From c82905229f3411eb3037a07d13e2b6d3248f34af Mon Sep 17 00:00:00 2001 From: ctena Date: Wed, 15 Feb 2023 12:19:05 +0100 Subject: [PATCH 1/5] Delete: fix on the delete function --- CHANGELOG.md | 1 + nes/nc_projections/default_nes.py | 42 ++++++++ tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb | 108 +++++++++++++++++++ 3 files changed, 151 insertions(+) create mode 100644 tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb diff --git a/CHANGELOG.md b/CHANGELOG.md index f09840a..4c7f45e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -9,6 +9,7 @@ * Function create_shapefile() can now be used in parallel. * Function calculate_grid_area() to calculate the area of each cell in a grid. * Function calculate_geometry_area() to calculate the area of each cell given a set of geometries. + * Function get_spatial_bounds_mesh_format() to get the lon-lat boundaries in a mesh format. (used in pcolormesh) * Bugs fixing: * Correct the dimensions of the resulting points datasets from any interpolation. * Amend the interpolation method to take into account the cases in which the distance among points equals zero. diff --git a/nes/nc_projections/default_nes.py b/nes/nc_projections/default_nes.py index 1c80b9b..6f9d9da 100644 --- a/nes/nc_projections/default_nes.py +++ b/nes/nc_projections/default_nes.py @@ -558,6 +558,48 @@ class Nes(object): return None + def get_spatial_bounds_mesh_format(self): + """ + Get the spatial bounds in the pcolormesh format: + + see: https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.pcolormesh.html + + Returns + ------- + lon_bnds_mesh : numpy.array + Longitude boundaries in the mesh format + lat_bnds_mesh : numpy.array + Latitude boundaries in the mesh format + """ + if self.lat_bnds is None: + self.create_spatial_bounds() + + if self.lat_bnds['data'].shape[-1] == 2: + # get the lat_b and lon_b first rows + lat_b_0 = np.append(self.lat_bnds['data'][:, 0], self.lat_bnds['data'][-1, -1]) + lon_b_0 = np.append(self.lon_bnds['data'][:, 0], self.lon_bnds['data'][-1, -1]) + # expand lat_band lon_b in 2D + lat_bnds_mesh = np.tile(lat_b_0, (len(self.lon['data']) + 1, 1)).transpose() + lon_bnds_mesh = np.tile(lon_b_0, (len(self.lat['data']) + 1, 1)) + + elif self.lat_bnds['data'].shape[-1] == 4: + # Irregular quadrilateral polygon cell definition + lat_bnds_mesh = np.empty((self.lat['data'].shape[0] + 1, self.lat['data'].shape[1] + 1)) + lat_bnds_mesh[:-1, :-1] = self.lat_bnds['data'][:, :, 0] + lat_bnds_mesh[:-1, 1:] = self.lat_bnds['data'][:, :, 1] + lat_bnds_mesh[1:, 1:] = self.lat_bnds['data'][:, :, 2] + lat_bnds_mesh[1:, :-1] = self.lat_bnds['data'][:, :, 3] + + lon_bnds_mesh = np.empty((self.lat['data'].shape[0] + 1, self.lat['data'].shape[1] + 1)) + lon_bnds_mesh[:-1, :-1] = self.lon_bnds['data'][:, :, 0] + lon_bnds_mesh[:-1, 1:] = self.lon_bnds['data'][:, :, 1] + lon_bnds_mesh[1:, 1:] = self.lon_bnds['data'][:, :, 2] + lon_bnds_mesh[1:, :-1] = self.lon_bnds['data'][:, :, 3] + else: + raise RuntimeError("Invalid number of vertices: {0}".format(self.lat_bnds['data'].shape[-1] )) + + return lon_bnds_mesh, lat_bnds_mesh + def free_vars(self, var_list): """ Erase the selected variables from the variables information. diff --git a/tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb b/tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb new file mode 100644 index 0000000..1effade --- /dev/null +++ b/tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb @@ -0,0 +1,108 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5.7.Plot_PcolorMesh" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from nes import *\n", + "import matplotlib.pyplot as plt\n", + "import cartopy.crs as ccrs\n", + "import numpy as np\n", + "import xarray as xr\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "fn = \"/gpfs/projects/bsc32/models/NES_tutorial_data/sconcno2-000_2019010100.nc\"\n", + "nessy = open_netcdf(fn)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "lon_b, lat_b = nessy.get_spatial_bounds_mesh_format()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "nessy.load()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Vony6VvjaYXgBeri/n/YN15EydAk+IVYVt4x/Sixo+L13v3ZBGsPu6OAUuCSo2e9moVtlb1huO1PWhLiOr+QrPKwU2Q4PPvtgUj5e/CAQGGvIavV900Wp8ne8iGSP0i4UKf6xEh0Q2i1llG0AAx8KRhaVupuwqB0R/PfaGbOVreEO8t0kfaGobBERRZSgqDifs6pBFZBk/Tb/I3TCqG6TqrKUTeKxSJmqqBjcg7/Yt1HIuNrCOl0WuLSui+KHo7ghZEURSJs8H52wzutOPqXc5IjFYkLk7iPmSD78iIFEi3EQU4XOKReFwsLD/mQZ2C/NaxFneVl89Z0ksCaLdh+hpC70JxRp7Lk0dmUWcIgeADvMrK8+k5Ecx8H8jFoC5e4zJqItUO46cUlFnLxnFaNvxRYqgxGloMB4ZeGdu91R+wu4vA76fGE+W0CipJR+UkqpmIg+QUQXtNbv9D7/QSL6KSI6qbW+XrkFSVJfGdtBJ4JL/UFWSVflBAZxFh5EK3YDEpZJCNst21ZTVLvtlHjLQ+jI46rAA6aBkjWkrCtZV17AUSCE/MBjJlBYFpqYh8sOUhAHkASyGk6wZFpA2cpSXP7ED+Q/jFW2DTY8g8X2+0AiqVK7mAK1gjk0jnsK0lGLhJuqRlAFCgwNdtU6wvoJEMUPf/xHyv2swiW+j4i+SESr+EApdR8RfSsRPVvhPFkpsh6kVFSMOjT4Muf0/ufBp/o1lV0csO4FjjSlMDg4k2ZmY2ko2znF4ghq3RCUEb5A6I66Ch8FJryUajdxZsHPyqLFs/KtNUneVjaOIGqrat1LvU+dk8etWqwWYCslfuDTVt1iCKH9XLtYFEAIPrtFw6RuRaynoWTC4HE8z6JQYFfqgxEgjKUUuFLqXiL6NiL6cSL6Ae+rnyaiHyKif1v1wg9d+Yf09pPfa94EEikyktqKiBuP81EgVcVmfaLfFzuO3Q2+rpi3f33vWpZjouZgWjA+tlRKrhxIoclVhFM/YP7poLUTCn7aWEJNCttA7EOLJK5C6F7IpRWqiA4pW6NRtCnzzPxrSM4W/3oyQAYJlgwboxuqiArV93fLwGEUyH62O5TR3WegkpWKPJT41ihPPs6B+/PzQAb19FDVlPyyFvjPkFHUNjNGKfUuMu6UTxelniul3kNE7yEiOnv2bOo7B8Mbw3aKt2oq5GtFtpyNllO9LV0rtoN1cPqIucSGC2go4ddKlj2FjLGNVOYROVN88i9Y8XZr75MgQaGFFgAEBfezGHtrsYfaOQ2umZkYwbMOZYmGnjmGfZEL1gYqPRQL5m6TcFIsWtbdyffi+cJVnGZaTCntojFaR3wIIRS/j/KpYiD53OIQgYLTnVblnf9QBa6UeicRXdVaP6qUehN/tkhE7yOitwz7vdb6/UT0fiKiBx98sPoym/IFYiUXK3pNS1Np7cpWWfQIk9v7RD48sCJ+iMmqi0hHN+r5vbDSJsucSbfHSnNujWjLMCqq0GSEYJBicI+BXU4dP+r+x0QBVte3xqTVGrKEpYUVUvplFoLKhSbgIiiXHGSzcgUXvAr5yXnQaG+IKsl2mHJRJanXVLq9ErvJvPYRuf72g415kFiiICdH44Lx1+m4/2GRtgLttYWEA22rGdCTYrOhi8ZHEwuQSIfX+/su6UrG5xqWMhb4NxDRu5RS7yCieTI+8F8hovuJCNb3vUT0SaXUG7XWl0tfPTOpdXHwJ0/8SVJkIYbQERUe4OCoR0rPlaX1Crs+GHrll5zSbXO9/rJ5mPGeG5itdY9EqIL0T5kQRNLO3guy5OIt3gVseKnKmOCgC2h7bicWm/CBD+qSBo1DRi3FVlTQIbAoaOFT1qFxBd9w4iWOwVLDB9OYtFVQbMJWtvEhbhKBlWi34CDVvQt+8TV7WLQ+QlCPqHDBs+JxkdhFVwaEq0oJZav9Y9iwLKWi0b+eb1yPoNyHKnCt9XuJ6L1ERGyB/6DW+k/7xyilniaiB2uhUKREAUvErmIBBVxFMBADv1cwKLkz426fEnBCIDW4pmVw/k+4h7Vw1byuPcFp+zxGF79yw/2At25ItkjVKGxalHLMdgxzHIC0v+ftNDh1GvjhoK/OWnp+NiCwwVnMvJ2QfMyBlrWbhEARCV9tqhxYUdBdBr98sdDbJP0+8J3NX/AXJXvuwjuoJ9KF40uSb4lnXHlNwRsDkmIflH2/MF/OcOhgTgtopv8/FsaGuFemAgeuu73SJYSIqDomu6bVZoOXocwyDrxC+SUeSdAz32bS9ue+at188IVal7fnHiy5wdVdM/20dbe53vbd7vgECZ59c/27f9+RebU2jQKOcU8HRZrlBWYVBvF+OuuViPKTpUIuCVH8IiVFqIxQ0DTv2NC5QSDlK0JgtEOJQPIcmMwpvygvpsBEbwrCp3FLyIDCfAOO3Vc+IJY6Zhb7rQfMDnHlsdukjywTEZG6IZJx2q1aRlgmW9kTP0htya7wnoC8GsEwEIHyoDEnESdlaw9Al/Drw4/+WOlmVVLgWutHiOiRwOfnqpwn5+T5342aLi4j3f6DlGiF3W4Gk1lVuvcYhdT66BoRES143pIB4OVHzbnn1s31t15+nJY/ddF8OQb+hfWXGoVw9PPMc7HpGqX2zQSFb7+/mC0I3WIWxxb7M/26i3YLyDSkOuCWilA4YNIK6bBLcFEqsVOxOx9vx1MmxhBCz4zKcRIStAtxLSC6QkF1ubvw76NmLUtrcYdcqLJf4UZrxdVQIjBK/TZCtwB5N6IP/kAt8A/d/AV629G/VP4HfqAuL8nA3/5UWeVDuO3Q1g+XBdaZ3Q7PvGPJO1m9orLdcyeJiCji9P+BR33bWzWPaueE+ezm17hrvPfr/r35LjEK9Be+/PWmTQ+4iXf8w6OnNeeJkpbGvLtW/5jpl901Y40tPu0XqWafOyamb9m12dKRkylUfcWex+erEX5T30rGZy3xnIm8rFn2b/Pk0/6uj7f7wepOA2GVBwLttmgAruUlmWEMtG8GSgN2RXAwpMBrKrRSkgj3TOyS2+AGAplWCi+9ypY4rFb/GY4asLRuoWxCUcYS56Q35aXFw5evS+7qtXWFpOGe/v1Gu/wZjMKSlngdg/HgXShiollI4mDgBmMVhIXW3sAWPvNIZf1bI1r3Cbs3XvChHXr8O43lfORTnIgQGBMDNq73V007li4258r4mT/4ViIiijfdQOhsmOssXzQK3wY4vVJamgOvt15pXC67x1wfLV4zfbl21SiU6PJNd0GemDOZIpGoHx+brISC8MudYV5g94dFxV8k4MKAG6zJcoFoJweEdUFt2zRnvcghKJNTEhJb1swzdITbTvmxCxQnXvUNt7AAaab8RQKKn9ub1CQXO3gFXiShVdFPlycKp8hX2Zb4v8f2Bsk8GAwhYMuIXh12U9PVN3RogZVkhDJXfGvdVTcYd06b185r14mI6Ede9tv2uy/t3jVaYwoEbUDtRL3j+YN4ksFKTbacewRWTrTMCkGbe7v0pmP2mLt+9xZ/B9RAgUJQnhuMFUiyZM6dLDIRkLdjSQSuP+o6S69zkX2yMAxgIXl+VH3c4Po3Xsz4/r5TGu0tMy7nHrtijr25PrzdXgDOMuzZYJdr9+0HzD0tXjP3tOj7dsGLj37a5WcRJGiDtR5IgBsHqRan3y8+t2Wa4cWEgG7aeYHpy4XzG+Zzv3pNryE4LJStzxCJ/ztZvWAzO61hV22nqtgV2TtrxrWOIyIustFmpJml4B1DcfTpUeDYlvb6nn+qopaU/in7UHz3yIhIFrHCR3s9SthlsHDJnBuosv6qO67NiKoeG63trXqX3//sGhER/R/b73AfIjZ0K+ZruTYuP6f5OzNQkzkeoHNtis4bBaT4s+6y+V3Pa3frWr12Ni2Dy1ft/5iQ0RGzY7B49SNua5wsm2exf9QM8auvdxbOOeNxovYlo8g1Q+H6J5w11Vs1fbJzypzn1ld7Pn/Osjv3GyaCvPjlAIJBWJB6b4ogmbIwxYq7b8ufj4QSb6dmlQ4ra99do/kc4PBHHKRs6nlGQr5mJA9Zt5QfTGWXVxzYOVQRLI5znVy+l+49a/bw/gLHhnaqLYq2lilAEK16+mh6FLgnNssLRlOKG1u4XOqS0/h+7ijts7JBOUtTm2pc6Uu1tokWbpjj1x/grRL3+MpzXnAJpGTXOJjYMcfObRD158yX8Z75bOOFzScEbL3sOBERRTxXFy85i/P4p9havWAUqPYLYiC4Q/yZT3PLGPJ4nRXZSWNZzt12943SXXYQeigD+CRDrIyHUdSpE/b/AS800ba5360H1ux3K8+Z++3cNP1naV/9BSEEU7MX4mcAI8hXhEgMgwUOCtM5Z3WqMVjneM7xvmnLgHdlLT/rcC8nWWkwcPhuLBhV2yjjYyGoZd5vSgrQYd1VNi56mnZPmc+OfJENBQvXbW4OH7wCDwWQyghImQaDDD40k9o/SKqzERJZmJhpW/qcPmzw4jcahMeL3/EEERE9909fVP1aObLymNluDlbNtnvxOk+2j7fp6utNG4BsGcxzpqhPM7xtPuseN5Nm57S3tf0qs6XtbI4fUrj4nx8zr0SWFCm5Yfzpgx6odF0fJ5b/I8Aw12d3zk1exDfNdib20DstnuzzfK3Vz3nwxasGc49sUuz42p6SbK0Z6767AooE12+tLaNQbrzcvL/9gjP2u6XLpk0tpnldfNzcI4K5RETXXmvadPKPFF/XKZL5JzkfYEMkwYwzOOkLjBi2EFU/sEiwtajZt5tKRIFxHyCoa3GF+tpWuT0R52X4riNY4JKD3AuSlg1UDhXUI131Fj6+XcS2YLgNPVULMGTz+h8//DcqNeXgFbgvAlliOYD9hbLK1qjXc/5B6zoJpLaCFjTAFRGCxOXJ5y4YX/TxPdfG3eNpxX/qUTeg528YRYS6hrDI/LbphjL5YNXfeLX7DDucuevmHjuezoh5l4z7D3KnoI0FpEH09Hnze58QfybVJYhDZ4UUKJbraJSRWRlnoYUI3Pkp/fBLY+eDbNxWy+HARxSMJVS9j3a6rpTYPseBOmBH9JLC8k6YJNV2arLYhl+pCLt/jPd5V0C6ilW+cdbM27UnBrTJ2Pj5m+k22mxqIqrLQXbgCvxDG79Eb1v97vI/CG0fi8jwa0iIUEZb/hXGQfcGdit06lEz6J997UiXddtlIjspkeyCre2VB91W/L6PGIvxxqvM4N896e57ng25uHswCTuWhwLW8oanJDjYCcWvbbq6d4ISmGV7brjTPH4WnDPCquTFU+xc4a10ssPB2E23gqlbZtu7dn3dvH7US6Z6gXE5ASPfXzZjY/Gp2+4arBwGR8yz2T/mfh8BKMIT2FrdXhAYSSt2cQzWguS3nlFSRIU6ssB9xoq8e9zcGwwQIm/uIJiIZ+rPKRzeICe4tbxFoelUIphkQMSSUJUBcMuMM7gZd+5yOz/seHsr1XRQf6keHvzAFXhKylCkljlNr+eCGTaFG7PG69iGmNRuvYQn5wUziG68mmjxAsP3LrGS4MG6+qVb9ne9Y2YCWD/xiLJ00U3yI09xyjuzp+2cNpPu9Ec1df7KJSIiunzbWAa9feMuWLzqfh/vI3khPcnUwgIlWxyBPah6nDPJlYziD0iGqCt2xglGgJY8496iEXGW6NwT5hqDuxyyqI4ky04BKvYTq31AiEWZNiKvahYMt0ASUO3G5KT9+2ggppXw8x3yZOMFTsf0F7jf0dw50HbUR6RMlwIPSd72xa/kYzu7puVtMbOe60Im82CRThIXjKjh3nju7cfp7L+6YN4A9YABGarwwxMSCQf3fvAC6VUzgXbOGsWbwPgYQ7yvdY198FsONlNYrX4UGZGWNqS0ErbKowCMz1ni2fRxG0S9wQuu55/vCOjZHKNYkhVPETF0LNo0i/O8N1SWvsSWNnYMQGD5QVy4RUpUmdHui9xjfIk96uEmJD7PFEihij2yXi1RprScrb3pJ/Wgj6OKRpbMrLYFVkpkpFacz4qhqfPXTFt37p6jFhs+0T5iCebY9hZRdwUxj+a4fqZCgevAFqaQgF9K4PdWycjyVfvdLAdFVZIcVvQ795iJu/5VbuDFa+ZhDq7z9nLXXB8JMU1InwOa3RV258BI6Siav8Gp8vCr75kvF7wJ9NxH7zHHv9goknmjo2n3pKKjX+GTHXAxiEpSoPiDkDPQf9oCxgFUAjL0UFllKZC0hG06shB3vRUU9MAVi9ROQgY5STJFiC6/EMKAlatTjjCksgtIfObUaI2FIu87mLEVxK5snMtrf10YYaYub3pBIC+dHq9RRTclDC6svPtr9efaVCjwUhLyAcrOLSsI5tiUZAC3vVqasMZHVGS+kt3Dg7Jp+CLJo92yvm9gkxX4t5ebDwIml8wis3LeDcClx9bNda8b9ETCkz2d/TZan1ift92uHhCx1gTFWqlEjlMdATMsFl4gLrObKOijoLWdd3yoEpK9pndYQ+5F4PftmPHQNDDSbGJTiNCum45zVBZRqaiQDwaKudOplWXa3na/6WwiD8G8B1Kstesw36oBj8/hUeBlJEkyLhe3TR4EuSfKikoSNxjAm83+5fsechPo4h83inbQEB/V4JhjFNx4ibECb76MEwpO8UI076ySmDP4+gvm2COPcQr8/sASWJ3+hDnmwpsm58NOUabawBw/o3HUGYCiEpY0EVEEJYJJ2hEBsFQbOYax4VxI0TwHmNkVsXcW2ZpuAg/a6b5d/KwXoBSBSc3b+2jFWfmD6x698AGIK0mXtq79Z5U5pvB85jUaFQ7pG3JIGhJcOqnFRwYuq441W4SZ3/uGDPQA8/bMXWdc/9mSxlZ6baFP/73vr9i4KVHgD299gN66/O7UZzbAEnKlVNke6azvS0nS427XJj6MQq5ORHTvfzQjZPEJ4ztNEdSA94VTr+eeYfD/vWv2kNYtA9uK9ptxaPvp5a3LZoDBZ3fuN5kR8dl1d/yzxj+PvrJb5zh2FpvcMhdYdbNAZ7NSydoOn6DqBasdP0QSr0gIrHKLHmoJ11aoOaJiUlWxu52iHY0PqwyhgEpIZ8ucv7ecDlyC/9+nZlCD54MLhbK+cjUGbgErPi+GqCOJdOGlZxzsrL8yx6/VWf8659etH7V7xljcusXwsyPuEW28gNvxCnPd1bazvDcuGkRJm8mr+gcFuxYK226dBwMXJMRE5WOKAm4WjhjwTxcpFwQtFReLTrnCjq2Z19v8/PzsUlwCgT5Y516AUSFhaNkEoVvbbJF79RKTVS4G0oGbjCshbWw4a5DHkbqHE4F8627dBCYAlZxqqankYZXbOENd61z4q3WcZbe0zIShYhZVBLumuZYrv9fHuDbXW7pgFqmNFy7Q/C1zvMwHaUqmR4FLBQwXyKiFB3y0igxo+g+xxgKwf8pl16Fc2nPfbB7mXfPHM8cvXDEPtvUsf+AHk9ZWM8fXkfv/heE3ybDSERFtm21864ZRJi0f9QC0hbCqfaSJTvAZBiNPilGI8mcyExZY5xm6XaLCHI9Cw66MyLkPQ22ukx/MrCgxbzKQ9Yz4V3dF2byAOjI9CryCqAx8sKZ0ux5DGw8attwSH1IoeIVHFpxvd8/SV6pdJpvqGH+qw4gmtvjD/nHTgvmPGSt95Uk3cO/+ynpTrUuL8q2YnENiCrtThoiPbJCfZd4XnddvI7blbHkr1Gz0JzX4dFhhWGSDn/XXSlvw1pInou4DxmLeuctY2Z3b7Db7oiPcat1ky50TghwcNRCMx/Vvux2dPSSWi+Q4AgZTIsLPXjuQao2XAlilr/QlZLiEwP+t59oWMuqIwNgnzsVadk/EFo3WtEyvAi/IPCuU0LECk5rycVXwpWnmKxgwA1nUT+jyG1GFholrHrNH299BGTcl9/yum+jRl405D14Pi4gPDH679bfVUDw2uYMqsVZBsuiXwASHMpeoBf+3ApoWLOcnr+Vtx+M98LQYBY4Ejd2XnLTHIEszvtcsyHOfeSZ7jZkUSsp9hB2hrfYOCKhHduXzI3miqrpm5A59fs7latjgeBoJp0vCRR3yhAPXI3rIpleBF4hOktpBDCIyD8YSyIuHxQtHtNO1RY1rk8SzaFAv7LLCmPMeNvtRd15mJv+lr2GCqnm3AKw+aU6weGGkZmSkd/ea/b/N5Ek+p3dGxASJFl1CiJbVYgIin1l02tyzvr1hP0t2d+lOlMH9hicn2vR86SDVWme2uj2Hr7Y7s7sNEXzyHJfb2w/lPJSYC4cJqikRLyoi7DxURb5uKxlYpkgQbCCG5mIgwIeb9y2O28Z73g5PN2PUTY8CbwKEj99KOtjQNaqcUvwu3h1YHgvwoDz9pzmAcZHdHUdUijp1FFng5JzlZ43P3McU26i8qKOpPLeCtUgYbzvwmPEmKWijVfZAGq0s20owyuP9JqIUdWgebtzfHkdtflb3Ga7u3ftMbGHhmXV3/DVWnOg7Wyncy8SEW6ObJVWK2Ro7srtmjuUFvnfMuVlAA9ydN+fuL5pz9+53fb/6GJM5PcdxCw50pizGomIRz0PJlLHzFXEme5oDjn2XnFbFLWPHB34/P+fGXgIEDRs1LV50KpZFgwX+8Q/8QKXfQaZGgaeghJKcqq47JfQb+EilTxXX2Nqh5IzhdrCVNCrI9a8Z0NpnTLciZRbZoJbs/tQxUhvG0k2Y7GjzHvOb/TNOYbVv4vGMthAMXnHOnAUZ47wTiPuJu0f4fJFm7hFDWZ+x8COGIGHYbiiBOJnJaBKsv8kiXUt3XFDZX7BhudpkvGoKM+NeCbGT2oMF6KGs8OHtLfPMLBIJaLZEE+Z00h7Bk0BTpMBLC2A8RTjxESW6tm7+Yasw8h8uW1sR667uEbao5v2BUb1bo1520g0WzT1un2Hr/jxDBF9wilrPcqkcbLWRzeYPUMDlJimWV4bf9/tOiQsaU5/CQHNNwOiYSV3TzBBIXe/5gjOknw6YWqubiKL7DE3As+80rI3bLzOT6IF/4hKi2mzVqnuMW0PfZMy+h8qRhUNSSoQXrojdTrZC0NL99pClx8VOAsHIRY8tEFvuVa4shExMrwp8cuFSqh2FFuRhcpM0JdbYG/GYMuKXcZScK3ZBMe+TTssGM8cp063AfUuiSvp2gVK3lncsVt6abhv4taKbbtLZ+pWMyW7vsAW+51lRmNBNLUBcYNhndrv0jcxD/Baj7G983ii1l/zsRXuM9b8W9S8Uw/NRQcxkekRFGTSORUb5cYA6VA8h0jxZcN2WWANBVznrv7XD2bxz6bnen4+eR0HMHLeKHgzcKlhHGYa2+PCdwZ/lUarKpJ7agvOwC2P5gnmSy7/u6Gm3zplr3H4VE1LdcEHDo9cZ3jYB0inJ2+3cJUkl2KA7IW8fjzvsO5gVl55iOGeStrJD7UE7oqNr7jwcDN49w23dMufr+oRBL73XfMcWcIst6sQLpha7Icz1E1jsvLDFf/gld4SwmAFPVT4ToCRVs754d88RB7lJPINSclALbl6iVVHGbpOS10dSh1ADO3neqVke9CidKTpYbNmC2lKBNyGHR4FXEUllqbWbFHit6Zu1UEL2XV15o1G2czeIInYbn/moQVJce51RsjG7R9bfcJLW/suFka4PSVY5YLYsCPw9f93pjxs3xO4zxqf/ks/xtr7douQ8W+GSzyJVf3TKMMdwVXDRAijD5G5X5KLHkL5jn8cn5n72jzhrae+o6TvwxGh2hZRKUw8oIfu7QNaktnwZUzrVQgtwkXIto5wbEtVi9yD6rmgRq5GHEJSQJS7ZKov85gWieukknqg3+iI2naMqjvJTXQOraC2JAlsuMTDUJiq1EOkjTDQ0V73Ltk9Hjk5W+DDBebLw7G3qrxmFtMBJIP0lbtc1c83N+4jmr1Oz4uFp+QP7lWQNDFGzZj4LLJDSb4uqMfsnnDW6fZp5WW6Y79rb86JdVL2Y7RQJrHWF+p/zc0RcDNomGwFJhLGvFNEaE2Xxd8kVMwBC7HzW2u/E7veUDjbnKedUMtW41u0SC0OKt513H4p3WMlzDeNom9y99tPKXbUYattjS3y+ZeNcthfao1+/tDZSSsVE9AkiuqC1fqdS6qeI6E8SUZeIniCi79Zar4/corKS6AzmOLMd8twrmRqBZWSQOHQGI0ha14yZPThqlM99H+5R74hROkinjzfMxOxsjEZJuHzePPC1z922n1nXDbteFOhePbY8KLqIlcUSLEWvpqGF9PmTe9yC5wXs+ymH6UXcYPkSV6q/xdbXvlc4Fv8wjj45YZTb3l0OmtfmYsIL1829Dzrmmkkna5nF62anFER4lLAwc7NGgyKCobve+TFu8b4jXCqTlhw+G38htos7dh1lXCIjulCiu03Q2eeusW4vLO5N7wxSDJXgWIFF7ukU60rhXUIJ1QqF/ru/9UO1m1dlhHwfEX2RiOC4/AgRvVdr3VdK/SQRvZeIqpVUFhJiJcxIXctbchoMBlYRWGmIEAu+8yNPuoG2e4qvJbbS2ksSgpJBVfkm+ILNiThTzbNgrbUmYYOBnU/Ggi7gqCjksZhJfWFlHjGySEOJ+QRYWNjOGJcSkBHxs5fsMaj/KXdVhYvPOBglhcUdceGH5OSa+V5rV96NYxVgBtzjjNeFx68TeXGL+k3x7i/PKq/qLrGU0+lX3Y4o4vtpQt2UUuBKqXuJ6NuI6MeJ6AfMxfWHvUM+SkT/zejNKSGJzlUIwQdRo6J06ndQepZxzLzG1710ds6uS1ZHs7gT3vrO3+RSTZfZQmzHFD972fwvKpEnHl476aVdDEFl2rDYpBP0F09IrROvYkt696PZwjz6yRt05ZuMstk7Y+55+5Q5ZvGpwI4JbgQuXbZ3ikvLnXD3t3g13Qdz13fT7SO3m1K8awFDXajs2sArdGwOLuEfLpAQpwl2QRFIlOBS8QsUA1qIQh/YTXnc9kjQUvvj8YH4Sl5ygaPvUguB6KsIvDIevFWv8u5poyADuECs4kcC2BjdbDZ4PhA+cNTrbDmGQqsvxixlLfCfIaIfIqKVnO+/h4j+ZegLpdR7iOg9RERnz56t2LwRRCpuwPb2u06x6HRtw5RUUHpQ3PtHzaRauGgUQ9Ttk2Ifd7xnlI2tp1kxY6uMSH90Ci1ClOZBwmCEn9FTXomwajIcJDo5uO39TIbK/hnzTJFA0vEyb9tPGUWXiGzUKiRZKlKkIrac2UefrN8u+slQ6d5vFLHmajWWoz6QRBODTgAcKDdv2biK3hpRgUu9IQARynOXlNGetjYquw9xNzqOXLnHEWRoE5RS7ySiq1rrR5VSbwp8/z4i6hPRr4Z+r7V+PxG9n4jowQcfbBbZLqvv1ORI8UtZQSyMja2+wZqZBP0V53bprrG1eLE6f0ey4M6DdNzWDvuu++Ye4lteIWFYFjawGM6OHIuEiLEEgVChle9VPSciUjuuv4CRb58wVuiN13FKfXLMHnPkKbPQtji2MFjipB9OlFi+0KOEA0JzN7kqO0+YaBNEFL7/FbsF4Wv2rDe4GtxvSvhsQ8fkWOXpEnWME+ZAJ36RWjZxvCDe8hODsIOL2QIfcMB9615zzNz6gHpfZSgG5n+n2Yo/0f1snNkC3b6P33y29Vpz7e27TLtO/YFrQ+dxs8O0z6bhwstFUhtKKClm4fPsdFyBZp7LcKHQiJmXUsqYUd9ARO9SSr2DiOaJaFUp9U+11n9BKfVuInonEX2z1k1XVGhYvKi9tTpqQLtam12bbdW5ZhSs2jETr91eIyJTdDjeNK4NrLLxFU6YWR7NzQKx9QTn5xwToeTrCdC1yhJjdqHysv+c0pkuGGG0DSQHK6jTrgTZ3jHzLFs7vBhumT5JPAU34GLQvSXe7kPpX18zv7nq7Tw2zbNNmOI1VFhBLp5FboSpS29/1QNERBTf5oUKmHafQgELGyeJ9Tlw73MD7ZxkRNGqGTPLF83v554YES6FRd7fHXN78GyRvQvjIdnYGo+/3hM7bzrtWk5sGB2FtTkryFANprV+L5kAJbEF/oOsvN9GJmj5TVrrcJnrcYv3cCutntI37A8SWGWw2FBJpeMsTFWnmgdbIcjGbO31qH+K48FwqfGqDbKkwfFlim8xlBH+46Z9fEeP2H/h1gGyhWCFBhKlbHIPYHFMsZvimJEIILtjcscgYHtqzSjKY2cMsdMTF19oj1l77M7JALVK3jco7EIrLHF/fEs6gjkzLlFUJPEgaa1tRkwx0qW3bJ7N7gk33fuLRinvnDRjEBWc7v1Vy4c8kgwwtoko2jVjfn+NCb3YuMZ4iy7fzJ5A7K6Tk0cpul3PT24uUsB1Il2odeNlAi+u5zqufm4vba3rhuJSozgy/18imiOij3A24Ee11t/bSKvKisc8mNkGhR5CDffK4LgZ6Ko/sJl7mjMz1S0OcLGbZf+Ys2KX1puhRe3z9WPeDqsr7LukLFcyqTCyQCfaLVZRVhlPTGDdLbvtcY+x7i1Ohe4m7AbwTIL2Fe5nfsaDo0Zp3Xy56+/brzATZP9z5lkc/QoQPW4cgBFwwD8DT3t/zmiv+UU3HVpbJtwT32RFZINTHjsigqD76VhK1PbcHNxmi/4oSI5y9Uf5AxgaC83s2srIs+9+sWsP30afHxc8BDEPbT8NfOEGt72fVorxbTcPEJzfPV5P7STMO7R7t2nQtdeY85z7Rfa/+0q66R0Pdqo2fsbnb7VqWeJAqXzkD/7mSM2q1JNa60eI6BH+/4GRrjxMipJ5RhTLx+1VWbETs6HCBmqfiZcYJaBQkWNv31XPBhVlO73oaN+IbZoQR+LhPX+05tT2iP2PWtSKTMUYJAbaFkfwXDESyTOT+iKURPeMeVa9FXDqOOUFixsGB/h69IK38xG02t018xqj1sW8/50Zp3M3mrEaO7weWyvUHx8YP0Dg8HgdcOxp4/4xFHvNI8irm+iDhRhxqk7LpdpjFWw1Y0AdTihBiuRqTNfgxSO+4QUSl5idkH2xsLz1vJkNS0/etvzTdSSFCccDxjjumwEcHzHnV0dWnWuDlXDCrHokuELGKZarA1a/TkjN8+y3CCC+F56c3dMOzITxfOUrzB74AuOH3r3LPePbrzG4X+Bn119oJv72a1wS0l9+3R8QEdE/3n2zueQe+0e9sTK/bp7pylMM22OEkA10hmiLue2a70l3PKghQ+AiXqxDxZFpn2MhrKSSvcAxLLIQs4UTeu3SG6Z/Oo+Z83a4T5Pjrk83X+hiA03K/imOL6yb/j/1SWfsrDzBzIzsLrFBPC943NoGDI9dOneb+1t+pl57jn8uJ5YVsr6byuDOE6Wc8QdYYd3iExVk6hR4qWSeMqK1W1GlvwmDa3PLrfS2Qk/1S6m9Hu3dzxzi4veaCf3Vhq8c2AKHSwATd1R+LPjJA5aD7QPp/992FjjStW1hAd+ahmD3MIMRTq1gB9ddNv90NtkS32dL05sO+E5xgYKVC4yE8ir/DNhyR53YpWeNyyJadz7pZK1+kZDBC5jW17NKYzaSbrzB0Atvv8ssXF9995P2mCt/iTMztw4mBDdURHo9tWNniTckh2MWFvm25FZeatCygs6WgY29fVcthi02KD29MlplGy22UVoRtbYZN45tHT/87jGz0ERHPK5onlDzl3il38gWxR1FrAVYsMUFEsDfbiaAGHKQarBk2rd70rW9v8j+Yu72o583v9m5uWY+95TM7fvZn8rdj4Uuvuj2+b/Q++NERLTyXJotElY3EdHyE0YJqOvr6fsKFBx2POD4LmsMWOw8fN4hVBNb0xYaiHwEi2bw4KQSOsfw1pDfXO/xroF3XxFK0a2t0tqnzHfY6QBeiEBnd7X5HASrzGXgGhmICx3q3OCKUnfzTozdP5tfY9qJ4ObRxwe0/Hj+TmUkadoSl77xKHLXkOn1Y8j9mG4FXqeTA35zTEtMaj0YOEsUzsAK/q7k1Jq51FLWQp27bAayBukVouinj1J0xbg49MJc5nd1ZP5iWmEjw03523TBaZwpVECeUhIIh6BL4ABk+aJYpGHQbHmLxrOmzaiCFIFf3+ccEYrQInok21xAbNFnHz3iQ+7I60fsqBYXCVs6fdJYkrR98Nbi3C2v6tMmu5HYDRQBVojYiL97Rb6EjBP5QVZbrGM098HWAwYddfXrTX///Vf/BhERvaJjEpH+7I/9L0RfY4499Qi7qXi86gE/l6YhhaMiRzB24uYs8elW4CHJYQ6sHIGGYrMDlV0D/kNHmjK/Sou5ssCfumAGNyyjFD8xW9UD9qtv32smR8tTRJ31hoOCuE8oJFiF/sQEooUXH7iGkJA0WPAsUw68RrZeIFvQXXcPSLSRZec6W1mI4Z0k+kUm4UUJy56IiHa5/9fNTsEGkUGoFlIggA/iO4+crPM4W8XYwsNNiN2mn8CG3y82FCRENi8MmKNnTPPuWqTOFlMXsJtm4xxDIl9h5uIDf9IVHPn6lSv121BEMSst8aaYCfFc48j5wpn0SvHj1QvNWeKHf4qUUdyh4g9VVlObRZXGjcc7PTsBo33zXZ+ZCdu3zGBUvcFIW6ebf4prZz7lFcN9wlzjxA67W8DLAsXr+6530A74H3jhOgCy//mrzqLvL/MixgoIRF7+QmUhgNiRAva3gFd3bgRDcQyggkq7IT53yyxIMfDEzCcDLHsRxC9EpZuZ/Ji8OO/ABcAVK1YlGDT9HaNLyGL3yohWbC3BAgCulTmvDVs8j+Cu4fu0zJYrzgW0/2JDLzn/pEnoAV8Q3VUvw/K+lsGK//P1B4mI6MZrTb/d/XtEt19vrrX6BY7dXDIVqPTWCLjxAlFxnC3TVoVzqUGe/elW4ErlYyyruFdCBFjSAgKEjwYmy4qIaG3V/X4EsZZ7lOZBgRVKmmjA1Tq0Mprnye80x3SayoaEUody8P63213RJ9pna0RT58JKJd4d0B5n5UVsac/tcULJbVZMDUGnnm9i/ebeopspyi3ZNolI73fTn1kIqPDbEpFqCwUkEUQBuok6snDJuZCuv9b4voEzx0K90zdj7A3HnrPHfvD2G4iI6D9fv3+0Bkg9MEo1r5DIeEocZRQ2yLAe+sL/OfLlpluBh6RohWtKPyBAB8sZLHHg4O4NsqXVdsxk6a8coVFk77gZvN/4mi8SEdHbj3/WfPFaovd96DuIyCVQdNeY4wJZXgO30ES3BE/ymKw5v6o23CBwmeydZIt3H7sUN5AjUZiYIvNbP/FGWt7wfQNNAeSEf2wCyzuwwYj4GcEy070CV5TYfmeSbDzJTH5JhEREyW44sSvEoGktbxgVMqBKRBqRXFRpn4TVDjcjUtd7fE9MN+AHZOE+G5wwShrZmAN2vT3+F1tEnIzWuVq9zZ3TZiFYf8BAJo9/YUDbD5g4wxISqjjpbXDrtmv3KEFM7OR5bKiiJJ4JMYtMpQJPQQlH9U2V/f1gUIsbBdI7aQZSizlQkoW2o/WUmGLUcuwO7IAeNOEXixVFN9h/ykoq4yry38utP/QNeFb6A4cygVUOZMncZOgyZ1JNMlY3UXZ7jyBrsJwaH2tdbiLxi8jBTBEjGVFZnf5qw1e+/UEDCzx/zMQJrn6NmVNbXzpqj73vdcY/fvdRo5SfOcPm+xdqXrxKEo/duVSwFAfeb+wu6XnsAw9tdbRwg9QWIDSg/IpcJ2tmcOmSlanzBLwqnEFOV9/AvuAtM2g/sPd19tjlp813K89xEsctTkjZdIGrpkUhsMaLzmDBDJm941w5Z8fbsiOZBwYoYGsreGZuuMV8WiR3wDLqe9mCg07aBw4iIOxAdMs9n9ZuOusQkkLqcGGDRCBBChOeytRazBl3xT71AuUpUR7S9eEfKxdoWzcyUJjDulKanfa33/5yIiJaedLMGxglRES3XsFEWBy36KIy4ZqJD/zoa37THvt/vfVt5p8/XKvchu1TnjsoMbvg+XlO5gLlgc+cOYolLmCCKeUsU+2lK6phOXQKvEhSZEtlU+I9PpU6AtQI2AdT7bHBU/EwR9xdIbFCXeXJetVjfoOlzK4T6+rxoYVip2GTctA+n7J0jMUgysrCNa4sw0VgW35f4/5AGgSsPqq47Hrlt/YAMxM+SVZoqbqQCZz+Upm6Y2RylPsxXztgmZYel+MUBFl9MjdsFu09CTeQr+hQVJqt9OVnjCvlCuO5/UpSoAuuIrsvZgOF3595jUOirO+ZyPXGhnnVy8yBc5TZEC9o2mec+7wrRFRaSlni0pVSxncLZT/XaYyug+gwKPASnN+1OMCLuMOxwoZw0CvV05SRso0H17p622auKU6L27rbvB59tYmgtznDpZ9EdGvXbBO7o7nXcwVQSlvlJVQnEyx6yjSiP89IkPmW9UlbwZjHo/O+HrTxO/Me1K44n0+C3dmYAmU3ZilS6Epa3mK7T0SkhBus6HwW945FD78dI7HZ5n3mGr1XmF1Pq23G9f3HDarkU9tn7bFn10yexM15M++29sx4vHh1jYiIdC+itZNe7dchcvulZq4eu30PERElz3JRZCzKTRkntsBDXG731KBMrwIf0a/WONveKnNNsNWhbnFAjJN6KCJbqstloYGxbLS27PfMY9o/Zwb2/leMbbK0xUGk40ddSSkpNnHHG0ByIk+QmXDlWS4/J4jtu0fMPYKdkIho9QmzJffL1xGRqFQv3BRFaAnLxAhjQKdeVci6Jk74wq4ECWD+LibH1Zb6VFh2LjGoQOFm2jJ+sValTi8Mdsz4EFX2gccbnA3aN0bJra9i8qurrt2tL7Ov+lWjZQuvXzNKuXOBszmPmWvd/fu8QIDT3RsXerXh4hBCGYOaQFGJ59RwcHN6FbiUkKtDBuGqiii3ZieKV2dQI7sxVLk877T7IkW7710Hqc87zDPObTj1STOxH3vQQBev0SqdPOkVGJiAWJja/n6WK50VD9wX7R03dIASgW8aiTzwR0dNMyo+z8T6bgsW2iJ/e/6PAj53uOD4rZ1xIwT4fTnHlvcTVwx52VfOGwz38orb9W1vGcs72eJgadfcd9QzrVn7itMDN4+VvzYWXZtB6/vB83DcVfDdoVicKMkG4+Ohp/5u+YYXyOFR4J7ULoFUVvoDq8QVovoiKQCp0arbd5bsYHRF9aJfcud44s/xNfYBtTMv8+tmEOy8/BQtfup88DwWO+zjyMdUFWb+hlmw2huc0sz472jHc0HJII7Ay87NO7+7umomecLcLokIOKWItATPuQswcXzAW3gz5d8K2MNwLAi+FFxnAYig/R+cFyFMtrS4Cyr12J0Afo6+g6GRamj6fscWswDkMvL6GxmiTDx1+hETizn1URSfyJ5m8/P3ERHRuUtGYT/xV0Zr1v0fZIbEa2zZI0CN/mi1SF3n3bLFuDekN6Qlzq8W3ROp0YEVQ2RqFfjD279Mb136rvSHdSvMS5G+P0yYmgQ3GV4DaQ35k1RUlcciFG+xa+HoaKnMEdPN2jb4CowtjwwzYVsEMX0RCiHeNDuI+WvucyBTZjIFIp+h76IRvl9pCPn+80gyUdrxxAaNb5GPoBCP/46xtq+/nuuc9lz7OzsIUPMlWUfPMUHZ4iXPQKi1AwH9q6cHcmIJtTnCRfyCdLNz5XDOvFBqfBPWeOjh4LNF9qMhmcFX2nUWFAw4Vu4J80zH2z164juMtXf6P5lDrr+Wf3LcKOPb59zkmr+4RkREkR0gDVvZluiK75eZGNvbu6QZStlaN1/Bck5F3CF4PmDYAyIEPmu/oLCFwoXvRcXuWEuB2/fGRKr9XqIRnh1QFCKVXvnoG1jr4AaBQtvmnZi/C4DlDeWG8QmrNUBbUFQjU5ZYsygZ0AWLcnb+ZzGqxG+moXO+hJKRmhDsVm0hg8CcXP3Seur9sS+YY5cvmmeyea97Bpt1ki5l0hP6ar/rxnKMHVKN84dEWuIiyWqcMYzDocBHpYAcxzbGc7NkxFar9gZwHpNbDVl/Q5dO/Ccz0G3iDqhkoYT8queshJSoaB5M0pBb8mkUTyFaF0keyZkXSow4npGcMo7T6AZn6LFCT464YJcNSCPLFVhiKHvvOjbL0gaHp5wyQIxPeyeAP3Y6XoWldPBW0sQaqxXGCKWP6YzWD4ijQkshd8AyTe4wvPTSDfcbcM6A57+KNO0TD/2u4Spjh0OBQ1KVeEYMYAZE9/vZ4J08v49yyFPgIbEl2xDYZMvgGKq69Oj2K9aIiOjEp/kQhtZ1bvNPd/xtbYOWtk+LKrfOuF9YU15/oECzFTk4fR5xJCxB2QEdw9XefSvFWqdlkmgOmWQs7wJSMWDRpaqwFnjfc48hEerajfB5U32IoD1+PJ7YiJKWaRTZIr/2mJ6wmFl27iJq8VDZP5oJqQ4VKPKMuzRJvPgQDhb8JXVFBizhPWFTX83PP49RKEMkmHkmlc4ouFdL4tR2AR1cG26cjL9rkK5MUFOOPGHO295297hwmUe3GKg2gLLsqGA1F4NVzMKnUW0eW/WGEAZlxFrMOVwj4R8JRZB4z88GJmEpphfeaNFZ1fsvM3jg3dPm2Nv3r5mfcBfGfq4TJ6Cc+D3OBtlPxw9SfOrwIeNeinYvmXtJ33cqK3TSjJHItfAXdLidAKOF7AskB5EzqgZiHjRkkYN9srtizrcs5xtRBu0xssLMS7WX5x1zsDJPDocC9wcyFJSc8HGNDlTetltuwUcZawvzrlQZzgO/IHC2ULi3Nql/1tR87GywH7OL9HpzzF7NKt4ZAeH9dppYSe+6rbIlpCpQHpYwCdmdmXvLDnJZ/GAm5cUqD3wwJEZQJCpSbj5ZzgOgXIDSYFjoQkPc4Li2xOwTEfEQam+aMT63wTkPa6ZN3TWiFgczQWaW1JnrQoKLbJlaA2UkxxLHfHjowj+odr4CORwKPCRSwehsJ48EN4TygZLa28+S3dsMLPGgasrcTVawqMS9ZtwZvuWN1H0Ug4hOGH8u0rYHq14RBpZ4Y3xcKUTkrDF7Qa+/c4KrTvlU8LUXuFIkSkCh2LLnxmkxf/qNVzFn+yuNb2rzprHSFx9zMYIOEv6wwxHxA5V4Lh878YWiBVQwBSfMJg3liT1WBIXVPr+OoMgrCzDUMZAhopqR1i5xzecIIXK70IA1rEZY17vHzHycP8+0Ed2ee/6cVZxiDvTaoKtWRvKBE0RZ8ERTCLmKcjgUeBx7W6IKWjJv+4OSan5ykOXvrdE+jOEocvwX9hVQJZ6MPkaUxUIIFxqgAvW6J75pApv6hklR1pLSNKAQreWNSRjYpiKrU/o4ZzKFUrDo2QWinXZ9WJdaKBCY50IYUWImZFv9IhO09daIiGj3OPvrveu1hD2iOShN52tU72k4qJiSjCXe/LUOhwIvI4OBG6wjFCy1KzaMpkE3W4qqlW9RlJbtXZcsdNMgSaKjXNz1mLEI+0uelce3tHfMtCWJjaW9zLzL47Kydb+f/VBmnCHBRgaAvd/XInHi5xmshiPbKTHN4HeBJU5EF77JwB6PvM7wzfxPD/wOERH97V/7TiIiWvA4wY5+FpFjbre06L22WNgcPrA7EM4g9FwRA0YL5VnNvoWesdJhxMDdhViMF8y0MQULNBmzRSizOVOMiRi/YVplimKiBKge/p0lXVur3BQL+fR2hBnCMTlORgxg5vrGJ2SJT7UCDybzlBEJOwzhxkUafSURvjy1u++4vjmj0FoMmOgim860s/6K3N7i4B1H9fVlo5QiInu/CfzO0t/nKx9YW+AAtwqgmQosTQgKBaTwtKi1KIi3MImTu0xcQRPRta9dM19+nVHKH3vdrxMR0Xc++c1ERLT6pOmv9q6HsIE74KjBVduEqAClAjDtmQUd8YS+WUxqpbs3Lf6zt0HHNKzQKsJlY0gki16hBhQ9hltkIBbzhjDPK5813D5LTPrWW2WXiOf/boOVUmZAw90VRWmEVVUJJfoQVVfOY9ypTrUCryx1YGd+EVIiN+k836x9XHBB1AnupCp387XAdggkxbZRRoO7udTUvBsoyA1YuD4mJYAFSLqoAiiDbCS+ArqnKDgqLfkpoLJtWqRFXMp/jWezn04UsouvH3OAGyRn1xKdNhwkmqvUEFGKbmCsIrHQibDeiRxslRVvhPerp+tdU8JiZTk56+bA9w25hoQlrhaahxASVVDgSqmYiD5BRBe01u9USh0jon9JROeI6Gki+g6t9a3GWzguqdGZyBq0CswPbAHPCk4PtmL0Imf93S5PgxmS5Wc5A/I6ZwJuMiTQ42jReRY3JORimnDQRbV4h4IP/ExJVHqZk2ncvMvw6H3hmrFcJSePExHR3ouMgrr1EneOvT9h3Ba/8+D7+RPjSvn4F15IRESrR0xrdk67vrj9QsNDg5jCkafMP0d+63Pmev6CnGN5S0lZ4MOMjAPAvkvfN6ovpTh+MOZDlMNExQlgIyzInaucqOYZCRZDbnlaxPhG4FIG2cuKfAYSoXYAbJ5Sqljg30dEXyQiJtugHyai39Za/4RS6of5/d9ouH3NS2ayyYi5zySGLXA/fUwZYf82ECV6bYWia7y+ITgklSdPoHjPDMzl8wOqkLuQL6GBaO+Xt83WItGpdhfGE5SwmAMD2Ub/Y1R+nwU+q4rtX5vAk04Ksyx7SZLxv1v34SsfICKijbPGLbLyRYePjzjL1NZNFdw4CrTF+12iFRdTqCyCxth9zvfl785wbwnHMqA8sbgPEqJ5sdCXEBhheliR5hB0uY6MuTZmKQWulLqXiL6NiH6ciH6AP/52InoT//8BInqEpk2Bh6rRj3o+IjcAe33nGsG2dgRGwoQHZGt9j5IlJvfhkmYRI1Ws5cPWdmogCljZ2ANYEFnRh8gpcxBmgbkO3y85BTI4av63CVHs14+Y5Q4T3Ee9QGmhz26/3NgVN15hrrt/l+uXo3Pm/+9+3BSFBoXp/EUuD3eKL7PkwTW5XFu8Y863tWde15hrRK87F8RQgW+55XZsw/zh1p3U6WQgbLkcK2Mq25US3vnZa8mgHcaCXWS8NuI7y9Y44mK+JyxrS98sXDSYK3m7hmGScSuin5EzEYBHTsj9V9YC/xki+iEi8tOxTmutLxERaa0vKaVOhX6olHoPEb2HiOjs2bP1W+pDCatIDo+KjR6jo3v9TLFXXQWjjK2lLQrLW/xuzyozi4yAcoOVviay3EaUjOIuYUU7qFM6g03FsVMYmLRQxpJbZSZTIzZjlN1OgyXzrPqL5hle/Ubjapq7nRCRgeEd+bzZIaot5hMBVlpaztLFNaJkEsCISEciOUwGI4OJOOUXsDy3h5vz6R2p+bL8gpNhM+TXhy7/XOlzlJGhClwp9U4iuqq1flQp9aaqF9Bav5+I3k9E9OCDD04g44BMR4+y7bHBujT7mx1g+11bWs2iTmpY3nrFWJ6DJS/K3xUKFH4+kSziGPQ8C21MRFQuWCaq02DL7U9oySEjtuPWpeQVvtWtdKX7eJ/bD0uKURBgbCQiSvjY/aOmDbvHeZFEUzfdset9YzWvLzDvzE1zvlOfNH1482UoF+fGzNw6N5+9C0e/wgoElLywxL0YBJBN0sWBiR+yyrL1OcOGRur3sMQxVDA++bho1ZX9s9+NK9lH+p0tyVUAdWUJ3XKyfXMJyUoK0ECSo0junH2LuU5RmFyLnMUnwxqzlLHAv4GI3qWUegcRzRPRqlLqnxLRFaXUXWx930VEOTW9RpPaUEIpmfRY86L7/XSBgLICa9S6U8Dx4V1HMuVhYg/zv5UQtbhgLXrpi7b+axntJ3KDT1rRUMKgekuVLQtgwScoEUp2kVswox5ezf10Ns29n/pDdjntOIsNMLjte82CuXDVnK+1bl67q8YC3T/qlOcchyuiHrtSOC5haYUDStkqS9C+2mzFijc8RmlvmXbvHTPtbl3xxwZcEP30qxSfCwgLDBbzhiBzShhglh1R4LZTmZYirlPruoKyV8Fo8AumW9ho9aTCpmWo5tJav5eI3ktExBb4D2qt/4JS6qeI6N1E9BP8+m/H0sJxScA/bgeN8OmmtlujRJzlao/46fouJUvgqEYFdkHGg0HTtDJlkiIN9xFImxbmnb992DVD/r4cPyd63C9RF10z/uRWnj+1CuvjIRNZnxNi4xj+xMeia9EVaRiqTd33FCxoVduXTB/HO2YB2jtmnntrm+tXXt5sFpFkn6GHFwekD8qY3RRaWOZNiRbVebTIKlbIxqZATKJKX0hFjlNNAEk0Cg78J4jo15RS/x0RPUtEf6aZJo1JRtmexbFzBUAhYRD2REKD/zAlTrqGKA5iWmXqKUvVFpO+iIHN4oLNfUTLI6AJ6ggmqa/QQa4lE2GwcPKED6ETIu6HiK0uKP9QoArBz5Uvg7GQg4rzJgC9eNkos40XOFcQiJPmufoLEkj0CnOr72S364rSvmH7PATCh3TiFLe0zhHwlEgQiWceo2ggTSJmsYQrqyd2Z20vBoLdoEwft2XMargqfIHFjQQzcT6deLTEkovFnqPG7kAydXZ7pNots0ha0raDQ1ZVUuBa60fIoE1Ia32DiL65+SaNWSKVr8Sh5HyL0pLg1EkFF4pbWKrKw6fa8Y6CyAja1HHvhJoCvDQmHZKRgPCA4kuhWsREkKnygEMGEkmmuiDEIRcod+syw1gRPnLzv3nRc+Y3u3cbC9wWoEbW7lKW9wQkXfCfx9c2mrkBQSwFnDYCly4bGG6Mtq2mlIkvVBBrEIiAaMr6tossPqtRGEKIH5NoWu6sTMwiqbs9k1hTaeFZEiwPf2utzBpKX2ar7fM2MFhMN42wsRl1VuFOCEbY63vtZcvUKvs0j0wq8UiQa2mBa7ZWp/fsYGGj7JoSi26Ij8XyXiARS/FE5rJjc5dNkkhn87hrDE7bFbh4G4RF8NrLyuX7sdexCrYg5mH5XnLGCpKYfKUjLfsJQdYGJ9JoKQSfo+0u0ZIxECLmnM/suNBmZgmkfj9r4FQRYcnbvvZ84gqBLlABAANeIb3eUi9j12aDsyDG8wATB2CJP38UeBnBgOp2w0xsRRJFWbheF0FEcSz4NYiI9nmyN1DRPugWQZvaAvLHRR1senbIYpbbd+mb9jPcGtopzGQEwaKGsesVYUB9yl0OXkaoUbxqnlt/gYOau24ctG+ljRXNtMkDZs2EhR5t00jiqBOElY1XTv+nRDtnJPzbNbIsVV7AVVaC8v9Ht1SJgQkm0oeu/Xy1hpaQwzXrqmDBa2RS6d09lyItCKuSOaAe0jzIuuP5QGV1+irtxPUk5tZXjPiM22itQAQ8r92sfv0yTbSIC1bkSLX2cOA2ycbGCgbpVwt/zJYBy0iRZYZtvU4H/xTPMHtG/xwSueCl5BMRRbeMBb506aj9bPsMKyumWoWPffcesx2OuIhya9PdT2udSbfgDxa7Nbf998cjKgqlreno6Jp5j8UTVZSIMnVA4cu33x83BgLoia+9wSny1k7zaIj+mru+YtIp9Hm8y/kQ22nKZFtzNCGb3WkD27fWqzcCFjFckICp+u4LplUexR+fm4B1QH7ww6XAxyV1kCVxRNSKSfUT5z9UHNjcx/YxvdW11Kbbu5bpbRTBZLCIFX/XIF0uGKzd9DYyRBc7qSyyshIs+WYhmaL9AeSQFigNl6vB226meF264BQuUs43zjE88VHur5Y5//4y49CPuLa1jxplG3dNVmi8zYgiToyhJ54tuMvJyPY9pv3At2/dDew98efmfhZuDqjLys8iVa6ZRSTKoVMeLLYINnK0Xz8GgmIMxFj7vfvWzDnZQGpf2yLqmEXJBvnZHWbnWNOwPclMOCVyKBR4GSx4rfRx+DN7PbetsmgSVsKcrqu50o3ue1ZnVYs7SVz2JSqbQFnCAg/V2hNY22Rx9MCKa1MWI25T2qUih1KEj1rrLOYc99ETaIGAVS0hdLieddlAUdwhhSOiY8bCx4JBRER9Vnjs7kjOGHfBxouYkZIzJxevmP7sXHeWOPDxEr8NhEzMVm5vyVngeyfMsTsvMeO6c96MpejGSLeWkd4Kj1VOuGqx+0XDTbJsrjuYN9/PXdl25FnYwVStmuPJ4D5DJ2zpGC5ymoqHgrKwwpDr5JDIoVDgZWTsvB941gtzHvUkPmMSKi0WEbaIk+Pg/yKKrlfg0IDwFrN/FNzIZnLMX4IZhSLF3gCMhZUkLe9Jo0RQZPjIqk1AsiBL9BuQMrDAfI5pBAZtFigw4qy0hB81JV2xI4KIPor2nDtkiRNc4CqBook4qNm2/CzudLAQE1ZW/RN8H/zaOs0W7ZZR0sg8JSLavscc0102v124ac61/By7HkYsCFxWEu7e/oK7Xrxr2rL9ArZ6WeEtXDE7i3h9h19ZOS+0CWYOfO+26EUNvpb5L3FhabgTQ4lwnBm9+2KjuBeeZnfJzXVz3cpXzZEpU/KHT4EX+bPLdq5f6EFYhtKloDr1syb3H3D0MC2QzwPKhMHIIAbL+Oa7BJZGd7NYwT3Lqt1x5PmIZaSdLSLsTgLcJxYKKRONbCr9jC+lCencZH6SnrcISR4bgXYZHDGDq8cG+P5ZF/A7dcpAAm/MGaMguW3GWmeLffs77K7YdtdrZMkXCUoDji35NAlxWwTJEbMAeqTOmBJoGD/ZaZxKWS0vFRYIH1UOnwKHBC3ubMJEbRElouIL14iOcMmzE2bQD9jyhnUEJImfxl1ZfB4LHtz9I8Yy7a6Z93PXzIBW19fTbSUaa/29QsmLI0DJeDSkFiaIIF8GiskSwudatCb3OarHYNJjcnuuKCUThRCEZfoAzTCz9Zf5qA3zusCui/ZNJiJjt4QKQQPhkptLc8f0ObC3f9y8bt5rrrd70o3hPorgnDdtXHnM7NRQbs9anSGsN+5rzMk+8zfMuN47zv0mSg2qHfZDb/DnvqXMbYtQ5SeAOy8t0j2XJFa5L3wyzbuvZRC9xs6zTtHoSTGBHj4F3kTHeGn0GVYyUXW6inQ5iBXtcfryrT3qHTXK11aRtyXMzIueT0P0UhbWKGJ90+HzBdnYsKOXvm+r6LJBUiWDiDM5OGEllazyasBr+NmHjYvj6Xe6Hd2Neba8r5rxuXTZKKmlC6iEw5Yqz5PBQov6i8wTAhuhNfpcjBhq2z1mxtbCM+uOolnSweZQOtQKugeMuzqK+qDl8CnwIsU6BsIYvbXtoIXdNGZ7MBelXlt71a1eBFlsqnYrssHRhKFQvWXz2lk31289ywEZf0CPsyoI6k8uZi08+H0tZ4coUZccdf7/ZBHWsVEeQGeoTdCWlqACyLHE4R8FtJKIaLBintuA+3Ewz1jok9yvS+acsH5bXl7R0mVGXlzkmAV8qbxrQAsztMRELsjLn7Wvmza1bhkLP77XoCvgPiAiWmSf+7FPGd+t2uCKS4APolRaKD8B7gHeEcIIsEFOBAXphdnfNiGIach0ekgUWXcIqi2pHqNdnjDRUz0CNXGhVZ2IcXkIlXSRHD4FXkbk6joqvWyOzN00gxLBqN1TZhB2X7xCC9dZ2XMQrM98zPE2c5HsNlCHsN0evlMQWYhWiqwWWNcN8z6PJJZrQPjWeXEFMqd/xCm4vROm/Zv3mXvdfCEzF66b++uwbm6xjuxsusm9cIXdLlDc7IYJKmyi9KKDgLESUMejzfK+V5Vzv2ludPvueaJPmn6L2QJeuMyMj5vsnuP72XqpYWqM9t2cinvpwG7CxS1CWbCVBb/d8hAoiMUg90IyQUoisJqu07JujzqW+oeuv3/4QTXk0ChwCyUclcu3rHgBTm0tb7PSx9usuJer+/H2T5pt7Nx19qnue4qVlVSybBRPd41RLOxjb93ec22DNMEgl+MvtwUo2OqLr6zT4IyBwvVWGfPMriEsTESLqXb1l7Nc4ZLz3C4mspqLL3cCt8qla0REtMDYZa0MYmL+mjP9EdfQgugr4/Lynxl8+qscZwC8lWkLkG3beuw8EREdecw7DxZCjlHoBnZyNi6Bc3nBeOuGs4VPeG7BesdYsPVdk2DwvLRYsqscpR4y7CouAEHFj/OO2eI/NAq8lIQ6q0nLG9tYrh4fMW413jTvO9eJ9hkqtnvSDDoEwQDLau1UV0TzV9nVsM744RQfihhssryZDeKE+mZCXCksnWcYbIyqP5jorLA1T3QFBd5uZQKPdkexiMWN3SOoOLPshjTSxVeeM/8sXuPfqnRftIG42HLPpnVzO3W9TIaphYxmx5dVFhZzLDhq2Kpf/Ap/7VvzsPAxbgUF67gFlnd/zTyL3qIZIws76cxKX4Bht6ySIEqTOP66CWLY0Yg+yIxo6S6xhS8G1ca61BlQ6MN4aw5A7iwF3oT46fqy4G8NgW977pYZhMD7Rpb7ZN5m7EGAbrFFBBqQVDaj3HLKY2HxMGfLzgPH7He9hbS/v8V6Tu0xOgN+bFZWnc2adQhnkha7O+H+hXJccGRa8Jtbn7RYbBJOjLHkXn61nz1+TneZXQEyTpcuGUs4aTdjCNnMSSlxWtlrmWnr7zprBS1lglygig5R1tCpYo3jnJOqRUt3igK3CR+KH1Tc7NbFMo/xhEBAZsfLytw11keL4VH9e+tv+66+3pzj+BeM0l94lp21ex6HR54/EMdMaBDFHCiz9RMx4fxtrw1updkTrYUKn3sIDgclgwxWZPQJiwqVeRBzMI0zLwtXzfNqXzMQs82XG9bB/gJccHy4b10CJiiy9aTFLYsEmPtCAQEBZx2kf6s2RTV4/zxASVGOsrI7Eq8ftvfDxzYg7VvsyknSz4zIc/MArbSRpp2VfO/RisdPUpU0jijfnSahgkUlBuvszKUyn0DBhmFyZyjwEUQPBkwCP2iEnrPFWWkL1zn7bscoBUCwYrZc94+06NZLzHXmb7DSbyBvxw5eKLISW0clMNTJSePnRkCwtdmzMMilm2YyRjsNBGFnMhYBUgboKUt+ZRd9YdwMBqS3mHRq3zz7iHd/0S6yfM2Lkhbx1vZoWY44HxbGIsubvCByFGVpdauIcItkjAubm+AFSqv6xr16teOSO0+B2+w0fl/HEpfVPsAx4ScORBGp9Q3Hbwxua8kfXkI2z+G65gXoCNRjVAj6HVm1gSlbXgscx2MI8rVveAV7Yd3Bf83K3sK/4M8GeqDAOtEitd2mzgOit+qSfkjwzQBiqW5zJ4nsvNhDeuzeayCMO3cZRXbkurkfZBfO3eSgNBMvRb4FuyV84LYBqKSTb+VpaYHjp1HaN24tV/E7cxlBrQo+apvBK1gzb3tWL2Cf22kI4rjEQhuR0IM2QvmxMrb9gufs+bTxGwvZrSI5JdMyOyFcy9+1SEVeJHlulwOUO0+BQzJFjMXK6iXz5ELDyoidYPzbTTPxFy5hUDN0jXk2OjeJts+aLeTOC8wAa98cgf0PW3tMeFvVxDsn7hOV7OV9Ir2faUhRMV5tHXySzmDNLAytCxwARWEIVk6ZArMeFeniNd6qg6GO3TBzl0ww2PpjJb0AkXuekhogYL0ShRfQSWXj1Ra02aMs1oL5EdnAjhqBIX2gfvD7rgbPiRRbEi/H8s7UsAzRBte6sGCqhMj3PlSy5PU+dOsf1W/XEDncCjzAZVLrIdrSYeFoufKrytQtsDvQFPGgX37SXOfcbxgFc+PljKfluXLkKfM94Hbdu1aptcUZcuCF6DdocbP1DERHfNvLaGHEhO0jAekCNtemN+PVL4phn1GOTxJKcNFYzKAOMOe/sxIviMgqC6uEAkghrUX9SftTht3BxYByZF5GrLVsrZJj610qZ9QXPcLJVstLzZA+hdL9idzOQyJqWi1XPq0JKuMhu+4iHHcdNtNcnTMBOovDrcB9GZZpBYt7VKtIFm2VhQzYPZBiHcQCMIKFcvOrzCRbedYot7kvXUh9n0le8BcaQN6gfCUJ0qTE8kiLAC8SNTgQ3D6/b11RQPFYYiNY4GXKYuVQ21oOFpTLQrtCxTMk2Zm0BJP0ayEmWIoYs76CdeXxJsvNDhTRgGM2YL5sbxqla91qkgvGL0gtrWMxN0aSvEB4QMaSGi8zgf1rHMCO61Ap8Ie3f5neuvAXzZtoyOpXRfLOJf2dRKSikl3W7dlkDMvmhzRizuBcYFz36W1DL7p7ChBDPsXRDukmx4TMlIPign+VU7CTuTZFwJzb3wo3g7QucI++woni9HcTwjLfkSL9vOwqUgwjtAHLzS1XH1LWTBX4dLUkcPgLZnxee6OrTASagROfaeDZWfKrsN85ZX03maRXwc9dq64A5ADS9A+VAi8lTa+CvmVB5PnQeVAg3RwWGfuRiciRyFeUJCZa/dQVInKFZFc+x5YPoGe4Lvz3ibjvJGl2EuQJ2uFD4aSi9nm9ibK8KRC/yDEqrMianpjkCDJmaBM8NwRb6XbnEYmgGiCYaK5/D1A28vnjOVuURPr6vtVn2545hhdMEi4UL7HJQvIQ8PPRF9490HwBVK5BARNm+6YXyOe2mveWHcb+xu4KBQRTNwG/y1OW46JulW3O6+8JQwvvPAVeJHL7lSf9fvUivRGCO3sOiQKkBtKFBaoF0vqCUUarT3kVzkfhIZHbPIh0C4hqOrZOodf2TDAPUMMjBvNYq0DFTMYm6p4z7v8NswjaAhoYhyicwXhsvcJZl0c5FuKvY+ypirnYsR0joaIKVWXYPPQXeLnYjwGTXWh1V0Gr2N+M3yK/cxR4CO9csQP1YOAgUGXPJUux1RFYhL1N55dmlEXMlqgN8mAAtdJ85SnrsUal7lyB9QqLgy3CCMk5cmfitwlifd/ASaZ3DyGEhwvwUfr6wvLN+DmTvivVBp+3vY5IHGJ0ClL4qeUmp0J1HvQlEmvAeoh22AmdtcjyfLBKuLXts5W0Ad5nGrwmMuAJvppja+Z7ZA9rbfnrsQMBL7pucHxomfCEBb9IGcJlN8YYTCaJqrkTl/u+1crnX2lQ7hwFXiRlLe8qIhV6HFlMtK1Sw6noCtWwLVFPuqp4LYEFhHvb7zqrXQZL81wpAi+rBgOvVNmUFDaW/BdY7KSv0rOMbDBQpGfbLFXBYqdCtRc7adeYXTiZ9wNV4gsDZWKyT0uxaMXFgrtnj6U+3znDfPY8tNYedzQIrVv8P1w6vTTSxbp4bDZtA/SwIWBCngKdslJnk5I7Q4E3ScoklZxYRa3fNOOfKCHwAcPis370uQxhD5SQxTmHKrM3Jf1+1pKGYkSACz7nogIOsP5aOYsAJiZ2C620T5ri2OGAnw8BT4yHHFw+Edm+UtLnCiMA/cTPB+n5e685R0REc1e2iNq80zhhFPftl5pFCORdO6eYb36zQSVYsCOVJfsyO7GB3DE1YKk37JvO3V0Jo+zhrQ80el0pQ7WCUmqeiH6PiOb4+F/XWv8tpdRriejniWieiPpE9Fe11h8fY1uri8zKbEIAG+v2jJK7te5QJqeP8zHcrVzRvpEFBhhaZtJTsLLjKMtAiPcZS0Zsc/1BGDe4COaJoBC1itzvn7xdCZSdPC6USONtY4nI8ZrzjmjvPvOKQhxz15nH5rpD3iChxbpZGA+fXL7Cl6geRHO7BqBB0qngFrXE1muy5rJKlZegNC7ZOGf64+iXTbs6z940X/iuDuwuxYJilbKfrUzkwS2T+i6TPHcZ1USLDL3c4ck9KGPW7RPRm7XWW0qpNhH9vlLqISL634nox7TWDyml3kFEf4eI3jS+pgrxMikbFalsR6kxmdc+n8DHFqRlxASwy8zPrFBQoAm/paxU709Cn3+Z3E4gk+koGde8/pIp4XZyTYnr4DCLPnc3EXnp/vvCArc7JtP3e8fN1J4/757x1gNm4eojC58LMtx4vTlm9Svm/crnDG+5ttVzmtkNDVPiznWSr7ArSwXLu4nr2UV65DOVk6EKXBvmG1QKbfOf5j9O4aIjRHRxHA2sIyG6zMZkMPDSh9m6AN8zK8beKd6iXrhV+zLrrzXWfLxv/JTLjzPa4ylDyq/7fVIn2OK3PCy8MFgf+wQgTVpnXQBQJtIq097uhcixOnr+UksJIBdSaWmL934b1CLzinNgr3e3ed26j4tDr7Kl+UXTb/FOdqeEpCIoE5Vxd4R5NtwJPJ+88NPbc8Tp/tGiyLP/9Lr3G5rX/mlzb1v3MKyPebp7zKx46qGnwu0ZRRD83PFiBcMMG1lIQbxvKoB5INZyk66dEaWUY1UZYo1HiegBIvpZrfXHlFJ/nYgeVkr932TG2tfn/PY9RPQeIqKzZ8+O3OCHd3/FJfNYxrAh610F3oJRoD9qk+FaDMfSSwzXgv8Y6eW9noUdDo4bKFe0wz7vTgO+7rxJFZp0oODEJIXlLayujNLxfZwzA3tqZP0bX0BERIM5Myc2XmEMgPUH/CQZ87J7hq3Fnvng5Cc9HD55wXiZ9ZoEKCzqiExOElmtViatMEeAKE6a/6aUttBaD4jotUqpNSL6oFLqVWSU8vdrrf+1Uuo7iOgfE9G3BH77fiJ6PxHRgw8+OJ7lUiZbsPirfFm2vkw0HRJFHje0SKcfAUIYc+UXZMEprpW59gmTBLT98hPcMG7PuXuInrvMP0a1GPiSxzjAJdlPaKAiiKnEQiHRBJLfY9ehX6ylC4ItVCQXljYs9AiZiEecvxhshpbbhXm+1z5vdjGoqKThV8bz80p/WV+vZMcrgA3636d2BGLxQ8zEQhJ12iduUTRYRPt96nzhOSIi6izj3k4TEdHemjnnxov43vkZLJmNGu2cMtfeO2X6fnCsR0tfbrDWqbSk5U4pQypH+d9PAknSxGJQxLSZaPP8JoABJ6qIQtFaryulHiGitxHRu4no+/irf0VE46PcakLGkZWYY4W0bqeJ9fXp46SupNn0+ueMYm5dTZPfV5LdvfR7EF3lLGiFljdQMFNWe9LWI2X3kHy19SDbnsLkyjSKuU5sfUkoFxwHBYp79zJBQXGrROEEiw7ic0VtkWUqqVTJU+DApzfBCTKCbL80bVEf+5hR6J2L7KbD+AG8Erh5uLeweIWKWDQ5fg4KGmhLp0kenOkLbpZBoZwkoh4r7wUyVvZPkvF5fxMRPUJEbyaix3JPMmEZLeINP23XTUZ5rib8dxgMt9gq7C8HD1v65Hn3BgHFxYXgsaNI3sTL4Kz9QT1sG41+Cu1mxO+dkmMlsZfezt9JYmGkWIygIDcE/wyUoqfw4Y5bemKdiIj23mBcJC3WtUeeNH29e8ycs89Mukk7/QyWvuSs8BN/JK7bhOQl0iThuRMcfxhzTSryKfBbNyllLPC7iOgD7AePiOjXtNa/qZRaJ6K/p5RqEdEesZ/7QCVEL9ukDFPcFkniUCYaUDaUkZJWcxURhFIWM25hg4DPCbRJCqaX496YhLRgpWaZEl2RgzTPdHT2HiIi6t7NHDNASt7mjNBbbG3v94i22R0lqrlkAp+JcOlYrnjv+aJdFuXBVhkvnjEoWGVhBeyCYNV3u9nEFFnIgflzrOuEU+Dts2oys7ZIJEUxXHOyaIgYfykRinskciiIJL2y5FzjG7vB9k5R8BJSBoXyGSJ6XeDz3yeiN4yjUZVlXJDCHCKjKoI07u49a0RE1HnsEhERxdtwXfDk5DqC1hL1kzm6DeLJhf9+2JbXTkDoXK+vM7ucTE1CUShj0vS1d4i4MeFlN/JYWLpklOuNV5vvNu8xn2+9GPSvZoqfeamBBtIvGTTL6pfW7amiTdQzFa6dBlFcGQx8BaXcRGCwrNIf5VqZJJ7tX659rrJyZ2RiFolKK5tgEdqK58oIBsfeHikVkbp8w/lmj62Gf5MjejAw/tckyYfKJcJqpTQjnMRjE3nW3RiUaKaiEdLPW6xw4EdGGnZoFwIaguPGJYA0b0D/IoZszl9nlAzQOtuu7Jv1l0vec7Gw2Ikmsew+mgnnyCEgUzKLEFYqLPAAdlpC6DRXglfborCvrWsqCkR7z+6Zd5n+UViPx+hWBwmWzcrNC1AGZJzWclllqxNd+frB43Ms74OsvHQoFXgKSlhXQtDCBixcm2qPQc+Ikc6NtN9a7ZiJnsjJSi6AVrsN+/vZz6BUc1gOM4Mw5PO232FSPj/5J6ZZdr7KLArxNTOGkrPGJXX5y8byfunnTHalrXHqP99eOp/BKmoZ4G5SGdvrs3tNFZBQ5RbGaH6ncFjkUCrwSUkGUggftPXzwRL2U9KrWbiqk1Wo1kKVcDtp1Ulu6HH4s4MDWviOpYsJFq/l6QDxkZfKD0gdEysh2WbnjLG4+5yY0to151y4ahRO1DXnGHDdzhjkUuSCgBn+GPv80gUt0PeWe9vzNTs+F35l1r8E/uvIWf6pc+fVYvW+06Dv5Y/1Ogey5Tk49R+5AqBy3blvmU581vwPOoCbLzOv8VPcf4u8YJ8371/8i5xd2WpwB1ZCcUqFGHTJEY3mAh3ik864bbxrZeZU2UuGWBfHGX/LkeePAsekjeOshVG344sKqiJ4CQWDQgwIFDVhvUoF779P5KKTg2G33OBR+vgxVzIvKytPcWEHVl6DlTQuO1nzKtgvm11OdN7wlVg3Fn+tmKMGLhZ9it01x805Os8w1NPPOJTMhqy0kq6IHeRAz6JlDl57YyXoQpqQWJpcBJIZBeWX5LM4/p5I6ioJqxvJpSAs8ioiYaGlLocxIl2rmUxgzBtB+nbA8vxR4KNISNHXfJAWOQILtNN2hPvSRyonjrBWGqUnlZPO20m4RJSc66F/BMJFzXPq+gOmyED7loMGIuFk/5SB1O2eYOXK82TxysFipccpKKhAwkVBS+zr5lJnSO7S/CwiLkW2cNn04+2XOOhpm5GAm68xu4j7fsM8q+XPXklfA8YLMO9joFouFYgchugYATgQrZp+SSxNsEiuCgTfbYJYSRbMDGWx/WIKMzEPo1gseBG0sGpn9/veA8v5rcg2xCSkBeZefvZStWt64oj/2Qct219EGSB2HZlM0wlI7+iCVUbY+g8WmBFw3bRr7hr7cK9zgpNA4MRwzxwzVvNgsU3xtjkmYvZHfcpwxGh2s0Q7jLtmKyphioOLb14jIqKNVxrl9rKfY1fFjZuu0Qi8SrSOxCjbSvPpw5It3kF4rjIlXDkkF0hUztnl92LXMQ6xSTo6cdY44iaSyhhTIM+IEa411W6nkqQqtcvW90S2KtxwnoEBPD0scFbCyNJNKlw7t6ALIJWS0fMA5pEvd6wCLxRBTZqxfCUH+AiJQeBHGZxgNMqLzzrlhK06EBhAlSCYNAZ3Rp7VHswgBPqB3UD6CkPRBO+3HMLAvPfPmXTv7XtcUHbx8p1rWY9L4ltcPGLRLAI3Xm2ex6ZHLTRYME/hpf/AjLfoJrvsJIJEFALJKOeeZ4A0mL2sFhbSbsMcCGooyYvIm6s13E928ZS7gIFQxiEZllkqYl65C8CY5PArcJ+jA/7tPErYGgMyD+uca73boreoP1g9azJCrUJA0zglfBR61nFWg7GZhZzk0jttFMzOXexCWfb68C4zmeZuGoWyeIFLx11ZJyIijRJy2PLLgsh8mmjZWaW2TiP6CUFJVnj9o8Za3z9pFpKN+8yw7/8xs5C2e+bc0QYvtr6SKChabC5WnC1o0/f3HDIoEoFrm64PvzQybZHQw1DUW6/khZQPu++3TTtb6157x8HrLonMWGxMQRT2zhRqgFLriWdK6X4pI9aowMKT6DRHv9+ODhLH0v2tq9TzFMHKPBTXQVnih1+B1xFR1Fcq6ZGoLqWCZ0hffOEaJRw006tMdwoC/5wt9CiiBHbYLijCGokYd52qCN9O+2K7rJDp3jXz9R89Yd7PjwZ3nEnzEt1Ol4ezlZREHAcZpVK5WpcF3Cch7nocsyWQODXEKkRpEMnqPBC0GzuKGrwy1qiS7hC7OxHsiFVgijx3Hnru71VuVx05tArcYsFV5KyfvGrsTYit7pPD7zFK8EJaLMw4Z7kxAokcGbjiQCwcDZIKAbpnrRBMIg7G6UUzyffOmHZ3j5hhtXfUtRFFiuJ9029z19nX/YyJCSS3c0i9gO6A4cMWW3z+ujuGP0s2BafHefPbFjMVRrsGC53E5v3u54xle9ejRhn0n/is+Z0/YcvyccjjcjINiYh0v5c6Ro4cHYvksznz/JefMz7+uSc4MInnwDVXdbeXcWdZhc25BVpSw44glgESSlQqU1kJCotF0dypOG4zFrGML/jXs4Wxe+ljK0gmyCl2ZGppiSYph1aBlxHr25bBIkwm7U2yuhmaee4aduX4Prvo+rr5p8mCwTkBJLXIbpgTa+bja7fS7cUrtqJth6fOtX4OQGzwsC9cKd7WO08pQVEOuKoR6kUuP2cWnpVPILhprjGwWYNegCzwGX+AA1LHIcJX1dUyKbGLr9hl0SZb06jOB+4eGAr+rhB4+V2gj0Rm6yiCOQpFKXl9YHn3RW6B3FmUEZwjRylraRj6uqFivse45I5W4JVkWIUR6VYZweLW68x7It0cDCeko0aZqj4PxoBVkqH2rCs7u6QZdmUJ/KEc+bothmOBdInY8hqwHzpZMMNo8z7A3tzp8f/iNYbAXWHL+5ZRpoB6OUz+dEyMsYlfqQeLp6hlOljh586vrcvrREQ0d9mgYyyigxcmu6hBeYXIy6ySFf5sPGu41pqw0KGEZUaxjVcJTHUomUbuSksK5lDGMveJurAoy7qeVSxyadygneMsPh6QO1OBS1eKFivoQJsB7K+iTVibUtH6gRai+lCqlWWiLfZtykCS9CHCYgG0CgE+tAXIkbxgzJil/SQXBYbiBle3JDuSYqlVGSpIwj9LlMmGVK00YZfF1Q+YtVD4cB1kzSmUoanVlnWPsdp2AqcXpAwO2kf74FnwteLbrIR2qwX4GpFF4R+G5e1burDe8eqTbBXJKLYG6BtgZGRw5fzM2bjQHFhHTdkyMm1c+GXkzlLgVegeZQKDqE/YaFRZ4mUxGAWtqLXIL99wv21qqwYLBNVguj1KVrmaDagAtnl7ip2AHNDgWOEEHb1mJsnecaOAWnu4P/eTzoY5x+L50QNez1sBMse6DRjLj4QgWLqCy4SUcs9Q1PLMBKDzFhhY8E1kj2IMioLZWi4SeW0iqs4TxPEk6yaBbmi33DDFwp6ALpcX5WEGlw99jCKi+85kYxBjljtCgWc4h31ooYqMRRVHqYyr0gGMKgpUCzdMT1i/ZSWOMtXhrVWJ9liujkDQhshVLU/Gb1UsnjfWdPe4g/ZxrhF11jnJRuCS8yZHHn+0/dyf5IP0thVp0Ym0rOGXFnzgGVhmyFUl2PSkr1tKtGIsQJs8IlKzbck4r1Sb5uLLeoFT/MGFjjaAIK0rgm84d5N0w3nClrkGp7vkDvfb00sHNe0uy7rmkKlbHcWEcwFvrZgvBvOhe59BVbVvgiLX9EmyxoHs2+UNCbtYSDIv3KfgiD8IIOEdocAbFTtBR+FzEIocA9ZW+GGlIKq01xnQUoCjVpLbBJPbU24RrCqrCIQFl8cLwdK6aHYKg1NHR273TBoUubgTWR+3nmMX2jwTeSF7FfS82MTCyr/KfndQQHgZm0Rk6X/rCBZx66bKKSasLAbbzY9KwUpPBqeNwld7nK25tWvmiNZEESCVPC8qQhRR1u/hR3+sVtvqyB2lwH1/ZZZ7odz6qKT7JRRZz/GLaiUUX0VJJTWAK8UqYj4Ggwpujpwki0YFVqOEaAkrrHNjjwbM55F0uP22vqJZOGAdS99yLgGSnMT+bobvOXngXiIiuvz1xsq659efMd8jDR4Waj99DXs/tqIR17kMNSNnw4b7iEQyjrKFprndsLjZNztgKgB/cYxvcGCXU/0VuDzQV1Bgsq+WzTmhhC3joIC8RjvNV/bR125kP5T1MbGblEFDwemj+zXiUOgbHhetDeZY57qoCNJGthpSnPqcSmROZuiZM6g2XtQ6k1end5QCD4qFAgn8dh4hVB2WMZxLbNUzGaBi4ikv+FO70K218tOJGvYuPIVnFwNWMtbXnWdpHwA95jDR3a6jgWWo2/4xo/Du+f8YU37zlviRWCzkQiS3xv6YGNIHEbbRVrny+zOMOWekDlogE20mLYh3dFdNezvsalOsPNU2W58cLNSCC0ZLPzWItpAcE0ekd+u57TLUygKZZHeo4PxZXHTHchYuLVYMzotdqCWWExQERJQtXD0FMj0tqSFI5lFxnFndK9fiC1VlyQ1oNu/tylSRwYCCpRAJl4iwGkcSyUMBwYAVCBbXaCaYunTDTeQjDEnkghV5VXhy8dV3uCBwHHFBBbXpKXTuz2iH+wYUBUDT4NVafulzQwlbfnreESrEQ7Bj2t2jOeC+pQGwPHoiilqYJxok1gmZiUnImJCN76TjA7nJXQUS7aZ3qICpRnKMy7hHlexr6WJk6S+WROM0KIdagVcSnd7GqUHFYGbolH6wlJyFa7eE44AlSTY2nVbsvgtIC9ytdfHYwOgEk0pA2NVLMymqPPimYLSLljxrC9YuT/TFz10073mRyI0l5CU9ia2w8vrFjpc8ZBOeA7dlcHqNiIhuvtIsZGuPMblUD8+A74eVrD6+mro2kaeoJbf4Xs1dWhUB4kW6QazSEkgvIErgE1/h+4ECrQDjkxKhcDSMGmT+Is7DZHDWOIhjF+OpOPesmyQvoU9FRInON2YOSKajFQcoutvjLZF2QZ+81XhEhad7/XxGNEu9KQZI3GC1HZs4ISaldBPIxSCP0MsX4HB3BSKiAV6XmRhJOKU+4uendjmwCKx/Lw0zdNmLgs9eWt1EWQjfGLJwc92VMK44VmGrHvFcgEVey6EHCmG2xDMotCYKNHB/giJ5knLHKnDrOmkys0/4z1PUm+S2tlYJa2/IVR0gQKaIZCArcEFkmhiorNIZ444AgsVPYnqBO5d0tSLAZfsQ9Afwc/vJObgGFBCSm/AeyUsy5iCrDgFaiazEObH19ZSXfYJ87YR9rAmjOfoctJX86ivnTT/0F81xbS4rF2/upduM6/hl+aBwJR4ffmbQEEuF6EETGxc5/mzQnF8BtQPlMKTJQhGcwYy+S7bTUFTVBhOoLD2oahtAGb+8cHGqVouo26Odr35hrfOPKodfgVfhltCJpZ3V3W42GJHDRVz14eten1Qck1JRhhwfKqEyHr2C2ICaUJJWoZeFK6I/0E+hgN4BVuSeiRCU7YNI4jWRnp7hEwl9J0rzKYbajVyOkMgbOwLlJOC3NmM2r+5oFcn4r0X7YfVLFs9RGErHKIdfgeeIg6k5q7N0QFMqbOkykBYeLjGKm0MS6EjXiuRc9pWy5bkY8yDT2lleklNDEgLl+Qg7wmLFfYrkDxWyJvNStiWdAL8mzJKYLKShjRapw/3WW2Hrus1KyreGscMGQyA/p/aWeejxHkMP2ccNn37EOGOL6ugLV5i87xDUTo4nyZ0ti2zDp29dX7iHMS6yQ3IFMhnPeRTOC/PVizVgrrTEogIJzHc9GJiFwmaolpwzOYYW5muLx8Fv/857y52vIbljFXih2OrgsFAR2BQR6rLSbuX6DB3pVM5OwQ78EZR/TlV4+7lEuMhXkWCUcW8ccNkoy88hWBwt3llQ/faOmuPXH+DAIq8F8zfN/YDSFgrcKWOjZNubzm8PhW1RIz3RN7ZINahK037oTCbtqqtjOXGBdY1Fo1civmItb9HXsmIOAowjpNzbRRuQ2kgEUuVcaaKsma07y/c3EHPIggZykFoHLEMVuFJqnoh+j4jm+Phf11r/Lf7ufySiv0ZEfSL6La31D42xrcUS4nCuegpkm+VZFRJP7CM+8hS0kAwGWYcXE3ktHRqkmFyjEqBLWJdV7KkGmFdrSWJAC982LC4oW2DOrZJNXyPhjECk4S88li7blrr2HSDWHYCK7yWL6BKRs14zwUD5LITry1LCoqC2oLyVfNkjCHzGFpWCsSXyHGzZQr5/G7gMxa7K7pyHFGgOsg3WpY+2xpJ5jbcOJlhfxgLfJ6I3a623lFJtIvp9pdRDRLRARN9ORK/WWu8rpU6Ns6FjFYsFrbAhKeuHw7a2LGNbnviTK2+HIBceSyWagyEfY5k1KeDO0AiocuAQmZtb95g27a+ZCvYLV92EgGVsYXTSo4WgFrtKOldMYYeTt7hE2rJxpSCAiDql1mqGFR1iuoMvFMRL+FzAzTJFdyFY6OQCVzZ24yuycZRL88XzQatWKz0+JORSlrwD5A9oD8ALd9KBxlpi51rOnJNzcYgiD8pgkHbBZEADgpZ3MB1GxVCNpY3ph+hIm/80Ef33RPQTWut9Pu7quBpZJA/v/Sq9df6/DSbzDBUZ0LBsgdiiBTITq67YghfFRsjlhMhJDiDykBmjbt8iobB7wpouc28yjViWpVJCMUkI20xGlxxyNDuWgJyA0cCvcDkh4Sc5YlxN8XO868ECxkUeEsao91fmqP25p0dqspZjDZ9LKCGmsEqPxVT8quoOGy7TROx2pP/bb0vZa2hY4A2wNdaQUianUiomokeJ6AEi+lmt9ceUUi8hom9USv04Ee0R0Q9qrf9wfE2tIFVoZctKpvJO+nMV86SRiTYNXFMiVlziiWyT8OFLy3ucgkQIqeAFb4olSeqa1zZjmI9vga/ETfCIiZbsQiOSTKQbAv5qadvGUGCwCvFFSa7v9EfpDN9cIiaIhS6Wc5VkAu1Y6L2gsEK2JGIDyKpssFyalN6rzlHS8SkGzEvMWPTWF55J/wBBWbtTaRBXbs+VMw/smOPnLTI9q12D3UKDgdm5joKAGYOUUuBa6wERvVYptUZEH1RKvYp/e5SIvpaIvpqIfk0p9UItnLVKqfcQ0XuIiM6ePdtg00cQwY+iFRAEXtCk3SLqJ5V5D6wyQdfCCrJ+ynTiQNYq8AZZ3cShPMUtMzClX9sfnGinhBDCty1/M4MTHrww5l4fYQUP9w+z5HWPGYW/cc4YG7deYZ7dPY+Y+MPypy7y702gtbfGFYE2zcLQvsFEZGAy3O9Rf60eK2BpEZa5anmuyERXGnc2q1bueoVStsdJDHiR1OUyGlEqaSet9bpS6hEiehsRnSeif8MK++NKqYSIThDRNfGb9xPR+4mIHnzwwelavorEwviERS2DGJK3u45EiohUdnUHJlVa1Hnl3cbpprDIBfihw/CwjP9dilg81C4rA3ztEVENGpoUklwpl2u8DAWCqMCTOUdJhZI5TtD/2meOMcBFNAb3nrA/2bnb0AvMrXM9U27D7Rdx5iJ39dJlNirG4LdtrbOPW3CV5xVpkErU7mSayDGzu6EhpdIsDUXN/rC4ej7P3acOhAucqBwK5SQR9Vh5LxDRtxDRT5Lxi7+ZiB5hd0qHiK7nn+ngJLPdxWfwdQ0SokgZJZyDUx1+EYEqgSUu0vOxzR+5lqUvsq0yhdoWb83htyDyFC/wzjn47imQ0POs8rtcAXKizPnzihrnuO0y3x9AceP+IsiwzPvjnzavy19kSlhhcXZucEDyspnWgAiCOjflymraeBD946xm4R71r4uYVVla2gwskZ+lFqyDUwYd9KWMBX4XEX2A/eAREf2a1vo3lVIdIvpFpdTniKhLRO+W7pMDkzq+b1l6Cu4Uq9Bz/GxV195WbKL8UStLlARDQSbmgFvaRsAFzrsJ8euFUsC1I4+TH8vUcGzfpbtGpe8haO2OI4YxbZLDsW6JuGzVeGNl986YgKItX7czoNbOIPXZ9hnTX5v3m74+8UfmFJ11E5/YPc2ukgvm2S4+fZuIiPSNm+bax46Ofl/yeecUacgtYt3EAjfE7ZnZ0cYFYzF4gnTC1O495tk88tDkUdRlUCifIaLXBT7vEtFfGEejRhYZ6Q7pCIyfUZF0sbDAZJKQr9hGXcmHuUoEtjbj3gkN0GEuj6ZFWPQhq9i6J/Im/xDLe1hxiOzHYWREYdvEtfB5rmtEoo6gwBEjYW5z+zzYdbJzbs283Z7ATuiWUegKXiwe23Y3CYw33CUSgYR77/YMKqzXH1khZygnZNapDNyjzTJrtcy1sGhKBZ/D5z8N8vzMxPQkM1mhgBHYlIGOilhc3etn+Y/hTsF7qZiF/7OxbXccZ7kdRBKHtKStlN1cIU3dLmCzIGcTAlKs+etpxaTjiGKG/8Vdc8yxL5i+71w2eHiM4SWuVpOsMOnXTUMOBVIoSV+r8ioA1RFLtYyGCzcVvgdiyOLMzecRF2+Q3OK5l8sLQAYKudhrWWqCkvOMj++uTC6fQsodocAf3vtVekvnzxOpKLds06hiM8u0tLAEWoOIEyHiTMmx2iKqZWcw47J0VcDizlXMI4pE6WQySiFFhRuUtGoFJnhUGVomLz0BVSg+AYtZ4JOtG0ws0pnAmVicbU1HKBo8M7YCB4zRnrvJfufttOK2tL1YiLtdgsraf9HpbPtHEPuMMb6kESB2VToHcZXq95rPFv2spcsTkog5AakAIbTPBveRZ4RYw6v0qRuXO0KBNyo2qQWDrwauWya5yAShvEzJhnDbqtVyVdGHSEaxD7O06wZ5ZzIxmfuKKS2XqZ7O1m0EDhmbgZzeASqRdZhhJmxCchZEh74RcwWxAbhzqmYRW8PCvCCxKIWKSRJjufcHJlZlk/DGSMM8oswUeJ5InggPt50ePNooXAD9a11LBCXzLHcB4cugScbA953hbslR3HmwsTLun9zgUUnXUVWft/s+rbC09OkGFJb1WefVVpX9JJOxRPFjvWDeD46yi4AZEcFumKnCg7Zy4WMHx+RMQKT8e32aoWldaoY3PJc+wLZVPJe8pCco87m5ymPYBn2R6SzuP+Mjt22psCNt5SwWfM54f/KIIshMgQtc70guF7tNFv5lkN1L62FU/La3dc0owSHnzKBDhNht8zQAi8qiUUTA0DIACveGvPc8qgItaQGIMgx4tpdbOS4UKHyce4WTbEZg7RtVLKPiMGK1PdEvOWMKixqUabKxFTyulECZi/f2WtYST9eyrMy5gl2JJI2ziXg4LnDPU7T7nClwIT6PuIqUKfPE/ME20QMH22r01R5oFj4ofIkycGqTHQRl6RjEBn/yIu953NOC8S5D8uRhc3NRJDmokztRBmcMZK+3ymyMq2YqJgClPGmCddGNjfQP88qjyYXWSzbROiG14DImNbjN2dermIBKN5SKb2lhkcquZBtlVaZB+vrgul9aqO62wcIqFh27Q8xhGq3kkkkSs2BrTXuvvJdaOzMLfGxSuTp9GYGilVaqVLzY1mnhC6/ZFhXHDh4lraVMyathSSsTtqxbrfykoDwXSR4eXHzunnGaIiF7OnEd+zzS32My20LKft8CpibZ+CB5z5Z/h7qWcJVA2pus7PjzmBEjtoAvYIbjlGEQPRYlF+ecRLJGAueRMvC+fj/lWrTKHmNKtqEusR3eCp+53x6ibPD+oGQ6WjENEuATt4qBnyIeceUAihT4sCNwsIim5FTlGafYGpSyuIOoFGStK7gGYC0N0n1kU6unwQVzB4i+weBs4WO3z6sjkr2k8oTCO36U1EDTYHmeiP3v8W1j5WsEvhFayeMfb0qkyytPRlkIClg+Cz8fJjy+28wT8+H/8r/VO8+I8rxR4KFte1mr3CpyJTDiUFrSYhlRFOCQSmUKPAzzXWdQNONW/mhfV3CksMVtEzoo8AzyXCby80z6dDhekbHEWTLFAqTAYsflM/dUoECgSEUiSSawzMdF6wabHW0bhWupmeDGOLbKvxsSIIRrQKfH4lhEBnchGJM2gC1yCSzsdQhTY0nBvWr7PBk8ANfmONgY5TxDpjLrgmhnfAyQZeR5o8BDkueLlQqgsi82p6qOu7BIW/cJUJtSuMI9kBuAkopHQMq0Fi4akQo/k+kSLQnAoFQRkOQAY9RhkqzL14mUouT2phnnvrIF7pvf2rFiceEjLhqCFZQkLYWlW8CCMGRelRE5D+R7uVhPUcAyJHeMAv9w95/RWzp/vl5hh7JiXRv8lj92ARP+Ig92VCR5A6es5Q1pOvAnkzeA6ECWnq8wImU4XhDIFKgcO1WGIH9yU+lZ8tLV81Li5fvSLoGiyusyfRwuDHB1s0WdCUzDjytRE2jbnmR9FDwdcGuIYJzOY/3LY7BsQJSwfDWeg022yXkekgisrocGfWHdeYKsDeL79ocVYZaSt/vCzqt7sGRvd4wCP0jRYrKRZuvGkvl7iqTpxSVnUgwVkUGagTZOowgif6cQhNUpXTFDgqDZ64hFMgSjg9uMFzK9ZlwfKicxCjC33GIckxLA5LYZxlj0vNFPfSS4sLKCwoQl3lSWr1yw8+gdBF9MvWvp1L0PC7gOg1IelMwUeEAyyJWMxTi6nzljIcnvJewJMq6KIIAP8nXtVlz64IFf3t0jtbpCNNdxpbg4DVzBKtwXWGlgdm1xXf78AKhVp0W0gISqDeMjlwkpcuHXIgA4rFi2kq4vjK9xoikAf+2JMZuzoI6KGHO+d5kTIQwpyeoZqfJz2CLN0I8zC/zQibX8kn6K51kzr7gN3hFl6WnHZa1IyavMLRaMDNHWJES2DWuEXJxyLGS5Rc6d+BmOlZxJmvO5hRUGLD5reR8/wufga93kqjVwkdiyXiIQmBcQ5AVybG7AISKfgSu44FWpGSTGLRYpokFiYH6BcW1dLDWVnHQbZWC6SJBTwk1V62IFv1UqNW+niUZipsCryAg81Xk+7NLsf01Z3hImKLNHOdil9wN0nDyQbeo5MMqgGd3jqu/wj0/ZdvMwS6YWJxQq3EmU468HDFT44u1iVqVsWE2xRkLOwpsrshp9Rcs8D5WUyROQ3ORlrqM1qeNHx0JfUUVmCryOeNZvxq2COpsoiFDX4h4GuSspY8PwepJh5MtjguuL4KYNKGFCDSl9ljNZKm+55QIs+zoS7ROLqVpddT9dNAoQiTcWby2CZbmuMpmQkqNE5HO07ifJ+FeR7ri0YCFAMDtmSlrQv+YpskHCUNKezV5056xomQtFmxeszA1e14075AU+pyDHYabACyRTgq3aj81rf4jVPqbdWKYclPAPqpitZviv97uk5jom9brbIzU356xwqRzAV4HSWvsHi4WdiScl4Z120UVmr/WlpxO0XF6BiPs0IJlFSVrKtrFiDtX2kedY5FIOEYf9TIGXlDzfoAxwwoqsrPDzLO5p4APJTYBJp55nsOfSOpTsf4LOVJH0C6eDW0OlrM87T3L4nq0vHM1aMgtXnxkEiYhiBHelApWUBzi1tN7ynnMeyijv3mRAcNw7MFGcxAVd0/1gq934UL9IjeYazGE3rFszNff8Ykcmx8NDT//0aNcZQWYKvCmRZdwypbdyVv2iQgdVRGBw3fm963rbeO3zkvCkStinnWFJPOCtoixbVvb40pLHhy3PC2W4ZQKU7X3uw9uOcCoTeINIZTMB11aRKLnYifbYJ67FIgxBABG/bwLNIhOJ/P8n0V95RtMUW+R3lAKfSDIPy+iQp5LbOUncNKaKQ0SUD7+S6eH2ewTCWun38JOizXnlVzJEUPw6LqjkFIlFZsjnJ5LFsj9MY+EzUjI5Jq+S0MgiCiVUTZwZaV5ldjFjyrmAK3EKspHvKAU+VTLEIm/uMtoMdp0QtVoOJaJ1hl0vC8cSWX7jFgGpzBRSqKi4G128iLJbZElJin66uR4+3rcSJVzQskYOCaDmJheNWVlYyJ9IipLWp+gL1XMwWvPFEPKokpJXqzZwYPr6k5ApCF5CZgp8UjJqhfUmJzAUDoKQG73wcdLyFjS5tpI6vrcBMSi+dCLPQWGb7wgZpqAkLBQyzAIWzzQTnxhVLIzRBLqztULDcQtZ7LiOqDge78I3pjqzVWSmwEeUsfCNswwLxtjJIOhntZy0svhsw/jsZMUE86I8/2+HfcsyqxBbUCS7kMg+FZwopft4mBUrrbY8LnXZf+weSEQ1HZuwgvvhEntBX3rZohWyjfJ9noIdN0+1LDGYx/Ge93O/BmUVGWaJy+MgQ3h1glLWqp8p8OexhAZUDk3qyJLxNXNxARAuievnVuHBYUzYlBxhFMZgeraUz3vJ88tmFiXxKrH6GYx1wy6KIfw0jq5C+PzLKvK86w3lwQkEUacBCZYjMwXekIzDEs9lb5NulXEPML5eBJcJK/C900aBz91gi1TUi7QCqzBOF+K1WYGMI1dgtYMSAdIhj4kxLwFHFiIQWPj8hCDuX6TJi0pKuW4FCd3Dx6mTm7TzzLPKJOJA0YQVVW4QOzfPYEzICdxzT+z2pIUusxzF72uL7beSY3+UuSKLvSSaoiMrU+ELnynwhqXIpz0ON0uRWOytdJ0Mo6aVeO4DErW6Yl73hWIHljhUdJi84KNkkGsL5kWIIISyZFtcfcgmNNl0dIEMyg2wpbHY2v/8gJE2FiEE1AgWT1tJSSo8WTYqjHevKxKVNU7XZE4DJnOdhmWoAldKzRPR7xHRHB//61rrv+V9/4NE9FNEdFJrfX1cDX0+SSZpKM9f2LTlLQNhcjuOoOecGTbzVw0eOlo3BE60tZ3+vVWkrMAW09mhKNlFy1xcl7mVobBtUPROFF8xSb5q//lrsWsQu7BcOGquRS7cZPvjYdNzbJsijmPvh5vZYgbLtnTbNdSuvB3NqLtXnhsPXfv5ERo3upSxwPeJ6M1a6y2lVJuIfl8p9ZDW+qNKqfuI6FuJ6NmxtrKGTAILfmAybLssLe28hByraJttXp6oLXa12KIQTPxvK70AN871OWX9R2ElKsn0J7MepbtBwilBCaDSFrvl9wAzIF7LZsvKSjO4rIRN5rmEqmagNiDYZWSvWdJlI5OgcrIky0rpIOeoFvohtbwhQ6euNsIpetTmPzzlnyaiH/LeH7h8uPvPDroJ9UUnqT8VqYZ96kmGFlNFkZl8SpGK4/TEiZT5iyPzlxjrMJnvUDLfIbXTJbXT5YrhfaMQ49goQu+89vuZ1BcVpZSmTvRwGl0ZE2jbCpykBwPz1+vXpnutJfI+uB0YW1Yw9vBX+To8pnmM27GNsYyxij/RrmFi233AUsoHrpSKiehRInqAiH5Wa/0xpdS7iOiC1vrTqmFY2p0mjSnhsgOsoWSK0gJK0ryixJBM1iErIJvIk6TfD6kpmrFkh1h92ndVEDkLXfB02PPD4reflyRbynwdSPQpIY1xejQg0vLOWOJy99O0ZTuMCbCpdPdhY1gPGZsTllIKXJvKtq9VSq0R0QeVUq8movcR0VuG/VYp9R4ieg8R0dmzZ+u39BBKbcXdkG9bZhQqmR0IdAkCWsBb4wSw8Bh10n3hKfOeP4+6gJ4dvCUykxLiL3iDQXaBoiFjtkmYax6iSlIE5PDTlK4RC4G7TC6iEpmUk4MwrVIJhaK1XldKPUJE305E9xMRrO97ieiTSqk3aq0vi9+8n4jeT0T04IMPTmTZcoNieiyYUpI3Qcpm4Y1Jtt5wLxER9efNddo7ZlAnbTMZ4l1jgUc9pIvDojYvmTqREOGbV8CTyyrkZVEzQ33HHFjTwnqMRKEBoFx6adRJLiNlWRHMfdZqlWgaEXDL5TWZBuWiEwutq+q7bxRhEtrd+QVI8jjq68oUuE+IyqFQThJRj5X3AhF9CxH9pNb6lHfM00T04AyFckAirZQOIvui+CzezxuFm8xxsA7BQxvcM6/9ReczPRCR1WLEfYIBL9nl8mVANgCOPmyS5aWf2+uA90N8PcydwMgH9L9l6uPPtcjknJhI1xOk4o4vr2bsyIKFIA/PbxugSUWRuQ+l6rkzvLERtOZBdSsZEqdMyljgdxHRB9gPHhHRr2mtf3O8zWpWpsmXGJSqlnee4qkpV752lYiIBlwJLWG9raEIcTnkbPRMuzpbZvi0t42ibe2YA+KuGfBRl9/38B6vbAkDNthnxdKCAuSJ250OK6dpUYsGNmkt8gzsMue5DnvecuciKAsstA/oHV5YbOJRN4cTZ9LSVHWhHC72jFSdR0waNw0yVIFrrT9DRK8bcsy5pho0Thm3Ih930kF0/Kj5py0s6hbjrFkBoszXYMF831+M068LbGHPTzb4/B9+93+d6PXuFHn7ue+fyHUixvkPk2HB40wpvLrzTSjgocWE6wYy5X3Yz6dDSRfJLBOTJqDYLUojPLByBya2kCUn1jD5g3/1PzdynplMVg6y4gsR0dtWv3uk3+eib0ruNCpXgR/3TpsV/sPbvzze65SQO1uB50CCRrGUo2FVvJu0wrWmD238UnPnm8lMakjTY/CtC3+xkfNkFLsl5xSWc9XCC3mW9xSSWt3ZCrxAQlZBMNpf86FNw+o8k5lMozy8+yuNnKf0ziAWc3ho0FMU4ZhiuSMV+MN7v0pv6fx5IoK1XR8y1NRgm8lMZtKs1N0ZvHXpu8odOKzQ9BTIHanAQ/Lw3q8edBNmMpOZTIHU3R035fppUpSeYEqoUuoaET3T0OlOENG0484PQxuJZu1sWg5DOw9DG4lm7YS8QGt9Un44UQXepCilPqG1fvCg21Ekh6GNRLN2Ni2HoZ2HoY1Es3YOk+kLq85kJjOZyUxKyUyBz2QmM5nJIZXDrMDff9ANKCGHoY1Es3Y2LYehnYehjUSzdhbKofWBz2QmM5nJ810OswU+k5nMZCbPa5kp8JnMZCYzOaQytQpcKfVnlFKfV0olSqkHvc+/VSn1qFLqs/z65pzf/6hS6oJS6lP8945JtpO/e69S6nGl1JeVUm/N+f0xpdRHlFKP8evRcbRTXPNfev3ytFLqUznHPc39/Cml1CfG3a7A9Us9Q6XU27iPH1dK/fABtPOnlFJfUkp9Rin1Qa5cFTpu4v05rG+Ukb/P339GKfX6SbRLtOE+pdR/VEp9kefS9wWOeZNS6rY3Fn5k0u3kdhQ+w4n3p9Z6Kv+I6OVE9FIieoRMsQh8/joiupv/fxWZupyh3/8oEf3gAbbzFUT0aSKaI1O96AkiigO//ztE9MP8/w+TKZYxyX7+f4joR3K+e5qIThzgGBj6DMnwJDxBRC8kog73+Ssm3M63EFGL///JvGc46f4s0zdE9A4ieogMLfjXEtHHDuA530VEr+f/V4joK4F2vomIfnPSbav6DCfdn1NrgWutv6i1/nLg8z/SWl/kt58nonmlVDN8qzUkr51kys79C631vtb6KSJ6nIjemHPcB/j/DxDRnxpLQwOiTCWB7yCifz6pa45B3khEj2utn9Rad4noX5Dp04mJ1vrDWmuUdv8omRKD0yBl+ubbieiXtZGPEtGaUuquSTZSa31Ja/1J/n+TiL5IRPdMsg0NykT7c2oVeEn500T0R1rr/Zzv/xpvY35xEq4JIfcQ0XPe+/MUHpSntdaXiMxAJqJTgWPGJd9IRFe01o/lfK+J6MPsqnrPBNvly7BnWLafJyXfQ8YCC8mk+7NM30xV/ymlzpHZZX8s8PXXKaU+rZR6SCn1ysm2zMqwZzjR/jxQMiul1H8gojOBr96ntf63Q377SjLb1bfkHPIPiehvk+nwv03GVfA9E2xniBh8YpjNkm3+c1RsfX+D1vqiUuoUEX1EKfUlrfXvTaqdVO4ZTqSfy/SnUup9RNQnojzmtLH3p5AyfXOg49QXpdQyEf1rIvrrWusN8fUnyfCBbHEs5DeI6MUTbiLR8Gc40f48UAWutf6WOr9TSt1LRB8kou/SWj+Rc+4r3vG/QES163jWbOd5IrrPe38vEV0MHHdFKXWX1voSb7Wu1mmjlGFtVkq1iOi/JqI3FJzjIr9eVUp9kMyWvFGFU7ZvC55h2X4eSUr057uJ6J1E9M2anaGBc4y9P4WU6ZuJ9N8wUUq1ySjvX9Va/xv5va/Qtdb/Xin1c0qpE3rChdRLPMOJ9uehc6FwhP+3iOi9Wus/KDjO9zv9V0T0uTE3Tcq/I6I/q5SaU0rdT8Za+HjOce/m/99NRIU7jwblW4joS1rr86EvlVJLSqkV/E9mpzPRPiz5DP+QiF6slLpfKdUhoj9Lpk8nJkqptxHR3yCid2mtd3KOOYj+LNM3/46IvovRE19LRLfh0puUcCzmHxPRF7XWfzfnmDN8HCml3khGd92YXCtLP8PJ9uckI7hV/shM2PNEtE9EV4joYf78bxLRNhF9yvs7xd/9I2IkCBH9ChF9log+w5161yTbyd+9jwwK4MtE9Hbvc7+dx4not4noMX49NqH+/SdE9L3is7uJ6N/z/y8kg1r4NJlg8fsOYAwEn6HfTn7/DjLIhScOqJ2Pk/F7Yjz+/LT0Z6hviOh78ezJbPl/lr//LHlIqgn23x8j42b4jNeH7xDt/Gvcb58mEyj++gNoZ/AZHmR/zlLpZzKTmczkkMqhc6HMZCYzmclMjMwU+ExmMpOZHFKZKfCZzGQmMzmkMlPgM5nJTGZySGWmwGcyk5nM5JDKTIHPZCYzmckhlZkCn8lMZjKTQyr/P/47ACOkV4MYAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.axes()\n", + "\n", + "plt.pcolormesh(lon_b, lat_b, nessy.variables['sconcno2']['data'][0,0])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} -- GitLab From cedde6b573ff0f1c50642ec5f97db66ce41a6838 Mon Sep 17 00:00:00 2001 From: ctena Date: Wed, 15 Feb 2023 12:28:32 +0100 Subject: [PATCH 2/5] Added error when runing get_spatial_bounds_mesh_format in parallel --- nes/nc_projections/default_nes.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/nes/nc_projections/default_nes.py b/nes/nc_projections/default_nes.py index 6f9d9da..7f67bc3 100644 --- a/nes/nc_projections/default_nes.py +++ b/nes/nc_projections/default_nes.py @@ -571,6 +571,8 @@ class Nes(object): lat_bnds_mesh : numpy.array Latitude boundaries in the mesh format """ + if self.size > 1: + raise RuntimeError("NES.get_spatial_bounds_mesh_format() function only works in serial mode.") if self.lat_bnds is None: self.create_spatial_bounds() -- GitLab From daf9c8935bafef45e70a4db0a86220e2314d0ddf Mon Sep 17 00:00:00 2001 From: ctena Date: Wed, 15 Feb 2023 17:22:01 +0100 Subject: [PATCH 3/5] BUG: bug creating regular lat-lon coordinates --- nes/nc_projections/latlon_nes.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/nes/nc_projections/latlon_nes.py b/nes/nc_projections/latlon_nes.py index 32756f1..02ac978 100644 --- a/nes/nc_projections/latlon_nes.py +++ b/nes/nc_projections/latlon_nes.py @@ -143,7 +143,7 @@ class LatLonNes(Nes): else: lat_orig = kwargs['lat_orig'] lon_orig = kwargs['lon_orig'] - n_lat = kwargs['n_lon'] + n_lat = kwargs['n_lat'] n_lon = kwargs['n_lon'] # Calculate centre latitudes -- GitLab From 056fb663099e51156e53e1788ead43d5d4ecb0db Mon Sep 17 00:00:00 2001 From: ctena Date: Thu, 16 Feb 2023 14:26:21 +0100 Subject: [PATCH 4/5] BUG: bug while getting the read axis limits --- nes/nc_projections/default_nes.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/nes/nc_projections/default_nes.py b/nes/nc_projections/default_nes.py index 7f67bc3..5520c91 100644 --- a/nes/nc_projections/default_nes.py +++ b/nes/nc_projections/default_nes.py @@ -807,7 +807,7 @@ class Nes(object): else: idx['idx_y_min'] = self.get_coordinate_id(self._lat['data'], self.lat_min, axis=0) if self.lat_max is None: - idx['idx_y_max'] = self._lat['data'].shape[0] + 1 + idx['idx_y_max'] = self._lat['data'].shape[0] else: idx['idx_y_max'] = self.get_coordinate_id(self._lat['data'], self.lat_max, axis=0) + 1 @@ -827,7 +827,7 @@ class Nes(object): axis = 1 idx['idx_x_min'] = self.get_coordinate_id(self._lon['data'], self.lon_min, axis=axis) if self.lon_max is None: - idx['idx_x_max'] = self._lon['data'].shape[-1] + 1 + idx['idx_x_max'] = self._lon['data'].shape[-1] else: if len(self._lon['data'].shape) == 1: axis = 0 @@ -1037,7 +1037,6 @@ class Nes(object): Dictionary with the 4D limits of the rank data to read. t_min, t_max, z_min, z_max, y_min, y_max, x_min and x_max. """ - if self.balanced: return self.get_read_axis_limits_balanced() else: @@ -1060,7 +1059,6 @@ class Nes(object): 't_min': None, 't_max': None} idx = self.get_idx_intervals() - if self.parallel_method == 'Y': y_len = idx['idx_y_max'] - idx['idx_y_min'] if y_len < self.size: @@ -1150,6 +1148,7 @@ class Nes(object): min_axis = 'y_min' max_axis = 'y_max' to_add = idx['idx_y_min'] + elif self.parallel_method == 'X': len_to_split = idx['idx_x_max'] - idx['idx_x_min'] if len_to_split < self.size: -- GitLab From 49bd2b28562ea2c2dc6ec1e7fb1ea959ec7f8153 Mon Sep 17 00:00:00 2001 From: Alba Vilanova Date: Thu, 16 Feb 2023 15:24:22 +0100 Subject: [PATCH 5/5] Remove imports from tutorial --- tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb | 16 +++------------- 1 file changed, 3 insertions(+), 13 deletions(-) diff --git a/tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb b/tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb index 1effade..1895099 100644 --- a/tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb +++ b/tutorials/6.Others/6.3.Plot_PcolorMesh.ipynb @@ -15,9 +15,6 @@ "source": [ "from nes import *\n", "import matplotlib.pyplot as plt\n", - "import cartopy.crs as ccrs\n", - "import numpy as np\n", - "import xarray as xr\n", "\n", "%matplotlib inline" ] @@ -43,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -52,12 +49,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -75,13 +72,6 @@ "\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { -- GitLab