{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "**Task:** Interpolate data from regular to curvilinear grid\n", " \n", "**Solution:** scipy.spatial.cKDTree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Notebook file](https://raw.github.com/guziy/PyNotebooks/master/interpolation_between_grids_with_ckdtree.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The problem of interpolation between various grids and projections is the one that Earth and Atmospheric scientists have to deal with sooner or later, whether for data analysis or for model validation. And when this happens it is very useful to know convnient, suitable, fast algorithms and approaches. Following the [post](http://earthpy.org/interpolation_between_grids_with_basemap.html) by Nikolay Koldunov about this problem, where he proposes to deal with it using interp function from basemap package, here I present the approach using [cKDTree](http://docs.scipy.org/doc/scipy-0.12.0/reference/generated/scipy.spatial.cKDTree.html) class from scipy.spatial package. Basically this object introduces an index in k-dimensional coordinate space upon creation in order to provide very efficient querying when needed.\n", "\n", " The algorithm I try to follow when solving this problem is: convert lat/lon coordinates to a 3D Cartesian coordinate system (here is an assumption of the spherical Earth is used), then use obtained x_s,y_s,z_s - coordinates of the source grid to construct the cKDTree object, then query the distances and indices of m closest source grid points to each target grid point. This querying is vectorized for efficinecy. Two methods of interpolation are considered here: nearest neighbour and weighting with the inverse of distance squared (i.e. $T_t = \\frac{\\sum_{i=1}^{m}T_{s,i}w_i}{\\sum_{i=1}^{m}w_i}$, $w_i = 1/d_i^2$). The same data as in Nikolay's post will be used for the comparison sake. Netcdf4-python will be used for handling netcdf files." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some necessary imports:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "WARNING: pylab import has clobbered these variables: ['interp']\n", "%pylab --no-import-all prevents importing * from pylab and numpy\n" ] } ], "prompt_number": 104 }, { "cell_type": "code", "collapsed": false, "input": [ "#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\n", "from scipy.spatial import cKDTree\n", "\n", "#for downloading files\n", "import urllib2\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 105 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the function used for converting lat/lon to x, y, z:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def lon_lat_to_cartesian(lon, lat, R = 1):\n", " \"\"\"\n", " calculates lon, lat coordinates of a point on a sphere with\n", " radius R\n", " \"\"\"\n", " lon_r = np.radians(lon)\n", " lat_r = np.radians(lat)\n", "\n", " x = R * np.cos(lat_r) * np.cos(lon_r)\n", " y = R * np.cos(lat_r) * np.sin(lon_r)\n", " z = R * np.sin(lat_r)\n", " return x,y,z" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 106 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another helper function used for downloading data (does not download data if it already exists)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "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())\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 107 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual we are going to use NCEP reanalysis data. This time monthly mean air temperature. Load with wget:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "download_from_link(\"ftp://ftp.cdc.noaa.gov/Datasets/ncep.reanalysis.derived/surface/air.mon.mean.nc\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 108 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need coordinates of the curvilinear grid: " ] }, { "cell_type": "code", "collapsed": false, "input": [ "download_from_link(\"https://dl.dropboxusercontent.com/u/107639/curv_grid.nc\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 109 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at our curvilinear grid:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fc = Dataset('curv_grid.nc')\n", "lon_curv = fc.variables['xc'][0,:,:]\n", "lat_curv = fc.variables['yc'][0,:,:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 110 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distribution of longitudes, for example, looks like this:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(lon_curv);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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6ouVdwDKtqfnZ7XXei72VzirJ3Z34pSDGol630nCBll9q8zw+a0Tgkw8X6MYW\nmSggcT/dtmItqM8bqUmngBQDVnuN3fZLAGmM+cqAVPI7b1Yv9zxuCjK1U2YoMOl90IkemYGRZy8i\nyFPpnnbDaXY8dep4XJEClNeX9pkxw4Z54JYDsFIQavmk6e53rEF5ppiWbfPSRHbblm9G+eECXa7K\nAzj1mKXqpPZVSgNS3QOkvsZUski3fPuRckBK81/dspuWEmDyygwBJg8s1GzyNCRtR000D1QiAPK0\nKw9krA3vm8ulzLoeGAmPNEAjOtshArkHV4Gg/W4lZd61YNcHp7GjGXmENE9GPe6aY3WvDLdjx+wF\nLH09tw9I3Unim3Bp0PIByU/z+osBqa9hRbJ5UALKgWkVU65G2nRTYBoaDhAdR3U1v3bKeaDmmWXT\noEykATpiW5pEe3avQnZHD2ApAPFxP7Qg75lLa0SeeccgljbbIlI8Wgzcd/37baVJ6Twg5ZeflAHS\nBLOeTjxEE2pCFDxtynuQra1Nicf9rGMnyhKvHfeZcstH4DL02NN4PC7Kq5OK1I5/11gMXIRXUplm\nttBdRaI1bylgyeUryKQ8ad4bULz4JO/tKlwnWkaSegNKJFGd3PkygOQT4dMe8JYurE0Bkie5vbq3\naztcL20ZYFLC/GzGKXnaDXsBvfajOtqm5rlktuQttKjd/7tA4ynVhLTcvPc/Olwit7FNnOghLolf\narWk/s3yvWzTTpt67NdpH9JI21FPW/RKpRSgaL0yL1sfkPqm2JBlI/20UkAaY3aOvM2kFJhUi/GA\nJzLHoja5vVLzKyK7PU7KI525fW5v5pRL8UcKVJEJx9IBd3+rXOWQ9K0nQzgm9Yb1J0ifOG3SvQuO\n83UP7hSXNBEg65bvaiDcJo9feSQGJA1bsOOScAGPt+G8lJfNK58DJAU5u24FpIgrGuLy19eIp2Tz\noAT0AcXSWDwNKUeIDyG/+TylPSkwzZ10T/PR9iFlua0UEV7CG+XMu4A3Wj+pXc4Z5fL6GkrMNyn5\nXbKkhUnqyGzz+ms5LX9N3BBASkV5pwBJQcP3uuXf+eZpXp5mFRPacVxTqeetaWdTohMmIrLVK3Wm\ngWke5LFmlgIg5YIs3dr0uCLViIBuX5zHbSiIabr2pQt0ByzGdff2XlIi0hjo8y66BQl7qoCcCdc1\n3XRNXBc8WnDRsXA5m9weUFjZHIDxdXl1hrj9Pe0nZ9KNMOsB0gQzV/Pyfh8feKbFgORpcd0+NiUe\nse2BjoLe690DAAAgAElEQVSMZ7qtCkyRV07zPHNL2/PS+bo8rmiOPoB4QJbThBS4dH4u6subTeZq\nsuVJ7iF7KnkEb86jo5OmrwUZCHTz+0R3H2y0Td+U66dFYOppVnpNUUDlcEDyzUKvLd+E8z1sKpG3\nzgOYaGO9aC+lFOHfjHHT4kVxa5qCDNAHGuWdPGBS79hczrnuENBJlfE4JTbPUlqS5rHWpPcjqtPz\ncpZrQwsNyqkzX/HRifbbLtGiSswzbcPzyinAefyOxyPxmzsiTigVi+Rdk9bJuf29oErNH8lDVeJh\nS8caqSY1dQFpgllIlOcAqelrG0QBxtJYPM1K63laz5CQgFKvXO6YxxGZdMobedqUl6f1UnVYemZv\nVxvygGfIft3Liq9F5c0PP70LPCnTrgWdaS8vtW6O07WOHyrQ/sMqUEQhBXo+kcmcCqq0ftSM9ZwM\nHqHtke2luwZEYQQ5c01lezgl1XSAZgJ6abl6uTpDQgKGakweyT1DH0Ssfa7fp0PycUpRuvZl+QvQ\n2gUhiUeaz0cht7SO3QLaf9Z+H96SCJaGy+mabW16HyhaMOhqS/rNpgbnKcg1x9NFm96+TdExk9M6\nSfU4ChfwJneZh61fJ0eEe2237fnufk878sjznGwWlLxJU8IzKVhpPc8EXDYkIMqL0pWT8vggBquI\ntPbyVBvy6nBfkHwT5xlZAFHfAkJtG8M5ectKFHAX5UVLKCJtKLVmTs02Bq3Ik8dtsikVxTPxq7EV\nkOJYpq7qn9tLyQObvknXJ7RzfF6k2XjtRW1640mNvZu/STHw0Enied087skDqxzBrSaRZyLpuDSP\nj70yDEw2Bq0HKqt1om8GtojsruXDsuhfAinrqkd+L14SUFfJ13l7wtu/lohnLrVt+SaGDzKW3s3j\nCd0nwPtA5PNIPvHd77tLJg8BJI889+qVaEMKcCPMi/gjT7OpFuX6fxSeuZYCnQiouvW3QTziNiK3\nc2DlEdzzIN9ApZZzLuvlRQA0BJg8zxyDkJVXLSnSiqLgSTX/OoAmW5bUFZHbqz8anlmVfyCVzO5P\nehMFMwUVDSdo254TWPWByL4ZkNqwgj5g9Unw5QFphC4voyCh96GfP+8Q2pWMg8dS5u639rvpXghB\n1Iall/JK2/XiAA9gllkjp8CkpqIHXKx5pGKSGIA8L5pqMarRcP40kcbgopqPtq99aLq2B8lb8tVL\nQ6Q7IfvaR3+C1D2Q8XeX9IErldYCiIKVRmp3AcnMlDJA8ncJ8PikLoilCe1hIQFWJw1INibfu9a/\n1ykyuw9qfnpKNv/iAM/EyJlllqaTToEnxTOlgMnOvTwFOA+YuLxn9qX4Ijh5WkYBJuKakmafsy3u\nYqeA9rEwDxwT4Ot8pbenxXj/wFZWl38op9R65pRjsvSWa9IJ2tWMrJ8WkEw8QGLtRElyjzxvPGLq\nmesCEEueP+q658eOZhIR3L651iezG21HJ2JMZqdI7hT5vXnzbQaf3F5GQ/LqpepomzqW0nVvDEwK\nHJzvAZOCmZfnmX2RWaf3Q8ei16J7dw+QehdCzpT0iWM/uBHwPXMMPFaGy/M3hxEoWe653xWQeMxq\nElo69zkWAIk8cxGh3V5HH0C8KOrStWuedgTE5lq8IDfWjnKa0+ZByaREG7I0Fg/UPM9bpPl4baaA\nyeOPuJwCiGeqeRqPgk/K3KoT6ZEWpeNlqasFv9TlktZrzo06E7qrnXA+T2CPBI+1pC7vA3SBR7cu\nSRHsDEjq+o/CBUoBSZebeDyW1rM2+/11J80E/TVuJd611EJa7yUBcfySn57L645lU9K/fj9MIDLn\nciae1tNJqfnapgITT/ZooudMNU+b8cBHNZypfCuJrenKcWneYjz+yyoXZhqtjVuFbyoluXOS0pJa\nkJi7ZdWs802wWacsA5Jn2kVuf93gjU3B1AsFIkBSsGr66G6e5oFHqbkWbX+rAOeN08QbI9c5N4In\nAV87qp10j3/y0pQnMnBQclrNsJT24+WxmajpfOxxTAwktdTRGKUOByR5yhuByntcU9Qe0PHCeWva\naqo3dGFuzB14RHa0mVobH6T8D5Pgnove+3B+H5DadsbOWBiQPC8be6qUr+Jr0z2UVCNSQOJ2ui+4\n7C969TUh3/3vLT1J7ccdmWq+5y7eISBaZtSMa9NivI6OUQEG8LWmiOBmMPFIbQWPCLg0LzLZGGRy\n5LcHPhEwKQgx8HC6amEemT5HH7jmQGfv7t06s2DnyXnwht1Sbil6AQDzQQo8Xj0GGF1065Hfnhnm\nkewGbh4gsSZl8K0mWwtoXW6KPYel/JHvbePz/qQvidY2E1KBwWuP24w8a5604/BN4+0kunWszKtw\nWomGlNKaeGJ6S0g88EEiT/uKyPAcMCl4eFqMnudikfiaPZPR1ZIokDJ4UeUyy0tSezCbdIFl3kuz\ncy3v1WENp+m/b4pxuk3Utl5Xk7HvFCCxu13Bpb0PUzr2TTLVQvqTvYZnrmlIRZl2NOuZaxXq3vq6\nqE1Oj8y4CKgir57KZuOUPCCJtKGI4K4T5aw9LuOZbxFwcXteHk98NZmANDBxfeWf5vSxNI8/SpmL\nOhY15bgt+YOYByaa7kK5rHjeMKCrDXXNpD6A9cHCz7MJz6YfiwKcxSJ5fbCpw9qWt45NJ2Apod3P\n65LDBiBDtaMW2Lr3YOiK/ijdADDOS2tH3fKbFgUNoDsJWTyCmzkhLqdgpRM0Fwowl3PvWM1G1Vz4\neI4+WMycOgpMajICXQBSYNN2OM0DrsX4uy8UWCQnYpLmKItX0n/0KI/PIw9c37TzvWOW15z7/JHG\nLnkvFNAyXE4BhAGJ05U/4nGkzDUFEQWQKFygnzZ1NKb4xQCeppMiq9Puf/9tJinZPCgBLSh44LJK\nDFNXA/Zd/ymTTbUenuQMAp5G5AGTckfKZyloKfBYHQWgSIvitrhej6tz1sIBnSDJhfbkP3uDxQsU\n7JPJ3Qlo30qAe2ZbBDRnApB4IjMgjTHrtOtpVF6e9ukBiB+B3S0TmUueqRaBjqVHBHfa/e+bap6n\nsNvnpsQbkwcuQBwC4JlmHhCp1qMajk5cPlfNyJvkQHfCM2jwsWo+Ka1Iv5VPir6VO/J4qpQJ13mh\nAF0fhocERNyKgg9rO928bnqX81HzTV31fY0oApscqW2S27ubTRTeKD/FFymBrPFCyh0peNhY+iDX\nN5c8MIhAR8l6r46KEej6PjvtP9Kq2vYzcuLECbzxjW/Eq1/9arzmNa/BBz/4QQDAE088gRtuuAFX\nXHEFbrzxRjz55JOLOnfccQcuv/xyXHXVVfjYxz7mN+wBhsmQUAE137xyHsmt3FLk/rfxeGDEoMU8\nkZdu47D5pByT5nF7qgnNpJyCT41uH14at7fIax8Hfh9cTTsGLPIT5Hf00I16P1S3jqchKSHcN+k0\nJqk11TSvCyYGTC1BHpHaQFeT4rY8rW2MPq/FdU3U9a9LVZSHUpDgsXBaf5O8Phjo+DU9xRtFQOXF\nO3n3JCdZUNrZ2cH73/9+fO5zn8Of/Mmf4Jd/+Zfxl3/5lzh27BhuuOEGfP7zn8f111+PY8eOAQCO\nHz+OD3/4wzh+/Djuv/9+vOtd78J8nrApDTB4YpWma5pXTjUpNdc8XoiBhYFL89hUUyCxdMAHJo/8\n1jxPc5rDBzHrz849DY3H3+OUyPNGvJIBkZLfpcGU3QnjxxFxWdZ21DvVpLcTxiaaxxeNqH0FEY5p\nUiD0vGwcAa5tsonEk481IgWAvmbT3adIl3QoSEQApfyNmX0eGCkgRelRf21ev99uvfkgQGrGnZFL\nL70UV199NQDgBS94AV71qlfh5MmTuO+++3D06FEAwNGjR/GRj3wEAHDvvffi1ltvxc7ODg4ePIjL\nLrsMDz74YL9hHaNNpCHppR455Yo8LYnzuTyT4JqnGoqaZYAPWAwSUyfPA6bayWdw8cIC1LzkNvj6\nWfObjxDtrbRoaoW35zIQmLqvebz5Wt8rZe77doIrMCk/1AWR9lgJcg0X4EWtUYAn9zl20vsaVV47\n4vvRLz9zAKoLChX6Ln6uq2CUi0OKXf++R836jwMn0y8PGMQpffGLX8RnPvMZXHfddXj88cexb98+\nAMC+ffvw+OOPAwAeeeQRHDhwYFHnwIEDOHnyZL8xD0CWSfdMPQYSoK/BWBnVmrh91aLU7T+TetbP\n1En3AEaBD/CBScup6Wdjg+SpVgc6Z8DsaGCy2Vtd9cIAvB0CvMBJffA1L/JOmXbiaRVNvX56+w/f\nX3umpp+FGMSA1DwEaoKZdM3BeUeTsrJcj8t3ie7uqn7Vjjzw6XNE3TZsLN7WLkPc+2kwmvf6NTHN\nLIpRSwEgyyTMEXnqqadwyy234AMf+AAuuuiibmdVhaqK1Xk3729ub48vPgx8w+Eul2rXPIafziO3\nCVztljeZooFdmzPapldvRnVsQltfVn7i5HFfmj5BCxLj3T4mci1TShujBZeRlLN8LW/Aw3l2PTbe\nGYyEaesBXW3P7tW0ebRGk/bhm81GGE8SpniBRGDFk6ByVH7O815zbYDEk5+BR71i/ndLfEdmIZdj\nbas7lvSrlrp5/YhsFm8CRx41lRQYeZICi4gvatpLg4yN49MPPIVPP/C1sJxJESidPn0at9xyC267\n7Ta87W1vA9BoR4899hguvfRSPProo7jkkksAAPv378eJEycWdR9++GHs37+/3+grb++e231iEEml\n8yQ00DKgYJCJgAdor94mrNZhYIGcW3t8zMCjZRSwpjR2TssBE4Oalq8pby75oHS+VrsfBlbzCpiN\ngXH74FpU93jcf5jrzuC6Ek0KNeFYRmKadYMUpz1NqCnXNdea/ObHUO9cWkNqJ1jkiWs1OB+wUoCk\nYJLa8lbrtucKUP39sSNwWQaMvD7bvDQYabvfdvgF+LbDL1ic/8rP/V1QLyN1XeOd73wnDh06hB//\n8R9fpN988824++67AQB33333AqxuvvlmfOhDH8KpU6fw0EMP4Qtf+AKuvfbafsOR580mU4+IDeqY\nKcXpBk6zTJp61TTMwCsfcTHM2XgeOSWfeeyc5nnYmANi80/PtQ7n68fy1PSTZ6ym9XAqpWT3KFDp\nR2KytCR0vJ6rErCwB98I3ZbP6cYkKSCxJ6nhZPqAxGS1euJakJu541TzUrWrKKBS67Z1utxF61FD\nr55HYA+JQTIzd1nXfspLx2UiyWpKn/zkJ/Hrv/7r+JZv+RZcc801ABqX/3ve8x4cOXIEd911Fw4e\nPIh77rkHAHDo0CEcOXIEhw4dwmQywZ133hmbdqzFjNA102xyq4ZkdTidCVxNZy2A06w/7YfzR06+\ntWdtat4oSDfNhLUi06TUJJtK+lzq8vNl+XZ9dj9ZA7N01jrVfOt8HE+bbV/CoDxAlE9Q8tZMLKB1\n83c5lflCi+oSye1uiB7pbe0qIHU5pv4C3C44tWDlLWeJjpv+OAiyu7uk785nQLHyddiGV8/uK9/n\nXHnrL6pjfF4ENKn+cv322qrroe+qWF2qqgIOO9164GRi6ZoX1VEw89K8ulpGOS0+57LaFudZHTYh\nR1R+LPVH8hlL+pjqjeh7JGkTSp84eZpvZSY1MJ4DozkwmWE0mWE8mWE8mWJix+MZRuM5xtVsASr2\nDznGdJfwnPXO2zKNG3zipFnAIIOVeaYMkFoXeL0ozy5tzWeQab/93QO63JBpO10NSk07BsK2DHvg\n/LV7Wrc578cJ6RtyvXpRWio96i/Vb2m7lt+00y/zbdVfwoOfYqJ77cLaigmbJQoGdk06+VUbqqj8\nXNrRNK8/LaP5Hf6Fyto1cTsV1VEinfki04yMj1JTFE66nbNGxOPja+P+NG+C7rVUaHilatSA0pql\nnYwer1R3NKGuB06DFg1I+sGMCkjWxhBA8gIneQLy+BSQvE3itFx83jWztA2vXpSWSm/ylgOjFNBw\nmZzmFMnmQCkFQJA8UH5UL0pfNk3JcB3PLCirhDQfq7nGhDp75FIkNz8HDHhKcls+k/QKlkCXYzIz\nkJ+jukI9b4juajZeLJMbjdOAxW76yLRgAGoWjfYnrPE9XZOq1ZysLJtlunzE+A0GJCOI+yZfF9w8\nYj1ew+YT4Vquf+5tWduvEwFMav1ZX1Jbi8Rt5frKjbF0DMAmQYmFx6cjKskr8dgpyJSmqeeNeSMF\nMuWJrJ5yTVE4gHp6rU91cGm4gRcOUNNYAD8kwIQ5skKZz0aoqtr1yKX2Umomep9baoYRm0hqmnGU\nNWspusDW45Ci4Eorb9cQ5fFYm/SYN0qDUd8jV6oZDfWweX2xpBfI5rmgHFjl+u+OZVPCJg2LTWw4\n+VGe5/bndAYnuy9cVsMIvDR1/XN/DDBGjDNwqFbkhQukiG/WpjQOSUFOgckjxbk+0PXYGXChWgy2\nrmrU8xr1qMzbpmKR0eMeEval1VBaXsnSDXQUrExTUp7H1566gOTxR/piAa8ej5XLVFJe63fPmcDO\nhwREaSntJO3S91+3nWszNRaV9n6Vm3GbNd8ikGGXvMchpfK8dA+0uOyYzuGklZ57x+yx88p4ppoB\nE9dl8FFNxwMmBR/L43uiGBGYb92dKNGROUY9E4bF4z76wDPtkNisKZlJYYS3EtstIFlb80UdBawR\ntQcw0LT8kgJb5FnjyR7tKKl1uC8TL9bHI8I9fiYCDubcvLzUe/VKPGhWNi4zy5ZJyebNtxTIWH5k\nprFJ4rn9tY4HWl7ogRcmwPXg5M+CPDXd+Hgs9ViTMtAD3Q8vJABBHtcB+lHdHEbgaUoWSLk7jno+\nQs0Lq4PnTSdTVMabAF3Aar11zCONBbj6gKT8UllIAG8Ep+PrA1NLdkev5e6DUVuveVz7r9KOzFmV\nyJyKwKgl5/3fI2eelWhN7fjzzpEUMAKbBCWeFCYKJpAyNnEsPYpT4npzJ90DM69tNf+Ul+F8Azgv\nz8YxdtJZy2Pg4jwGac5XMTDTOqY11egS4SyqKS1AagxUTUJdV5jNxpjsLj2x4MnU/6GR1EBrInVX\n8M864QIe52SgoSvwmcBW7YlNPQUymzw2OZQz6pLiBiS8h7d621IeNV2cmwee0jRtX8sbke//Lsu7\n8rnvXJmSsahsFpRsjJ73bU7fXoySAkLl1OMJqukGInVQlstpX4DvETNAUje+taWABsQhAcwjjSRP\nf7XaSWNOkYGewbhG9x6YpsRa2u53bVoTgOl03CG4vdcyGY/Q539iTakFpdYzZ3FODDoGRgZqXh6b\nZMofRUtKeKJ2TbU2Gnsk18TX2wUfzUuDUaQp2Vj03npeTctLLYhNmWcl5pv9riVABKSdHpFs3nwD\n+mRsBFCWD/RByNI84NB2eZJyLJGW9UjiqAyHCqiHywsJAFqthTUj9popWCnRrc8O83LGQ9VybkDH\nWph9bCxsxo2B5k0n9SKyGwBmszFGk0Z7cjAJQGsudB9gjkOad0jwdrL1eaVWIzKw6QZfqimnZHUX\nrPq8Ukxqzzvl23TPbKsFqPKE95A0BbtUP7m2huRzmERKTG9eBohYtgOUWFIhAJqvAJaKffLanTtp\nXJaJcQ0VSJ3Xcq7ufz5WPkmJbhsHC3vtTEtSb6t66KxPAx4GLNbOGIwAYFoBVYOw9WwETHIPcCOR\nxqHb26pmMN7VfLoR3q15p4DUBZ0+ILVaUDePzTPVfLzASc7n8bd5HBZQuri2K5FJFbnSU2781YGo\n3IU/dBO3XN+bAyX2dAF9939JGQYPjbNJ5Vm7UaiAkuCcph46jhGqqLwXSuAdA12gYADicADWckyb\nYm2JgUmBKhUD5d0P9SrOsSC9Z7MxxpMp6rqJVfLilLwHlPkaBosRAZDtAsDcEnNNBkZcx9quFmnd\nhbDKLfFYYi0pDpz0taRWI0zFKHmgE2kgkSu/vY99WRWISt33LZiXSQkAsmxeU1LvG9AHES5j+RpC\nYLyIAlgqb+6ks5ZTSZqWU7c/19FwhxQ4MWGvdb1v1gKZw2JuTQlxvTYV5pvseKHNVcB8hHo2RjWZ\nYzadYDyetVvldjpqxVvgybxLd2V/d83baAEwXa1ptEhrAUbBzNLZRFTyWj1rHG7Q9bT1j3WhrIYE\neNesGqHH3USu9PitwmkOaJ3ue9sKpgSISvpNyfZ53+zb86RxOf5358moIKehAl5eFJbAoQE8Dk1T\nT57mayiAHtvYrE/mxUaUxt9eYKmBCOd7GhJ7B9lks8+Yxme82aRqQgNmjcY0r0chd8ATlL8VhDyA\n8DUofh12l4MyQGKuqW3XAK6m+hqj1IYblO0A4HvSVAvyJmaU5mknkds8N+Hz7n1zNqR5n1wYQbfN\neH+sZWQ7vG8R+MzlO/LCsUShAtqPl8duf+6Px+H1z+NSsNWwAD1mAB7JsY3R+3tSoNJ7yM/G1ElT\nMUA1MLK2zDqZjYBJhbpuOqh3XyQwn48wGvfNFPtmE6ppstVeWrOsDZ5kbxtrAgxQDEi6jxID1Yj6\n4LYYiBhclGMy02yE7r7hCj46IVMhAk1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2JAcWWwMmy0pNHzvnB1eByDZPsnMGodnu9zNo\nkeVpNCbb1wB8Gdfgk/gh3IeXoLHQzrfFxk+jCRk4Dw1Y2DBM2XoeWo3Jwgx4DR6vyzuF7no+oF1o\nDEpX7yHNvYp2WehoULM2fSGzPljV2K2XeD60TjVvfoMI5ABgPM8D0jwHblWFegDIVHU9WAMfogmW\nAlgOtLdTU4okdUNTQYnPGanlG+gz2FP4wGTpBkKn0QITrx8xLenZ3eOn0QWlp3A5/hy34d/hIgAX\nobHMRtbdqd2iX0ejNfGmckZNnUIDSM+iBaixfJ+iY6C7yJgj0meSz8tsJBK+snLoprOMMvkmM2rb\n3svZA4jgeayrGLA6wJkFrnR+XVVJYFzFfPRkNC+cgJli28cpnRsc3xkSvSkMLsqUzyWNwcnMMaD7\nmtua8gyAgC4Y2TqSZ9BqS8YjfR2vxF/gR/F/MIfd0ENjavYUGlDaQQsCNeUbQNkeTrbjgK2p4yUv\np+CbdKwx6Zq/kRzzNjAzSROp+BY7ZYyIH8/iMiwzBTkAqIFq4HPutpPpv6rrTD8xqCUdBGeKTNqV\nJCg988wzeMMb3oBnn30Wp06dwlvf+lbccccdeOKJJ/ADP/AD+Nu//VscPHgQ99xzD1784hcDAO64\n4w786q/+KsbjMT74wQ/ixhtv9Bv/Rws+qX83z6ZlgPHK1XJux1zPTDIDJUYG1ZRsDYmZbqYpfRVX\n4C/wTvxbvAANPfQ8NArP+Ty0GTVha+Z0/ynsVrKlKuehBSc253hHA9WEWIPSNEs34YBQzh86uSZl\nYFLTOErfbj4fAc6LYQa3YzJbUd0o9W6y1FXVcQQsK1Vdp9m2r3/967jwwgsxnU7xXd/1XfgX/+Jf\n4L777sPLXvYy/PRP/zTe97734R/+4R9w7NgxHD9+HG9/+9vxp3/6pzh58iS+93u/F5///OcxEluz\nqmwR2HNVhtiZanpp+kzSpnTMbZ12ykwlj8HHTDj1sj27W8bAqNGUrsGD+EF8BBeh0ZAuAnAxGq//\nxQBecgHwgheiIbVfuFvghWhsu4vQeODOR+uFs4/xSvY9RuudY+BhDco0IPbUjagsL59hLUk1JF7M\nrGkquQ0GU6FFMk/rVFku57QzK6NtisYBJDSwdYvT9wXPBzz4yeLphRdeCAA4deoUZrMZLr74Ytx3\n3334+Mc/DgA4evQoDh8+jGPHjuHee+/Frbfeip2dHRw8eBCXXXYZHnzwQXzHd3zHile0jVICqgoo\nLCkAYjNsTmmcr3lTKcNAZPkz+jCpzRxSn+B+PT6JW/Dv8Tw02pFpSTvw3/i96OJZtNwRAwxftu1y\nad+m+ezQLTKAMiDSpS9EZvf2nNJj0DnvD2XfnvmmF6jn3q4PCcCqUmXRglbvvtbARDQmj+gOgct5\nZMeBw0nbrUd+X8UyQAfJgtJ8Pse3fuu34m/+5m/woz/6o3j1q1+Nxx9/HPv27QMA7Nu3D48//jgA\n4JFHHukA0IEDB3Dy5MmBo98mKb2TDA5aZxbkeXVmQd7cyWdzrJY0+/a8azVaDYk1JXOPmcnWaEuv\nxyfxVvz7hUffFBrbOGAEYIcfVlbGDOtY62FhDGXQsiGb5mTlJmiBhPcft3PThow3Sh0DXTDjMUHS\ndS91TgddA7fD5XQHUvUWyiPTAy31CNJ55TyiDFwL7yFJFKvVGYOOyTEflUSvqxWBa1eyoDQajfDZ\nz34WX/7yl3HTTTfhD//wDzv5VVXtmmO+pPK2U1JAlAIfzVcTrZYyfKxgpN8zOWawUvONtSFll81k\nY03pFOUzuT3F1XhwAUg7aL35F6AbA1kBGPO+U0xbGXX1LFpN5xTdFnUOGihZXfbK2Tkf12g1FQ4p\n8MCISXDe5oWBoqZ87KbrCx3s2HuBhLWlj4fl1+iCErfhAZaWAUDLCfveNQ1PQB9gNM5LQSrFbUXj\nsL5UeiEWBYBYTIe96EUvwpvf/GZ8+tOfxr59+/DYY4/h0ksvxaOPPopLLrkEALB//36cOHFiUefh\nhx/G/v37gxZvp+PDu5+zKTnex8RjGCMeSPM9803NMDjnzBtFXra5fNiEMw2JwUm3juSPmW6nFp8r\n8Dl8Pz6yMNnMc28WlgFSj0NmvDRA0gBJFnuwz98dxg66l2cAxO+us3MGKQMCm9hW1sDHjmeUDyrP\n5YC+qWfXhqCcxwuz2eblS8hCqExrWzQmBQYFuVr78IYhbShuqDk4RBvitj/+R8DH/+98nSTR/aUv\nfQmTyQQvfvGL8fTTT+Omm27Cz/7sz+J3fud38NKXvhTvfve7cezYMTz55JMdovvBBx9cEN1//dd/\n3dOWzh7RXdKHByBRmVIA0nSNLyrhjmp0Z7iS3Gyi8TkvFWGVRcltL2q7MeMux3H8EP7tgoc2fto+\ntmvJBdjlsMfAhRcAF1wohZmEOh9dd51HdBtJxVukaLQ3707AgMR7QDHosEbEQJMiwRWQNMwAUk7F\nA7SSvFy7ubIDwKJesp7KjO7b0Bl93ouXILofffRRHD16FPP5HPP5HLfddhuuv/56XHPNNThy5Aju\nuuuuRUgAABw6dAhHjhzBoUOHMJlMcOedd55F823ILSkJJ0/t95HaNtOr55U/LfkMarmYI67P2pGd\nMyBZWTPbVFN6mtJO4Sr8R9yGDy+wwLDEOCRTWID2FXFuIK9SXNadxR+ZueXVM20J6GpKdhuZhzFt\niU015pvsHHLMBHjuP9J7yYOXZhPU+3+zmeblaXiCV4aBkSX6L83YQFFoQ+2FTyRknIgcmA4BV5Js\nSMCZkNU0pSH12OwpiQ+Kyqhmk6vrlddyes511O2vxItnurE2ZODDmlFEcLck97fiT/Ff47cWG0wa\nj8Qetwvk+AUALtgBnnc+aUr2sTCA89BqSawtjdHVllg7Gks6Lz9hDcnymOz2voGuRuRpUCaeaWfn\ngK+deBMwFUaQC4YsndAl5UpDFzJ1S0MZPOnMjt12ltKUNitDQYvJ5VRdz5xiSQGZmlm5OlPnnMvo\nWGZOnppmHiidlnQ21djz5i0pabik6/ApfB/u71hS7PbXJWoeRVTPxRKYUkE7Po0uEZVyj1twpWlK\nrG2wZ87AaS5p9m0eu5GTB3S5ItPMmADn0AHTwhQ8OI29gJB0vjecZiCp/1k5QGGNh/vxuLAh7Tp1\nO15BM9kS0fEsXETDGlS2CJSGakDesVfO83p5bXn56uHidK/dmeR5adweu/OZP7J6mj+j+kxo28fT\nluycQakbCnAdPoV/QoDEVA4DkoYEubfLEx4OD2u0O5QKfauX21JvFZPLjIwjSTPgGVGeHXugNJJj\n1ZDMy8ca1JTyuA322LHnTa9Jwwq8tky0Lz3W/0XPk6dlud1U2yq79SsFRQarJWWDoFQKQhEAeKIu\n9lQZry0Fi5J66h1Tk4vb83iiEkCKzDUGKeaRGIQijakJBbgG/w/+Ce7vLdg/H752tEOfEYBR1XwW\nl26AM3Y+PESe4DzZGPEMYPg28xPLaTW6gMMaE4MRH7N2MqL2GFgYgDwNysbNY+I6/B/E6awQ8zVz\nu9q+FyIQlQG6jzBrbZ7mpu15beuxCj3ibthC+G/WlS3SlExKvGFaNkVc64T36iuIIJHu9RmlaUhA\nynzzPGsKQupdY22JQYrT1HRrP1fhc3gr7utpRAxE5gzzzLUxGkAaj4Hk7rSMmRYzZIDE4KA/I7ep\nT6qZcKzZGBDxpGbgMcCwcAH20KnmxOZZReU5j8FpTuUZDK19bpvLgtJZuI6ClOfB84DMAx9V5K0s\nnLLatjeGqA5nO1MvxU9tASgNBaEIQErbSwEZm0qaPpP0UiDyeCMvzwMgPmaSmzUlDgnQOCXjjzhg\nsgWkH8SHsYO+VmTgwys7mDP2wo1CYY8Xa1DsJVMzKdc4a0xsypnGY+0DXQ1JJwKDB3vlWLPxynO7\nDIrqefNimKqgrKclah0TfbQ9Mt77D47CEVJlI4m8iF77jqQWNm8QlErc8lauxNTLtZdy8Ud1vTr2\nl69pCljcJv+Vap7n5uf003LOIDRHF4g4UNLS+iT3q/H/4vvxf3Z4IgMjj9Q2U00X4fOz14v8sKGZ\nNmOAZFjK5pB9e5yJ99Oz1qH8if6nGI4b2W6ufCaiLY+FwwiUuFYzagIfRBSgTGPjdDZP4aTbNXhg\nl8r3gMELa4gkCndISSoUYoBsgaakknPPm6Tc9Jbv6aq5uh4IemPytCqtG2lCmmf1uE1OY20JaDki\nBiUltT1+aYrX4z/gzfjowixTEFJtyB4Q+7bYJE5zRS/bLnnsfLPnisljE50MXowQa1m1lI3KMFlt\nF85jAaUzINk1cR0uyyDB4MZjYO2R68JJz2lKClKeR87TfCIPoCcKmjqmSLSPgrCCLQClFHhoOSTK\neSZWSf2onpeuhLW1O5dz7kdjjtSTBvhgxES3mnAeyc2ak88pfSc+iRvxsd4OIawJTeQ4AqbFc1zK\nQbCWwtoKP7SsPXnCJg97tGo651ADngjWroFRT9VDF6i4HIMWE9mQvJrOVVtSklfHx/85DFD82EQT\nWwHP0zQV+JVn8trJhQqk+vXK2zi4jiMbBCXPDGJJecm4TJ0o44FIql4qndNqJ01NND5XdYHTWRvi\nGcxlGYAiIJrL8VSO5x1AsiBoXtXBsYmRxmTP6eLcexBZS7LLMADib0tnPDZhr5nmlUiNFoyUazKg\nGVMeA6KCk+UzOc9al4YGsPeOz2upwxOVOaVa2uN0BHlAF1xSAKXAHoULpLQ1r/wyIOXIBkHJA5II\nREx4AqfajdqGU9cDmKgdA4OojIKaAtOsMJ21IwYboBsoqRrTlNK6gPTP8IEemc1Etn6b9mSAxN/F\nISi1fPgSbeLwOdAFCBbTUljxjLQl/gkqdMfgkeoKIHY8C/K9sTLPZFqNhgQwQHEb7KmzNFB9Lx2Z\nvAiASjx2HsFfSzn+VlFwLHVg7MqGzTe9c6ky0V9lqo0IcKI2PZ5I/6a9/rRMRGzz08jpzDcpoe0B\nVeT+17QpxjiFn8Y/x4U41dOS+FtByp4l9prrH2D4jNkQ2ZPF/zdqxQJdLib38JqWY8f2FFeUp9qQ\n9s1akmlVc8lTDcUIbQaSObrXCbQ3iK+Ny1fog1FFH75n7NHi9Mhb5+VxvvaFoEzKk+b1FZVVHSP7\n8Gyt921VIIrqenZA1JZqRVbGynv9DAUjTmfQYWAC+otvuZzV64cDTPAs/if8rwty2kBG+SQDJ5sr\nurzM/uCB7vw30y35Zh1+KA1wbBJ7eWq28YfNA/5pGJgMjAxUgO5EYJLdmyBMapvnkE00DRmIwg+s\nLTj5CsaszXE9rstlgT7IcB3N8zgkBorc8hXtm0X/73NhAZ4RI7IFRDdLjmdKmW4eiJhE4QAecKW8\nb1F76mXTGePVU96I81kjUpWCXf8MSJzXABMDErv79RllMGISu6LyQPxchmL/9EZug4ZtAGHaDYua\nb0y8Wnlddc/xTqDyXFbFNB8j3hWQmMTWfOaZuC3PzLOx8H+Wjp+RX+vBSdeQgamTbnlRPa/diNzO\ntRG1NeiByTd/liQXApDzunkgYvU8fqrU0+YBIPelpp7nhfPyOJ1NNAYaD5BUSzqN7hh5E7c5/nv8\n4uJ5YA8be9Y8bkk1KVAeP1+LvByvYMBkP7NnTnEdve2sFan3ygbiaU2siRhgjdAFICbeue2R1PHy\n2RTzPHScBxkPqLyagqr18LXzvVZiXdMjclq9gyolAKUe0wh49HcsCAcANm6+pQht5XZK6nrgkmrP\nA0QPBNcBRqrtKDBxPdWYPEBictvKNP39GP4VLsJTnSUi9uwyj8Qf1qA8LYqfX45V6skUzYpeu2T+\nBg2b3fSsNc3RnTQMVGyOMenNGoyNgQMaFcyUAzFOieuxmaSEthK+XpyThgh4wZh6XbnQAK5rEoEZ\n82e5PMAHjMiLx+0waOY8dApmgWzZglyPlDaJNB/L8+opcZEqr33XkqZtefken6QMr5ptnnYUkdtA\nH5C6JPeP4ZfwUjzR86yZkqBE9ijx4fAAUN2F5FRz79brhKgljfkkz/yxfu185uQDXYBRU8rOx5Sv\nWhPHJM2lnubbeJWAH0meckpcV+vAqQepC6cspDznecChfeu/knJ+3CeknP2G2r9XNuHb2gLzLQVE\nbPIMzfNAR8vynYzKlYDVvCCPtSN+R9tM6ikgeQClgNTk/wTejxfhKwswUXONNaQJ+iCkH1Yo9Dnj\nZ7dnwnkmmZ4z+Ogxa0ugc9B5jZaI1p/HRGORuP7EyVfwYfZf+SIGCy47C+pUThsMMFVQBug+RlwX\n1DfkfjFgskZYB3lWz8QDFu7TykTk91zKDOCWNhyn5IERQ/fQvMgbt4zrX/tRE0v7Y9CJtCbW0KZO\nvnrblNBmfokBaYb/Ee/FeTjdASSOyq4oXc9Ve1LzjdOKni3VjtjUOg997YjNNgYHJrVHVMa0HO8n\nV1PO0vjnYFNNNSb76TQPkq8hBGrSeRqcgpPnedMyQFdd1bpAdxopCKmXDwV53E+Uz/16D46WSbUj\nsmXBkynvW5TnPZkpbknLehpUBComClY51z/Q146snVrSIg+cxi+1gPQKnMAOTnfc+LyS34AKaAGI\nwYoVAiW6I67JJCS6bUKrqMmj/wtzJ89upWlGpl2oR8zKe2vjDBzYk8Yeu0rKap4BkmpE6rHjicz3\ngc1AradakaVV1Ia1qWmq0Xj1tbz+mDmPWaou0P2tUmR2CYmOrTDfgPQK/iHu/Ki8B0YeyHkeuGki\n/3SQp9qPp+FZXQPAlMYUnc9wEF/EUdzdi0Wyb05nD5zlq6k3RJJ7KAFdgDFhZdImNnvSKqoXcUpK\nCHsu+9SiXS5vt161p5HkzdAHHQZLoG/ScV+gPK0XmWxWR4GIZy2bal6skkeMm6TCA7y8XF2uD5QD\nlMgWBE96xHWk6SCR7nnkPBPRK6dtqvak+dpGKhZJAUnNOc8843YUqFqAejU+h/9mdwsSoAsw/Ien\nwGPakAk/t575plzUDtC8fHJZ8X4+S2fKjJ9O5WpUc7JjEw0NAHywYBDhNAMJbkvDEGw8XjiAxiF5\noQIMqpWTD/jgovWALpmtnjYeAwt7Ir0869f7rVN1TXLcUyBb5n2LXP32l1VaxwOuknKqPSn3xGCl\neZ6b3+p4ZLdqUpEJx2VaQLoGn8HNu7tGmrmmgKRmmxLYHM0N9MMEzpjU8jFhXse+eULZLfJif9g1\nrXxRBEzMyUyceqwV8YRnQGJ+y4hzG4NqPob43nWwLe0BDJuto6AepK5qSUqqW3k4/YHyNaaK87iu\n9mcSaW2BbIn5FvFFERke1fHKe5yQV441HI8I1/e0WX0eh2p4HBYwo/IKXpzGGtKcPi1gfSv+DG/B\nb3W4IKBvmtlzsoMu8PCz5ZW3z8Qpv5Sw9gO0ExNoJytrPozPas4wN6NgxOZiBDDWphLcrA2xCafA\nw8fcViXHrBmx2RYBj5LdQB/oLI0BjbXLkdS1j4KWpalabP3xA8V5HghyvjcOLWNtJGTDmlIEOinP\nnJeXStO/Yk8TmgdldIZ4mtOcjmcF6bWkKaGtQNTVoF6L/4i34LcWz7L9/rY8xLxuI3S1IPWw8fKR\nitrh55S/I6I7KXapDBicZw+o/kQKWgxYzLWokmuDNUKb44Y8YFLNjIGJJzGbdaB22VSrgzJKcIPK\n2XWyVuXxSwx6laTxD+PVzYGW3Qv+cfnRVYApAR8eR0SMJ2QLOCUWj5C29EgL8jxvXgiAllNzTsto\nOwpOnMcmGM8cz+NWAkg1PEACgOvx+x1Q4eeCnwH7sKdNy3MeqLxySnDOswAVWdtA/7abKODM5JxB\nzgCECWrVoFgD4XP9X1KPnLWlgMQTjb1qCkCsNcEZGwPViM7nks/nyg1Zmqf1aF0UpPNYUFCH8yLw\nUbOt8F9tS8y3FBh5/FApGMFJS4GNiZpySnqzJqXeOU33AInTPEBiIrwZzwjNAtsx5p01aaYBMdlt\n6Qw4pjCwhgXK43PTvPjce6aWeiN7Td+epuP9k7NWZZNezSmeWEZ8R1zSyCnvhQp4eQp8zDMBXa3J\nbrq2p0S2akDWfuWccxle5FxTOUg5BZQona9NJarD9TxOysbnaXuBFNBOZ1JsAnqAxK+bZvHKM2Fh\nMnPSTksaay3WtnrPON+WeGhb3BePhevbG0UYkJQ3qqWu1QP+Z/wvGGG++M3ZRAOlAX1tCOibbAxk\nyi9peybe8+bGKXn/ISz6P6M/iVrdav3aLVSrWm+95tXSjiqm2peXV0s5T2nWcVt7ngPW8pQi9Xww\nnrKvxoNXzh5P73fw/se9NnJ1gPa6Uvmp+ruyQVCKwEiBwcS7mhnaya7l9KnXmCL+RWupoyCn9aP4\nJL4mBTPrhwFJZ4YPSD+B9wNoNR/eOsjOLW8seUDrZbN0/tF1JwAgDUyDVWtv0nCeWsxKxym4WDqD\nw1zyFfOZxptKGynwiZRXVXKtL34M5k55y+PxpZR2feS9//C5k8bXoGmRMeFNxRQ4WZ3IRI/a5PxA\nNqwpsdjEj+6kBzJKDuhdsl9M/3K0LS7jmWcMVqeDPOaVON1b58Zb2kZ/8c33u3AnXri7no2ddMBd\nvAAAFCdJREFUHgxMQFczZoCaSL7VUR7JxHsgNM3dl7tEFID4W489TQHoA5LSeKqM1lRHf6oUMGke\n1/Pat7496lCvR8HHe0Tnkq/3Tu+Px0J4GpjXntVPgZNqr9xnBE6pNhOyBaBk2o5elQcoEcfk3RmF\ncm3PACbKVzBkjUzJamtH/2453sjGwn/Vc6cty6vxKvwlvgF/twARJqoZTIz/4TzmHjVkAOgCEbfF\nmpidW91FmnAC7htN7DL4WPkk/f+onXpA/5ZpGx6QeMDFbc2kbCkwcXsMTNGxZ5p6eaqV6HVYea7v\n1YkAR++ptleSzpSo5tlYtF6qzUA2CEoGCjpSAwfVgqZOugdcCjbeHfF0YM1nW0HNtblTT8HFe4pT\ngNS1M67EX+EI7ukADBPb7F0DumZYBEbKMzKZraEnHjAx9jAQFRHekZoPxGCT0kjUVGNtSDUbBZt1\nABObddFP7ZlznpakQMXnqqHoo+o93lGap/F40y2VbnkROOXqFYDTBkEp0h8j6FaNybvrHr+k4KNa\nmT4Fqj3p316Nfl/8a3tEgwdI+uS3IPVN+Fv8ID7U44+ArpakIDNJ5HnhAlYHCDQi+WZJ7sut4plo\nOvHsmD/880bmG7fhaUSeAsv9e98pYOKf0RuTp6Vpu15eitLUut7kjv6fPTPPM8W8+ql0y4v+bPQa\nSvOwFeabp4daunrLgJjV8xhBvmMRIc75eu7p5JBy0V+i52rhp4v/rltAein+Hj+E/60DSPbNAZKc\nntKcOE/jmSBlOZjS6sI5LhKdMCwet6TnHviotqLtKZio9oMg3QOsCJiA7k/rKcc6Tg/IvHOPgfDA\nm+t7vh+9Vo/g1r65fpQegVZktgGDzDaTDYNSROF7YOT9Ah7h7Zlm6s3zAEv799pjnkhJgSg9B0hs\nrAP/HX4JQFczAlpTy0BGwYc1HvWipUIFQHleup4vE5oUivffAsQAoGaSV8eb5Po/kTLXlgEmbtcD\nLC5vx8on8bFqSSnuydrz2lAw8EAl0gd0jKnyVicCJ7uGQsJ7wyEBKh6AAP7VRiad1sv94gpA3htH\n7DgiBngbkig9AiQs6vwzfABAPwJbI6x1PZpqNh7AeMCkppuJFxqg7QGFJlxKSwJ8Uywnkfnm5SmP\nxADC3ykTLwdMXCeX7pmkdqz/rao1sUQaEYunDXlak9deKt0e4xQ4eeJ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"text": [ "" ] } ], "prompt_number": 111 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is grid from the regional Arctic Ocean model with 40 km resolution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now load NCEP data (only first time step), that have 2.5 degree resolution:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fr = Dataset('air.mon.mean.nc')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 112 }, { "cell_type": "code", "collapsed": false, "input": [ "air = fr.variables['air'][0,:,:]\n", "lat = fr.variables['lat'][:]\n", "lon = fr.variables['lon'][:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 113 }, { "cell_type": "markdown", "metadata": {}, "source": [ "First look at the data:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lon2d, lat2d = np.meshgrid(lon, lat)\n", "b = Basemap(lon_0=180) #This defines the center of the map, 180 since longitudes go from 0 to 360\n", "x, y = b(lon2d, lat2d)\n", "b.contourf(x, y, air)\n", "b.drawcoastlines()\n", "b.colorbar();" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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DCs86dIqEse+T2agONi2eQMrWoI+JJ6rRgLyyL5wYQ9Splaj3ZZOVlIXCRkF2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"text": [ "" ] } ], "prompt_number": 114 }, { "cell_type": "markdown", "metadata": {}, "source": [ "When all the necessary inputs are read in memory, convert lat/lon to the Cartesian coordinate reference system (CRS):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "xs, ys, zs = lon_lat_to_cartesian(lon2d.flatten(), lat2d.flatten())\n", "xt, yt, zt = lon_lat_to_cartesian(lon_curv.flatten(), lat_curv.flatten())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 115 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create cKDTree object to represent source grid." ] }, { "cell_type": "code", "collapsed": false, "input": [ "tree = cKDTree(zip(xs, ys, zs))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 116 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nearest neighbour interploation:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#find indices of the nearest neighbors in the flattened array\n", "d, inds = tree.query(zip(xt, yt, zt), k = 1)\n", "#get interpolated 2d field\n", "air_nearest = air.flatten()[inds].reshape(lon_curv.shape)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 117 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interpolate using inverse distance weighting, using 10 nearest neighbours (k=10):" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d, inds = tree.query(zip(xt, yt, zt), k = 10)\n", "w = 1.0 / d**2\n", "air_idw = np.sum(w * air.flatten()[inds], axis=1) / np.sum(w, axis=1)\n", "air_idw.shape = lon_curv.shape" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 118 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us plot the results from these two approaches" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(10,5))\n", "subplot(121)\n", "plt.pcolormesh(air_nearest.transpose())\n", "plt.xlim([0, air_nearest.shape[0]])\n", "plt.ylim([0, air_nearest.shape[1]])\n", "plt.colorbar()\n", "plt.title(\"Nearest neighbor\")\n", "\n", "subplot(122)\n", "plt.pcolormesh(air_idw.transpose())\n", "plt.colorbar()\n", "plt.xlim([0, air_nearest.shape[0]])\n", "plt.ylim([0, air_nearest.shape[1]])\n", "plt.title(\"IDW of square distance \\n using 10 neighbors\");\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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wkP1BD2s8zHGeRkfeRIqitnG0ddwG94KkAzzMdYC3KU/EyMaGwDL7YERUfwsT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\nPxDIAHOAYrQafj3NsS+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"text": [ "" ] } ], "prompt_number": 119 }, { "cell_type": "code", "collapsed": false, "input": [ "m = Basemap(projection='npstere',boundinglat=40,lon_0=-20,resolution='l')\n", "x, y = m(lon_curv, lat_curv)\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 120 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = plt.figure(figsize=(15,6))\n", "\n", "from matplotlib.gridspec import GridSpec\n", "gs = GridSpec(1,3, width_ratios=[1,1, 0.05], wspace = 0.0)\n", "\n", "ax = fig.add_subplot(gs[0,0])\n", "m.drawcoastlines(linewidth=0.5)\n", "cs = m.pcolormesh(x,y,air_nearest, vmin =-40, vmax=12, ax = ax)\n", "\n", "ax = fig.add_subplot(gs[0,1])\n", "m.drawcoastlines(linewidth=0.5)\n", "cs = m.pcolormesh(x,y,air_idw, vmin =-40, vmax=12)\n", "\n", "ax = fig.add_subplot(gs[0,2])\n", "plt.colorbar(cs, cax = ax);\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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169ZRrFgxDAwMqFOnDn369OHp06csWrQoQ0kRfP6DuE2bNulKcHLmzEmTJk0Y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EAAAg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W/BQC42tcapqFjzNe6kCCTVCDE/z6PjVLI0jJztrQopp+WOtQwr0G4UPD8KVDb46h1Yv00s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\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DB9K7d2+bJ5y7d+9SsmRJYmJi2Lp1K2fPnsXf3x8vLy/at29vNcxqfhIXF0dgYCAxMTEE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\nAABJRU5ErkJggg==\n", 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