{ "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)\n", "\n", "[About author](http://cnrcwp.uqam.ca/node/98 )" ] }, { "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", "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": {}, "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\n", "from scipy.spatial import cKDTree\n", "\n", "#for downloading files\n", "import urllib2\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the function used for converting lat/lon to `x, y, z`:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another helper function used for downloading data (does not download data if it already exists)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "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())\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual we are going to use NCEP reanalysis data. This time monthly mean air temperature. Load with our helper function:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "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": 7, "metadata": {}, "outputs": [], "source": [ "download_from_link(\"https://www.dropbox.com/s/9xzgyjs08zyuwzw/curv_grid.nc\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at our curvilinear grid:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "fc = Dataset('curv_grid.nc')\n", "lon_curv = fc.variables['xc'][0,:,:]\n", "lat_curv = fc.variables['yc'][0,:,:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distribution of longitudes, for example, looks like this:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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gkw8X6McWmSggcT/9tmItaMgbqUmngBQDVneN/fZLAGmKem1AKvmdt6uXex43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\nmW9envJIDCD8nTLxcsDEdXLpnklqx/rfqloTS6QRsXjakKc1ee2l0u0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cc889l3IIa8nZ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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(lon_curv);" ] }, { "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", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "fr = Dataset('air.mon.mean.nc')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "air = fr.variables['air'][0,:,:]\n", "lat = fr.variables['lat'][:]\n", "lon = fr.variables['lon'][:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First look at the data:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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K2WZ+1Hy7Bn6r3sDR68lnMPF34zPJvFrfKlzdeguXSW/i/FHu+xukX8O5H86z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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();" ] }, { "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", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "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())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create `cKDTree` object to represent source grid." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "tree = cKDTree(zip(xs, ys, zs))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nearest neighbour interploation:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interpolate using inverse distance weighting, using 10 nearest neighbours (`k=10`):" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us plot the results from these two approaches" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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vYq4D3E15MkY3NviW2QsjGCgRqcl4O1DdAHB44whleqGKVDFu7KlTp2L9+vWO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+Ywotl3PUolhPlZ5qZWpdVRXKV8antLkm1zkVH9Qu3MkzLZGyylRKnpjtM72rQ2u2RzST9Maz\n40Hmh5hfz8l1mvfYkxxoru3qYWvbr4WF/EG+urrKnj1JG/1nf/ZnXHPNNVx99dUAnHfeeUxPh2nS\nVgidI2MY4nSg/QiPdA4EydO+Fz/Co395oLwyX44nixcB/2/VIyxB3RCci0C5FKdRUxjsAY6NsP0o\nnoIzASFQod59FbH7lkECFYL4o0SFGi+2NltdnUbouYwmXXqmh54NdzTp0qVJRNId3JWYUxJy6vWF\noWPSruZJT71mfl/5nh1albIvF+KL0j36bG4n7U/yhZ1cZSyknGu59VjZOvU6H/Q2oU+rLul1rqSc\nVXrjDQPX9lWJq6wT0jlPUVGy4Txwt7lWhUtDxXlHhm5C3JVa2icqXOU6xCfzuqdpTAPXmJHVUaX9\n+gzw2aH38Pa3v50PfvCDzM3N8fnPfx6AQ4cOMTU1xY/92I/x1FNP8TM/8zO8+c3hzj47hkSFiNPV\nfIWvcHVw+y6teuoT1OuSWkWBCmER+AfApxzrfATqJcDhknpdEDWqChGEwevVNrp7089RyFQZQv9F\nyEAegjWM61QHP0P9tAe+B9JGkUCtbc4xN10cKNplMgf4If67c1ff4Pv5Pr5e8wA1qryZ/WU6DYdx\nNULPRcgDRt7GG8TBrDlNutmjSD+csvqmkwfcgME82Zl7TD0hR0JW9CWhXxh0d3cbGZGHdl+tXzfl\nrVK0ziCJsXVaYuAiUnoZFOvwETMXgbLH74o8+IibPQ4512UKlD7mUChv1sz71CcbwhMVKmQkR33q\nayMjXKcTD9Rsl8ZMTHO2l/igpvNOEY00ZKeJvSikjfQFQeYl/UFEnx7NoaNICaq0Xzemk+A9hbW3\n3HILR48eHdjqXe96F7feeit33XUXd911F3fffTdvetObuOeee9jY2OAzn/kMX/jCF5ibm+Pmm2/m\nhhtu4Ed+5Ee8R7HtJKpFl+/hMA9xcKjtu4UkQhVRhTyJGlVGnl4E/HVJGf2w/lGKRCqkQElIzeYc\nrapCufJAjQIhU48GyuxEtUnweoqDAtv8UVaNcuWMw67sQwAAIABJREFUcRCpqgqUJVK38VEAvsT1\nXM+XBsonYb1h80RVaYR+IJ0E/6qw9kw1QpMKeetu0qOfDsGkQxhCiQqZydWbuq8+/Qav80u1ZhNv\nWW+9lWQwZ8qdi0n3vnPljxLoa11ySrnUoAaDve58PeRsvS4ipUmCi4TpsnqfMEi2ZN7uyxIol4qG\nozz4PVJlYTh9DC6i1Kd4biyZtJ4wWTZvllvy5PI3uSIAhTBeH2ZimrPdxEQ+k4SMEx/UoP9JX9f5\nsEWS/ywqhKCljG+M0GoY3TNy3333VSp3++238/KXvxyA/fv388M//MOcf34y4NbLX/5y/uZv/mZn\nkqjWKCM84yZPC6ywEmA9MREXv/hbPPG57ynfgVysZbg0nT7qWR9SO8oIlEAP01LV9C3/7BWEiVSZ\nCmUxTzGv1DhJ2jCoolK9fmt2/d0/kv/41c3ixeJSo8CvSPmI1PAYPZx3phqhSYeE9FzECCg8lPQ4\nehqSlDNOSZcER3Qd8iBrznbpbaQMKVZEyqeSxOYTip6odQZfIOzlI2Rk3cyHlCbUOku4XKErvV+X\n+uSCTzWy+9CkzNbvCyuG6g2FLy3Z0iQJz3efZww13yD3PUUMEiiX+qQN5bNpz06H+tRq9dJNHT1D\nU8UpObRcpco8e+k2yT2QK6mjYWvtCIcOHeLyyy8H4GMf+xjXX389AC996Ut5z3vew9raGjMzMzzw\nwAPccccdwbp2rLHc4mq+ks0Poz6NZnLz4NKS9T4C9aNUJ1BVUCUH1Fbhpi2se1T8PKMTqC0y0d/m\nZd3jwtYaMw8dOpTN20boK1/5Cmtra/T7fR544AGe97wqXV4nD3W6cYtnpAzNQNBPDOZZuoPiDvJP\nO+TH4MEUDcauKeTJsR4eHOtD25YREN/+fN+rwLdv3/GGJlfYrep2rh6HoX3obXwpC1xDuliI92m2\nl/mfhECJiVwT/XyzwSGMJMxny473Gbu17dfb3vY2rr76aq677jruv/9+fuM3fgNIPJx33HEHP/AD\nP8D111/PDTfcwI//+I8H69o2JaouOrTHRp4uvjGgRumL8HnA/3CUKSNPMPwwIz4C9XxgMLLiJlCu\nf/Uq4Ktm2bjI/k1q/iLgI2Oq14eQ+vTz5rsNyZ2iXkjPgRt+5LMcNykK5qdXKqtRSx6j2/jVqK3D\n2972Nr7+9a8TRRGXXXYZ73//+4FiIzQ1NcUrXvGK0kZoUiFjhxUTa7oHI7bQqRDyruLdLAQiDymr\nWjVmYuI4ztWoKL0R9DPENnm7SK7r2FHGxwEjx7p5ctVqnlxlksGJrcICbn8UDN7DPmIWUoRsPVVM\n6Paz7AnoU7d8ipkNP7rCd3q5L5SnCdW8KqO9TzpMpzsa6JQGxvskve8gCQ83p/0KlCzXvUZtIllt\nJu8TscJCOlzqzs5Y/uEPf9i77rWvfS2vfe1rK9e140lU3biqhPRqs+KqPbN8BOo28pBeGYG6ALgF\nsNGSkAK1mE6jhM+uSj8tmRJUCeVVwavST/k9v11xu7p40xbVa6GI2A0vTnqD7OHEUETq+Wlc9stc\nx3UO5//4iNTWyuHjbIQmGUkor5V1705CHBFdR3hPMpPr0J1AiJTUN+itSnrt9aabqRoVJWqUeKNc\npMeiLolaV2VsniRNoCxx0D+7Sg88C5daFAoLWhJn4etpWEbiQqbwEImS7/aZ4jKR2++aROk0BC7l\nyeZ+wiyfPZ31vJMM5C7fk1VI5boVIl8kTcmyLk3m6CDmctlORl7QHSSGw9a2X+PEjiZRoxnTaiBE\noLQaNQ4F6oJKR+SvU3ucqqpQLozjGr2o5LtA1KFZ4N+NYb+/TL2elWOCEKitxniI1E5N5vWdgaQ3\nniVDYZaTe0tK6p6J6a2TpDuIUhliY8pNjPQQH6EEnHaSFwfrt9LbhoiLVZ+qqkWyrYbdvkwdqlO/\ni/D5vts6rJ/KFXa05VzhSrtuLv2ue036EoNqDKhTufdJMpBrAuXqBRoiP64QHgjp6hWo1uiYnPZr\nx5CogzzEQxwMEicpE0KLLssVYmlZSG9UBUrjnwIfCqy3BEqrUXV8UGVmcQv7L1+VLrO9/s4E/kn6\nac+7q2EPrR8FQ4T0bn7xxweuq7pq1PPNCfepUTAOIjU5b3KTCjGAy1AXPZpZiE8P0CohP8g71CTb\nFXs8CULJCiNimE7M5XEc0YtVV7yNqWwWKJIgDWs+dxnOZ6Aw9Jl9QOu8UtpY7jN2yzqrKuHYTsP3\nhNLql1bQbciwLLTmIjW2rA+uYwupW1YFs/uaMd////auNkaO4kw/O73ztesR60Ps4tgWC7t4bcyy\ni3BwFJ11RjYiEpCAQMImsQiHpYgjPxLlUHK/wp8QSEQkixCdlEvuT07IJ6QEX+KPOyeM7CMXfCb2\nmWMJIfE68TfIsMfas57Z6an70f12v1Vd3dMz07PeduqRWjPTXV3VNdNT9fTzvvW+qu8T93Pjv58u\nvEGhjlypAsuyWfRxRzXiq0XVe4zfe5Q8W46u73+hNeRRQR+KCLosON3sxJyXnvFr0ZCoAcy0rTyp\nK/2GcB7nvfX4etQaudgEKrPpEhq/648uRCrMFuiJVJgCdTcQOVeG8cFbEYwh1exPre5b574eRvvR\nvuOiw0CWHUEXqiAmNv3NLzpuflnmTOixZkQK+Pc2W03Pk1ya4T+dO5NO1fWJIs8RghwOwUmVQagh\nLz3d51H1/D/lFXp1r05yDKbzHbMeg7cSq8ePFUUJitWgknwS5uPAPOQ4U/ycy3AUk3kESQsnSSpR\n0vkOhSlazcxptBUQbDdsNR1XxnQqkEpw1PNVM556XbrPavtkqiNws1zYyjr+nvyeANk/qgDwBMLF\n/opEnuieIyLldMdy7h+vGZkwccKlwnbN1nMoavPldaZIpWf8uqIkaiCQ0Kw1tBMmodbwHT+vHT+N\nC2+FS0yZ6y81rzDMhMURZcLrhxNU8z81x8IIFP1qw/CJVCe/5LqQ9jk6jXyeMujI0wBmWlajOIH6\nA0Ywij8G6g0jUk/hJTzTzsUDSNOTXFohr0zyJx1ujuNpMLhiZcN2faQsyT+K1AFuaqHJyA946KhR\nllVHrgDU5y00CoDk1G7ZdJEOwZrv8VUKigkFNE9rchnh8xkpWramjM7HiD5H3ZpRShYvw4+poRai\nnNhVB3iV3Oj2xXk4bUaiwkgSh7pPR6CAYJwoRqAodUtfqYJcpuaRJ54Y2KnSufPU0BxSlPwQ8sTV\nqjn0oRc2iphDCbPef6AzFQpI0/h1xUIctEugbsEUgM4JVFfBE9k2I1BhiLu6bzjiWFxiVYATdqEV\nxCGPKcWmezpXn648urtE2CD6qd3PhydPWv659UBdvGyv5n0Y8q4i5RMn95WHQciKYBgEIlVRG03S\n8sXqzUxRag5HlJN3Ac2Ji870pmtX3Q/NZ444oQsKMcuRbxMld+bfpS5FS1Y5riO2fBWeep6rQFHy\nYCsjm+64UqTei86xOnjogkBCbFcF5Qpr3TviM79W7ttopGf8WjTmPADYjP3Y32Q2/wTO4I8Yaane\nVsmTToHKrFZMekkoUBxcjYoiULpfbBjRUcSbnU+gr35/zLo40kaqNH5Rmx5pjzyFqVElyanEQVw1\n6im81Na1+EjPk1xawScj8iGhVXo15AIJWQHHnFdEBXPogw3bM//xOnXgExLV2ctIUq5QRd3SmE+s\nOhp2L0DBOdETTBGTFY5SpZu4L0NePk/gqpb6qpr4/E6EI0qhigqgqb6qflCqGqWSKd1+6h+Rprpy\nDkcY2VGPc8JJP1uUi4NaB19118/29QMo1L3wBaRA9aGCHGoeeaL3qonNAkUfD5qe1cTZfgoY16TM\naBXlj6S26LV9pGf8WlQkKgqfQLhfiQ7kF9WMQHGTXizzHRCPMHyxDvyixa/3rxEefgAI/7VKANYA\neKdJ2bCnLxUPuK8UsqEdU16rAUO7jSZ+UXc+ciBWNTqTng46AkVoRqQ6J1CAUZa6Dz8/Xq+U7sKG\nhaIbJ4f7RdEE1oc5UIJWntbFV6+ccAacYMn5y1z/qkwNyLqTl0KgLFeNsm0nFEINeVeZygFwHdCz\nfgRrj2Dx8YCrHarPJHEyTp44CggSKh3U8AgqWl0BqBKoZnGpuG9RmNLF/Zh4nwHZT4mb46iMzozX\nbBENXY9KwIhIcXNeqSr5PxVRQR6yGY/eO/kZe1FDTlr4EAV+vIo8yNE8h5qkVpETunNO3c2p1wkR\nSs/4lQoSpRKoDTiIg9jQ9LykzXeZ1ZfQmGniYA44eYmiEKOKRQEe++oqRlwCFQWuRkURqGbY3JYM\nqEN6BqG0g5vu5Bx5VagO5oCclDg8yGFdIlihbWdsIAvYdkg9lg3btpzgnJfzTsRqywo6olNSY5q4\nef49QgHhDyMqseC3n0pumjlp0zGuFvHyKnT+TmrbunhVYW2rvlEqdKEiVH8mTkajQkuo5Tn5stgx\nHjOKr8Bz4z9R1HGuDhGxoVhOfBGE31XbJUfxTG881KZTlx8nij73sq19pGf8WnQkikx6rSpPHMvc\nc09iZazyN0z8DifPNy87NPQ+zs40ybvHCdS9GjWqmR9UmJN5lApFIDUqyV/1Afe6eGzFtJnuNFj1\nt8cAyL55TrTd5gQoSo2KS6B0atTfKwmAO0N65PCrAc7TtwMybZADOXcMpwmsT/Er8evxzYO0dLzq\nxpsihYqXtWDDzlhAAahbFmy7F/a8TJBoFR8RqrploXFZyf5gW64y5apU/XBM3s7FOFBX9gF6U57O\nxKcjVs3Me84XpDfZ8TJcVdKZ8sJMhWGKk+o3pXMC54gKx6KqUfSd6EgT9SFMgSJTHjPfUfgCMtcV\nUUEf5qTVeCpBUsMbqGa+MOJO5avIIYccBjCDvNtOXmmPJyNuD+kZvxYdiVqJk20TqGXKeXdm3sCh\nxvrQ8ksy8RWDoaH3nTbGpnH23bCUMZofnhOpuI7kKpGKQ6AIa+CQnIPK/rimPNV0R9f1MNunI3nd\nRgdhCjiIPHUDt2AqNnEHZCLFCdS7GMMY3u3watLzJJdW0Oo6jhyAohexWT7GV9oBwThQDsnyiVIe\nVc9xV61LRS5Tg5W3UNWst7GsuvdaI/KUrfjv5y1HiSIilQW80AhAMOCjLhwKme+i/KTAXnUxp4ho\nFVnZsLAFgN6XiY9zOmWKh1jQ9YHXwcmTzixH1xhmxqO+qXGdwupSFSgp7hOc38YlTrlCDflCFcXM\nHCzUAya8PswFzGm+CU+3qIGIvrwSVC3nfD22ljBxH6zOkZ7xa9GQqJU42VJ5btJTyVMcqARq5dDJ\nUDWKCFQkokx499aBcsRXrRM1iEi1QqAAXyXaAJ9IJf0rc0L1Cha9MjXyJV0CRD3aUaMGcd7bvxIn\nWyJSYeicSKXnSS6t4OkunM9g04kzycwpse8cM4fjL8Xj8ziTF/lV2V78HotNWKRkRaW0yudrsBtu\nDKB5yzHzZFx1q2EBqHpqVcYlVw06WUpqnAP6e+TKOeHh6hQPFqnzj6JzL0MmV/yYGmhyHkECBji3\nNYU0oM86ZYqb8FToTH46tUn1D0NEGZ3Jju8LI2OkPBEZ46rTPICSn7olY9W16hN/9Vfi+SvtnObU\nKOOWROqJvBOhqsI33fHVpwBctauCHKoucfM3ugZHhY0m/tFIz/h1xUlUq+RJRRIEKgo6AhVQo5r5\nQF0pcCKlIqnglw/jyihTMRCHPM1goON4ZZ3gDxjBP+JJ7bF3MQbgzYW9IIPY4MvBAT8KeREVN3ee\nJZlNAL7yqY4+VDwzHeCrAL5Jz9ehyD8qbDKUkHEIEwVa5Psd/yln2O/N2qi7ZKphK1MB+UhRkE6a\n3Hk+PSBICuaVz4Bfh3qeqkqp54VB9W8C9KEMwpzSi5p9uvEwzCwHZT8vqypO6nHVV0qNTs5VKzds\nQcaqe6lb+koVWBk5l51jSq5J+6LAY0TJ965sLibwe5Q7lJPfE0Xtd+r2/QM7I1HpwRUjUVHk6R7s\nwz7cE3n+HTiMP8QIdcBNes3IE1ejYqlPQHwCtTFEjYpa6HUfgL2a/c1UKI4NAP6r2cW5iLMKT9fG\nVuWzmli5G1CfZgGs+VIw9Dv5p3QDm7EfxzAe2N+KGvUUfoC3MI5xvJXw1aVHDk8rcp5Jw1+lRyD1\nKLikXI6jQ/5OOoJEisIsnIlMv0SdgnPaUuQ8Up94zCobvZL/VO1y3veTYuc27F5flbItR5Hil6ZJ\nixTAZeU9D4lADuqATLpUsxjfr/pa0blcmdKtviMn8aiwAqqaFFYuTogClSSpREr1kfL2uSslXf81\nTpysrJP3rjdrO2ZbV22i+48nAeag1Z9yDDL/ly66pImTfbonee5Huldp5V8fKii6IRQcFcwPaZB3\nndmdaOb5wDXFR3rGryuuRLWKO1j+sUewEzvxSNNzWlGegHgEatXYMfz+T9F5/AJQiVQUgaJjn3Ff\ndWSKI8ykttrdAOCf3de4KlTcgJ8qtmj2JbzK746/ez2wL6mE1XFMemoevHbwFH7gvU+eSC1SdfQq\ngmoy4e+d+6cEYBY15jtFkxmFLyA1ytkXTL/hlHFCIvAHAtXBHCAfLdurJ+j74qoJmRpyeV+JIt+o\nuuuQLilTlg0UemUi5FyAPM9xYqFzJNf5R/kX5jtNU1kiGv2QiRd3Xqd93IcK8G/9JQgSnzBiwxHH\njKeW030OKEu03zfRATJhAuCRJsAxzzrN++pTnqlOtAqPoA+WWZeOyWS95qqm/v3UhwoAWvRApuoa\nI1Bz6MOcZNLjKhi1Y8x5VxiqGnVHG5PWEN73Xl/Dxljlh4beb6oi0AS76oap1okUIQ6B4vgMHCIV\npkLpsFr5/Dh8IqWi3bQucd1/vij/KXKlivS5NCCTlmszFwJVdBI6gKAGPwRaM+mp5Ok2vKVVo5qB\nE6juID1PcmmFOimR2YNUKCIzvBw98eeQwyycCcs3/QVJD01ifMVfUI2qB8oD+txlFJnaRq8XHgGo\nBogUAMVHqldWo1RSpFNxyIxHcaZUAnaZ1cNXpemIi0qkAD2pugy5HqqDkyeVJKmmumbkqNk+yd/J\nJUwAMgVHLSLC5CSR7vVUJjLTwatGTvjLnblVAg/4xMknNXKkcl4vB5n2OIknIkXjZQmzkv+V/57M\ne/51cgWsfaRn/Fq0JIrQDnkCfAKVNDqeyMPMevEa7xyPA3g5gXoWIfpQSUyN0uFB/DS2mS7KpBdG\noJJVo9LzJJdWhMd4sr2JJQfZ18liJpQ8aq7G5KsJanBOf22e7B/llO0NqAyA7+CuTrJqMmMLFvOT\nUsv6aMy7q/bsnnCfJd2qO/7KzXkc6hJ//wKDcZioDe5jpULn4K3WqfN1iuMErtsX5usE+K4erlO4\nzjzHyZNMdPSO4SqxInDlySftavyyeuAcHmKDk3AiYPx6cq4SxeuTo/bLMdH+UpSoK5Y7rxmGcSIW\ngXoEOwP7hvA+zpV/L+27C+XQOobwvkS6wvy1OIGqlP8bgKNGtYriAx+FHyQV6mg5eOzzITdWK6vj\nhqvAP7jbaU0b6nW02w4AHHbrH4hWoXS40Li2aZnZctAHKinMuoz1o7JDah7ET0PL3tYC8XkEO6UU\nMb8vn5OOv9WGqqVHenJPpRVqHByawOgpfakbR0dexeSbRHKoooRZaXUVbR+W/5c95ctRp0kByLsB\nFH3zDidvNTbZyUvTe2Fjvvwb/3jGRr5QdSd3t6yUd892fHX6685qsX44D3T0KiXBZdtbZec4HRtw\nN34ufVZX61FKkwH3taCUHwBwqizXVWJt9MNPj6LmmbNYG1nl/AJra6ost03HB5TP/XC+G9pKVeSu\n+xjFgVkUB2axZGAWS6+bwcBfzaB0zSxKfbMo5S9iSWYW+QP/gRJm0eeuePO3OSl9ikqyuLpJylOO\nKUR0v8yUjyn33pz3mkMNJTjpqSgmmf8T1L1jA5hBCRe9VDJOed8/6nj5JCglTAV9zATYen5bH+kZ\nv7pCovbu3YvVq1fj5ptvxvPPP68tM4wTofvDjjUDJ0MqiWpWvhlUBWqu3J5CVhyIULI4cVFJ1LBL\nRFQiFeUL1Qw3/tIhU+2a8pqBSFSXEIdE6QK+tfKEdH35XyUCFUawdURKLcsJPxEplUQBSRGpehub\nASHOGEZkhU9yPF4Od7xVE7rmPVKkLlN3tg/K76Dokq08qm7cH1KtZMLFr8FfPVWX2lPLVMtveD4t\nRKQsqw4ra3vBOQkZq+5shapDpgp1d+UYZMLDCQoA/E/Zed/PjlPZkrJPt5Ugk6d+tpUAvFf2Cc21\n8EmXSogK7HyVrKnXzfvzdlmuw+uHcDZGmjKFKnKlCnKlCor9ztZXcrZS3yyKmTkUUfGIiUOc5lAr\n/8YjKrkA4SZ/ozq4yZYIEL+/KCK5Q26qXpkPyu8g7+Zr7HOPyaRtTnpP7dL5Rcx55/qhDWqSM/t7\n5XOow5LuSq6ItYf0jF+JkyjbtvHlL38Ze/fuxdTUFF5++WW88847zU9EkFita2F5d7fMd0BzE15c\nNYoTqOJGRY2K8pEaVm6QMEWqGYb1TwbXPBOcyNtGcwEpNbgfuzquo9MQHu0jPU9yiw1xxzCfrNTB\n1QDZCdj5z3EVQTXvkQoQNvHwuoI+M/41qCv/+OTrn+Ps64FgfXCJXb7mOTRL/XTNTr2uWQpZ23WM\nZkSKqz0qSAHir+qSfvU9N5tZIfX0widCat3cWZ3Xy69Jd528ngzbXxBuIFLXx4kcwxVTXa5Qg8XM\ndLSajjuB898sgwYj1j7h9r57xcTnv3fOIfMaDzvAiXoPhEewVFVLNhH65LzoEnauYPFAnvTwEAVV\nOWsd6Rm/EveJOnToEEZHRzE8PAwA2LJlC1599VWsWbMm9Jx2lSfAITjb8U/4N3y2adm7UMZr2BiL\ncJFPSxwfqD5UMHnDYRz907rQMrEVqLj4fB34ZcjPF0eFcnHNtQ6ZIyL1f8+ESFu63Z3HlFw04M7l\nj+JfIsuG+TuFOZnrTM4AJLOeis79o4yy1C7ijmFBQuOQITn2Uy9bs+T7n1BsHTKJzKEoOfZm0GAm\nG8ubgKvIe6vwwh3MKUZPeHgPPnlT+SrysPI2KtViaEJjJySC7aSOsXsBywKyFjDfE1x5l4Gv4hBU\nh3QevoD7Val+SJxkUdkcgOuU8/mrzgeroLzXOZVT+3T9bqRw6fvTrKjLF6peaAmAVrT5xFcNTWDD\nQhbzLFSGPrZSTomMT6SIcuMRuVFNeTlUkcW8p3jKix78FXn+6s6qF3KDEy/nMw/k6ZNCbiom0L6/\nlLQvPUIIkWSFr7zyCvbt24cf/vCHAICf/OQneOONN/Diiy/6jfb0hJ1uYGCgoNW/aLv/r6VLl+LD\nDz9s69yrCWYMMzBIDlf7+JW4EhXnC0iYtxkYGDCY/1dnMGOYgcGVQ9r+W4n7RC1fvhwnT/p+ICdP\nnsSKFSuSbsbAwMCgKzBjmIGBQVwkTqLWrVuH9957DydOnECtVsPOnTvx2c8291cyMDAwWAwwY5iB\ngUFcJG7O6+3txfe//33cc889sG0bTzzxRKRTuYGBgcFighnDDAwMYkMsMPbs2SPGxsbE6OioeO65\n5xKp84YbbhDj4+NicnJSfPKTnxRCCHHhwgWxefNmcfPNN4u7775bfPTRR7Hre/zxx8Xg4KC49dZb\nvX1R9T377LNidHRUjI2NiX379rXdxje/+U2xfPlyMTk5KSYnJ8Xu3bvbbuPPf/6z2Lhxo7jlllvE\n2rVrxY4dOxLtR1j9SfZhbm5O3HnnnWJiYkKsWbNGfOMb30i0D2H1J9kHIYSo1+ticnJS3HfffYle\nv8HCIw3jlxDdH8PSPn5FtZFUP66W8UsIM4ZFYUFJVL1eFyMjI2J6elrUajUxMTEhpqamOq53eHhY\nXLhwQdr39NNPi+eff14IIcRzzz0nvv71r8eu78CBA+K3v/2tNECE1ff222+LiYkJUavVxPT0tBgZ\nGRG2bbfVxjPPPCNeeOGFQNl22jh79qw4cuSIEEKI2dlZsWrVKjE1NZVYP8LqT7IPQghx6dIlIYQQ\n8/PzYv369eLgwYOJ/ha6+pPuwwsvvCAeffRRcf/99wshkr+XDBYGaRm/hOj+GJb28SuqjST7cTWM\nX0KYMSwKC5r2hcdfyWazXvyVJCAUj/5du3bhscceAwA89thj+NnPfha7rg0bNmDp0qWx6nv11Vex\ndetWZLNZDA8PY3R0FIcOHWqrDV0/2m3j+uuvx+TkJABgyZIlWLNmDU6fPp1YP8LqT7IPANDX5+TC\nq9VqsG0bS5cuTfS30NWfZB9OnTqF3bt3Y/v27V6dSd9LBguDtIxfQPfHsLSPX1FtJNmPtI9fgBnD\nmmFBSdTp06excqUfpHDFihXeTdsJenp6sHnzZqxbt86L7XL+/HkMDQ0BAIaGhnD+/PmO2gir78yZ\nM9LKnU779OKLL2JiYgJPPPEEZmZmEmnjxIkTOHLkCNavX9+VflD9n/rUpxLvQ6PRwOTkJIaGhnDX\nXXdh7dq1ifZBV3+SffjqV7+K7373u8hk/L/aQt1LBskizeNXVJ1J3ndpHL94G0mPYWkfvwAzhjXD\ngpKobgWoe/3113HkyBHs2bMHL730Eg4ePBhoN8m2m9XXbltPPvkkpqencfToUSxbtgxf+9rXOm7j\n4sWLeOihh7Bjxw6USqVAHZ324+LFi3j44YexY8cOLFmyJPE+ZDIZHD16FKdOncKBAwfw2muvJdoH\ntf5yuZxYH37+859jcHAQt99+e2jsk27dSwbJ42oZv+LU2U57aRy/qI1ujWFpHr8AM4bFwYKSqG7F\nX1m2bBkA4LrrrsODDz6IQ4cOYWhoCOfOOalMzp49i8HBwY7aCKtP7dOpU6ewfPnyttoYHBz0bsjt\n27d7Mmi7bczPz+Ohhx7Ctm3b8MADDyTeD6r/C1/4gld/0n0gXHPNNbj33nvx5ptvduW3oPoPHz6c\nWB9+/etfY9euXbjxxhuxdetW/OpXv8K2bdsOVGPGAAAB/ElEQVQW5F4ySB5pHr+A7o9haRu/eBvd\nHsPSOH4BZgyLhYV0wJqfnxc33XSTmJ6eFtVqNRHHzEuXLomPP/5YCCHExYsXxac//Wmxb98+8fTT\nT3urZ7797W+37Jg5PT0dcMrU1UeOdNVqVRw/flzcdNNNotFotNXGmTNnvPff+973xNatW9tuo9Fo\niG3btomvfOUr0v6k+hFWf5J9+OCDD7xVH5VKRWzYsEHs378/sT6E1X/27NnE+kAol8veypZu3EsG\n3Ueaxi8huj+GpXn8imojqX5cTeOXEGYMC8OChzjYvXu3WLVqlRgZGRHPPvtsx/UdP35cTExMiImJ\nCbF27VqvzgsXLohNmza1tUR4y5YtYtmyZSKbzYoVK1aIH//4x5H1fetb3xIjIyNibGxM7N27t602\nfvSjH4lt27aJ8fFxcdttt4nPfe5z4ty5c223cfDgQdHT0yMmJia8pa579uxJrB+6+nfv3p1oH44d\nOyZuv/12MTExIcbHx8V3vvMdIUT0b9tKG2H1J9kHQrlc9la2JH0vGSwc0jB+CdH9MSzt41dYG0mO\nYVfT+CWEGcPCkHgCYgMDAwMDAwODvwQsqE+UgYGBgYGBgcHVAkOiDAwMDAwMDAzagCFRBgYGBgYG\nBgZtwJAoAwMDAwMDA4M2YEiUgYGBgYGBgUEb+H87UYGRTpjxtgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "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" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "m = Basemap(projection='npstere',boundinglat=40,lon_0=-20,resolution='l')\n", "x, y = m(lon_curv, lat_curv)\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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wYUBGj46ZmZnKYxX9RMJnrUqVKgwaNIiKFSsqxqb8V9myZZk8eTL37t1jyJAhuLm50bp1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\nERGRQQwWiYiIiMggBotEREREZND/AAvzgkLJ8e9sAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(11,6))\n", "\n", "from matplotlib.gridspec import GridSpec\n", "gs = GridSpec(1,3, width_ratios=[1,1, 0.05], wspace = 0.05)\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" ] } ], "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 }