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@darkblue-b
Created January 16, 2015 08:12
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IRIS plot of elevation data in netCDF form
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{
"metadata": {
"name": "",
"signature": "sha256:8a18fe0f344e028b1d3d613ca7989d37260796a770af8914395ce6daecd47036"
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"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt\n",
"import iris\n",
"import iris.plot as iplt\n",
"import iris.quickplot as qplt\n",
"\n",
"## netCDF via IRIS example\n",
"## Live 8.5 * darkblue-b\n",
"##"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Convert a DEM GeoTIFF to netCDF with gdal on the command line\n",
"!rm 'SanMateo_CA.cf'\n",
"!gdal_translate -of netcdf SanMateo_CA.tif SanMateo_CA.cf\n",
"\n",
"## our example GTiff was previously extracted from a large USGS DEM via\n",
"## gdal_translate -projwin -122.44 37.7 -122.2 37.4 -of GTiff imgn38w123_1.img SanMateo_CA.tif"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Input file size is 864, 1080\r\n",
"0...10...20...30...40...50...60...70...80...90...100 - done.\r\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Open the new netCDF with IRIS; note there is only one measure\n",
"res = iris.load('SanMateo_CA.cf')\n",
"\n",
"print ' TYPE: ', type(res)\n",
"print 'CUBES: ', res\n",
"print ' REPR: ', res[0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" TYPE: <class 'iris.cube.CubeList'>\n",
"CUBES: 0: GDAL Band Number 1 / (unknown) (latitude: 1080; longitude: 864)\n",
" REPR: GDAL Band Number 1 / (unknown) (latitude: 1080; longitude: 864)\n",
" Dimension coordinates:\n",
" latitude x -\n",
" longitude - x\n",
" Attributes:\n",
" Conventions: CF-1.5\n",
" GDAL: GDAL 1.11.1, released 2014/09/24\n",
" GDAL_AREA_OR_POINT: Area\n",
" LAYER_TYPE: athematic\n",
" history: Thu Jan 15 23:55:55 2015: GDAL CreateCopy( SanMateo_CA.cf, ... )\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## a quick color visualization of elevation data using IRIS plot\n",
"iplt.pcolormesh(res[0])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"<matplotlib.collections.QuadMesh at 0xaec8a72c>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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YqGMh0YPsjwbWEQDeOvAOti+RtmkcxvYjqmPauseh4OYEdCFkNV9CWJRp3Pld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\nHBwc/gt8B4eYyXPPMaxkAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xaddd84ac>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## draw a contour via IRIS Quickplot\n",
"contour = qplt.contour(res[0])\n",
"\n",
"## use the center point for a quick demo\n",
"lon = -122.3200000\n",
"lat = 37.5500000\n",
"\n",
"plt.scatter(lon, lat, marker=(5, 1), color='red', s=200)\n",
"plt.title(\"Welcome to San Mateo\")\n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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cu65GhccOV1ueZmRC086w5M+SSSMlJRMPj8vFjsfExIhr1+LQanV8++1B2rb9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s8Syc6U4DFjJAhkZc+esnHECEn78gORrtVF3ugrsusnkfPvWY6dG3Hzi3yyv8hOT5EiS3rJYsmV\nfTJEkuXAr9fjEdksqVIgQw9rds20wj9O6n0r5OeLGF1FRo4XsffU+/LNklvv59NEpGUnS3Lw3yNo\nusigESK9nxOp4quZLG8nx/Qfgb87UfahQ7Hi7PyRfPzxvpuWuxypqU+7P6Xfk/O10RqWi6y/7uTa\ndNEL+Vh/TRX6U7DItRSRhUtFAp7QBNC/bNEs9GWYEabHytbMpHIxU7932S7y5UWRsAyR1iG6bXGk\nWbpIiARIsPSUbRIgwTJd9E5sk16/pkWNly0SLAFySmbIo7JFHpHNkianJVgCJMK87LoGP0ikIFk/\nnxogMqqHyLMttLFfS9TXhm9F5rwlMnOMSBcPS2c4vF3y09MlCH59zW/eXIpWfinF894T6eguEthN\nZKu9yLGuIjvcRS6OF4n+XOTUMyKx31guQvp+ka2OIpffEynO/nWzWUyyX4bJNTkqIiIbJFomyzGJ\nyNbr4b1OxH6VSPcdIjnFt33bf8XMzzXdbcg2Ea+GItt2/fb3/HyRwaNEjp8U2bxdZPw7lkHsz7Bl\nh977il6WspOn3XndRP68A9wzT3CbNl6EhAzko4/2Yb6Jfa12TfhlNYRsVz5Qvqk0xecDGogtoioQ\nh4+r6phfLTiyVafZRu1VC8jbSxXK2rWBtqVJoVMK1FEGGgEFaupzstYg8UknNUbgsepqGg06bcD3\neCdWFXemF9544sAAaiGYAaFCqRpbOF9Tm0FE0598TNyPK3EEY4U97gVeAIiNG5n+b4BdVWjyPWQd\nhycbWYRynSrDoo9g9kQ4vF29urnZULtUFnvjEuwvHOWxz/6DX48eeD3wAImhoXz47Ei2X0yDsZ/A\n7s1wrBNkn4I608Bgi+ScBStHuDRR4wiK0zU3gTkPak0G64oUk002EUSwFAMGXGhKOJl8y2UGmutQ\nW90VTGkEmU+pl/2Vw3d+/8e9pta4S5Hw9SxNcr5rn963LxaAQ3VYtFwJcjM+h4NHNc573dI/P+by\nHzRNVnYsXDmpTNMr0Xdet7+CO+plZrNZIEggSOLiMm9atsuTInO+vnF7VIz29Eo+muBZRGTUBBG/\nliJ7Dlz/X5bPe5JF7FaKdNgqMvigSH7pEmhDrGVGSCvU7VlFIi2DLYm0UwpN0llCZKPEiIiISYpl\ns3SVtNLZ4Jx8IbtlgOyRJAmQYJkoByVYAiRBtktRxg4xXRwnp0uCJFgCJM+cKHJxgshuX5Hwd3V0\nH/moVuaT10X6NbVUOjleZO47Ii2Mlpng9T6/XsfEU6dk/ZAhMrt2bfm+f39J2fSjltn1nsgWK5G4\nhbJT+ssOc28pCh8tsq+hZTY68vCvf3NGZkqwBMgeGSR5kijXJF/6yU7ZIQmSnC/SfovIpowsOSNp\nUiJmSc4XqfK9yJn0W93tG/HJFyJde+vnjj31Phpdb0xsnpGpidBnfq73dvqsG5c28Qla1qG6JvJe\ns04kKVnE3U8Tr98p+JMZ4FaO6aCgoKDb7i0GgwEnJ1uOHElgzpyjuLjY06KFZ9kT+G+Qkqohczk5\nmge4LEDG2kpfZ84rlfbMORj3jhKu6vnpSL82VuX7Fl/ROICN8SqkG/YYPOVt0b1ZEaUzwAu1lEFq\nbdSA8ffDNHnENw+Ao5WBDIpYxGWexpdCoohhPWaKSWY3iezEk87sxJ1cikmkgEewJZnNhNtvItL1\nGmajiSIyscYB14i16kRr9gvs3wyvDISMOXClgqpH+zXRylWtAa06wnOvQy1/2LEO5m0jPuw8y7p1\nY/+MGSQeO0bDfv04tXgx9jX9qJkdDbYGqHYOvIZiW6EVCYatXHFNxuAdiLPzAIy5F6HebLD3Io94\nzjCD9izEj8FEYOIjztART3rhzc/WVyiofYH99jEcJ5X1xNDZ2h0vGxtGHIVX/W6uIfR7VKwA49+F\ndq2U7uxfV+/ryTMa/fVEd43km/YxHD8Jew/pPiUlMHqyxg1UdVOTqZMT9OulD8epaXAkVK1DPbtr\n2OygZ25dn+sxdepUgBtsjn8bHXrp0lMMGrSepKQ3qFat4g2/l5SoWXPUBM02MuAp3d7vJU2UN3WS\npkrq2kdjThd9ocnyVkXBswe0bEsXlQBpWkXJbl+1UnEsBytdBr1zGg53Uw5QGfJKYHyodp71HTTZ\n3nPsoQWuvE5DktjDJb7Fhfsp4ir1CCQRW15mP2/RhE84S2GpfnJVsnmbhzGwFBP5NExww/rsCOUR\nGZdByPcQOADO9YHEUTD/W3CtpmxPgK+2UujfmkOzZlGzc2c8W7Tg6Ny5bB2nkokVqlUjNzmZpi+8\nQM+OjTDOGg/PPAsNLoP9cTAYyK/ejd3+udgYKmOHC1VpiwOeWOFALtFcZT9V+YxocviEs7hhz7PU\n5CJZHOEak2iMP1WwwcA4jtEWdxpk+NJ2iw6ZHzfXrDG3i2eGqCXHwx3q1tHPP69Qx+elCM1N/P5b\nav60tlbZG4NBFT+GjtUost0bLcfzaaJl8+JhyWoYPQlaNoP9IX9ehz/Cfz0e4PjxBFq2/JqSkilY\nWf35MPL8cH1fOk/f532rccCpEepJnD5Lty+br2zRtEJoHaKiTyGd1J3/xUWNCnvKG7rs0PI2Rghq\nrL6A356Q8mFWRquo7OZO8B4n8aEig6jDLpJYRgRXyOYx7iOaHE6TTh98aIMb0ziFK7YUkUIKNsyg\nHVU5zFlm0jTzUTzPfqfpU7e2guDNsG4HhHdS+nLHNOjlrwK6HZ6AAYH8NHkKoQsX3nBdun32GW0C\nAzm/di21OnfG/txhWPUFFBbAqf3g7gnvfghpAwnvPJsrVhuoTEOM2GCLM2ZMmLFnOjVIKdUTBfCh\nInVxxhUT7fDBD1PpPpX5jDAOcJXmuDIWf0YftuZkugoKDPe7vRSuWVnq8X1DKUm3zf0XAaMK3bHq\nG0sQTWGhvpxL3Ut5eeqUv1Pluf96PECtWlWwtjaSnl6Am9ufe1iCJkLrLiqIu2u/ZolZs0hl0m2u\nq92BI9oB8kwQkQv7HtHtc8N1NLcxarbDoMa6LDqbAfXiQPx1hFkVpfvG5Wnj3/QwtHAzc5VCXLAj\nllw2EMMszjGJxuSkOXPQOoHIHGcmOjSiThUT73OagXhSjbcBAybycSYdE04gQp5TNWiyGg42gecf\ngWY9oWJpGhsHX7XRJ0arSO7AMVzYdwjXunXpMmMGFzdsIPaATm1uDRrQ7KWXMJw6gL+zGRwd1NHV\nrpuGWkWchbG9IOkK2Jqpc24f1SvW5UoNa7JsM8ggDG96IlSiG8l4cBlrHsURT9rjTSTfEskKUnEh\nnmsAVOVBXmYcLXAliJMMojYv1bJmTjhsS1JJlbk3ilTfAGdnGD1MpdTr1LJQmm8Fg0FzRGzZCYGT\ndQkcNFF9Pddno3H8C866P/zfW/x+1zMAQM+eK/HxqcTnnz/6h88BZfjyGx01OnfQtZ3ZDEtWwbzv\nwLWKrhuXzQefh5UMB7C/C1S2VYrvyvbgbg+998Cq9lDbQeUUFyzWwRgruG+9jmD3OcLgWjDAF3Ya\nEn9NR+SEDY5Y8VhxLfac8OabCEv9ZvQNJ9gukhfxpS7zsMaKlnxCEens5QVscOL+aE8qXvyP7uDU\nHPLehhN7YEgvtd4AuHSGnY1gxWyo0wjTihOYw89gs/pzpEUHTO17cDUmnq9btsSjWTOGjXoa5rwF\nczdD20csFUqIgsdqQt+hMPJ1iJoIGfuhcltouIgCQxaRJXMRg5ks+3yscSSVE9jjTgl5lJBLE96k\nEv5Y44CZIi4yjwr44MXzDOUAceQxGD+epzYhCZqeKfw2efx/FYlJ0K67SuD/+J0Gzv/VqLA/mwFu\nhTt/3L4O167liq/vLFmw4NhtlS8uFvnyG5HKviJjJquNPyVV5IsF+nu3HSI+60WCSh1e963Td5NZ\nfQRfLBDZsUdk9ES1IPQdpPttS9Ry75xSZ1tWqZ8gT4plppyR0XJI3pOTcqIoQ9pvEan/s9rE18aI\nbDbFy0uyVwIkWAokX4IlQK7JEZHE1SI7PeSSaaEES4Bk5W67zlEVqScTe14k66Q6yE49I3J2sMj6\nRWrNeaGdVuKlhyxWoGFdRERky4ihsnHwS2oVKvvt5yVqOZo/TU1gl86IvDlQpHd9kQuhIvnxImde\nEtlirf+300Nkh4vITg8xH2wppgtjJCN9iWRLtKRLmJikUERESiRfiiRLMuWSbJfeUiIFUiwmGSx7\nZbFcEpNZpMkm9bG8dlSvyb1CsUkkLvePnW/Z2SLrNoo0aqc+n5Hj1WJ0LPS3TtTbBX9iBfrbY4LD\nwq7SuvU3DBrUhK++evymZcdMVvvw9HfVBwCq7DbuhK7x4/NVtXh8KHzaXKm92cXQtwa06qyu9KgY\ny/G6PAxb10GhCRZFqo7oj7Fq827npvqhA2tq2e9j9LhdPDRJxLYkCOkI73OK7SQygFq04xdi2YAP\nfamX1wnj0UegMB6z5wCMVTrCuVeg8UrwfEbt8kdK2bFew8HOE+K/hcqT4UA8LHgP2j8Kpw/CS5PU\nR+BSFZ5+FeYHga2dqsd51YbgFSqo+9DjsGMtTFsMTwzShfP3X6nsei1/aPYgNG4GDzwO1jZQkgNX\n18PZ5y0XJSAdbFXw30QRRwgki8u40YosLlGPoSTRgs85z9fm9jy118DZDGXlDqqpGktXeoLvjXaN\nO0aPnZrn7JNmEJmrEo+5JTfmI9i9X2O7S0pUJbywCDatAv96So9wdlIDyc3wP5kByhAbmyl9+qyW\nrKyCm5YbN0Xk7DnL94Q8kea/iAw7rLb+K9ki6YUi/htFUq471L6DIi++KrJ0tdqfXx4t0qOfyHcr\nbvyP+ZdEQuJFHt2hs8LWRN3+9F6RX+J1NJocKrIkUrdnSZH8IrEyWPbJCTknl2WpnJApkii7Ra5t\n1pH2SAeR0L4iYcMtfxT3ncguL5HMUD1oXpTI0S4iu0opCiGrRL6fJxJeygO4ckHk8VoiM0aLjOkl\nsmmZbk/bI7KpnciHr+pMMKClyJP1dIYpQ2GByI8LROa8rd7nQW0tw2pupMhuH52ZDrYUOf3cr7vl\nSJyEyWdSJFkSIcvlsIyVVDkp0ZItM+S0FJaIPLxV5MndIqFpesheu3U2uBcwm0WOp+h9eGKXSOAx\nkQm3YeMfM1nkiWfVS9wiQOTN9269D/+rGeDvgMgfKxuXVfV2Zb2LzRYu/PXHFNGrZbzuOGYE450P\nIHeH35+gmJRmnZ+nM4PRePOTNJstojy/Py5iyW18syogGP5L5/tn9/NWyM7W07wdctw/ThalHOX4\nb+JvpUOXoxz/V1HeAcrxr0Z5ByjHvxrlHaAc/2qUd4By/KtR3gHK8a9GeQcox78a5R2gHP9q3JIO\nfTMWZznK8X8I6bcuUo5ylKMc5ShHOcpRjnKUoxzlKEc5ylGO/z/x/wC7xgF4bVFNiAAAAABJRU5E\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xade4b74c>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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