{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Regrid data\n", "This code shows as simple way to:\n", "- Read in a .nc file using xarray\n", "- regrid data using xesmf\n", "- calculate gridcell biases & RMSE, averaged over months\n", "### -- NOTE: information around coasts is lost with this approach --\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import xesmf as xe\n", "import numpy as np\n", "import pandas as pd\n", "import esmlab\n", "from ctsm_py import utils\n", "import warnings\n", "\n", "# some resources for plotting\n", "import matplotlib.pyplot as plt\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# supress Runtime warnings that let you know when code isn't too efficiently\n", "warnings.simplefilter(\"ignore\", category=RuntimeWarning)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "file = '/gpfs/fs1/work/dlawren/obs_data/WECANN/WECANN_v1.0.metadata.nc'\n", "ds = xr.open_dataset(file, decode_times=True) #time 2007-2015, no coordinates provided" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Regrid example from xesmf\n", "https://xesmf.readthedocs.io/en/latest/notebooks/Rectilinear_grid.html\n", "#### Modified here to target resolution for CLM" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/glade/p/cgd/tss/people/oleson/CLM_LAND_ONLY_RELEASE/CLM5/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist/lnd/proc/tseries/month_1/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist.clm2.h0.GPP.185001-201412.nc\n", "(96,)\n", "\n", "array([2007.0416, 2007.125 , 2007.2084, 2007.2916, 2007.375 , 2007.4584,\n", " 2007.5416, 2007.625 , 2007.7084, 2007.7916, 2007.875 , 2007.9584,\n", " 2008.0416, 2008.125 , 2008.2084, 2008.2916, 2008.375 , 2008.4584,\n", " 2008.5416, 2008.625 , 2008.7084, 2008.7916, 2008.875 , 2008.9584,\n", " 2009.0416, 2009.125 , 2009.2084, 2009.2916, 2009.375 , 2009.4584,\n", " 2009.5416, 2009.625 , 2009.7084, 2009.7916, 2009.875 , 2009.9584,\n", " 2010.0416, 2010.125 , 2010.2084, 2010.2916, 2010.375 , 2010.4584,\n", " 2010.5416, 2010.625 , 2010.7084, 2010.7916, 2010.875 , 2010.9584,\n", " 2011.0416, 2011.125 , 2011.2084, 2011.2916, 2011.375 , 2011.4584,\n", " 2011.5416, 2011.625 , 2011.7084, 2011.7916, 2011.875 , 2011.9584,\n", " 2012.0416, 2012.125 , 2012.2084, 2012.2916, 2012.375 , 2012.4584,\n", " 2012.5416, 2012.625 , 2012.7084, 2012.7916, 2012.875 , 2012.9584,\n", " 2013.0416, 2013.125 , 2013.2084, 2013.2916, 2013.375 , 2013.4584,\n", " 2013.5416, 2013.625 , 2013.7084, 2013.7916, 2013.875 , 2013.9584,\n", " 2014.0416, 2014.125 , 2014.2084, 2014.2916, 2014.375 , 2014.4584,\n", " 2014.5416, 2014.625 , 2014.7084, 2014.7916, 2014.875 , 2014.9584],\n", " dtype=float32)\n", "Dimensions without coordinates: time\n" ] } ], "source": [ "variables = ['GPP']\n", "# --- CLM5 w/ GSWP3 ---\n", "model = 'CLM5_GSWP3'\n", "pattern = '/glade/p/cgd/tss/people/oleson/CLM_LAND_ONLY_RELEASE/CLM5/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist/'\\\n", " 'lnd/proc/tseries/month_1/clm50_r270_1deg_GSWP3V1_iso_newpopd_hist.clm2.h0.{var}.185001-201412.nc'\n", "file = [pattern.format(var=var) for var in variables]\n", "var = variables \n", "print(file[0])\n", "\n", "# Time slices are not identical, get the last 8 years of data from CLM simulation\n", "years = 8\n", "months = years * 12\n", "ds0 = utils.time_set_mid(xr.open_dataset(file[0], decode_times=True), 'time').isel(time=slice(-months,None))\n", "print(ds0.time.shape)\n", "print(ds.year.isel(time=slice(0,months)))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# assign coordinates to time \n", "# also flip longitude 0-360 & sort by ascending values (as with CLM grids)\n", "# I don't think the lat-lon manipulations are really necessary, but it makes life easier\n", "\n", "ds = ds.isel(time=slice(0,months))\n", "ds = ds.assign({'time': (['time'], ds0.time),\n", " 'lon': (['lon'],xr.where(ds.lon<0, 360+ds.lon, ds.lon))})\n", "\n", "ds = ds.sortby('lon', ascending=True)\n", "ds = ds.sortby('lat', ascending=True)\n", "ds['time_bounds'] = ds0.time_bounds #needed for esmlab if we want to calculate climatologies\n", "dr = ds.GPP\n", "dr.isel(time=0).plot(robust=True);\n", "# how does WECAN provide negative GPP values somewhere?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### -- Output grid -- " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
<xarray.Dataset>\n",
       "Dimensions:  (lat: 192, lon: 288)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n",
       "  * lon      (lon) float32 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.25 357.5 358.75\n",
       "Data variables:\n",
       "    *empty*
" ], "text/plain": [ "\n", "Dimensions: (lat: 192, lon: 288)\n", "Coordinates:\n", " * lat (lat) float32 -90.0 -89.057594 -88.11518 ... 89.057594 90.0\n", " * lon (lon) float32 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.25 357.5 358.75\n", "Data variables:\n", " *empty*" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_out = xr.Dataset({'lat': (['lat'], ds0.lat),\n", " 'lon': (['lon'], ds0.lon)})\n", "ds_out" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwrite existing file: bilinear_180x360_192x288.nc \n", " You can set reuse_weights=True to save computing time.\n" ] }, { "data": { "text/plain": [ "xESMF Regridder \n", "Regridding algorithm: bilinear \n", "Weight filename: bilinear_180x360_192x288.nc \n", "Reuse pre-computed weights? False \n", "Input grid shape: (180, 360) \n", "Output grid shape: (192, 288) \n", "Output grid dimension name: ('lat', 'lon') \n", "Periodic in longitude? False" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regridder = xe.Regridder(ds, ds_out, 'bilinear')\n", "regridder # print basic regridder information.\n", "# NOTE: [from xesmf], Data arrays should have (lat, lon) on the right. \n", "# If not, use DataArray.transpose or numpy.transpose to preprocess the data.\n", "\n", "# Note this is also a pretty quick and dirty job, not sure how coastlines are bing handled?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/glade/u/home/wwieder/miniconda3/envs/python-tutorial/lib/python3.7/site-packages/xesmf/smm.py:70: UserWarning: Input array is not C_CONTIGUOUS. Will affect performance.\n", " warnings.warn(\"Input array is not C_CONTIGUOUS. \"\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dr_out = regridder(dr)\n", "dr_out.isel(time=0).plot(robust=True, cmap = \"viridis\");" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ds0.GPP.isel(time=0).plot(robust=True);\n", "## -- looks like we lost the coastline in this regridding..." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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QScGLfx6i42zf93nAY7HJrk7odIiFRyPhFFZCnn/qomkSxrIp+JbNc5ITGZuGggcOjF4Uqy82I8SxZd3WeOtErLntugumAfjh/tFZt/nGEyf51S/8iHf+1f3M58teD4fLn/k0eeKEr/1VvcFKwEt/kfTBbzLLkqcWxNq6aA6REXKjfX/fPBfMJNg6ESMW1pZNybdsnpOcyOh7yL0HRs/17ovNCHG8KTYr/v2dU3G2TcRGat1m3+k8IrDneIab/uKHPHk8691giou8OPs9/jX+MxCbWNn+8veCqvOu0F2eWmBzuTKhgJCOW6u26wCB0XCjPXJoiWvOnwJYsWz8AIHnHI2GarbUuPeZ0blfOPhiM0Icb2PZiAjXXTjFvQcWqI9Iot2BuTzb0zG+9CuvpN5Q/Oyt9/DYUY86Ty4e0D8mX7J6++T52Dv/D94S+IHnazYzqQiBwOpyOXrNxvsbeq3eIFeuNQMYYpYJEBiBsfn0x3yhTLWu2DQW4ScnsyyNWL8kX2xGiGPLJaaTVjNk1+G6C6fJlKrsOZ7xaGSrOTBX4PzpJC/aPs7tH7iOUrXOt35yuvuJLlBb0GITnt595s7pi5iUnMduNJNjU5iHBz8DJtAjGhoNN5rT5iAV1e6zhBMgMILtD3w641g1b37JNpTSte5GCV9sRohjy/Yqq8bhlc11G++/PI2G4tn5AufPJABdNn8qYTVDfIdN4dQzAMQ3XXDGvmAkSZwytofrD6ezpi7avZ+Ar/8mHH0IWKlI7XWUYc5eLTZORWo/QOC5x/FlLTZvuHwzsXBw5FxpvtiMEMeXS2wdP1NsZlIRXrApNRJBAiezNqVqnfNnks1t08mIZ2JTmzvAaTXBVHrijH2hWIqAKGrlkgcj08zny8ykovD0nXrD098AdJ5NQ0Gl7u26jRMim4rqAqaBgBALB/0AgecgTnDAzsk4V+1Kj1yQgC82I4JSSotNG8sG4NoLpnjw4KLnBRIPzOkQ7AumE81tM6kIcx5FpcnyQQ6r2TOSJgEClh5jveJNA7VavcFCocIF4UU4vQcQ2PtNACIhU7fN4yCBbEmLylh0pdtIIhL0LZvnICczNlYowGTC4toLpnj6VH4kokUdfLEZEZaLVYqVOtvS7cVm60SUcq3huZ//wLy+cbdaNjOpCPMeWTaR3GEOqdkzQosBsHQV6EbZmxyl+XwFpeDFpfv0hpfdrEVn+XBzId7rkjW5NZYNd/w2H1d/6q/ZPAc5nrHZMh5FRLjWRBfeN0LWjS82I4KTY7Nt4swZOkAyom8GXvetPzBXIGEF2dRS68uxbIa+/lArE7dPcUTNMpmwztwf1mKjKt6IjZNjs3vxbpi8AK79gN7x9J3NIqFeTx5WrdnUq/DoP3KROuSXq3kOcmK5xJZxff940bZxkpHQSK3b+GIzIjTDnscsWDoIz3xbVzA++jAASePmcG4OXvHMXJ7dM4lVnS9nkhEqtQbZYY9t+QiCYsnaRijY5qtsaetLPBKbuVyZGDZTc/fDxTfA9EVadPZ+YySKhEKrZROCw/dBOUMc2xeb5yAnMnZzzTcUDPDyXemREhtX20L79M7x5RIT5LjsK6+F5YMrO8a2wa8/Ssq0FB4Fy+ZlO9OrtjmlWOZy5VWdMl1nSRccLCS2t99v3GhUvbJsylwX2EOgXoaL36A3vuBGeODTJF+i21h7nWuzYtmEYZ8OYogp26+N9hyj3lCcytpcET4Ej+2DF7+day+Y4jt753RE5Fh7j8kw8S2bEeF4xuYj1t8SyB6DN/4J/Mc74M23QvYY/OT2FsvGuwJ7drXO8UypGfbsMJNcEZuhsnQQgOrYzvb7jRtNqt5Eo53Olnlt4EeoSArOu1ZvvPgGqFfYNKfXcTx3o5VrREIBrFCgGTEXUSV/zeY5xny+TK2huOHI/4Tbfw0aDS7ZPAbAocWix6PT+GIzIswe/gZvCtyLvOZ3dNXiXdfpgpKT58N9nyLpWDYeutGenS+g1OrgAGixbIYd+bJ0EBuLyMSW9vtNNFqg6s0/2+lsideHfoxc8DoImTWl866B6DjTJ74DjIJlU9VWzcIzMP80pLYSQFGtjMYNyqc3ji+XOE9OsWnpEaiVIH+SaTMJ9Cp4Zy2+2IwC+dP83Kn/yTPhF8B1v7GyPRCAV7wPjj7I5OKjgJ6JeoUT9nx+S9gzjQbbH/8LdsmJoVs2avFZDjdmmFnPRWDEJljzxo0WmX+CGZa0NeMQDMOFP83E0e8gNDwXm6xd02HP+/5Vb7jsLYB361w+G+NExuYtgbtXNiw+y3RKT3C8SktYi6tiIyI3iMheEdkvIh9ss19E5M/N/sdE5Mpu54rIpIj8m4jsMz/TLft+1xy/V0Te0LL9u2bbj81j1s333RdKwdd+g4gq8U87PwTBNctoL3knRMZIP/4ZwFvL5sCcE/bcIjZ77yB290d5S+ieoYtNfeHAujk2QNONFqx540Z7yeIdNBC46PWrd1x8I6HSPC+RZ0YgQKBGKhaGp78J0y+AzZfrHb5l85zixHKJtwZ/QH3ClG1aPMBk3ELkeWDZiEgQ+ARwI3Ap8Asicumaw24ELjKPW4BP9XDuB4G7lFIXAXeZ55j97wAuA24APmmu4/AupdRLzMObQl7tmHsKnvoa/2/1LYQ2v/DM/ZEUXPluwntvZzMLngYIHJgvsGU82mywhVJw9/8AYEc4P1yxUYrA8iEOq03tc2xgxbKpD1ls6jW447f5D/a/8OP0GyAxvXr/jpcDcGHgmOeWTc6uMmtV4OAPdRBDU6ALnicQ+/RO8Oj97AycJvDq34RACBYPEAoGdCmp/GgU5HTTsrka2K+UOqCUqgBfBG5ac8xNwOeU5j5gQkS2dDn3JuCz5vfPAm9u2f5FpVRZKfUssN9cZ7QpzAHwI3Ux29apHsDVv4yg+CXrW96KzVx+tVXz7PfgmA7N3hzKDddcL8wTqBW1ZTO2jtgELeoECQ9TbOws/MM74IFP85e1N/H9S3//zGOsFABxyt4HCNg1Xt74MTSq2t1nwsVHYWw+vXPhia9RIoJc9laYOK8ZqTmdjIxMFQE3xWYbcKTl+VGzrZdjOp27SSl1AsD8dFxi3V7vb4wL7fekNUmkBRG5RUQeEpGH5ubmur2/wWDrSs45FV9fbNK74JI38XOBu8iVvIlGU0o1qz03+cGfQnIz7HgFM5IZrmVjItEOq1lmkuu40USoBGJYjSGKzVdugWe+zdJrP8Yf1d7Flon4mceYkOwE9gi40aq8tPQARMdhxyua1mBcbAoehz8/dTLLJ76z39MxPCeo2rw09x0eiv8URJI6qMi03ni+iE27G/pau3y9Y3o5t5/Xe5dS6kXAq8zjF9tdQCn1aaXUVUqpq2ZmZrq83ICwdeOxDPF166IBsP3lTJCnYueGM641zOXL5Mq1Fcvm6EPw7PfhlR+A8e2kVWa4X2ojNofUpvUtG6AajBIepticfAxe9HaeOe/tAGxqF7wQiqIkQEzKI+BGq/GCwgNwwev0emGLEJY8Tuz80kNH+fideyn4Ydid2XsHCVXgyZk36eeT58Pis6AU00nreSE2R4EdLc+3A8d7PKbTuaeMqw3z01l/WfccpdQx8zMH/D2j5F4ra7HJqTibxzskXkXHAVBFb5qUNSPRnLDnH/wPiE7Ay94DiVlS9SUW8uXhNXgzboJMZMsZ/X9aqQVjRBr28ErplJYgMc3JrC5Vs6VNFW9EkHCCVMBbsanVG1QqZcaq8zBzid7Y4kbzulvnsSU9SRiVm6VDo6H4P7/4CA8fWvJ6KAA0HruN42qS4laTy5Xere8rxcVmRXavW1mAu2LzIHCRiOwWEQu9eH/7mmNuB95totKuATLGNdbp3NuBm83vNwNfbdn+DhGJiMhudNDBAyISEpFpABEJAz8DPOHGG94Qxo0WS050vGkS0QlayvamBfOqsOdTT8Ler8M1v6rN9sQ0kXqBsKqwOKzugEsHWQ5OMZ5KdTysHowRRXcwdJ2qDdUixNLNRlab1w3LjpMKVDwVm3y5RhpTETsxZcbluNHKnlcRcOoFzo/IArfDfKHMP//4OHc8fsLroQBQn9vHI40L2TRhJoKT5+ufiweYTkWwq42RqOLtWrkapVRNRD4A3AkEgb9WSu0RkfeZ/bcCdwBvRC/mF4H3dDrXXPqjwG0i8l7gMPB2c84eEbkNeBKoAe9XStVFJAHcaYQmCHwL+Cu33nff2FlKEmNTOtn5OGPZSNmbbp2HFguEg6LXlb78Ub3IffUtemdSL5s56zYz60WHDZKlg5wIbF4/7NlQDyX02kitrrPk3aRkZrqxNCdP2UTDAcZi6/yLWQmSgYqni/DZUo20GLdsfI3YjEB9tBWxGS3LZsGIn5MK4Dl2hqzawRaniG+L2MwkdcLzfK7cTAz3CldfXSl1B1pQWrfd2vK7At7f67lm+wLwunXO+QjwkTXbCsDL+h370LAz5ImvW+25iRGbQMWbNZuFfIWpRITAqcfhya/C9b8D8Um9M6HFZprM8CLSlg5ysHFxV2Grh2PEJYtdrTMWdbluW4vYnMjabBmPsU4sCoQTJKTsaYBA1q4yJcZSdsQmvLJm46VlU6zUmlbywohZNs64DsyPRuJroJIjR5wrHZdteicgsPQs01tfC2jB3jWdWP8iQ8CvIOAxqpxhqRFr26FzFUZswlVv3GiLhYou4//dP9JjueY/r+xM6mCK6WFFpFVtVPY4+6vT6+fYGFQoTowy5WHc1B2xiU9yKmOvasNwBlachNieutFydo00jmVjcoECQRqhqI5G83DNxqmCDiNo2RixObJYpFzz2D1VrxKs2+RUbMWyCUVgfLt2oyV1FYFR+Ax9sfGYamGZrIqv2zStiVmzCVfzniz2LRQqXGUdhL13wLW/BrGWNsyOZTMssVk+jKB4pjbTMRINQIXjxBnSQnxpUf+MpTmRsdsHBzhYCc9zWXJ2lcm1bjSAsB5b0cOxHVkaXbFZNONpKDi84HGlBbOGWw4mm5XhAZjcbdxoTt1C761DX2w8pl7UYrPuQrKDsWySqkC5NnzXy2KhzDvyn4dYGl7xK6t3JrRlszWYHY7YZHQ61VE13XXNBitJXIaUz2Ism0ZkgtM5u33Ys0N4iBbXOuTsGpNNy2ZyZUdEf2ZeVn52ItGSkdDIudEWWoJgnpnz2JVm1nCD8fHVLtv0blh8lsmELlkz9IrsbfDFxmOknCVHnLFufWDCUeoSJiVFTxqo7cg/waWF++G6X4fo2BljIzLOdis/nDUbUyQyT7yrG00sY9kMw91hxGZRJanWVbNrYlusBDFlD2dc65Czq6QlRyMyrguEGsRKkKDsaQTTseUS4aBwyebUyBSSdFgoVIibtt5Om3TPMJZNJDGxevvk+VCcJ1TNkY6PRq6NLzYeE6hkyao4iR4iRWrhFGMUh16yxq7Weaf6OnZoHF7+y+0PSs7okjWmFbKrmP40JayuAQJiJYhJBbsyhMoLpSUIhDlZ0jeijpaNlSDqceJkzq4xJVmk1YWG/sySgTIlDwMEji2V2DIeY3ZsdDLgHRbzFbZNxJhNRZopAZ5h8vSC8TZiA7D4LDPJyEgU4/TFxkuUIlTJkyNOwuqQY2OoWWOkpDj0ys9LC6d4feAhDm3/GZ1X047ELDOSGU5OhOlPU1KRrm60QERH4FRLQ7gpFBdNJJr+x+5o2YTjWA2PLZtyjSnJI2sLhVoJUuK9ZbNtIsZ0MjJybjQnWOb8mYT34c/GsgnE1ngbHLFZ0q0GRkGwfbHxkppNQFXJqTjxHiwbFdGWTa483Ppojce+TERqLFz09vUPSs4w0VgeUjSatmzqoej6eSyGoBHH2jDK/JSWdI6NqR7QsSKElSSibGwP10VydpXpQG51cACAlSQhZU+trmNLJbalY0wlImRKVSoerFOux3yhzFTS4vyZpOfhz8okhYfiq1u1k96lfy4eMPXRvBdsX2y8xHxRssRJWj2kPEXHPbFsxp76R/Y0dmJtu2L9g0zJmkyp6n44qOlPM5ZMrZ/HYghGtWVTs4cwAy0tQXySk5kSwYA0OyW2xdQgE4967YBunDYpuZXqAQ7huAl99kYIK7UGp3K2tmxMA7ChVabogcWCzjk7fzrBctlVj3IAACAASURBVLHq6diqBV2+ykqucaNFkpDc1CI2vmXz/MZeqYsWj3R3o0l0fPhrNqf2kFp8gi/Vr9d5NuuRnCVay2FRdX8WVS3RIEA61T1JLRTVlk19GM3ASsumVE2Z2VSEYKCDELb0jfGKXKnKuMq2sWwSxCh7VkHgZMZGKZqWDYxO+HOt3mC5WGUyYXGBqRPopSutYsQmujZAAExBzoNMJyMUK3XPC5r6YuMlxrIpBhOEg93/FMH4hLZshvmleeQL1CXEV+uvZKrTTN2EP08xhPDnagmbyPrtoFsIxfQNQZWHYdksGjdaqbMLDZoFL8MNm1rdGxdRtZTFotpebFTJswoCR5f1xGD7RIyZEWttvFjUEyntRtOTHS+DBKrFZYoqQirRJqcrbXJtUqMh2L7YeImJka+FOheTdAjFtWUztNDnWgUe+yL7068iHxzXverXIznExM5qkRJW9xwbwIrqz7ZRHsINwVmzydjd86aMG02HZXsjNkHbJKHG1wYIJIkqm9KQ1wYdnBybbelY0xU5KkECjstsMmGxPR3HCgZ4xsPw53pxmRyx9qWYJs+H3HFmo/r75YvN8xlj2dStXsUmTVzKFIpDCC8G2HcnFBe4J3UD6bjVeX1kiFUE6pUSJRXummMDEDJrNk5ujmusqfjc1bIJrxS89KpkTbgpNmstGy2Edbc/s3U4tlxCRLdncKxpr2+UDotG9KYS2k26cyruqWXTsLPk1Dp5epO7AdjSOAnAXM5bwfbFxkvMmk3dGu/teFOyploaUk+bx78MyU3cKy/tvF4DQ62PVi7lddhzl1I1AGLcVbi9ZmPrv4kdHqNQqfdg2ayU8vcq6itSMd+jNqHPgPuf2TocWyoxm4pghQIkrCDRcGAk8kRgpXrAlKk55nn4s62TwlPtvA5pLTbTNd0KwWvB9sXGS0xCFpHeLBunZE1jWA3Ussdg9lLmi7XmP9e6GMvmPCvPXN5dy6tqF3p2ozmzdKouzz6L2kpYamhx675m47jRbE+KOVbrDRI18z1qLVUDzfUk163BdXBybABEdFTfwohEoy2YG7Yz+Tp/JsnhxaJn626BSpacWseNlt4JwFjpGOCLzfMbO0OdAMFol142DtEhN1Ar5yGSZKFQYTLRxYqw4mAl2RrOue5fb5SLlIiQ7mZtQXOWLlWXQ4xNqZr5uhaRrpZN041WplQZ/o0qb7f2sllj2TQj5Yo0htV5tYWjSyW2pePN51MjEroLes1GBNJxIzbTCap1tapw6DAJVnJk17Ns4lNgJQlmDpOOhz2vj+aLjZfYWQqSIBHpsc+KsWyctR7XqeTBSrGYrzDVy409McOMZN2PlquWKKtwsz5VR8xN3fUQYyM2J6r6Jtmx4jOscqN5UUUgZ3JsGhI607JuaaA27KrUjYbiRGbFsgGYSVojkZQI2o2WjlvNsPbzPQ5/DtfyFCXRvsuviE7uXDrITMp7wfbFxkvsDDl6y7EBmms2gcqwLJss9XCCXLnWfc0GIDnLNMuui43US5SIEOvURtshGKJKiGDN5fUHIzbHbW3RdF1PMm60mEcBAlm7yiRZKpG0vimtGpu+gcalTGHI4c+nc7qF9/aWlhujkpQILX2dDBd4HP5s1fKUQx08IxM7YfnQSFQR8MXGS8q6CGfP7VqNZRMaRrdOpaCcpyT6n77rmg1AQpescTt5LFCzKWG1n821wZYowZrLEXyml83BUoTJRA9jMxZXAm8CBBzLph6dOnNnq2Uz5LEdMzk2rf2dppIWi4WKJy69tSzkV4vNRNxiMmF5U/25VsFSZaqdUieMZTOd8L4+mi82XmJnyTRixHspVQPNNZtQdQhiU7NB1SmgZ+o9udGSs4w3ll3v8BislSipCNFwb1/fciBGqD4EyyYQ5khOOld7dgiGaAQjxo02/DUbp3GaWhscAE2rK8Hwu3UeNWsf2ydWWzb1hmK55E3eTysLhXKz+6XDzqk4h7xoolZ2olk7ic1OqBbZGS16HtHni42HNOxlMipOsk83WqQ+BLExGfc5pW+cXQMEABKzJOoZbNtdKyLYsLH7sGwqgRjhxhACBGJpTubKbO4hJBt0F1Gv3GhOS+gzKj7DKjfasKsIHFteSeh0mB6hXJu1bjTQE7HlogdCaNZulTW2/jGmIOeu4ByFSt2zqhDgi423mBj5ni2bQJBKMEG8MYTe58ZVl23of/re1mx0rk2ksuhq6+pQvUxFIj2V+AGoBqJYDbfdaEsr7aAnugQHOIQTJGRILavX4Fg2wbZis+JGG3Z9tGNLJdLx8Kr/CceF6/XMvFZvsFSsnjHxGo9ZZLywupzUibXNDFuZ0OHP2zgFwLyHiZ2uio2I3CAie0Vkv4h8sM1+EZE/N/sfE5Eru50rIpMi8m8iss/8TLfs+11z/F4ReUOb17tdRJ5w471uCDtDTsVI9GrZAJVwijEK7rs3jGWzVNP/WL1Fo+lcm7TKuNe6ulEnpCrUgj24qgy1YAzLbcumuEgjOsFiocKWXtxo6C6iXlk2+ZJNWvKEUzNn7gzFUAgJDyybExn7jEi+Gcey8TjXZslYL2vdaBPxMMtFD8ZmUiBkbS+bVibOA2DWJHZ6WWPONbERkSDwCeBG4FLgF0Tk0jWH3QhcZB63AJ/q4dwPAncppS4C7jLPMfvfAVwG3AB80lzHGc9bAY87HbXQaCCVPFkSPXXpdKiHU6Sk5H6bgYr+qBaqYYIBYbxb22pYVR/NtYg0ky9TC/QuNtVgfAiWzTJ2WAdwdE3oNDjtl73Is6kVdEBDsJ3YBAKocIy4B2s2mVL1DCu66Ubz2LJprYvWykQsTKFSH3rPnWYvm1ibis8OVhySm0mXva8i4KZlczWwXyl1QClVAb4I3LTmmJuAzynNfcCEiGzpcu5NwGfN758F3tyy/YtKqbJS6llgv7kOIpIEfhP4sBtvdENUcgiKrIqR6NWNBjQiY4xRcL+BmrFs5qth0vEwgU7l8h1M5edpMu5FpBmxafRh2dRDMWLKfTdaPqAXarf26EaTiG5S5kWejSrM61/aBQgAKpwggU1xyFZXplQ9oyHeeExPeBYK3oqN8/pniE1cT8SG7UqrFbXYhBNdyl2ldxIvHgG87QvkpthsA460PD9qtvVyTKdzNymlTgCYn7M9vN4fAn8KdAwZEZFbROQhEXlobm6u06FnT7NxWn+WjYoMqTW08QefssPNniJdGYZlY5qNNUI9rouYY6O4LzYZeixV4xCOe7ZmQ3FB/1xbPcAgVpKYlCkOuQdKtlQ9o/RKICBMJSxP1xtgpfL02v+HcVNNIFMa7vjsvM7tshLpzgemdxHO6lujlz1t3BSbdlPhtavG6x3Ty7k9vZ6IvAS4UCn1T13ORyn1aaXUVUqpq2Zm2rgXBklr47ReMuENQ2ugZtxoJ+1wb8EBAFaSejDKtGTcc784lk2od8umEYoTo0zdrTyNWhmqBRbqWmy29Co2lndiE7T1jeqMis8GiRjLZsgBAlm72tZlOwqJnYtrinA6TJjxLg05Iq1S0BPWWKqDGw1gYieSO0aY2nB7Ya3BTbE5Cuxoeb4dON7jMZ3OPWVcbZifp7tc61rgZSJyELgbuFhEvruhdzRIjGWTI9Z7UicQiI0Pp4GacaMdLwWZ7CWhE0CEWmzaiI1bbjRtnPZl2YQTum+MWzd1Uz3gdC3GeCzce3ShlSAmZezq8NdsrLJj2awjNlaCVGC4AQLlWh272mhbLn8qaXkeILCwpi6ag/N82OHPNadxWrzL/0J6F6Ia7A4vetZ9FdwVmweBi0Rkt4hY6MX729ccczvwbhOVdg2QMa6xTufeDtxsfr8Z+GrL9neISEREdqODDh5QSn1KKbVVKbUL+CngaaXUa9x4w31h3FRZlei9XA0tDdTc9g8by+ZYIdhbJJpBxaeZwsX6aMaykXDvYkM4TkSq2GWXZsZOqZpytHerBiCcIKa8iUazyk7F5/Zig5UgKWUKQ7w5ZUv6O9OuSd9MMjICAQJlJsz6USvOms2wI9IapQxZ1ull04qp/nxReMFTN1rvU+o+UUrVROQDwJ1AEPhrpdQeEXmf2X8rcAfwRvRifhF4T6dzzaU/CtwmIu8FDgNvN+fsEZHbgCeBGvB+pZR3Mt4Nx43Wp2VjJSYJSQO75HJgXTmHCsdZzDV6d6MBxKeYlGc4PkpiYzLiy6U8jCUGPyYjNkfsKFsm+xAbK0HMg2KXAPHaEnYgQTS0zt/WSgy9107W1hOodS2bfBmlVOcmfi6ykK+0bY0+7lGAgLKz5FW8fXuBVkxi5+7gPEfPRbEBUErdgRaU1m23tvyugPf3eq7ZvgC8bp1zPgJ8pMN4DgKX9zB092m60RK9FZQ0hOI68qRmFgddo5KnYep39WPZBJIzTMojrls2zT41PSAmSbFSygGbBj8m08vmQMFi9/n9iWCIOtXKkDqvtpCoZSjGJlhXGq2kKVczvJtTtrS+2EwnI5RrDQqVel+Ts0Gy0KZ6AEAqEiIYkKG70aScIUeM7bEun0dqCwQtdgZOs/ccdaP5dKLstIQe62umJjEtNvWSy20GynnqIX2T7qlUjSGUmmaSHHnbpX88IzaBfsQmkjSnumQNGsvmcDHSc0In0CzGqYbcEbNabzCuspStDlFMppTOMH38jmXQbqY+Crk2i4X2rTZEdB7a8pCj0QKVnG4J3c2yCQRhfAfbOH3ORqP5dMLOUBULy+r9Rg5AxHTrdLs1dDlHJWgsm14DBIBAYoaoVI0V4QImQCDYh9gEI/p9VN0akxGbZZK9hz1DsyxMwO0uomvIm4rP1Uj7HBtAu/iUPdQAgawJ5x9vM1NvlqzxMCKtXV00h4lYeOiWTaiaoyBxIqEebuPpXWxRJ4e6BrcWX2y8ws5SDCT7dwmYNgPK7QZqlTx2wLQX6GfNxqm15eRxDBrTKiAY6V9s6rZLN/XSEg0JUSDac0In0CI2w7VscqZLZz3aSWySWFSwy8ObrXdyo6WbuSzeVH6uNxRLxTVrNkrB0Yfhrj/gdcEfDV1srFoeO5jszTOS3slM7dS5GSDg04VylqL0F4kGNIvuSdnlBmrlHCXRwtZvgABAwCWxqZcLBOnPsgmZttv1sltutEUq1jiUpD/LxrRfliGLzULe5oVkOZVYJxINmmtijSG6+JoBAm3cQk7is1d5IkvFCkqZiZdS8L2PwSOfh4xOlvy5yGX8RujlQx1TpJ6n2qlxWivpXSQbWQLD6vLbBt+y8Qo7Q04SfZWqAZqWTdDtBmqVPAViiOgGUT1jMtLDtjtiUytr68SK9i424ZguI1Mvu2fZFIN6EtBX6LPltKwerticWlgiKlWiEx2CJczYnBD4YZApVbFCgbatI5xitcOu1eawqi7age/Ad/87TJ4Pb/4UXHwD6cbScC2bWgVLVaiGO/SyacVUf56orE11HB6+ZeMVdpY8sb5K1QDNnjbhqtuWTZ5cJLKq33pPmNlyqOxOtFytXKShLKJ9iHQ4pmd/yjXLZomcpPpL6IQVsam7XJF6DcvzuihjKt1JbPRnJpXhrSdlS7V1F7ud/xOv+rE4gQlTSQvu/YSucP6uL0EoAiefYGz/d8lUhhggYDwbjU6N01ox4c/T1ZOehY/7lo1X2BmyfZaqASAcoyYhwjWXZ5yVPJlGtD8XGjQtm2jVHbFplEt9tYQGsIxl0yi7ZEEUl1hUif6sGmi60ax6aagtj+XkowDEtly8/kHOelJteGPTpWrai7XjAfDKjeY0ddtVPwz7vwVX36KFBiC1Cath0yjnqdaHVA3CaZzWqZdNK2O6TOQ0i+61/+iCLzZeUc6yVO8voRMAEcrBJFE3xaZRh2qRpVqEyX5caACRFDVCxNwSm2qREpG+cpMss2aj3Ir6Ki0xX9uA2DhNysQe6g1g8/w92kW6vcMagxHCODa5Qd/glYLHvgTl1a7gbKm6bjZ8MCDEwkHPFriPLpUQgU17PgOhGLz8vSs7k9pCnJXlZpCD6xjLRiJd6qI5mDYE4xQ8K1nji41X2FmWG7H+3C6GaihFTBWouTWLMn765XrkjHLvXRGhEJogWXNnIbJRLmIri5jV+1c3EndcQi5ZNqUlTlVjvXfodDBiE6M8vCoCSnFJ/kGeir0Ugh3yM4wbLSH24MvSLx6Ar/wn+O5HV21uV/G5lUQkRN6jNZtjyyVemCwRfOI2eMk7V7dmMGIzwzLLwxIbU4EkEO/RsgmGqQVjjEvBM8H2xcYLahWolViox0j2G40GVN3u1mlmnEt1a0PZ2qVwmmTDHbFRxrLpx40WscKUlIW4YdnUKlAtcKIS6y+hE5pik3CzSOhaFg+wqXGKI+lrOh/X0hp6YdC5LXlTO/ehv2lWXwCdZ9Opzlcy4qVlU+SXrG9BvQrXril64oiNZIZWH61S0J6DcLxHywaoWuOMU6Dg0bqXLzZe0CzCGSO+gZt5wxojJSX3GqiVnS6dEVLdspPbnW6lmVAZd0r6V0vYfa7ZiAglIgTciPoywpwn1l/YM0AoikKIyfCKcVaf/hYAma2v7nxg08VXZmHQlo0TFl8twP1/2dycLa1Zszn5BHz/482ncSvkmdjMLS5zg/11eMEbYeqC1TubbrThRaTZeZ3UbcW7NE5roR4Z9y2b5x1OXTQV7z8aDVARbdm4tljqtISuhEm1qcDbjWp0kklyrsygpFaipKy+1mwAbIm6IzbGWioS6S+hE0CEeihGfIhutOrT3+JQY5b45gs7H7jKshmw2JSMNbPlCrj/Vl30VSndpbN1cnPfJ+HbH4bcKQCSkZAns/JavcFFuQdI1rPwilvOPCCWRgXCxrIZjtg4lk0k1aVxWguqKTb+ms3zh2aXzjiJfqPRAIlNkJKSe19sM1vPNqIbsmzq0UkmJevKDEpqJew+AwQAShIlWHMhxNiEBhdUtH/LBqiHEsSxh9PTplYhcuSH/KDxIrZ1E8YWF9/ioNsxO5bN6/8Q7GV4+G8pVevUGmq1G+3QD/XPU0/osUSCntwoT+XKXCH7qEsIdrRxPwYCqMQMszK8NZtqQVs28WTvYkN03Ljffcvm+cNZWjZWYoIxCsy5VZTQWDYFYhuybFR8ijEpUSgO3pII1GxKWMT6FOmyRAm5kc9SWbFs+o5GA1Q4TlzKlIdh2Rx9kGCtwPcbL+5uhYWiIAEmQhXmB23ZFBf09Xe/Wj/u+QuyOf2da1o2mWOwdFD/3hQbb9xoRxeLvDSwn8LkZRBu/zeW1GZmZJnMkNZs6sUMBRUhlej9OyextLZs/Gi05xHOmg0bqCAARFOTJKTMXMalUF6zZpMnuiGxceqj2Zn5QY4K0GJjK4toqD+xqQRihOsuuNGM2IiV3FBkoQrHh+dGe+bbNAhyb+Oy7laYCFhJ0uHq4KPRiksQm9Sv8arfgvxJ5LF/AFhpCX3oHv0zENJrN2g3mhd5NscWcrxYDqC2vWzdYyS5ic2BzNAsm4adIUcPFZ9bCCbSOkDAt2yeRziN01SsWYajH6JJHYGSXV7scuQGcSwbtTHLJmDEppo93eXI/gnWTVJnH6HPAJVAlHDdhb4xRmwSyR5DUNcSHqIb7Zm7OBy/lEhyorcAi3CcdKjCghtuNKdD6O7rYdPlJPZ8EWAl1P7Q3brC+e7rPbds7ON7iEuZ2O4OEXypTczI8vBK1thZ3V6gW5fOFkKJNAkpU7KHW7HCwRcbLzALpMskN+RGE5Oglc+6VFnZrNnkiG1ozSaUmgGglpsb6LAAQg0bmwhWsL+vbjUQw2q450ZLjfUeFbQKS7vRXLdsCgtw/Mc8HL6SLeM9BjJYCcaClcEHCBQXVvJUROBFbyc5/2N2yKmVmfqhe+C8a3QQwfzTUCuTsIIUKvWhVlsAiJx6GABr59XrH5TcxITKkikM50YulRw5Yn1ZNqG4Xt+pF11uvLgOvth4QWGeesCiQHRDYuPUR7NzLlk25RwNCVJmY9FokbFZABqFAbvRlCLcKFMLRvuu7VQLxrCUC5aNiUYbn+hjobaFgJUgNow8m4M/ABTfq17G1oke/fxWglSgMvjQ59Li6qTIy98GwL8P3Ktn6vnTWmB2vhI2Xw6NGsztXamPNuQ22tPLj5GRsWZ9sbYkZwmgkMLgJ1jtCFVy5EgQDfd+C5eY/o42ii73wlqHriMVkZeKyM+KyAuHMaDnBcUFSuE0IBuKRmv2jMkP3k0FQCVPLRgHZEOWTWRci40UByw2ppdNPdBnwzmgFooRbQxebGq2tgInxjcmNhLV7ZddF5uFfQDck9/Uh2WTJCE2S4XKYK2JVjcawMQOTk28lJuC9+g1G2e9ZtdPwSbTxf3UEytiM2RX2s7STzgSv0xbYeuR3AxAqDQksanlsIOJ/iZdxiOC240X16Gj2IjIfwP+EXgb8HUR+eWhjOpcpzBPMaz/8BtZVCa1BYBI8dQgR7VCOd/s0rkRyyYxPkNDCVIasJvPtISuB/vMZwEaoThRBi825aIWm0Syx+q7awhGEsRkCJZN5iiN2BTzlXD3sGcHK04cm1pDNXvNnDX1mr7ZxVf30nly6t/xgsBRUpm9OuQ5nNAutMkLdOTaqT3NahbDDBKoF5fYpY6yOHlF5wNNYqdlD0dsIrU85WCPvWwcovqeEyh709Omm2Xz88BLlFK/ALwcaJPR5NM3xXnywQmsYACrl5auazFik6jMu1NltpJrduncULRcJMwSScL2gN18pslYPbSBfJZgnBB1XV5mgNRKBcoqTCza/5gAApGkKVfjcoDA8hHKia0AbOnDjRYx61wDC3+2lwF1htg8kryemgoQfvL/05bNjqt17bZgCGZfCCcfb1o2w8y1Wd5/HwCVzVd2PjClxSZZXXCncsYaYvU8tV572TRPGm2xsZVSRQCl1EIPx69CRG4Qkb0isl9EPthmv4jIn5v9j4nIld3OFZFJEfk3EdlnfqZb9v2uOX6viLyhZfs3ReRREdkjIreKyAZ8VwOkME8uMN5/l06HkIVtpdksi4NfvAUo57EDcZKRUH+9bAwiQkbGCA+6p42xbBqh/i0b5XT2HHB9tLqdo0BkQzXuAMRKEJcydsXlKKbMEXJRPUnpudKBlcQyrseBhT87tdBiq1tSn6wneTBwBfz4H+DUHth53crOTZdrN5qJQBymZWM/ez8NJUR3denCmdCu4xky7ld+rpYIU6UW7jMC0lg24cpois0FInK7efzLmue3dzrR3NA/AdwIXAr8gohcuuawG4GLzOMW4FM9nPtB4C6l1EXAXeY5Zv87gMuAG4BPtojKzymlrgAuB2aAt3d53+5SXGBZxjdkNThU4pvZJEuczrkRzpunuMGEToesjBOtDFpsTJ7MBiwbZUrmM+BmYI1yniLRjblDoVnKv+JWF1HQJf2XjzAf1LPvrb2u2YTjhExu0sCKcTrVA+KrxSZTqvKD6GsgfxJQsGuN2BQXGK9poRpm+HPw+MPsU9vYPDPb+cBwlEp4TNdHc1tscrr5nR2b6e88Y9m43nhxHbr9h9y05vmf9HHtq4H9SqkDACLyRXO9J9dc/3NKKQXcJyITIrIF2NXh3JuA15jzPwt8F/gds/2LSqky8KyI7DdjuFcp5Xy6IcAChhs72UrVhkqeJcY2lGPjoFJb2Lz4DCfdqCJQzlNg6qzEJhccZ7Y64Ba0VS2sKryBNRtLzwKVnUU2GKXc9rqVAkUV2VhUITTLwth5F28AxQWolTjBNKGAMJPqMcDCSjRbVg8sIq0pNqvdaNlSjcdTPwXVT2lx3NrittqsgwTS+aeBwPDqoynFxMKjfLfxUt6c7v6dq8ZmmLEzLBUr7Cbh3rhyJ83rdei02o5QhIpEiNa8EZuOlo1S6ntAFm0NnFZKfa/10eXa24AjLc+Pmm29HNPp3E1KqRNmfCcAZ8rR8fVE5E7gNJADvtxuwCJyi4g8JCIPzc25tNBn/tkW1cZybBxC49uMZeOC2FTy5NTGcmwcCqEJkvUBR70Yy0YcK6UPVEQrjFPAcGBUChSJbnzi4IhNMdflwLNg+TAAB2uTbB6P9u4atZJIvYJFdXDuWqcI5xrLJmtXdQXjK98Nl960uizMpssASC0/BQxxzWbxANFahn3WC3tKgm0kZk3JmuFYNvXklr5PLQVTROsud/ldBzej0dp9o9daFOsd08u5fb2eUuoNwBYgAry23QWUUp9WSl2llLpqZqZPE7VXTDjwXCN1Vm60yOR2piXLYsaFm1Q5S7YROSvLxg5PkGjkoDHAhW+zZsMGxAbTPreaH6zYSNVYNmfrRiu5eAPI6DnY3nK6dxcaQEqH814YzQyuGOd6lo1tunS+8ePwtr9afU4sDeM7iC5qp8jQ3GhHHwJgfvzyng6X1GZmWWa55G59tOrysebr9Us5PEa84eLEpgNuRqMdBXa0PN8OrPWrrHdMp3NPGVcb5qeTbNL19ZRSNnA7Z7oHh4dJdDxVS56VGy00oSOLSovHBjKsJkpBOU+mHt1Q4zSHspUmSMNEHw0IY9kEN+BGc/zVtQFnTweqhY0n50KzI2bNTbFZ1mLzeH6s94ROgPROAC6NLjE/SDdaKHrGhCFTrK7URWvHpssIzWmxGVqAwOIBABrTL+jp8NDYZt1mYNBJsGuwF49hqzBj6em+z62Gx0g2CkOJmFuLm9FoDwIXichuEbHQi/drgwpuB95totKuATLGNdbp3NuBm83vNwNfbdn+DhGJiMhudNDBAyKSbBGnEPBG4Kk+3sdgMTO7E7XkWVk2pLTYNDIDXhep2aDqLNWts3KjVaPGTTLIKgImqTMQ6d+yCSd00KJTmn1QBGuls3Sj6fdSK7tr2ahwgv25UH+tqye02FwYXmBxUG601iKchkZDkSvXGOtkSW+6HJnfx4RVH5plo0qLZFSCrZO95bNYE1uJS5lCzt1or+rycU6qSWb67QwL1KwxxqVA0YO+QN3udhe0RJ1Jy3MBlFLqP6x3olKqJiIfAO4EsLx3UgAAIABJREFUgsBfK6X2iMj7zP5bgTvQN//9QBF4T6dzzaU/CtwmIu8FDmMiy8y1b0MHEdSA9yul6iKSAG4XkYi51reBW3v8fAaPufker8S58CwsB8a0v1byJwYxqhXMTW+xanX+5+9CPWrcJMV54OIBDIymGy0Q6X/xNZZyxGawlk2wVtxQrbYmZoYfrpewq/W+OpD2zPIR6mPbqeb6CHsGGNsGEmRncG5wxTjXVg8A8pUaStG5qOTmy0HVudw6SaGyazBj6UI5O8+SSrI93dvkJmBybZRZwHeN3ElOkWYmuYF8s8gEY/IkhXL9rCaTG2Ej0WiO/dV1lVEpdQdaUFq33dryuwLev/a89c412xeA161zzkeAj6zZdgrtAhwNivMgQU5WoxvPs4FmYqdVGnDJmor252bqUXafhdg0zA1FFea6f1F6vWalSAAIbsCyScbjFFSE+oDrQoXrRSrBeN+12poYN1ocm6VipfdSMv2QOUIhZnJs+um5EwzB+Ha2qtMDzLNZODPs2SyodywqOalbMe8OzrM8pACBcm6BZRJs7yESDYCkjlVSeZcqexhChZOcVlt5ea9RhS2oyDjjFDjtgWXTbTo2AVzeEn32cXS48d+yEgXm0w+FeVR8inINkmfjRoulqYlFonwardkDYlUvm43PfMTUb6vlBudGq5lclPAGxGY8FiJLgsYg60IphdWwqQc3ELDgYNxocSm7V54+c4TlsF5M7rt1dXonM/VTLA6qPtraIpzQLIXT0bIx5WC2BN3pANuORnGRjEqyvdfPzCzYBwsu1SwEUIqYfZqTapKppNX/+abLb6HkQn5eF7qJzX9l9TqLBVyFznN5n0tjOrcpLtCI6Vl//GzcaCIUo7PMqEWypQH+851ll06HYFJH81UG2GagXi7q0jCR/kVwLBomq+KIPUB/es0mQINa6GzERrsEHctm4JTzUFriaGMaEThvss+xTuwkXTlOQzGYZMU2bjTn+9vsZdOOxDRIgNlAZmhiI/YyyyTZ1rNlM4T6aOUs4YZNLjxNeAOuW6c9STk3/DYD3UZrKaVac1fuVkotKKUOg5tZS+cwhXlqUb1+sNESJw6V+CY2yyJz+QHOUspO47Szi0aLxeLkVIz6AMWmVi7qxml9dukEPWvOEidQHmBCm6lG0NhIKLZD2BGbsjv5GSbs+Sl7nF1Tif6j5tI7iVUWiWGffRWBdYpwNi2bTpZ0IAjxaWZYHlpSp1XJUAymeq8OEUtTI0S84lKfKYCsXqMtRzfmWAoltFVZybvUnqQD3cRmVd10pdQHWp66lIhyjlNcoBLRf/ANlzhxSG1hE0uczg4wsdPcjDfaOM0hGQmyqFID7WnTqBQoESG6gbYMkVCAPAlC1QFaNkZs1NmITTCEClrEpcySG2Jjwp5/lElxyeYNVKae2AXAdpk/+yoCThHO2JmlaoDOoc8AyVnSZIaT1NmoE63nqFl9lJsQIR+eIlkdfDv0Jiahs5bsP8cGdLdOgFpx9MTm/naJnCLyK8AD7gzpHKc4j23pP/jZ5NkABMe3actmkPXRzrIltEMiEmKJFFIc3CxPVUrYKkxsAxFbIkIpmCRcHWBCW1NsztLIt5KkKLrjRsvo6gEPZ5K8cMsGWlebXJsdcvrsqwg4N7gz3Gg9rNmAFpv64nDybOwMARSN6GT3Y1soR6eZqC+51zLCRLoFxvqvHgAQSerPvjHgFIBe6HY3+Q3gn0XkncCPzLaXobPw3+zmwM5J6jUoLVEKGbE5S8smNrWdqFTJLM6hc1gHgONGI9pXy9m1JCIhFtQYFwywp42qlrCJbEhsAMqhFNHaAPNZjNjIBkKxW5HUFjYXMhx2o4Dj8hEagTCn1MQGLRtHbAYQ/txShPPIYpHt6RgiQtauIQKpbi6+5CZS9SeHs2ZT0msagUR/YlOPzzKbeYYTGZvd04NfaVC5Ewg6p2cjRMb0+1GlEVuzUUqdVkq9EvhD4KB5/IFS6loTUuzTD6YuVCGkF+nOpjYa6JI1AOWlo2c3rlYqK2JzNpZNMhJiUaUI2YP7UquKWbPpoxVuK9VQilgjr6skDALTriAQ6bOJ1VrGtrItuMSSG5nnmSMUIptQBDZm2SRnUaHYgCwbLTZzjSTXf/w73Po9naGfLVVJRkIEutVsS86SrC5QrNQG2zm0Dc7N2Er2JzaBsU3MyDInMiU3hkV16RhZFWdifGJD58dS5v0MsrJHj/T0X6uU+rZS6n+Zx7fdHtQ5i1m/yAW1H/hsxUbG9OymvjzAkjXlHNVAhDpBkmfpRsuQIDTAcuZSK1FSkQ0nPtasMQI0moJ61hjLJjgAsdnEgjul6ZePMBecIRUJ9Z4v0ooIMnEe54fmz96yMZOtA4UIDQV/8e19nM7aZEvV3qzoxCwhVWWMIkWXO5sWM/p/NTbeX0kYa2o305JlbsGdIIHK8nFOqnTvlbvXEIxrr4oXDdQ2mPbssyFMEc4l9AzzbNdsnMTOQGGARmYlTzkQJxoObCi00iFphciqBOFaQbsPB4BUS9hYxDYQIADQMJWfGVD4c93W6z+h6NmLzaRaJl9woadN5giHalNcsiW18cTT9E7OC8yffWKnsWwOFPSNslSt8/E795K1u9RFczChxTOy7LorLbekc2US4/3FQSW26GoZ9qn9Ax8TgMqe4NRZiA3hGGXCvtic8zilaqoJQgFhKrHBL4yDSSKzigMsj2G6dJ5tKYtEJEgWE6U1oHBjqduUsDa8ZkN0sGJTLmoLKRQ7e7EBCAw6GbBWQeVO8lRpgks2b8CF5jCxk63/f3tvHifJVd35fm9G7ntm7d1VvXdrQSsIgYSwMSCQmOGJj2fACH9secxiAcJ4wxbj5eP3HryR8fMC2IA1eJ7FABYaG4ywWQwag4UQSEIIob1XqdfaMiv3Pe77I240qVJXVWbGjWh1K76fT30qKzMi8mZFZJx7zj3nd+Q8S07bWSgRzkMlSdgI8Kuv2M4/PHiEHx8prV9jY6Mq9CdEyfUkgfqKlbKfzg/XMyYytRsAc9kdYxOsnWABB8YGqJI8Ld06fWPjJWpmd7AeYyo9RF+RtQhGqAWzJFoai8haFRrCWSYaQNAI0DDUTVhTfNjoWgkCo4bRAqqgTZex6SjPJhxzcCOHk8Ym2tC8DFo+ikByoJsfbb3GJreVuKzTqTlMl1UinIdXGszmYvz6a3eTj4dZrLQGC6PZng3uezativVdzY8PWeGR3wFApHRI84gA0yTSXLTCaMnRjU0tkCSsMytzQHxj4yV2GKEaZnoYjar1DhmZJNdbotXVFMNuV5V6gHORvk5QZT9purkbvSYNObpnYxsbXWKc3Yb1hY0kRsjy6idt9fhLtOb1Sg+pgs6jcpzzZhyMUWWkxaqHN9hwA5R6wDOFOnP5OOloiN95vSXfv2HaM5z0bMY98Gy6tQJlGWcyM2RGWThB0RgjVXtG/6DqywRklyWRHyzsuNZhjNRp6dbpGxsvqS1BNMuRcocZTcamE59iWhRZ0iUB36pQlVFHis82HdWKWauxIUIkONplG05ai6PNip7F226zRlOGSERH0KjqR3k2k3KZWlvjwrcq6DwmxzlnlLRnG1Vrk20fp9tz0AxPiXA+s1w/KZvzlsvmeMOF07xy9wAL8dEsZiDEhHC/sFPWi5RIjqSiUYzOMdHWmCFqowo6G5HJjTP31qFppIj1fM/m7Ka+hEyMc7zU1GZsZGqGKVFgoaypsLNdpWw6S3u26YU0GhspCZotuoHwyF+0iGoz0NbUrdNsVa3GaU6VICJpOkaMGVHQm/6sPJtwfosztQrl2cyy4EzloFGgHc5SbnaZy1uZcUZA8IlffAnXXbK6Y/wpCAQwbckalz0bo7VC3RgtqaKR3MpmeUx/YaetHpAYbh1pNa1QirjpfWto39h4SW2JXjRPq2syrUlKPpjdzIQos6SrPXSrStmMONJFs5E6F+R7bUv00hj9/xZL6m2gJltVGkQcp7AjBK34NFOicFK6RQvloxTIsHNmuFqR5xDL0g6lmROLzjLS6ssn0/6HFgRVyMSU5dm4rI8Waq/QDA4hVdOHmd/BhCizsKRZkFMZGzsLdVQ6oQxJ6Rubs5v6MvWQdcMbqq/IOsTGrMLO6pKmWptWhZVeRE9jpahGz0a1hO4FRv+/JeMxqjKqraeNbFepSQctofvoJTdZno1GyZpurcCSOaJMzSraqTlnKgJKhLMgraSRuRGNjUhNMS7cV36Odct0IqMVTgYnrIy00hHNDYGVVE0468zYdMMZktTB9KYvkI1vbLyktkQlYM2WdCUIxMbmAE2FnZ0GdBssdBNawmhGNE2PgCZjY1Vkm8HRPZt0LEiZuLaeNqJTt1pCj1j38yzSm5gWBa09bRqlJVZIjiZTs4peegtzYoFKc8SbvBLhXOhaC+6jGhsjNcmEWKHq8ppN0qwgo6MZm+QmVWtzYq/OIWGWj7Ek04ylncngmGoSKHX2dhoA39h4hWlCfZmCKugcuonVGoSyKtatoxWtEkpcIaXFs0nHw1SIW7LyTlHGpmeMbqStnjYJbT1tRKdOXWoIo2GFQ6coUqrpkznp1gqsSD2ejchtZVYsUa6P6Nmoa+tIK0Y2HhpZd08kpxijTL2pUel8FbVmmzRVRHy08OPYnJVhp7vWprNyjBMy76jGBsBUHpvXbQZ8Y+MVzRWQPRbNJEZAMO4gT/5ZqPhtUEdhp5ITKcqkFs8mG7MalkmNno0MOjA2sRAlEtp62hidGnWioxeZ9hHJzxIUJq0VfbU2RrNILZAaTaZmFcGxbUREh255xOtMpf0fakRHXq8BIDlFUJhIFyXyl5aXMIQcWhfNJp5Ic4Ix7bU2ZkmpBzi8dwjlsTXKLvbdOQW+sfEK9WU71kkylYo4L+i0ieXoESDY0PDlO+nZJLWkPmfjIUoyTq+uIftLGRvCo984E2GDioxjaNJrM3oNWoGoozRUm2DWWnuTZX06d9FumU44O7pMTR+R8e0AGKURa23U9b+/Eh45hAacrLUx6u51wywuWQY/mh5OF62fE8HNpOpP6xoSAEbtBPMy69izCcTtrEzfszk7UV+2w40YM5pCaAAEAlQDacJtDTf0k55NiuQIrZdXk42FKcuEngV5lSCAgxbMunvahHp1OgFN51LV2hh2xpFTOg3CskUnMlpG1WqMtEq3rY14k1fe7b5K0KFnYxmbcNO9BmVlWxctO1o3TLBrbTQK5PY6hJrLzGsIoxmqgVpbU3HzoLhqbIQQ1wghnhRC7BNC3HyK14UQ4mPq9YeFEC/eaF8hRF4I8U0hxF71O9f32gfV9k8KIV6vnosLIf5FCPGEEOJRIcQtbn7mNVG6aAcbMW3JAScPHcwS62i4cJRnU5ApLWG0TNxqxawljNZVdUQOPBuwe9roMTbhXoOuA+P3LJSKQLihSedOrZP1IrkNNhwQ1V1TjOpBq9BloRdjLucsjAYQabrn2dRO6qKN3oy4kdpKWpZP9sVxTHUegWSenOMQfEiFB3tni7ERQhjAXwPXAucD1wshzl+12bXAbvXzLuCTA+x7M3CXlHI3cJf6G/X6W4EXAdcAn1DHAfh/pZTnApcCrxBCXKv/E2+AUnx+qhpmJq3X2DRDWRJdDd5D46dhNH1rNglEU0PYSnk2ASctmLEkdKJm1UrYcIKUhGVTn7GJj9EhRKypac1G3eRETJOxUYvlxqg6dy3LwNeIafFs4m331hvaSmEimR3d2Jg5SyOtvaApI00lAJWNvPM+WLax0RHeHgI3PZvLgX1SygNSyjZwO3Ddqm2uAz4jLb4PZIUQMxvsex1wm3p8Gz/tGHodcLuUsiWlPAjsAy6XUtallP8GoI71INraWg6B8myOd5J6w2hAO5InI0vOdbXqRTpGjDYhLdlo2XiYMnGMtg5jY63ZBMIOjU04RQAJbYfeTadBAEkvqKkboxCUQuOk25qUn9XEwRiy0+SahJN0CBIaNVzbKtMNROjgMIwWTtISUZId99YbOmotQ8RG/9/ZtTaVo09qGZMdvuzFRw/t2cTiSVoyqCdLdAjcNDabgf7VxCPquUG2WW/fKSnlcQD12/7vb/h+Qogs8EYsj+g5CCHeJYR4QAjxwOKiZje9vkwvlKBFWJtUjU0vNkaOMnWnulqNwsmqaS2eTdzKRgv26tBzWD+iPJtg1JmxkWFNqgaqcRoOPa1+quFJcl09152tWhwcMaPqOQhB1UgT6Yz4f2tVaBkJAgJmsg6ufyGohXKkeu7NyqUdKoyNVmcDkJzZhSkFzXlNno0yNoHU6EkLNolIiDIJz7t1umlsTpUCs3rqvdY2g+w71PsJIYLA3wMfk1IeONUBpJS3Sikvk1JeNjExugt9SuoF2iHr4tVtbIiPkaXGSs2hPlq9QM3IEDYCI8v495OJqYsawGEoTbYtY2OEnHmFMqbJ2KiW0FKjsWnEphiTBS0tjxuq02Q0re86bhgZYt3RjU2NOJuyMUdN+QBqoTFypnueTaC5QkPEwRjdu5/OZzjGmL5aG2Vswmnnnk0iYlCWcW0lAIPiprE5Asz1/T0LHBtwm/X2nVehNtRvO+6w0fvdCuyVUv7l0J9EB63yyf4uM5p00WwCyQkCQp7sLjgyjQLVQMpRO+h+oiGDhmG3GXA2i+q29Hg2gaimnjbKsxFOW0L30YnPMEOBigZ9tGZ5tLbG6x4zlCHRG/EG1apQlg5rbOxxRMbJyxV6GozyqQi3V2iGnGXxTWdiHDSn9dXa1JapESWbdp5dmIgEqRAnoCO8PQRuGpv7gd1CiO1CiDDW4v2dq7a5E/hllZX2cqCkQmPr7XsncIN6fAPw5b7n3yqEiAghtmMlHdwHIIT4EJABfsONDzoQrQo1YhgB4Th1cTXBpDV7bRQdLi7XC5SEnkw0G/NkmwFnxsasLVORMSIRZ16hkbCMTc9pvNo2NmFNazaAmdpERHQoFZxnpHWqy7SlQSY9eijoOceMZEnL8mhrg60KxZ4eY9OJTTAuStRdEONsdnrEexU6YWc39WQkyFFjE6n6M6ChR1GvusCymdJy74gEA5RJEPS4gZprxkZK2QVuAr4BPA7cIaV8VAhxoxDiRrXZV4EDWIv5/x14z3r7qn1uAa4WQuwFrlZ/o16/A3gM+DrwXillTwgxC/w+Vlbbg0KIh4QQ73Drc69Js0RZxvQWdCqiGcu1bpUdejb1ZUroNTZSkxinWV1kWaYdh/eCasG8VXEW85fK2BhRfZ5NIGPV2jSWHTYpA3r1AiWS5BIOe+300Y3kyFCh1R0+k89slil2I84KOu1xxCYYExVqdU1tNfpYrLTIiirmiLpo/axE56y+MRrUDjrlBZbJaDE2QgjqgYTn3Tr13VVOgZTyq1gGpf+5T/U9lsB7B91XPb8MvGaNfT4MfHjVc0c49XqOt7TKFHvj2mtsAOI5y9h0yg4Wl80eNEsUjAQpDQWdNiKWhSqOjY2sLbJExrE0TER5Nq1qASe3vVa9TBQwos5FLm1CeStJslVwbmxEo8iKTJKN6zM2MponS41ivU10yFBwt1GmQk6LsTETypNfOQF5ff9/gIVKkyxVAvHdjo/VTm6GJlA+CokxR8eyJlt6PBuAZiBJuOdtmwFfQcArmmWWOxHt6zUAidw0AL1Rq7tBpUFKFk09NTY2QSWN4dTYBOpLWjybWNruaePMs2nVrVlhKKbPs4krBW+ztHppc3gCzRWKJMnG9U0ciOcJiR7V8gj/u1aFqowxp0GnTajCzk5JUwFsHwvlFhlRO+kBOyFiZ45pkJIKNJZZlhnGEnqMTTuY9Lxbp29svEBKZKvCfFt/2jP8NIwmnLjr6gux0I3r6WWjCCf0LMgbytjEHMr5p2NRyjLmuHq607C+qOG4vpl1anyWrgxA2bmxCbVL1AIpx5lf/Rhqdl4vDTmpkZJgp0qVGFMaCpoDKWtyNbIo6DrMlxpkqRLNOM/iiym5m27VYQGqlISayxRIkdcUFu2E0oRkBzr6Q5Fr4RsbL+g2EWaHYk+/VA0AhpVibDQcXNTKUB3v6OllYxNLpunKALLhwNiYPYKtAkukiQadXbKpaJAyCUwn4wE6DSsEEY7pMzaZRJQFsgRrzvXRIp0VmkHnrQX6CaUsY9OuDKlL1m0SkF2qMk4m5nwiE8pYxsas6FPItllZKRAUJtGUs7AXQCZveWCVgsNxNksYsmv1sknqMTa9sLpuPUx/9o2NF6gakwoxV8JoAJVAmnDLuWdzrBXTNnsCyMYjlInTdSKN0SgipMmSzDj2bDKxEBUZd+xp9ZqWZxPT6NkYAcGSGCOmoV1EvFeh5TB9dzVhVbMz9Nqguv7rIkZcQ6O5SHYKUwpC5WccH2s1ttcWGLGXTT+23E3TyVoqnBTxLRtZ4mE9E0EzorGL7oD4xsYLlC5URcacVU+vQ83IEnUixqk8myJJbbMngFzc0kfr1BykGqu1qGXpPEEgHbXEQQMth9lxrSoNGSYe1fe/AigaY8TbDhWNO00iskl3xLbGaxFTxqZXG9KDVte/GU5paXeQSCR5QO5h8vi/OT7WappKeQENmnLZdMIK2VYdnk91/Xcjzr2tk5w0Nr5nc3ahbmwV4q6s2QA0QjmSTsQ4bRFOmdLX2A3V04aEM9G/qpXSvYzzBIFkNEhZJgg67GljtmrUiJLU0KWzn1pojFTXYYxf1TTJqCYRTkVczdSHblymQjVmRI8XmIgE+VrvcnKVp2B5v5Zj2nTK+oxNLh5mRSadN3pTuopmXF+BrrCleDyUrPGNjReo2UNNJJhMuWNs2pEcKdPBbL1ewBRBKsS0GptMLGx163RSRKlmdksastGMgFVj4LinTbtGQ0aIazY2jcg4SbMC3baDg2hWfFbE02OYUgzfZkB5NiKiZw0pHjb4bugK64/Hvrz+xkPSO6mLpsfYFEghnLYZUNe/SOgzNoYyNl2Ha5fD4BsbL1Azu1Asrb2g06YTHSMjy6NXKzcKtENpQDhuO9tPVvW0EU4WItXMTseaDVg9bSJdhzUGbeXZaIqh2/RiKgvKQRp7Ry3g60jf7UcYQcoigdEacuKgjE0gpsfYCCGYntvFE8Y5Wo1Ns9Mj3FY3Xw1rNulYiBVSBJ2spcLJ6z+kUecupLJE21Xv2gz4xsYL1JfNiOuNofcj4+OERY9mdUQPol6grhSfx1M6EwSsNRtHbQZqi5gYlEg4zkYDaAdTRMyao542olOnToR4xLnx60eqfi1UR89gqqlF7pCDtsZrUREpQq0hb1AtuyZJX3bcxbNZvtS6DI4/BMVDWo65UG6RRU1CNCgIGAFBLZD+qQEblfoSFRkjm9JX0xVK2q2hfWNzdqHCaOGE3uygfgKqBqJcGDFttlGkGkgTCxnaMl5AtYYmTsjJGkltgVowSzYeIaihbqQbzlg9bRx4W0a3RpOo1joW+Gn75ebK6OnPDVuE0wVjUw2M0GagZdck6bv+L57L8i+9l1p/PP4VLcecrzTJiirdYAKCeiZcjVCWmMPGht3KAksyTV5TQSdALJ6mJwUdHS3bB8Q3Nl7Qct/YBFOWi10fNadfaWnp9GoAoqEANZEkZLag2xrtILUlVgIZpjWljesQBzW6dVoB/Wns0aylj1ZfHr2ws1W2wjbxrH5j0whmiA958zTVZCua1OfZXzyb4YicZCl1nrZQ2ny5SVbUkBq8Gpt2OEPMrDtag+tWFlkmw5jGkoRULEyFOKZvbM4yWhXqRMkk3KmxAYgoFYFmaUQxzkaBZTOpNTkArPh6N2S3GRjRk6gtsmhmtGXy6ehpE+o1aRv6z2csNwNAy4Fn06st05EGmbTeBAEYrc1Au16iJYMkEvoUsifTUTZlotwbuQqO3A+lo46POV9uMU5J60J8N6LWfhwkCcjqIgWpTz0A7KzMOKZfZ3N2IZXic06nTtUqYlmlF1UZYWFZSqgXWOjpNzYAZsThzb26wIleUpv6QiCqwdiYdXouGJtcJsmKTNBzUB1v1guskCCnMexi0w7nSMnhMvk69RJVYlpFQcEKpf199RLrDw2htPlyky2BRYz8VsfHOondWro+ejp7oLFshdE01r+lolZPG+HX2ZxddOslKjJOTvOXrZ+kksboVUcwNp069Fqc6OhNe7Zx2mZA1pY41kkyo0FXC8BIWDN+Ocr/ShExG3QNfV06bcYSYRZlFhwYG0vxOaVXhFPRi+aI0RpKU6tbL1OVMS1SNf1cPJfleys5emN7YN+3HB9voVRns1hE5LY5H5wiYGcEjirGaZqEWgUKpPWG0SJWvVnAafLCEPjGxgO69RWq6P+y9ZNNZ6nLyGgzqPpPpWrGNc6ebAInC8hGCCW0a4hOjWWZYSarx5PoZHeyJNP0Hvr70Q5gmoRli15IX1jIZiwZYVFmMBqjG0KjtUJZJLW09l6NqWbq5hAqAmaz7Mr1f/GsdV0tJXaBhvbLrZVjROhATp9nY6+ltkeJOAA0VwjIHssyrT+MRhyj7Z3ys29sPMBsVqjImKueTTQUoEhqNDFOZaAK0p0wmuGkzYBdY0Na25pNIpHk77qvJ7j/mzD/2PAH6DYIIJFB/Z5NImywLLJEm6NLnIQ6JRqGXhFOG7tQtDaM8nOrTAU9Ipz9XDibQQg4JKdh5RnoOWunHSyrPkIaPZuwEvRsrIxobNT1XxIZrWoVsZBBlbjz4uYh8I2NF7RKlImTS7jn2QghKAcyo4lxKhe/qFmqxiacdGJsbPWAjLY1m3QsxGd7r8UMxuB7Hx/+AKpLp9TYEtpGCEE1NEa8M3qMP9op0wy5Y2wMtXg+TCKKaFmTLd3GJhkJsnsyyU/qYyB7lsEZESkliZoyNtltegYIxFWbgdawStk26vrvRMe06MrZCCFoGEnCXd/YnFUEWhUqMq59gXQ1VSNDpD1CqKpPhNONMFokaTcsGyHN8qQIZ5ppTWs26ahV2b24+xfgJ/9r+EwmZWxwwdj5nS8aAAAgAElEQVQANMJjRMwGtEZTOUj0yrRD7hQQ220GmuXBb55Gp6ISBPRPti6ezXJPUSV8ONBJq7a6TPXmkQjIzmkaHaRTKeoyQndUY1O39uvF9Kext4Mpombd6tLrAb6x8YBg12oclXVxzQagHswNXQMBnEzLXJEpxjW1ne0nmUzRlgat6ghelzI2rUiehKYwgt2v54ltvwTShB98crgDKGMTiOqr6H7W4W3JmlFUBLotYjQxNdaK9BNRkinD3DxD3Rp1EXdlDeniuSwP15UacmF0Y2Nloi3QjE1BUN93IBcPUySJOWo2mrr+Ayn9xqYTVNevRz1tfGPjNr0uoV6DiqbGUevRiuRI9UYIVSnPZoUE4y6ky1o9bRKjtWJWX7awqqzXwbbxBNl4iN+7q0Rl1xvhgb8bKsTXblhfTsMlz4aE+qzVEWqmbMFTzYrPNtGMddPr1QafOIR7Nasq3wUumcuyTNq6cRYOjHyc+XKLWbFIJ71F4+ggnwhTlKnRu+iqRIxwSp8umk037G2bAd/YuI2aNXRCSS1SK+vRjeaJ0YROY7gdGwWaRoKAESYd0yssCbY+WpzeKNXK1UXqIkY+q099IRML8ffvfDld0+TX9l8J7Qr86HMD79+qWDeOQMwdRQiRso3N8J5NV92cRNwdY5NKJKnJCHLQmXq3RVB26Ibc8QLPmU4RDhoshTc7CqPNl5tsEQta057BuvaLMokxSiYmQG2RkkyQTeo31tLjBmq+sXEbu5dHWF9Hx7WQMRVOqA0ZH64XqAWslrM6FyFtbOXnkVpD1xattGfNfYDOm0lzx69dwcHQLhbIsXLooYH37axYazwyNaN1TDZ22+N2afiOnTWV9RRyIewCVgiyOIxsvtJFky5d/yEjwHnTKSsjzUEYbalYZooikfHtGkcHkaBBOZAm1B5NFqZXXdDaDrof6bTYekhcNTZCiGuEEE8KIfYJIW4+xetCCPEx9frDQogXb7SvECIvhPimEGKv+p3re+2DavsnhRCv73v+w0KIw0IIh7ryI6C+bGhqHLUetsxGqzxk+KVRoCTcyUQDyMbDlGUCMUJ3TLO6yIKZ0paJ1s+OiSR3/NoVLMos88cHz2QyS0fpSYGRntY+JoBEdoKeFCOJcdptje2UW92koiFWZBJjUOVnez3Axet/61iCJzuTVjbaiBpkreVDBIQkPLFD8+igGcwQ64xmbCxdNL01NjYnPfMzfc1GCGEAfw1cC5wPXC+EOH/VZtcCu9XPu4BPDrDvzcBdUsrdwF3qb9TrbwVeBFwDfEIdB+ArwOUufMyNUfFQt0Iu/RgqrttYGdLY1AsUZMqVTDSAbCykCsiGv6h7lXmWXPBsbObycSqhseHqWsrHWSJDPObOmPKpOMtk6Izg2TRVp0k3FJ8BwsEAJZEiPLCxUb1sou6kYgNsHYvzaHPMSvYYNf25+LT1O6tRqkbRDGWJmlXodYfeV1YXtRd02gTiZ49nczmwT0p5QErZBm4Hrlu1zXXAZ6TF94GsEGJmg32vA25Tj28D3tT3/O1SypaU8iCwTx0HKeX3pZSjKxs6Qc0agh4Ym3DayulvlIaM9TcKLPUSjLnk2cTDBlWSo7UZqFlfthlNis+nohkZH6oVs6gc54TMk3Yp4SOfCLMoM8gRJGvaFetzpHL6F5RthmozcLJxmnvX/1w+zv6e8jJHDKVFKspIaV6zAehGc1ZLixFUxgONZZalXqkam5CSbeo6adk+BG4am83A4b6/j6jnBtlmvX2nbMOhfk8O8X7rIoR4lxDiASHEA4uLo8uFPAu7l0fCvcZpNrYYZ3uY6m6snvLznbhrYTQhxGjdMc0ewWZRq3rAqejEJkibKwPXGwSqlrHZrEk+ZzW2PlqgNnw2Wq9WoCMN0hl3EgTAajMQ6w5mbHoN99trbMnHrTUbGDkjLdk4SkeEIakv69FG2pmBw2akmT1CraJrYbRw3O7W6U2bATeNzalWmlf3LF5rm0H2HeX91kVKeauU8jIp5WUTE3pmhj2VihrR2MtjLZLpPB1pDCfG2esiWmXVXsC9otNuOEVItocScKRRRGCyrFE94JQkpwhiDqz3FW3Ms0hea/vsfvJJy7MJjyBZIxuW4nPepbGBFRaKmdWBjLPdOTaisXHaarbk4xRI0Q6mRspIM03JWOc45cgmCOi/JQrV2HBo3cJ6AYFUno3+85mIRanJyGjF1iPgprE5AvSX4s4CqztCrbXNevvOq1Ab6rc9/Rvk/TzH/rLFUnr7wZ+KbCJMkdRw2Wgqq6hIkgkXCjpteuHMs95vIFSdSTWYIxV1r0YpqBb6S4uHN9gSaNeJ9SrUo5MEAvoz98BS5F0WWWLt5aFbVweaK5RJEnOhgNKmE8laYaHGxjephrr+dTZOW810OkrYMFiObB4pjFast9nMAo3EUIGQgTGSqjZpaGNjfY9XRMaVkoRUNEiZBOYoWaIj4KaxuR/YLYTYLoQIYy3e37lqmzuBX1ZZaS8HSio0tt6+dwI3qMc3AF/ue/6tQoiIEGI7VtLBfW59uEFpV1doS4O0C3nyq8nGwxyXeUK1IWysKpp0SxfNphVT0c7K8GMj4d76A0A0Z3XHLC8OIFtTsZb+ukl30p7BCjvWw+MYsjt0nD/YWqEaSLmSwm7TiyjDMYBsflvNmuMp98J6gYBgNh/jiJgZKYw2X26xRSzQy+hPDgAIqzT0xpDh7ZO6aJG8K+fzpw3UznDPRkrZBW4CvgE8DtwhpXxUCHGjEOJGtdlXgQNYi/n/HXjPevuqfW4BrhZC7AWuVn+jXr8DeAz4OvBeKWUPQAjxESHEESAuhDgihPhjtz73ajr1EhXiZF1wg1eTCBscYZJkfYAZuo2aCR6SU67k8tucvDmXhzc2wfTkBhs6IzluzWjrhQHGVrYMUiC9yc0h0Y6qbLIhCztjnQJ1w92QrRyiIVi3XrLWkFLuFHXabMnH2dedGin9eXlpnrSoExjTW2NjE8tYk6XW0MbG8mzMuDuZheloiApxz7LR9PtmfUgpv4plUPqf+1TfYwm8d9B91fPLwGvW2OfDwIdP8fzvAr87zNh10WuUqMu4q106bYQQzBubSDfvt9IsjQFO79JTAByUM656NjKlbs5DGRvryxbN6F+07Sc3OQtAu7RxwmJn5SghIDY26+qYevFJqGEZm8nzBtvJ7DHZPsKPEi9xdWzYxcMDLHj37F42LovQbsnH+cmhMa4XJqw8DeO7B963Pm/1wolP6a+xAUilMrRkkM6wYpzq+g8k3TE2yUiQBRkn0PJG+dlXEHAZ2SxRwd1eNv2UYrMY9KB8ZLAdlvZRCU/SEO6OMZyeoCWDdFcGHBdgVubpygCZvLuezcRYjoqMIcsbexGVBStFNjXpTsjlJEn1mYfRRyseIkyHSnqXO2NS2N0nO9WNb55m0+rS6VaauM2WfJwn2ircOmQorbt8CID09OAGahhyiQhFUvSGaDgHwMrTtAgTSrlz/SdVa+hR6t9GwTc2LiNaFaoyTsYDzwYgkFehgMLBwXZYeor58Cz5RATDpQVvgGwiygmZp1Mc3Ng0S/MUSDOddXe9KxI0KIgsgfrGN/Zm4TBlGWd6wp0KfZtgRoUdhwij1Y48AkBkZnXttF5CSvm5PUA9l2hVXO9SC5axOWinPw+ZkRZYsQo6Q+PbNI/KIhcPU5TJ4VOfCwc5zCT5pDuZmCm1ZhPyqKeNb2xcxuhUqIo4KY1d9tYjPm3NajtLA8zupITlvTwjZl1NewbYlI1ygjzdIYxNp3RCFXS6mPasKBl5IgOkGpsrxzghc8xm9Xfp7CeZztGUIbrlwVUEVp5+GICxbRe4NSwAYsmM1VZ7eeNrLNCuUhNxIkH3suMAtozFKZKiE0oNnZEWrR2mLFIQdSc9O5cIUZQpAs3hjI1ZOMDB3qQrNTZgTbJqImE1UJNDVYmMhG9sXCbUqdIyEq5mB/UzPbuDlgxRPvbUxhvXFqFZYr/c5Op6DcDmbJzjMk9giGy08NKjPCVnmcm6b2zq4XGSnY2NjVE7wTx5d+t+gHwywhIZ2iuDG5vOicc4IsfZOetephxYC8sH5TSB5X0bbhvsVGkG3M/EnMvFAUEhOjd0GC3TPMpyyB2dO7DWRiyJnyGyvqREFA/xtJxyzdgAtINJDNmDTt2197DxjY3LRHpVukF3M3H62TWV5rCcoL04wOxOJQc83ply3bPZnItxQo4RbcwPVjtSPk6scYIfmzuZSbsnVWPTiY2T6W1cAxRrLlAKThAOuvvVySsVgd4Qnk2kuJcDzLqmbGCTioY4YG4iXNr4ph7qVem41Mumn0QkyHgywvHApqHCaFJKxjvHqcbcqbEBlcpuZIgMI8ZZnUd0Gzwtp1yRqrFph7zraeMbGzeRkqhZp+tBewGb7eMJnpZTBEuHNt54aS8AD9UnXfdskpEgK6EJDNkZrJL66A8BeDywx5WCttXI5CRJ6pit2tob9bqku8tWN0eXGVP6aGJQyRqzx1jjaZbj210rNrVJRYMckDOWwsEGabORXt2zydaWfIwD5iSUDg+c/nzsxDG2cILepLuhx2YoS7xXHrxIV3lnz7js2XRD6t7kQfqzb2zcpF0jgIkMu6d4u5poyKAY2UyqfmTjOOzSXmQwxsFOxpV20KvpJOxamwHWbY4+QA+DYvocT0KQAdWbprheYWdtgQAmZtK9kIvNWDLCoswSagxYm1E8RJg27dw57g4MSMdCHJDqXC6tH0qLmjV6Ya+MTZzHbPXn0mC1Zscf/jYAqT0/4+LIoBvJEsCEQdtsqAQft+vfvGyg5hsbN1GKz8JFefVT0U5vJSobG3sQS0/Rzu5AEnDVVbcJZFSoYpBam6M/ZL+xnZlx9yrP+4nmrJvnysLaN6leyRq3kXW3xgasMNqCzBJpFwfSk6setjLRwjMD1uQ4INNvbJb3rr1hr0OUNtKDXk4AW8YSPFxT18uA2Zi9Q/fQlkFmL7zKxZFBL2oXwg6YJFA8iCkMjspxV3TRbE42UPOgp41vbNxEFUsFXRQhPBVBVQm9YbbQ8l4WI1bP9XOn3TeI0THrvWRpA1kYs4c8+iA/aG/joln3BUwBEmNW0Wl9eW1DWJo/BLhf0AmQjgY5LNQNvbjxjbNoZ6Jtv9DNYQFWSLQWn6OHcTIUe0rU9S8i3ky2tuTjHDSHU38eW/4h+0J7iERdXleKD2lsCgdYCU2SiMXIulg2EYj5ns1ZQatmLTgbHvSy6Sc5YxWnFY88ufZGnSYUn+aJzjTpaJDzN7l/Q8hObKIjDZqFDUIcS3sR7SoP9XZxyZw3xiYzYWm4ttbpjllZtAo6M1MuF3RiLSovR5Su7ABZX50Tj3NUjrFz1l0ZHZtdM3nmA1PrejYd1V7AiHlnbBbJ0AvGBzLQslVla3svC3mXFRcAI2nVZclBxTgLBznMDLsnk66GkQOqzYBvbM5wqiVrFhNJehMKspneeg6mFOunPxf2A5LvlXJcvn3M1YJOm825BPPkaC5vYGyOPgDAQ3InF816Y6jHJmfoSbFu9ldr+SgtGWRq2psbejWlCnQHMDbRlb0cZJZNHtQkAZwzneLJ7hRynbFVS9aNNeihsQFBObp5oDDaice+S4geYusVro8tmLKSSlrFAcReAVk8yJPtMXZPuRuCDCpjI31jc2bTqFieTSzprWezc2acE+TorlfYqcIfPyiPc8VOd6vhbWZzMY7JMeRGkjVHf0g9kKCV3uFa99DVRMJhCiKzbsMyWT7KgsyxKed+Ki9ALJmlEMhtuAiP2WO8cYjl+A7P6rnOnU6xz5xBLu9fM8OqXlG9bFxsnNbPZCpCJBhgIbRpoDBa6YnvYErB1It+1vWxhfJbKMs43SM/2njjRhHRKLK3M8GeKXeTK2KxJG1p0K27r/zsGxsXOdnLJu2tZ5OJhzguZgiVn157I2VsDshprtjhnbE5IfMYtQ1qR448wKPs4qIt3v7fSkae8DrZX8HaCZYCY8TD3qhB5BNhnmHTxp7NytOEadPJ7fFkXGCt8R2QMwS6zTWzC21jE/agcSBYrQbm8nGeNqegeGjDNOPIsR/wOFvZOee+p5pNRHjY3I5xfABjo7yyZ+QUe1z2bJKxEGUSnjRQ842Ni9gnMJXx5mbeTym2mWxzHQ9ieS/F4CTReIpzp73JFsrEQiwFxkk059dOy+40kPOPepocYFMLjRHvrB1TT7QWqIbd7a3TTz4RZl9vakNjU37mJwCENrmridbP7qkkB6W6Sa+RJGD3som52MtmNVvycZ7sTECvdbL30CnpttlUeYSD8YsIGe7fBnOJMA/LnUQKT2ycXVj8adrzbpc9m7TSR+sN0AjPKb6xcZFuvYQpBRkX+8Gv+d6ZbeTMIrJVPeXrcukp9pozvGz7mOtFgDZCCJqxKYKyvXZWzvEfI2SPh8xdXOyxsWlFJ8h01zA2UpLtLtKMuV9jYzOdifJkd9rq2LhOh9Pi05axGd92kVdDIxoy6GR3Wn+cyhi2KojiIQASHhqbrWNxHqqq62adUFrv2ENEaFGbutyTceXiYR42dxCQXZh/ZP2NlWdTim52rfW4TTJiKT9LD7p1+sbGRcxmmSpRTxqnrSY8Yd0IikdPMeuUErn4FI+1p7hyl7del5mya23WWChVygE/lju50KPkABszMUFOluj1es95TTZWrJqRlLu6Y/3smUpy8GQ9y9oSLN0Tj3FM5tm1xZvEBZupTXPUiD3b2Dz0ebhlC/y3Wc5/4mO0peGpZ3/udMrybGDdjLTCY98GILHnlR6MSnlchmr9cGyDUFrhIMVAjrmpcdfX4FLREGXpTQM139i4SatMlThRF/vBr0VmsxW/X3j6CQCKtTZffugo3Z4JlRMEOjX2y02erdfYBO2CyLWMzZEHWDYmyUzMkvRIKdsmkJoiJHoUlp67prQyb61/hXPuaWitZs9Uqk82f41QmpTEik9yUMwx6YEKRD/nTGfYZ87QW1RZj+06/OsfQHYLvPaP+cKWP+ItfIRsxrtJw3kzaY7LMUwRWjcjrXPwHvabM5yzc6cn4woHA0zP7qIosnD0wXW3lcUDHDSnXM9EA8uzOSwniBefONmszS18Y+MigVaZhgeKt6dieptVSV49sZcTpSZv/pt7ef/tD/Huzz1I54HbAFiMbGPXpHcioQDxCauws7n8zHNf7DSRB77N/eYez1Ke+wllLc9gZeG5a10rykOMj895Np7N2RjLoU1W8eSpjE2vA1/5dTY193Ew+WLPMtFszplOcUDO0FtQ3vOPPmupVlzzJ3DVb/KpwksY33GxJ2n1NrsnU0hhUIrMrB1GO3wf+cX7+ZE4lx0T3l3/L90xxo+62+kp730tzOWDHOhNsseD72YqGuRve28g0GvBPR919b18Y+MWlXm21n5CwfBuQbmf6alpSjJB5fhe3vw33+NEqcnbX7GNi5/6OKF//298U1xJaOdVnt+g8lOb6coA1cVTGJtHv4RoFLit9bOer9cAJPKWsaku93ldxx6i9Ln/wty3bqQqo6Rn3ZeDsRFCsH06x4Ix9dxF+GYJ87P/GR78DB/vvokDe97p2bhszp1OccCcIVw7aqkGf+9jMPcy2Holx0sNDi7VeLnHnnMsbLBtPMFRMfXcMFqrCl+7Gf72dVSIc+/4Wzw1hJdvy/NjcweBpadOqis8h04Do3qcp81J1zPRwDI2++VmDkxfA/d/erjOsEPiGxs3ME06//BOQr06d297/2kZghCChdAMqZUnmGs8yRd/PskfBv4/bgr+E3eYr+bXGu/h5bvcbbd8KjbnksyTO3XHzvtupZrayb3m+VzskXJAP+kJK8TXLFpZTCfu/D/h1p/FeOqrfNa8mlvPv40927d7OqZzplLs660qnux1aX36WsyDd/OBzrt45uLf4rde774A52q25OMcMVRY9Dt/YolfvvK3QQju3W8lWly5c9zzcZ03neapzgQUDp3MemxWisz/6eWYP/gUn5ev51X1W8htv8TTcV26Jcsj7EAg4fjDp95IJVU8Lac9CaMlVKj6e5vfDt2mq96Nt0HxFwr3/CWhp7/DH3TfyTuufvVpG0YttYvLil/n8/Jm+JJ68oqb2LrrN/m5uw/yuvO9y6yy2ZyL8YwcY/NqfbQjP4RjD3LPtg8QKgQ4b8a7tgw2+SkrRNYtneDJu27jnAf/nK8Hfob5V36I6y4/j5wHYqWr2TOV4skfTXPV8nesupFAgNZTdxFZepQ/FDfxmutv4poLvEta6CcQEJhju6AIfP+TMHUB7H4dAN/bv0wuHvIsrb6fc6dTPPLYGD8fKllZj4kxDn/n79jdPcqfTXyIytyruSkd5T+92Lv1N7Bu7J2pS6AAHHsQtr3iuRupdaZCZJPrPaYAQkaAWMjgcGATXPRWy7u58n2Q0n9vcNXYCCGuAT4KGMCnpZS3rHpdqNffANSBX5FSPrjevkKIPPAFYBtwCHiLlLKoXvsg8HagB/y6lPIb6vmXAH8HxICvAu+X0qU+qIfvQ/7vD/GvXMny7rd4MjtZiwvf8Unaz9xHOCDB7EIsB1tfwcuE4GWnYcYJMJGM8AB5ttefbWxqd3+CkJHgz+Yv5dzptOtthE9FOJ6mTpTEkX9ny8FP8WjwPF783s8ymfd+/cjmnOkUX5UziG7dqhvJbKb0/c8Slgle85YbedX5p8fQ2KRm9ljGRvbgqt8EIZBScu/+ZV6+w7u0+n7OnUlzu1Ree/EgxPOkH/scj8ltvOcd7ybmceJJP3t27ODo8jjTR37Ic67wegEO3Q1AeGKXZyHuZDRItdWFV30AHv4CfPcv4dpbNt5xSFwLowkhDOCvgWuB84HrhRCrq86uBXarn3cBnxxg35uBu6SUu4G71N+o198KvAi4BviEOg7quO/qe69rdH9ewFqw/eI7qUan+Z3mr3Ljq3a58jaDYiTyhM+7Bs65Fs57I2y7Cjxeo1mNEIJqZIpUewGkpNXt8c5PfI3gE//E51uvoCFi/OpV207b+FYCOV7cfYiakWb2xn84rYYGLM/mWXL+rQq5w9/ga+YVXL7r9BoagB2bJjkix+lltsL5bwLgcKHB0ZWGZzJIqzl3OsUhO4uvcBCOPchUfS/3Zv/jaTU0AC/dbq3bdA73JQn84G/g4y+Bj2yH73+CI0wyM+3duU1FgpSbXcjvgEuuhwf+B5TXKYgdETf/85cD+6SUBwCEELcD1wGP9W1zHfAZ5WV8XwiRFULMYHkta+17HfAqtf9twLeB31PP3y6lbAEHhRD7gMuFEIeAtJTyXnWszwBvAr6m/RMbIbpv/Ct+8wuPsWfrZi7bltf+FmcDncQ04ZUWNIr81XcX2X30i0RCXV57w+9zw66LPU9aeNbY4lO0agXiN9xBfML9VgIbMZ4MU4huARMrI618nJDZ4vHJa7neI9mc9Th3OsXvdd7J71xxOZcaKv6/30qhvfI0GZvZXIxieAYTQaBwgMbe7yBlBPOC/3xaxtPPS7fludXcwRsq91mezD1/aa2TbLkSLnkbhfwlXP0/V7jZg5YfNqlokGqza/3xM78Lu14LSf3daN28WjcD/fK+R4CXDbDN5g32nZJSHgeQUh4XQtir3JuB75/iWB31ePXzz0EI8S4sD4gtW7as89HW5l/KO/hWqcyt/8eOkfZ/QZDeDCuwcNfHeNH99/Dq8I9h+6uY3e3tgu2p2Pq2j1oe6pz7svODIIQgN7WF5vEI0eX9tI8/wglzgsnz3e0sOSjnTKe4x7yQn+ts41L13L0HlplIRdjpYVpxP0IIdkyPUVgcY3z+J4T23sUXey/n8nO9Te44FflEmOXMi6xFg8+/BY7cD5e9Hd7wpxAweHTvIg3uc12mpp9kNMjxUoN9CxW2js0RyrnTQsPNbLRTTU9Xr5Ostc0g+w76fgMfS0p5q5TyMinlZRMTw6csSyn5m+8cYOdEgtee536f+jOV0Jh1MU/+8C94cWAf8qJfgDd+7DSPSrHpEph76ekexbM4ZzrNQTmDPHQ3oafv5kvmVbxi9+lJqV/NWDLCRCrC1x45wUq9jZSS7+1f5oodY6fVQz13JsUBcwr5+D8T7Nb5SvBqLth8ekOiNsntl1kPjtwPP/MB+A9/BgEr4v/IUasHkBdpzzZb8nGemq/y2j//d87/o6/zur/4DqVGR/v7uOnZHAH6K+BmgdVtENfaJrzOvvNCiBnl1cwAdmL4Wsc6oh6vNw4tSAnv+pkdJCLB07IweqYQmnsJ7/vBTRyQm3jf236eay48/WsPz2f2TKfYZ05z3gnLcf9m8Ge56TTUIa3Fb1+9hz/4p0e49qN3c9Ord7FYaZ22EJrNudNpDnQnuDwo2S+2kNp5hac1Netx4c4tfOrHb+S6V13BzKvfC0Cj3eMvvvUUn777AOdOpzxp027zf113Ab/4sq3sXajw1HyVZwp10lH9psFNY3M/sFsIsR04irV4/7ZV29wJ3KTWZF4GlJQRWVxn3zuBG4Bb1O8v9z3/eSHEnwObsBIB7pNS9oQQFSHEy4EfAL8MfNyNDxwICN50qbfplGcis/kEXzGv5D9cNOMbmgE4ZyrFPSpJ4FGxm807Lnze3DgB3nr5Fl60KcOv3/4jfv9Llsjk6UoOsDlvJsVd0oou/M/2q7hqt/c1ZWvx0m15Xtm9ngePTXH+t55CIPjSj45waLnO9ZfP8cE3nOepVxgyAlywOeO65+easZFSdoUQNwHfwEpf/h9SykeFEDeq1z+FlYb8BmAfVhTzv6y3rzr0LcAdQoi3A88Ab1b7PCqEuAMriaALvFdKaSsqvpufpj5/DTeSA3wG5tK5LB+89lx+4aXeSb+cyeyeSvFZ0zI2X2hfyVW7Tk/a+npcOJvhn993FR/+6uMslFuqa+bpY89Uij8yL+I14lG+2LuKf9n9/PmfzeZiXDyX5V8fm+dfH5sHYNtYnM+/42Vc+Tw8t7oQbpWbnIOGhK8AAAX5SURBVOlcdtll8oEHHjjdw/DxAeD1/88/8UvNz/En7bfw5d++1lNNrzOVV37kf3O40GBLPs6//+7Pne7hnBLTlJhSYgTEaV3j0okQ4odSystWP+/L1fj4nAFMT2/iD9q/QiqTZ/v46RF3PdM4V6UPX/U88mpWEwgIgkbgrDE06+EbGx+fM4BzlOzLK3a53+PkbOE89T975VkcmjqT8I2Nj88ZwDkqFfb5PEt/vvHa86d4ydac/z97nnD6S5B9fHw25LXnTfH2q7b79VtDcNFsln9895Wnexg+Ct/Y+PicAWTiIf7wP66WFvTxOXPww2g+Pj4+Pq7jGxsfHx8fH9fxjY2Pj4+Pj+v4xsbHx8fHx3V8Y+Pj4+Pj4zq+sfHx8fHxcR3f2Pj4+Pj4uI5vbHx8fHx8XMdXfV4D1VPn6dM9Do2MA0unexA+WvDP5dnD2Xgut0opn9NK1jc2LxCEEA+cSvbb58zDP5dnDy+kc+mH0Xx8fHx8XMc3Nj4+Pj4+ruMbmxcOt57uAfhowz+XZw8vmHPpr9n4+Pj4+LiO79n4+Pj4+LiOb2x8fHx8fFzHNzZnKEKIOSHEvwkhHhdCPCqEeL96Pi+E+KYQYq/6nevb54NCiH1CiCeFEK/ve/56IcRPhBAPCyG+LoTw++h6yLDnUggxpravCiH+atWxPiyEOCyEqJ6Oz/JCR+e57DvmnUKIR7z8HG7gG5szly7w21LK84CXA+8VQpwP3AzcJaXcDdyl/ka99lbgRcA1wCeEEIYQIgh8FPg5KeVFwMPATZ5/mhc2Q51LoAn8IfA7pzjWV4DL3R+yzxroPJcIIX4eOCsmDr6xOUORUh6XUj6oHleAx4HNwHXAbWqz24A3qcfXAbdLKVtSyoPAPqybklA/CSGEANLAMc8+iM/Q51JKWZNSfhfrRrX6WN+XUh73ZOA+z0HnuRRCJIHfAj7kwdBdxzc2ZwFCiG3ApcAPgCn7ZqN+T6rNNgOH+3Y7AmyWUnaAdwM/wTIy5wN/68nAfZ7DgOfS5wxAw7n8v4E/A+ouDdFTfGNzhqNmP/8I/IaUsrzepqd4TgohQljG5lJgE1YY7YPaB+qzIUOcS5/nOU7PpRDiEmCXlPJL2gd3mvCNzRmMMhT/CHxOSvlF9fS8EGJGvT4DLKjnjwBzfbvPYnkylwBIKfdLq+jqDuBKD4bv08eQ59LneYymc3kF8BIhxCHgu8AeIcS33RmxN/jG5gxFra/8LfC4lPLP+166E7hBPb4B+HLf828VQkSEENuB3cB9wFHgfCGErdJ6NVac2ccjRjiXPs9TdJ1LKeUnpZSbpJTbgKuAp6SUr9I/Yu/wFQTOUIQQVwF3Y621mOrp/4oVH74D2AI8A7xZSllQ+/w+8KtYGTO/IaX8mnr+RuD9QAerrcKvSCmXvfs0L2xGPJeHsJI5wsAK8Dop5WNCiI8Ab8MKiR4DPi2l/GPPPswLHJ3nsu+Y24B/llJe4MmHcAnf2Pj4+Pj4uI4fRvPx8fHxcR3f2Pj4+Pj4uI5vbHx8fHx8XMc3Nj4+Pj4+ruMbGx8fHx8f1/GNjY/P8wAhRFYI8R71eJMQ4h9O95h8fHTipz77+DwPOFtqKXx81iJ4ugfg4+MDwC3ATiHEQ8Be4Dwp5QVCiF/BUgg2gAuwhBnDwC8BLeANUsqCEGIn8NfABJZw4zullE94/zF8fE6NH0bz8Xl+cDOwX0p5CfCBVa9dgKUKcDnwYaAupbwUuBf4ZbXNrcD7pJQvweqN8glPRu3jMyC+Z+Pj8/zn31RvlIoQooTVIA0sSZSLlMLwlcD/sqS5AIh4P0wfn7XxjY2Pz/OfVt9js+9vE+s7HABWlFfk4/O8xA+j+fg8P6gAqVF2VP1SDgoh3gyW8rAQ4mKdg/PxcYpvbHx8ngcole17hBCPAH86wiF+EXi7EOLHwKNYbYh9fJ43+KnPPj4+Pj6u43s2Pj4+Pj6u4xsbHx8fHx/X8Y2Nj4+Pj4/r+MbGx8fHx8d1fGPj4+Pj4+M6vrHx8fHx8XEd39j4+Pj4+LjO/w+FwsZnJ+temQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# check results look similar\n", "dr.sel(lon=260, lat=40, method='nearest').plot() # input data\n", "dr_out.sel(lon=260, lat=40, method='nearest').plot(); # output data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### -- Quick statistics, bias and RMSE w/ plots -- " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "ds0['bias'] = xr.DataArray(np.zeros(ds0.GPP.shape), dims=('time','lat', 'lon'))\n", "ds0['bias'][...] = ds0.GPP.values - dr_out.values\n", "# RMSE in setps (1) calculate bias squared (2) take mean over months, (3) square root\n", "mse = xr.ufuncs.square(ds0.bias).groupby('time.month').mean(dim='time').rename('mse')\n", "rmse = xr.ufuncs.sqrt(mse).rename('RMSE (gC/m2/d)')*3600*24 #convert to gC/m2/d" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Quick look at RMSE~month\n", "simple = rmse.plot(x='lon', y='lat', col='month', col_wrap=4)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Bias plots, here averaged for each month\n", "bias = ds0.bias.groupby('time.month').mean(dim='time').rename('mean bias (gC/m2/d)')*3600*24 \n", "bias.plot(x='lon', y='lat', col='month', col_wrap=4, robust=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### TODO:\n", "- More useful to look at multiple models\n", "- Calculate global values, seasonal values or timeseries? How handled in diagnostics or ILAMB?\n", "- Preserve coastlines, does xesmf have tools to help with this?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:miniconda3-python-tutorial]", "language": "python", "name": "conda-env-miniconda3-python-tutorial-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }