Created
September 21, 2017 14:29
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Grid data and store it to a netCDF file.
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{ | |
"cells": [ | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Module and data import" | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"start_time": "2017-09-21T14:29:01.455104Z", | |
"end_time": "2017-09-21T14:29:01.536965Z" | |
}, | |
"trusted": true, | |
"collapsed": true | |
}, | |
"cell_type": "code", | |
"source": "%matplotlib inline\nimport matplotlib.pyplot as plt\nimport netCDF4\nimport numpy as np\nimport xarray as xr\nimport typhon\nfrom scipy.interpolate import griddata\n\nplt.style.use(typhon.plots.styles('typhon'))\n\ninfile = '/home/zmaw/u237014/RTTOV_PYTHON/hirs_data.npy'\n\nmydata = np.load(infile, encoding='latin1').item()\nbrightness_temp = mydata['Bt']\nlatitude = mydata['lat']\nlongitude = mydata['lon']", | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"start_time": "2017-09-21T13:59:12.727611Z", | |
"end_time": "2017-09-21T13:59:12.769296Z" | |
} | |
}, | |
"cell_type": "markdown", | |
"source": "# Put data on regular grid" | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"start_time": "2017-09-21T14:29:01.540087Z", | |
"end_time": "2017-09-21T14:29:01.663858Z" | |
}, | |
"trusted": true, | |
"collapsed": true | |
}, | |
"cell_type": "code", | |
"source": "# Dummy latitude and longitude **1D-array** with 1 degree resolution.\nlat_model, lon_model = np.arange(-90, 90), np.arange(0, 360)\n\n# Create two **2D-arrays** grids to interpolate on.\nlat_grid, lon_grid = np.meshgrid(lat_model, lon_model)\n\n# Fancy gridding magic.\ngridded_brightness_temp = griddata(\n points=(longitude, latitude),\n values=brightness_temp,\n xi=(lon_grid, lat_grid),\n method='nearest',\n)", | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "## Plotting to make sure we did it!" | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"start_time": "2017-09-21T14:29:01.667209Z", | |
"end_time": "2017-09-21T14:29:02.483621Z" | |
}, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "channel = 12\n\nfig, ax = plt.subplots()\nsm = ax.pcolormesh(\n lon_grid, lat_grid, gridded_brightness_temp[:, :, channel - 1],\n cmap='temperature')\nax.set_xlabel('Longitude')\nax.set_ylabel('Latitude')\nax.set_title(f'Channel {channel}')\nfig.colorbar(sm, label='Brightness temperature')", | |
"execution_count": 3, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"execution_count": 3, | |
"data": { | |
"text/plain": "<matplotlib.colorbar.Colorbar at 0x7fad700a9550>" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<matplotlib.figure.Figure at 0x7fad7171dba8>", | |
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DZR0kUO8jT3r4L8qs5k2Ua6BGIWnQWU5Ca3d54JbXozzTwyBLEgZxUXsUf4SH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\nuHP5UuDcLq9Tm7iBaRVlVwJLC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| |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"metadata": {}, | |
"cell_type": "markdown", | |
"source": "# Creating an `xarray.Dataset`" | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"start_time": "2017-09-21T14:29:02.487604Z", | |
"end_time": "2017-09-21T14:29:02.691532Z" | |
}, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "# Create a xarray Dataset.\n# A coordinate consists of a name and an actual array storing the values.\ndataset = xr.Dataset(\n coords={\n 'longitude': lon_model, # **1D-arrays** for latitude and longitude\n 'latitude': lat_model,\n 'channel': np.arange(brightness_temp.shape[-1]) # Channel indices\n },\n)\n\n# The Dataset can be filled with DataArray.\n# A DataArray is crated by passing a np.ndarray and its dimensions.\n# Dimension are simply passed by giving the names of coordinates.\ndataset['brightness_temperature'] = xr.DataArray(\n gridded_brightness_temp,\n dims=('longitude', 'latitude', 'channel'),\n)\n\n# We can set attributes of an existing DataArray in our Dataset.\n# The attributes are passed as dictionary, the keys are the attribtue names\n# and the values the values.\ndataset['brightness_temperature'].attrs = {\n 'units': 'K',\n 'description': ('The brightness temperature of a body is the temperature'\n ' of a black body which radiates the same power per unit'\n ' solid angle per unit area.')\n}\n\n# Print an overview of our Dataset in its full glory.\nprint(dataset)\n\n# Storing the Dataset to an netCDF file (how cool is this?!?!)\ndataset.to_netcdf('hirs.nc') # pass mode='w' to overwrite existing files.", | |
"execution_count": 4, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"text": "<xarray.Dataset>\nDimensions: (channel: 19, latitude: 180, longitude: 360)\nCoordinates:\n * channel (channel) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 ...\n * latitude (latitude) int64 -90 -89 -88 -87 -86 -85 -84 -83 ...\n * longitude (longitude) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 ...\nData variables:\n brightness_temperature (longitude, latitude, channel) float64 217.7 ...\n", | |
"name": "stdout" | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"start_time": "2017-09-21T14:19:06.903967Z", | |
"end_time": "2017-09-21T14:19:06.937226Z" | |
} | |
}, | |
"cell_type": "markdown", | |
"source": "## Loading the netCDF file as sanity check\n\nThe file is located at `/scratch/uni/u237/user_data/lkluft/hirs.nc`." | |
}, | |
{ | |
"metadata": { | |
"ExecuteTime": { | |
"start_time": "2017-09-21T14:29:02.694360Z", | |
"end_time": "2017-09-21T14:29:03.506077Z" | |
}, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "ncdata = netCDF4.Dataset('hirs.nc')\n\nx = ncdata.variables['longitude'][:]\ny = ncdata.variables['latitude'][:]\nz = ncdata.variables['brightness_temperature'][:, :, channel + 1].T\n\nfig, ax = plt.subplots()\nsm = ax.pcolormesh(x, y, z, cmap='temperature')\nax.set_title(f'Channel {channel}')\nax.set_xlabel('Longitude')\nax.set_ylabel('Latitude')\nax.set_title(f'Channel {channel}')\nfig.colorbar(sm, label='Brightness temperature')", | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"execution_count": 5, | |
"data": { | |
"text/plain": "<matplotlib.colorbar.Colorbar at 0x7fad60a30128>" | |
}, | |
"metadata": {} | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": "<matplotlib.figure.Figure at 0x7fad7017f8d0>", | |
"image/png": 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J2vxpE81FZBZEC6s2j4KURrpVCVoK6T4s/5brMDghkNentRQdXpRnA21VMHvA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lxSgx5lyE2p7tQU6U4gIkvAa4G7APdR1a9k4tyN0Ll7G/D4hqQuBp4mIt+jqu+Px90DuFPc18bP\nMLkQ4Zca4k7VIBaq8xYN5/0L8B/AY4AjwLcBB0ycJYLRvTXg4YShzefFz+yQqeM4juM420MyFbLF\nvAR4CPAE4AwRuZfZdynB68LbCAsU/gz4TpGic3uTqn4cQFX/RUQuAf5aRJ5M6A//MfD+Jhtvkftv\nZmXqLFTnDfgT4ErC8Gd6oaifvPOBuwJ3VtWrAERkHbhIRJ6lqldsW2kdx3Ecx5lgGzpvD4qfL8zs\nOwc4G7hd/P6u2v73EDwqJB4BPB94BcY9VlvmqvqeqUo7JQvTeYu+xX4c+DnTcctxHvBvqeMWeRNh\nJO7BhGlWx3Ecx3F2gLBgYWstvanq2R1RPgstjr6rad1AmO17zHyl2jwWpvMGfAewDKiI/DPwncCX\nCTZb/ki1WNh+LjU7Kqq6JiJX0m5Qb1Opawv66hualrRPa76kT1n6mheY13yBNYWyEXUYsxr5bDWv\nMUN568fbpfpdBldHPfMJZlXajDRvng4lV6bCWG7NQG3OOG0yLwD5+uf0c12mQrKapDlfurvO2YBR\no+6sXq6ck2577EC0tV3mtIM56nrCNs3kzHq4noeJef9VBr0N6bZmPcUzr1s7N5yrjaRrmu7nkU4+\nd9KzaG1Uat7WM6Zk9g3XAVgZrhfpNDGYokOyGed82vTnieecWCySkd60YuMvgPcRhkRfAfwe8DgT\nb2qDeiLyWBH5sIh8+GtHcyZYHMdxHMfZLMZz/u11dnTkLU6F3rornqpeTtnRvFhVkw+wd4nI7YDf\nourOYiqDetGw3wUA33rWmVu/ftlxHMdx9ihhwYJ3wOZhp6dNzwde1iOeANfF7bqw8J3AY0TkVFW9\niTDCdiiTxo4a1HMcx3EcB0C98zYnO9p5U9WXAy/vGf0TDeFpwj61hMupadtEZIVgk+Wl/co1vX2k\n3LF9bS71Sb9vmfrYxprLflZHXnmd2KRmbdb8C9tOZsZ/oP1t4E3jOLuPQ+l5mLZN1K/ftDa97HVo\nOqave55c+vXtMmzSMXsfG3ltLtMsSbtXcTo/gLFxMZc0UF2Ow3N6UBVrc6z9+KlsFkqLTbwt1yFV\ny5m1bzdvGRrsC0K3PcE++rnyfpjUHG6MQzs+tr4fgKOF/bYybtK3jezx8edEzCTN8aiJ2z9cY9lq\nQkn3VRl3GK/psCOeiE6lj7N1a2OW35ydQIFRpv07/VkYzZuqfhb4GPCA2q4HAFeq6uH4/WLgntGY\nb+KhBD9jb8NxHMdxHGeB2elp02l5GvB6EfkT4B8Jdlh+FniUifM64HeAN4jI0wiG+J4PXOg23hzH\ncRxnp/Fp03lZqM6bqr5RRB5F6Jw9geBo9pdV9e9MnHUReTDBPdZrgFWCe6xf34EiO47jOI5TY8yo\nO5LTyEJ13gBU9W+Bv+2I8wXgR7cm//k0W33tmE1ju2xabUNdF2K3103YWkb/lMo10kFhJ6mJlegH\n8ODyahG2PAg2kwaD8q3Laj/GHTP5ubqOJa/fsXGTriVncyynv1kZrld0L21ax4pNsI63SVu/UTx/\n9joU9qmMDidtj1r0VINY1qHRkQzjOc5pbgaitfpNljtplXLnYSjlg7dJ52mvcZ1xps3XadOn5Y8x\n52yK34WcTqgaNpjLJmKzjjVXv1z5ZhuhaNPf2TSrmrF+aefK1KQTbbM92J/J/Ar7hZm2lO6tzx45\nE4CNcdJFTpkt5T21srHCSUtrRfj+Ydg+YMKS79Nc2++jcevyrdsUf544m2lbri/qI29zszCaN8dx\nHMdxHGcBR94cx3Ecx1lsfNp0PrzzVkMh6wIlN+TdNsU3YDzXUu36sVkTGZkypbLbJfFpCiFNiR7b\nCEvfb944UMQ5MloG4EvH95u00lL/Mv00hTYQGFaWyGvlE2AlTjccXFovwk5dClOopywdK8L2L60V\nS+vtdFqaTswt78+d27UYP32umunI9ZZpmhvW92XDTzHlPim6yLHTktetHYjxymnhlViPA8NyKkWR\nokzH4nkGOF6EGZMWsV5r48FE2M0bSzGPNB1akjv/6bqla7ZipnIODEcciFM84fv6RLmXYl2seYSV\nuF8lP1VqzWAPNRw3GLTfB+Nx9dr0cavUdR/0oW6CJZdPW5m2a7ppHtd4fdLcrGm18XjY61w2pd9+\n3SenSBMfu+7sYvtIg6mbst007+sq37IsFaZEwDwLTaNfWtmgiWnabN/fjvpv0KDV7fd8eW0uwbup\nMzveeXMcx3EcZ9twDwvz45o3x3Ecx3GcBcJH3hzHcRzH2UbUNW9z4p23nrTp27LL4xlmNRx9NQk2\nv/F4UOi/rLmI9ajvGBsdRqFriy5dAG6KrmGuORY0WqtRY3R8VKaVttdGVnMWl93bpfjxcyjK0qCs\n33Lc3jcs63cwbt9qf5nPsVjmwxv7TLy1wqzImtGpfeH4KRPlTFqwjYp5ACqk82HDUx1GJmxDM/VL\n3omQmomM8GlbQTKlMZCTqGOPTenV80/5pvNst9czYSn+MNOu0rWw12TfMGyfuW99Iv5AlGGDljGR\nNHIHh6WO56S4vc/o5VYGG8W5sJrAQXIVZM2XxO0lo6OrmyRJZijaXGjZ86sZ+w/1ey+nMZpG6zOr\nS7Jp89lq5jVllBiP5/vp6HKpFvKwus+gC13bKJ9rR6LrqxvXy7C6jnFcHB81czb9TLZKpq4x3lCU\nY8Y80uFYFqt5XY/lPHn5eBGWzCNV8qm12TbTUNNoK7tMLZ1IqHrnbR688+Y4juM4zrbhdt7mZ3G6\n6Y7jOI7jOI6PvDmO4ziOs724qZD58M5bDdVBRVdRhJP0SaXm4WjUbVkdWtLirI2XKvaxEkvGrdAw\nowkaZ/K5/PCZhd5pXNFsRZ2a0UetRn3Yaibs+Mag8n3NaMmObQxjnDLfpLuyOqilqIM6sDRi/1JZ\nl/1L41juSVc1R0ya+1bCMdbu2odvuEWhv7LHpzqkckOpf7Pxkm24dGrSHqsU0YzmrdDBZdIaa121\n1kzWUVOTjiejH9ww2p50zm3YKDaP1DYKV1hm3DxdF2vLbSVqDv9ruBLjGHtUNc1i2s7Z7rPxDi5N\n6tFWBlrEteci6SCXTPteyZUzbu+POrpkKy/dK/uGpWZof9y2mrnCJVHF5ZNUtEJdNhn70tf9VZO2\nbDPdHm1FGvPmO4vtu0KfVtO4WfuOn7jxtgAc3ih/slbjM9LaREzPx1SKldgGU3hOv2vJucqzbX3J\nPIDXBiFfq4O7Of4mnGxcZp0cNXEnLZU6uKXBqJLuILb1nEu6NpdZfWwVWh1frn5bYUewG1+wMC/e\neXMcx3EcZ9tQQvfNmR3vvNW4cX0ff//FOwPVEa3cysDcaFgapRprgwV885KT3q6GmZdd26xV8/mn\nURo7gpa27dvo6kY1LMWxqziPxVWmx8xq2OW4IuqAGXo7OY62qUrlLXYtDg8dN6tND6+H+n312LKJ\nF1aQrthVqcsjs3+yLkfNyN3xYoSwjGfPiSXnhNquQE0jWZWRt5Rm7Q11lHlNT9d93DFGZ6/lesbz\ntz2+3M6sVC4+46pT08KWZBA/y7DUrpYy3heWRCttsRxlG2fCzGjcYNJbw/6lEQfiiNzKsIy7f5hG\nlqv51tNMoyP74mja/jS6G1e2HhhOeoKwHjpkKa6UHU73Y5AbcdsJJ92WWVbANtF35aGqtK6mzY3c\njDNeaMYq2RHn6qrtydmG3Dn/z+vvwKrxPHJ8nGYUyrDV0eRq8VFR5vg9tgkt7lUbt1pPWxb7TE5N\ndSBUxopS+Hrl+RNHA9dKTzXJe83+9dKjjV1hDxTbK7Gt9x33T9cmeZ65/OZbFvtGmZmZNFuTm4Fw\nFgvvvDmO4ziOs42omwqZE++8OY7jOI6zjbjmbV688+Y4juM4zrbimrf58M5bjaMbA/7fV04Fqiv+\nkueBVROWdFHrDW3QrtJcTlofE5b0Q8uDdp0IGAv9Jq8y/0nNx5rRVm3EzdX4prNKWAmVM5J4gNLz\nwT4mdS1F+uMBo3Wrr0qavjLfVC6rKUt1PXllfSIeVM950rJZ7cuxjObt2Lha5zZdWVVfFuo/Much\nhY3jX52RTMbdoKzLKHNuR7qWTWsQNUkrxkPDCkErs0/LFc9L8TZdrl0PW5f1Zqmcyc9cBxmwZL/H\n07nPaNmSh4YDZlXxMOrSlo2+bHmghb5w/3BSM2d1UDkdYnn9Q/1SG0srko8bnVPy0HF8VD66Th6F\n1XwHhuUKv31L68UKvnoZEkkTVtFcKRNhXatRu7wpVLRnVnM5Tvoju1oyryXL0aV5y3kLGI0zdTZp\nfXX1lCJsI5bFrgxP96fV1Kb9GzUdbLnyswy744HDAFx19OSyTDWdWihPVZ82KO7fSc1vpX61VeVS\n0/21rdgM+UxSeFcRrTzTixWspkw6nvSCMh5Vy5a2VwZlGy7iTzpjKH4LrPWCpBn8jxvPBMrfpVXj\nIafwpGOelXlLA9u/2lTVp03nxY30Oo7jOI7jLBA+8uY4juM4zrbi06bz4Z23GuujAV88GqasNsxA\n/mo0oZGmHAHW4vaqlI6J0xTaOscZjTNj4BkGZgBUZBjDhtn948oUXzLb0W/4OaW9RFi6vky5nP2A\nHohpTk63LpmZhjQsP9bqFLDEuQUz65Z1dp44ZoxtHt9QMy2cMYVizZ4U09dlvGTe5Fg897nrsk4w\nkLmRm5doIHdex8aUSrIQboW3Y82nn879kGUTmpxlm+Pj9rqUZgTqU6HDVoOzGSOjOdMiSDFVCnBg\nWBpfLsLi9kEbFs26nHNKaXB0pFJMa9lp0bRppyyTCYacKYRhbUoryQJGZtp8LU6hHjHTptdFB+XL\n5vh9ww1WzLTp/miCwRrJToZ+lzNhlak00aK8Iu0/OMng6ZeOnV6EjQrzDJKdgsyFjahOsdnPhD1f\nuXNdmiJqNyI8ppzatFO0OVlGmorbGE/GG6lUTFDUncNDeV7sVGrdCHWufukZMshMcdbNKgGcdSA+\nC2I5c6ZCBpk2mJvWt0FVs1DRfJO9LjpZ9lERz5pmWqqYSynLlMo5Gfb5Y+XzOl2T9UJaMqh8Bziy\nPoz72k0tWZNR24dPm86Ld94cx3Ecx9lmfORtHlzz5jiO4ziOs0D4yJvjOI7jONuIumP6OfHOW42l\ngXLmvqCPybldGY1LEw4b0ZzDSMvl9clcxYaWpjkA1uP2mtHMJV3TGkY/FDVZIy3jHed4oaUaGc1W\n0gzkdVaTqolCTydBd2X1VzfL/omw5Ri2rKXWYt84mBJZGa1UTFcksyJW31Z351TfX5RUS63dhtXX\nFaZNSu3aMQnnyp6zNY4Apa5tXY8CMBqVccYa0tDMuRIp65zOzUD2FecLSpMDVoto90+mWd2XjpeM\n+RWrY0x1sGEbEp2xx2sz1FSWcuA8bS+bW3qpCEsmScqTv2+ghc4NYN/SpOZtf9xeqZkFAfiKcXl2\nt9OOFBqtLrc+molX11ulPTlTE6l9WPMaqU2Vd0xwp2R1R8N44LJMmjJZsU7uM+6bvrZ2sNDAWZ1U\nXaMVypU0Vka7WWjCBhV9VGl2Z9L9VDUeE2nWz3LOaEhZ5pKuiaqcWZKcm8D1UebZ2OAea5Qx6WFj\nleesuRxZt1stllLudHK4j9J9Vzch0pR2rixle5RqnoU5klxak4W76vD+yvesFrG4F0xY0eYnz3nS\nHhafmTiW5P7ugBEyr0zpVm6zUPVp03lYqGlTETlVRF4gIp8VkaMi8gkReaJI9TYWkduKyBtF5LCI\nXCsiLxaRgztVbsdxHMdxAkpYbTrP/15n0UbeXgl8H/DbwKeB+wPPI7zmPB9ARJaASwgv4g8HDsU4\nh4BHbnuJHcdxHMdxNpGF6bzFkbOHAU9U1Qti8DtF5G7AI4idN+B84K7AnVX1qnjsOnCRiDxLVa/Y\n5qI7juM4jlOg4KZC5mJhOm+Esg6AG2vhNwC3M9/PA/4tddwibyKMxD0Y6Oy8JRdP1mtV2q7oaJId\nIyOQWDaalf1ant7kambDuD1a1+ReqXQVs07Qwa1KqeDZYJ11mbRTtqHHK59gNGEnYZUAABbqSURB\nVHPjSb3XeBx1X+lTrS2xcfUTQJJWbskE7SvCBoPSlZYkPdZgvwnrpxNTHRX2zax+L22rqXOqw3i8\nZo5P9VrrrstgxQSF7YH1XhTjjXW9oikQqeoGbf2GlGkOMvEGDAtNmlAND5+D1rC6xi25y7L23lbi\ncctGQZA0bsn+2T6jbVkZjCtal7Rvn9G8pbCljPs2q/f62I0nZcNzdrSSDienV6rHL90SmXxbJHUV\nu2dS1YQkLZJNK8W3RSncvNVsjA0zx7fZMcwx1qp+r29dUj3sT92Yqq21nFZqrM2qGDvptJHRtNXD\n28KKcopCRd8adYZD6z4slXeyMLbtjLRmS25cdZ0GeS1d4h3XnBHSbHEhlsqSbYsNNvRy2ruViku4\n8LlkDF4OirCq7cCNrFIxls1sp/Ng61K45qpp3zRzfqx+L+21dd4p7ZRPfc7HwnTeVPUmEXkN8Bsi\n8p/AlcB9gZ8CftlEPRf4eO3YNRG5Mu5zHMdxHGfH0OrLtTM1C9N5izwK+Dvg0vhdgd9S1VeZOKcT\nRuPqXB/3OY7jOI7jLCw72nkTkdOAW3fFU9XL4+bzge8CHgN8Bvge4Jkicq2q/qU9JJddQzgi8ljg\nsQAn7Tujd/kdx3Ecx5kSdVMh87LTI2/nAy/rEU9E5FuAxwEPUtW3x/D3isgpwHNF5K80tIbrCStL\n6xwiPyJHXABxAcChk8/RG1abT0vOtlMTVkuwFEUG1h/oUtSkjE3M9aiNO2C0catssEHwPVrRwkX7\nX0kPF46POrhhGZY0cUkHN44+P5MWDowOzmrJ4raOD5dhSSen4/7D3jLIbFt/rrn9lsx+sccvxaCV\n6ndjvy0XNii2BxNhIsOKzbucb9KkXxvaNJmMZzVvSyY8Z68tp2dL9tqSvbyka7N225LWZsVocpaj\n/bKktVk2mpvlYVXzljQ6VpeTdFf2jSdpbaydr+Ggv+4rZ9uqrjkqdFGFP8qSpPHJ2Vur27WqaH2S\nfq7Dn2Wqh7VDZ/Vz1udpzk9rzgfn0ORt80rnwmqZcpqqVD+bt2pVq5nsl1ldXCpLzt8otXijzK2c\nytKmLatjz3lhW83sb/Mdauu+NKi2xY3Y8Ow1Htf8e0J5LtvaQhFGThM2abwtlWtpoCzbeybpIzP3\njM091aOqM6sWqPAPm7PXlgkr7bsNst+hPC82LF1nm1auTWw9Cm6kdy521M6bqr5cVaXrP0ZPerV/\nryVzKaFjdov4/XJq2jYRWQHuFPc5juM4jrOTpAGAWf/3OItkpPdz8fM7auF3B44A18bvFwP3FJE7\nmjgPBfYBb9vSEjqO4ziO42wxOz1tOg0fjv+vEJGnA1cRNG9PBF6oWgx+vw74HeANIvI04DSCVu7C\nPjbeRgo3xHmGcWaKJRc2zf7O/DPLp62rpGVjfoRiOsaYlYhTeCNKkx1jCcPTI0kutsJ0qDXLkUyM\n2LDkSioXprpR0yzEIfDcG1FlKjRMK9anSpPZDayJjTTVWXEp1Wyyo/ge99XDw9GTpkpy5kuEQT5u\nxdRH87uP9ds3NnHttRy2HF9xKdYwXTo0sx1punTZmChYGabpnskp0ZXhuGr2JudKSaWyz4YNJsKa\nzWbkpiUHGVMYUpsynHYyp+3O08JEyfT3Z9X9UXvc0lSHnZaKIVI1P5Q3FTEZlq5o3T3WKGM6Ylxx\nj5Q+J8tSd7VUmJow+a6PkmupTDF7MMy2hclpxSZy5joqJlQG6XOyLdWfQk1tbKJ8ubxlcn89Th27\nZzWeRxum2u7ualQxk1J18WXj1ffZKeRyurXMt8jHmpSZ8zdrNtRNhczJwoy8aXDk+SOEkbWnA28F\nfhp4JvBUE2+dYM/t88BrgBcDrycuSHAcx3EcZ4fZ4mlTETlfRN4iItdEV5kfEZGfzsT7RRG5QkSO\nxzgPyMQ54VxuLtLIG6r6JeAXesT7AvCjs+QxYswR4wg9Me4YEdtsRpJPuyvP0shrOUKUDOAuxVG5\ncRyVSyNyYJzcm3zT6NE4IyxtemvSDqvZbc7cIT9aZsmNhvUh5xB+FtpG2yB/rgbARrFtDQeHDzua\nuhFj2lG59GZcOC1Po1zWYXtK0rydp0uZjLWOjDJ7fTSoCK3T6FzVOO2kILtYbmKPNcZLc4J8O1qR\n9tcN6tqw+qIBO4KTGzkpR2Xq4VaJvr2jCzmn4OOx1EZf2kbZJtOqj6BVjfRO5psbZcsJ20cqRdx1\nE95m4NYiHSM3tv20jWzV0xlkrnt2OZNJv37+UtrFXddRp3KxzGROY6rXLI12amaUtToqOrkwYqSS\nNTic0rILSDYy178Mq5Zlw5zDYnGReeYUzxITLzfbs/Vsi523JxFm6H6VIKt6CHChiJypqi8CEJFH\nAC8lDAK9n2DJ4q0ick9VvSzGOSFdbi5U581xHMdxnMVnG6ZNf0RVrzXf3ykityF06l4Uw54FvEpV\nnw0gIu8Bvh34TcqO2QnpcnNhpk0dx3Ecx3H6UOu4JS4FbgUgIncCvoEgr0rHjIHXEtxsJrpcbu4I\nPvLmOI7jOM72sjPmPu5N6T4zmRSrmxD7BHCGiNxSVb/KCepy0ztvPcmtFszpn7o0aU1atr7p5DRV\nfbV3UujhiJ9G31IYoe2XZ0smO86surhwbPtgdE47N+hYgWqN9A6NliaFVR3TVw3yWkY1rduaEdEs\nJa2MMZ67Ok5pTq4EHYpWvqc4XQZri7DaalGRyTwkk6bNv0wzHy/n+D2necutJKw7ps8xzcrTXLMe\nZ1awtunYwv7JdCo6qviZM4xb11ZZTVpKNqdTy+U5acS2+cbNPV1s/FT/xjRmtMU6y8rgLroM0o5z\n1yee9/q+0oj0pA4ul6c9j2OtHlc3SG3TKXVq9vhqRqOMlm0Wawnbhm6L5q1CXIjwMODnY1Byl1k3\n3n+92f9VTlCXm955cxzHcRxnm5m783amiHzYfL8gekuaQETOBi4E3qyqr6ztrvdoJROe6/VKQ/i2\n4J03x3Ecx3EWjWtV9R5dkUTkDIKJsauprg5NI2yHgBtNeHKveYOJN5XLze3AFyw4juM4jrON6La4\nx4q22N4KrAA/pKpHzO6kdavr1s4Frot6txTvhHO56SNvNQRheStPS2aQNadv2gq2Kx+nH7Nej/WM\niGk1hg17p1mPN3vbGG3yzMGsupwTRs+zCSzWvbpVZT2xzkFz+9q8drcTbbjN08tWoVDz0LP5RPts\nrwXuAtxHVb9SKYPqZ0TkUwRTIJfEYwbx+8Um6sXAz4jIHVU1uenccZeb3nlzHMdxHGeb2fIFCy8h\nGOZ9AmH16L3MvktVdZVgnPdvReSzwD8DP0fo7P2MiTuXy82twjtvjuM4juPsNh4UP1+Y2XcO8FlV\nfbWInAw8BXga8DHgh5N3BQguN0XkwQRXm68BVoGLgF/fysJ34Z03x3Ecx3G2ka03FaKqZ/eM9zLg\nZR1xZna5uVV4581xHMdxnO1lZ4z07hpEcxYc9zAicjPwyZ0uxw5wJsF5717D67332Kt193rvLaap\n9x1V9ZZbWRiLiLyNUL55uFZVd8w91U7jnbcaIvLhPrZjdhte773FXq037N26e733Fnu13nsFt/Pm\nOI7jOI6zQHjnzXEcx3EcZ4HwztskWd9oewCv995ir9Yb9m7dvd57i71a7z2Ba94cx3Ecx3EWCB95\ncxzHcRzHWSC88waIy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| |
}, | |
"metadata": {} | |
} | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"name": "python", | |
"version": "3.6.1", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"pygments_lexer": "ipython3", | |
"nbconvert_exporter": "python", | |
"file_extension": ".py" | |
}, | |
"toc": { | |
"toc_threshold": 6, | |
"toc_number_sections": true, | |
"toc_cell": false, | |
"toc_window_display": false | |
}, | |
"gist": { | |
"id": "", | |
"data": { | |
"description": "Grid data and store it to a netCDF file.", | |
"public": true | |
} | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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