{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## netCDF y Basemaps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import netCDF4\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "['units']\n" ] }, { "data": { "text/plain": [ "'K'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ncfile = netCDF4.Dataset('data/standard_atmosphere.nc') # Open file\n", "\n", "temperature = ncfile.variables[\"temperature\"] # Get Variable object for \"temperature\"\n", "\n", "print(type(temperature))\n", "\n", "temp_data = temperature[:] # Extract NumPy data array from Variable\n", "\n", "print(type(temp_data))\n", "print(temperature.ncattrs()) # List all variable attributes\n", "temperature.units # Units attribute" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Rt0RkhohMF5Ebg/lNRGSCiMwSkfEi0jhunSjnvyGYPyTIN01EnhWR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\nYTDGGJPg/wGJz05axA4vJgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alt = ncfile.variables['altitude']\n", "temp = ncfile.variables['temperature']\n", "plt.plot(temp, alt)\n", "plt.grid()\n", "plt.title(\"Temperature as a function of Altitude\")\n", "plt.ylabel(\"Altitude [\" + alt.units + \"]\")\n", "plt.xlabel(\"Temperature [\" + temp.units + \"]\")\n", "plt.show()\n", "\n", "ncfile.close()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "['long_name', 'actual_range', 'units', 'add_offset', 'scale_factor', 'missing_value', 'precision', 'least_significant_digit', 'var_desc', 'dataset', 'level_desc', 'statistic', 'parent_stat']\n" ] }, { "data": { "text/plain": [ "'degC'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ncfile = netCDF4.Dataset('data/air.mon.ltm.nc') # Open file\n", "air_temp = ncfile.variables[\"air\"] # Get Variable object for \"air\"\n", "\n", "print(type(air_temp))\n", "\n", "temp_data = air_temp[:] # Extract NumPy data array from Variable\n", "\n", "print(type(temp_data))\n", "print(air_temp.ncattrs()) # List all variable attributes\n", "\n", "air_temp.units # Units attribute" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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T5fU/2WbdLzsaNpJe9yGfWlLPgE7XynEFThXtUr0/hoUAUm0JPy/w6Q78cAdOuPA9nzf/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\n44XdOedy5v8BzSrI0hlAyPAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncf = netCDF4.Dataset(\"data/air.mon.ltm.nc\", \"r\")\n", "lon = ncf.variables[\"lon\"][:]\n", "lat = ncf.variables[\"lat\"][:]\n", "temp_data = ncf.variables[\"air\"][0,0,:,:]\n", "temp_data.shape\n", "\n", "plt.contourf(lon, lat, temp_data, 10, cmap=plt.cm.rainbow)\n", "plt.axis([0, 360, -90, 90])\n", "plt.colorbar(orientation=\"horizontal\")\n", "\n", "cont = plt.contour(lon, lat, temp_data, 10) # Save object\n", "plt.clabel(cont)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iuiKqGUSuQtkxZiHCLAZYxRC3aqFyESofbepcH+uJWJD6uSr1L+R4uiPk5I4t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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ncf = netCDF4.Dataset(\"data/air.mon.ltm.nc\", \"r\")\n", "level_data = ncf.variables[\"level\"][:]\n", "lat_data = ncf.variables[\"lat\"][:]\n", "\n", "# Extract data for month_index 0, all levels, all lats, lon_index 0\n", "temp_data = ncf.variables[\"air\"][0,:,:,0]\n", "temp_data.shape\n", "\n", "plt.contourf(lat_data, level_data, temp_data, 10, cmap=plt.cm.rainbow)\n", "plt.ylim(1000, 0)\n", "plt.colorbar()\n", "\n", "plt.contour(lat_data, level_data, temp_data, 10)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CI7eHAWtraypXrvxQeZYb5jSQHFWbU0px3RIBSQFzOogBrGuBYme5HR4eTp06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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import mpl_toolkits.basemap as bm\n", "\n", "ncf = netCDF4.Dataset(\"data/air.mon.ltm.nc\", \"r\")\n", "lon = ncf.variables[\"lon\"][:]\n", "lat = ncf.variables[\"lat\"][:]\n", "temp_data = ncf.variables[\"air\"][0,0,:,:]\n", "\n", "\n", "mapproj = bm.Basemap(projection='cyl',\n", " llcrnrlat=-60.0, llcrnrlon=0.0,\n", " urcrnrlat=60.0, urcrnrlon=360.0)\n", "mapproj.drawcoastlines()\n", "mapproj.drawparallels(np.array([-60, -40, -20, 0, 20, 40, 60]), labels=[1,0,0,0])\n", "mapproj.drawmeridians(np.array([-180, -90, 0, 90, 180]), labels=[0,0,0,1])\n", "\n", "lonall, latall = np.meshgrid(lon, lat)\n", "lonproj, latproj = mapproj(lonall, latall)\n", "plt.contour(lonproj, latproj, temp_data)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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h+oWpbHr0Tw5/eAS/Ub64dXUtt6zchZfRFLv+bbn8+o8al7fv1xZzX7X3WV93\nHilz8im4lorv2+NqlE64OuRcukba/vN02jCL8LfWk7o3jA7rZmDV3rNM6LqmSJ3tbdfECz25/DSp\nV9J4/uI03Lq6kpeaR/B3IeWWlT1QGU2w7eFPzqXrpPx7VuNr6rv3mR0ai2Xb5pUK560QctpiZGeJ\nmY8zx/vPJenv03Td8S42XXybvHBCHQcGqUpAOz7ZnvzUfCSVhLJQyR9jN3Hht4qTTckCWrvs955O\n5Eeb9G2GVihMjem8+XVCn1nFhZnfUZJXWOU1Zl5OFGfkIhXrRoB0TVZIFFYdve85nnslnqjPtnJ8\nwFx2mT9O/C+HtG7LxNmWXkc/xHlMd7rtnoexg9U9ZbpyRrffxR4a/umZOo+qVJmAWrpY0nN2d/57\nYy9/jN1E7ME4PPpVPpYjC2jtYeRgRfg7v1CckatvU7TCcWhH+pz9jKKkTI50eZ3MM5GVlo9e9g/N\nnxmMwtykjiysHtlnY0rFUyopIWLBHxxs+zIn+s8lNzwenzfG0PPgAi68/D3ZodpnnFCYmeD37iOY\nujvcc64pf//0EpKuMgHtMas78acSiNiuvsEPzDvIAvERhVkVewxN+QOsTbxnPwBAzModerZEe4zt\nrej062z85j3K6VELiVi4sdyQdcrsfK7/sA/vl+/Tg5VVI0kSmacisO7ohVRSwrmnVpK6L4wOa19i\n0PVvaLdmOs3u64Jtj5a0WfoUQWM/pTizYf/41Vf0Fs+zIgE1MjPi8V0TmJ30Mr4jfeg+sysjlg/D\nyLzyMRZZQHVDZtBVDnd6lZCJn5Nx7DIAsat3oiqq10m/NMZtYj96n1lM2r4wtad21+LuS6+tozg9\nB6mKWKD6ImblDpAkbLr6cXbyCgpvZNB129vYdve/Z4mS62N9UBUUk3kqokZtleQXIqlUFZ5v6t85\nvQZDrkhAndo4YuFkwcgVwwn9+TytxrTCwLBqU5v6h6kLUnYGY9XeE6dRnTEwMcJtUn8sAzxI+O2I\nvk3TGWYejnT7dx6uj/XmWM+3KIhPA6A4PYfr6/YDEDKx/gXmTj92mciFG+n022xCp6ymKDmLLlvn\nVDi8EPnRZqzae+IwpEON2jv//NeEv/1zuefk71o9iCRfWRfe3s+ebjO6svuVfzWuT/5QtSP9yCWc\nH+6B++SBtPnsKTr+9DLes+4neum2epkquKYIAwO8X74fm25+ZJ5WDxFlnLyCba+WtF39HJknr1CQ\nkK5nK28pMQ3BAAAgAElEQVRTmJRJyPjPaLdmGlfm/kpxajZd/noThVn5wpkZdJXYVTto983zNYqQ\nL0kSKXvOEfvV7nu6/fJ3TI3exRPUAlqRiPZ5sxcJZ25w9d8ojeuTP9yakx0aS8aJK2UmiZxGBlKS\nV6hxkI2GhFV7T67M/42ghxdx+fUfse3ZEq/nR9Ln7GcYO947s6wPpJISzk5cituk/sRvOExxZh6d\n/5pTrnDmXb3Bxdk/cGrY+/i9/xgxq3ZWmY6kPPKjk6BERbP7uxK1+K/SOuTv1m3qhXhWxr+v7iEz\nJhNLN0tiDsSwacKfGnlA8odcM7r9O4+ixAz22E0m4+QV4KaX9sr9RC/9W8/W6R7vWQ/g+9bDuD0x\nAP8FE2nx2kMAWHfwrjf726/M+xUEmPu7kh+dTOc/30BhejtbpSRJxHy5kx1iHAd8XyR66TY6/zWH\n2NW7uLpoC9Sgx5B28AJ2/dviPet+dUI+3xco/GQFKmXFY6D1ASHEd0KIRCHEubuOzxBCXBRChAoh\nPtFFW/VKPO/2Pjc/voXTq4MwtjTm1PJT/DjwZ5q1c9K4G6Lz9WdNAMtW7jjd3xUAVeHtSSK3JwaQ\nfuRyo4ueY+pqh+v4PriM7YnzQ93LXceoTxL/PsX1nw7Sfu0MIj/4g9ZLJpcRToDYVTu48MI3ALT7\n5nnsBwZwesQC7Pu3xdTdvkY/AmkHLmA/IICilCwA+rzYnr1v7edGiA6zZNYOPwAj7jwghBgIPAC0\nlySpPbBEFw3VK/GEsgLaeWog4/54mKKcIoK+DqHztED6vlN+TprKkAW0euRF3sCubxvsercqPWZo\nYYrHlCHELN+uR8uaFnlXbxA25Us6/f4qiZuPYxngUW5KZ6+XRjNK2sQoaRMeU4bSecubdNn+Di6P\n9sLM24mC+DQKkzOr1Xb6wQvY929L0l+nADi57BT93+tX4Zbp+oIkSYeBuwernwc+kSRJebNMii7a\nqnfiCbcF1HugF23GtcZnWAv8H/Bn1MoRNU4PKwuo5vi89iBCYUDkx3+WOe710iji1x9s8IvmGwIq\nZQlB45bgN/cRrNp5EPnRZlp++LhG1xrZWOAwIID86CSyz8ZwwO9Fzk5cqnHbJYXF5Mckg4Abm9X5\n2r2HeNN/Xt8qrqy3tAT6CyGOCyH2CSG66qLSeimecFtAQ9eHkZeSx7hfx2i0XKkyZAHVDKFQ0GH9\ny8Ss2F4azq04PQdTdwccRwVy7bv/9Gxh40cqUpIflYjT6M5Ef/EPDoMCsO7Uolp12PZoSatFkxh0\n7WvyopJI1SC6VG7kDcKe+xKnB7pwtMsbFCVmAPDAd/c15Lz2hoCdJEk9gTeA33VRab0Vz1sYWRih\nMDHkE4vFXP4rXOv6ZAHVDLPmDrT79nlCHl9K5Eeb+M/5WdIOnqfFrPuJXv5PjWZwZTRHYW6C14zR\nXHp1HdFfbMN/wcRq12HZpjme00dgbG+F//zxXJm7ocLJVkmlImb1To71mIOFvysWPi4YOVhiYGRA\n28faUJBRoO1L0pr9F+G9zbf/qkEcsBlAkqRTgEoIce9e02pSP6YTK6ATwdzwdeP68esAuARWnCK1\nOsgh7TTD+YFupB+8QPLOYJo/PYgbm47TdtmzmHk6kfjnCVwf7a1vExs1ze7vQuTCjXhMG46Fn3Zj\njW7/60fkJ39yot+7WLRpjkVLVyxaumHR0g1hpOD89DUoc9T5jixbuQMwaUk7zqwJ4sD8Q3XrdVaQ\nr29gTxh4x/P3/yy/HCBu/t1iCzAYOCCEaAkYSZKUqq2Z9Vo8AVJ/31/6eLnXKubkvl7lVk1NkAVU\nM1ovfhKA7AtxnB6xANeJ/ciPTSZ66TZZPGuZyI/V7pXf3Ee0rksoFPQ6+hFZQVdJ3HKSvCsJpB24\nQG54PIUJ6fi+M44Wrz1UGuauK2cI+jqYA/MO8ujmcZg7mmttQ10ghPgFtcY6CCFigfnA98APQohQ\noBCYrIu26r14encsu3TkE4vFzJXe1kndsoBqjmWb5igsTAh68GOK03JQ5ReRcSIc2x4t9W1ao6Q4\nK4+kv07h9r/+5UYzqglGthaYuNlxbe0+uu14F7s+rQF1imIjO4tS4VQVK9nxyk6i9sbw5OHJOPjb\n66T9ukCSpIpm1Z7QdVv1dszz07FBbFsWTYehDjy3ui1+o30xtTUFYJH1ErKuZ7Pv3f2kXNbO+5bH\nQDVDCEGn316l77nPsWjTHIfB7bm2dp++zWq0RMz/DYA2y5/RWZ3FmbkEPbQISlRYd/Ul4+QVgscv\nYb/X9NKJwaKULC4Nf52M6EyeOf6kxsKpTdrxhkq9Fc/iQhVbFl3lKYf/+G1+BE+95cirKa8AUJRd\nxLLmKzj84VEK0vIJ+f4sv43ZWOO2ZAHVDOuO3pi42GHR0pWskCiMHa31bVKjRJIkor/YhsOwjhjb\n62bRvqRScXbSMkoKikBhwG7TCRzrMYfcy/E4DArAcVhHssNiOdN9Fm7d3Xhs66OY2phqVHdTFE6o\nx+I5fr4fmYnqGJ5ZyUWsnhLGug4r6f5yNwBsPNVf3PBtEfz97D9kxWVp1Z68G0lzLFq6kXs5HutO\n3vo2pVES/cU2ADpvfl1ndV557zeUmXl4ThtOSXY+AIbW5uTHphCweipJW08RNOhtBnzQn6GLBmOg\n0EwamqpwQj0e8/TvbstzXwbw+3sRfHikJ828zbhwMI1/v47D0NyQrPhsAMK3qpcv9Z/fl3Prw+gw\nSbsUqLcEVB4LrRiLlm4AWFVz3aFM1aiKlcR+uYvmzw7G0NJMJ3Xe2Hyc62v30/vUIvKikjBxtaPf\nhWWoipTkXUkAA0Hw+M94+tAk3Lu7aVxvUxZOqMfiCXBmWzI5acW82vEw7QY58MafnQkY4ED3lFYc\n//wEQWuCyYxWbzv7Y+wmPHo311o8byGLaMVYtHRDYWWGeYtm+jal0fGf49Mos/Lod1438USzz8cS\nNm0NXbe/g5GDFedHLqT1kicxsrUAICv4KmmHLiBUKkqKNF+729SFE+pxtx3gra1d2JA/nDWxg8hM\nKmLf2msA9Ha8zOCPBjH54BMYmhlx37ejsXS2YOyvY4g5GEtapO7iMMpd+Xux6eZLx59m3hO5XEY7\nIj/ahDIrj55HPtQqolPSP2cIm76GkAmfc2rEAtp89iS23fyIXb0TY3tLXCeqt1nmRScRMmEp9ikR\nDPt8CI5tNJvVl4VTTb2/+4UQWNgaMWVlW355O5zcjNuRfpoFONF2fBsOLzyCzwgfchJy+GXkrxxd\ndEynNtwaD5WFVI2BsRHOD3XXtxmNiuwLcYS/8wseU4dh17u1VnUps/OJ+/pfrDp40enX2bhPHkhB\nfBoRCzbSdtWU0gXvqXtDaTXSi2FLhtB9RjfMHapeyykL521EZbExhRDSJmlUHZpTOV9NC8PI1IBn\nl6kjy4QQSF5KHqvbrMHMzpSchFz6z+/LscXHeSV+psaD3jVB7s7XLenHw4n6dAuSsgRJWYJKqSp9\nbNnWg4DVzzVYT7ikoIjdZurtlyNVG3Wym+firB/IuRBHt13zADj31ApM3e1p+eH/Sstce2I+nv09\n6PxcoEZ1ViWc48QOJEnSynghhCRd0bCsP1q3pw016hsEElLhuWA61diYqnj8w5a83PYQQ6d44NXe\nik4EE+IYSL93+3B5SzgDFw7g0IIj5CblsaLFasZueAiPPpWnLq4pd3qhspDWLsqcfI73eguzFs1o\n88UzCEMDhKECA0MFwtCA8Lm/ErFwI/7zxuvb1Bqx32s6AEMzftSJcBZcTyXh18N03DCr9FhJXiFm\n3rfHqCVJInpfDP3nN9hISXqnWj/VgYRUKpx3ltGkbHWxdjTmsff9+G7GhdIAB+lRGbQe25qchBxy\nEnJJDksmcEonTKyNKcwu0mn7FSF36WuX3Evq2AYFcak4jexEs9FdcBreCYfB7bHvH0CnX2cTt+Zf\nknfr9n6rCyI/2UxRUibdds/DyMZCq7oKrqeiKlYSMmEpXjNG4zDw9uSpy/g+JPxxezjL58q/CAF2\nvnYa1S131+9FI89TGxEMJESn3uiwqZ7s++E6r7Q7jIFCEBu6g0EfDmDY50PZPWsPbxe+icJYwZcB\nX2PlXrdRweUZet0iSRKxX+4iJywWgObPDsHA+N64BqaudnTa8ArB4z+nzedPkXc1kZywWKQSFZ1+\nf7XehlLLDo0h/K2fcX28H47DOtaojuLMXPZ5TKPD2pcIHrcY296tMLIxx2fOw2XKNRvdmbApq8k+\nH8vAtkkE7YvBe7C3Ru9NXQtnlMZBUPSb1aBKz1MX3qMuPVCFQvDef93pPNqJR971xdzGkMApnfAf\n7Yedjy2nVqkFLPt6NpYu2v2S1xTZE9UNEQv+IO6bPRTEp+E9634CVk2psKx9/wBaLpxI/IZDlOTk\n43RfZ7LPx9XbpHXKnHwOd5gNQMefZta8nuwCSrLzOTd5BYEbX8OytTsdfnr5nvFfhbkJPm8+zNnh\nc1nqupxDC47gPciryvplj7NiqpwwuirpNuy+Lr3Q9W9d5tyeVF75uSNJLfuSfCGZHwes5/mL0/h7\nynYK0vIZ+9vDWLla6qzNmiB7otUn4Y+jXHptHb1PfIKJi2Zdy7uJ+mIbWWci6fjTyzq2rizpRy9h\n09W3XK/4blTFShJ+Pcy5ySsAGBT/LaauNXt9oA7qsd9jKm1XTsHrxcond7tyBkmSyLqWTcKZBHyG\ntcDYwrjC8tUVTl1NGGmqOT4ioeFNGGmDLrvxg59pTlF+CXP7H8fB4yy+/+uG1yAv9s87yPjN4zj0\n4RG+6/o9L4RPr/QmqW3k7nz1yDwTyfkXvqHb7rk1Fk4A90n9iXjvN4rTczCyq50fUEmSON7nndLn\n3fd/gMOAgDJlSvILiVqyVZ0F8w5aL31aK+G8hYm7vUbCCeqlfzYe1th4VB6XQPY4q0YvO4x0JaBu\n/hY4+5jTtr89zn7mhJ+MJ3LnVYpzi+k5uzv95/Yl5Luz5CXn6VU8byGLaNUUJKQTNGYR7dZMwybQ\nR6u6jB2tcRoZSPzPB/F6abSOLCyLEIJR0iau/3yQc5OWcXKgemmQy6O9MLQy49r3e28XNjCg3Zpp\nhD33JQpzE1q8cn+N2804FcGJfu8iSRLmvi6Vlq3uEFJNhFPXk8MNAb1tz9SVgKZeKyA7rZjC0Gyu\nHojBtYs79v72FOcrATC2NKIop25m3TVFjiNaPiX5hQSNWYTHtOG4jK0gnHg1aT5lCJdeXYfni6Nq\ndeLI/X/9cf9ff4rTczj7xHJu3JzZNvdzUacDHhCAEII99urg0kPS1mnVnmXb5ggjBX2Dl2Dm5VRh\nOVk4aw+97m3XhYA2a2FGXqaS6WvaUZCr5Oy/qez6S8n6wT/TYmgLjC2NKcoprrqiOkb2QssiSRKh\nz67G3KcZvu+Mu+d8flwK8b8cwueNMVWKoKRSkbLnHNe+3YOqoBhlVj5ZZyKx6ep3T1mVsgRVfhEl\n+UWoCm7+v/nc2MGqNAiKphjZWdJ1W/nBumO/2kVxeg49Di5AYVLzbAgF11M5NWIB5r4uGBgpKtzK\nKQtn7aL3wCDaCmgzb3NObkkCwNTCkB5jnDEZE8g/07YT9HUI9v729c7zvBNZRNVEfrSJvIgb9Djw\nwT3imHrgPGcnfI6qSIld71ZYtHIncfNx3P7XH0Or25GH8uNSuPbDXq5/vxcjR2uaPdCV6C+2oczI\n5Wi3NwEw9XRUi2NBMar8IiSVhMLMGAMzYxQ3/wzMjDEwNSL/aiK+74zDa6b2mSMLEzM4//zXOD/c\no9zc69Uh42QEps0d6Lrj3XLtqslKD1k4q4/exVNbmrUwIykqr8wxr4RjBH2t/mDTItLqtXjeoimL\n6I0/TxD31W56nfgEhZlJ6XFJkohZuYPIhRvpuP5lciMSCJvyJUUpWVgGeBCzaiedN71Odlgs177d\nQ8aJK7hO6Evgn29gE+ijzvApQGFqTH50ErFf7sJ71gO4TeyrFktTI4SRYYXCmBeVSNCYRWQFRRHw\n1dQytlWXvS7PAhC4SfsYncXpOZi42snCWQFCiFnAs4AKCAWeliRJ5yJQLzYDa/NBOHmZkRJbgEp1\ne8nVvEEnAfAa6AkS9bLbXhFNbX1oVkgUYc+uxv3pQYQ+s4pLb/4EqPd7hz69kmvf/EuvYx/hOKwj\nzZ8chOuEPvQ+s5geBxbgOW0YhwJeIXrZP7hO7MuguK8JWPWcWjiLlWQFR2HdwQuFhQmGthbY9PDn\n8hs/oczOx8jaHANjo0o9SvMWzvQ8+hGqwmKO95tLflxKtV9fflwKO4R6GGLQ9W90Mu6qTM/FyO7e\nNcw16aZXVzhrY+egLhFCuAEzgM6SJHVA7SBOqI226o3nWdPuu4mZAgs7I9ITCnFwV6cNiL+cy8Nz\nfPjzk6sAuHbWTcriuqKpeKGFiRmcefATitNzSN0TikVLV3JCY8g4eYULL36DmY8zPY99jKGF+nNV\nmJvg//7t74HXS6Np/tywe8YPSwqKCBqziPzoJCxaumHibo+puwOe04Zj6uFQaRxSqaQEVaEShbna\nyzS0MKXjhllELf6LYz3m0OnXWdj3D6jw+tJ6JInra/cRNm0NAL3PLMbUTTeJ1MpbeiWPb5ZBAVgI\nIVSAORBfG43UC8/zFjX9cJxbmHFw/XVuXFV333/MGFoqnC/HvYRT24pnI+szjX2nUl7kDZo90JU+\nwUvodfQjmj8zmKxzMYQ+uxqXx/rQ6dfZpcJZEQoTIyRJIv+aOhHgLeE0srOgb9gXtF7yJEl/nSJ1\nbyjZoTEUJqSTc/G6uktfDulHLrHb4nFubLq9D1wIgc8bY2j9+VOEPF51kOKC66mcHPIeER/8gcvY\nHrj9rz82nbVbdnUnxXd5nrJw3kaSpHjgMyAWuA5kSJK0pzbaqlfiWVP6TnTlr8VRHPlVvde1MLeE\nPhNc+a1oBP2bR+rZOu1prAJq17s1Aauew/pmOg/7/gEMvvYN/UKX4vPaQxp3cdMOnGe/13Silv5d\nKpwdfnoZA0MFWSFRWHXwwufNMRg3syFp2xmCxn7KHpsnODt5+T112fcPwLKdJ8GPLCH83V+QSm6L\nbFFSJg6DKs9UEPXZVvY1n0ravjDs+rbGdWJfMoOuVijWNaE4PQdDO8sa/bg2ZuEEEELYAg8BXoAb\nYCmEqCgdsVbUm277LWrSfR/0dHN+mx/BwMnqZSX2bqbM3nC7jk4EE4JmMQvrK02lK18TEn45hNcL\nI7j23X9YdfCiw48zS3OQ54YnYB3YAqcRgTiNuH0PFGfmst9rOoWJGZg425apr0/wEo52eZ3IDzeR\nui8Mi1bulGTnk374Iu3XzajUFoWFCWZeTpQUFOM6sS9OozoTs2I7cWt2V7kLSFOK03NpaRYHqIMm\nlxSVoDBWVHpNQxLNir7/YftTOb8/rarLhwJXJUlKAxBCbAZ6A7/o0kaoh+IJ1RfQQz/HEzDQHofm\nFSfMagwCCvIC+7spKSzmxqbj9AleQpsvngYDg1KPNWbldq5+ukV9/C6MbCxwGNKelN0huD8xsMw5\nA0MFgZvf4Hifd/B8fgSqwmIMrc3xfGkU9v3vXWZUEJ9G0t+nSfrrJGmHL2HXqyXO43riNDIQqUSF\ngakx+bHVn2yqiO5jnPln6g4yozPpNqMrPw3+mQ6T29N5avn3d0MSzspoN9CBdgNvpwr5/f2I8orF\nAj2FEKZAITAEOFUb9tRL8YTqCeia6ecBdWCCpaF98WxXfii6xiSgIHuhACm7QrAM8MDMs+y4dvaF\nOC7OXodUrKxwobvTyECSd94rngAGhgYYmBjiPmlAhW0n/XOGiA/+IO9KAo6jAnF/ahAdN8wqjcsp\nqVSETVkNKhUtF2g/4VvaRZ/WGe9BXux8aTdn154j7Uo6KZdSafNIa8zsyzoQjUU4NUWSpJNCiI1A\nMFB88//XtdFWvRXP6uDVwQoXP3Ny0ooxtay6+9IYBBRkLxQgYcMh3B7vV+aYpFJxftoafN8eS8T7\nv2PhX36UHscRnQh/5xckleqeEG4qpQphWPG9pMwtIGzKatqunkqz+7uU7vIpzswlcespUv87R8ru\nsxg7WNF111yNIi5Vxp1jm5e3htPyAX8e3zWBQwuPcGDeQRxaO6BSqkrLNDXRvBNJkt4H3q/tduq1\neGrifebnKEmMzOPj470wMatcOG/R2AQUmqYXqszJJ3lHMJ7PjyD9yCXs+qjHABO3nKQkvwi/uY/Q\n7MFu94xp3kJhbkJJ6dbMYgytzUpFUFKWICrJgRWzcgd2/drQ7L7OZBy7TMqec6TuUc/o2/ZsicPQ\nDnRc/zLWnbwRCs3uy4q4UzglSWLL/7YS+FwnDM0MCf46mBHLhtH1hS4YGKrtbcrCWZfUa/GEqgX0\n8tF0WnS21lg4b9GYBBSapheavDMEZWYep+/7COtOLeh5aCEABqZGGFqbIRSKSpcIxX33H84P9+D6\nD3u5/NbPeL00ilYfTwJuimcFnqcyO5+oT7dg4mLLHsensWztjsPQDrRcOBHb3q1QmOougtfds+lC\nCFy7unDmqyBaPujP1LNTsHK7PUxVk0XvuqBFhH6juuuDei+eVXHhYDpt+9ds8XFjFFBoOl6o/YC2\n9DzyIYU3Mri+bn/pcdueLck8FYFKWVI66343UkkJsat3UpJXRH5UEl3+mkPwo0vwfH4EZp5OSEpV\nqSd3N6piJc2fGYxNz5YUJWVy5Z0NdPnnbUycbHT22spbgqQsVHJy+WmSQpOZ+M94vAd5lzmvD+Fs\niqJ5iwaxzrOyD/nCwTTa9q95QNmabFGr7zTWdaF3Y+Jkg13v1hRn5GJkf3vHjbG9FabNHUpzH5VH\n5ulIlBl5tFw4kR4HPsBhcHs8XxhJ+LsbAMiLSMCgAg/S2N4K33cfIXHTcWJW7FCvu6xiMX91uPvz\nkySJ8L+vsKbdN8QejOXpo5PLCGdNt1lqS1MWTmhAnmd53ffC/BKigrJo1Vv7aNy3br7G4ok2pW58\neXu9bXu1Iv3Y5dIF+Hdj09WXwQnflm7DBPB5YwwHW75E3Pf/ET5nPZ1+f7Xca9OPXOLspGU4jQqk\ny9Y5HO32Zpl6tOFu4Uy+kMzuWXvIjM1ixIrh+I30LXNeFk390WDEE+4V0IiTGXgEWGJmqbuX0ZhE\ntKl044vTsjGyL7s8za5XS9IOXsDr+ZHlXiMUChTmZbv0hlZm+L33GGFTvqTT76+WSd17i0tv/EjU\n4r/wmz8ezxdHcmrYB3g+P0Lr13C3aBZmFbJ/7gHCfjlPv7l96fJ8ZxRGZe2ta+GURbMsDUo87+bC\nwXTa1HC8syoa03hoY/dCi9NzsXR3KHPMtncrri7aUu26PKYMwbaHfxmPtSg1m6S/T3Fj03GSt6lF\nzqqjNycHzsN5bE/8P9BuDWd5wyy7Z+2hMLuQ5y9Ow9zR/J7zsnDqnwYx5nknd94E5w+kETCgdsQT\nbo8lNYYx0cY8DlqcllNmzBPAsk1zilKyKEzKrFZdZyevIPeKWiiK03M4PXohB3xeIOnv07hO6MvQ\njB8ZGPc14XPW4/p4P1oumKhVmLnyPpe0iDQu/xXO/V+P1rtwtohIkIWzAhqk5xlICCeLOnDlRAat\n+2g/3qkJ5d2wDc0zbaweaFFazj1jnsLAAOvOPuRHJ2HSTLNZ8Py4FPU2yy0nyQ6NIXHTcZzu70rg\nxtdLxzTzopM4OXg+Xi+OosWrD2pld0U/aIcWHqH7zK6Y2t47CVUd4ZS9zdqlQYongOGZ07j4mmNp\np93ODW2oDY+0tgW5MQqouY8zGcevlAn8AepF8NnnYrDt7q9RPbGrd1KSnY+RvSWRCzbS+rMnaTH7\ntkDmXonn5ND38XljjFZBPirrBSgLlYT9fJ6ZMS/ec66uhFPfoqn5d2BHrdpRFQ2u236LkweLaFuL\nXXZ9URdDBY2tC+/9yn0312wWljmuMDPG0LriYDF3k7JLLThCYUDHDbPKCGf2hThODJqP37xHa004\nAQxNDGk9rhVB35QVv7oQTrmLXj0atHje179641kNjTuFVNdi2pgE1LJ1c2x7tuT6j/vLHFdm5WFo\nfe+YYXmUFBaTF5mI79tj6fT7q7hN6Ft6LutsNKeGvEerTybh8ezQGtup6Xs++ONBnFp+muz4bKDu\nhFOmejTIbntJicSZI0V8+oMNjjrK/94Q0PUyqsbUhW/x2oOEPrMKj+eGlu4lV2bll8muWRkZRy8h\nlajIuRxPxvErXJq9luK0HIrTc1EVK+mwbgauj/ausX3V+bGya2FLx6c7cHTRMd5cpnkWhJoIpyya\nNadBiufFs0qc3RQ4NlN/SXSR/70hoUsRbSwCate3DUYOViT+dQqXsT0B9R50Tbvtlu08af35kxjZ\nWmBkb4mRnWXpf0Nrs3uiLmlKTT18SSXhbZcBaCaesnDWPQ2y237yYBHd+pfdOtcUo8LoqjvfGLrw\nQghavPYQUUu2ApC8M5iCuFSMNZxpN3GywXPqcFzH98FxaEdsuvhi3sIZI1uLWhfO6H3R/D52I/np\n+YB6O+bVzaH0HOei0fWycOqHBimeMRFKfFrdG/ChKQoo6EZEG4OAujzcnaKkTEIeX0rolNV0+XtO\nheHoapPq5BaKPRxHbnIeiSFJfN9jHckXU7AOOoDCSODZzrLK66t7z8uTQrqjQYqnu5eChDhV1QWb\nGI1hMb82CIUCv/mPUpJXSJ+gJRqlCNY11fkRuvTnZdYP/YUbwYnc/+1o0q6ksa7Hd/z81mV6jnOp\ncvF9TYRTRnc0SPH09FUQE6Es91xT9T5voY0X2hi8T/cnBtJlyxyNF8briupmsgzbcJ4dL+7C0tmC\n5r3caTHYm2FTPXDyNudGZB59J5Qf/f4WsnBWjBBipBDikhAiXAjxZm210yDF08vPkNjIilO5NnUB\nhZp7oY1BQOuSmqT/BciKy6J5L3cKMgtp3sudTgTzxKetyMsoZvrX7WjRybrCa2XhrBghhAGwEhgB\nBEod7SUAACAASURBVAAThRCta6OtBimenj4K4qKUqFRShWVkAZUFtLa4JZjavE9dX+zCpc2XKcws\npCinGAALGyOmfhXAl8+FUZCrm55VnQjn8Zt/9YPuwBVJkmIkSSoGfkWdx13nNEjxtLA0wNLagMT4\nysc9ZQGVBVSXaCuYt5AkCWMLY0auHA7A+l7fcv6gOh95l9HNMDQ24NrFXK3bqXXhrF+ieQt3IO6O\n59duHtM5DVI8Abx8FcRGlv/rfCeygMoCqg268DLvpKS4hMV2n7Nl8lbce7jTrIUZQ6Z4sOSRYPZ8\nG0dRQQkpsfl4BNw7016de7lWhbN+imad0yAXyd8iL7fibvudNLVF9OVR0/ikjWURfXWozR8NA4UB\nhZmFZMZk8kOPHzCzNiRsbyoLD/XgkweDOP13Em4tLe5JaFhvnIA6EM2K7rfU/WGk7T9f1eXXAc87\nnje/eUznCEmqWICEENJVqfJZP31wNVzJY/1SORLXDGNjzWMpNnUBhZrvSmrMAlrXHvahhYdJ3X+e\n0P9SS4/NWNcBJy9T5g08yZBnm/PCt+1Lz9WLcU4NRFM8AZIk1Ty4KWrNGSVt0qjsDjHunvaEEArg\nMjAESABOAhMlSbqojV3lUWW3/dai2vo0Y/fbN3mMe8qsWsIJ9ejXW4809bWgd6LL7nh1mPGuBe/t\n6V7m2NHfEzAyVXubvl1vL7PSu3A2sC66JEklwEvAbuA88GttCCdUc8zzTiHVl5gWFkpsXpfPhOc0\ni5ZzN7KA1kxAG9P4p75EE8q+9xtVI+k/yQ2AM/8kY3jTGbhTPKuDTr+TDUw070SSpJ2SJLWSJMlf\nkqRPaqsdrSaM9CGiu/8soFUHQ7z9aj5cKwto0xRQfYom3PueCyE4uD4eAK8OVpQUq4fQvNqrJ4v0\nNkHUQEWzrtHJbHtdiuiNayX4tdF+nksW0KYjoPoWTSj/vc7LKi59HHMum5NbEnFoboqRiUJ/96cs\nnBqj06VKdSGgHboZce5UcdUFNSCQkCYvoo1ZQOuDaELF77GppSETPvCn43BHWgRak51aTOq1As4u\nP1Kt+nX2vZOFs1pUOdsuXalZxVF+tTNLn5ujortzEsHpztWeMKqMpj4TX5NZ+Po6A18fBPMW1f1x\netJmJzlZEodjm+HmcW/ksLupT8JZH2bb65JaWyRfW115C0sDPH0VXDqnG+/zFk3dC20sHmh9sakm\nAVoCCWHLKUcA+nomUZljA/VLOJsitb7DqDYEtFMPI0JO6FY8b9GUBbQm1Bexqi9ddP7f3nmHR1Gt\nf/xzSC9AIr2TIE2a0kGadNAQkHYRK6D3qhcVERWxgnIRf3Yv2OGKBaVIkyIoRdSAKCCgKBC6AQkE\nSID08/vjbMiy2c22md3ZzXyeZ55NZs+cObsz8933nPc978GzH6Lr2MHOn3IZ2PLU5X1jBmY4LG8K\np/8JyOmZrdqH8+tWfcQTyq4VGojTOI0kmuD5d5iXJ3ni7nPUrl/cVd+4OofDdqYgm8JpDHwinlpb\nn63ah7Fza66mddqjSETLkpB6I6C+FDEjiqan39117GDz2hxOHCugz+DIy/srVytHfOUrH1FTOI2D\nz+a2J+xP08yJ1LBZKCeOFXL6VAGVqjgfVNcCawH1l3OpqA16n9/TefBQbIXq5UwykmCC9zO2iq7p\nDQMj2XqyGiEhghtHRDGoTTp3jI+mQkUd7BtTODVBN2+7I7QS0El3naX+1SHcP6W8JvV5gh4i5q6V\nq6eQarE6pxYiajTBLEIr4QT44NUsXnw0k5p1Q6hWK4SzpwtZvr3yFRElmlidOgqnVt72GjLVpbJp\nItGv3nafZ1XSygIdNzGGO/qeYdwjsURE+Of7cyR0zgRNy2EAPS1ibyzQIjy1RI0qmKBNfgDbeyAi\nUpCfD0dSC2jeJoz/LowLKOEsiwRsSrrGzcNo0jKMZZ9eYvhdns1z1wt/jZHqIaRaCCgYWwxdRQ/R\nLOLWe2P4bXseKxdk06h5KCePF1K5qhqSMoXTmPjF267VoPfYiTF88PIFp/FwZZGy5OTSkyJHkJ7C\nWYQoJ6jbIJRZL2RxIVOtkmAKp3HxW6iSFjdFl97hRMUIWpQ/SYvyJ7g2/gR/7NYvhCnQ0EpAtRKP\nQELrz+zKtRgxJoq0IwXMWhxP+24RpnAaHL/GeXp7cwghWPB9JVLSqjJ8TBTxlcuxZYP+IUyBhJYW\naLALqJZWpjWuXIOdP+Uy7qYMZnxYkZ43RprCGQD4PUje25skNFQQW74c21PyOLy/QLeZR4GMlrGq\nwSageglmEa58779uswjnBxXpdZMpnIGCIRxGWnjg8/MkYyaoQXcT+2i1lpNWTiR/4Evxd0U4d/2c\nx9gbM5j+bkV6JWkgnKZo+gy/W55FaPFr2yc5gk++vUqD1gQvZdEC1du6tMVVS3/3L3mMGXiGF96p\nSJ9kUzj1RgjRSgjxoxBiuxBiqxCirVf1+TpI3hU8sULnvH6BTatzmLPKFE9X0CqUyYgWqD+F3dUf\npz3b87iz/xmef7si/YYEh3AaPUheCLEGeFlK+bUQYgDwqJTyBg+bahzL0xpPbqTR90ZzaF8+m9fl\n6NCi4CPYLFBfW5f2cPU7Tf0zn7sGnGHqrAreC2cArzXkBwqBogWi4vBySWJDWp5FuGuBrlx4if8+\nn8WynysTEuK3WVsBRSBboEYRbnd+iKSU3NbnDDfcGMHYCbHeC6eBCADLswmwBhCWrbOU8qhHDcWg\nlmcR7t5YA4ZGEhUtWPLxJZ1aFHwEkgVqbV0GonACrPkym/QThTzTPzOohNMoCCHWCiF+tdp2WV6T\ngHuBB6WUdYEJwIdencvIlqc1rlqhP/+QywMjM/jmz6pERpnWp6toPS9eK0vUKCJpiyc/OpcuSvpe\nc4qPphXQs5OHJzawaOpteeZsSCF3Q/EXkPXcG+5anmellHFW/5+TUnq2zjMBJJ5FuCKi9w3LoHmb\nMO6bHOuDFgUHeqe5cyamRhVJW7yx1F9/LpPjKVkseNPDCgwsnKCdeJLi4nTrjsJd8dwD3Cel3CiE\n6AXMkFK286ylASieRZQmogf35TOsUzprfqtyObmCiXPK+iJ4peHt8MaxQ/kMvu4UvyyBerU8qMDg\nwgkBIZ6dgTeAECAbJaQe/2oHrHgW4UhEn3vgHIWF8NxbHlvlZRJTQK9EqzHhSf3TaNkYnh7vwcEB\nIJxgfPHUmoAXT2ushfRMeiF9mvzNgu8rk9jYEBOpAgZTQLUTzYT9aXzzA4ybAr+tgqhI58dcQYAI\nJ5Q98QwqVbnCe3l1De6eFMvMx8/z9pdm4Lw7aDWNMxDRMpHKb++lsUfCYy/BK5ODWzjLIkElntYk\n7E/j2RshZjLU2ZvG0SbaLP9hElzolfc0YX8aL22A2Z9Ch1YwuI+bFZjCaXiCqttuS8Y5qN8DztkZ\nEtZqLaVgJlitT70TRRf1gC5lQ3QL+P5z6NzaxYMDUTS3qBfxltltDxpOpkNsDGRmQXmbqCXbAGVT\nTEsSLN13X2bVt76vPlkGA7oHqXBu8XcD/E9Qi2e9WtDpWqjbHYb1h7tHQLuWIOz8Vtmb7eErQfVm\nponebQw0AfXn8iPW11FKeG0uvDbFxYMDRThN0bxMUItnVCQsfAtOnIK5i2HUBGWJ3jMSRg+CuAql\nH+9I1DwRLK3WbXJWrx5iamQBNcpaTbbXYe1mKFcOenV24eBAEE5TNEsQ1GOethQWwvoUePdzWPMd\nJPeG+26BDsbUBa/RWkiNIqBGEUxw/KM4YCwM7w9jhjupwMjC6aZglrUxzzIlntacOg3/+xJemQPT\nHoKxzm7yAEUPS9TXImoksbTGkXAeS4Mm/SF9K0RGlFKBEYXTCwuzrIlnUHfbS6NKJXhknLI+e90O\neXnwr1v83Srt0WKJE1uKxExPETWqYILzIZhqlSGhNixdByNvdFDIKMJpdsc9psyKZxEN68P6edDr\nDsjLh/G3+7tF2qOHgIL2Y6FGFswiXBm7DguDd6bB8AegX1c7Y+v+Fk6jC+b3/m6Aa5TZbrsth45B\nz9vg37fBw2P83Rr90Ms7742IBoto2vLPJyE0FP77rNVOfwmnDwRTs277yy522yeaY56G4WgatB8K\nX8+BFo393Rr90DO8yZmIBoJQ2uJppETGObhmACyZZXFK+lo4fWxhmuJp/WYZE0+Ax19SrzMm+bcd\nemNOCnCMlmFlny6Dme/Btsch1BfZEf3YJS9r4mnoZTj8wehB8OlyFdYUzOgVdxqoJOxPu7xpyagk\nqBICr6/RtNqSbMH4Y5lBhimeNrRoDPEV4buf/N0S/SnLAmotltbfQ46TxVczs9TwTikdtisQW2D2\nXfCf5XA43YsGl4Ypmn6hzHvb7TE6CT5ZDt07+Lsl+lMkHMHajbf9gZj1CaT9DdMmwLlM6DBMXe+m\nDZR3HOCf/4DjJ9W+mY8VH7ttFwz9N1y8pBxBvTvDS49B9SoOTm4Z47y6GjzUD8Z/BEsn2J8e7BGm\naPoV0/K0w6gkWLTGuRUSTAS6FWprSTrqgu/ZB8/PgkdmQKsk+CMVnn4dZr6v3h8xEJo3UpMmvlgF\nGy0C9cECNWvolcnw9xb48QuoWxOuS4YV39ppkI1zaNKNsO8kLPlZgw9rdtE9QggxTAixWwhRIIRo\nbfNeSyHED5b3dwohwp3VZ1qedqhTA1o0gpUbYUhff7fGd+gVD6oH7or9sTTY/LPaAF7+AJa/o3Id\nVKsETa8uecylbJg4A9o0g00/waZPi8vVrw0vPAwDusFtk2DVJmWFRkdh16seEQbv3AWjZ0PvZlA+\nyr3PexlTNL1hFzAEeMd6pxAiBJgHjJZS7hZCxAN5ziozLU8H3JqsUorZ4+BRqNMVpr2lwlGCCT2c\nJlrhqlOnsBB2/wlvfwq3TlQ5Xa9Lhs9XwrB+qjt+aAPc1BN6dLAvnKBmB4WHwemzsHWR/XJd2sKO\nZXD2PLQdAjs+d9yubk2gT3N4apHLH7kY09r0GinlH1LFD9kOnPQFdkopd1vKZcjSwpAsmKFKDjh7\nHup1h8MbS84QOXUaaneFW5Jg2bcwZqgKrK9RVeNGOIsL7Kjx+WwwghXqjpDPWwJfrITvf1EOnUG9\noGtb6NIGGid6NtZYUAAhroQYpcAn38OET2DZw9DRgSCnZ0LzyfDVRGiT4GIjAkQ0AyVUSQixHpgo\npfzF8v+DQBugKlAZ+FxK+ZKzekzL0wFxFaBXJzX2aUvlqyA8HF55ArYvhdw8aDZQzSjZf9iDk6U4\n2Nw5Tgf8aYF6YgHn50PF8tAkUVmMC1bBm/OgUpznThpXhRNg9PVw03Xw23HHRSuXhxdHwj/nQIEr\n4XABIpxGQQixVgjxq9W2y/KaVMphocD1wCigKzBECHGDs3OZY56lcGsyvPVxyYxLQkCDOnDgCLRt\nAa8/BU/epx7UTsNVDsfZz6mQp1LRUvRs69LIKvWlN95bsb5rmNpAdd1HPqheK8Vr0Dh72Ll+0eFw\nwYmj8fYuMPc7+O9aeKBfKQVN4byS/RvgwIZSi0gp3V0tCuAYsElKmQEghFgJtAbWl3aQaXmWwsAe\nsHOvcjbY0qCuEs8iqlSCqQ9B6rcqlGXu4lIq1tFa1OscelqhtlbmmbOll1+0Gqa8Ahculnzv173w\n8HRodzMsXA09O6nroSmlfLfR4XAxt/TDhYDZd8LUJXDsjMZtCwY2O9hO9ICYZ4s377Dui6wBWggh\nIoUQoUB34DdnFZjiWQqRETCkD3y2ouR7DepC6tGS+8vHwr23qC7jFejcxXaIAQXUWThRpXbw9Xf2\nj/3fYhg/Tf1wNRsIX1nZBmfPw5K1Kk9r2+Zq3xcroU43+M/bmjTd6fcZE6G67RM/hQMnHZdrUhPu\n7w0PznNQwLQ6NUcIMVgIcRTVL1shhFgFIKU8C7wCbAN+AbZJKW2f4BKY3XYn3JoMDz0Pk+6+cn9i\nHdi22/4xvTrBrY/Akb+g7hH7ZXxK0QOvQVfe07WeHAnvxUtw+Dg0SlDji+kWS6zfGOUVz82DnNzi\n1wqx8O1H0KQBrPse7n1GWfnPPgC3T1LB7WfOwtP/hohw2LNfHVO1kgcf1oMfnkrl4Y21kHEB7u5R\netnJSdByCqzYrsZKL2MKpy5IKZcASxy89ynwqTv1Ofe2z0N3r66RKSxUXvfVH0KzhsX7126G6W/D\n+o/tHzd2LDSrDQ8P8E07XcZg1/L9L2D8VOU8yctT45N9r4d/jVJ/R4Qr509EuNpio9XsniIuZcP0\n2fDie3D/aPi/x2HDFuVhL1cORjwIN3SAB+5w0hCNLPT8AvgjDfrOhGOvO3dUrdsN4z6APf+BmEgC\nWjg187YPcdHb/qXRsyoVdSsM9tD5kkdfVA/s9InF+1KPQI9b4cgmm8KWh3DNr/Dsl/DjMz5rpusY\n6Fq+/AH8tAs+/0r9//tqZVW6S/oZJbaXxcqPCYe3pULSK7D1OajjgsX7j7egbQI8Uln/tulJWRNP\n18c8/Z392o+MHqQC5q0zLdWtqcbYftlj2WEzntnzGth3QsdkEN7gj7FXB2RdhPq1YPN8kPs8E06A\nyn+qJBxG+GxtE9V0zP4vwY7DMH0ZZGU7Lt+yLpz+03ftM9EG9xxGBnngfE3LJiru8935xftCQ2Hu\ni5D0T0i1MxMpLBQGt4GFW33XTrfxs9AcOKwcOo0T4Po2bhzoSUysj3l4AAxsBT2mwyc/wJtfOy4r\njoKLtpaJgXDf227AG1VvhIAFb8ALs2H2J8X7b+4HU/orC+PU+ZLHjegAC4wsnkX44Zqu3ACdR6rI\nhDuHunCAgYXSES+NgjOzYeF4eHU1nLcXMrVF3V+meAYennnbUzDUuJkvaJQAGz5WC8Xl5sGDdwIp\ncF9vOJ4BN74M6ydbBv0t3NAU9p+EQ6egvqO0ZUZBQ4+8PT5cAN/8CBcuqVUlr4qDZW+7YHEGkFja\no1w5aFpLzWl/82uYkmx5w8oxVE5AoameAYfncZ4BflN7QoN6sPETeOMjmPlk8f7nh0GzWjDiLbUC\nZxFhoTCkrcG77rboZN3FxsD8r5RwAvy63IlwBpiV6Yynh8Bra+DcRUp41AWuJ1c2MQ7eBckH0c3t\nKvVqwcZH4IONMM0SMSYEvDtGPQD3fHjlgzCiPcz7XoWwBBQaitfO31Vwe92asPi/cGk31KpeyjmD\n8L5qXAMG1oSeT8KzW2Djccix3BMCs9seiHg/wygIb/RSSYHaV8HGKTA/BZ5aqMQyLBQWjIc9x9W+\nIno2g1rx8K85AWpdeClm02ergPf+3WDvapUfNTJC23MEBFv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def us_plot(month):\n", "\n", " ncf = netCDF4.Dataset(\"data/air.mon.ltm.nc\", \"r\")\n", " lon = ncf.variables[\"lon\"][:]\n", " lat = ncf.variables[\"lat\"][:]\n", " temp_data = ncf.variables[\"air\"][month-1,0,:,:]\n", "\n", " mapproj = bm.Basemap(projection='lcc', lat_0=30, lon_0=250,\n", " llcrnrlat=20.0, llcrnrlon=230,\n", " urcrnrlat=55.0, urcrnrlon=310)\n", " mapproj.drawcoastlines()\n", " lonall, latall = np.meshgrid(lon, lat)\n", " lonproj, latproj = mapproj(lonall, latall)\n", " plt.contourf(lonproj, latproj, temp_data, 20)\n", " plt.colorbar()\n", " plt.title(\"Month \"+str(month))\n", "\n", "us_plot(12)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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epmWPXOnq+/SFaF65LPnxGxuzptuoWNXA0A8DadbK4JZ5pCwWydYNDrZtcmA2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\nrIKIFWxBUVBBEZVFBAIJWwhJSEgg25zvj2fSDMk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "us_plot(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Documentación oficial de netcdf4-python:\n", "\n", "https://unidata.github.io/netcdf4-python/\n", "\n", "Galeria de ejemplos de basemaps:\n", "\n", "http://matplotlib.org/basemap/users/examples.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## netCDF y OpenDAP\n", "\n", "Para abrir un archivo netCDF mediante OpenDAP, simplemente le ponemos el url." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2000100 2000101 2000102 2000103 2000104 2000105 2000106 2000120 2000140\n", " 2000160]\n" ] } ], "source": [ "# Read data from an opendap server\n", "import netCDF4\n", "# specify an url, the JARKUS dataset in this case\n", "url = 'http://dtvirt5.deltares.nl:8080/thredds/dodsC/opendap/rijkswaterstaat/jarkus/profiles/transect.nc'\n", "# create a dataset object\n", "dataset = netCDF4.Dataset(url)\n", " \n", "# lookup a variable\n", "variable = dataset.variables['id']\n", "# print the first 10 values\n", "print(variable[0:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lectura de multiples archivos\n", "\n", "netCDF me permite abrir multiples archivos haciendo uso de expresiones regulares" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from netCDF4 import MFDataset\n", "\n", "# Abrea multiples archivos netCDF\n", "nc = MFDataset('data/wind_195*.nc')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Este css es trabajo de @LorenaABarba y su grupo\n", "from IPython.core.display import HTML\n", "css_file = '../css/personal.css'\n", "HTML(open(css_file, \"r\").read())" ] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }