{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Task:** Interpolate data from regular to curvilinear grid\n", "\n", " \n", "\n", "**Solution:** [pyresample](https://code.google.com/p/pyresample/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Notebook file](http://nbviewer.ipython.org/github/koldunovn/earthpy.org/blob/master/content/notebooks/interpolation_between_grids_with_pyresample.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following two excellent contributions on interpolation between grids by [Nikolay](http://earthpy.org/interpolation_between_grids_with_basemap.html) Koldunov and [Oleksandr](http://earthpy.org/interpolation_between_grids_with_ckdtree.html) Huziy I would like to introduce a solution using the [pyresample](https://code.google.com/p/pyresample) package. I feel it is timely since pyresample does encapsulate the strategy presented by Oleksandr (which I totally support) in fewer function calls. There might also be a speed-up factor to consider for big datasets, since pyresample comes with its own implementation of KD-Trees which was tested faster than the scipy.spatial.cKDTree.\n", "\n", "The same data as in Nikolay's and Oleksandr's post will be used for easing comparison." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some necessary imports:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#for netcdf\n", "from netCDF4 import Dataset\n", "\n", "#for plotting\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "\n", "#for array manipulation\n", "import numpy as np\n", "\n", "#for interpolation (you will have to install pyresample first)\n", "import pyresample\n", "\n", "#for downloading files\n", "import urllib2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I repeat Oleksandr's routine for downloading data, and download of the NCEP dataset, as well as the target curvilinear grid:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def download_from_link(path):\n", " #download if it does not exist yet\n", " import os\n", " f_name = os.path.basename(path)\n", " if not os.path.isfile(f_name):\n", " remote_con = urllib2.urlopen(path)\n", " with open(f_name, \"wb\") as f:\n", " f.write(remote_con.read())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load NCEP reanalysis data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "download_from_link(\"ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.derived/surface/air.mon.mean.nc\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need coordinates of the curvilinear grid: " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "download_from_link(\"https://www.dropbox.com/s/9xzgyjs08zyuwzw/curv_grid.nc\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now I'll skip exploring the data (take a look at Oleksandr's post) and concentrate on the reprojection of the NCEP values and the model's curvilinear grid." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# load lat-lon of the target grid\n", "fc = Dataset('curv_grid.nc')\n", "lon_curv = fc.variables['xc'][0,:,:]\n", "lat_curv = fc.variables['yc'][0,:,:]\n", "fc.close()\n", "\n", "# load lat-lon-value of the origin data\n", "fr = Dataset('air.mon.mean.nc')\n", "air = fr.variables['air'][0,:,:]\n", "lat = fr.variables['lat'][:]\n", "lon = fr.variables['lon'][:]\n", "fr.close()\n", "\n", "# get 2D versions of the lat and lon variables (note the -180 here!)\n", "lon2d, lat2d = np.meshgrid(lon - 180, lat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When all the necessary inputs are read in memory, that's where we start using pyresample's magic." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a pyresample object holding the origin (NCEP) grid:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "orig_def = pyresample.geometry.SwathDefinition(lons=lon2d, lats=lat2d)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create another pyresample object for the target (curvilinear) grid:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "targ_def = pyresample.geometry.SwathDefinition(lons=lon_curv, lats=lat_curv)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Resample (aka re-project, re-grid) the NCEP data to target grid. First with nearest neighbour resampling..." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "air_nearest = pyresample.kd_tree.resample_nearest(orig_def, air, \\\n", " targ_def, radius_of_influence=500000, fill_value=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... then with the custom weight function as inverse of the distance (same as Oleksandr):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "wf = lambda r: 1/r**2" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "air_idw = pyresample.kd_tree.resample_custom(orig_def, air, \\\n", " targ_def, radius_of_influence=500000, neighbours=10,\\\n", " weight_funcs=wf, fill_value=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(the warning indicates we might loose information by limiting to 10 neighbours...)\n", "\n", "Pyresample also natively support gaussian-shaped weighting:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "air_gauss = pyresample.kd_tree.resample_gauss(orig_def, air, \\\n", " targ_def, radius_of_influence=500000, neighbours=10,\\\n", " sigmas=250000, fill_value=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us plot the results from these three approaches. We use imshow() that does not introduce additional interpolation." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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AwAYrkkFPJhV9mIXnOsg3IaeqJ3v27EFNTaKCcE1NDfbsSXT83rlzJ+rr0xZb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2l+a2cAtCKw01XY2LLQS3gk/emITFVfVc6JxzvnJUeI6xRXn7dN7dciSi6JxUmJ8iUE1CY8Pk4+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az9WH1nHXkB/lrScbfCCcp90JEY8qljcO2Y0k+Hk2nDxDOSWKyfBy0lCSBq0td4WcVYj7xY\nWGuU0AWubzq2zWO3qRfRr87cBo+r8zg5ndEE1abHyXGEdqHZfhr8NMb0ses5MNX6Dw9MG8AT1w4Z\nSIu5sm8pJ0dr0dRua4CDts6uNO1anyh97tNK8STcmxZbH6mhtBVWt8fUTYfHyep8FcO7kBx24nok\nnKOMJ19jyP/S+kvK7bJZWeQ3eQ84hYvqh7hYXXH3wRn/MH2TY86R+hRLzpuXNoiou2hJQQWhfOOC\ngsfTgtV0zX5WU1Q1Rx9fc/UaqWQjBOCRx89ysQUp7Mwrwv0xjTWZZ7RB0ur+rEpGRF+9jITbE/2g\nzEED5dhsLYpuFey0YcIDt1yBa+uCIud5aaI8C23DIUYH4qKsomFCcXU5QHmijt9E1O0bE9riZpNa\nKLZZsLKAqsfwrqHdH+QcF/DEB0+ssBBERQ14fZMHP3uxgFtFu16tzY7cR1JwRyrN0Na9zdTfQ7Mv\n3Jz0P942MavL1TmadmVFGTMT11XJlU3IupYxSCDlZZqxHL++9/phlz+dluoDaT/k4/fuUz94wrtH\nb7KMxbqnTe2KAHKLKKVIO8CSc9asmlTwa15lVXzEsrhgdy98mcWzLUUEpkOT3+55BhmqAsl1wIF8\nVzE26CgMy8lVJKCcmnbR20mdXOHyjtR+DqksQ9BDLwVnZ5MB9JGIq+3zw76w7poL1OIt0PK961D5\nPKVtCp36t212Ew/scsc8spxjMy+6oi74P/QQ4Ok+WcCz4quI/FrcHIpltf01oOW29TlWJ6j97ubp\nO1k9kad/a1lhn3M4C6AgQFcUdVNEaXF82XJBuirlJh+kMS0DmgM87/fM/cbSJi8lAbzqgOq04MPd\nfRbTS2rqJrPxjlB2W17ygTlLSUSn7BEXFSDq9MLztuScablHKtWUhlOyyX2Eav29j8J5BxUpl57l\nYGXfC+/KcWd9+jhdJrI2nwN06zo7HfalfeB0YgAJ+9LndfVyfqqnS6XrSXnuDFiKGFsddMFCi6q6\nBKI+JjS0kO1xuzBKtQ/dh8oDwb5x7HmjnJVLukaLyuzPzUkeV2bdTob6CFnfPbEai95OibUinj4k\nOQjP1LaItzNgFkTWO7M9JydP4hVSNuG6SPrcXTFhX04pqoL9bB9SOG2nIa3TKQGIiONK7RB9Hz1L\nrafDtaCs62hAk2pq+3+9Rv1T3+fd8k0mxY77fMhj7jXzXyjOO4ScyTNy2bz4EwgGcXfPhN10AtPA\nBW6OaNF0tw+V1RRtChOLTBChF8+2FBXs795h8SyA50FFAD8t3mrSz4OnDzyjfU9tBIeIv+A/bw7d\nKmfnxagmsbOdqFP6aXHWtuX6yJtP+hTUHWAMdQaugo5GSAOdLlRt9TT2LYbqm9vXYouNqshxcLmx\nysy2PlfjlRWJW/MUp2PofjFp15EVQ5ZTSRDqWVs9klhduZ6IrzLxwyRGlgTwWcX9R4R7ekoCvhWw\n2nL3NPyAk+m+UeaD5oDavp5lUbMrpkxmuyDOQgA8Dtr3b0UyMAj46dvmqTjkvtuXG2Zf1hpw9f++\nwtOHS5jtWL5xznf4H7jP42a+UsAbaDKlQGICgkFjor53zY4pS845I1VKE5pOk0iciyWXtsuj5Ae4\nmdYsn10EUfUIZtqXTouudk2KzlB87CRi4/skdY5wguIvKKLzyy7GeumatHVJ3kY6F50mT5y1qaC6\n13mBr2s5spw428eB5fYt+Gmyi6FPfLUMWG6c3P7IxTKOxsju1vDRR4fqzyHNHYlf3IrkQ/dgy/Hq\nPOSTi1XBFmyaB1gDn1CtgHBxfBkczsuC67KCKjMP72Wn2+3vh9Nm15p+IVbAxQFUM77992/xYz/y\n1zzmPo/4uybNe5h7eqm3n6fw3XV9jD0T1qyafUlCADQicU6SEpJ+zUuCmrOj15izoaxr6rJm8eya\nA+D5LObfI35v7TtnJRvZ1vG9hTruSTkvqzXWAp3OVqJF1r44WS9iQo+tE3PujCNyL1W0i+Foh2Dv\nbe29vXH2bbvnXuK95S/M8RywDoFe35yypCMpKvrjZWVwy+1VBLD6fqa/kE7eKSJrGa+5JMirdA0R\npdlXba89OGNRbKIDbtUo+SE8pKLA1xXqQvsi9CtgX06oyzpot8rnUB50fwf9oOqXkI2g0cfFquuN\ndYy/PrZAWfL+7nXuTR83HN6GOff5kBPOGleVDYuoANoH8DFPjUhOBSFqQ5yXJRbX43gtSbJRoUVc\nHxsWLItziqJmM4VpvWOyvWJWkQwV8p2sI7Jul4LgAvri4Czgpp/Bgcf6VnV21p8OUjJOrcOT/t4Y\n4bNd49Wzvk7ZszFfV9cMuFPWXF/MWqID0HUvsSCnP8eEGLmiI+lH9ha4djfxANFeQ59rt8fsjyZP\nJLWhX/IpRg+bYqqiy7VJ7GsUWykJ7ibxi18AX6BtcX1EJxTs8OH3IzeXuJolF83DGfbP2TFhHvPD\nnXOMuHgIFaK9bz4P+58cy4F766mknQ3Zgp3nstIkFDjg4w9OGn/B1TRwdbru8YRdK4GAlHvU9yKI\nsuF7Lpk0L4G90Y8LUGqyOnQdySEFhEIq+fCS2RRzyqOa5ew8VEkro15Ph6/p7y0Gjy3BAC/FwHPr\nfwTdKthZx2ELdF6diVzRHZ32CdqZj2WMHCXXk9jQiA1qX3/qPrnjmL76c8yDIv09jm9oHE/s1ce8\nuEOX87MO1ta5WJNt08kFtHuHcGp2wkILEsgdAm+QQHLR9acTLkhzeI+uODy+pCgr9rsJy+k5r7Ju\niauay5GHfEfiTCA8uI0Ro6yCKAs04OyJXXIrLHjJetEvOm0wqki58PRDL2OvaGdPKQ85Xy9ZHG94\nZ/oW/4T/xo5pY6wQgJJnwIKcNlpAADipcVFGsVTuxY5JB+zClNMzpY098kxP2DXXW3LOhB274oTl\n3fDCEcNGWSo3FrHEinFDL6spgcvTJSFt7r0eujWwAy/gP8cqd/3qdo6IqjlEe+4QXV9ES5MAXI5L\nC5Ntb4959vs4L4/6juuHZyzl9Bze3Bp6jh/f6gEWdLk6u+2FiWmfPhm7J227POxSFewRXdBRfhRF\nWbPio7QfH/iw3dX7CtWUTGPQ/WS6bwqkZ30yxvweVtTVejk7Rp+aJG5LxpS6Lnhc3OOUMwoqzlmy\niVEWUrIxcHupoPckZlGReyHgJ94Lcy45ZxnLP06aF0OOEqgmQN1Hti0AZ2BsWnrA8g5wnX6ushks\nkbwQvDq3M1IGFq3by9CtgZ2OirCxrl7sKyhnYMX16bKJ0idHUsikGS8u3P1WgaR9+2oF+IgF6HJ5\nffo4fV3dpsXX0nx659tr2rYhrrMXfLX4qWlMthLhBm0izg2++Kqzp9wn5bCbOxwcbfD7CdmeUTwM\nhaxXRRDxiuahLlvOt0LaAT30DzqtxsI524d1sj3s/930WvGeLu+3FJcTzd3ZPHvy8pXvvwK2U/Zl\nTVnWnM1O2ReBOwuFtis+YtVUKguhZBt1H9rip+j4hIKz8obzOJFl5ALCfUlcYPurhdKRMp6ErxUk\n30C5rxP21NOCYloDF0xR3J3Wzcm9EnFXc3uWoxtAs1vX2Xlp020/K+7mknTmshJb/V2zHcGuyUq8\nVif1AYsFiNzb2BtHjuWAz8MNqwPyrp2jHEfngXFnLBFjtZFCc2caBAX4ZL8iD4bilHxotgXoXqOd\nc6+E2WFLH8cjYuZfusBXwuruugGqy2hsEP2RkDVwifW/ouCSBecsG91Uulex0M9YPWff7+wBnnwK\n5yqcjZcuqjzgupywi6zR7iis///G53mVNTUlJY9Zs2LCrsXVWjG2oGrcVYQE/BZsOFPPnxgz7EtD\nA6i2+EKK6FhyTt2IyRtqCs6PjimqCw712tZFdbTYSrwnEuerjR0vrzW26Cg5oc3VWbO3NUKEtjzQ\neeApbHQTHyviq46ckAfqonN6Ou6Jsi+k5H8BGvugedQHwqPG7eugkb4vX53m6ObqU8DuksDlzWkl\nARAO55Gab0kK7Jc2kk5OaOJwc2FG7TUmQFdpPXEsrXm9PmpdozeV04uqKUQvt6WtW/X+AGIOxsms\nHS2xi/D+mPsxlnbBkotGlBTRVhspLBVKZSRAKKnjp+zZRx2hPMf2RaJdUiTdPEgFtWTMqCmoy6B9\nOAgnt9epZiJlX2pRaD+7PtUTtwh21qDguZVoZ0ZtnfVAT48ZzmmLtbkkoEBwFs2JHZpseNUQyL3o\n3R3Upb3gmDkOsxeoS7o6NcvN5RyLcyykJQkFUyJr8xdfRhIV8QXSy0jruuTl9CAYJ9bPVpwcBR3W\nJLpQhBdd2XAWQrIuNsybxJg1ZVOA6Xy9jMWX1L2yVvPc17Yibd+akHPWBMdocVAW8PM+I3e3306C\n1TgyovvoKFxT8jn+FoB3ebNxS9HGgxxpx+R5Y6yYMmXXgGbbeDGJ9zj5KQZd4Z4UshZSsYVwtwlE\nwNsczajLffDJq0ggJs7GpdqXezql/cJ5WTk7G6CfS81k9XqpkE7bAdmep8nzAK/rgp1UECurICbZ\ngHvPLWAsfdI7O5bryoHYTcd36blzQkUSPzWnZgFxbCJOzeVJOicIPnmqgpj8HmsSJ6ddckSkvTjk\nClgcbzivl9wvdChV8umcsGvWyTnHaq2lNbd+skoV5mz2apvmqaTtDyltkMf8nE4PklvKhWrXfy1H\n9kM2swWTWWSBpgFohAN7lzebWFpxPhbgt5ETlpIRMHFvl8wb8NNuPKImSAagQgFfyrRcUMUykWeR\naQtc32S7lYsm0o7E8rkzbfI7dO2TLbp1nZ11MZFPzw1Fi65Wx2fB0gPAZty6YL+dUFdF8K8TnV2f\n6OHpyrQOqS+KYuxd1nhyE3DrO5YzUMi+dpZ2Sbi4IbnMyvUaAPW2vRk2PExE2QUhn/hJmqcM/YQA\nbBowdJwqh3z8ZMXseMP7s9dZTs8bzk5cM0JeuDlWH7xnwvluGUXDHdsnr8brHnQz3ug/HSOrxVz7\nle0aya0NDXrST/sRmnCz621bUC/Kgn0RRFtJ9hnE2ElM7X7cAJ/l8KzbltA01rmYsG+B34LL5tpt\ngKsiH11EnWFw4l4QEhpI5Ect7bMNdXWdjBXeC3/nbI+kWwU7T79mjRb6eJ+ez46jj3U4Rs99oDQV\n5nM0BGjeD9Q3hqWxoutNQU+3aaC7EdnsJPZCuTTsfcd0PdiSwNE9jNuZ0CzrZK1DqhpH3YLtxYKy\nrNmUCyZFMk6IO4XnyylAV+k8h0NA16fbtZye5epy60WvEUlCcYp/3gyoSq6rOtZRqYO7jHIUFp/B\n8C3D+g8Gg4uGwxPRVO6HJeGIq/hyCtwcrbTx6WVSUFBQRiOESGUCeEG9QOPeEvR2BUV17d/Liq57\niQ49qxgEv1vX2Xm6NdnX1lYBOptSPR/G0jVuAOx3kxbYXVvg029mvd/Sk2T6We7Oo77jfdycJc39\njWG6tJ6ppeDumyx0RVZLQ+Kqnpy2vtprCEmImCLRzX1AcC+R7UcEYHsvbkvW4oroIlKy2+5DJupy\nwmS25wxiDsOaRbFp9FeXLEJKsLJmt52E4P/tBJ4c+PdPOC7Zt/fTSgIl/sslx/XZMbakhAMCeuJo\nHC2zXMy4ijkaASazEO5WRugR/zuAE85YsGEdL6JByqMkVYXnaM5l5BqTI7P2XxSZLVm6Q4uIwJJt\nWYe1bYoF1dGO2bOtr3/TiQREbNVppQbW8q2BHbSdhKELdBulIO24ANAFzDRuGzgbPV+dxqg87s6m\nQNKfdsFq5XhOXBkCEu8tnXvjjzlmJUmbasjbzo3XHMilTPcmYEVeC2q6Tb6M3texsNBKvS6pm2Su\nItJZALnQbQdclXPq2Z5a3DOiT2VRViFrdVVydTHnzmxPUdZMJcvJk1f8eOgLs4/a1jo9fVtE93aT\np02vP/2yhQB2Wj+offI4pDi+bL4nM6DYRWPCtBEtzzjhMhbahm6tlxwJF3jOccM11gQ3El0FraZA\nR3DUcVvEWgHC42iNvWTRRGxsJVtKQcpskivM492zFzv82ZFXStFyYe3+Rau/x9FZg0fbiFE2mYlH\nk8fBSXtHjBg/bDPGmD43BT37wA0ZL7Lzfp47MJI8js5+6b6i2q/QUiscm8N23u+RpN8PSGFl60Ou\nV3Bd1lxdzKGsuaNioq8vFlAdcL095LpyYHwM0EH+fkvbkPgq5IGcPf4B7Vq45uUlnGtVFRRVQV2k\nGrMFBXuC35uuVLZh0cTSehbanK+qJAsQJ2SxzmrQs+PpffGBzF23IXu/K9pOxTUvdyIA/WlFVOHk\ndGp23T+N0z1ms6bUlE0mWk2FNk4IaWOD1QuJK4CQvXs2d39ObBkCRsvpDT0Y8hDqpAWeji7H2bVI\ng5x1FNZtMpAWc70wL6Fc/QpILidCwuFdQRnbxR1D14H4Tvx8SJujEzFTwGB7SBO8PzvkunwO64Ou\n/tWKptrX0nJ50M1DqMnLYO1JDvq4BrecSKtJR148TNe93k4CuDNp9I51WTQprsooOkq1MomskHRP\nIoamS3dBSKy5G8pouNAW27qVRit8xSL+q6OkNulEYWijSbN+9X3V6aAgRVUI1/eyup54/m/S7tWg\n0KTFV3vMhqFp0VUUz2E7fPXGGutVFbMWIfsW1Z/2LVyRv7tDgNfH0VnxU6yANqbXet2PMkYI0Gnx\nVQNdX3qnIauIbYdklPBEWVK77OrwOWnXzrdr1aZfWqemf6mK9UA7ckb/pu+Z6eoXSu6FYdeMt211\nrR4Hp69r9cRyngD8I9pi8kUE99kVV9tJU1ejKGsmUx3HWkTAWsTUVxJDm+y6BVVHihJRVCj53k0a\n9kJKIgi3WFMyUQkhRMQNfsFprEsWvLrbtsFL3+9afWrn4xF0qzo7a0X1gE5T29G4bLUDLR1fA6KK\ncxPWvjmvqRerrqMXod6HrlPxCj8zigU67y31Scjm2NPXt173+phLz51OQzGvmqx/ndXV5Yps6xhY\nnenEcnkkDk1bJJ+o7fcIYut7sU1eAnJc/2ZaHNZWVJnKE7pk761uk3bvZZLjrOV6HvhZGnpCS9pA\n17JUl9yZ7VvV87JxbbEAACAASURBVPYE5+OqKFo6vHOWjWQ1Yd9KBiok3J6XQEAMFXumrTx4uo8/\n/RTxMY+Gjt2UkPcO2hmJoQ14Y14+5lbdKumbaY0QOdHVI8sy15Tsdyphp+HoegZKnzZkLLcYZaF2\nCthk+vZRjkGCNsjh9BujP2rRc7pP2Rigs9lIPMAboj59QOaQFtGPVZv+FMBD9b0gBdgLR2RFRs0l\nW5Jz9JyGXmB9QJfra8eXY57Iq0nXrhDXG4DqoKOmqaoiJDVgSlHUcciQEaWiaPRna1aNlXXSGCLa\nTsj6+dRgJvo7GdsTg6FtFBFReFmfU1jRdYuvj7OuJi8z2OncdPrGeeDWflOUrb5WR2dFV6Eqlk2U\nLCfJmbgKeh0BCV1Ux4qufXo4LWZ4OePItHlkuUvx2ke1yacc1/Nzr6G5OH2BS6cN+l1ONFldnWVV\n7BNrnYhl25HnNMeipyeuGPpyGuQu4nEBOWjr8eQ8AQh9LS0mWg5MxrdfD7VtQTD3UvLaPS7PPqVW\nNwxtXeYHpBodzLgun3NdVlyVNbPjDbvthOksWVKLQupTFE1Gk5DsNhTn8UTbtJ2ATJ5RbZzYM6U0\nKfg9g4X8bYoFcz4Osa8fkpiO79PPyY2oI3trYCfiKljx1I+qsNTW+TnRGAbkQlvUVZR18KHyxNgh\n3ZZ+q0N7cY75vCl54qrmNGS7l5V/rg7Y8oZCffo4S9q6Wjnt0M5TN1d9tBhrdXa6H22gsy8TTJs2\nULwX2x6SKsJp8VVzcZbDW5t9/YRY7s673x7Qeb/J0FrIibX6XJmDBr8PCN9bxPhm7clzET53Wxo9\nXlF0C1DtmMRIh7KV0NQjC17aYDHnkhC9sYuc4WXrHAk7E1cVIOS3k2B/sbjKfRQR9pnZh0Gn4jv9\nhz9bstya53Jy4zFjhgrrYtJYpTz3k+ogvyj73qoiTunydy8CaB7JW8wDuty+SwJ0uiC1nugVNwM6\nS/YG9enrpE10c3KuymyCMR70vY777nlFsNa+RwI3uVdPaN+7ofY1XRHX/g43oT7R9ybibu48WTPN\nCzEZ3+zaL1Si0x1TbPjci5DnFqZz5QlZEN3FJAE761L7sXMRj5N7WV1PhLz0MkNOwl50hYivGswk\nu2xdlQ7AFUF0BZ817lMa6+N635439iGwfT29nPcQen8NaT2alDO0YusnIS/eVcacm23pj9OmQc8U\nKNd6Nutn55H3ez2hbXQQUVdeWl72Em3U0C83m3EEp7/Mw9vW+0PApcVtuyZzYwsJyM1IPnmEmrfX\nVcH1dsJV9DcUmsz2oVg4wU6qDQ0S0gW4STt1dmItwkoYmIi9+lPcXdrZKRWCHRFCozXw1ebTcnsD\ndGtg13YS7qZe6nM3kX0b3C+A1ra4hv6Nfs6Krpp78haSfoC02DSGu7qp6Opxc/YaleqXBbrndH3d\nzlWbNSpkYlBbNCaLiYikV2rbjj832w7Q6Yfcgpy3Ym/CDX2g2k5Vu4jCsq31cwJmlqvX1xgjlg7N\n1fa3WXhEZNVj2H3d/wltySOG0FFG0IneCaVysg4HwkeosCYiaXAW1lmKBZxyfng7pjG9U1d8zVFz\nXMRXqUXxcdMhfw9fdj87z1duiMQtxVYggzab3uHo9Pb2wI8V1ZRr88BuLHlvaS1yYNpzYmwv0AkJ\nB2fjUXMVwV6UvFhXLzrCAp2QA3Sas0G16fhkLxY5x1V7v9EH6ppWP7c1bVZP6zkHe9cbw+X1kb5m\nDtjsth1bp4s6Pmgm7UUTTaZ7KmVd1bGv6bKJC9PAZzk7yXQigJlCxaoWUOpMlot607bGevdCf2fR\n3Y14Dm9VZ6dpyAKbOyYuJlYX1+tisj3Mc3FDN7o1Tk//m1BuLtAtxtL7oz7v6fhJAc2jXPFqD/xG\nAJ1ngbSi6Rjd6FhQ0Vzyhdm35+XWSN9L8iZz7OuTM5qNmV/OsTzzfNR1gB3RnzXtGVT3EoDaNntc\nGBwbj5vLJg0E7s6SPn1Euqdb5ew8z2wv4D/0D1OVwteSLcGSTs1TV0VbfNU6upynu7dobL8xfmxj\nFnxOXNWcQx83p+fSUC6LsN32aIw4O0RWZLUxsXM6qbQsmNn9HKBoK63J75bNQGM5I92mdV3eOPo3\ntWJs33W8tZWj3BMp3Jl2wenj9DSJpbpJIHAAx8+bsLK6LKjLmsXxJsTVFu00TzsmKhJCkkTVLf2d\n9omwoCWWXRFrR9E0fh8twt7F17GKH97AC+RWDRS21kQV0d6WRPTKLEoOrboOQc/7bdvQ0QCdZdW9\neMa+t7UHRla8tP3G0FjuYQjsGvIKVtvjQ3QT7i/H0ZXmuBVpnbA8z9XD4+agDTT6HlhAsmoCe70c\n6OWOedf2+mgaI8r2tVt9nbykT+nX3VkwlH3ti7c9aPSh1zFRqSQQqOsCihDkL1zZJYsmwgHaPnWa\nc0tB/VXU8U2YUzWibI4EOKuioC6vQvEdGVYKZsvcn8ZtXVx7xPP30oixmvqUmNo/T0gbJrLiq6TV\nzomC3tvbW6x9oqsnPnkPR84gYueWm2vnWi+aoaTvAjclC37aUutlPFGHc22WyxPKgZi1iHphXGO/\n7qj7foPz+vqOGdP299bamDl23JnyOm9LOVF2iPaxnGMYo+14DAkgsyTrQLg3mYYn2g4McyuUS7op\npB2Owxuifazvxnd+MImOsGKffTj63sS5DBe5RZcDzaEH0IqnfeDXurYGlT6/ubFIrdkKjzyjhxTO\nySHUAOCVtAGuT5zVHItnGfWMDbkp6f65aw6d7x3z2sYCm2d4kXbRL9qiQ5qsMUfvH8fti0M4voop\nr8IFtWW2LopoaAgkWUskKiI8gyk907QxVlRNm+b8Nsxb4rCMszFcY0NF/H5P6f4+JalAdl8lQHNL\nboXyGYpDu6SCkWM3iZMF5Woixog+kPIAxH7m/N76zhGSheZZXL2xbsxdHhC4O50JOCfWjtHw6+N9\nT7umvuzDIt46ujpPXM2JsB6o2W3pZwHOinh2vL5r6THGiExD66Hv/JyYbMHbHtP9rUirP6HtkrI9\n5LrsSlJildUWVMlbJ4C1Z9JUKxPypDI5VycIkHjcHdNUTtEaLUTyldqwRfx7jeSDJ929EDpDg2Ls\nu+++y8/8zM/w4z/+4/zET/wEv/u7vwvA06dP+dKXvsTnP/95fu7nfo71OrmY/9Zv/RY/+qM/yhe+\n8AX+43/8j9mxJYA4J7ZKoZBcIR0vWsJ1NZGHQVvcmj7kF6dwWLaSlHd+H1eorX2Y47k/z4/OcqYt\nSi4FgQ6dv8+S+oDVQQ7t7lGSuBQbt4rZHxJxIQ8y3tT6jtlr5q5l/3LXHgN6HvfnrSlvPfTNw3vh\ny5q8mHFdybNUJr0dXSYEAocmdXUrBVL6OdYp2oUELGtCZmIb5inc3n4W1+o0/t2l/VuUBMDT4u0I\ntm0Q7A4PD/nt3/5t/uZv/oa/+Iu/4N/9u3/Hf/kv/4W3336bL33pS3zrW9/iZ3/2Z3n77bcBeOed\nd/jDP/xD3nnnHb75zW/y9a9/nevrTBENdRPCZ+L2PA5OW2pzaaQ7CTntG7IPTDSNWSyWvGN9DsJj\nx9DHhh6+lpFA6LNyO+nbt9fscTHJcVhDYDMGUMbSGGDrwe5BGisF3IR04orccW+dy8vXZtGJ1Iix\n6ovK82af1T6yTIzo7SQle5+U9tyukbuZjvKiHAF4g2D34MEDfuqnfgqA4+NjfuzHfozvfve7/Omf\n/ilf+9rXAPja177GH//xHwPwJ3/yJ3z1q1/l8PCQR48e8bnPfY6//Mu/zI6f+8L6RuWK7IiJ3CWp\n9dnHEXkgpBeI1fP1cWIeKOpFZa/Zdz07ps2yMebBbHXyuLvBAUxfSzlOTvpKXroMR+lxaZ6+buiY\nJu830PfRA1VPDPSuOxbochy6nZ93Tm6sPtHZZqnGbOsXvB5P96sAVZsDEuDta0mGW5ICu9JNkHBN\nrw60kJXMpBD5puHuJBIq+fZVAl4iAYj+7jWSW8rdOHc5NiDK3sga+53vfIe/+qu/4p/9s3/G48eP\nuX//PgD379/n8ePHALz//vs8fPiwOefhw4d897vfHTW+zZUVbkK4UfZN0Oj2HH1DI75eHHTByi6c\n3LYVPYe4sxxw2v45UadvHt6D5z50wj31ia8e6H1SstzkgLuJdLWiLM52jmyfMRzSGNCzc7B9xozf\ndzwHyH3nD43blzDCtlnwazi8A64vFuy3U3bbEGMu+SA1yMn2JfNGFA21LNoZa0TXZ8FPAG7NqhFr\nN8w5Z9k4Mwf3E7iakvR0M0IS6xnBCntEAL0jgv7xiE8vEcDFxQW/8Au/wO/8zu+wXC5bxw4ODjg4\nyNdc9Y596zf/d6454Dl3ePWLP8ErX/yfWsc1sIlMr40WL0zyg3sWUSFv4fSN5/Ud40c3dA07Rw3U\nox5yOeGzEGtt3KtcxwJpBuj01Lwpjl2ZHpc05nwLXl7/m4itQ2tkzPllz76dU24MKwHYsXLj2qGi\nz52WnrShQvR1K2okqacXWqZJdPS6/kTiFE124/JOqCErv5Mujl0SfPBK+E8fwX/6f4BrBu/zqCV1\ndXXFL/zCL/DLv/zL/PzP/zwQuLkPPviABw8e8L3vfY979+4B8MYbb/Duu+8257733nu88cYbnTE/\n/5v/0iB/cjK+aaqnwgYy2zTr+lO2+7gry5XlPnMcXq7dE0dse2XaLdkxOmMeksLG+uJhvawlfRfO\nkXZB0dycjOEUHx8jjg9NIyf22e0KX7yR8ceIx5pyLxnNMelrDM3Ta+8DYe++CIfmuaLo76jrcujv\n3RTuOeCaBRwLYO0bB2Ph02rKaFUNAHfGCSvWEcYuGyBL9WITg5JSuZdIzVkZI0h1S1asQ0Hvcs1+\nBmV9zYH+XQoSV7eFL/44fPHV+H138G/+78y9ZYQY+/z5c371V3+Vt956i1/7tV9r2r/85S/zjW98\nA4BvfOMbDQh++ctf5j/8h//Afr/n7/7u7/j2t7/NT//0T7tje/K93CBd89Ue86go63bg//bABxa9\nCDyA8XQs9lxvoevzx2Qt8cbTXOHQA9cr0mrLrE6Qqdu8T/1lcmTFYA1wtvLYp0gecAxxxn0vL9vH\nUu42jAGqobn20ZAk0TcP7TngAaJ3Dfl8L26vgzhblFXj6VDXyeoKyYAo0pYc28dqZQJmVWzTz7ns\nn7PknOOWFbZWxzfFgs10weboThJXj4AT2pZ7sdjKdg8NvsL/83/+z/zBH/wBP/mTP8k//af/FAiu\nJb/xG7/BV77yFX7/93+fR48e8Ud/9EcAvPXWW3zlK1/hrbfeoixLfu/3fs8VY4WlzSUA0P52fnWj\n7tSLsooZiB2ReozjYd9Czr25vU9LfQpmr/2mD5o7fk6tIJ21Tx4Mc4EvCb0oEEj7TcXbMeOP4eBv\nQmPnmSMvF5/ne2evpzi8/XZKXdYUZdXUrKgL7U9XNZyaDSOTZ7vbVjX7wiWGYtu7RjTW5xSEuN3n\npeLuaoLu7inJAnsCnA3cE+Dg+fPnn7Qa8o3p4OCA/+X5/wF007BfRkWnDgvTlcbkxjV1J1Qeu912\nwna9DGKspHDSXNRQuiTP8dfjunLHbY0IveCHFMh9VjuPg+njFBuypRGlg03JnstzN4ZsKifLSRrQ\ntUaJPsOAJzKOuUceWXFOz0Xv2756Hh59GnPLzdfzOZRPm1tPz1GSnh6rvvZ+27RWJSnmdgY82HJH\n0rZHwJtM9xRUTcysAN6ScwpqTjijoOKUs4b3S1EVNRP2DeBN2avznjBlH00Vl5zyhHlM7vlqvWay\nvWImqZyeEfR3H8ftDwnPzg44g4P/NUijuVt6a9SJcVXcntbneZxc6y0RdXb77ZQ7sz3X6x53B08E\n9cAit+21adeQIfHFAyWdG60a+NRj2eMdOlAd9YS88oYywJC/3E1J6ezs97A0BHSWhjgsbyyPq8nd\n477z+q7njd837z5Ovk9vmztPc3ZeOFnuOZCX9UPggxnXD/Sbfc9+N4l1Z9vOw6EwTwC9CXDOMgq0\nu46HRdoO5RuFAzzhSZPZ+CNVrHtXTGEGRXVFWcKBXFpE1tdIAJh1uE9f8aWgbvaTcZbXoqibfHZF\nWXO1Vpbi3I/aF5vqHYf8wnY5Kuf6drvPHeYmJOeK8nlwHC3GCulA/RediPf05S302Wn1TSPHIQ1N\n2f5ejbhGF9DGAl4fuI053kdjXmp9ayaXPj53nm1bE2sih8pkxeo8ORqXBbti2oSJadFzzYpjzhuL\nLbRz1BXGw0JIdH0fseJV1kj6Nim8TQHFrKaurlM9WQjc3YwAdH3gr77mS0MhyHjS2k9ZEqqWHg8E\nFCvqKoi+VzrNU9838+q79oHWGO7iJuKMN26Oi/PO0w/D0Bsb6IaS2UGtZXYs4FnDhqf/M5fMOX4O\nLdabANzQMfmKkmq979p9ADzmNx9D3u9tf+Ocni0HzPIpldVy6ynHsTYvzgOutomZgGAMLKYVFfNo\nmZU8druWXyzEotxI1uPACRZKUqtItSq0UWPDnIKKDYuQ2r0M4z0vrznQqZ2OSCUvT5zvMvBVb400\n0OlUMG3AS2+EMr5ZJrM9++2Ew9meq60xychi9qIYZDv3pht6i/ZxdGMSfPaNPeZcMBXg6eGMBPD0\nl9IXuqm+Lgd0YxRduTkyTmT02vru4dA97gOqIZGx79o36Tcklh47fexPaX9/4dC0u4kGSas2sDq9\n5n4USMDnbjtlcbxhX09jgR4d6TSl5pI1r7LkPAJd+0tbZ2OAj6KSccWaM065z+MQIxv/P+eYupCk\nohsWXHMg3+Mx7ep+PfRSgV0b2Gof2Ni1knvWlCnpYFXAbBdCXzyLrKYXER0t+NnsE954Gjh1n76+\nY8SWIfErS/Ynt4V3rEjbZ4m1IKfdW3qyEdvvpPf7vqc9vw/shoBQuMyK7hxyL7+xkv5Yzl6PL8eH\nOEzL6fWJ3tAu9J3zN7Qk58g4s7BxTeDqdJFtEWkhGBLPOOEf8T4b5oT0UO1cdcn/rui0J4NkeL4D\nVxfGlpx3u+mEotpSFHHlCTcnRbR76NaTd9qsJpXi4nKkM6W0qpOb8nAN2beYtPWx897+p/VqGPKj\ny1Hue7zQQLl9HRExNJGRQKeHG+KqLfjoQHXLhdm+9lpDNPb8FxFNb0I5IPe4Tu9c+2eTww7lT/Ro\nrY6tDwhx5snzQWcbsplR2rGzkw5zEj674Z8hZCz44O2Ycs5xNHNI9qMYQlreoS5jsgD5G5EI4KXj\n7ISDk31IIq0cs+IsmNROsx1URUhOKCSsuby1BHD6fO/6xNetc9wTf7xxhva9edjx+6hXdwfBQiqd\nNDdXMay7k8ncAOjG0k24s5sCUE5n5XF2wvH1RV7k5mfB8ybAm+PO9Jh2Th4XqttlvUuc97HqNzS3\nNUlEXB/Acch9p7OB12VBUaTnsaJo3MfKGA1h61V4JLG1wglK2Nku6vyCiBwgbzedUJY1RXXFoTgU\nl7y8pRQ9XZwNKxGa4LmpRNM0y0aElYwNEFjuUD7OiGG5RS+LHNoA6Km5cuKrZ/jQ/QZM49nzXlTc\nzpIk+xySq+1EIB9tIU+oEx72SegmXFsfp953jrbO6t9aDBh2LA+MxlxHPvvEVY/surOiq6f20Ode\nmG1Pd+f9eYksLmZcVUWryHZdpjjampDwc86GNStW0Z8lgFXyzQtibAgrExFVuDrNzKyjPk+DHwDF\njv2sBq4D4EFwNu6hWxVjbeiXTeSZEgCmxIDWM3vKjqKomczauoE7ZQ1l3V1U2u9IAE4vmr5PfV5u\nsZYjtmXf4xy8aw7Ri3ASLuXCvfoUSfa8z5CGRLmx5P1+OY7MioV974Yx3GefGD6mny35KJ9ejrrK\nbNvSAn1/EDg7nf2n+Us3TzKk6LCyipTGKcS/at/Z0hF728k890x5wkkSWylZs+KcZdNvzzRWRSNY\nZF8hn/Mu0q3r7IQ0mOUAz1Yih6QvKIqaxbFTe2HmPIj2rWhBxyvObKkPyGy/0mx/mvz0JwK3H+ig\nnx192vdzCARe9PZ4YOiBrL3Oi4j3eiybxNNep29OortrRQcdgC5TSluNJPGxAnICfJp0ElCb/ilN\npR1cIOdJWqhNsWA/O0yJPgfWwa2DnRZZhwAPiL487TTQ2kixON50c9wdX3VTfltRYgynljumAdOK\nAkK5B8TL6eaN3zenm+r0WpO6Up9jBvmUubi++/si3FrffcxtazFRP+x9SVc9oPKuoSkHanLtVjJN\np01zd7nwQ2+OqPMu1PnSnuNcNeDJp2wrg0UV/1KG46IBOQGqJ5w0rmW2/ow+p2rOK5ucd2E6wf/O\nJiTYFVPO7x7y7OTOy2+gaIulZQvw9JfSxoo5Gy5jimcp4lFSh6R/Rcihv7mYN1lQrquiKS7S0DFJ\nfwHt9DcVSZG7Ncehe9c8PYm02bQ6dts7xwPJMbq70aAnKaCuzGeO7JtBJxDQx2R7hN5Outqh+/q/\nCPWBW2576J7b9r4XZS4aR87Xayo37hCoeuBe0S6oLePoYtt6/cvvoH8TYRA0ZyfPzewAykOuq5Jt\nVXCnrENlsmmJ+NKFdE+TBsZSvYpucg+QoILAFUpRH0nlfsIZNSG+to79mvQCRRxr2l/+4dY4O08P\nlyT+yj1ut0tqFjFg2JIWaRv9HaQf0FPI5rz77QLQ7Zr0uFYXqEHVG7+PM7kpfdqiMnAzji8DdDnx\n7AchNQ/djz5ubMz8bvIdcuKjrQfRxz32cYkaSL2UY16Vu7456fEczk8MFVXMbrxjGhN5BH1bU9C+\n50coFTNjDZZanPW4wZqSqijadSvca9wiaauLtcCKi0lB1aC4kFh7xH9nEWtPqoGp64LF8YbNRWq/\nDicH0m89/eNbi6rl+Ozb1Pa33JnHwehzK9NPjl+oPpaj1GNaGuI6G65OXgZDXF2ObN3YkWmgvIdr\nrP7zJjRmnCFObwyHh3PMfjcBBsvpeVyf/PYet2bnJtxbbo6Wq9MvUx1GlltPcj3pqzlD1f86cnYQ\n/e/KorHMQkrWGbaFH2tbYyWRp+BAMmKEz3OWTViZ9A0colh2sfW+O3RrYJd85nyxtWyB2yaldFLg\nWCM1LWsX8ABWJ2sun4U3y8XFIqR+yomMsr+ibbmSTzlPUujIotRuC5pz0+dKYWJIAKbb7BtTjvUt\nYG/u1j2hQwJ0Y3V09ly5qE7lJBd8QZcTjyuRIenZz9FYnV3fsbGqir453YRztTnocoDpXaM0/az4\nqo9p3zkdKZEThYUk9Eyrf2LuOwknq6uyKbI9KXZIMk4dOmZz3Xl0GWvTiv5ORFfZF3cWy+2d3+3z\n/bpFsGtSuLTawt3VHte6r07wp5MByueEfbw58UYUof/x0TmXuwWHq3OuylgY5MlhO4+ZrQ2rgagk\n6fB0ER67SHJZjnU/+4Bo4JNzLFdn3+jeg6gXuswFzKJ9zifPJuw5E3+KfnWaxuoo+9pu2uemT0Ru\njl57n8HD66Mpp2LZ0gZIyz3atQZpfR2T1p0GPu1Ura+rgVJE3KZ/MlZMZiFtu03/tOZVVnzUATsN\ngPJ8n7Ns9HY2sWcYMwDnIoqx2lsjRy+FNdaKsOJxLX+pbd/aloR/+ny5QSq4pHX8zmzPndm+u3i0\nZ7k/0USyCFaZfrrvim6ySDuevfbM2ffewFY/OPig5uSUsaQn/xkDnUcvAn6fxXXH6vGE7G+e42Qr\n86fJ6vNy1CdSW/cTj/u389F6P/Ar7m0PYXvI9TZENmhKGU+SJXZnrLJhuyuDXhpXlKFatZdasnPo\n1ji7iaomJFJ8ouRRbWnBZWPCnrJria4iGi8575R2K8qa6WwXTeQlnD7j+slRe3ARX/Wb0pZUtOnd\nNQd4Slsc0W/QC9VHtq0Iqy1knu5POD3vTV6q7eyDmKv1OhZFpBbsDxjkNPWJ8H379vyhc7zzLVed\nm4t3vaHbbAEup0PLWXf1izE3jtXh6bUkx73+cl2RQC4Iz4rVR5Y1u6b+bA1TOokA9kyYZ26EcGhi\nlZWSYvIsB91esu6Gr1E02NHP190i2EFbPPXkeH1MPnfQJIKqI7BJ/J0Gx1POWk6Ku2LS5MQq5Uc5\nfQbA9XZC8Bs6SD+m1YVop0oLihpgBPzswjlWY8i4whnat61WCGsws0Cn9XvQDgtC9QNSinYhEUd1\nXKxHmovTL5BPOSzs06ShVa1/2yG9mz3Hfo4dw1NveNt9er6cJV9f3xo3tERg+2kVlw2Ls2oR+311\nWwmU3VTodR1USSLKhlOCPt5jZHR5xUmsYBb866Yx1dOSVWO1Fa19+BxDtxwullxM+v5C3/BZKlSX\nNl2rMpTuvWyMFjLGknNW03XjcLxcnbNcnbM4VnUuy+dJP6fFQrt9DDxQ7V4+/xkJhFDtZTxXfJ28\n8Uu6oqy+jpC3QD0DSYf0STYPne13SOLoXhLqA5axr2/9grmp6jJnKLiJ/u5FyBNl+0RffdyLc7VW\nfuuqYt+BYuAA/8Uq3YyDsVBNioO1VDTAlSIqcqQdkPXnEN0aZzdVTKc1N3v9UubTKQUFO2gFEIv1\n5pIFyYhRNsflRi+mGz6arppjRVlz98EZHz9ZQVXEH7iE4wrWh+kOCXA1HuQkDk9bZ1HbFUFsFXO9\ntvLKuA9oc4Y6S8UpbRFaZ9b1uLrBCmqWm5MvYvPY6f7CzXlL5Ra4uxwm54551Ac+Y0VSO47Xljvf\n09PZbTsnzVl5zu2eNGHP1cYua2Dw5qpVKjrbcWmOlwDBKqsTckiBbYlh9wBJ+9VBYmAumTPnMur4\naALORIUV3FASdxfO7Qe8l0Jnp9vA19W1Obu60dVpEbiILHI6FnBfrLuSO++UM2oKPioS6D18413W\nzwJqVbF4z/VpZI+fzNKdEvASgNNsvmSFJW6vM9uYvnK+9ynGEE+Eha5eMPuLHpAKaMtq1SKsLa1Y\n0ubmxsp7nyHldGo3EUXtvhbVctcbo0vz2vrGHDpfkxUbbfuYOVhOLQfOcj/stfSLVnR3nfV4GHxZ\nZ7tWyGZNdfZdeQAAIABJREFU0dSX2MW6sHM2jQQ2hiwmiJGjiFq70Kd/rJdAZ9f9laeqorhH7XCS\nuUL2AG/H8dgliyYIOZi+V4i/jpRy+4gVdRHOPzkKIHi+W1KWdWPMqB/UKei5KiLgRSDQXJgsEAE2\nj6uTxSJcH7TFAw1sOvWQgNlW9RGA1W9ZaLuxdAwWuuJY7imzQCfkoYroaj5jDi8HdGNAb0i81Ep2\nz0fNnmNBYwyHp38POSenv+uj3LU0GHnz9c7x9HZaV6xfuFrXp9e1vUbMd7eTMafJNWxIPLUUgv7n\njdQmY2hwE0YmpwfUdGtgJ97S8iWs+4k+Zts1LbhsWWugXb/ihLNYwCMoSecN+xv6nHLGE1OpwyYS\nWK7OWT8JLFkTfXdaJ47v0VXIm2fFKauzk2MPaafNgbbRQ4sb1rAhi9Hzj7oR2TKLWozt0899Eg5P\nojfs+TesQuZtC/VxP16b1l3JPc1xN55i3utj52W5KW8OL0Jjrt03D73+tLGtpL2mNPjpT7v2HCOF\nP41uzLuQ9p/dM2mMFpIPb84l4q0RyjTQYnb66NbATsRRIW+iWqxtW26LyAqHkCfxqD5X6FJTMmHf\nyPiTyMlp7k5u0n0+ZM2KBWsqClbFmn0xgWkqBnJy/wyA9dmK5SpwjjyA8/Uy1r7Yc72dBB++U5Jb\nywPgCQHMtA5OO2zqIOs18Ciec6w+w01Li6wy+90b3N12HyoBGl1wRxfN9ijH4elMyJekkLQh0tZe\nB/g8ndyLrNycbkyDwJD+Tz/wFihQx3DarO7McmkvktzVAyI7f/1z5YA+584EXX2geAvouff8Hu1w\nsRIdFhYiK8KTLeUZNUkRnx2BsbmMVcdCyGg7Y/lLK8Zaa6ulScaAIfFxlioKVqyVY6E4IFdNHG0w\naYdyb2ecUEcrrZy7ZtVEX+iojDUrlgSwOz150gAgwHQ2YX6UHurzj+MqeLhjL5XOTuF6HcHP+vBV\nBEDUujcBOOHgpL9wfSK6QldPJ4sR2srnnFjVdPSQ0Ma/2gHshW26qLF0RTtGd0mrsLb+tNu5qdn9\nKnNMk37A+x5gCygaMHJiZt91cwB4U8pxoh4Has+xfXPgZ+O5Ucc4gFJZYqu6EWMlBNQG8wvpovc6\nq7F9HjWTYt1OhsTkWwU7uy9gZEVVCKBTxOPQDinTsbTBoTg5GksKKIv6/5i/5YzT5saX1JzwhDWv\nNnOTcVctJ7u2KP3m0but5ISXMRxtfnQJdy9YnwVgLE6/3yyC64sFYWGQfgEJWYOk/NWl8CC9UXO+\nVJasGKK5h9EP1hjAE4Aby8kN0Xkc1/GIH7NiLSczBDbeedogZAHE02nZc+x4ti3H/d2UhjjQoWNa\nB2wjefrG0DrC1v0paRgNY6QQVVLwl526nFyObBEf8bXV8fVDERa3DnbaBWWIyyuoGr2cfGqHRfG3\nW7FuKoqLOwoQ084kfcF9HgcDBZIVv+ARfxdF3bLpB3AW9XoVBZ/nvwE0/U44YxMLBq+O1s0xgJOT\nJ81YDdc32zW59kBxfQ+fw5ODtnGilSE2fmplsfcLaquZfohyb2ygnxvrE2vPB859EZIvtYFqkZpu\nwtHlRNYsRTHcunXkrqt/C5vgweq7cvPLgZ7tm6MxOsvcsT7dovcdtJFiTdcrQfpVB40xbxeL1hdl\nwbQ4jyA3YclFUwTbApVmJOS51M9soL1pHweYtwZ2U7op1nVeO5HtIen3dMVxoddjjUpLmgNcRI6j\npmiMEXIj7/Mhi1gcxDOWSPvn+RaQQA+CceOcJXM2rCi5ZN6M8YjvNIAn46zufgTQZGK9fDYPxYKO\nN1ysI3d4PEuiqCw47c/XER1oc4BbghgM7QfWPlxaXzOapdBc3qfJyUGee4xAuj30DT4wIKL3kQfS\nh2mMnIVTyHJ3Q+KsNz/vtxmiPi4+p6vzqDJ/+hwvssIDS5sAN2Ok2MRMJinzSRWfZb+uLCQ8kHN1\nxhNpF/89HViQo1vn7PS2dkMJ1SL3LWUmwNJo43W2A5stRXts/3/tvV2MJVd59/vbXdV77/6aabub\n6fF8hMHfGsyxHSEcnaMIEstwQXCQkKwQybIURToK0pGSC5TAVd6LYJMoF+SCq0MkKzfAFaCIWICw\nBXnJEeclWLxk3hwMzECPx9Pj6XGP+2vv3VVd52LVU+upZ69Ve3fPeHoy9CNt7fpYtWrVx/rX8/2I\np/UJLg19MZxVZ1CBk7YEH+NKBXB5ebwA5hwbHCuNG0BNn5iRcIwVVll00RusVf0sccXl55pxD2g9\nneNdJ6+wtjpPvpg7Tk8MG/oLap08ZV30fDqO136Z7aSquaTshTOTtu8U0KWR7aXFW+swNcU4qBoV\ngZ32OrapIkZqHwTioGWBrin7sNWN6e2h54Vp3wR0se0ho4VQKNbacnJaSujhY8Dl46slBkCnfMoz\nN3fbSb8mhQkz06etmJnhetFbTFfzyvnXTtUYJZmnkuOuiQ4M7MACnh9oSj4EdPWsJ/W2ftnnvZP8\ndtqpWFxPgMpIoUnr7MRXz21frXFp9/OLGicoN18cpbUOT+fekhA25+fXr8bqcn+lzC+ssX59lsF8\nac1dxHNp+oXSEzCU904nHnA3poHGcxeo041o0W+ECpeP0DoBj2N8GKImsN7G3bRWXOlvn0do2QJB\nEyCHjASyTGC5aVvTdns9Vl/X1F5zc/LxteUL0tbQubXuzs3HNrOs16Q38JFOaTVHfVy85vhCad70\ncowOnLOrFcspX0AtvoKLdxV9nTYe2L4kFnaLKZzBYbUSLa0OLievcWnTbCNhZwBr3KXaD1hipSYC\nH6vcVba4q3RZEZBrl6mndMEQYcUFDCWwGXz2lpyE5GjGarZILZu+BS9tqRXLbVf9bOYW+Q8q7ffK\noW3TzCrcCEl/IZG23Ccifsgq2Eg2QzOMztJcfrSyVvg8moPT1nTrzhGKZ9UUEmXtrQ2tx/R9co6Q\naGv32ciImIHFSgvC2dl+ewCTkKYkZdx5niXkiUvPPs9bWIuqkE8H5bMW++QAvv0200yxVUKhP/62\nNVCANyjoSIpQtbEO/Yoj021C7itarE3JawYQoOZAPM12WcgjqTg1cVOxDsoiAgNcYYk51lnkas3A\nMc8aG8xVXx4xXIADbOfa0q+SjDodRl5lbamNb74HWQLZJFym/hJap+PL+BfNJvsMiT+N8bNNZLX9\nTYqpcckmIrBAZ/s1hoSxSYDOAtwoEX6OkVEiGqB0Ft+QsWOUuN0EeJjt43J1o3R3MAxe2kihE2No\nUA7p+sDp7dKM3sY0k90BSZq5FGtJn+1SlB0oH1hJ+VRnYFyBHgE2tz8tT+W2i6eFtB0VG3ugBXfc\nf7hkooCYBTmR72dZZ471kpvzRXqkjdcDDGqguMgq4k6ity+wSqdMCCrHLbDKAqvoJKDCMcpxd7FG\nhz5zrFf9SjvZJtfbUVZlB8oytqx2H+YXlAnWWsagnkm2p9rFQCymv9szvVPFsMcFOqH9iN46Df2O\n+o06Zg/O0bF7GuJAm+6/fd52341QqO9RH45RiUOHdIstdCFtqNeV1QxEjCzHNihjavWxPga+LrXF\n6ACtsd4KIyCl0zkJCIj+TtpPlZmJdVv5MkhhHlFoSu4s8DdWuDmoW1YzEk6zXHFcMUODvqFXWaDD\noNIlilh6muWK4xNgXGWBFO+W4q5nUJni15hHUlGt5otMdgfsXD1S97PTX1RtlEhpniBCWgTZF9g1\nHTSKy4tZW0NAN+pCsob+mshGiIxD2+W55D9EMt6Wvw06TVKTcaGJxn2eo259SOdoP57gxVjNOep2\n2idP1uUjq+O81THawTjr1MsqhERZ8AyQbG+rfXJcB5/7blw6UJ1dSKEoYCXLbfpMs139gw4f86Jv\norgqyYgwx0bFKgvpr8kxVgBvxdURFqJba+PEbTE0rJZPVURrATjR90lh4LtKzvEqC874UEZoiLgr\neguJ7RWA3mKqSo0zMb/J7gWTTVlbU6EeO2t1e5aGUgONNtd7EhFwHJCxM3tUrG1TGilpYymWXmoU\n17efGhwyRosUcp075f5yTJnapUW9WHaVcahppu5nFlu9nbZyhyzd+pKtH2fXLGcgKZ9QxolB3iFP\ntpXYKUxKG6k2pgP6rX4+9K+tubEMyEIHqrNzA9DiZt36qrk3MRx4p5G8vEl+X2L66vQHzGUb5KmX\n1tc73lKqQ9LE2ios8xRbLJSmUGehFf+58xXgJSR0WGUNbwKfLx/WFlMM6HAXayWX58GwT7vUN/gM\nLOL4rEX5ytnYko6oyPDFgsbRxWmgHJtG6bhiGVKG/R/DtA3Kgj0eCMVYpVGy5LilI2Ntpsw+Gce2\n2g81Lk+Dil63yzG6FbNUdHahsWqdnQD4Bi6hhc5+IjpL4Q4NuOdZQpJ4KcxydDpMTAyG4IyJAmq6\njKLktNPHN9GB6uxkYgs4+X1ejO2ofTaMbIqtSsmvjxGgq/rLdqvf/OZ1B5D9ddI8r36iw5tnrabP\nA6qKSFLcZ4GrLHC1AlYZB4h/YJ85Nqrj9Ri186PoAuVaxBVFSj9OzLu08TVlsHZlGJmss4n2qvdq\nAohxdWBNtE6YrRg1JvuLja3J0ttEVvQVDlf/tIW6YZixfaNoXyqHm9jvfsae4hzBpWkpzuqiOE0i\nqOjo3GnCOr6+kdpua52d1c0lFfh5a6o2DmjAqB2bl3q5JCHNc9q9HZIMJvvUqoS3SuzoXtuABHpH\nvYPHXH+HuaTHoDtBJ+2zlfjkoC5jygZitQUHVCe4xBrzqgDQas3Hbo71UlfnrMJybIdBqYX0D8tF\nemyxygJTM9tsXHxXfJJsqH8RG9a4AeC7mSSgMC5XFzv+ZtN+EEOLqTq5acjnQ4OhiLRQE7WtoUJz\nSrIeondyluqPZ5POzlpn5UNrw8WMg/Jur+0cjLsDOt0BYklNlWQms0B86jRJgR7xyRPrq+S5q1tj\nb/usJ3WOTkgH4Av3lKCtrCUg5jlJlpNku0xlO0xu4q/qGrQ6wCbQoX61GXSv4EoSHXGbJlNI8136\nnV3aXKfTh62ZCfI0IUvcTT3GSk3knWetVsBbHoBkRplSrPYs60Pl3rTCVkLP1vtzMNtz+fJCYqd2\ncZBanlIDdFxR9h2n/RgQ3t7ncXulcV77kAlVp8HSpEFQ9x0BPX0KbcSwWVduFTU5QodIg7N8aCVB\nrdXvZSmkGbtSl6Lj3/ktpitXLBjOb6fLK2g9ncwncRHTQNhEB143FjwHB168nWK7QmsR/cTyKW01\n0AEO6HIcuJVcHNdxN32TYYlHtr1dHteHVgadPnQ33fLM9d3qXPIvIKx1B8JtConoqqmprqUYR8SZ\nuQK6EFnObkP9mmjsCTRpfvuh/XBo1i1k1I/Itps1nr30oV1b5MFpl5UGtUGMg79ZH6VR2oEQd6kL\n9ITGYw0UUH//IufTvnKhotbaveRm04FbY7VBQkBNGyuEA5SYWBFb2z33cnX60JIHk+MfbJ/hh3y9\n/N8EjqrtmnvqQkvbBRI4sroDGfSO7lTGjvlEEoZ6h2AbG2u51im22FDWW4nt69OmzYC3OEaHPm9e\nvseLp+JeoslydvJl7gbaSnu5Tr0+NpAJ6zEOYEif+3EPEX2mPm6UJVfTOGPcy5hChohY/1rMFVEW\n6i4rykUldKqQK4le3wtDGmo/yqYT8r+znKb8hwwUckxGMPys3+swNbM9pHvfZqrk7nx6Nx1KFrLC\nClaIsW8cOkCw82CmdXB2n8t55S66k5cxqL0dusKVCcBpM79ssx8O4fYSPPDNqHYhUEio5nr3OpDu\nsnkUkiwnTxPmEieairJ0ujQ0bJV6CU0a6IAqRCwnZY15UnLWNueZ6A7YvagC0e3LL9vkX6eCanqi\nNTC0adlHUcawc+0o4BjXVWUFL8KKZVOWNbhYENTc3F5AbK8gPA6LZfV6El+rj9d6zMAYYlxUDAT1\n/hhnGAI8zHbrh2d1dpqLE7JgpuegiOQAacttSPPK5070dtNlGCgMJ+2cLiuLOWpXoNanXbmgCQlL\ndNu6nqQlpzMc+hUGwYSMLEm461qPlgW1GDd3HXPjy59gUA8PgDPqWG3BlmOO+uNEtN08SqnLy8sH\nAVn5QrtEBP7lFu5tq4zVFXB0D9nl2r/ECdrdARuXF4dLJmqSl09notAvm4w7fONVIXCpNmbJch4y\nMfcaRyuDbzJW/ESdQy7C6r9C4CRWUM1JaoARmlT/o173JjQZh0KGDH39NkVWytC9Dj2/EAMbOiZE\nsffBAqv2lQsYGqpl7ZMn7io6IUCQO2xB1oX5TQb9NtBmrrNeS8JpVT5ivNAJPvvlPHH+dZ0yvVNa\n4cWo2NgD09m10REU9aQA2l9OMhd3+oOaO8kQ5bgb26fSv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tpgjoyEufeu88vZB+E/Iwkj\ns+oA/yFZxOnvAP5HC5f7ToBAg0RI5BtHyayV+iF3DQ142nAg/YdcNWxEhnU5AaejE65MA1nIAqr7\n0X2nxEXa0LZRQHmjdAMW2hiFRFer4tG2mJg1Vji8yiE/Ic9S0lKUTdK8lpBT9HNN2YctXtz2WU/A\nXZhP3hmeIGnuDBTV49RVyRPqAJRRL6yjxdoZvN4NcwyqfX2A4Qep/d8y6u4oCcys7jJ/Yo115ljg\nKjlpZYVtl/q6KbbYZpqsFFsTMtr0ywyu9QwQkiXlBJcqtn2N+RpLL4YPnQx1uyzGPccG6++e4821\n33IdXqYOctrzXRIQiC7vTLntKnD1CF7MjEUC7JfEAjqNj3IQErcSATkNFjqKIzYGDWppoF2q+tcP\n24JnRjPXqcccA7RxPgRCoTjevej0Gig0bNutrTEh74W+TeLL2TX77Hkq/d8kO2lOkmaVVVZqNeuP\nvwZAC2Z7sdpqOjAxdr+OgRWNI6pqHULo+BB3Z2mUnl0eeMD3z+sjMxZYZYmVCpx82vlBJe6m5EOi\nbZs+93CJM1yoROCUnEVWK25RA50ct8hVjnGFJa6QkLHEirPqNl2XiB5r1Emsuik4PZf4o42ol7pn\nCj0APdFFpzZX/qbUdtvWks080mQ00eu2rWwLxfWO0q+ManMLeQ+rp9sr2ffHir5avE3Ntgj16dSS\ndVoxVvvXWRoHSw6UsxOSi5LU69qZOEsUdyc3LhTcH/qq5Go9wYuadp+sC6Vqm2RA1n1rK1ZHLSs3\nlYXNayQzeWWQkAQA87xV5biTELEVXDRKh1WAWrp6bXjQnJ3jFmdZKDM5J0p5KyTRHJK/P1nKWVk6\nxuXsXmd8gGGAEx877WsnYu1xygJAR/CipQpzq27EzSDR3W3jwPVuwnGnIkpLWysS64uQ7ZJHTma7\n9b3TnB2qz3EzF9sv6bjJP2NcmxWZdd83cQqHMufIdi2OStCPHW7IGmt1emmBxMhK1uIkqUdIDGgz\nV3J5A9plIau0Bn5ivAs7sITpwMBOnGi1bF7pp1K5qF17kHvkoouzX4yAwaCio/giO6q/CvR0zrqY\ntVbOt0ndwNHH17AoqXsNkhmXZXmKLQZ0ymLb66xwrMq+n5OwxAqhAGjx02szKC1P/SEdXv1y6iF3\nwue55Ij+ggaPdbjWPQmvlhtiQHeVOiM0i8oMs4SPdNDW1P2QBYcjeC5OROdJ026HerZim7hTu33o\nWdf0yksbmzxUA40+T5NIGWJn9hpKpmkP6Z/GpdjwY9sF9PT3wOKurkchxwRo0OuQznp1TcgFJaTL\ndyUYwzTK9eTAOTtdCs0ONk8nSLJd8hQSvUsqgll9nebiwHFdWrzsUq8kJqApadoF/DLq+kBpjzpP\nbta1Lu+oWxfRUsoqyvUtsso026xwrJbmRpMvOrRdWZ4kTZQAlxgnJL17iDIS5lmr3FH6tLmUnHDj\nfAz417KhBTwhATwr2gJ1H7Ub0dkJxyQiKmpd+7+hznPNHAt1LnO/wGIB72YbE4RCehQYRg9NNwnw\nYuLrKOCzsa42w3Gll6Mevy3b1fE2RXv9lMlYmYjF7y4ElOH2txEJ15IlJXub5TXAA8hTlQVlFCMh\nhgl/AgdEklDAKluhzjFqLs+y+No6qx2Mu1SGkLvP93j7t0on36RTlYqT1E6LpdjaL1O4C20xVVlX\nZRlgmitDus4rHGORq2i/PKBS9toA65yEbX7O+vFZ8ixl55EjzqfuKnWOTt/fEKcHOCC6Gw94YqgI\nKUNDfm+i8NcxqQJuYpIq8EYIyV0nk36u3CZgO0dYpJX7IufVOj6te5N+5SJ1GJmAsLwEO9Q5ST3e\nm0WWG7X3dR/AZ9P1xxjemKHBpnWywGkBL1XHVGJuCmlOv9epDBWJ4ma0tDdljHUxy6s2dsboQMHO\ngZvPUNouK29pwAvRTmfXPWZd8zVE+mEK8ImbiHB0TQ9Zi7OWy5NqZDP4WhU59TRUCZX+MUmckSIn\nqZJ8DmiTkXCFJVDOwhIS43QXXg8n/noCeCsc4xjOj25QlinSNS20e0tOwizr9OlwlnNMHd1imdP8\n4v77XWztLHXAo1y3omzF4RX4qASoB+JrHZfcMBnXNJ5j26GWcURPnApULYhIPwJ08i/iroxDf7Gs\n0652CtYiq4DYXhx690KxtFOhzCeobdYacBOmrQWyULfaGqsLsethhApp6zln8TlrOb2dokGvTXvG\nv6ea3Ad8ULPU7pcODOykXoPmVKRWZJXKJSl1V0lWlSwEyFPH6XX60LI3WLgwWdaU4kXcntmemeVE\n/WvA66rl0MMU4CuNITOv7cJRaB/psX60W+kp+zjlakLCCS4NcWa+RJwDf/nauUpkbkBLJacnmVS2\nmKqO2y7Tv7tbk1QicYdLrHCMOda5izXmF9e4dmrGfXUXcWFi/4M6wAmnVxNl5cJ13KkmzTFpUVMb\nBRo4kyFmpoUHtklglTDgZTgADcWzhsYyDpCEtumxt9gbRxcCOrtst8XcT2R5DF87K7GEPvQhzwXR\n14a2a8CzHys5Ruv5DInP3SDvkCZ5hQkD2sziasvOh3UogeE0B74fMGfny6RJdaFQzqqctG4Q6EK7\nt8PWzATTm7veSiukRUy5wZtmv8463ARs8pAkt53+kolRYtRdvA7pDExv9pimR55O0O+0WWWxulao\n6yw1S6595+Z5q9b1gE4ZIjacScJdfj3sTPeZkDtLmI2bXcRnPxGqvaixiR3SK1jXkZtFMZ2cBjDr\nuLwf0oAt/1aXN879uFE/xBhw6zHs0bk4JKaOsrlkDW2sWGuts4bEqVjIGh+2y7hxPS+aDBSj6MDA\nTjL1iuOgNlQ0hYnkJOQyQYGtGSlWXTZIlYuKNWqAf1haBI595UIuLkIiygpAdtS/gOSMb9u6Dp2j\nlFb3XToMWEpXyBLvdWev3ersxO9O8uZlpe5vnrXy/jk3FAE4icQASq7PW8Cn2C7Dz3Km37vFr2bv\ncxEWNoX7RQJAl+ErH8XonXq1Qnq6DK/3szrDcerchhRXetbqyI1xANvel1Hia6bWQ5EhlqYibUYA\nnr6kGHeH2a65t3mGAc/+a8DTuj2dk3EWKp8yRd6dZFBepWOAbKlFkQBFtJUP9yg6MLALcRuZ4WZs\nmhe9nJc6vXbSBwbkZeIAd6yjlqxYrk1nHu7g/ePEF+9t6nfGHp+a7bIs/cmyWIzL5AWttBSiSsAj\n3QV2KFJ46+5u7b4ICQuvxfj5bK1yz8mSpDR8JKwpoBOdYE7OW8xXCUPFSAEePNv0mZzdZueRHNKu\ne0l/Tj1IvJqjerLKC7ifLMVjcCJBUbbAA56EroSC8GWbtBVg0OFuFuSsEUUswrJvr9OlKTmAvWeh\nuGN7vAVCy2Hug5oAz3L8VtXTxAFqPZ89T68F6SR06xZXXYxqdsh/05M4zvfpVAlx5a1vogMVY6UI\nttfZOe1+u6y2NW7MW54m5GlCu7dDkhF2RNYPSowJkpvOApsYMPRxG3jA0xxhSM9hgW9o0lKz4LYy\nlwsPsDVJ2J51L7NkgnHLID6I27OQJ17sD90z+2HRQdYaXCfSnF25P/er64M9FtO29E7UqQjVrxUu\nTq5JW2019wR1sIiBivQjRpXQPqg/2BjF2owj3mqgtuAWSiMVoCZgGtXGkubiYrq8PZI4FguJrnoU\niQPybc7Z1dMza1HNBc9nUXFWLsy5bCTVjcpKi47mgnS6KLfP/bcyHIcXKiYSeo81Sx4TZ3VO/tQs\na38+HUubu33C40xm9fKMc9d3allfCvPEpjZ2SLo5nbQPic/vtc00HfqssKSMHW6f+OVpLm9pYYWV\n1SV2xeImCmYRZ0+VJ7yquSOJY9U3StNN9AmrPhrlnbLxyUCd07NB/iJ2i9UW6pEUerw6DM3Wp9CA\n0zQZm0BMW7FD7UJfaA14eqyhl9bQKJuL3b8XVNBiq50rsaSgJe322uymOZ1unzxPIGEoLrxtSo/G\naJzw09vCQJGQVe4nNaNE9LiUbcWZ6C9AzYorkzxNapwRQHoUWqvAEpTubmG9nX6IIW9wa8yrTkD9\nPdQGk1isbkmt2LNNy6mu3FsmgTTfJUt2yY5uVT57ErUxzRYneINL3FMdM6DNVRYqXWGVHTZL4PiO\nK4xyAZcEQK7hAt54cXUS5/t2DQcG0mgfn3RL+gMRmpB6W6gsJrjxV2BQUHdN0Xo3q4OTzq2bDAxz\np+NyarZdk8gfe5lCMuMeHYxj+romoEvNL3RMSKTVy9bxOED9Xod2d1Dp8ccJ8rfgNk7KpwMFO/CO\nriK6Zkoh33SMXhbrjHbGrWgIOBTgLTjDQeV/B16HJ/oG0cttMmydFVHYKmlF3NXcHniQu4TXG45b\nHlI7LstYSmpljiPs9Ad0OgOy0s0kJa+SgtY/JF7Pt8ISOQlXVpacV3uWuvMcxwNcigM+cAaL48Bl\nDXiaW0LdJD0L9Ktmfdta/jDdVOuNYsCncTa0TEsdIK4pIbeUUJqoKcYDlBgXFwK6kG7Oith7IRmf\nOFMHdKF7EVXlkdlMJ3p/iLQTsT23iLw1h+ZhC7bOcuJcTraq97ZffrgttcuS2uPQgYqxde9+z6E1\nsaQhllZ89sCJxCFKySulfi3luwY639iRAAxm3T7wpqQCsq77SnH+eEfx+j9d60KTraFhv5r445Js\nl6QTvm/Dqa91KtGkBLoEslYdqyy3mpptFeBBWP9lORRbdtFETFig0xSbSCMZS4nuELE1pvyejCzL\nyewJxgW5JtprW4s870D6J6ERYugQacNESJdnAU+R1dmF5n+fdiMHN0rcvU3E2GHRNWSgaHIazJhC\npzhy/fqiPoPEmauTJCfpZLX0710JIfMD83dGDBKWXddxtNoCi1lvepclmqN+Ic1kxbiZ+m4dbaH/\n9X0BZ+Vd4Rh92i5bbJY48e9iOQYJ+F/EGWdkW5UIAKW/k3AuXfowJpKB56xshIUCWquPC4lL9r5I\nm1lMAZgWdVC4mzhnJ53JcXDjIWChEDr7YWhKZ691dtqoou+1tIncoHF0dPY/JJ42icBWggkNJQCE\nnW6/ek9tOUXxq5M4c6nhYpPfwug0TwcGdhrMQoickAXBzery6iJt/QYIhzik0yOtibfFzC6to7gJ\nIgCmxU8RZbUIqffJKXVUhWbfZVlzaSneUbnpC6rBVc5h95e/PJ2ome77dFhgtcyMnHGCSyxzmnu4\nxAXew6A03b/Rm4ONSQ9oAngZPtGnhI1pmseXeaysoyHfMUtWlNNioxJptSrBqgpCpCfpvNknUSA1\ncXW/FDMqxCi0LwSAsT40mE0ybKyYCrQt7+M475a9p9bA0ARsevtsYFuIqiQCcXASlyjL8Eh46TTb\nFRBKMs9R4ux/iRoUQOU7Ft7nRbJ+qYuyua9EXBuKvUsT5+5xhLDYFJtcTS+AFf9C77BsG2UxH7ed\nInuNWj2gU4ee4NLQyzSUxsdek/xmaZ7fQ64aFgQtGAYSgY66h0LyHKTQy6LZTrlNfuI4vW/aC1A2\ngX1TmxuhfaRpbwKovUja+lk09d8bHqPVyW0PWcLjFMse1DSEW0pNvnRSu0Fyt1kKRRzIsmQ7DbG5\nNSBInFI/TyHtQsumbhdx1iYBdYMfrljWpa6f26Del+Xs5CWSL12DFbb2r8dRPuOijCTJOz5WVoOb\nXH+bAVtl3KxYv/q9Dsz34GLXJwTo4rk5ncZdftGUTzJIXfRjFDhozoV6+5BjaugDpJXjIn7DMPdy\nVR2zqPZhlnuMOcmbGtmcelAHf31/QgAYu2/2nmrx1RwXuldaHxoyBsEwl6b3W7Wh7SvUjsA6zrdT\nLLHCsU2VxrVxfOc8CzNcZtHSgYJdjEJA1tROi7tWPNb6Oy3WSmD8Vielk/bJ05yZzV04hrOWapLu\nRXcn4KeBTycggLCjcZMIJsc2iR1adNBjqQ3VPfhtpis3FOd4ucEl5pjH1cZoM6DPHAM6LCxc5fKv\nTsNiAWstP9EFrLs4wIul3q4oZGkMKfZtmxFgqLlNDfyWo5Pt2gdPSPSOi2o4lmuV6xtyMdproL/Q\nXnPqhUBRaJTxQfar45p0c9YAFNLp2Xtt779QrCaxDMsCYtlmIs2r2FjxHnCZfTJ1eDwWVntthCy1\nlg4U7GJcnU0EYMmKqX57WvvXnF3ISVnOIemkipkyqYC4n2jSE0BcUYSsqBmz4uq2erLqHHo2TZQl\nOb6hTV5+JdMS9AC2maq4PckkscUUp1nmXH7WGSdkwh/HZT+ZxenvRNkvgLGBN1YMDWw/oWMR0rpP\nmTAyaQTcZKLpyaQV4Cl1Dlv6ld+Gamf1UGNxdjEwF9I6wpCeblzSQKb1d0I7DIGdJmtUsIYGfQ8t\np2a5NL09BJghw4a1xHYLdrOE6VnJrO3vi42FtThgXdN0du4mOnCdnbUSwuhEAE1kIzO0KCccYD2j\nSr2/wk6WvZJweeJKIuJuX22D+juvDRsZw64wIT221qcFnrEA/hRbVYlGd6i7XicsTLsEAdrsv0G9\n5qden2e4HigFfqLdCNBl6vgdKk5KAFgmp70XlsPQla60SGZ9wKzINZK0v56lGBLElL0wnDi0ibuN\nnfcm6vpinNkoss9Df5BC/eums3VuTOOAXh6UH263fb8fiwPk7EJcnc2qO5SmnbTG9cWAzxonXD9t\nJHpUu6QIdbL1Ki51Epw4ex030SyXZ8FIR0cIqIU4Ly12Wk5CdHp982/bJqaf8ivaWnVjFiF9jnUu\ncQJx2M5JqkQAW2UJR3BK4O3NKSYX32bnwhHnPPwqDtgu4Lg8XZsCPGcHeJ+1bepgpYFPZw2Wf+3g\nKxennZPvBgpcskfqnIEOZwMPZKMcYZsML6nZJ+ccopieLQR4MYqFfU0SF31tTK4FxyM0UkjXqTk6\ny92FRF0hvV0yoeifHqYm/QzTjLQUY+cS9w6JD53814tHSdGqlITtmqltXDpQMdbr04ZRW4ug1gVl\nHMADnRsvrR0rGVVkv9zcqtbF3fjiPJZ7sh+WWPV06yQs3Bt4sBJAs8yA6P/sCxSjjCHjhrZQi/6u\nTb9K8imFfOTe7mxMeeOEkIitMjYrDlapyVfUNl1IOwR+4ukvjsh6WcDwSLmtXLYcnfbVGiVyyTbb\nh7TR+kAr0g6Js1UEM2EDwo7Zr0+k26Rm3ToGj8qUHNofeElC4BY7LARUFvBsm67arzm6mFNxDRRd\nWnYRY2NRUxrMrBuZZPL2+5u5vgMTYy3QadoLWsf6hbBuz/rvVcaQVLUTzm2GYZXMfrNDi3gryxpE\nLZehj4mBqW5T9pOnMJevR/WZ20yXxYgHlYg/wMUlkqmZIE65x8t1EWXFXaM2aSQVOtTDoTRnp/V5\nGQ7IxLFYL4MP2ketUwcj6W5IbziCxJAR8gcL6awaKfYlGmV5DmVNCfW7F5I+Ay4ntqtRADhKTyfU\n5DgsXPEYl5GkdTXWeBZYb2TcC90WnJ1bzoZALm6gqIuzdt9w+2GxVphgcW0ZAlixuEpFMinSAx64\n9L+IsJo0dyZirRZje2pZn96KD+IOo6MlhCOUX+K40iTL3TIu8WdOylYJcvKKiJW2AvosgY1WHVBk\n/JKu/apaB5xOTe71Nt7VRAOeTdku+7V+T3N2QkvlNlVZTMTWDfWvXUc0N6EntJ2U2sKMam+5Vu3u\n0lPLjRQLN7MuKDYZaEgsHseXT+fbg2BcbMjqao0VqPWYlTYGfHtwM/HHOH3s9GzdCCFzUKIk9D75\n19tFPSP7b9t8djrcI8TlWeuMEzep6izE9Hej4mulnYiy1mQ9afVxnfK3ik8QIN1qI4SlELdmrX1u\nwH5fGvmX8DNZDj21Lgy6Lt27WF3l4Z/gEuc4yzpzSHboVRbJSVjrz9PvKeO+iKtaRFmjzvVcBTep\nBMxkkmr9nbXOhowXKV4UBgdwd+PEYgE66euIG8c8/l8DlNbHzQe2C0macC1yyVA0WGZm39Az3os7\nSsi3DoZTTFlqAj+NQiPyBVqR3OrYQtxfyA8vppOLDd+Ks8Z44aqKCcC1gxXxhHRiT3/aOkd429ag\nkEpZMYDTSO8K1DhuRJBdM1Ea2LIK9JrdV1wqmS1cltOELEk4shlQDGvdm3BjISCzfnb2tPICddS6\n3H1tjNDHWuDTF95Rv7R+fILLdiLOw+JkfQ+X+F+cpV/VrXBpnfIsHa4ihroeERf1l38DXIjYFdxE\nDGXe1UAXi/2cwoFkycFVWVS0zu8IlW5L3xNJFa4/IsK1CXiFsnFcVX3YCvYxANUGmn2TcG9a96YH\npu/NKEurHKtBMBI5YUVXGAauJhCzx1oAa0IR+7jTAtKM2Xmva3NGtLrOTlynBCeEZFliaPW+UZzd\ngersQkAXs7J0ymKBIfCyF+xjA8JAuieyOjSrdxNDw5BLhiERd22W4xAoNo1F+rCZVkoSdxJL68xV\nRbY1tbsDdq4eqTvbrjFcLFufv7bBxmc2hUKFLk6DoLXgBk6qXWE0FzpLXaSaNf+aJFwsNEml/ob0\nrzmbIbLgMi7voPPt2QQE8hMRVX52v6YR77YAuTQbx5k41KUV/8d0MakooF+NlUhMzdzVeKGlMZ1M\n5Lbl7HSqlpDM3QRqMadiTY5jE5E2xbugUImvPko0d9mNrQ5uVXUo9WHFobhH3bggZLkyTdrPTmdG\n0To7edH05aXqGE2SlOAo7HRgq+NcSuZYZ5UObfpcYYm+8kG/h0u8yuNMs8WvOe37khqxOqtJRp0L\n2sBgj4igYmSAMELq/xjHorke6Vcst8IlTtbnu3Z7kIm3iAc54UL1c9AfJdkn3NyaaiticuNHzIqx\n+oGGlqGW7KAqXhTT72mySUZDOr2Izk4OiXFzMc4v9A/xHINNmFtx2q3qY+Lqx8SjHwTgrA5PU4wB\nig3hQCjEvcmgBQh1enUpLNOp6kr6mV8Htrjo2hRvN3fdTMLrDBshcrWc4sHLxsg26ejAA8pR4i+I\niKZaTNaUqP9Nl7xz/egs26UP3ZqJdHdi7dSQAWft6ryvL3Ec+H/KZRFrrXg7FDOqDQ6hlEWybxzS\nHI+lkisVDk66Bg9wx1VzG2lhsUfWtdg6r9raLC97milDslv5bzlBm3oK4qmfUtNmjyTXbH0SpWur\nk8Psh7rOLdY2pKfTbbvDes4+ncaMJcKYWOls3KSdQgcmxkpOKvm1SzF1Ot8izfMa0IEDvunch4Vo\n/xrtXR2S71MDrLYEW1DEtZuaKgdm5jeqLyvSxmgvlvUU5ko2RIfNrTPHGnexUHOgg7eY91/LMztu\nPLqojlhgtU5sSGelk2CGRFCI37Qm0pmMTT9NuidZP662a87PTnDhNmx/crrYhK5oL9lF9tJ2Uv2m\niIu9eyRrgY5RSI1oPxr7pTQjlNppMGY1WBtZsadT76n1TaQht5MymWatjc4oLNvSdfqdNttMM8c6\nfdyy1EsFzxlqi62cU/zs9FdhetMoEzbxXJssa/EuJS7Kxjgwa2zQBo0u3q0kFBsbEjMot13HeWrg\nuNqp8it4hWOsMc8c62XkRFoaJfw/wO7VGcfdCBYex0VQ6GsS/d0sCvC2cBNRZH0RO2Pe/5la1s63\nKXVFvewXXVWGq/aTeq5EA5r8n2IY4ATk9LVo62xPbdPXCXXRXT+32mS3XEpIfN1HuqUaSZiaFXct\n6fMG0rLra4Dhd8ru19u1ZV5zhbH30m63x5Xks/GE8ll6RkiSAeiiXJpBaZLm7KUcCHXyflX6cG+0\nS5o6zk4C+MHnsxIOTkRbAbyYH5/cpJYGr+sMc2lWnyfrMmFiERaa9IumAU366DD8MjY9I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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,15))\n", "\n", "ax = fig.add_subplot(311)\n", "ax.imshow(air_nearest,interpolation='nearest')\n", "ax.set_title(\"Nearest neighbor\")\n", "\n", "ax = fig.add_subplot(312)\n", "ax.imshow(air_idw,interpolation='nearest')\n", "plt.title(\"IDW of square distance \\n using 10 neighbors\");\n", "\n", "ax = fig.add_subplot(313)\n", "ax.imshow(air_gauss,interpolation='nearest')\n", "plt.title(\"Gauss-shape of distance (sigma=25km)\\n using 10 neighbors\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's say we do not want to resample to the curvilinear coordinates, but to a predefined Lambert Azimuthal Equal Area covering Southern Hemisphere (something based on NSIDC's [EASE](nsidc.org/data/ease) grids)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Area ID: ease_nh\n", "Name: Arctic EASE grid\n", "Projection ID: ease_nh\n", "Projection: {'a': '6371228.0', 'lat_0': '+90', 'lon_0': '0', 'proj': 'laea', 'units': 'm'}\n", "Number of columns: 425\n", "Number of rows: 425\n", "Area extent: (-5326849.0625, -5326849.0625, 5326849.0625, 5326849.0625)\n" ] } ], "source": [ "area_id = 'ease_nh'\n", "name = 'Arctic EASE grid'\n", "proj_id = 'ease_nh'\n", "x_size = 425\n", "y_size = 425\n", "area_extent = (-5326849.0625,-5326849.0625,5326849.0625,5326849.0625)\n", "proj_dict = {'a': '6371228.0', 'units': 'm', 'lon_0': '0','proj': 'laea', 'lat_0': '+90'}\n", "targ_def = pyresample.geometry.AreaDefinition(area_id, name, proj_id, proj_dict, x_size, y_size, area_extent)\n", "print targ_def" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same function call as above:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "air_gauss = pyresample.kd_tree.resample_gauss(orig_def, air, \\\n", " targ_def, radius_of_influence=500000, neighbours=10,\\\n", " sigmas=250000, fill_value=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And visualization:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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FJgJenrYlqHr3FUIWL8PL8ba7sNA+dQ/0oIgWhIk6vHIZ7YkVkUQSJf9j4EQ+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\nP7VvlB7zyJH8i+WyTvSOSTuc+xR5Ngkdi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "im = ax.imshow(air_gauss.transpose(),interpolation='nearest')\n", "fig.colorbar(im).set_label('NCEP air temp')\n", "plt.title(\"Gauss-shape of distance (sigma=25km)\\n using 10 neighbors\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the [pyressample](https://code.google.com/p/pyresample/) for more cool re-projection stuff, including resampling of satellite data!" ] } ], "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }