIrC+nXvmd/Ru7OuFSL/SEZk1QqxOXnQ5edjdyMDPk8DgCk3buhNxpgeSKbpz8XQmDjxo34+eefkZOTA32VOshNmzbZrXHkXQwz9+05cgTAtVICToFORG5Io9Ui0bg/0+nYn5FbEhUVuNCqFZheqo6kUkETFga1ELi9b1+k79mDnGuPnQ4LQ5ROB8lDlw+x+Y7UnDlzMHnyZJw4cQKBgYEIDg42+SKqK87cR0Seomp/5j98OD/7Se6nygyU3jgrG1lPkiQkp6Qgo7AQx/z8AADRZWXQd+vmsf2fzXek1qxZg02bNuHmm292RHvIyxmXDJTk5kLNRSvJRbxp1iFyDEmj4ULj5Nb0RUUmM1BGZmXxmEw1kiQJgVotonJykB4cjPao7P90mZmARuNx53U2v5Pg4GDEGC28ReQooZ0740ijRjyhJaerusAgUV1woXFyZ0KvR3pEhPx9YlwcNFqtC1tE7sRQ3ix/HxMDTXg4jgcFQRQVecwdKpsHUi+88AJefPFFlF5bfIvIngyzvxh0KSpCSV6eC1tE3sh4gUEAUDdt6sLWkLtiuTK5M+N+8JifH1LS0jjRBFlNkiSkpKUhrcpU+e11OkhBQRADBnjEYMrmgdSECRNw6dIlhIWFIS4uDt26dTP5IqoPw+wvuUePytt4R4qczmgGSQCccY3qjCee5AmiMjOh8tDJAshxVD4+SCgsrHZGP11mptuf49n8GakpU6bgwIEDmDRpEsLDw3mQILuTVCqoQ0Pl78/ExOC64mKPqqklZas6g2R6RAQzSHXjAVdcidj3UV3VNKOfJibG7RfvtXkgtXXrVnz//ffo37+/I9pDBMB0QcsOpaXQ5eVBExbm6maRlzCUJBzTaBBbVsYMUt0IUTlbHxGRlzPM6KcrLkZas2boeq3Sw90X77X5EkPLli0RFBTkiLYQySSVCpEZGa5uBnkxlY8PojIzXd0McmNCp5NnPEsDALXape0hInIlw4x+CYWFFkv93LGM3uaB1JtvvoknnngCmTzBIAdjKQG5mkkGWaJFNjKepW9mXBzUVT50TeQ22P+RHUkqFUJatcKsPn1w1mi7O85sanNp36RJk1BSUoI2bdpArVbD19fX5PGLFy/arXFERErhP3w4cPCg25UdkDLskiQwOeSu2P+RvUkAdup0MExh8mdAAK5zw8WebR5ILVmyhBNMEJF3uDZ7HxdUpTqpkh99URFULI0nd8H+jxzIuPTZnRd7tnkglZiYWO1jXFuKiDxJ1dn7SkpKoOGJBFmpan5Oh4UhSqeDxGmkyQ2w/yNHKtHpYCh2ToyLw243XezZ5qHfI488YnG7TqfDzTffXO8GEREpBRdUpfqQZ3/08wMARJeVQd+tGz9vQm6B/R85TJUZTX/Yvt1tq91sHkht3boVCxYsMNmm0+kwcuRIXL161W4NIyJSBJ70Uj2ofHwQlZOD9GvfG0qkiNyBu57ckrLpi4pMZjSV3HgiHpsHUj/88AM+/PBDvP322wCAoqIiDBs2DJIkYdu2bfZuH3kznsCSiwm9HmdiYlzdDHJzGq0WiXFx8vfuODMVeSkeh8nOREUFThutyTjDzWc0tfkzUm3atMG2bdswePBgqFQqfPbZZ/Dz88PWrVuhceNfBCkMF7IkBSjJy0OHa5/9dNcZhcj15BKpiAhXN4XIejwOk70JAX23boguKwMAHPPzQ0pamlvf+azT9BhdunTBli1b8Mwzz0CtVuO7777jIIrsigtZkhIIvV7+d2RGhlvOKETKYHyiYJwrIqXicZjsrepMfVE5OVC5+eQ7Vt2R6tq1q8XRop+fH86dO4d+/frJ21JTU+3XOvJaJSUl8mwuM+LisJsDdXIyQ1lfh2vfcxBF9nImJgbXFRczU6RoxrOq8ThM9mB8bndvXBxS3HSmPmNWDaRuu+02BzeDqHruPJsLuS+W9ZE9qUNC8GdAADqUlqJDaSl0eXnQGH1OgEhRPGhWNVImT1mk3KqBVNVZ+ogczbj0hZ03uQLL+sieJJUKkRkZQLNmAFjeR8pWdVa19rwbRfbggYs8W3VmIDhrCzkRZ0ojV6uaQQ6iyB6Mc3ShVSuIigoXtobIMqHXI91oYhR3n1WNlMOwyLNBSW6u288MadXZQadOnbB+/XqUl5fXuN/x48cxffp0vPbaa3ZpHHmnqiVVapZUkZMxg+QIhvI+gIvzknIZ93+eMKsaKUfVRZ41MTEQAwa4dT9oVWnf0qVL8eSTT+Lhhx/GsGHD0KNHDzRv3hz+/v64dOkSjh07hpSUFPz++++YOXMmpk+f7uh2k5dgSRW5GjNI9iKpVIjMykJ6cDDao7K0RV9UBFVQkKubRmRRy4wMt59VjZRF0miQAqC/4fvdu926H7RqIHXjjTfit99+Q0pKCjZs2IC1a9fi5MmTKC0tRUhICLp27Yp77rkHd999Nxo3buzoNpMX4QksuRozSPZkWJx3z5EjAID0iAjO4EeKdbZtW+aT7Eqt0eCpvn2RvmcPcq5tc+d+0KYFefv374/+/fvXviMRERGZkSQJKWlpOKbRILasjDP4keJwhklyJEmSkJySAl1xMY6Fhrp9P+h+Qz/yKpzZiog8jcrHB1GZmfL37OdISeQZJokcRJIkBGq1Jv2gu+JAihTtTEwMTzLItdz4Q7CkXMYlLOznSGncscSK3I8n5Myl72DRokXo2bMntFotwsLCcNttt+Gvv/4y2efy5cuYMWMGmjZtisDAQIwbNw7Z2dkm+5w6dQqjRo2CWq1GWFgYHn/8cVy9etWZb4XsyHhmqw6lpSjJy3Nxi8ib+Q8fzsEU2R37OSIi92fTZ6TsbefOnZgxYwZ69uyJq1ev4plnnsHw4cNx7NgxaK6tWTB37lxs3boVn3/+OYKDgzFz5kyMHTsWu3fvBgBUVFRg1KhRiIiIwJ49e3D+/Hncc8898PX1xauvvurKt0d1VHXhypLcXKhDQjziygW5iSqLBuoyMwEL66gwl1RXlvo5Y8wWKUXVbFrCvFJ91ZQzJefLpQOpbdu2mXy/evVqhIWF4cCBA7jhhhtQUFCAlStXYt26dRgyZAgAYNWqVejYsSN++eUX9O7dGz/88AOOHTuGH3/8EeHh4UhISMBLL72EJ598Ei+88AIaNmxo9rplZWUoKyuTvy8sLHTsGyWbGf/BhHbujMNaLeLy8xX7h2QL5k/5DIsGGmZW01SzQLQ75pL5U46q/Zwxd8yWtZhB91I1m5a4U16ZP2WqKWdKzledWqTX65Geno6UlBTs2rXL5Ks+CgoKAABNmjQBABw4cABXrlzB0KFD5X06dOiAqKgo7N27FwCwd+9exMXFITw8XN5nxIgRKCwsxO+//27xdRYtWoTg4GD5q2XLlvVqN9mfOiQEh7Va+fsuRUUeU/rC/CmfYWa1NAt3oYy5Yy6ZP+Wo2s8Zc8dsWYsZVL6asmmJO+WV+VMOa3Om5HzZPJD65Zdf0LZtW3Ts2BE33HADBg0aJH8NHjy4zg3R6/WYM2cO+vXrh87XRqVZWVlo2LAhGjVqZLJveHg4srKy5H2MB1GGxw2PWfL000+joKBA/jp9+nSd202OIalU6HzmjPz9QQBQq13VHLti/tyDyscHCYWF0NUwe1UK4Ha5ZP6Uo2o/Z8wds2UtZlD5JJUKcfn5NfZ/xtwpr8yfcsg5y87+35eFzCk5XzaX9k2bNg09evTA1q1b0axZM0iSZJeGzJgxA0ePHkVKSopdnq8mfn5+8PPzc/jrUP2UXr4M4/sBAdc+mO3umD/3IalUJp+NCgdQbPR41759kVzLXSulYf6UxbifCwOgu/Zvd8yWtZhB91Bb/2fMnfLK/CmLpFKZrB+lM5pQztAnKjlfNg+kjh8/jo0bN6Jt27Z2a8TMmTOxZcsW7Nq1C5GRkfL2iIgIlJeXIz8/3+SuVHZ2NiIiIuR9fv31V5PnM8zqZ9iH3JPxooAJAHQXLrjlYm3kOc507ozyvXuBaxeQ1Gq13S4mER3NyJD7OGaLlKZq/2eMeSW7EKJyptxrDH2ikvNlc2nf9ddfj7///tsuLy6EwMyZM7F582b89NNPaN26tcnj3bt3h6+vL3bs2CFv++uvv3Dq1Cn06dMHANCnTx8cOXIEOTk58j7bt29HUFAQYmNj7dJOco2qiwJynRVyiWsz+AGA79GjUAPQaDTQaDSK7djJPRlyxWyRYtTQ/zGvZG9Cp4PP4cMAgDQAmtBQxefLqjtSh6+9KQCYNWsWHn30UWRlZSEuLg6+vr4m+3bp0sXqF58xYwbWrVuHr776ClqtVv5MU3BwMAICAhAcHIz77rsP8+bNQ5MmTRAUFIRZs2ahT58+6N27NwBg+PDhiI2NxeTJk7F48WJkZWVh/vz5mDFjBm/degDjGVoutGoFjU4HycfHhS0ib1N1Br+S3NzK5RkU3LETEdmDWf9XUgJNYKCLW0WeqqSkRC51nhkXhxSFlvMZs2oglZCQAEmSIIwWpZw6dar8b8NjkiShoqLC6hdPSkoCAAwaNMhk+6pVq5CYmAgAWLJkCVQqFcaNG4eysjKMGDECy5cvl/f18fHBli1bMH36dPTp0wcajQZTpkzBwoULrW4HKZdxeV90WRkqunWDz8GDPIklp5EkCT9s3w5cKxXWxMRA9OsHKTmZOSQij1a1/yNyll2SBHc4wlo1kDpx4oRDXtx4YFYdf39/vPvuu3j33Xer3Sc6OhrffvutPZtGCiGpVIjMykJ6cDDao3JxVKHTQeIVMXIiSaNBCoD+hu9372YOye5YvkxKZFxWVZKbq+jFUcnNqdU4CCAB7nO+Z9VfQnR0tPx18uRJtGjRwmRbdHQ0WrRogZMnTzq6veSFNFotEuPi5O9LcnMBKwbhRPai1mjwVN++MJ7qpESnq3Z/orq40KoVhA1VHUTOFtq5M44HBUEUFfE4THZXdXZmdzjO2nxJYfDgwbh48aLZ9oKCgnqtI0VUHbm04BpNTAzEgAHsxMlpJElCckoKjhpNfuI/fDgzSPVmKF8GgOiyMui7dWOuSFGqLpraXqeDFBTE4zDZXemFC0gw+l49dqziM2bzQMrwWaiqLly4UPkBbCIHMJRWyd9fK60ichZJkqAJDZVnsDKUHRDVh1y+fO175oqUxrBoam5Ghtz/ATwOkwOo1abnenv2KD5jVq8jNXbsWACVJxOJiYkmM+JVVFTg8OHD6Nu3r/1bSIT/lVal79kDw0T3nD2InM1sBiudjhmkejOUL3NmSFIqSaVCSKtWuL3qcZh9INmRWqPBU3364KO9e9H+2jaln+tZfUcqODgYwcHBEEJAq9XK3wcHByMiIgIPPvggPv30U0e2lbyYpdIqImerWmbK8j6yB5YvkztgiTM5miRJ2LZ5szyI+jMgAOqQEJe2qTZW35FatWoVAKBVq1Z47LHHWMZHTidJkknuOMMVuYKk0SANQFe4z6xCpHycGZLcgXGJM/tAcgijgXlkRobiZ4i0uXULFiyARqNBTk4OkpOTkZycjJycnNp/kMjOOMMVuYKhvM+As0iSPVicGTI3F9DpmC9SFPaB5ChCr8eZmBj5e0tzMiiNzQOpoqIiTJ48GS1atMDAgQMxcOBAtGjRApMmTUJBQYEj2kgk4wxX5GoswyJHsFQ2pYmJAQIDmS9SFPaB5CgleXnoUFoqf++Rs/bdf//92LdvH7Zs2YL8/Hzk5+djy5Yt+O233/DQQw85oo1EMs5wRUrAWSTJEQxlUylVtzNfpDDsA8kh3HDWPpsHUlu2bMFHH32EESNGICgoCEFBQRgxYgQ+/PBDfPPNN45oI5EJLtBLrsYFeslRDNnSAOZlfuznSCHYB5IjqDUaPN23r3yxHFB+rmweSDVt2hTBwcFm24ODg9G4cWO7NIqoJiwrIFfj7FXkKIZs5RQXm5X5sZ8jpWAfSI4gSRJ2btsmz9oHAP633qroXNk8kJo/fz7mzZuHrKwseVtWVhYef/xxPPfcc3ZtHFF1WFZArsYFeslRDDOUVi3zk3bvhigudlm7iIwZ+sCD175nH0j2UCpJJv2ez759is6VzQOppKQk/PLLL4iKikLbtm3Rtm1bREVFYc+ePXj//ffRrVs3+YvIUVhWQErA2avIkSz1c6JrV4BLP5BCqNVqBPj7y9/zOEz1Ve0Mpgo9tlq9jpTBbbfd5oBmENnGUFaQm5kJXJsq03/4cODgQcANpsskzyCXmUZEALhWftWvH6TkZOaQ6k3u53JykBYRga4AVP/8A9G9O6TUVGaMXK+kBNddvix/63/rrcDevcwm1Zml8zslH1ttHkgtWLDAEe0gshkXBiQl4EKq5EiSJCE0LAwj4+Ox/tAhtAcgHTwIUVwMSat1dfPIy5UASMP/+j9DGRb7P6oP4xlMlX5srdNywfn5+VixYgWefvppXLx4EQCQmpqKs2fP2rVxRLVhaRW5GstMydEkScJvqamY0KaNvI0lfqQE7P/IUdylxM/mgdThw4fRvn17vP766/j3v/+N/Px8AMCmTZvw9NNP27t9RDXiDH7kapy9ipxBpVIhJS1NntzEUOLHnJErsf8jR6lukXKlnePZPJCaN28eEhMTcfz4cfgbfcDw5ptvxq5du+zaOCJrcAY/cjXO4EfOoAkMxH3x8fIaK4YSPyJXYv9HjmJpkXKlnePZPJDav38/HnroIbPtLVq0MJkSnchZWFpASsAyU3K0akv8iouZNXIp9n/kKEov8bN5IOXn54fCwkKz7enp6QgNDbVLo4hswdICUgKWmZIzWCrxg1bLrJFLsf8jR1F6iZ/NA6kxY8Zg4cKFuHLlCoDKN3jq1Ck8+eSTGDdunN0bSGQNlhaQErDMlJzBUOKXZrSNWSNXY/9HjqLkEj+bB1JvvvkmiouLERYWhtLSUgwcOBBt27aFVqvFK6+84og2ElnFrLSgpMSFrSFvZLEEgTkkOzOU+E2Nj2fWSDHY/5EjKTVfNq8jFRwcjO3btyMlJQWHDx9GcXExunXrhqFDhzqifURWq7o4qk6ng1oISApbvI08l6WFBJlDcgSVSoXUtDSzrEGng1qtZt7I6Sz1f0T2Ut3x1dV9ns0DKYP+/fujf//+te9I5ETGf0itY2LQtV8/JCcn86SCnEaSJGg0Gvl75pAcxVLWSgD0Y97IRapmksielNjn2VTap9fr8dFHH+GWW25B586dERcXhzFjxuCTTz6BUMAHvojUISEY2rs3NKhccX337t2KuPVL3oU5JGepmjWAeSMXU6uhAaABoBOC54dkV0rr86weSAkhMGbMGNx///04e/Ys4uLi0KlTJ5w8eRKJiYm4/fbbHdlOIqtIKhW279mDE9nZ8jadTseOnJzKUg6ZQXIEQ9ZyiouRXaXfY99HLiFJKEHlSW54RAS6deuG4uJiZpHsoqY+zxUZs3ogtXr1auzatQs7duxAWloaPvvsM6xfvx6HDh3Cjz/+iJ9++gmffPKJI9tKZJWqt37Dw8MxYMAAduLkVFVzyAySoxiyVrXfCwwMZO7I6dRqNfr16yd/f/DgQWi1WmaR7Ka6Ps8VGbN6IPXZZ5/hmWeeweDBg80eGzJkCJ566imsXbvWro0jqquqHTlLXcgV1Go1EhISAFSeTDCD5EhV+z2AfR85nyRJSE5ORlFRkdz/AZVZ1ClgumryHEo417N6IHX48GGMHDmy2sdvuukmHDp0yC6NIqovQ0eezdIqciFDDg2YQXIkQ96KFVLyQt5LkiQEBgYiNTXVJIvdunWDXq93YcvIk1g613M2qwdSFy9eRHh4eLWPh4eH49KlS3ZpFJE9sLSKlMB4FiFmkBxNSSUvRJIkITQ0VL4zdfz4cXTv3p1ZJLtx9UyRVg+kKioq0KBB9bOl+/j44OrVq3ZpFJG9sLSKXI0ZJFdQQskLEVB5onvgwAG0a9cOAPtBcixnD9KtXkdKCIHExET4+flZfLysrMxujSKyF8NtX61WC4ClVeR8zCC5giF3ubm5cjWJjov1kouoVCqkpqbK/SCzSI4yYMAApKamOi1bVt+RmjJlCsLCwhAcHGzxKywsDPfcc48j20pUJyytIldjBskVOIMpKYlxP8gskj25svLD6jtSq1atcmQ7iBzG8Ad28OBB+Q+MK6+TMzGD5CqGEr/du3cD+F+JH/NHzsYskqNUrfxwJqvvSBG5q6ozpxE5G2fvI1fhDKakFMwiOZKrykQ5kCKvwDpscjWW95GrcAZTUgpmkTwNB1Lkddhpkytw9j5yJeaPlIJZJE/CgRR5HV4BI1dgiSm5EvNHSiFJEnbt2uXqZhDZBQdS5BV4BYyUgCWm5ErMHymBEAI33HCDq5tBZBccSJFX4If9SWmYQXIl5o9cpaSkBAcPHgQAJCQkQK1Wu7ZBRPXAgRR5DX7Yn5SEGSRXYv5ICZKTk3mnlNwaB1LkNVjeR67GDJIrMX+kNBxEkbvjQIq8Bj9sTa7GDJIrMX9ERPbFgRR5FeOrXyxrIVdgBsmVeAeAlIR9ILk7DqTIa/EzAuRqzCAReTP2geTuOJAir8LPCJCrMYOkFDyBJVdgH0iehAMp8iqcBp1cjZ9TIaXg3QByBR6HyZNwIEVeh9Ogk6vxcyrkKrwbQErA4zB5Cg6kyOvwRIKUhCcQ5Ey8G0BKwOMweQrFDKRee+01SJKEOXPmyNsuX76MGTNmoGnTpggMDMS4ceOQnZ1t8nOnTp3CqFGjoFarERYWhscffxxXr151cuvJnfBEgpSEV2PJ2Xg3gFyNJc7kKRQxkNq/fz/ef/99dOnSxWT73Llz8c033+Dzzz/Hzp07ce7cOYwdO1Z+vKKiAqNGjUJ5eTn27NmDjz/+GKtXr8bzzz/v7LdAboYnEuRKvBpLrsT8kRKwxJk8gcsHUsXFxbj77rvx4YcfonHjxvL2goICrFy5Em+99RaGDBmC7t27Y9WqVdizZw9++eUXAMAPP/yAY8eO4dNPP0VCQgJuuukmvPTSS3j33XdRXl7uqrdEboAnEuRKvBpLrlQ1fzqdjheTiMhj6HQ6m77q0/+5fCA1Y8YMjBo1CkOHDjXZfuDAAVy5csVke4cOHRAVFYW9e/cCAPbu3Yu4uDiEh4fL+4wYMQKFhYX4/fffq33NsrIyFBYWmnyRd3HliSzzR4DrrsYyfwSY5i88PNypF5OYQXIl5s/zhYeHIzAw0Oqv+vR/Lh1IrV+/HqmpqVi0aJHZY1lZWWjYsCEaNWpksj08PBxZWVnyPsaDKMPjhseqs2jRIgQHB8tfLVu2rOc7IXfkqhNZ5o9cifkjoPKufL9+/Vzy2swguRLz55lc1ae5bCB1+vRpzJ49G2vXroW/v79TX/vpp59GQUGB/HX69Gmnvj4pg1qtRnFxMYqLi6FWq532uswfAcwfuZbhrjwzSK7CPpDsqWqfZstXffLXwI7vwSYHDhxATk4OunXrJm+rqKjArl27sGzZMnz//fcoLy9Hfn6+yV2p7OxsREREAAAiIiLw66+/mjyvYVY/wz6W+Pn5wc/Pz47vhtyRJEnQaDROf13mjwDmj1yPGSRXYv7I3lyRKZfdkbrxxhtx5MgRHDx4UP7q0aMH7r77bvnfvr6+2LFjh/wzf/31F06dOoU+ffoAAPr06YMjR44gJydH3mf79u0ICgpCbGys098TERERERF5B5fdkdJqtejcubPJNo1Gg6ZNm8rb77vvPsybNw9NmjRBUFAQZs2ahT59+qB3794AgOHDhyM2NhaTJ0/G4sWLkZWVhfnz52PGjBm82kBERERERA7jsoGUNZYsWQKVSoVx48ahrKwMI0aMwPLly+XHfXx8sGXLFkyfPh19+vSBRqPBlClTsHDhQptexzDtIWduIQNDFpwxJTDzR1Uxf+RqzCC5EvNHrmZtBiXBxSNw5swZztpCFp0+fRqRkZEOfQ3mj6rjjPxlZGSgTZs2Dn0Ncl/sA8mVmD9ytdoyyIEUAL1ej3PnzkGr1Tp1SuzCwkK0bNkSp0+fRlBQkNNe113aA7iuTUIIFBUVoXnz5lCpHPtRwpryp8T/E1fxpt+FM/OXn5+Pxo0b49SpUwgODnboa7kTb8qbJUrpA51Byf/XSm2bo9vlTflzJqXmSSmMfz9ardaqDCq6tM9ZVCqVw6941CQoKEhRgVZaewDXtMlZJ5XW5E+J/yeu4i2/C2fmz/B63vB7tZW35M0SJfWBzqDk/2ults2R7fK2/DmTUvOkFIbfjzUZdOmCvERERERERO6IAykiIiIiIiIbcSDlQn5+fliwYIFVU7UnJiaiVatWte6XmZkJSZKwevVqh7bHWZTYJmdS+vt3Ri4NlP67cFfu8nt1ZtYA9/m9UP1Z83/t7PzZ0jZXUGq7vI2tudywYQP/32pQl1xzIGUH69atw9tvv23zz/n5+eGFF15QTKBtac9ff/2FuXPnom/fvvD394ckScjMzLS474YNGzBp0iS0a9cOkiRh0KBBFvf7/fffcccddyAmJgZqtRohISEYNmwYunfvbrFNy5YtQ8eOHeHn54cWLVpg3rx50Ol0NbZ77dq1kCQJgYGBtb5HJahPRuqaS6Wy5XexYcMGeUmERo0aoW/fvvjpp59M9ikoKMATTzyBdu3aISAgANHR0bjvvvtw6tQpk/02b96MESNGoHnz5vDz80NkZCTGjx+Po0ePmr1uq1atIEmS2de0adPq9+YdyB79kKdlDaj99+KIPhAADhw4gJEjRyIoKAharRbDhw/HwYMHTfYxnBRV9/XAAw+YPW9qairGjBmDJk2aQK1Wo3PnznjnnXes/XUoWn3zp7RjsbHq2uaI/BUXF2PBggUYOXIkmjRpUuOA0M/PD7GxsRg4cCAaNWqEpk2bYuDAgdi6davJfufOncOkSZNw3XXXQavVolGjRujVqxc+/vhjp0xt7kpK7Bd9fX0dmvXqjoGSJKFdu3bV/lxKSoq8X15ensljtmQdAL7++mt069YN/v7+iIqKwoIFC3D16lWr2l+XvoCTTdjBunXrcPToUcyZM8dhr/Hhhx9Cr9c77PlttXfvXrzzzjuIjY1Fx44dzQ70xpKSknDgwAH07NkTFy5cqHa/kydPoqioCFOmTEHz5s1RUlKCL774AmPGjMH777+PBx98UN73ySefxOLFizF+/HjMnj0bx44dw9KlS/H777/j+++/t/j8xcXFeOKJJ6DRaOr8vt2JN+YSAF544QUsXLgQ48ePR2JiIq5cuYKjR4/i7Nmz8j56vR7Dhg3DsWPH8PDDD6N9+/b4+++/sXz5cnz//ff4448/oNVqAQBHjhxB48aNMXv2bISEhCArKwsfffQRevXqhb179yI+Pt7k9RMSEvDoo4+abGvfvr3j37gLeWPWHNEHpqamon///mjZsiUWLFgAvV6P5cuXY+DAgfj1119x3XXXAQBCQ0OxZs0as5/ftm0b1q5di+HDh5ts/+GHHzB69Gh07doVzz33HAIDA/HPP//gzJkzdXvzCsP82Sd/eXl5WLhwIaKiohAfH4//+7//q3bfpUuX4pFHHsGoUaPw2muv4fLly1i9ejVuueUWfPHFFxg7dqz8nGfOnMH48eMRFRWFK1euYPv27UhMTMRff/2FV199ta6/AsXzxly+/fbbKC4uNtl28uRJzJ8/36xfMtDr9Zg1axY0Go3Fi+G2ZP27777DbbfdhkGDBmHp0qU4cuQIXn75ZeTk5CApKale761agupt1KhRIjo62tXNEEIIceLECQFArFq1yqGvc+HCBVFYWCiEEOKNN94QAMSJEycs7nvq1ClRUVEhhBCiU6dOYuDAgVa/ztWrV0V8fLy47rrr5G3nzp0TDRo0EJMnTzbZd+nSpQKA+Prrry0+15NPPimuu+46cffddwuNRmN1G9yVN+Zy7969QpIk8dZbb9W43+7duwUAsWzZMpPtH330kQAgNm3aVOPPZ2VliQYNGoiHHnrIZHt0dLQYNWpU3Rrvxrwxa47oA2+++WbRuHFjkZeXJ287d+6cCAwMFGPHjq21TTfeeKMICgoSpaWl8raCggIRHh4ubr/9drkNnob5s0/+Ll++LM6fPy+EEGL//v01vo927dqJnj17Cr1eL28rKCgQgYGBYsyYMbW2/5ZbbhEajUZcvXq11n3dlTfm0pKXXnpJABC7d++2+HhSUpJo2rSpmD17tgAgcnNzTR63JeuxsbEiPj5eXLlyRd727LPPCkmSxB9//GGfN1QFS/tqUVRUhDlz5qBVq1bw8/NDWFgYhg0bhtTUVADAoEGDsHXrVpw8eVK+LWmoVy0vL8fzzz+P7t27Izg4GBqNBgMGDMDPP/9sczss1cHm5+cjMTERwcHBaNSoEaZMmYL8/HyTfXJychAaGopBgwaZ3Eb/+++/odFocOedd8rbSkpK8Oeff5rdVrWkSZMm8hX72rRs2bLO60D4+PigZcuWJu9r7969uHr1KiZOnGiyr+H79evXmz3P8ePHsWTJErz11lto0MD9b8Qyl5a9/fbbiIiIwOzZsyGEMLsyZmBYsTw8PNxke7NmzQAAAQEBNb5OWFgY1Gq12fsyKC8vr7XM1F0wa5Y5og9MTk7G0KFD0bRpU3lbs2bNMHDgQGzZsqXaPAPA+fPn8fPPP2Ps2LHw9/eXt69btw7Z2dl45ZVXoFKpoNPpFHUFuzbMn2WOyJ+fnx8iIiKses7CwkKEhYWZrLsUFBSEwMDAWvtPoLIErKSkBOXl5Va9ntIwl9Zbt24dWrdujb59+5o9dvHiRcyfPx8LFy5Eo0aNLP68tVk/duwYjh07hgcffNDkPO/hhx+GEAIbN26sU/trw4FULaZNm4akpCSMGzcOy5cvx2OPPYaAgAD88ccfAIBnn30WCQkJCAkJwZo1a7BmzRq5JrawsBArVqzAoEGD8Prrr+OFF15Abm4uRowYUeOtSWsIIXDrrbdizZo1mDRpEl5++WWcOXMGU6ZMMdkvLCwMSUlJ2LlzJ5YuXQqg8jZqYmIitFotli9fLu/766+/omPHjli2bFm92lZfOp0OeXl5+Oeff7BkyRJ89913uPHGG+XHy8rKAJif7KrVagCVnzGoas6cORg8eDBuvvlmB7bceZhLy3bs2IGePXvinXfeQWhoKLRaLZo1a2b2sz169IBGo8Fzzz2Hn376CWfPnsXOnTvxxBNPoGfPnhg6dKjZc+fn5yM3NxdHjhzB/fffj8LCQpNcGvz0009Qq9UIDAxEq1at8J///Meq351SMWvOU1ZWZvEkVK1Wo7y83OLn8gzWr18PvV6Pu+++22T7jz/+iKCgIJw9exbXXXcdAgMDERQUhOnTp+Py5ct2fw/2xvwp06BBg7Bt2zYsXboUmZmZ+PPPPzFjxgwUFBRg9uzZZvuXlpYiLy8PmZmZ+Pjjj7Fq1Sr06dPHqkGXEjGX1klLS8Mff/yBf/3rXxYff+655xAREYGHHnrI5ue29FpA5fHdWPPmzREZGSk/bncOuc/lQYKDg8WMGTNq3Ke627dXr14VZWVlJtsuXbokwsPDxdSpU21qx5QpU0xe48svvxQAxOLFi01eb8CAARZv3951111CrVaL9PR0+dbol19+abLPzz//LACIBQsW2NS22m61GrOmtO+hhx4SAAQAoVKpxPjx48XFixflxw8cOCAAiJdeesnk57Zt2yYAiMDAQJPtW7ZsEQ0aNBC///67EKLyd+nupX3MpbmLFy8KAKJp06YiMDBQvPHGG2LDhg1i5MiRAoB47733TPbfsmWLaNasmZw1AGLEiBGiqKjI4vNfd9118n6BgYFi/vz5ZqVSo0ePFq+//rr48ssvxcqVK+X3/cQTT9TYdiVj1mpnrz4wLi5OtG/f3qTcqaysTERFRQkAYuPGjdU+b/fu3UWzZs3MMtmlSxehVquFWq0Ws2bNEl988YWYNWuWACAmTpxo1ftzJeavdvY+BgtRe2lfdna2uPHGG036z5CQELFnzx6L+y9atMhk3xtvvFGcOnWq1nYoFXNpnUcffVQAEMeOHTN77NChQ8LHx0d8//33QgghFixYYLG0z1hNWTc8ZilXPXv2FL1797a5/dZw/xonB2vUqBH27duHc+fOoXnz5jb9rI+PD3x8fABUjvTz8/Oh1+vRo0cP+fZvXX377bdo0KABpk+fbvJ6s2bNQnJystn+y5Ytw//93/9h/PjxSE9Px+TJk3Hrrbea7FP1Fq+rzJkzB+PHj8e5c+fw3//+FxUVFSa3/7t164brr78er7/+Olq0aIHBgwfjjz/+wPTp0+Hr64vS0lJ53/LycsydOxfTpk1DbGysK96OQzCX5gxlTxcuXMD69evl0oTx48cjLi4OL7/8sslVr9DQUHTt2hUzZ85Ep06dcPDgQSxevBj33nsvPv/8c7PnX7VqFQoLC5GRkYFVq1ahtLQUFRUVJiUzX3/9tcnP3Hvvvbjpppvw1ltvYdasWYiMjKz1fSgNs+Y8Dz/8MKZPn4777rsPTzzxBPR6PV5++WWcP38eAEz6NmPp6ek4cOAA5s6da1bCVVxcjJKSEkybNk2epW/s2LEoLy/H+++/j4ULF9Y4m5arMX/KpFarcd111yEyMhK33HILioqKsGTJEowdOxbJyclo27atyf533XUXevTogdzcXGzZsgXZ2dnV5tkdMJe10+v1WL9+Pbp27YqOHTuaPf7II4/gpptuqnYSClsZ8mRpxj1/f3+5pN/eWNpXi8WLF+Po0aNo2bIlevXqhRdeeAEZGRlW//zHH3+MLl26wN/fH02bNkVoaCi2bt2KgoKCerXr5MmTaNasmdk03oZZnapq0qQJ3nnnHRw+fBjBwcGKnva2Q4cOGDp0KO655x75cwGjR482+UP+4osvEB8fj6lTp6J169YYPXo0JkyYgK5du5r8TpYsWYK8vDy8+OKLrngrDsNcmjOUiPj6+mL8+PHydpVKhTvvvBNnzpyRpzbPyMjA4MGDMXXqVDzzzDO49dZbsWDBAixfvhwbN27Ed999Z/b8ffr0wYgRIzB9+nR8//33+PTTT/H000/X2CZJkjB37lxcvXq1xhmwlIxZc55p06bhmWeewbp169CpUyfExcXhn3/+wRNPPAEA1S7bsHbtWgAwK+sD/vd3cdddd5lsN5Ta7N27127tdwTmT5nuuOMOnDp1CqtXr8b48eNx77334v/+7/9QXl6OZ5991mz/6OhoDB06FHfddRfWrl2LmJgYDB061G0HU8xl7Xbu3ImzZ89a7Jc2bNiAPXv24M0337Tb6xn6OsPHP4xdvnzZYWWkHEjVYsKECcjIyMDSpUvRvHlzvPHGG+jUqZPFE62qPv30UyQmJqJNmzZYuXIltm3bhu3bt2PIkCEu+bCvYVrwS5cuudW0t+PHj8f+/fuRnp4ub2vRogVSUlKQnp6OXbt24cyZM1i8eDFOnz4tTzVdUFCAl19+GQ888AAKCwuRmZmJzMxMFBcXQwiBzMxM5OTkuOpt1Qtzaa5JkybyQclwtc8gLCxMfg0AWL16NS5fvoxbbrnFZL8xY8YAAHbv3l3jazVu3BhDhgyRT2Br0rJlSwCVH6p1R8yac73yyivIzs5GcnIyDh8+jP3798u/q+qm0V+3bh2uu+46dO/e3ewxw9XyqhOrVP2bUCrmT3kyMjKwbds2ub80aNKkCfr3719r/wlUHtdPnz6NXbt2OaqZDsVc1m7t2rVQqVRmF3EA4PHHH8cdd9yBhg0byudmhgkxTp8+jXPnztn8eobJogx38I2dP3/e5juH1uJAygrNmjXDww8/jC+//BInTpxA06ZN8corr8iPG89aY2zjxo2IiYnBpk2bMHnyZIwYMQJDhw61ywd8o6Ojcf78ebNZnP766y+L+2/btg0rVqzAE088gdDQUEyZMsXqBcpczXDFytKVmnbt2mHAgAGIiIjAsWPHcP78eXmigEuXLqG4uBiLFy9G69at5a8vvvgCJSUlaN26tcnaVO6GuTSlUqmQkJCA3Nxcs5mgDJ1yaGgoACA7OxtCCFRUVJjsd+XKFQCwqg2lpaVWXT00XKU0vLY7Ytacq3Hjxujfvz/i4uIAVE4YERkZiQ4dOpjtu2/fPvz9998Wr/oCkAdXxuuoAeZ/E0rG/ClLdnY2AJj1n0BlH2pt/wlYPq67C+ayemVlZfjiiy8waNAgiwOY06dPy7P5Gb4MEzN169atThODJSQkAAB+++03k+3nzp3DmTNn5MftjQOpGlRUVJj9kYeFhaF58+Ymtw41Go3FzsBwVdy4JG3fvn12KaW4+eabcfXqVZMFxioqKuTZV4zl5+fj/vvvR69evfDqq69ixYoVSE1NNVsIr75TXNaXpbtDV65cwSeffIKAgIAaP+Ok1+vxxBNPQK1WY9q0aQAq/682b95s9jV48GD4+/tj8+bNtZZmKRFzWb0777wTFRUV+Pjjj+Vtly9fxtq1axEbGyt36O3bt4cQAv/9739Nfv6zzz4DAHTt2lXeZimXmZmZ2LFjh8nsQBcvXrQ4MHvttdfQsGFDDB48uNb2Kw2z5nobNmzA/v37MWfOHItTWK9btw4Aqp0Va8KECQCAlStXmmxfsWIFGjRogEGDBtm3wXbE/ClT27ZtoVKpsGHDBpPf7ZkzZ5CcnGzSf+bm5lp8jpUrV0KSJHTr1s3h7bU35rJ23377LfLz86u9wGPp3MzwueZPPvkES5Yssfq1DDp16oQOHTrggw8+MDkWJyUlQZIkk5J/e+JkEzUoKipCZGQkxo8fj/j4eAQGBuLHH3/E/v37Teo6u3fvjg0bNmDevHno2bMnAgMDMXr0aNxyyy3YtGkTbr/9dowaNQonTpzAe++9h9jY2BrXA7HG6NGj0a9fPzz11FPIzMxEbGwsNm3aZPGPdvbs2bhw4QJ+/PFH+Pw/e3ce3lSVvwH8vSnQNrdpWbqxFssiW2kpi9CCoLKouOO4jCIVcAU3xo3REcUNccERBRcUHQRF/YGMqCyiA23BBdpaEBWYWihiN6BbUgs05/dHmztJmrRJm+TeJO/nefpAbm6Tk/btuTm533tOSAguvPBCzJ49G0899RQuv/xyJCcnA2iY4vK8887DggUL8Pjjjzf7/JWVlcofpuU0/quvvoqOHTuiY8eOmDt3rrLvjh07lNP3ZWVlMBqNeOqppwAA5557Ls4991wAwG233Yaqqiqce+656N69O4qLi7F69Wr88ssvePHFF21qfu+55x78+eefSElJwenTp7FmzRp8//33eO+999CrVy8ADRfDXnHFFU3a/umnn+L77793eJ8/YC6du+2227BixQrMmTMHBw4cQK9evbBq1SocPnwYn332mbJfRkYGXnjhBdx2223Izc3F4MGDkZOTgxUrVmDw4MG48sorlX2TkpJwwQUXICUlBZ06dcLBgwfx9ttvK4Mki3//+9946qmncPXVV+Oss87CiRMnlJXtn3nmGZfXZ9ESZs05b/SBO3bswMKFCzF58mR06dIF3377LVauXIkLL7zQ4ZTS9fX1WLt2LUaPHo0+ffo4bOewYcMwc+ZMvPPOOzhz5gzGjx+P//znP/j4448xf/58r5W7eALz55w38md5jIqKCuWM5WeffaaUe911112IiopCTEwMZs6ciRUrVuCCCy7AVVddherqaixbtgy1tbU2H1A+/fTTyM7OxoUXXohevXrhxIkT+L//+z/88MMPuOuuu5pMSuEPmMuWrV69GqGhoZg2bZrD+x29/7JM/X7RRRchOjpa2e5O1p9//nlcdtllmDx5Mq677jrs27cPr776KmbPnu1wwguP8MpcgAGirq5OPPDAAyI5OVkYDAYhy7JITk4Wy5Yts9mvpqZG/PWvfxUdO3YUAJSpKM1ms3jmmWdEQkKCCA0NFcOGDRMbN25sMl2lKxx9z/Hjx8X06dNFZGSkiIqKEtOnTxe5ubk2U1xu2LBBABAvvviizfdWVVWJhIQEkZycLE6dOiWEcG+KS8sq2Y6+7NtpmdLS0Zf1c33wwQdi4sSJIi4uTrRr10506tRJTJw4UWzYsKHJ869cuVIkJycLWZaFwWAQF1xwgfj6669bbLcQ/j/9OXPZvJKSEjFjxgzRuXNnERoaKs455xyxadOmJvsdPXpUzJw5U5x11lmiQ4cOomvXruKWW25pMvXqggULxIgRI0SnTp1Eu3btRLdu3cR1110n8vPzbfbbvXu3uPTSS0X37t1Fhw4dREREhBg7dqz46KOPXGq3FjFrznmjDzx06JCYPHmyiI6OFqGhoWLAgAHi2WefbTJVsoVlyYdXXnml2baeOnVKPP744yIhIUG0b99e9O3bVyxZsqTF16g25s85b+RPCCESEhKc7ms95fTp06fF0qVLRUpKioiIiBARERHivPPOa3Ic3rJli7jkkktEt27dRPv27YXBYBDp6eli5cqVwmw2t/g6tYi5bF5lZaUICwsTV111lVuvxdn05+5kXQgh1q9fL1JSUkRoaKjo0aOHePTRR5XX4g2SEH4y1yYREREREZFG8BopIiIiIiIiN/EaKZWdOHGiyQxj1kJCQvxiViUKLMwl+QqzRmpi/kiLmEv/wdI+lU2YMAHbt293en9CQgIKCwt91yAiMJfkO8waqYn5Iy1iLv0HB1Iq27NnT7MLIoaHhyM9Pd2HLSJiLsl3mDVSE/NHWsRc+g8OpIiIiIiIiNzEa6TQsJjrsWPHYDAYnK5ETcFFCIHq6mp069bN4SKYnsT8kT3mj9TGDJKamD9Sm6sZ5EAKwLFjx9CzZ0+1m0EaVFRUhB49enj1OZg/cob5I7Uxg6Qm5o/U1lIGOZACYDAYADT8sCIjI1VuDWlBVVUVevbsqWTDm5g/ssf8kdqYQVIT80dqczWDATOQeu211/D888+juLgYycnJWLp0KUaNGuXS91pO5UZGRvKPiGz44jQ/80fOMH+kNmaQ1MT8kdpaymBALMi7du1azJs3DwsWLEBOTg6Sk5MxZcoUlJaWqt00IiIiIiIKQAExkHrppZdwyy234Oabb8agQYPw+uuvQ6/X45133vHYcwizGcbSUhhLSyHMZo89LpGrmEHyFWaNtIrZJF9h1sgVfl/ad+rUKezZswfz589Xtul0OkycOBG7du1y+D11dXWoq6tTbldVVbX4PKbycshxcQAAY0kJ5NjYNracglVr8gcAprIyyPHxAJhBaj1X8sf+jryptX0gwGxS27maPx5zyRV+f0aqvLwc9fX1iGvsWC3i4uJQXFzs8HueffZZREVFKV+crYV8qVX5EwJhkyd7v3EU8Nj/kdqYQVKTS/njMZdc5PcDqdaYP38+Kisrla+ioiKn+1pO7ZrKynzYQgpk7uQPaMxgYSFC8vMBALkAoNd7v6EUkFqTPyJPcjeDFsJs5rGY2syV/AmjUTnmHgBgMhqVMj9XvthvBg+/L+2Ljo5GSEgISkpKbLaXlJQgvvGUrL3Q0FCEhoa2+Niivh4Ho6LQ32iE7JHWErmePwgBUVODg127or/RqGyek5SEbJmJpNZxOX+NjvfuDdlohBQS4sVWUTBxpw+EydTwX7O5SV9I1Bqu5M9kMinv+/oDQGKiW89xQJbR748/IFkv5KrXA1zwN+D4/RmpDh06YPjw4di2bZuyzWw2Y9u2bRgzZkzrH1gImFNTm3Ta+QYD9NHRrX9cIlcIATF2LKTISJsM5soysnJzufo6eZU+Ohq/hIcDABLq6mBOTW14U0vkK419ICIigIiIJn0hj8XkTfroaOS3YQ2r/kYjpMhIJb+IiIAYN479aADy+zNSADBv3jzMmDEDI0aMwKhRo/Dyyy/DaDTi5ptvbvVjWp/WPQqg/rvvoJdlDDn7bNtPGIi8QBiNkHbuVG7nAeheUICUhATmj7xO0unQo7gYB6Ki0B9ASH4+jIWFQOOZUH10NHNIXmXfB1rkAuhRUIAk9oXkRZJOh6SKChjLy936PpPRiKOJiRjm6DGzs9mPBqCAGEhde+21KCsrw2OPPYbi4mKkpKRg06ZNTSagcIf1ad0eAHDOOQCcnK5tCU/nkpus82fRpUsXSLW1nn0iZpOckA0GZCQlYefevQ23rUpbWtUPAswbucy+DzwAYByAoaNHY0tMTMt9IbNGbSTpdG7P1KcXAlempSHX6kMAGYBlVdMm/WhlJcum/VxADKQAYO7cuZg7d67HHs9yWndodbXN9v5GI+DmytciPR1SZiY7dXKZff5SACAqyuPPw2ySM5IkISs3F7lRURhmV+Lcmn4QYN7IdfZ9YH8AJQDw7beACyVXzBqpQZIkZGZlwdR4bR/QcH1fbteuDvvR+tRUhOTlMad+LGAGUp5mf1q3udO1LT6W3enctuLp4MBnyV/Z4cOtzp1Lz+PBbDKXgUcXEoKUqiqP9IOAbd6YF2pOW/tATx93AfZx5BpJkiDb5c6+Hz2ZmKiUTZurq6FrxQdTpA0cSDXD+rSuo9O1LXF2OretWl1W0xKWQmiKpNMhundvt3PnCm9k02u5bC3m2SPa2g8CjvPGvFBLWtMHeuu4C3g5s8xfQLPvRy+3Kpsuio1Fr7Ky5nPFfGgWB1IucnS6tiXOTue2VWvLalrCUgjtaU3uXOGNbHorl63FPHtea/PoKG/MC7nC3cx567gLeDezzF/wsJRN75dlDKqrQ0JdXYu5Yj60iwMpNzg6XdsS69O5bdXWspqWeKMUAmA5RFu1Jneu8FQ2vZ3L1mptnpnX5rU2j5a8BVpeAGbG29zNnCePu4Bv+jheAhBcdCEh6FVa2nANqgv7eyofzIXncSDlZa2Z9cWZ1pbVtMSbpRCAh8oheFrb4zyVTW/lsrXamuc255VZdciSt0DLC+DjMkXmq0WePO4C3u3jNH0JALPmVbLBgLtayJWn8+GTvirIcsOBlB/xpzIva54oh+Bpbe3yVi5bq615bmtemdXmBVpeAN+WKTJfvufNzGr5EgBmzbtcyZWn8+GLvirYcsOBlJ/RepmXNU+WQ7h7Wpunr33LW7lsrdbk2VN5tWRVzwVDnQqEvADqlLU66wvZ53mXNzOr1UsAWjruMnNt50quPJEPX/ZVrr5fC5T8cCBFADxfCgF4phyitae18w0GJFVUBMQfKbnPUwspusM+q01KKIKs3MGftLb/82WZYkt9oZK3iAjmzM9o7RIAV4+7PM76hify4Yu+yt33a4GyIDEHUuQ1niiHaO1p7aHV1TCWl3t8cEiBq615tc+qfQlFsJU7BANflim21Bda8sacBTePHHfr611aAJ7HWf/hi77K3fdrgbIgMQdS5FWeKIdwdlpbmM2oPXIEMeec0+S+LADD9Po2PS8Fn7bmNaWqyukColJ2NhdeDEC+LFN01Bfal+xI2dkQRmPDmSkKSq5kUpjNMDkpF5NcfCPM46x/8UVf5aiPEmYzao8fV26bjEaEnHMOeqBhQWJ/7684kCLNa3JaWwiImhoc7Nq14VPYRrEALLeGpaUhU0PXYFBwcLSAqHW5w4H4eJxdU8NSGGoVR32hXq/HX885B+9+9x26N242mUyQ/fiNCXmQEIDdWQhhNjc5fjpjfVy1x+Ms2ZN0OsgxMUrmXMmav/dXHEiRfxECYuxYSDt3or/V5lxZRoHV9Sh6vR6SH58qJv9lX0JhXSYzoLaWpTDkGVZ94Varzb+Eh+Ps6GjVmkUaYpURaxJgc/x0xv64ao/HWWrCLnMtZS3fYECSn/dXHEiRXzFXV0NndVDIBdCjoAApnCGNNMS6hELU1CjbcwH0ZykMeYB9Xwg05KtfcTH7wiCnlO0ZjZCbmVzAcvzUOzmrlBIgs6qRbwizGabDhx1mzlnWkgIgYxxIkd8QZjMOxMdjQOPtWAD909KQ2bs3PxUjbRICprIyWA4dc5KSkM1SGGojUV+PothYJDTetpRfDUtLQ6bBoGLLSG3CbMbejh0xtLraZrujEr1hPH6Sh4j6ehyMimr+cosAzRoHUuQ3TOXlGFBbCwDYHxqKgrIyyBERAfmHSQGgscTB+tO5LVu3Mq/UNkLAnJqKhLo6AP/rCyWdjqVWBFN5eZNBlLMSPeaFPKKxT7IeRAXT5RYcSJH/EEL5b6/CQkTwk1fSMFFTY3NtQhaAYTwbRW0kjEaE5OcDAA4A6FVayr6Q/sfqOFm2bx/0MTEs0SPvEQKitNSmT+oUZJdbtOlV1jV+IkbkdWYzwtPTlZvB8gdKfkYIwGgEamoghv1vAvRYAA+npTm9FoHIVSarT30zkpIgcxBFFnbHSX1MDOTYWB4vybOsj3OpqZDi45W7MpKSEN27d1Blzq1X+uWXX2LGjBlITExE+/btodfrERkZifHjx+Ppp5/GsWPHvNVOCmZCQAwfDt1//wug4aJF8IJ90prGUj5ERAAGg01e9xUXIzMrK2BLG8hHhEDY5MnKTZaKkoLHSfIFu+OclJen3JUFYEt2dtD1SS4NpNavX4/+/ftj5syZaNeuHR566CGsW7cOmzdvxooVKzB+/Hh89dVXSExMxO23346ysjJvt5uCiDAalT/WAwBmJSfzk33SHPtSPqDhzcys5GTExMYG3cGFPM+6rC8XgMR+kBpZHyePgsdJ8g5nx7kINFRd+PN6UK3l0jVSixcvxpIlS3DRRRdB5+B03TXXXAMA+P3337F06VK8//77uO+++zzbUgpaJqNRmfXsmj59kJOTwzelpB2NZQ5i2DBYUmmZrah/cjL2MK/kIdZ9IWeAJGsmk0nJRg8AeyQJkhAA+x7yFLPZ6XGuOCsLsiwH5bHOpYHUrl27XHqw7t27Y9GiRW1qEJENu1KWrOxsh4N5IlVYLT5oSaWllE+OiAjomYrIx1jWR83R65EFYGzjTSkvD2L4cEg5ORxMUds5KB3lca4B35GSprGUhbRMGI02ZQ7WpXzB+ukceQf7QmqOXpbxcFoaItBQAg80DqZKS21m8iNqDVFT0+QSCx7nGrg9/bkQAp988gm++eYblJaWwmw229y/bt06jzWOyLpcgaUspDXW+YwF0J2lfOQlLOuj5kiShMysLBiNRoxNSUFe45kDKT4eIiUF0p49AKs5qDWEgHnsWIQ03uQlFrbc/qu69957MX36dPz222+IiIhAVFSUzReRt7CUhbRsX0EBcnJzWXpKnseyPnKBJEmIiIhAVm4usqy3N5b58cwUtYb92fAsHudsuH1GatWqVVi3bh0uvvhib7SHyCm+cSAtY4kDeYv9G5n+PBtFzZAjIvBwWhrydu5EDoD++F+ZnxQby2umyC1NKoOCcGa+5rg9pIyKikJiYqI32kJE5L/4aS95iclkUv4/NymJ01pTsyxlfsXV1bimT5//bY+Ph0hNBWpq2F9Rq2zZsoUfGNpxeyD1+OOP44knnkBtba032kNE5JfCJk/mmxPyuh2SBL6NoZY0V+YHgwFi3Dj2V+S28ClTmBs7bg+krrnmGpw8eRKxsbFISkpCamqqzRcRUdDQ65Hb+N+Q/HzOkEXewZxRK1nK/CIAJUMAIGVnN+TIaGSWqHn2/Y/RqGpztMbta6RmzJiBPXv24MYbb0RcXBxP8RFR0NLLMuYkJWHn3r0ArGbIyswEZJnXIpBHOM0ZZ2KjFljP5jdu7Fj8/uOPKLXcFx8PAMwSNcu+/zGVlUGWJECv5zEOrRhIff7559i8eTPGjh3b8s5ERAFMkiRsyc5GVmSkzUKYMBgg0tMbBlQ80FAbOcsZF1wlV1jK/HJyc1FWWoqs+HhYv4Njlqg5kiRhy9atQOPAW26cJ4HHuAZuf/zQs2dPREZGeqMtRER+p8XSGZbNkAdY58xmwdWaGjWbRX5EkiTExMbi4bQ0yEDTLLFki5yQZNnmWjug8RjHzLg/kHrxxRfx4IMPorCw0AvNISLyL9YzZM1MTkas9X3x8byomzzC2Uxs5rFjmS9ymSVHpTU1TbJkPTskkTW9LCsDcOtjHDPTitK+G2+8ESaTCX369IFer0f79u1t7j9x4oTHGkdE5A+aK52RsrNhLCyEPiEBEq9BoDawnoktNzISw9Bw8TfzRe6QJAly4xT6WdnZSsmWMJvVbBZpmGUAbjKZYCwtBSzlfcyM+wOpJUuWcIIJUgc/dSWNs5TOXJWWhgM7dyoXdcuJiTggy+hXWQkpJETVNpL/kyMibC7+Zr6otazfzx1NTMTZNTUckJNDygDcah274717QzYag7rfcXsglZGR4fQ+ri1F3hQ2eTKQlxf0FzaStimzZNXUILdrVwxrrCHvbzSiPjUVIcwwtZEkSQ1npaKimC9qE310NH4JD8eA2loMqK2Fsbwccmxsy99IQcs6Mwl1dUHf77j9scPdd9/tcLvRaMTFF1/c5gYR2eD6BeSHJElChMGAlKoqlBUUKBd0h+Tnw1xdrWrbKDDoQkIc5stYWMhyG3KZpNOhR0GB2s0gPyLpdOhRXMzjWiO3B1Kff/45FixYYLPNaDTiwgsvxJkzZzzWMCKg4QLHuUlJym1e2Ej+RNLpEN27NzKsMlwUGwtRX69iqyhQOMqXnJiIvR07cjBFLuPlGuQu2WBoelyrrg7KSzDcHkht2bIFb731Fl5++WUAQHV1NSZNmgRJkrBp0yZPt4+CnARgBzt58mOWMqz9oaEAgIS6OphTU4PygEOep5T5WV23MLS6GqbychVbRX5DiIayeSI3ODquSZGRQTlLrdvXSPXp0webNm3CeeedB51Ohw8++AChoaH4/PPPlVlgiDxFGI0Iyc8H0LBGT3+9Xt0GEbWCLiQEvUpLcSAqCv3xvzJVKSJC7aZRAFDK/H7+GTFDhgDgbFrUMmE2w3T4MGQeY6kVLMe13KgoDGvcJmVnw1xdDV0QrTfbqqlZhg4dio0bN+Lvf/879Ho9vvzySw6iyCusS/nmJCVBz5yRn7IvhWCZKnmSpNNBHxOj3D6amMjBFDkl6utxMDIScuM01gCPseQ+2WDAXWlpNmtLBVuZn0tnpIYNG+awhjY0NBTHjh1Denq6si0nJ8dzrSOysmXrVtZyk9+SJAlbtm5V1mwh8jTOwEYuEQLm1FT0t5q8KVeWkZWby2MsucV6ltr9MTEYVFeHhLo6IDISIj0dUmZmwM/m59JA6oorrvByM4gcs/5ElR08+b0g+YSO1KHMwNa1KwCW95Fj5upqpWT+AIBOBQVI4YLO1EqWWWqDtczPpYGU/Sx9RL4gzGYcTUzEALUbQuQBor4ex3v3Bq+KIm/iAqvklBAQNTUoio1FQuOmjKQkZPfuzQ8qqc0sZX7Wi9EfiI8P+D7IpVcm+CkqqcBUXo4BjYs8/xIeDn10tMotImqlxlKahLo6AMwzeYkQ0F91lXJzQG0tZ++jBkJAjB0LKTJS6Yf2h4aynI88xlLmV1BVpczmFwx9kEsDqcGDB+PDDz/EqVOnmt3v4MGDuOOOO7Bo0SKPNI7IokdBQUB/okGBzb6UpkdxMfNMHieMRkg7dyq3swCAs7ARGvog62zkAuhVWgpdSIh6jaKAo5T5FRYq2wK9xNil0r6lS5fioYcewp133olJkyZhxIgR6NatG8LCwnDy5Ens378fWVlZ+OmnnzB37lzccccd3m43BRm+6SR/JcxmHIiPV0pUM5KSkG0wqNomCkwmkwmWOdcOAHh4zBhkcha2oCfq623K+WIB9E9LQyb7IfIS6/dsgV5i7NJA6oILLsDu3buRlZWFtWvXYvXq1Th8+DBqa2sRHR2NYcOG4aabbsINN9yATp06ebvNRER+w7pElaU05E36Ll2U//cHsGn9emYt2NmVFe8PDUVBWRnkiAhmg7wmmGYQdWtB3rFjx2Ls2LHeagsRUcCxLmvoVVjIUhrynsYBO9BwRqpbeLh6bSFNsF7U/gAayvkieCaKvCyYZhANzPNsFHg44Qn5IcvMkxaBWtpA2mC9yHN/AP/t0SOg38BQy6wzkZGUBJmDKPIR+/K+QO2LeFQnvxA2eTIHU+R3OPMk+ZI+Ohr5Vm+Uk6urA37GLHIdF7UnX7IuNQ7k2ftUHUg9++yzGDlyJAwGA2JjY3HFFVfg119/tdnnzz//xJw5c9ClSxdERERg2rRpKCkpsdnnyJEjmDp1KvR6PWJjY/HAAw/gzJkzvnwp5A16PXIb/xuSnw9htQo7kb/pfugQz0iRV0k6HYYcParczgU4ax8pOIgin7IqNQ7kvkjVo/r27dsxZ84cfPvtt9i6dStOnz6NyZMnw2j1hvm+++7DZ599ho8//hjbt2/HsWPHcJXVOhn19fWYOnUqTp06hZ07d+K9997Du+++i8cee0yNl0QepJdlzElKUm6bysoAo7Hhi2enyM+cSEyEqK7+X4aZZfI0IVB7/Lhyc05SEvSctY8s7Puelr7YN1EbWJeV3j94MPRAYOZLaEhpaakAILZv3y6EEKKiokK0b99efPzxx8o+P//8swAgdu3aJYQQ4osvvhA6nU4UFxcr+yxfvlxERkaKuro6l563srJSABCVlZUefDXkCdXFxUI0/LnZfJnT04Uwm732vL7MBPMXuMz19eLn8HCHGW4uy8wfuc1sFua0NJtsVVsdF93FDAaGmpKSZvsfd/smX2H+/F9L2VMzX65wNRduzdpnYTabcejQIZSWlsJsd/HYueee2+pBXWVlJQCgc+fOAIA9e/bg9OnTmDhxorLPgAED0KtXL+zatQujR4/Grl27kJSUhLi4OGWfKVOm4I477sBPP/2EYcOGNXmeuro61DVOBQoAVVVVrW4zeZcky8gCYD9XpJSd3bD4ZESEGs1qE+YveEg6HXoUFyM3KgpNe6LGfXycZeYvMDlajHeYRs9GMYM+pNc7PIa6wp+Ps81h/nykhewFSr7cLu379ttv0bdvXwwcOBDnnnsuJkyYoHydd955rW6I2WzGvffei/T0dAwZMgQAUFxcjA4dOqBjx442+8bFxaG4uFjZx3oQZbnfcp8jzz77LKKiopSvnj17trrd5F16WcbDY8Ygz8F91qeN/QnzF1xkgwF3OcmwhS+zzPwFJusMWRbj1WpZHzPoO3pZxsNpaYgAmu2DnPHX42xzmD/fcCV7gZAvtwdSt99+O0aMGIF9+/bhxIkTOHnypPJ14sSJVjdkzpw52LdvHz788MNWP4ar5s+fj8rKSuWrqKjI689JrSNJEjatX48Uu+35BoPfzoDG/AUXZxm28HWWmb/AZFkAE9D+YrzMoO9IkoTMrCwUFBQ47YOc8efjbHOYP99oKXuBki+3S/sOHjyITz75BH379vVYI+bOnYuNGzdix44d6NGjh7I9Pj4ep06dQkVFhc1ZqZKSEsTHxyv7fP/99zaPZ5nVz7KPvdDQUISGhnqs/eRd1m8Gyvbtgz4mBknR0X47AxrzF3wcZdjC11lm/gKTpNOh+6FDQPfuDbc1OogCmEFfkyQJstXZyaLt29Gpf/8W+x1/Ps42h/nzHUmSIMfENCnxK/vuOwxJTQ2IfLn9Cs455xwcOnTII08uhMDcuXOxfv16fP311zjrrLNs7h8+fDjat2+Pbdu2Kdt+/fVXHDlyBGPGjAEAjBkzBnv37kVpaamyz9atWxEZGYlBgwZ5pJ2kHfroaMixsQHxx0dBxGp2In1MDOTYWOWLWSZPEGYzfvfgB5wUuHqOH49jfftC36WLTV9k/8W+iTzBUuIXa7Ut5pxzcKhjx4aZbP189j6Xzkjl5+cr/7/rrrvwt7/9DcXFxUhKSkL79u1t9h06dKjLTz5nzhysWbMGGzZsgMFgUK5pioqKQnh4OKKiojBr1izMmzcPnTt3RmRkJO666y6MGTMGo0ePBgBMnjwZgwYNwvTp07F48WIUFxfj0UcfxZw5c/iJQwAKmzwZyMsDNPxpK5ENIRpyS+RF9os/nx0AJTPkOZbFmodWVwMA+huNqE9NRQiPp+RllhI/Y00Ncrt2xbDGJY76G41AZCREejqkzEy/zaFLA6mUlBRIkgRhNWqcOXOm8n/LfZIkob6+3uUnX758OQBgwoQJNttXrlyJjIwMAMCSJUug0+kwbdo01NXVYcqUKVi2bJmyb0hICDZu3Ig77rgDY8aMgSzLmDFjBhYuXOhyO0jjGhfmHYaGhXnN1dXQRUaq3SoilwijESGNH0blAugfoIsSknb0KCjg2QSyIel0SKqoQNnhwziZmIj+aDieGgsLAVmGPkDL+EgbJElChMGAlKoqlB0+jKOJicpMtlJ2tpJDAH6XRZcGUr/99ptXnly4cDovLCwMr732Gl577TWn+yQkJOCLL77wZNNIQywL8+7cuxcAcCA+HmfX1PjVHxoFL5PRCMvVCXOSkpCt0ZnUKHCwbyRHJJ0O0b1743Kr46mcmAgAOCDL6FdZCSkkRM0mUoCzZPDKtDQc2LkTlotyLDkEGrP4xx8N06L7wVkql3rbhIQE5evw4cPo3r27zbaEhAR0794dhw8f9nZ7KQhJkoSs3FzsbyzVHFBbC1N5ucqtInKBXVnflq1bNT0JABEFNsvxNNfuA53+RiPMqal+f70KaZ8ym19VVZMcAg1ZlCIjIcaN84s8uv2x1XnnnedwmvPKyso2rSNF1BxdSAh6FRaq3Qwit9iX9Uk8G0VEKtOFhCClqgrGkhKUFRTgQON2S6mfsbQUwmxWtY0U2KxL/YwlJUoWc633aSz5M5aWajqTbg+kLNdC2Tt+/LjN9JpEnmZTrmI0+sUnFRTcTI0X1QINZX1aXSCVAgD7Q3KDpNNBjo1FdO/eyEhKUrbLiYmQ4+Kwt2NHzb5xpcBhyaEli3fZze5nyaMcF4eDkZGanOXP5XWkrrrqKgANo8iMjAybGfHq6+uRn5+PtLQ0z7eQyAE5MdHvZ3qhAMeyPvIVzgxJraSU+kVFKbOpAcDQ6moYy8shx8Y2891EnuNsdj8Lrc7y5/JAKioqCkDDGSmDwYDwxhXUAaBDhw4YPXo0brnlFs+3kMhCr7dZ1E3KzuYMfqRZTWbr49ko8hLODEltoZT6lZfDVFaGmCFDAACmsjK/m0GN/JtNyV/jtfAmo1HTs/y5PJBauXIlAKB37964//77WcZHPmdZ1M16phfO4Edaxdn6yFeYNWorS4mVtZghQ5BvMCCpooLHWPIp6zzqhWh5lj8VZ5x0+y9jwYIFkGUZpaWlyMzMRGZmJkpLS1v+RqI2sp7phTP4kaaxrI98hVkjD7Is3GsxtLqax1hSlSuz/Kk546TbA6nq6mpMnz4d3bt3x/jx4zF+/Hh0794dN954IyorK73RRiKF5bSv9Qx+vCCWtMZcXc3Z+sgnODMkeZKycO++fco2U1kZj7OkKmez/DmacdLXM/y5PZCaPXs2vvvuO2zcuBEVFRWoqKjAxo0bsXv3btx2223eaCNRE9ZlBkcTE9nJk2YIsxkH4uOV23M5Wx95kclkUv7PmSHJEySdDvqYGOV2zJAhnMWPNMF+lj9HM076etZJtwdSGzduxDvvvIMpU6YgMjISkZGRmDJlCt566y189tln3mgjURP66Gj80jjhCcv7SEtM5eUYUFur3M4yGMBCK/IFlvWRp7DEj7TO2eLSgG/z6vZAqkuXLsoMftaioqLQqVMnjzSKqCWSToceBQXKbX5SRprROLukhbRzJ4TdNK5E3sBBFHmKoxI/HmdJa6wXlzaWlKhSkur2QOrRRx/FvHnzUFxcrGwrLi7GAw88gH/84x8ebRxRc1jeR1qkl2U8PGaMUrsN2C7MS0TkD+xL/HicJS2yLvdToyTV5enPLZYvX45Dhw6hV69e6NWrFwDgyJEjCA0NRVlZGd544w1l35ycHM+1lMiOpbxvQG0tBtTWcvFA0gRJkrBp/XpEWF0npb/qKiArSzMLCBIRuYLHWfInlpLUodXVAHyzsLTbA6krrrjCC80gcp9S3te1KwCWHZB2SLJsu3j0zp0wFhZCn5DA9VjIa9gHkqfZH2e5SC9pmVKS+vPPysLSmjsjtWDBAm+0g6hV7Mv7uDgvaYGjxaPlxEQubklexT6QvME6T1ykl7TOUUmqN/vFVj1qRUUFVqxYgfnz5+PEiRMAGsr4fv/9d482jqglnL2PtMjZAoKc+Yo8jX0geRtn8CN/o+/SRfm/t/tFtwdS+fn56N+/P5577jm88MILqKioAACsW7cO8+fP93T7iJplP3sfFw4krbBeQJAzX5G3sA8kb5N0Ogw5elS5fQCACAtTr0FELbFagsTbeXV7IDVv3jxkZGTg4MGDCLNq2MUXX4wdO3Z4tHFErrAvO+DCgaQlnPmKvI19IHlb7Z9/Kv/vD+C/PXowY6RZ1guVezuvbg+kfvjhB9x2221Ntnfv3t1mSnQiX2HZAWkdy6/Im9gHkrfZZyyZGSMN82Ve3R5IhYaGoqqqqsn2AwcOIMbqU1ciX+HCgaR1XECavMlRH8gSP/IkZxkzlpYyZ6Q5jspRTUajV7Lq9kDqsssuw8KFC3H69GkADdcBHDlyBA899BCmTZvm8QYSuYLlU6R1XECavMm+D2SJH3mao4zJcXHMGWmSfTlqTGKiV7Lq9kDqxRdfRE1NDWJjY1FbW4vx48ejb9++MBgMePrppz3aOCJ3sHyKtIz5JG9jiR95m33GAOaMtMlXWXV7HamoqChs3boVWVlZyM/PR01NDVJTUzFx4kSPNozIXfYLBxqNRuiFgCRJKreMyMEC0kKo3CIKNI4Wo2Q/SJ5kyZixvBymsjLmjDTLV1lt9epUY8eOxZ133okHH3yQgyjSDOvyqbMSEzFu3Di+YSXNsM7npEmTmE3yOPvyK/aD5GmSTgc5NpY5I83zRVbdGkiZzWa88847uOSSSzBkyBAkJSXhsssuw7/+9S/+8ZAm6KOjMXH0aMgATACys7NtpsEkUpM+OhpjkpIgA/h2715mk7yC/SD5gqOcGY1GtZtF1IQ3+0SXB1JCCFx22WWYPXs2fv/9dyQlJWHw4ME4fPgwMjIycOWVV3qkQURtIel02LpzJ34rKVG2cZBPWmHJp6X7ZjbJGxz1g0ajkXkjj3KUs9TUVNTU1DBrpCne7BNdHki9++672LFjB7Zt24bc3Fx88MEH+PDDD/Hjjz/iq6++wtdff41//etfbW4QUVtJkgRZlpXbLDcgLbGuy2Y2yVvs+8G4uDjmjTxOkiTExMQgJSUFAHDw4EEYDAZmjTTHW32iywOpDz74AH//+99x3nnnNbnv/PPPx8MPP4zVq1e3qTFEnqLX65WOPS8vj2UtpBnMJvmKXq9Henq6cpslfuQNkiRhz549Sr8GMGukTd7oE10eSOXn5+PCCy90ev9FF12EH3/8sU2NIfIUSZKQmZmp3OYnY6QVzCb5iiVrJSx1Ji/T6XTIycmxyRrLSUlrvNEnujyQOnHiBOLi4pzeHxcXh5MnT7apMUSexBIq0ipmk3yFpc7kKywnJX/g6T7R5YFUfX092rVzvuxUSEgIzpw50+qGEHkaS6hIq/R6PZKTkwEwm+R9zBv5iqPSKc7kR1rjyfeHLi/IK4RARkYGQkNDHd5fV1fX6kYQeYPlFK7BbmVrIiIi8jzLcbesrEypYkpNTcUvv/wCna7VS5cSeZQn3x+6PJCaMWNGi/vcdNNNbWoMkadxlXXSIpPJpFxTmpKSAr1er3KLKJBZ5w0AwsPDVWwNBTrrmfzy8vJw8OBBDB8+HDk5OTwmk2Z4KosuD6RWrlzpkSckUgvrtEmLMjMz+eaCvMpSxpKXlwcAqK2ttblGgMjTLDP5DRgwAAcPHkReXh6MRiMiIiLUbhqRR/E8KwWN1NRUmM1mtZtBZIODKPI2+5kiiXzBMpOfBY/BFIg4kKKAZn1BoaW8gGemiCjYcMBOapBlmcdgCmgcSFFAs5QX9OvXDwBnrCIiIvIVR8fgsrIyrjFFAYMDKQp49uUF7LxJTUIITgdMREHD/hgcFxeHiIgIrjFFqvJU9jiQoqDABVBJC4QQGDt2bLOLmxMRBRpZlpGWlmazLTs7mxUipAohBMaNG+eRx+JAioICF+clLTCZTNi5c6dyOz09nVOfE1HAkyQJmzdvttnG/o/UYjKZlFlM27oEicvTnxP5My7OS1pTUlKCmJgYTgJAREHBuq9j/0da0dYlSHhGioKG9R8KS/tIDda5k2WZbyKIKCjp9Xr2f6QJbc0hB1IUlHidFPmaJ2uyidqCfR+pjcdgChQcSFHQ4HVSpCZP1mQTtQXfxJIaeAymQMSBFAUNy3VSFnwjQWppa002kbv4JpbUxmMwaYUns8eBFAUVToNOWsBBFPma/ZtYIjXwGExq83SZPQdSFFT4qSwRBSsO4EltPAaT2jxdZs+BFAUVlhYQEQFGo5H9H/mc/TGYOSQ1eaLMngMpCjosLSC1MXOktri4OKSmpsJsNqvdFAoy1sfguLg4HodJNZ44S6+ZgdSiRYsgSRLuvfdeZduff/6JOXPmoEuXLoiIiMC0adNQUlJi831HjhzB1KlTodfrERsbiwceeABnzpzxcevJn7C0gNTGNw6kBr1ej/T0dOV2Xl4ehg8fziyST9nnMDs7m8dh8luaGEj98MMPeOONNzB06FCb7ffddx8+++wzfPzxx9i+fTuOHTuGq666Srm/vr4eU6dOxalTp7Bz50689957ePfdd/HYY4/5+iWQH2F5H6mBA3hSm6Xvq66uRr9+/QAwi+R7lhzafzBO5Auefs+n+kCqpqYGN9xwA9566y106tRJ2V5ZWYm3334bL730Es4//3wMHz4cK1euxM6dO/Htt98CALZs2YL9+/fj/fffR0pKCi666CI8+eSTeO2113Dq1Cm1XhL5AZb3ka9x1jTSAkmSEBERgZycHGUbr1MhX5MkCbIsq90MCjKenrEP0MBAas6cOZg6dSomTpxos33Pnj04ffq0zfYBAwagV69e2LVrFwBg165dSEpKQlxcnLLPlClTUFVVhZ9++snpc9bV1aGqqsrmi4KLmmcHmL/gpYVZ05g/Appep8I+kIIF8xe8PD1jH6DyQOrDDz9ETk4Onn322Sb3FRcXo0OHDujYsaPN9ri4OBQXFyv7WA+iLPdb7nPm2WefRVRUlPLVs2fPNr4S8jdqnh1g/khNzB8BTa9T8SVmkNTE/BHgmRn7ABUHUkVFRbjnnnuwevVqhIWF+fS558+fj8rKSuWrqKjIp89P2iDLMmpqalBTU+ORTyVcxfwFL71er0rmrDF/BPzvwyT2gaQWtfpD5i94WWfOU6Wl7TzyKK2wZ88elJaWIjU1VdlWX1+PHTt24NVXX8XmzZtx6tQpVFRU2JyVKikpQXx8PAAgPj4e33//vc3jWi5etOzjSGhoKEJDQz34asgfqVWjzfwFLy1cF8D8kQX7QFIT80e+5o3MqXZG6oILLsDevXuRl5enfI0YMQI33HCD8v/27dtj27Ztyvf8+uuvOHLkCMaMGQMAGDNmDPbu3YvS0lJln61btyIyMhKDBg3y+WsiIiIiIqLgoNoZKYPBgCFDhthsk2UZXbp0UbbPmjUL8+bNQ+fOnREZGYm77roLY8aMwejRowEAkydPxqBBgzB9+nQsXrwYxcXFePTRRzFnzhx+2kBERERERF6j2kDKFUuWLIFOp8O0adNQV1eHKVOmYNmyZcr9ISEh2LhxI+644w6MGTMGsixjxowZWLhwoVvPY5n2lTO3kIUlC76YEpj5I3vMH6mNGSQ1MX+kNlczKAkuHoGjR49y1hZyqKioCD169PDqczB/5AzzR2pjBklNzB+praUMciAFwGw249dff8WgQYNQVFSEyMhItZukCVVVVejZs2dQ/kyEEKiurka3bt2g03n3UkKz2Yxjx47BYDC0OBVnMP9OHAnUn4dW8+cpWv69sW0N/C2DWv692fOntgLqtNff8ucKLf7e2SbnXM2gpkv7fEWn06F79+4AgMjISM2ESSuC9WcSFRXlk+fR6XRuf+IWrL8TZwLx56Hl/HmKln9vbJt/ZlDLvzd7/tRWwPft9cf8uUKLv3e2yTFXMqjqgrxERERERET+iAMpIiIiIiIiN3Eg1Sg0NBQLFizwq2nTMzIy0Lt37xb3KywshCRJePfdd916fH/8mQQ6rf1OvJ3Blmjt50Gu8dTvzRv503KmtNw2tXn7Z+PJrPnb79Hf2qtVbfk5eutYq8XfrRbb1BwOpBqFhobi8ccf99gvbs2aNXj55Zc98lhqaevPZNKkSZAkCXPnzrXZXlRUhCeeeAKjRo1Cp06dEB0djQkTJuCrr75y+DgVFRW49dZbERMTA1mWcd555yEnJ8dmn//85z+QJMnp19NPP92q16A17vxOAiGDLWnp5+EsgwCcZmXRokVN9v39999xzTXXoGPHjoiMjMTll1+OgoICh89ZUlKC2267Dd27d0dYWBh69+6NWbNmte2F+qHm8ufp/taTPNG2tWvXKktydOzYEWlpafj6669t9ikpKcHNN9+M2NhYhIeHIzU1FR9//HGTx1q/fj2mTJmCbt26ITIyEitWrMANN9yAffv2Ndm3d+/eDjN9++23t/q1+IM1a9Zg+fLlms2UPU9k7Ndff8V9992HtLQ0hIWFQZIkFBYWOt3/3//+N1JTUxEWFoZevXphwYIFOHPmjMN9v/rqK5x//vmIioqCwWBAWloaBg4caNPetWvX4sYbb0S/fv0gSRImTJjg9LkPHjyI6667Dj169IBer8eAAQOwcOFCmEym1r58TXH1WKvFfq+1bXInf65mJSMjA5IkISwsDE888YTyuJav33//Xdn3mWeewejRoxETE4OwsDD069cP9957L8rKymwe85dffsGDDz6IlJQUGAwGdO3aFVOnTsXu3bvder3N4WQTXrJmzRrs27cP9957r9ee46233oLZbPba47fFunXrsGvXLof3bdiwAc899xyuuOIKzJgxA2fOnMG//vUvTJo0Ce+88w5uvvlmZV+z2YypU6fixx9/xAMPPIDo6GgsW7YMEyZMwJ49e9CvXz8AwMCBA7Fq1aomz7Vq1Sps2bIFkydP9s4L1TBm0HkGLSZNmoSbbrrJZtuwYcNsbtfU1OC8885DZWUl/v73v6N9+/ZYsmQJxo8fj7y8PHTp0kXZt6ioCOnp6QCA22+/Hd27d8exY8fw/fffe+hV+Y9gzd/jjz+OhQsX4uqrr0ZGRgZOnz6Nffv22bwJqKqqwtixY1FSUoJ77rkH8fHx+Oijj3DNNddg9erV+Otf/6rsu3fvXnTq1An33HMPoqOjUVxcjHfeeQejRo3Crl27kJycbPP8KSkp+Nvf/mazrX///t590SoLxqzt2rULr7zyCgYNGoSBAwciLy/P6b5ffvklrrjiCkyYMAFLly7F3r178dRTT6G0tBTLly+32XflypWYNWsWJk2ahGeeeQYhISH49ddfUVRUZLPf8uXLsWfPHowcORLHjx93+txFRUUYNWoUoqKiMHfuXHTu3Bm7du3CggULsGfPHmzYsKFNPwctYP6az5+rWbntttswceJEm21CCNx+++3o3bu3MikcAOzZswcpKSm47rrrYDAY8PPPP+Ott97C559/jry8PMiyDABYsWIF3n77bUybNg133nknKisr8cYbb2D06NHYtGlTk+drFUFeMXXqVJGQkKB2M4QQQvz2228CgFi5cqVPnq+2tlb07t1bLFy4UAAQc+bMsbl/3759oqyszGbbn3/+KQYMGCB69Ohhs33t2rUCgPj444+VbaWlpaJjx47i+uuvb7Etffv2Ff369WvDq/FfzKDzDAohnG6399xzzwkA4vvvv1e2/fzzzyIkJETMnz/fZt+LLrpInHXWWaK8vLztL8LPBWP+du3aJSRJEi+99FKz+y1evFgAENu2bVO21dfXi5EjR4r4+HhRV1fX7PcXFxeLdu3aidtuu81me0JCgpg6dWrrX4CfCsasHT9+XFRVVQkhhHj++ecFAPHbb7853HfQoEEiOTlZnD59Wtn2yCOPCEmSxM8//6xs++2330R4eLi4++67W3z+I0eOiPr6eiGEEIMHDxbjx493uN/TTz8tAIh9+/bZbL/pppsEAHHixIkWn0vrmL/m8+dqVhzJzMwUAMTTTz/d4r6ffPKJACA++OADZdvu3btFdXW1zX7l5eUiJiZGpKenu9yO5rC0rxWqq6tx7733onfv3ggNDUVsbCwmTZqklJtNmDABn3/+OQ4fPqyckrTUtp46dQqPPfYYhg8fjqioKMiyjHHjxuGbb75xux2OamYrKiqQkZGBqKgodOzYETNmzEBFRYXNPqWlpYiJicGECRNsVmw+dOgQZFnGtddeq2wzmUz45ZdfUF5e7nK7Fi9eDLPZjPvvv9/h/YMHD0Z0dLTNttDQUFx88cU4evQoqqurle2ffPIJ4uLicNVVVynbYmJicM0112DDhg2oq6tz2o7vv/8ehw4dwg033OBy2/0FM9i8ljJorba2Fn/++afT+z/55BOMHDkSI0eOVLYNGDAAF1xwAT766CNl2y+//IIvv/wSDzzwALp06YI///wTp0+fdrnN/oT5c+zll19GfHw87rnnHgghUFNT43C/zMxMxMTE4Pzzz1e26XQ6XHPNNSguLsb27dubfZ7Y2Fjo9fomr8vi1KlTMBqNLbbXHzBrjnXu3BkGg6HF/fbv34/9+/fj1ltvRbt2/ytCuvPOOyGEwCeffKJse/3111FfX4+FCxcCaDgbL5wsNdqzZ0+X1neqqqoCAMTFxdls79q1K3Q6HTp06NDiY6iJ+XPM1fwBrmfFkTVr1kCSJJuz9M5Yfj7WP4Phw4cjIiLCZr8uXbpg3Lhx+Pnnn1vVJnscSLXC7bffjuXLl2PatGlYtmwZ7r//foSHhyu/lEceeQQpKSmIjo7GqlWrsGrVKqV+tqqqCitWrMCECRPw3HPP4fHHH0dZWRmmTJnS7KlRVwghcPnll2PVqlW48cYb8dRTT+Ho0aOYMWOGzX6xsbFYvnw5tm/fjqVLlwJoKKHLyMiAwWDAsmXLlH2///57DBw4EK+++qpLbThy5AgWLVqE5557DuHh4W61v7i4GHq9Hnq9XtmWm5uL1NTUJn+Eo0aNgslkwoEDB5w+3urVqwEgIAdSzKBz7mTw3XffhSzLCA8Px6BBg7BmzRqb+81mM/Lz8zFixIgm3ztq1Cj897//VQb+lmv84uLicMEFFyA8PBzh4eG46KKLmr12wR8xf45t27YNI0eOxCuvvIKYmBilJt/+e+vq6hxm09L37dmzp8l9FRUVKCsrw969ezF79mxUVVXhggsuaLLf119/Db1ej4iICPTu3Rv//Oc/W2y3ljFrbZObmwsATfqwbt26oUePHsr9QEMfNmDAAHzxxRfo0aMHDAYDunTpgn/84x+tLiuzXA8za9Ys5OXloaioCGvXrsXy5ctx9913KyVYWsX8qef06dP46KOPkJaW5nCiDSEEysvLUVxcjMzMTNx9990ICQlp9no9i+Li4iYf6LeaR85rBZmoqKgWS4Kcneo9c+ZMk7KNkydPiri4ODFz5ky32jFjxgyb5/j0008FALF48WKb5xs3bpzDU73XX3+90Ov14sCBA8qp2U8//dRmn2+++UYAEAsWLHCpTVdffbVIS0tTbsPF8qmDBw+KsLAwMX36dJvtsiw7/Ll8/vnnAoDYtGmTw8c7c+aMiIuLE6NGjXKp3f6GGXTO1QympaWJl19+WWzYsEEsX75cDBkyRAAQy5YtU/YpKysTAMTChQubfP9rr70mAIhffvlFCCHE3XffLQCILl26iAsvvFCsXbtWPP/88yIiIkL06dNHGI1Gl9rvD5i/pk6cOKH8/iMiIsTzzz8v1q5dKy688EIBQLz++uvKvnfddZfQ6XSisLDQ5jGuu+46AUDMnTu3yeOfffbZAoAAICIiIsSjjz6qlMtYXHrppeK5554Tn376qXj77beV1/3ggw8223YtY9Za1lxpleW+I0eONLlv5MiRYvTo0crtyMhI0alTJxEaGir+8Y9/iE8++UT89a9/FQDEww8/7PT5WyrXevLJJ0V4eLiSXwDikUceces1qoX5a1lLpX3W3Cnt++yzz5ock6398ccfNpnq0aOHWLt2bYuPu2PHDiFJkvjHP/7hUjtawoFUKyQkJIgRI0aI33//3ek+rtTM1tfXi+PHj4uysjIxdepUkZKS4lY77P+wbr31VtGuXbsm9aAfffSRwz+s48ePi65du4qhQ4c6HMS46+uvvxaSJNlcS+LKQMpoNIqUlBTRqVOnJj9TnU4n7rjjjibfs23bNgFArF+/3uFjbt68WQAQ//znP91/IX6AGXSstRkUQoi6ujoxZMgQ0bFjR2EymYQQDbXdAMRzzz3XZP+3335bABC5ublCCCFmzpwpAIjBgwfbvMH94IMPBADx1ltvtem1aQnz15QlKwDEhx9+qGyvr68XgwYNsrn+88cffxTt27cXo0aNEtnZ2eLQoUPimWeeEaGhoQKAmDVrVpPH37lzp9i0aZNYtmyZGDlypPjb3/4mTp061WybzGazmDJlimjXrp0oKipq9WtTE7PWsubeyFquEy0pKWly37hx40RycrJyW6fTCQBi0aJFNvtdeOGFIjw8XLkmxl5Lb45XrVolpkyZIt58803xf//3f2LmzJlCkiSxdOlSl16fmpi/lnlrIHX99deL9u3bO73muK6uTmzdulV89tlnYuHChSIlJUW8/fbbzT5mSUmJ6NGjh0hMTGzys2stlva1wuLFi7Fv3z707NkTo0aNwuOPP+50KmRH3nvvPQwdOhRhYWHo0qULYmJi8Pnnn6OysrJN7Tp8+DC6du3apB707LPPdrh/586d8corryA/Px9RUVF45ZVXWv3cZ86cwd13343p06fbXEvSkvr6elx33XXYv38/PvnkE3Tr1s3m/vDwcIfXQVmuaXFWurV69WqEhITY1P8GEmawqdZm0KJDhw6YO3cuKioqlNIqS75cyaDl32uuucamFPUvf/kL2rVrh507d7rdJq1i/pqy/P7bt2+Pq6++Wtmu0+lw7bXX4ujRozhy5AgAYOjQoVizZg3++9//Ij09HX379sUrr7yilATZtx8AxowZgylTpuCOO+7A5s2b8f7772P+/PnNtkmSJNx33304c+YM/vOf/7T6tamJWWublvow62Oo5f/XX3+9zX7XX389amtrbcoAXfXhhx/i1ltvxYoVK3DLLbfgqquuwttvv40ZM2bgoYceanYWNy1g/tRRU1ODDRs2YMqUKTYz41rr0KEDJk6ciEsuuQT/+Mc/8Nprr2HWrFnYuHGjw/2NRiMuueQSVFdXY8OGDQ772dbgQKoVrrnmGhQUFGDp0qXo1q0bnn/+eQwePBhffvlli9/7/vvvIyMjA3369MHbb7+NTZs2YevWrTj//PNVmdpy8+bNAICTJ0/i6NGjrX6cf/3rX/j1119x2223obCwUPkCGi7WLCwsdLhmxC233IKNGzfi3Xfftbnw2qJr1674448/mmy3bLMfeAENkwesX78eEydObHKBa6BgBptqbQat9ezZEwBw4sQJAA0Hn9DQUJcyaPnXPnMhISHo0qULTp482erXpjXMX1OdO3dW3iyFhITY3BcbG6s8h8XVV1+tTI2/a9cuHD58GImJiQBanq68U6dOOP/885XrQJtjn2l/w6y1TdeuXQHAaR9mfQx11oc5yq+rli1bhmHDhqFHjx422y+77DKYTKZWDc58iflTx6effgqTyeTWNe5paWno2rWrw37x1KlTuOqqq5Cfn48NGzZgyJAhHmsrB1Kt1LVrV9x555349NNP8dtvv6FLly42i75KkuTw+z755BMkJiZi3bp1mD59OqZMmYKJEyc2O2uYqxISEvDHH380mSnq119/dbj/pk2bsGLFCjz44IOIiYlR1nRqjSNHjuD06dNIT0/HWWedpXwBDW9wzzrrLGzZssXmex544AGsXLkSS5YsafIJmEVKSgpycnKadDrfffcd9Hq9wzcc//73v1FdXR2Qk0xYYwZttSaD9iyfNMbExABoOJuQlJTkcPG+7777DomJicrMRcOHDwcAm/WCgIYOvLy8XHnMQMH82dLpdEhJSUFZWRlOnTplc9+xY8cAoEkGOnTogJEjR2L06NHo0KGDMmGJK2ub1NbWuvSptn2m/RGz1nopKSkA0KQPO3bsGI4eParcDzjvw5zl1xUlJSWor69vst0yo6kvfgZtxfz53urVqxEREYHLLrvMre/7888/m/SLZrMZN910E7Zt24Y1a9Zg/PjxnmwqB1Luqq+vb/JLio2NRbdu3WxOncuy7PAgZ/mkUlhNQ/ndd9+1uHCoKy6++GKcOXPGZoG9+vp6ZaYWaxUVFZg9ezZGjRqFZ555BitWrEBOTg6eeeYZm/1cnQ7zuuuuw/r165t8Wdq1fv16nHPOOcr+zz//PF544QX8/e9/xz333OP0ca+++mqUlJRg3bp1yrby8nJ8/PHHuPTSSx2uxr1mzRro9XpceeWVzbbZXzGDjrmTQfvVz4GGs1Yvv/wyoqOjlTcUQEMGf/jhB5s3Ir/++iu+/vpr/OUvf1G2TZgwAbGxsVi9erXNgfLdd99FfX09Jk2a1Gz7/QXz59y1116L+vp6vPfee8q2P//8E6tXr8agQYMcnkG3OHjwIF5//XVccsklNh8QlZaWNtm3sLAQ27Zts5mJ7cSJE03esJ4+fRqLFi1Chw4dcN5557XYfq1h1tpu8ODBGDBgAN58802bfCxfvhySJNmUoVpK4d9++21lm9lsxsqVK9G5c2ebftFV/fv3R25ubpMZdj/44APodDoMHTrU7cf0FeZPHWVlZfjqq69w5ZVX2szibGE0Gh1Wl/zf//0fTp482WSGyrvuugtr167FsmXLbJbS8RiPXGkVRE6ePClkWRYzZswQL730knjzzTfFNddcIwCIF198UdnPsuDifffdJ9asWSP+/e9/CyGEeOeddwQAcdlll4k33nhDPPzww6Jjx45i8ODBbi/oZn/xYX19vUhPTxc6nU7ceeed4tVXXxXnn3++GDp0aJOLD2+66SYRFhZmsxjf7NmzRfv27UVeXp6yrbWzuFjAwYX+69atEwBEv379xKpVq5p8FRcXK/ueOXNGjB49WkRERIgnnnhCvPbaa2Lw4MHCYDAos6VZO378uGjfvr247rrrWtVef8AMusdRBhcsWCCSk5PFo48+Kt58803xxBNPiISEBCFJknj//fdt9q2qqhJ9+vQRsbGxYvHixWLJkiWiZ8+eolu3bqK0tNRm3/fee08AECNHjhSvvPKKuP/++0X79u3FuHHjxJkzZ1rVfq1h/pwzmUxi8ODBon379uL+++8Xr7zyihg5cqQICQkRX3zxhc2+AwcOFI899phYsWKFeOSRR0Tnzp1FQkKCOHr0qM1+sbGx4vrrrxfPPfecePPNN8UDDzwgOnfuLMLCwkR2dray38qVK0WfPn3EQw89JF5//XXxzDPPKDNRPvPMMy7+RLWFWXOuoqJCPPnkk+LJJ59UZob829/+Jp588skmkzh89tlnQpIkcf7554s333xT3H333UKn04lbbrnFZj+z2SwuuOACIUmSuPXWW8Vrr70mJk2aJACIN954w2bf7du3K88fGxsrevfurdzevn27zX4hISEiNjZWLFy4ULz22mvioosuEgDE7NmzW3ydamL+nHMnf65mxWLp0qXNzsqcm5srunTpIu68807xyiuviFdffVVkZGSIdu3aid69e9tMTrFkyRIBQIwZM8bh+82ampoWX2tLOJByU11dnXjggQdEcnKyMBgMQpZlkZyc3GR6xpqaGvHXv/5VdOzYUQBQ/gDMZrN45plnREJCgggNDRXDhg0TGzdubPJH4gpH33P8+HExffp0ERkZKaKiosT06dNFbm6uzR/Whg0bmnQEQjS8YUxISBDJycnKbFDeehMLqykr7b+++eYbm/1PnDghZs2aJbp06SL0er0YP368+OGHHxw+3+uvvy4AKB1ZIGIG3eMog1u2bBGTJk0S8fHxon379qJjx45i8uTJYtu2bQ4fo6ioSFx99dUiMjJSREREiEsuuUQcPHjQ4b4ffPCBSE5OFqGhoSIuLk7MnTvX6WxX/oj5a15JSYmYMWOG6Ny5swgNDRXnnHOOwzcE1113nejZs6fo0KGD6Natm7j99tsdzqy2YMECMWLECNGpUyfRrl070a1bN3HdddeJ/Px8m/12794tLr30UtG9e3fRoUMHERERIcaOHSs++ugjl9qtRcyac7/99pvTY6ij17Z+/XqRkpIiQkNDRY8ePcSjjz7qcNbH6upqcc8994j4+HjRoUMHkZSU1OTDJSGaP47bt/+7774TF110kdLf9u/fXzz99NPi9OnTLb5ONTF/zrmTP3eyIoQQo0ePFrGxsU4/fCwrKxO33nqrGDBggJBlWXTo0EH069dP3HvvvaKsrKzJz62595uuzDTYEkkIJ8tWExERERERkUO8RoqIiIiIiMhN7dRuADV14sSJJrM+WQsJCfHrGZhI+5hBUhPzR77CrJGamD//x9I+DZowYQK2b9/u9P6EhARlfRwib2AGSU3MH/kKs0ZqYv78HwdSGrRnz55mF74LDw9Henq6D1tEwYYZJDUxf+QrzBqpifnzfxxIERERERERuYmTTRAREREREbmJk02gYeXuY8eOwWAwQJIktZtDGiCEQHV1Nbp16wadzrufNzB/ZI/5I7Uxg6Qm5o/U5moGOZACcOzYMfTs2VPtZpAGFRUVoUePHl59DuaPnGH+SG3MIKmJ+SO1tZRBDqQAGAwGAA0/rMjISJVbQ1pQVVWFnj17KtnwJuaP7DF/pDZmkNTE/JHaXM1gwAykXnvtNTz//PMoLi5GcnIyli5dilGjRrn0vZZTuZGRkfwjIhu+OM3P/JEzzB+pjRkkNTF/pLaWMhgQk02sXbsW8+bNw4IFC5CTk4Pk5GRMmTIFpaWlajeNiIiIiIgCUEAMpF566SXccsstuPnmmzFo0CC8/vrr0Ov1eOedd7z2nMJshrG0FMbSUgiz2WvPQ8SskZqYP1IDc0dawBxSS/y+tO/UqVPYs2cP5s+fr2zT6XSYOHEidu3a5fB76urqUFdXp9yuqqpy+3mNpaWI6Nq14f8lJZBjY91+DApO7ubPVF4OOS4OALNGbcf8kdpcySBzR97iTh9oncOaP/5ARHy819tH/sXvz0iVl5ejvr4ecY1Bt4iLi0NxcbHD73n22WcRFRWlfLk8W4sQgNEIUV2N4717t7HlFKzczh/XzCYPcjl/jf0djEbfNpACXquPwUQe0Nr8HU1M5FkpasLvB1KtMX/+fFRWVipfRUVFLX+TEBBjxwIREZAiI5HQ+GnGL+Hh0EdHe7nFFEjcyp8QCJs82XeNo4DnUv6s+js5MdH3jaSA1qpjMJGHuJM/fZcuyv8H1NbCVF7uiyaSH/H70r7o6GiEhISgpKTEZntJSQninZyCDQ0NRWhoqEuPL8zmhj8coxHyzp029+UC6FdcDMnLi8VRYHE1f8JshunwYcj5+QAa8tZfr/dy6yjQuZI/YTRCsuvvsgGkMH/kAe4cgwHwLAB5lFvH4CNHIDfe5jGYHPH7EUCHDh0wfPhwbNu2TdlmNpuxbds2jBkzpk2PLerrcTAyEnJcnM2nsrEAZAB3paVB9sEaBxR8hNmMvR072uRuTlIS9LLczHcReYbJZGqyTQYQbjb/r9yPJafkI8d794aorv5f9pg/8jIeg8lVfn9GCgDmzZuHGTNmYMSIERg1ahRefvllGI1G3Hzzza1/UCFgTk1Ff7vrA3JlGQV//AFJp4Ner/fJGgcUfEzl5RhaXa3czpNlZOXmMm/kE/roaOQbDDYZTAGAqCjltkhPh5SZCTCT5AX66Gj8Eh6OAbW1DaX0duv7MH/kTfbH4Fweg8mJgBhIXXvttSgrK8Njjz2G4uJipKSkYNOmTU0moHCHMBoR0lhSdQBAp4IC6GUZKdHRLOUj79PrkQtgWOPNvj/+iNrjx737lMw2NZJ0OiRVVMBYXg6T0YijiYlKFpV9srNhLCwE7D6hZY7IEySdDj2Ki5EbFdUke4Dz/DnCTFJbFG3fjn79+6P2+HFmiZoIiIEUAMydOxdz58712OOZTCalLlYC0KVLF+hCQoDaWtceQK/nJ2XUanpZxpykJOzcuxcAENG3r9ef84Aso1/j2VaP4d+B35J0OsixsdALgSvT0pDbeM2UDMCy1LmjiSjcyhHzQc2QDQbcZZU9oOX8OdKmvo0ZDXo9x49X/u9ylpiboBEwAylPsy4r6AfYlLS4gmUH1BaSJCErN7fh01gfTT/d32hsUj7TVvw78H+SJCEzK0u5bkqYzcjt2tVpLt3JEfNBzbHPHtBy/hxpS9/GjAYnR+XNgOtZYm6CBwdSTrRUVtDi97tRduAunloODrqQEKRUVcHo5elWnZVueYI3/w5awr8Tz5EkCbLV79BRLluTI0/lg7/rwGWfPcBx/hzxRN/myT6MOfUf1uXNgPtZ8kRumBf/wIFUMxyVFbT4PXC/7MBdXinBcoanp1VlKa/yJvvSLU/wxd9BSxz+nTDPHuEol+7kyNP58EmfyOxohqv9Ylv6Nm/0YV7LKbPpFdY5czVLnswN+zX/wIFUMxyVFbSkNWUH7vJGCZYzPD0d+FqT85b44u+gJY7+Tphn73EnR57Ohy/6RGbH/7Slb/NGH+atnDKb3udqljyZG/Zr/oEDqRY4KitoibfKsbxZguWML0qzePpafa3JeUt8UZboSHN/Jy3lmVlsG3dy5Il8+LJP9GWZKnPoOW3p2zzVh3k7pyyR9Q1Xs9TW3ARavxboueJAygu8VY7ljRIsZ3xZmtXk9DVPNQcEX5QlOuLo78TVPNtkkTn0Kk/kwxd9ohplql4v6WG2XeKpPsxbOdVMiSzzZKOtuQm0fs3j/ZnG8saBlB/xRgmWM74szbI/fc1TzdQWbZnpyzqLzKH2+aJPVKNM1dslPcy2b3krp1opkWWePCvQ+jVP92dayxsHUn7GGyVYzni7NMvdhT6BwD9FTJ7h7kxfjrIoZWdDGI2QIiK82FJqK1/0ib4qU/VVSQ+z7XveyqkWSmSZJ88LhH7NW/2Z1vLGgRQ55e3SLHcX+gRYekWt11yeLVn8cedO/AKge+N2k8kEWSOdNanHV2Wq9n2iBEDvqD0AMgH0b8NzMduBwZslspb8uZI35sn/+Po9nqskAFkAUprZR0t540CKVOPuQp8AS6/IOyRJQmZmJs4kJ6P9vn0AgF/Cw3F2dLTKLaNgYtMnCoGwiRMR8t13Hn+efIMBScw2NXJYSuZG/pgncqS1JYrG0lLENnPdltbyxoEUqcqVhT4B56VXlhJAlvxRm5lMyiDqAIAexcXMFPmEMJthsu/3jMYW38TmAuhRUAC9myVASewvyY71sViYzTAdPtwkf87yxjyRM60pURTh4cr/y/btgz4mxuZ+reWNAynSFGenmq1PETsqATwgy+hXWQkpJMR3jaWAYjKZYOnuM5KSkG0wqNoeClBCAHYToRzs2rXhbLsTsQAc3TssLQ2ZvXtD4ll58hBhNmNvx44YWl2tbLPkj3kjbxNmM44mJmJA4219TIwqs/+6gwMp8gvWp4gdlQD2NxpRn5qKkLw8lvpRm23ZupVvFsjzhIAYOxaS1TUDEpq/9iRXllHgZOpgvV7PnJJHmcrLbQZR1vlj3sjbTOXlGFBbC8B/yus5kCK/YX2K2FICaDIacTIxEf0BhOTnw1hYCH1CgqZO+5J/EGaz8n++WSBPUkr3jEbITi68dlY2laKxMhYKHmX79iFl4EDmj1TR/dAhv8geB1LklywlgHohcHlSEnbu3QugodQv32BAUkWFX/wBkjbYlxMQtVljCZ+z0j37cj2WTZHW6GNieBwl1fzety/OrqnRfAbb1Lq6ujpPtYOoVSRJQlZuLnKtPsUdWl3d9MJtombYlxPo/aCcgDSssYQPERGQIiObDKJyZRkFVVUoralRvjKzsjiIIqKgpo+Oxi+Nk00MqK31i/dybg2kvvzyS8yYMQOJiYlo37499Ho9IiMjMX78eDz99NM4duyYt9pJ5JQuJAQpVVUoazwrRdQWPQoKNP8JGGmTMJthLC2FsbDQ5joooKF0r6ygAMaSEqRUVSHCYIAsy8oXB1FEFOwknQ49CgrUboZbXHq3sH79evTv3x8zZ85Eu3bt8NBDD2HdunXYvHkzVqxYgfHjx+Orr75CYmIibr/9dpSVlXm73US2hIBpxAi1W0EBgIMoag3LbGdyXJzNguKxaFhs/K60NET37g05NpYZIyJywt/6R5eukVq8eDGWLFmCiy66CDoHL/Caa64BAPz+++9YunQp3n//fdx3332ebSmRM0LAnJqKhMZSU3+Z6YWIAof9bGcAZzwjIgp0Lg2kdu3a5dKDde/eHYsWLWpTg4jcZa6uRkh+PgAupEqtYz1jH1FbWRaR5Ix7RESt5w/HZvbw5NdEfT2KrBZry0hKgsyFVMkNlhn7iDxFr9dD5oxnRERtcjQxUfODKbenPxdC4JNPPsE333yD0tJSmO1e4Lp16zzWOKJm2ZX07Q8NRVZuLstnyC3WM/YBgL5LFxVbQ4FATkyESE+HlJnJBcKJiNxgmblvQG0tBtTWwlheDtnqA3OtcfvjsnvvvRfTp0/Hb7/9hoiICERFRdl8EfmKfUlfr9JS6EJC1G0U+R+9HrnWt60GVUQu0+uRZXVTys6GsbBQ85+mEhFpib/N3Of2GalVq1Zh3bp1uPjii73RHiKXWEr6EhpvZyQlIZslfdQKelnGHKtFnU0mE+SICJVbRf5GL8t4OC0NB3buRGnjNjkxEQdkGf0aJ5yAXs8zVKRdQgB2a54RqcGmLFoI9RriArfPSEVFRSGR1xOQmljSRx4kSRK2bN2qdjPIz0mShMysLBRUVdksEN7faIQUGQlERECMG6f5NwUUpBoXkZb5/o40JmzyZE33m24PpB5//HE88cQTqGX5C6mEJX3kaRyEkydIkoQIg6FhgfCCAtuSUbDcj7RLGI02i0hnAQ1nUInUYFVyH5KfD6HhM6VuD6SuueYanDx5ErGxsUhKSkJqaqrNF5E3cZY+ItI6SadDdO/euCstDTIaFuW1kBMTsbdjRw6mSFNMJpPy/6MAHh4zBnqrM6tEvmQpubcwaXgg5fY1UjNmzMCePXtw4403Ii4ujp/kku+wpI+I/ISl1M9kMkGYzcjt2hXDGt8MDK2u1vxMVBRcrGdK6wFgu9EIHllJLUrJfXw8gMbyvrw8TV5j6vZA6vPPP8fmzZsxduxYb7SHyClhNLKkj4j8hiRJkBs/1U+uqEDRzp3oOX68yq0iakrS6dCjuBgHoqLQH/8rp5I48Q6pRJJl5AIYBm3n0e3Svp49eyIyMtIbbSFqlnXpwc0s6SMiPyHMZuzr3JmDKNI02WBAhp+UU1Hga1LeZ/UeUEvcHki9+OKLePDBB1FYWOiF5hC5ZockseyAiPyCqbwcQ6urldv5BgP00dEqtoioKfsZTLU+WxoFNn+ZUdft0r4bb7wRJpMJffr0gV6vR/v27W3uP3HihMcaR2RDr0cegBRo+zQvEZEzZXv3ImnQINt1Uog0wl/KqSg4WF8Dr9UJetweSC1ZsoQX95MqwsPDbW5z4VQi8jemESO46ClpVpMFyo1GHmdJE44mJuLsmhrNfQjl9kAqIyPD6X1cW4q8qfb4caQ0/v+X8HCczdIYIvID1jOiJdTVoT41FSEanYGKgps/zZZGgc+67xxQW6vJ2U7dHtbdfffdDrcbjUZcfPHFbW4QkSu6HzqkuU8liIgcscyIdrDxttYXmKTgZinvA5hVUpek06FHQYHazWiW2+9EP//8cyxYsMBmm9FoxIUXXogzZ854rGFEzfm9b1/N1suSH+IF1eRNQkBvt0mrM1AR6WUZc/1gtjQKDlr/0Nzt1m3ZsgVvvfUWXn75ZQBAdXU1Jk2aBEmSsGnTJk+3j0ih79JF+f+A2lqYystVbA0FDCEayleIvEEIiLFjoYuKQr/GTb+Eh3PWPtIsCQ0z4xJRy9y+RqpPnz7YtGkTzjvvPOh0OnzwwQcIDQ3F559/riw8SOQVVtfg5QHop7f/jJfIfdYLPecC6M9ckYcIsxmmw4ch79ypbMsF0K+4WPOfslLwYp9IWqL16qNW9eRDhw7Fxo0b8fe//x16vR5ffvklB1HkdfblBfaz+BG1hnWu5iQlQc++jDxA1NfjYGQk5MREZVssgLvS0riYOGka+0TSCmE246hVH6pFLp2RGjZsmMMpz0NDQ3Hs2DGkp6cr23JycjzXOiIr1rO3pAAwHj+uudlbyL9t2bqVyztQ2wkBc2oq+ltdpJ8ryyj44w/IERHMGPkN9omkJlN5OQY0ViNpdbZmlwZSV1xxhZebQdQySadD90OHgO7d1W4KBSi+YaC2Usr5GkujDgDoVFCAlIQElvORX7AupWKfSGqyzmKPggJN9qEuDaTsZ+kjUoOor8eJxESwKIY8ijP2kYcIsxl7O3bE0OpqZVtGUhKye/fmG1LyC5ZSqgFqN4SCnqivx/HevWFZDlqLgyjAxWukBN9okNoaS2US6uoAcNYr8hDO2EceZCovtxlE5coysnJzOYgiv2FfSsXjLKnCj97zuTSQGjx4MD788EOcOnWq2f0OHjyIO+64A4sWLfJI44gszNXVyixCBwD04KxX5AH2s1OBs1ORh5Tt24eUqiroQkLUbgqRy/yhlIoCn/WxWevv+Vwq7Vu6dCkeeugh3HnnnZg0aRJGjBiBbt26ISwsDCdPnsT+/fuRlZWFn376CXPnzsUdd9zh7XZTEBH19SiKjUVC4+2MpCRkc9Yr8gCTyQTLfFRzkpKQzdmpyEP0MTGaPfATOWJf1sf8klqsj81af8/n0kDqggsuwO7du5GVlYW1a9di9erVOHz4MGpraxEdHY1hw4bhpptuwg033IBOnTp5u80UTOxO7+4PDWWpDHkFZ6ciomDmDzOkUfDR+rHZrQV5x44di7Fjx3qrLUS2hIAoLbU5vdurtJSlMuQVWu6oyQ/x2mLyYyzrI63Q+rGZfyWkTWYzRGoqpPh4ZVNGUhIXsiTv4Rtf8qDw9HTA6noTIn+i9TevRFrBgRRpjxAQw4dDystTNmUB2JKdzc6dvCZs8mQOpqht9PqGSUsA6P77X4jhw5kp8kvsD4lco+pA6tlnn8XIkSNhMBgQGxuLK664Ar/++qvNPn/++SfmzJmDLl26ICIiAtOmTUNJSYnNPkeOHMHUqVOh1+sRGxuLBx54AGfOnPHlSyEPEjU1yiDqAIAIAA+npUGOiGju24jcZ/XGNyQ/H6KmRtXmkH/TyzJmJSfjQONtKS8PorSUb0jJP7A/JC3SeP+p6kBq+/btmDNnDr799lts3boVp0+fxuTJk2E0GpV97rvvPnz22Wf4+OOPsX37dhw7dgxXXXWVcn99fT2mTp2KU6dOYefOnXjvvffw7rvv4rHHHlPjJZE7hACMRtuvmhqIYcOUXa7p0wfF1dXIzMri2SjyOL0sY05SknJbDBsG1NRovuMmbZIkCbtzcnBNnz7/2xYfD5Ga2pAr+/7O/ou5IxU57Q+ZV1JReHq64xxqJX9CQ0pLSwUAsX37diGEEBUVFaJ9+/bi448/Vvb5+eefBQCxa9cuIYQQX3zxhdDpdKK4uFjZZ/ny5SIyMlLU1dW59LyVlZUCgKisrPTgq6Fmmc3CnJYmRMOfgsOvHEBUV1Wp0jxfZoL5U1d1VZXIscueOT1dCLNZtTYxf/6tuqpKZDbTtzn7Ujt31pjB4OSoP1Qjr8xfcKuprm4xh97uL13NRavOSJnNZhw4cABZWVnYsWOHzVdbVFZWAgA6d+4MANizZw9Onz6NiRMnKvsMGDAAvXr1wq5duwAAu3btQlJSEuLi4pR9pkyZgqqqKvz0008On6eurg5VVVU2X+RbwmiEtHOn0/tzAcxKTg7Icj7mT1vkiAjMSk5WSloAQMrOhrA6Mx5ImD/vkyMi8HBaGiIAm1y1JJBzZ40Z1C5H/aEz/ppX5k/7LGXSzeVQK/lzeyD17bffom/fvhg4cCDOPfdcTJgwQfk677zzWt0Qs9mMe++9F+np6RgyZAgAoLi4GB06dEDHjh1t9o2Li0NxcbGyj/UgynK/5T5Hnn32WURFRSlfPXv2bHW7qXVMJlOTbblouB5KBjAzORm7c3ICspyP+dMWSzmW9bUtgOOMBgLmz/skSUJmVhaKq6sxMzkZMmDzFQEgz8n3BmrurDGD2mXdH+a5sL8/5pX50z5LDmcmJ2u+v3R7IHX77bdjxIgR2LdvH06cOIGTJ08qXydOnGh1Q+bMmYN9+/bhww8/bPVjuGr+/PmorKxUvoqKirz+nGRHr0e23aZhaBj8ltbUICc3F7oAXcOC+dMenU6H3ZmZ6G+9MTxcreZ4FfPnG5IkISIiAjm5uSitqbH5Ki4uRoqD78kCAL3etw1VATOobZb+MKWF/fw1r8yff9DpdMjJzdV8f+nWgrwAcPDgQXzyySfo27evxxoxd+5cbNy4ETt27ECPHj2U7fHx8Th16hQqKipszkqVlJQgvnF9ofj4eHz//fc2j2eZ1S/eag0ia6GhoQgNDfVY+8lNQkAP4NkRI7Bx925lcxaAYbIMWZZVa5ovMH/aVCtJOICGAT0ABOYwivnzNUmSmvRpRiGQi/9lLQ5ADYBhaWnIDPD+D2AG/UFtbS0sSbTk056/5pX58x+SJNlUJsUCsBTzaSV/bn/kf8455+DQoUMeeXIhBObOnYv169fj66+/xllnnWVz//Dhw9G+fXts27ZN2fbrr7/iyJEjGDNmDABgzJgx2Lt3L0pLS5V9tm7disjISAwaNMgj7SQPsiy0azDYDKJi0TDFuV4DfxQUnOxnrKrVQMkABSb7rB0dMgSlnJ2UNMqST/szq8wr+dq+ggLN5c+lM1L5+fnK/++66y787W9/Q3FxMZKSktC+fXubfYcOHeryk8+ZMwdr1qzBhg0bYDAYlGuaoqKiEB4ejqioKMyaNQvz5s1D586dERkZibvuugtjxozB6NGjAQCTJ0/GoEGDMH36dCxevBjFxcV49NFHMWfOHH7ioDUOFtoFGs5E7SsuRkxsrCb+KCg4SZKELVu3Ao1nssMmTwby8gBmkjxMkiRsyc5GbmQkhgFov28f2jVuJ9KExjWlbPLJDzpJZbIGq5ZcGkilpKRAkiQIqznbZ86cqfzfcp8kSaivr3f5yZcvXw4AmDBhgs32lStXIiMjAwCwZMkS6HQ6TJs2DXV1dZgyZQqWLVum7BsSEoKNGzfijjvuwJgxYyDLMmbMmIGFCxe63A7yDWE02iy0mwpAoPH0LAdRpAGSLCtvHiwLUkoGg9rNogAkR0RgTlISdu7dCwAwlZU1vEFgP0gaYDlrapNPSWq4JoUZJbVY1o/SUAZdGkj99ttvXnly64GZM2FhYXjttdfw2muvOd0nISEBX3zxhSebRl5gMpmUmutr+vRBcV4eJEmCXq/nIIo0wf7Ng3nsWITwrBR5gf0ZUDkxESI9HVJmJvNGqnOUTwDMKKlKi/2kS9dIJSQkKF+HDx9G9+7dbbYlJCSge/fuOHz4sLfbSwEiKzsbERERkGWZgyjSDKXkqvF2SH6+JtapoMAkyXLDzFOW2xpZF4UIaJpPgBklFej1mu4n3Z5s4rzzznM4zXllZWWb1pGi4MLBE2mVpeTKwqShDpsCi16W8XBaGmKttpnKyhpKV4hUZsmnDDCjpBqt95NuD6Qs10LZO378uOYuACMNs9S5EmmMUtLSKDw9HTCbVWwRBSrLwr37CgqUbXJiIsS4cewfSXWWfJbW1DCjpBqt95MuryN11VVXAWh4QRkZGTYz4tXX1yM/Px9paWmebyEFJC3WuRJZWE86ofvvfxtmm8zJYVbJ4yRJghwTgywAYy3bGktXpIgINZtG9L910JhRUpGW+0mXz0hFRUUhKioKQggYDAbldlRUFOLj43Hrrbfi/fff92Zbyd85qnMtLdXEJwpE1vSyjFnJyTjQeFvKy4OocbQkJVHbOSxdYUkpaQgzSmpzmEENrPfo8hmplStXAgB69+6N+++/n2V85DbLH8GBnTthWT5Zio/nmSnSHEmSsDsnB6n9+yPvv/8FwBn8yHsspStlhYVA4+xoXMeMtIQZJbU5yqAWuH2N1IIFCyDLMkpLS5GZmYnMzEyUlpa2/I0U9JQ61+LiJmemjIWFELwOhTREp9MhKzfXZgY/c3W1qm2iwGUpXeGMkaRVzCipTSk1baSF941uD6Sqq6sxffp0dO/eHePHj8f48ePRvXt33HjjjaisrPRGGymASJKEmNjYJqdn5cREHIyMhKiuZqkfaYb9DH5FsbEQbiw6TuQOyzpmFqayMk7MQ5riMKPMJ6nkeO/eqh+T3R5IzZ49G9999x02btyIiooKVFRUYOPGjdi9ezduu+02b7SRAozlzFRBVRVyrT5Z6G80QoqM1MxMLESSJCErNxf7GyfXSairgzk1lfkkr7CfMVJOTAQiItgnkmY4yijzSb6kj47GL+HhALRxTHZ7ILVx40a88847mDJlCiIjIxEZGYkpU6bgrbfewmeffeaNNlIAkiQJEQYDUqqqUFZQoJQKACz1I23RhYSgV2mpMvEEy1nIm7gIKmkdF5ImNUk6HXoUF2vmmOz2QKpLly6Iiopqsj0qKgqdOnXySKMoeEg6HaJ798Zdzkr9WEZFGiAbDMjgIr3kA1wElbRO6wukqupuAAAAXHdJREFUUuBrckxWMX9uD6QeffRRzJs3D8XFxcq24uJiPPDAA/jHP/7h0cZRcGiu1E/tU7ZEQNNylrDJk5lL8gougkpap/UFUinwaanE1OXpzy2WL1+OQ4cOoVevXujVqxcA4MiRIwgNDUVZWRneeOMNZd+cnBzPtZQCmk2p3+HDOJmYiP5oOGVrLCyEPiEBks7tcT+Rx1gv0muZwU8XGal2sygAcRFU0jotL5BKwcFSYqp2/tweSF1xxRVeaAZRA0up3+VJSdi5dy+Ahk8aDsgy+lVWQgoJUbmFFKwss1VZclkUG4teRiMzSV7jaO09U1lZwyCLa/eQyhzm02SCzIEU+YDD/BmNPs+f2wOpBQsWeKMdRArLTGm5UVEY1ngtSn+jEfWpqVwQlVSjzOAnyxhUV4eEujpmkrzK0QKUcmIiFzEnTdDqAqkUHLSySHSraqUqKiqwYsUKzJ8/HydOnADQUMb3+++/e7RxFLx0ISHKjH7WM7NwQVRSE2fwI1+zLqFStnGWNNII+wVSTWVlnHGXfEYLi0S7PZDKz89H//798dxzz+GFF15ARUUFAGDdunWYP3++p9tHQcxS5pfBBVFJQziDH/maw1nSmDvSoJghQxpm3K2u5sQT5BNqLxLt9kBq3rx5yMjIwMGDBxEWFqZsv/jii7Fjxw6PNo6IC6KS1nAGP/I1R7OkMXekFfroaOQbDMrt/kYjpMhIzuJHPqH2DH5uD6R++OEH3HbbbU22d+/e3WZKdCJPYTkVaY1lBj+AeSTf0EIJC5Ejkk6HpIoKlBUUKPkEWIJKvqPmItFuD6RCQ0NRVVXVZPuBAwcQExPjkUYR2WM5FWlJk1IC5pF8gLkjrbKU4t9lX4JqMqnWJgoeapY/uz2Quuyyy7Bw4UKcPn0aQMOnZEeOHMFDDz2EadOmebyBRADLqUhbmEdSA3NHWuaoBJXIF9Qsf3Z7IPXiiy+ipqYGsbGxqK2txfjx49G3b18YDAY8/fTT3mgjEQCWU5G2MI+kBuaOtMx+Fj8YjRzsk0+oVf7s9kAqKioKW7duxWeffYZXXnkFc+fOxRdffIHt27fb/vEQeViTshaWDJCKmEdSA3NH/kROTORgn3xGjf7R7QV5LcaOHYuxY8d6si1EzVLKWuLjAQCCn3KRiphHUoN97oxGI2A0Qq/XQ+ICvaQB+uho5MoyhjUOoEwmE+SICJVbRcHAUf+oF8KrfaNbZ6TMZjPeeecdXHLJJRgyZAiSkpJw2WWX4V//+hffRJBPSLIMGYAMIHXsWJi58B+pyDqP46ZMYT9IPmGdu7jERERERGDcuHHMH2mCpNOh3x9/KBk1CsFsks/Y94/e7htdHkgJIXDZZZdh9uzZ+P3335GUlITBgwfj8OHDyMjIwJVXXum1RhJZ6GUZ/VNSYAJw8NAhDB8+nB00qcY6j3k//sgyK/IJvSxjWHo6rNOWnZ3N/JFmSDodTABMAOLi4znQJ5+x7x+93Te6PJB69913sWPHDmzbtg25ubn44IMP8OGHH+LHH3/EV199ha+//hr/+te/vNZQIqDhtO2ePXvQr18/AEBeXh7KysrYQZMqJElCZmamcps5JF+w5K6mpgYlJSXKdqPRCKPRyByS6vR6PdLT05Xb2dnZDWWoRF5m6R+t+0Zvcnkg9cEHH+Dvf/87zjvvvCb3nX/++Xj44YexevVqjzaOyBGdToecnBzldlxcHFJTU1nmR6qwrr3mp67kK5bZ0awneYqLi2OZH2mCozezzCX5iv3skd78gMnlgVR+fj4uvPBCp/dfdNFF+PHHHz3SKKKWyLJs82lXXl4ey/xIFXq9HikpKQAacsjyKvIl+0/+AZb5kTZIkoSYmBj2j6S6uLg4rw3kXR5InThxAnFxcU7vj4uLw8mTJz3SKKKWWD7tqq6utinzY+kA+Zp9eR+RLzVX5scPlkhtLH8mtTgqL/XGQN7lgVR9fT3atXM+W3pISAjOnDnjkUYRuUKSJERERNiU+aWmpqKmpoadNfkUp50mNTkr82MpFWkBy59JDY7KS72RPZfXkRJCICMjA6GhoQ7vr6ur81ijiNwhyzJSUlKQl5eHgwcPwmAwID09HZmZmXyDS0RBw/IJbHZ2NoD/fQJrPcAi8jVL+XNeXp5S3sdMki/YXys1btw45OTkePS9octnpGbMmIHY2FhERUU5/IqNjcVNN93ksYYRucoyk5+lDhtoeAPB2fxIDcwcqcXXs1URuYLlz6Qmb1/H7PIZqZUrV3r0iYk8yTKTX1lZmXItX1xcHFJSUpCZmQlZlnl2inzCG594EbnK0WxVer2eeSRVWeePHzaRL1kG8gaDAYDn8+fyGSkirbPMEGQ/m5/BYGBdNnkVZ+4jreK1UqQ1zCP5mjev0+NAigKK9Wx+9qV+nNGPvIWlK6QljmarYqkzqcn+wyYej8mXvPlhJwdSFHCsZ/OzvlaAM/qRN7F0irTC0bVSPDNFarL/sIlZJF/y5jT8HEhRwLJfDNAyox87cCIKdI5KnblQL6nJMsMuwBJo8j1vlfdxIEUBzdmMfiwrIG/iQJ20gLP4kZawBJrU5K3yPg6kKOBZZvSzL/Mzm80qtooCGc96klbYz+LHXJKaWAJNavHWQJ4DKQoKjsr8hg8fzjcV5DGcuY/8AQf5RBSsvDGQ50CKgoalzK9fv34AOHMQeRbLVkirOMgnLeKAntTEa6SIWsFS5mfBEj/yJC46SVrEQT5pEc+Okpo8lT8OpCjoWM8cxBI/8ha+SSAt4bUppAU8O0pq8kb+OJCioOOoxI+dOXkC3ySQP+AAn9TCs6OkJm+sJ8WBFAUl+xI/Ik/w5qJ/RJ7CkmZSE0ugSU2eXk+KAykKWix1IW/w1qJ/RG1hfbaUJc2kFewjydc8XTnCgRQRkQexvI+0iLOWklawjyQ1ebq8lAMpIiIP4jUApFX2Jc08G0BqYB9JavNkealmBlKLFi2CJEm49957lW1//vkn5syZgy5duiAiIgLTpk1DSUmJzfcdOXIEU6dOhV6vR2xsLB544AGcOXPGx60nIvoflo2SVlnPWsqzAaQW9pGkFW39QEkTA6kffvgBb7zxBoYOHWqz/b777sNnn32Gjz/+GNu3b8exY8dw1VVXKffX19dj6tSpOHXqFHbu3In33nsP7777Lh577DFfvwQiIof4iT9pCSdEIa1hBsnXPFleqvpAqqamBjfccAPeeustdOrUSdleWVmJt99+Gy+99BLOP/98DB8+HCtXrsTOnTvx7bffAgC2bNmC/fv34/3330dKSgouuugiPPnkk3jttddw6tQptV4S+QEhBK8PIJ9ITU1FTU0NjEaj0y++kSBfsj4bYMknM0hqYYkp+Zony0tVH0jNmTMHU6dOxcSJE22279mzB6dPn7bZPmDAAPTq1Qu7du0CAOzatQtJSUmIi4tT9pkyZQqqqqrw008/OX3Ouro6VFVV2XxRcDGZTDa58SXmL/DZz5BmMBgQERHh9MuX5VXMHznKJzNIvqTmhBPMHwGeKy9VdSD14YcfIicnB88++2yT+4qLi9GhQwd07NjRZntcXByKi4uVfezfDFtuW/Zx5Nlnn0VUVJTy1bNnzza+EvJn6enp0Ov1Pns+5i/wWWZIs7xR0BLmj9TOJzNIak44wfyRJ6k2kCoqKsI999yD1atXIywszKfPPX/+fFRWVipfRUVFPn1+Up9er0dNTQ1qamqQmZnp0wtfmb/gYJkhzZKz5r58OZBn/ghomk9mkHxNlmXmj1Rj/T6wLflr58E2uWXPnj0oLS1Famqqsq2+vh47duzAq6++is2bN+PUqVOoqKiwOStVUlKC+Ph4AEB8fDy+//57m8e1zOpn2ceR0NBQhIaGevDVkL+RJAmyLKvy3Mxf8FAzZ84wf2ShVj6ZQQKYP1KXp/Kn2hmpCy64AHv37kVeXp7yNWLECNxwww3K/9u3b49t27Yp3/Prr7/iyJEjGDNmDABgzJgx2Lt3L0pLS5V9tm7disjISAwaNMjnr4mIiIiIiIKDamekDAYDhgwZYrNNlmV06dJF2T5r1izMmzcPnTt3RmRkJO666y6MGTMGo0ePBgBMnjwZgwYNwvTp07F48WIUFxfj0UcfxZw5c/hpAxEREREReY1qAylXLFmyBDqdDtOmTUNdXR2mTJmCZcuWKfeHhIRg48aNuOOOOzBmzBjIsowZM2Zg4cKFbj2PZdpNztxCFpYs+GJKVuaP7DF/pDZmkNTE/JHaXM2gJDh5P44ePcpZW8ihoqIi9OjRw6vPwfyRM8wfqY0ZJDUxf6S2ljLIgRQAs9mMY8eOwWAwOJy9raqqCj179kRRUREiIyNVaKF2BMvPQgiB6upqdOvWDTqddy8lbCl/nhBov7dAez2A7WsyGAwBkT9/+D2xjY4FWh/ojBZ//2xT8OTPntZ+91pqj1YzqOnSPl/R6XQufeIRGRmpepC0Ihh+FlFRUT55Hlfz5wmB9nsLtNcD/O81BVL+/OH3xDY2FUgZbIkWf//B3qZgyp89rf3utdQerWVQ1QV5iYiIiIiI/BEHUkRERERERG7iQMoFoaGhWLBgAadUB38W/irQfm+B9noAvia1sI3BTYs/W7YpeGnt56yl9mipLdY42YQfy8jIwH/+8x8UFhY2u19hYSHOOussrFy5EhkZGT5pGwUHZpB8hVkjrWEmSW3MoPp4RspL1qxZg5dfflntZvjchx9+iNTUVISFhSEmJgazZs1CeXm5w33ffvttDBw4EGFhYejXrx+WLl3aZJ/HH38ckiQ1+QoLC2uy7/Lly/GXv/wFvXr1giRJQd9ZBGMGf/31V9x3331IS0tDWFgYJElyeoBZu3YtbrzxRvTr1w+SJGHChAkO9/vPf/7jMIOSJOHbb7912paKigrExsZCkiR88sknHnh12sWsNZ81APj3v/+t9I29evXCggULcObMGZt9JkyY4DRr7du3t9n3vvvuQ2pqKjp37gy9Xo+BAwfi8ccfR01Njc1+rc2vv2MmW85kdXU1HnzwQZx11lkIDQ1F9+7dcfXVV8NkMjn9nltuuQWSJOGSSy6x2X78+HE8//zzOPfccxETE4OOHTti9OjRWLt2radent8Jxgy6+p6ttrYWs2bNwpAhQxAVFYWIiAgkJyfjn//8J06fPt3kcbdu3YqxY8dCr9ejU6dOuPrqq5tku7m+TpIkPP300155zZy1z0vWrFmDffv24d577/Xac7z11lswm81ee3x3LV++HHfeeScuuOACvPTSSzh69Cj++c9/Yvfu3fjuu+9s/pDeeOMN3H777Zg2bRrmzZuHzMxM3H333TCZTHjooYccPnZERIRyOyQkpMk+zz33HKqrqzFq1Cj88ccf3nmRfiQYM7hr1y688sorGDRoEAYOHIi8vDyn+y5fvhx79uzByJEjcfz48RYf++6778bIkSNttvXt29fp/o899lizb0gCCbPWfNa+/PJLXHHFFZgwYQKWLl2KvXv34qmnnkJpaSmWL1+u7PfII49g9uzZNt9rNBpx++23Y/LkyTbbf/jhB4wbNw4333wzwsLCkJubi0WLFuGrr77Cjh07mkzX625+/R0z2XwmKysrMX78eBw9ehS33nor+vbti7KyMmRmZqKurg56vb7J9+zevRvvvvuuww8yd+3ahUceeQQXX3wxHn30UbRr1w7/93//h+uuuw779+/HE0884cmX6heCMYMWLb1nq62txU8//YSLL74YvXv3hk6nw86dO3Hffffhu+++w5o1a5R9N27ciMsvvxypqalYtGgRqqqq8M9//hNjx45Fbm4uYmJiAAADBw7EqlWrmrRl1apV2LJlS5M+1GMEecXUqVNFQkKC2s0QQgjx22+/CQBi5cqVXnuOuro60bFjR3HuuecKs9msbP/ss88EAPHKK68o20wmk+jSpYuYOnWqzWPccMMNQpZlceLECWXbggULBABRVlbWYhsKCwuV55ZlWcyYMaONr8q/BVsGhRDi+PHjoqqqSgghxPPPPy8AiN9++83hvkeOHBH19fVCCCEGDx4sxo8f73C/b775RgAQH3/8scvt2Lt3r2jXrp1YuHCh29/rj5i15rM2aNAgkZycLE6fPq1se+SRR4QkSeLnn39u9nlWrVolAIjVq1e32KYXXnhBABC7du1StrUmv4GAmWw+k3fccYfo2LGjKCgocOmxzWazGDNmjJg5c6ZISEhocvwuKCgQhYWFTb7n/PPPF6GhoaKmpsb9F+TngjGD7rxnc2Tu3LkCgPjjjz+UbYMGDRJ9+/YVdXV1yra8vDyh0+nEvHnzWnzMvn37in79+rWqPa5gaV8rVFdX495770Xv3r0RGhqK2NhYTJo0CTk5OQAayjM+//xzHD58WDml2Lt3bwDAqVOn8Nhjj2H48OGIioqCLMsYN24cvvnmG7fbkZGRoTyuRUVFBTIyMhAVFYWOHTtixowZqKiosNmntLQUMTExmDBhAoTVJXKHDh2CLMu49tprlW0mkwm//PKL0/I8i3379qGiogLXXnutzYJ2l1xyCSIiIvDhhx8q27755hscP34cd955p81jzJkzB0ajEZ9//nmTxxdCoKqqyqa99hISElRfTM9XmEHHOnfuDIPB4FLbe/bs6fZCj9XV1U3KsRy55557cOWVV2LcuHFuPb4WMWuOuZq1/fv3Y//+/bj11lvRrt3/ikDuvPNOCCFaLPtcs2YNZFnG5Zdf3uJzWX4+9j8DC1fzq3XMpGOuZrKiogIrV67ErbfeirPOOgunTp1CXV1ds9+zatUq7Nu3z2l51FlnnYWEhASbbZIk4YorrkBdXR0KCgpabJc/YQab58p7Nkfs+7ATJ05g//79uPLKK9GhQwdlv+TkZAwcONDmvaUj33//PQ4dOoQbbrjBrXa4gwOpVrj99tuxfPlyTJs2DcuWLcP999+P8PBw/PzzzwAayjNSUlIQHR2NVatWYdWqVUqdbFVVFVasWIEJEybgueeew+OPP46ysjJMmTKl2dPwrhBC4PLLL8eqVatw44034qmnnsLRo0cxY8YMm/1iY2OxfPlybN++XbkuyWw2IyMjAwaDAcuWLVP2/f777zFw4EC8+uqrzT63pRMODw9vcl94eDhyc3OV08+5ubkAgBEjRtjsN3z4cOh0OuV+a4mJiYiKioLBYMCNN96IkpKSln4cAY0Z9L2bb74ZkZGRCAsLw3nnnYfdu3c73O/jjz/Gzp07sXjxYh+30DuYtbZx1t9169YNPXr0cNjfWZSVlWHr1q244oorIMtyk/vPnDmD8vJyHDt2DFu2bMGjjz4Kg8GAUaNGNdnX1fz6A2aybbKysvDnn3+ib9++uPrqq6HX6xEeHo709HSHP4Pq6mo89NBD+Pvf/474+Hi3nqu4uBgAEB0d7YmmawYz2DxX37OdOnUK5eXlKCoqwvr16/HCCy8gISFBKTtu7r2lXq/HsWPHlIw5snr1agDw6kCKpX2tEBUVJebMmdPsPs5O6Z45c8bm9KQQQpw8eVLExcWJmTNnutWOGTNm2DzHp59+KgCIxYsX2zzfuHHjHJ7Svf7664VerxcHDhxQygA+/fRTm30sZSELFixoti1lZWVCkiQxa9Ysm+2//PKLACAAiPLyciGEEHPmzBEhISEOHycmJkZcd911yu2XX35ZzJ07V6xevVp88skn4p577hHt2rUT/fr1E5WVlU7bE+ilfcxgy1oqbbHWXGlfdna2mDZtmnj77bfFhg0bxLPPPiu6dOkiwsLCRE5Ojs2+JpNJ9OrVS8yfP9+m7f5cVsWstay5rFnuO3LkSJP7Ro4cKUaPHu30cZcuXSoAiC+++MLh/bt27VL6VwDi7LPPFt98843NPu7k118wky1rLpMvvfSSACC6dOkiRo0aJVavXi2WLVsm4uLiRKdOncSxY8ds9r///vvFWWedJf78808hhHBY2ufI8ePHRWxsrBg3bpxbbfcHzKBj7r5n++CDD2z6sBEjRoj8/Hzl/vr6etGxY0dxwQUX2HxfeXm5kGVZABC7d+922JYzZ86IuLg4MWrUqBbb3RYcSLVCQkKCGDFihPj999+d7uNKbWx9fb04fvy4KCsrE1OnThUpKSlutcP+D+jWW28V7dq1E9XV1Tb7ffTRRw7/gI4fPy66du0qhg4dKsLCwsT06dPden571157rWjXrp144YUXxH//+1+xY8cOkZycLNq3by8AiKKiIiGEEDNnzhTh4eEOH6Nnz57i8ssvb/Z5Vq9eLQCIZ5991uk+gT6QYgZb5qmBlCMHDx4U4eHhYsqUKTbbH3vsMdG1a1fl9QfCQIpZa1lzWbNcJ1dSUtLkvnHjxonk5GSnjztmzBgRExNjc22VtcrKSrF161bx6aefigcffFCkpqaKzz77rMX2Osuvv2AmW+ZKJqOjo23aahmYP/LII8q2X3/9VbRv31588sknyjZXBlL19fXiwgsvFB06dBB5eXltf0Eawwy6rrn3bMXFxWLr1q3i448/FrfffrsYM2aMzTWeQgjx0EMPCQDi4YcfFgcOHBC7d+8W559/vvLeMjMz0+Hzbt68WQAQ//znPz3+mqyxtK8VFi9ejH379qFnz54YNWoUHn/8cbfqf9977z0MHToUYWFh6NKlC2JiYvD555+jsrKyTe06fPgwunbtajNTCgCcffbZDvfv3LkzXnnlFeTn5yMqKgqvvPJKm57/jTfewMUXX4z7778fffr0wbnnnoukpCRceumlAKC0Kzw8HKdOnXL4GH/++afDU7jW/vrXvyI+Ph5fffVVm9rrz5hBdfXt2xeXX345vvnmG9TX1wNoWKfj+eefx9NPP93k9fszZq1tLP2Zo2tQmuvvCgoKsGvXLlx77bU211ZZi4yMxMSJE3H55Zfjueeew9/+9jdcfvnl+PHHH5ttk6P8+hNmsm0smbv00ktt2jp69GicddZZ2Llzp7LtnnvuQVpaGqZNm+bWc9x1113YtGkTVqxYgeTkZM80XEOYQdc1954tLi4OEydOxNVXX43ly5fjkksuwaRJk2zK9RYuXIhZs2Zh8eLF6N+/P0aMGIF27dph1qxZAOD0eLt69WqEhITYXO/lDRxItcI111yDgoICLF26FN26dcPzzz+PwYMH48svv2zxe99//31kZGSgT58+ePvtt7Fp0yZs3boV559/vipTWG7evBkAcPLkSRw9erRNjxUVFYUNGzbg8OHD2L59OwoLC7Fq1Sr88ccfyroSANC1a1fU19ejtLTU5vtPnTqF48ePo1u3bi0+V8+ePXHixIk2tdefMYPq69mzJ06dOgWj0QigYbrz7t27Y8KECSgsLERhYaFyMCgrK0NhYaEmp6ltCbPWNl27dgUAh0sy/PHHH077O8v0v+7U9l911VUA0OIF2EDT/PoTZrJtLJmLi4trcl9sbCxOnjwJAPj666+xadMm3HPPPUqfVlhYiDNnzqC2thaFhYWoqqpq8hhPPPEEli1bhkWLFmH69OnefTEqYQbd4+p7tquvvho1NTXYsGGDsq1Dhw5YsWIFjh07hh07duDXX3/F5s2bUVlZCZ1O53AZh9raWqxfvx4TJ050mHOP8ur5riBRUlIiunfvLtLT05Vtl1xyicNTupdffrlITEy0mSJcCCHS0tLcniazrad0v/zySwFAPPjgg6J79+4iNTXVaQlJa508eVJ06NBBXH/99cq2jRs3CgDi888/t9k3OztbABD/+te/mn1Ms9ksYmJixOTJk53uE+ilffaYwaa8WdonhBDTpk0TYWFhyhTq48ePt6n1dvR18uRJ91+IxjBrTTWXtX379gkA4rXXXrPZ/vvvvwsAYuHChQ4fc+DAgaJPnz5utaOiokIAEHfccUeL+9rn158xk001l0nLtcuOyrh69uwpJk2aJIQQYuXKlS32aUuWLLH5/ldffVUAEPfee69HXoe/YAadc+U9m0VeXp4AIJ577rlm9ztz5ozo2rWrGDNmjMP7P/zwQ5feT3oCz0i5qb6+vsmp19jYWHTr1s2mdEOWZYenaC2LkgmrKSG/++477Nq1q81tu/jii3HmzBmbBR7r6+uVGVmsVVRUYPbs2Rg1ahSeeeYZrFixAjk5OXjmmWds9mvNtJfW5s+fjzNnzuC+++5Ttp1//vno3LmzTTuBhgXc9Ho9pk6dqmwrKytr8pjLly9HWVkZLrzwwla1yd8xg77lKIM//vgj/v3vf2Py5MnKFOpPPfUU1q9fb/P15JNPAgAefPBBrF+/3uHMa1rGrLXd4MGDMWDAALz55ps2ZXTLly+HJEm4+uqrm3xPbm4ufv75Z/z1r391+JgVFRU4ffp0k+0rVqwAYDtDoKv59RfMZNudffbZSE5OxoYNG2wed8uWLSgqKsKkSZMANByr7fu09evXIyYmBiNGjMD69euV0n0AWLt2Le6++27ccMMNeOmllzzWXq1hBp1z9T1beXm5w6nRHfVhjrzwwgv4448/8Le//c3h/WvWrIFer8eVV17ZYpvbynHhNTlVXV2NHj164Oqrr0ZycjIiIiLw1Vdf4YcffsCLL76o7Dd8+HCsXbsW8+bNw8iRIxEREYFLL70Ul1xyCdatW4crr7wSU6dOxW+//YbXX38dgwYNQk1NTZvadumllyI9PR0PP/wwCgsLMWjQIKxbt87hH/I999yD48eP46uvvkJISAguvPBCzJ49G0899RQuv/xypab5+++/x3nnnYcFCxbg8ccfb/b5Fy1ahH379uGcc85Bu3bt8Omnn2LLli146qmnMHLkSGW/8PBwPPnkk5gzZw7+8pe/YMqUKcjMzMT777+Pp59+Gp07d1b2TUhIwLXXXoukpCSEhYUhKysLH374IVJSUnDbbbfZPP9nn32mXBtw+vRp5Ofn46mnngIAXHbZZRg6dGirfq5awww6V1lZqRwwsrOzAQCvvvoqOnbsiI4dO2Lu3LnKvjt27MCOHTsANHT+RqNRycu5556Lc889FwBw7bXXIjw8HGlpaYiNjcX+/fvx5ptvQq/XY9GiRcrjjR07tkl7LOWsI0eOxBVXXOHCT1BbmDXn3Mna888/j8suuwyTJ0/Gddddh3379uHVV1/F7NmzMXDgwCaP3dKUvf/5z39w99134+qrr0a/fv1w6tQpZGZmYt26dRgxYgRuvPFGZV9X8+svmEnn3MnkkiVLMGnSJIwdOxa33XYbKisr8dJLL6F///644447AAC9evVCr169mjzPvffei7i4OJs+7fvvv8dNN92ELl264IILLlAybJGWlobExMSWf4h+gBl0ztX3bO+//z5ef/11XHHFFUhMTER1dTU2b96MrVu34tJLL8X5559vs+///d//4dxzz1V+1h999BFmz57t8Nq9EydO4Msvv8S0adN8c72y1895BZi6ujrxwAMPiOTkZGEwGIQsyyI5OVksW7bMZr+amhrx17/+VXTs2FEAUE69ms1m8cwzz4iEhAQRGhoqhg0bJjZu3Njk9KwrHH3P8ePHxfTp00VkZKSIiooS06dPF7m5uTandDds2CAAiBdffNHme6uqqkRCQoJITk4Wp06dEkK4N+3lxo0bxahRo4TBYBB6vV6MHj1afPTRR073f/PNN8XZZ58tOnToIPr06SOWLFnS5FT37NmzxaBBg4TBYBDt27cXffv2FQ899JCyerv9zwNOyg+8vZq3LzGDzllWb3f0Zd9Oywrsjr6sn+uf//ynGDVqlOjcubNo166d6Nq1q7jxxhvFwYMHW2yPv8/ax6w5507WhBBi/fr1IiUlRYSGhooePXqIRx99VHlea/X19UqJjTOHDh0SN910k0hMTBTh4eEiLCxMDB48WCxYsEDU1NTY7NuW/GoRM+mcu5ncunWrGD16tAgLCxOdO3cW06dPF3/88UeLz+No1r6WygB5DA6ODLr6nu2HH34Qf/nLX0SvXr1EaGiokGVZpKamipdeeqlJaeF3330nzj33XNGpUycRFhYmkpOTxeuvv97k/aLF66+/LgCIf//73y221xMkIdxcdpiIiIiIiCjI+VdxNBERERERkQbwGikNOnHihNN1loCGCxVjYmJ82CIKNswg+QqzRlrDTJLamEH/wdI+DZowYQK2b9/u9P6EhAQUFhb6rkEUdJhB8hVmjbSGmSS1MYP+gwMpDdqzZ4+yIJ4j4eHhSE9P92GLKNgwg+QrzBppDTNJamMG/QcHUkRERERERG7iNVIAzGYzjh07BoPBAEmS1G4OaYAQAtXV1ejWrZvXF6xk/sge80dqYwZJTcwfqc3VDHIgBeDYsWPo2bOn2s0gDSoqKkKPHj28+hzMHznD/JHamEFSE/NHamspgxxIATAYDAAafliRkZEqt4a0oKqqCj179lSy4U3MH9lj/khtzCCpifkjtbmawYAZSL322mt4/vnnUVxcjOTkZCxduhSjRo1y6Xstp3IjIyP5R0Q2fHGan/kjZ5g/UhszSGpi/khtLWUwIBbkXbt2LebNm4cFCxYgJycHycnJmDJlCkpLS9VuGhERERERBaCAGEi99NJLuOWWW3DzzTdj0KBBeP3116HX6/HOO+949HmE2QxjaSmMpaUQZrNHH5vIHvNGamH2SCuYRVIT80ct8fvSvlOnTmHPnj2YP3++sk2n02HixInYtWuXw++pq6tDXV2dcruqqsql5zKVl0OOiwMAGEtKIMfGtqHlFKxczR/zRt7gSv5ssldcrPyfyBPcOQazHyRPY/7Ik/z+jFR5eTnq6+sRZ3egj4uLQ3FxscPvefbZZxEVFaV8OZ2tRQjAaLT9Imojl/NH5AXu5i9s8uSGvpDIQ9zKILNHHub2e0CiZvj9QKo15s+fj8rKSuWrqKio6U5CQIwdC0REKF9yYqLvG0sBx6X8EXmJS/nT65Hb+N+Q/HwIvpkgD3K5DxSiYSBP5EHuvAfk+z5qid+X9kVHRyMkJAQlJSU220tKShAfH+/we0JDQxEaGtrs4wqjEdLOnQ7vywXQX4iGTyu4eBu5yZX8AeAnseQVruRPL8uYk5SEnXv3AgBMRiPkiAhfNI+CgKt9oKipQUh+PoDG465e7+WWUTBozXvAbAApzB854PdnpDp06IDhw4dj27Ztyjaz2Yxt27ZhzJgxrX5ck8nk9L5hAOT4eIjUVKCmpmn5n7MvvjEmV/GTWFKRJEnYsnWrcjs8Pd22r2NfRt4mBMxjxyo35yQlQS/LKjaIgon9e8BYvR768HCVWkNa5vcDKQCYN28e3nrrLbz33nv4+eefcccdd8BoNOLmm29u/YPq9chqYRcpLw8wGGzK/5r7EuPG8Q0IuUQYjTafxIKfhJGPSbKslPfp/vtfm76OfRl5m3UfCABbsrJ8sqYQEYAm7wH7mUzAiBHs96gJvy/tA4Brr70WZWVleOyxx1BcXIyUlBRs2rSpyQQU7tDLMh5OS0Oug/I+CUAmGs5MuUPKzoYoLYXU2hIZvZ6lhEHCZDLB8tnr/YMH4yug5YtemQ/yIL0sY1ZyMt7+8ccmfV2LfRmzSG1kAnAA/zvO6k0mICTEdifmjLzE8h4wb+dO5ADoj4YPz0VNDSSDQe3mkYYExEAKAObOnYu5c+d67PEkSUJmVpbDEj8hBMaNHYsDP/7o0mPJACxLA0tOrttyhUhJgZSZ6d0DBw9MmrPtp58azga0QMmHLPN3SG0mSRJ25+RgeGqq0te52pe1qq9i30NW7K/T03Xt2mSfNh0TmTdqhuU9oNFoxNiUFOT9978AADFsWEM1knV2mKWgFjADKW+QJAmyk5rsnNzcZq+jsmasqUFWfDzGtrxr8+2xlBJ6kUhP9/5gjVrWWFbgTmYs+eDvkDxFp9PZ9HWu9mWt6auYW7ImSRK2ZGcjKzLSad7ackxk3qglkiQhIiICWbm5yI2MxDBYlTlbYZaCGwdSrdTcIMueXq/HVU7KBF16LrSulLBVz9XW8kNn+ImNW5orLbVnnw+v/Q5bi797v2bd17XUl7Wlr/J4bpk7vydHRDjsBz1xTPRKP8nMBSQ5IsJpmTPgoSwxO36LAykfaK5M0BXulhK2hqfKD51pc1likHUy7mTGko/ff/zRq7/D1mLJYeBoKZet6au81ff4pBQaCLq+yZec5a0tx0RvHuu8mjnmTDWOypwBz2aJ/ZX/4kDKR9w5g+WIO6WEreGp8kNn2lqWGIynzt3JTE5uLspKS736O2wtlhwGlpZy6W5f5a2+xxel0EBw9k2+5CxvrT0mevNY583MMWfqsi9zBjybJfZX/osDKT/R1oFYS9pafuiMp8oSXT51HqSftkiShJjYWK/8DltL8yWHQNDmxZvc7as83ff4shQa8GGumVUbrT0meuNY54vMeTRnzFKr2GfOE1kK2P7KmQDMHgdSBKDt5YfOtLUs0d1T5zanxwPwD7Y53vodtpbWSw4BN8spgixPvuLp3PqiFBrwfjm0PZZHe4Y3+klvZs4bOXM7S8yOQ57IUqD2V84EYvkrB1Kk8NZZr7aUJbp76tz69HgwnsL29plLd2m55BBwr5wiGPPkK57OrbdLoQHvl0PbY3m053ijn/RW5ryRM3ezxOw454ksBWJ/5Uwglr9yIEVe15aOprlT5xIAvdX/M9GwaJ5yf3Y2hNGorVKyIKPFkkOgdeUUzJP/8MUHCt4qh7bn0fJo5tdrvJU5T+astVlidrwrkPorZ3xW/qpCTjmQIu0SApLJhMzNm5t+WiMEwiZPRkh+frMPYTKZILPzV5XWSg6BlsspJABZAFLstjNPZOGrXLel9EcH4BcA3RtvM7/+x5M5czVLjvo/Zse/qX0c9nQJo5aO0RxIkTYJATF2LKSdOyGhob7XXVkAhun1Le5H3qe1kkOg+XIKUVODCLs6cuaJ7Pkq160q/RECYenpyodNuQD6M79+yZM5cyVL9v0f+77AoPZx2JMljI6O0dkAUlTIKQdSpC4hAAd/WKKmBpILp6BzAYwDIBzcNywtDZkae/NO2tHcQcVYU6P8PxaAEcwTqac1b4BEdTWkxkHUAQCzkpOxh/kNeq5kyWg0Kv+PBdCffR95gCcHckYhkAXYXPP1+DnnYIsKOeVAitRjddbJnvWlgpY3so70T05GcVYWJAcXF+r1eofbiZrVWDZqsa+gAHJsLPNE/kMImMeORUjjzWv69EFOTg7zS27bV1CAmN69mR3SFL0s4+G0NBzYuVOZjXBTbS3USCkHUuRzwmyGqbwcMBoht3DWKQvAvuJipzWvfHNLniaMRqUcKg9Av5gYzZUlEjXHXF1tU9KXlZsLnU6nbqPIL8myzGMsaY7lmq+y0lLkxsdjGICQ/HxONkEBTgiImhoc7NoV/Y2255icnXUalpaGzNhYduTkMyaTyeaavPDwcNXaQuQuYTbjQHw8BjTenpOUhGxOEkBEAcYyK/AVSUnYuXcvAMBkNHKyCQpQVmV8/e3uypVlFPzxByQHn5jyjBP5mj46Gr+Eh2NAbS1SABiPH4ccG6t2s4hcYiovx4DaWgDA/tBQZOXmsg8looAkSRK2bN0KNE48ETZ5MpCX59O1pDiQIq9yVsaXC6BHQQH0soyU6GiHgygiNUg6HXoUFABdu6rdFCK3CbNZ+X+vwkLoQkKa2ZuIyL9JsoxcQLXyvja9e62rq/NUOyiQCAEYjRDV1TgYGQk5Lg5yYqJydyyAu9LSEN27N+TYWA6iSHOYSfI7QkBUV+N4797KJuaY2kw4mhOXSDv0sow5SUnKbZPR2fRk3uFWL/vll19ixowZSExMRPv27aHX6xEZGYnx48fj6aefxrFjx7zVTvIXjSV8iIiAFBnZ5FqoXFlGQVUVMp3MtEdERG6ylE5HRiKh8QPOX8LDoY+OVrlh5O/CJk/mYIo0TSnva+TrzLo0kFq/fj369++PmTNnol27dnjooYewbt06bN68GStWrMD48ePx1VdfITExEbfffjvKysq83W7SIGE2w1hY2GQ681wAZQUFMJaUIKWqChEGAwdR5DesS6WItMhcXW3T7+YC6FFczDNS1Dp6PXIb/2splSLSMkt5H9CQWXN1tc+e26VrpBYvXowlS5bgoosucjiF6jXXXAMA+P3337F06VK8//77uO+++zzbUtI0UV+Pg1FRNmegbBYy5ToU5KeOJibi7JoaviklTRL19SiKjUVC421lAVWDQc1mkR+zlEopM6GZTD6fCY3IHfaZLYqNRS+jEZIPrhF1aSC1a9culx6se/fuWLRoUZsaRH5ICJhTU20GUdYz8XHmPfI31jP3DaithbG8nDP3kfY09r2Wcr79oaEoKCuDHBHBPpdazX4mNCKtkyQJWbm52C/LGFRXh4S6OtSnpiLEBzP48SNWahNLOZ9l8ccDaCjjs5TwcTE/+v/27j46qvLOA/j3ToQk8wqSTIK8bngxIokh0CNJeFGQBIxVK7tuewCNS1uLEau0KPSwovZ4sF1d9pxardUSbBWwtLJdgy9EViEh2CJJAEEJbkiIYJggeZtJDCTz7B/JDDPJBGbCzH3uzHw/5+Qc5t6bzC/DL8/c597f/J5w5O7cR6RhngvvVgMYa7OxdJqCgjlE4UYXE4OxNhuqex+rVeIXcPtzIQT+8pe/4KOPPoLNZoOzz+cH3n777aAFR9rmq5yvIC0N+1jGRxGApXykZX1L+grS0rCP5XwUCmw2QWHCYDKhwKPErzo5OeSl+QH/5EcffRTLli3DyZMnYTQaYbFYvL4oSgxQzsfFH4mIQsxHSR/HXgoVdu6jcOEu8YuNBQCkdnT0rGUaQgHfkfrTn/6Et99+G7fffnso4qEwIRwOr5KS4TU1yBg3jlfxKSKxcx9pia+SPi68S0HV27lP1iKnRIOlKAoSP/0U8FhbKpQCPuu1WCxI8VhclaJTe3u7+98KgBEjRvBqKEWsr1JSOJkiTXCV9LkUpKXBwJI+CrJ+i5x6vOcTaZVwOnFk2DAkqjSJAgYxkXrqqafw9NNPo6OjIxTxUJhwdTUDgEkAdBYLxOzZvP1PEcMzx9UoDyC6Ipb0kUr6LnJKFA7az51DukeDicMmU8gXJg+4tO/ee+/F1q1bYbVaMX78eAwZMsRrf0VFRdCCI+1SdDqMbmhApcWCaa5t+/bBUVsLPUv8KAK4O/eNHCk7FCIA/UuqWdJHoeQ5QecdeQo3jZ99hrQbbgj5+WjAE6n7778fBw8exNKlS5GUlMQrYVHMYDJhZXY2qsvLYXNtS0lBtcGASb1rSAEA9PqQ9/EnCgVeECAtaXc4YOj9N7v0kZq4MDmFBY+qKH1ioir5GvBEaufOnfjggw8wa9asUMRDYURRFJSWlcFht6Ny5EhM6+3gN9nhAMxm93EiJwdKaSknU0REgyVET/e0XrtKSnghk0KKC5NTWOkzRqol4KnamDFjYPY4SabopigKjCYTMlpb0VhTg0pfx/SW/LE0gIhocDw79VUCUAyGy38D0VXiwuQUTvqOkdDrVXnegCdSL7zwAh5//HHU1taGIBwKV4pOh4Tx47EyOxsGAAYAntetDCkpOGE2Q7S1AQ4Hm1JQ+GHOkiTC6UR1crL7cWFaGvScSJEKWMpH4aBvN1M1x8iAS/uWLl2K9vZ2TJgwAXq9vl+zifPnzwctOAovrlI/V5tU4XQOWPLHcj8KN3G5uUBVFXOWVNd+7hxSezvlslMfEZEHyd1MA55Ibdy4kQM4DUhRFBg8rgJktLaisa4OX6WkuLv7AZfK/WAwQJ+QwKtepE1clJI0ZmxtLTv1ERH1kr1AecATqYKCggH3cW0p6stV8ve97GxUlpfDAHh1+ANwqcuf0cir/aQprkUpy48cAdCzKKWBEylSm0dZKS86EVHUEwJob4dwOlFvtWJc72YZ3UwDHpEfeeQRn9sdDgduv/32qw6IIo+r5M9mt6OmtRWVfepWJzscUMxmLuhLmsNFKUk6SZ2oiIg0SQiIWbMAoxGK2Sx9gfKAJ1I7d+7E+vXrvbY5HA4sXLgQXV1dQQuMIour5M/V4c9x9my/Ln/Kvn1weqxITaQJnNyTRLI6URERaYlwOuGw2eCorYVSXu61rxLyFigPeCK1a9cuvPrqq/iv//ovAEBbWxsWLFgARVHw/vvvBzs+ikCKTgeD1eru8ufZ3a/eaoXo7pYWG5En4XTiq94SVCK1yexERUQknRCAwwHR1oYTZjMMSUnuj4UAPd2hDUBPx2hJC5QH/BmpCRMm4P3338ett94KnU6HrVu3IjY2Fjt37vRqMkB0JZ4L+h5LTMSUzk6M6+xEd2YmYtgdjTTAs1vaF/HxuD4hQXJEFDUkd6IiIpKqt4RPKS+HAmByn92VBgNqvv4aik4HvV4vbWwMeCIFAOnp6SguLsaCBQtw8803o7i4GPHx8cGOjaKAa0HfsTYbqi0WTAa7o5E2ja6p4Qf9STWyO1ERAT135YnUJJxOtJ87BzgcMPgo4RtdUwO9wYAMjXR89msiNW3aNJ8zvdjYWJw5cwY5OTnubRUVFcGLjqKGwWRCAbujkdawWxpJ4FqAN7X3sYxOVESu0ubUKx9KdHU8uvCdGDmyZ91RD1YADgDTsrNROn68pu7M+zWRuvvuu0McBkU7d3e05GTZoRD1YLc0koQL8JIWsLSZVBEmJXwD8Wsi1bdLH1EoaO2Pg6KbcDi8uqVNZrc0UolnORUX4CVZPPOQpc0UbOFWwjcQvyITbP9LanM42HaapGr3KC1gtzRSS99OkVo+gaDIxTykkBHCry58CePHw2C1aj73/IruxhtvxLZt23DhwoXLHnfixAmsWLECzz33XFCCo+hlSEnhAr0kT5+yvl0lJbxjSqroW06lZzkVScA8pJBwlfGZzf0+B1VpMKCmtRU2ux2lZWVh857rV2nfb37zGzzxxBN46KGHsGDBAsyYMQPXXXcd4uLi0NTUhGPHjqGsrAxHjx7Fww8/jBUrVoQ6bopEej3KAMzqfehaoFdnNsuMiqJQv7I+3o0iCVhORVrAPKRgEE4n2uvqvMr4wqmEbyB+TaTmz5+PTz/9FGVlZXjrrbfw5ptvoq6uDh0dHUhISMC0adNw3333YcmSJRg+fHioY6YIpTcYsCY7G9Xl5bD1bqtOTsb1dntY/nFR+Gpvb4dr6vRwWhrKOJEiCTjukRaEy50B0ighIOz2ft34rAAma7ALX6ACWkdq1qxZmDVr1pUPJBoEXwv0pnZ0wHHuHAxWq+zwKErtVRSE7xBPRHR14nJzgaoqIIxPdkkSj458nt34XJ34DEZjWE+iAD8/I0WkFvcCvbW1skOhaKbXo7L3n64FoonUxsVQSRqOgRQEzrY2KH1K+RprapDR2gqjyRT2kyhA8kRqw4YN+M53vgOTyQSr1Yq7774bx48f9zrm22+/RWFhIUaMGAGj0YjFixfj7NmzXsecOnUK+fn50Ov1sFqtWL16Nbq6utT8VSjIIuGPi8KX3mBAYVqa+3E7TyJIgq9SUjiZIik4BtLVEt3dqPeoJrLiUje+SCpblvqb7NmzB4WFhfjkk09QUlKCixcvIjc3Fw6PP9jHHnsM77zzDrZv3449e/bgzJkzuOeee9z7u7u7kZ+fjwsXLqC8vByvv/46Nm/ejCeffFLGr0TBwIVQSTL3AtG94nJz2UGSVKFPSMAX8fEAgNSOjp51VohUxjGQrooQcGZmYlxnJ4CehcVrWlvDqhufvwL6jFSwvf/++16PN2/eDKvVioMHD2LOnDloaWnBH/7wB2zZsgXz5s0DABQVFeGGG27AJ598gpkzZ2LXrl04duwYPvzwQyQlJSEjIwO//OUv8cQTT+Cpp57C0KFDZfxqdBU8O6ZVAxjucAA2W7/j9GHa4YXCg2IwoBLANFwqbVGMRtlhUYRTdDqMrqkBRo4EALQ3Nnrt57hHqomPRzWAyeAYSFfmXmAX6Flk1+M8bqzNBqPJJC+4EJI6keqrpaUFAHDttdcCAA4ePIiLFy/itttucx+TmpqKsWPHYv/+/Zg5cyb279+PtLQ0JCUluY/Jy8vDihUrcPToUUybNq3f83R2dqKzd5YMAK2traH6lWgQPDumTQYAj8XaPB02mZDW3Bx2JxXMv/DgKm0pP3IEQM8JrcFgCPsPXDP/tM9zTEucOtVrX7iOe56Yg9onnE7UjB6NdI9tHANpIMLpxJFhw5De1tZvX0FaGvZF6CQKGGRpn9PpRHV1NcrKyrB3716vr8FyOp149NFHkZOTg6m9bxwNDQ0YOnQohg0b5nVsUlISGhoa3Md4TqJc+137fNmwYQMsFov7a8yYMYOOm4JPn5CAw3780aW3tYVl2QvzLzz0LW2JlEWimX/ad7kxMFzHPU/MQe1rP3eu30kxx0AaiK98AYAqgwFllZURV87nKeCJ1CeffIKJEyfihhtuwJw5c3DLLbe4v2699dZBB1JYWIjPPvsM27ZtG/TP8NfatWvR0tLi/qqvrw/5c5L/FJ0OU/34PykDAL0+5PEEG/MvfCgGQ0+euR7v2xf23auYf9qn6HSY+tVXPveF67jniTkYBvR6r7HPhWMg+TRAvqSfPg1dTIzq4agp4NK+n/zkJ5gxYwZ27tyJkSNHBmWW+fDDD6O4uBh79+7F6NGj3duTk5Nx4cIFNDc3e92VOnv2LJKTk93H/OMf//D6ea6ufq5j+oqNjUVsbOxVx02hIZxOVI8cidTex1YAvobtadnZKA3DhVKZf+HD1yLR7Q4HDGH8OQHmX3jo+PZbd4lzEgB777/DddzzxBzUPtfYV9nbutoAXBoD29s5BpIXz3zxzJX6pCSMdTigRPBkKuCJ1IkTJ/CXv/wFEydOvOonF0Jg5cqV2LFjBz7++GP80z/9k9f+6dOnY8iQIdi9ezcWL14MADh+/DhOnTqFrKwsAEBWVhaeffZZ2Gw2WHvbLJaUlMBsNmPKlClXHSOpr/3cOaR2dADo7fTS2Ojz8wB6vT6ibxeTfK5Fohtra92f1ePilKS2r6ZOxYX9+wFF4bhHqnCNfe3t7QAAh8024OeViTzzRTidOJaYiCmdnRjX2YnuzEzERPB7ZsATqZtvvhlffvllUCZShYWF2LJlC/72t7/BZDK5P9NksVgQHx8Pi8WC5cuXY9WqVbj22mthNpuxcuVKZGVlYebMmQCA3NxcTJkyBcuWLcOvf/1rNDQ0YN26dSgsLOQVhzDluW7K2NraiO30QuFBURQYEhPZwY/U1bsg6jQAQz77DNegp9SUSC2KovQ0lwAAj9zj2mbki2e+jLXZUG2xuDs+OmproR83Lqyb5AzEr4nU4d4WhgCwcuVK/OxnP0NDQwPS0tIwZMgQr2PT09P7fvuAXn75ZQDALbfc4rW9qKgIBQUFAICNGzdCp9Nh8eLF6OzsRF5eHl566SX3sTExMSguLsaKFSuQlZUFg8GA+++/H88884zfcZB2CKcTX6WkuMv6IvGPjsJPpHbwI+3ql3NhXlJKkeOb8eNhaGzsuZjEMZB8MJhMKPAYvwwpKag2GDDp6697zuv0+ojJHUWIK7df0el0UBQFAx3q2qcoCrq7u4MeZKi1trbCYrGgpaUFZrNZdjhRzWGzwdDbdfGL+Hhcb7dLmUypmRPMv/BgP3sWRo/PXYqcHCilpSF5M2D+EeCdc93p6aqWxzAHyZNwOnHcaHSX3QMcA+nynN3dOGSxYJqP5iShzJ1g8Tcv/LojdfLkyaAFRnQ5niUDo2tqeEeKNMPVwW+W63Fv9yqW+FGocFFo0gpFp8PohgZUWixwrc7JMZAuRxcTg4zWVjTW1eGrlBR4ruqq7NsHR20tYDCE/SLjfkU+btw491ddXR1GjRrltW3cuHEYNWoU6urqQh0vRTBXWZ9LOP9hUeRxdSWyemxrD/M2wKRtrvI+F9cH/4lkMJhMWMkxkAKg6HRIGD8eK7OzYQC8cseQkgJDUhJOmM0QbW2Aw9HzFWbrlAV8pnrrrbfi/Pnz/ba3tLRc1TpSRJ7d+r6Ij4c+IUFyRESXuLoSfVZT494Wl5sbdoM+hY++i0ITycQxkAbDlTc2ux01ra2o7NM0Z7LDAcVsBoxGwGgMu0WfA55IuT4L1dc333xzqbsL0SCwrI+0zrODH3Cp3IooVDzfb9sbG9kxjaTiGEiD4eroZzSZkNHaCsfZs2isqXHnkdexvWV/4TLW+d3+/J577gHQ82IUFBR4tRbv7u7G4cOHkZ2dHfwIKSqwWx+FC3ZTI1kSp07t6XzV0hLRC1yStnEMpKuh6HQwWK3QC4HvDbDoc78uf4BmO/35fbZqsVhgsVgghIDJZHI/tlgsSE5Oxo9//GO88cYboYyVIhjL+ihc9C23YmkLhZI+IQGHPdbSm+xwwJmZyZwjaTgGUjB4lvz5KvsLl5I/v+9IFRUVAQDGjx+Pn//85yzjo6BiWR+FE3ZTI7UoOh3SmpvRWFeHppQU9wKXzDmSiWMgBYPXos/AgF3+gJ6SP2dbG3Qaa1Ef8Nnq+vXrYTAYYLPZUFpaitLSUthstit/I9EA2K2Pwk2/bmqNjZq8UkaRwdX5qsAz5/i5FJKo3xjIfKQg6Nvlr2+nv3qrtafDn4bebwM+Y21ra8OyZcswatQozJ07F3PnzsWoUaOwdOlStLS0hCJGinCeZX0AoB8xQmI0RFfWt7TFkJKi2bIDigwspyItYT5SqPgq+TvW25dhXGcnFLNZU++3AU+kfvjDH+Lvf/87iouL0dzcjObmZhQXF+PTTz/Fgw8+GIoYKdLp9d6dWzwmVURa5Vqg1/24d3FKolBxlVMB7JZG8vXNR2dbm9R4KHK4Sv5cnf7G2mxe54muMj8tCHgiVVxcjE2bNiEvLw9msxlmsxl5eXl49dVX8c4774QiRopwLBGgcORzgV4umEohxJJS0pK++VidnBw2LaspvPhaDFor+RbwRGrEiBGwWCz9tlssFgwfPjwoQVF0YYkAhSNfi1MShRJLSklLFEVBWWWlu+wqtaMD7efOSY6KIpHr/dazzE8r+RbwRGrdunVYtWoVGhoa3NsaGhqwevVq/Pu//3tQg6PowZIVCkd9Ow5p4eoYRTaWlJKW6GJiMLa21v2YYyCFiqIoPWV+HvmmBX63P3d5+eWX8eWXX2Ls2LEYO3YsAODUqVOIjY1FY2MjXnnlFfexFRUVwYuUIlq/Bf4aG3tOUDW4+BrRQL4ZPx4Gh4OLpVLIuEpKq8vL3YtXckFUksmz0y7HQAo1r87OGrgbH/BE6u677w5BGBTt3CUryckAektWcnKglJZyMkWapk9IwBfx8Ujt6MC4zk50Z2YipqqKeUsh4SpxaaytBXqXjYjLzQWYcyQJx0CSRQtjX8ATqfXr14ciDiJ3ycos12ONLr5G5EnR6TC6oQHVFgsXSyVVKIoCQ2IiF0QlTeAYSKrq7fSslbFvUCufNjc347XXXsPatWtx/vx5AD1lfKdPnw5qcBRdfHVBcy++5nBo4hYukS8Gk8l7sVR2U6MQYwc/0pJ+YyA/t0chorVOzwFPpA4fPozJkyfjV7/6FZ5//nk0NzcDAN5++22sXbs22PFRFPHVlcW1+BqMRnanIs1iNzVSG3OOtITdd0ktWsu1gCdSq1atQkFBAU6cOIG4uDj39ttvvx179+4NanAUfdxdWfosvgb0lPo5amvZFYg0id3USG3MOdISdt8ltWgp1wKeSB04cAAPPvhgv+2jRo3yaolOdDVci68ZAK9SP0NKCk6YzSz3I83xuUAvTyQohJhzpCUsNyW1aKm8L+CJVGxsLFpbW/ttr66uRmJiYlCCInKV+dnsdtS0tqLSY62eyQ4Hy/1Ic3wt0Cu75IAiG3OOtITlpqQWLZX3BTyRuvPOO/HMM8/g4sWLAHp+mVOnTuGJJ57A4sWLgx4gRS/XYqdGkwkZra1orKnxWe4nbDYO1KQJnt3UAPklBxT5fOac3S41JopeLDcltWilvC/gidQLL7wAu90Oq9WKjo4OzJ07FxMnToTJZMKzzz4bihiJoOh0SBg/3me5n5KczKtepBn9Sg7a2yVGQ9Ggb845Z83ieEhS+Cw35RhIIaCV99qA15GyWCwoKSlBWVkZDh8+DLvdjszMTNx2222hiI/IzVXG0t7eDofdjrLkZK81p+w2m3stAb1eD4WLAZIEfReXFjyhpRBTFAW79u1DpdnsXlvFabdDZzLJDo2ijK8FozkGUiho5b12UOtIAcCsWbPw0EMP4fHHH+ckilTjKvdLtFr7XfVKSk6G0WiE0WjE7NmzOXiTNJ6T+AULFjAXKeQMRqPX1dmcnBzmHUnhep924RhIoaKF99qAJlJOpxObNm3CHXfcgalTpyItLQ133nkn/vjHP/KPhFTlueZUVloaDAA8b+ru27cPDtZlkyT6hAR3Xn5y5AhLWyjkFEVBWWUlbpowgXlH0nEMJDX0zTMZ531+T6SEELjzzjvxwx/+EKdPn0ZaWhpuvPFG1NXVoaCgAN/73vdCGSdRP641p8oPHYLNbofdbsfZs2fd+zMzM2G32+FwOOBwODjZJ9UoOh1Kysvdk3vmHqlBFxODfVVV7rzjuEeycAwkNfTNM9d5n5r55vdEavPmzdi7dy92796NyspKbN26Fdu2bcOhQ4fw4Ycf4n//93/xxz/+MZSxEvnkKiMwGAxITExERkYGAODEiRMwmUws9yMpPEsOmHukFs+8S0pKYu6RNBwDSQ0Gg6HfeZ+a+eb3RGrr1q34xS9+gVtvvbXfvnnz5mHNmjV48803gxocUaAURcHBgwfdf1SeWO5HatLr9e48rKqqYu6RKvR6PXJyctyP9+3bx7IqkqLvGMg8pFDwdd6n5vme3xOpw4cPY+HChQPuX7RoEQ4dOhSUoIiuhk6nQ0VFBewDlPs5nU6J0VG0UBQFpaWl7se8IktqcOWd57jHvCMZ+o6BzEMKFdd5n6+Pd4Q67/yeSJ0/fx5JSUkD7k9KSkJTU1NQgiK6Wpcr95s+fToHdFKFZ8kBr8iSWvp2TeMknmRheR+pRVEUnx/vCHXe+T2R6u7uxjXXDLzsVExMDLq6uoISFFEwuW77Tpo0CQDLrEg9fa/IEqmFZVWkBcxDUpOMMj+/F+QVQqCgoACxsbE+93d2dgYtKKJgc932NfUuUJmZmYmKigoYDAYu3Esh5ZlfvBpLanFN4l1jHnOPZGAektpc53uNjY3uSrpQnvP5fUfq/vvvh9VqhcVi8flltVpx3333BTU4omCS3dmFiPlGamJZFWkB85DUpmaZn993pIqKioL6xERqc93ynT59OqqqqgBc6mjl+XkComBylbZUVVW5S1uYb6QG5h5pAfOQZBjonM/hcMBoNAbtefy+I0UUCXx1duHVMQoldq4iWZh7pAX8rCjJMlA3v2B2b+ZEiqIOO1qR2ljaQrIw90gL+FlkksVXmV8wuzdzIkVRiZ2ESE3MN5KFuUdaw8k8qS2U3Zs5kaKopCgK9u7dKzsMihIssSJZmHukNbwzSjK4yvxcglXix4kURSUhBObMmSM7DIoiLLEiWZh7JBvvjJIW9O3eHIwSP06kKCo5HA53F5eMjAzo9Xq5AVHE44kEycLcI9nYcIK0IBQlfpxIUdQRQmD27Nnux6WlpfwgLIUcTyRIFpb3kRZwcXLSgr4lfld7l54TKYo67e3tXnejuJ4FqYUTdpKF5X2kJcxBksmzxO9q79JzIkVRjXejSBaeRJCaWN5HsjEHSSuCWSHCiRQRkQS8IktqYnkfycYcJC0J1kV0TqQoqvFkltTEK7IkE8v7SDbmIEUaTqQo6uj1etx0000AeDJL6uIVWZKp70Q+WAtSEvmLF5Mo0nAiRUSkIl6RJVn6TuSZf6Q2XkyiSMOJFEWd9vZ2HDp0yP04Pj5eYjQUbXhFlmQKZrcqosHgxSSKJJxIUdTxPJEFgI6ODnnBUNThFVmSiflHsvFiEkUSzUyknnvuOSiKgkcffdS97dtvv0VhYSFGjBgBo9GIxYsX4+zZs17fd+rUKeTn50Ov18NqtWL16tXo6upSOXoKJzyRINl4RZZkYv6RTHwPpkiiiYnUgQMH8MorryA9Pd1r+2OPPYZ33nkH27dvx549e3DmzBncc8897v3d3d3Iz8/HhQsXUF5ejtdffx2bN2/Gk08+qfavQGGGJxIkE6/IkkzMP5KN78EUKaRPpOx2O5YsWYJXX30Vw4cPd29vaWnBH/7wB/znf/4n5s2bh+nTp6OoqAjl5eX45JNPAAC7du3CsWPH8MYbbyAjIwOLFi3CL3/5S/z2t7/FhQsXZP1KFAZ4IkEyBXMxQKJA9c0/h8PBE1lSFd+DKVJIn0gVFhYiPz8ft912m9f2gwcP4uLFi17bU1NTMXbsWOzfvx8AsH//fqSlpSEpKcl9TF5eHlpbW3H06NEBn7OzsxOtra1eXxRdZJ7IMv8ICN5igIFi/hHgnX9JSUmqnsgyB4nvwRQppE6ktm3bhoqKCmzYsKHfvoaGBgwdOhTDhg3z2p6UlISGhgb3MZ6TKNd+176BbNiwARaLxf01ZsyYq/xNKBzJOpFl/pFMzD8Ceu4I5OTkSHlu5iABfA+myCBtIlVfX4+f/vSnePPNNxEXF6fqc69duxYtLS3ur/r6elWfn7RBr9fDbrfDbrdDr9er9rzMPwKYfySX644Ac5Bk4RhIMgUr/64JYkwBOXjwIGw2GzIzM93buru7sXfvXrz44ov44IMPcOHCBTQ3N3vdlTp79iySk5MBAMnJyfjHP/7h9XNdXf1cx/gSGxuL2NjYIP42FI4URYHBYFD9eZl/BDD/SD7mIMnE/COZgpV/0u5IzZ8/H0eOHEFVVZX7a8aMGViyZIn730OGDMHu3bvd33P8+HGcOnUKWVlZAICsrCwcOXIENpvNfUxJSQnMZjOmTJmi+u9ERERERETRQdodKZPJhKlTp3ptMxgMGDFihHv78uXLsWrVKlx77bUwm81YuXIlsrKyMHPmTABAbm4upkyZgmXLluHXv/41GhoasG7dOhQWFvJqAxERERERhYy0iZQ/Nm7cCJ1Oh8WLF6OzsxN5eXl46aWX3PtjYmJQXFyMFStWICsrCwaDAffffz+eeeaZgJ7H1faVnVvIxZULarQEZv5RX8w/ko05SDIx/0g2f3NQEVw8Al999RW7tpBP9fX1GD16dEifg/lHA2H+kWzMQZKJ+UeyXSkHOZEC4HQ6cebMGZhMJintOFtbWzFmzBjU19fDbDar/vyXE62xCSHQ1taG6667DjpdaD9KqGb+afX/k3F5k51/Wv3/kCFaXwvZORgKWv2/ZFz9RWL+9aXV/3dA27EB6sTnbw5qurRPLTqdLuRXPPxhNps1mbBAdMZmsViC/jN9kZF/Wv3/ZFyXaCH/tPr/IUM0vhZayMFQ0Or/JePyFqn515dW/98BbccGhD4+f3JQ6oK8RERERERE4YgTKSIiIiIiogBxIqUBsbGxWL9+vSZbtjO2yKLV14xxaUu0/t6+8LWIHFr9v2Rc0UnLr6+WYwO0FR+bTRAREREREQWId6SIiIiIiIgCxIkUERERERFRgDiRIiIiIiIiChAnUkRERERERAHiRCrEXn75ZaSnp7sXDcvKysJ777034PGbN2+GoiheX3FxcarE+txzz0FRFDz66KOXPW779u1ITU1FXFwc0tLS8O6772oiNpmvnRaEQ65pNceYXz0CzaFo4m/ukhzhMP4BHAOjRbjkI6DdnAwkPpmv3zWqPEsUGz16NJ577jlMmjQJQgi8/vrruOuuu1BZWYkbb7zR5/eYzWYcP37c/VhRlJDHeeDAAbzyyitIT0+/7HHl5eX4wQ9+gA0bNuCOO+7Ali1bcPfdd6OiogJTp06VGhsg57XTCq3nmlZzjPl1yWByKBoEkiMkh9bHP4BjYDQJh3wEtJuTgcYHSMxNQaobPny4eO2113zuKyoqEhaLRdV42traxKRJk0RJSYmYO3eu+OlPfzrgsffee6/Iz8/32nbzzTeLBx98UHpsMl47rdNKrmk1x5hfV3a5HIoGgeQIaYtWxj8hOAaStvJRCO3m5GDik5mbLO1TUXd3N7Zt2waHw4GsrKwBj7Pb7Rg3bhzGjBmDu+66C0ePHg1pXIWFhcjPz8dtt912xWP379/f77i8vDzs379femyA+q+dVmkt17SaY8yvgfmbQ5Eu0Bwh+bQ2/gEcA6OZFvMR0G5OuoRLbrK0TwVHjhxBVlYWvv32WxiNRuzYsQNTpkzxeez111+PTZs2IT09HS0tLXj++eeRnZ2No0ePYvTo0UGPbdu2baioqMCBAwf8Or6hoQFJSUle25KSktDQ0CA9NrVfOy3SYq5pNceYX74FkkORLtAcIbm0OP4BHAOjlVbzEdBuTrqEVW5KuQ8WZTo7O8WJEyfEp59+KtasWSMSEhLE0aNH/freCxcuiAkTJoh169YFPa5Tp04Jq9UqDh065N52pdunQ4YMEVu2bPHa9tvf/lZYrVbpsfUVytdOq7SWa1rNMebXwK4mhyJJMHKE1KW18U8IjoHRTIv5KIR2c/Jq4utLzdzkREqC+fPnix//+Md+H//P//zP4vvf/37Q49ixY4cAIGJiYtxfAISiKCImJkZ0dXX1+54xY8aIjRs3em178sknRXp6uvTYfAnVaxcuZOeaVnOM+eW/QHMoUgQrR0ge2eOfEBwD6RIt5KMQ2s3Jq4nPF7Vyk5+RksDpdKKzs9OvY7u7u3HkyBGMHDky6HHMnz8fR44cQVVVlftrxowZWLJkCaqqqhATE9Pve7KysrB7926vbSUlJUH/DMVgYusrlK9duJCda1rNMeaX/wLJoUgSjBwhuWSPfwDHQLpEC/kIaDcnrya+vlTNzZBP1aLcmjVrxJ49e8TJkyfF4cOHxZo1a4SiKGLXrl1CCCGWLVsm1qxZ4z7+6aefFh988IH4v//7P3Hw4EHx/e9/X8TFxalWWtP39mnf+Pbt2yeuueYa8fzzz4vPP/9crF+/XgwZMkQcOXJEemyyXzvZwiXXtJpjzK8r51C0Y2mfdoXL+CcEx8BoEE75KIR2c9Lf+GS+fmw2EWI2mw333Xcfvv76a1gsFqSnp+ODDz7AggULAACnTp2CTnfpxmBTUxN+9KMfoaGhAcOHD8f06dNRXl4u7cPefePLzs7Gli1bsG7dOvziF7/ApEmT8N///d8hXUfA39i09tqpLVxzTas5ptXXK5SulENEWhWu45+v2DgGhr9wzkdf8WklJweKT+brpwghRMifhYiIiIiIKILwM1JEREREREQB4kSKiIiIiIgoQJxIERERERERBYgTKSIiIiIiogBxIkVERERERBQgTqSIiIiIiIgCxIkUERERERFRgDiRIiIiIiIiChAnUlHkm2++gdVqRW1tLQDg448/hqIoaG5ulhrXzJkz8de//lVqDBR6zD+SiflHsjEHSSbmX2hwIqUx3/3ud7Fw4UKf+0pLS6EoCg4fPjyon/3ss8/irrvuwvjx468iQv89/fTTWLp06RWPW7duHdasWQOn06lCVHQ5zD+SiflHsjEHSSbmXxgSpCk7duwQOp1O1NfX99v3wAMPiBkzZgzq5zocDmE2m8X+/fvd2z766CMBQDQ1NQ023MuaNm2aeOutt654XFdXl0hKShLFxcUhiYP8x/wjmZh/JBtzkGRi/oUf3pHSmDvuuAOJiYnYvHmz13a73Y7t27dj+fLlAICmpiYsWbIEiYmJiI+Px6RJk1BUVDTgz3333XcRGxuLmTNnDnhMe3s7Fi1ahJycHDQ3N6O2thaKouDPf/4zZs+ejfj4eHznO99BdXU1Dhw4gBkzZsBoNGLRokVobGz0+ln19fU4evQoFi5cCCEEnnrqKYwdOxaxsbG47rrr8Mgjj7iPjYmJwe23345t27YN4hWjYGL+kUzMP5KNOUgyMf/CkNRpHPm0evVqMWHCBOF0Ot3bNm3aJOLj40Vzc7MQQojCwkKRkZEhDhw4IE6ePClKSkrE//zP/wz4Mx955BGxcOFCr22eVyOamppEdna2yM3NFQ6HQwghxMmTJwUAkZqaKt5//31x7NgxMXPmTDF9+nRxyy23iLKyMlFRUSEmTpwofvKTn3j97BdffFHk5uYKIYTYvn27MJvN4t133xV1dXXi73//u/j973/vdfzLL78sxo0bN+jXjIKH+UcyMf9INuYgycT8Cy+cSGnQ559/LgCIjz76yL1t9uzZYunSpe7H3/3ud8UDDzzg98+86667xL/92795bXP9EX3++eciPT1dLF68WHR2drr3u/6IXnvtNfe2rVu3CgBi9+7d7m0bNmwQ119/vdfPXrBggXjxxReFEEK88MILYvLkyeLChQsDxve3v/1N6HQ60d3d7ffvRKHB/COZmH8kG3OQZGL+hReW9mlQamoqsrOzsWnTJgDAl19+idLSUvctXQBYsWIFtm3bhoyMDDz++OMoLy+/7M/s6OhAXFycz30LFizAxIkT8dZbb2Ho0KH99qenp7v/nZSUBABIS0vz2maz2dyPW1tbsWfPHtx5550AgH/5l39BR0cHUlJS8KMf/Qg7duxAV1eX13PEx8fD6XSis7Pzsr8HhR7zj2Ri/pFszEGSifkXXjiR0qjly5fjr3/9K9ra2lBUVIQJEyZg7ty57v2LFi1CXV0dHnvsMZw5cwbz58/Hz3/+8wF/XkJCApqamnzuy8/Px969e3Hs2DGf+4cMGeL+t6IoPrd5dlt57733MGXKFIwZMwYAMGbMGBw/fhwvvfQS4uPj8dBDD2HOnDm4ePGi+3vOnz8Pg8GA+Pj4y70spBLmH8nE/CPZmIMkE/MvjMi+JUa+tbW1CaPRKH73u9+J0aNHi2efffayx//ud78TJpNpwP3/8R//IW666SavbZ71sT/72c9EYmKiOHr0qHu/67ZuZWWlz+9xKSoqEhaLxf34Bz/4gVi/fv2AsXzxxRcCgDh48KB727p168SsWbMu+zuSeph/JBPzj2RjDpJMzL/wcY260zbyl9FoxL/+679i7dq1aG1tRUFBgdf+J598EtOnT8eNN96Izs5OFBcX44Ybbhjw5+Xl5WHt2rVoamrC8OHD++1//vnn0d3djXnz5uHjjz9GamrqoOLu6urCe++953VlZPPmzeju7sbNN98MvV6PN954A/Hx8Rg3bpz7mNLSUuTm5g7qOSn4mH8kE/OPZGMOkkzMv/DB0j4NW758OZqampCXl4frrrvOa9/QoUOxdu1apKenY86cOYiJibls68i0tDRkZmbiz3/+84DHbNy4Effeey/mzZuH6urqQcW8Z88eGI1GZGZmurcNGzYMr776KnJycpCeno4PP/wQ77zzDkaMGAEAOH36NMrLy/HAAw8M6jkpNJh/JBPzj2RjDpJMzL/woAghhOwgSB07d+7E6tWr8dlnn0GnC80c+pFHHkFXVxdeeuklv7/niSeeQFNTE37/+9+HJCbSBuYfycT8I9mYgyQT8y80WNoXRfLz83HixAmcPn3a/SHAYJs6dSqysrIC+h6r1YpVq1aFJB7SDuYfycT8I9mYgyQT8y80eEeKiIiIiIgoQPyMFBERERERUYA4kSIiIiIiIgoQJ1JEREREREQB4kSKiIiIiIgoQJxIERERERERBYgTKSIiIiIiogBxIkVERERERBQgTqSIiIiIiIgCxIkUERERERFRgP4fT34Y3kiG4CYAAAAASUVORK5CYII=", - "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": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d3c66c89009f4002b6f1fb1c54f7c507", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/12782 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "nrows = 5\n", - "ncols = 5\n", - "fig,axs = plt.subplots(nrows,ncols,figsize=(10,10))\n", - "for i in range(nrows):\n", - " for j in range(ncols):\n", - " sta_idx = np.random.randint(0,len(vs))\n", - " axs[i,j].step(vs_interp[sta_idx,:],depth_interp,c='k')\n", - " axs[i,j].step(vs_interp_rm_sandwich[sta_idx,:],depth_interp,c='r')\n", - " axs[i,j].invert_yaxis()\n", - " axs[i,j].set_title(f'sta_idx: {sta_idx}')\n", - " if j == 0:\n", - " axs[i,j].set_ylabel('Depth (km)')\n", - " else:\n", - " axs[i,j].tick_params(labelleft=False)\n", - " if i == nrows-1:\n", - " axs[i,j].set_xlabel('Vs (km/s)')\n", - " else:\n", - " axs[i,j].tick_params(labelbottom=False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3: Dispersion Curve Forward Modeling" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7593e81a160f4b10bd748c3b83a0da95", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/12782 [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": 27, - "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_Eastmed_loc.npz\"),\n", - " data=loc.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Eastmed_model.npz\"),\n", - " data=vel_models.astype(np.float32))\n", - "np.savez_compressed(os.path.join(save_base_path, \"CSEM_Eastmed_disp.npz\"),\n", - " data=disp_data.astype(np.float32))" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(array([78., 29., 30., 22., 25., 28., 25., 18., 20., 25.]),\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": 29, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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