{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing temporal variability of wind stress from scatterometer and from reanalysis products\n", "\n", "I'm going to look at zonally averaged power spectral density of QuikSCAT and of ERA-Interim wind stress." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# suppress warnings\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import cmocean as co\n", "import numpy as np\n", "from pathlib import Path\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy.signal as ssig\n", "import xarray as xr" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# make plots nice\n", "sns.set_context(\"talk\")\n", "plt.rcParams[\"figure.figsize\"]=[15, 9]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make it easy to change paths and versions" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data_path = Path(\"/data/c2/TMdata/git_geomar_de_data/\")\n", "QuikSCAT_version = \"v1.x.x\"\n", "ERAIN_SFC12_MM_version = \"v2.x.x\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get data files" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "QuikSCAT_files = (data_path / \"QuikSCAT\" / QuikSCAT_version /\n", " \"data/Monthly/Netcdf/\"\n", " ).glob(\"????/*.nc\")\n", "# need to cast to list of strings\n", "QuikSCAT_files = [str(fn) for fn in QuikSCAT_files]\n", "\n", "ERAIN_taux_file = str(data_path / \"ERAIN_SFC12_MM\" / ERAIN_SFC12_MM_version /\n", " \"data/nc/ERAIN_SFC12_MM_IEWS_229_1-456.nc\")\n", "ERAIN_tauy_file = str(data_path / \"ERAIN_SFC12_MM\" / ERAIN_SFC12_MM_version /\n", " \"data/nc/ERAIN_SFC12_MM_INSS_230_1-456.nc\")\n", "ERAIN_lsm_file = str(data_path / \"ERAIN_SFC12_MM\" / ERAIN_SFC12_MM_version /\n", " \"data/nc/ERAIN_SFC00_MM_LSM_172_1-456.nc\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load QuikSCAT monthly fields\n", "\n", "(We'll roll the longitude to start at 0°E.)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def _make_lon_monotonous(ds, lon_name=\"longitude\"):\n", " lon = ds.coords[lon_name]\n", " lon += (lon < 0) * 360\n", " ds.coords[lon_name] = lon\n", " return ds" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "dask.array\n", "Coordinates:\n", " * depth (depth) float32 10.0\n", " * latitude (latitude) float32 -79.875 -79.625 -79.375 -79.125 -78.875 ...\n", " * longitude (longitude) float32 -179.875 -179.625 -179.375 -179.125 ...\n", " * time (time) datetime64[ns] 1999-11-01T12:00:00 1999-12-01T12:00:00 ...\n", "Attributes:\n", " long_name: wind stress\n", " units: Pa\n", " valid_min: 0.0\n", " valid_max: 25000.0\n" ] } ], "source": [ "qs_tau = xr.open_mfdataset(QuikSCAT_files, autoclose=True).wind_stress\n", "print(qs_tau)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# get rid of degenerate depth axis\n", "qs_tau = qs_tau.squeeze()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "dask.array\n", "Coordinates:\n", " depth float32 10.0\n", " * latitude (latitude) float32 -79.875 -79.625 -79.375 -79.125 -78.875 ...\n", " * longitude (longitude) float32 0.125 0.375 0.625 0.875 1.125 1.375 1.625 ...\n", " * time (time) datetime64[ns] 1999-11-01T12:00:00 1999-12-01T12:00:00 ...\n", "Attributes:\n", " long_name: wind stress\n", " units: Pa\n", " valid_min: 0.0\n", " valid_max: 25000.0\n" ] } ], "source": [ "qs_tau = qs_tau.roll(longitude=720)\n", "_make_lon_monotonous(qs_tau)\n", "print(qs_tau)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load ERA Interim monthly fields\n", "\n", "(We'll calculate $|\\vec{\\tau}|$.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load the ocean mask\n", "\n", "We will use (time varying) land-area fraction to calculate an ocean mask that considers all points that include land at any point in time as land." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[59768832 values with dtype=float32]\n", "Coordinates:\n", " * lon (lon) float64 0.0 0.7031 1.406 2.109 2.812 3.516 4.219 4.922 ...\n", " * lat (lat) float64 89.46 88.77 88.07 87.37 86.66 85.96 85.26 84.56 ...\n", " * time (time) datetime64[ns] 1979-01-01 1979-02-01 1979-03-01 ...\n", "Attributes:\n", " long_name: Land/sea mask\n", " code: 172\n", " table: 128\n", " grid_type: gaussian\n" ] } ], "source": [ "e_lsm = xr.open_dataset(ERAIN_lsm_file).LSM\n", "print(e_lsm)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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Lpm2r88+6bANJ5Tmo6xWQJJheCdq944xbX/PMp4kKVVPz0XRuWw2B+/Ew+Dtu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\nVwNfosq4/R3wMODGOjOYqw1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XRcS5daZfacAWEecBv7TFJL+dmS+d+MwLqDJnJ48NPgK4\nbuKz1wJHzrE6zwdeDrD3xhvn+Ji6tHvHGbUrY/ZUVZa+XbhYVFf7nfv7gSb3uba2zTzlkiT1ib1E\ntiMi7kYVhzwDOGTW9KvOsD0PeNEW428afxMRpwMvBn46M68eG3UDcNTEZ48Grp9jXV4PvBNg2+GH\nXz7H59QTVqDKsS7B2rhVVeIns/hbLbeLY6LLYGZVy7WskSoeCwNkwLawiDgK+H3gZ4HvAq/JzNdH\nxMuA3wAupwrYZlppwJaZNwK10lmjL/Mc4KcyczKgugx4EPBno2kPB+49Gl53XfYAewAOOf64uh9b\nSB9vi2zLvIX5ZGXPk0F/uM+vLus1+bDnadu+i46E3AekyjrUAzw/Swf4Lao+OM4HHgP8XkQ8HPh+\n4LGZ+cG6Myqu0xGAiDgHeBbTgzWANwPPiYgHRsRhwKuBLwMfW+FqzmXIBdkqOlsY+oluaPy99lfC\n9uhyHVa5bMsLSWpOZHuvpdYrYtvosV9fHz0G7E8j4i5bTH9aRFwRETdGxKci4pSxcQ8dDR9/fS8i\nPjM2zXkR8d2JaZ47YzV/HnhmZr4I+AWq7vy/npn/dp5gDQrsdCQi7kl12+R3gMsiYmPUVzLzfgCZ\n+Y6IuAdV7ypHA5cAv2CX/sMz5EBXatq0q/hdH0OrXn7X31eStBIvAR5L9YyzPVQ9yv8R8OjJCSPi\niVTZrkcCn6XqVv+9EXGfzLw6My8GDh+b/iCqRNDbJ2Z1fmY+a451vAfwOYDM/FJEfBt4wxyfv1Vx\nGbbM/EpmRmYekpmHj73uNzHd2Zl598y8Q2b+TGZe2dU6rxOvXmsr7h/aUMp+0IfHHpSyrdQef2P1\nVrnd+p8KnJWZuzPzOuDXgUdFxAlTpn0i8PbM/PTokWFvAq4Bnr7JvB9Dddvi25Zcx9tRtV3b8D1q\nNg2bNiOtyBDuYffqtVS28WO0y/KmlLKilPXYSh/WUdqM+6+WsC0iThx7v2fUx8SWRp15HA98cmNY\nZl4ZEdcDPwpcNfGRg6huR9xvNsADNlnEacCfZubXJ4Y/ISIeD3wD+HPglaP+ObZydkTcPPr/EOC3\nRut5q8ycdWtleRk2SRqiroIns579sPE7+VtJKkb7D86+K1VPiRuv59dcs43HeNV9xNd7gKdExMkR\ncfuIeB5VwHfAtBFxHNVtlZPPR3s91cOu7wI8Dvgp4C0z1vOvgROA+4xef0N1m+R9Jl4zmWFbsSFk\n2SZN9lAn6UBdXIX2yvf8unwEgWWoSmeZooZ9jaoXxQ0zs2sjN4z+1n3E1wVUtzi+gyrg+nPgrzZZ\n3rOByzPzo+MDM/OTY2//fvTosY9ExNMz89vTVjIzT5nxPTbay81khk2SpE1MBlEGVZLWRbT8AvZm\n5hVjr1oBW2ZeC1xN9Yival0jtlNlzD4zZfrMzLMy84cy8xiqWx7vA3xkv+8bcTvglzkwuzbNvo2P\nbTZBRFwdEceMvT8/Io4de39X9m/jtikDNq2MV+Yk9c0qy63tu3ZaTqpY7psqzJuBF0fEvSLiSOAs\n4P2ZedXkhBFxVETcJyrfB/wBVSbu/IlJfx64E1VGbnIeT4qIo0f/3xv4HeDdmXnLFuv4A8C2sfeP\nZ6w3yo1Zb/H5W3lLpCStwHhmxoqPFjH5IPZVPZhd0hpbvjfHtryWKrj6BFVnHh8EngIQEU8Gzs3M\njeDoSOBdVO3JvkP1WLCHZ+bNE/N8DvAnmfnNKcs7DXhjRBxC1cPkRcArGvgetbawAZskSTWVFByV\ntC4aHvcvlWz07OUXjV6T495B1V5t4/1XgfvXmOejthh3ykIr2hADNklaMTMjkqQ+iHIzbH0w7Ylz\nC21RAzYB7VccrZhK+/OY0LzcZ7Qq7mtSIwL444j4zuj9ocDbIuKm0fuD687IgE2SJEnSgcywLWOy\nU5O3T5nmgA5OpjFgW2NNX0HzipwkSf3leVxqTmY+o6l52a2/JEnSFD53T2svW3ypNgM2SZKkKcw4\nSSqBAZskdcAr9xqS3TvOcJ/eRJ+2i7+j9pNVL5FtvVSfbdgkNWbygb6S1oOZKElqjwGbJElLGL9A\nYeAiaVDMhBXBgK0D23ft7DwDYaVCkppheaqhcF+WymTA1hFvHZMkSVLJbGtWBgM2SRqwjYtCq7hy\nvsplSZJWwICtCPYS2bEuKjZWptQ297HZVrWNtu/aOchlSWqWx65ULjNskiRJkg7gLZFlMMO2ZryC\nJkmSxlk3kMpmhk2StDTbr0kHsmMx9VpiG7ZCGLCtCStRWrUSHl+h1bGMkSSpHQZsklQwM1eSpM6Y\nYSuCbdgKYEVMkqThKf38bs+uUj+YYZMkSZK0n8BeIkthwLYGvHqmoaqzb/e9HZ3Hr6Q2WLZI/WHA\nVoC+VyiladyvJUnqOTNsRTBgGyivnGkolt2XNz5fUgDp8SmpS5ZBUr8YsEmSJE0x7ULPPMFOSReK\npEVEmmIrgQFbAcYL/2ULd6+aSeXy+JT6rc/HcJ/XXVp3BmyStMbGLxJZoZNuY3ZMay+xDVshDNgK\ns33Xzk1PElamNDSr3BEO7EAAAB2YSURBVKdLbMtWgq3KHGmdec6VVAoDNkkScFswa0VVkgQ+h60U\nBmwFsrKkIZi2H5cQEHSVafO4lrQqljfSsBiwSZL2U0JgLfWZtxlrMMywFeGgrldA0vrYvmvnWgYB\npX/n0tdPkqR1ZoZN0lra6pbNdTTtVlEzbZK03mzDVgYzbJI0YmAiaVnrfOFnSPwdR7LFl2ozYJMk\n3cqgVZKksnhLpNSA3TvOsKKrwZq80uy+LklrIL0lshQGbFIDrMBqkvuEpC5Y9jTD7aiSGLBJkiQ1\nwHZPGhwzbEUwYJOkMYv2HunVWEnbd+3sLGizDJKGq+hORyLijhFxZUR8b8q4MyPiHyPiWxHxoYjY\n3sU6SuBVVQ2H+7IkCSCo2rC19VJ9pWfYXgt8Gbjn+MCIeDJwJvAo4Auj6d4dESdl5t6Vr6XWnlc2\nh23aM8rW8Tdfx+8slcbjUFo/xQZsEfEw4KFUgdkpE6NPBc7NzEtH0/4mcA3wEOCjK1xNSQLsSVGS\nNEBpKqwERd4SGRF3AN4CPBv47pRJTgI+ufEmM28EvjgaXncZx0TEiRFxInv3LbnGkiRJ7fJCkLSe\nVhqwRcR5EZFbvF49mvQ1wHsy8xObzOoI4LqJYdcCR86xOs8HLgcu33vjjXN9D0naveOMwbT32vgu\nQ/k+UlfaPIYM1rq1ruWjbdjKsOpbIp8HvGiL8TdFxEOAx7B1tuwG4KiJYUcD18+xLq8H3gmw7fDD\nL5/jc5LW1LS2bOvAiqLUvd07zvBY7JDbXl1aacA2unVxy3RWRDwC+AHg6ogAuD2wLSK+ATwjM98D\nXAY8CPiz0WcOB+49Gl53XfYAewAOOf64ub+LJEH/g7e+r7+0LgwYtHKJz2ErRImdjuwE/nDs/U8C\nfww8gFGABbwZ2BkRF1H1Evlqqt4kP7bC9ZSkwbOSKHXLY1BScQFbZl7P2K2NEfH10fB/GJvmHRFx\nD+C9VLdCXgL8gl36S9JsZtUkSXWE/fIVobiAbVJmfoQp65mZZwNnr3yFJGngvKIvSVI5ig/YJEmS\nJHXANmxFKPI5bJJUsu27dm6ZhTJDJUmSmmKGTZLWiO3XpOZ5XGmofF5aGcywSZJuZXZQKofHozRd\nRGyLiHMi4usRcUNE/GlE3GWL6U+LiCsi4saI+FREnDIxPiPiptH4jddRY+PvEBFvjYhvRsS1EfGf\nI+KwFr/ifgzYJGlBk5WpUitXu3eccetrM02t+/iyzDpIiyu1PNEaSSCzvddyXgI8FvgJquc3A/zR\ntAkj4onAbwG/CBwFnAu8NyKOn5j032Xm4WOv68bG7QJ+ePQ6EbgP1aPIVsJbIiVpCSUHbXUDpo11\nbmLdN+ZhsCYtpqQyRCr4lshTgVdl5m6AiPh14EsRcUJmXjUx7ROBt2fmp0fv3xQRLwaeDrxq1oJG\nmbSnAD+XmV8bDXsZ8J6IOD0zb2niC23FgE2S1DgrnZKkGbZFxIlj7/dk5p5ZHxrdqng88MmNYZl5\nZURcD/wocNXERw4CYnI2wAMmhr0rIm4PXAmclZkXjob/EHDo+PKAS4HDqLJtn5m1zsvylkhJkiRJ\nB8oWX3BX4PKx1/NrrtWRo7/XTQy/dmzcuPcAT4mIkyPi9hHxPKqAb3zaRwD3orq9cifwjoh41Gjc\nEVOWt/H/tOU1zgybJK0xM2FS9zwOtaa+Bpwy9n5mdm3khtHfoyaGHw1cP2X6C4DvB94B3AX4c+Cv\nxpeXmX81Nv2fRMQjgCcD75tY3rUTy562vMYZsGnlJtu2eKKSmmPbMUlSE4LW27Dtzcwr5v1QZl4b\nEVcDDwI+DRAR26myXQfcnpiZCZw1ehERBwO7gVdvsZh93HYb5eXALaPl/Y/RsAcCNwNzr/8iDNi0\ncgZoUnsmj69V9AwpSdKKvRl4cUR8mCpTdhbw/ikdjmy0ebs78AWqDNtrqTJj54/G3x+4A1Xwl8C/\nB54KPAkgM2+OiLcDr4qIz41m+yrgglV0OAIGbNrEKrNgZtwkSX1kRluD1kz3+215LXAn4BPAIcAH\nqXpyJCKeDJybmYePpj0SeBdwAvAd4L3AwzPz5tH47wPeMDb+SuCZmfnuseXtGE2zkVH7U+D0Fr7X\nVAZsmmqVQZMBmrQaHmuSpCHIzL3Ai0avyXHvoGqvtvH+q8D9t5jXh4H7zVjeTcAzR6+VM2CTpIHy\n6r/UD95polIV/By2tWLAJkkDZaVPkqT+M2CTJEmSdCAzbEXwwdmSJEmFMDMuaZIZNq29zdr5eNKU\nJEnrzDZsZTBgkyRJ6ogXByXNYsAmSZIkaX8J7DPFVgIDNq09r25KkiSpVAZskjQg420yvRghSVqK\nCbYi2EukJElSB7yoIqkOM2ySJEmF26xHYzDwU3vsJbIMBmySNCBW3KTV2b5r55aBlCQ1wVsi///2\n7j96srq+7/jzxSpCXHZRfpgQxRVxkZwoSGqNrYmknnrwVLCtoTGRKj1tkFoTDAKKNo0/qPJD6eGY\nk4ieRhSI9sgPlWD9gdGqRyspyGJQdgOLYlABFxd2ARHYd/+494uzs9/9/p6ZOzPPxzn3zM793Hvn\nc997vzPzvu/PvSNJkjTGTBo1MFWDm7RgVtgkSZIk7cIhkd1gwiZJkjQCm085dcHDmB3uLE0vEzZp\nDrMNM/FDU5IkTbzC2/p3hAmbNAeTM0nSXLzxiKRBM2GTJEkakcUMixwXvQnspO3bNAkQbw7SCSZs\nkiRJy9CblFhtk7TSTNjm4BkiSaPke5A0HSb5R7H7923c92fq7Bh1BwQmbHPyTUWSJC2G1bZdvz9N\naxyklWLCJkmSJGkXXsPWDSZsktRRVvml8bbQatuk/61P+v5Jg2bCJkmSJGln/g5bZ5iwSZIkDZhV\nJklLZcImSZKkTpptKKnJ77AUeA1bJ+wx6g5IkiRJsznkgvNN0DT1rLBJkiRpbMxU3UzkBi8W2DrB\nCpskSZIkdZQVNkmSJEm78hq2TrDCJkmSJEkd1dmELcmrktyY5P4kP07ytr7205Pc0bZfk+SQUfVV\nkiRJmigF2TG4SQvXyYQtyb8H/gdwKrAWeBbw6Z72VwOnA8cCBwDfAT6dZNXweytJkiRJg9G5a9iS\n7AGcDbyjqq5pZ28Dvt2z2EnAhVV1fbvOW4G7gBcB/2eI3ZUkSdIAzfZbbBoSr2HrhM4lbMB64CBg\ndZKbgScD1wJvrKpb2mWOoKnAAVBV25P8Qzt/QQlbkv2A/QD2POigleu9JEmSVoy379e0G+qQyCQX\nJak5prOA/dvFXwu8DFgH3A5clWQmwdwHuLdv81uBNYvozh8BG4GNj27fvtRdkiRJkiZTDXDSgg27\nwvYG4LQ52h+guV4N4IKqug0eG/L4U5rq23dohkiu7Vt3X+C+RfTl/cBfA6xavXrjItaTJEnqnLmG\nDi60SrXQ4YdWvaZDHBLZCUNN2KpqOzBnOSvJRuBBZs+9Z+ZtAI4CPtmus5om0duwiL5sAbYAPOHg\npy10NUmSpIllIiZ1T+euYauqnyX5MHBKks/T3EzkXcBNwKZ2sQ8C5ye5ErgZOAu4DfjaCLosSZLU\nab2VM5MyLZgVtk7oXMLWOpXmpiIbgB3A14Fjq+pRgKq6NMmvAlfTDIX8BnDcTLskSdI0MymTJkcn\nE7aqegh4fTvtbplzgXOH1ilJkqQR8vb2GqqiKZto5Dr5w9mSJEmSpI5W2CRJkqbVSlTS+rfhEEkt\nVijvEtkRVtgkSZIkqaOssEmSJEnalRW2TjBhkyRJmjAOgZQmhwmbJElSR3gnSHWKFbZO8Bo2SZIk\nSeooK2zSBJjrjOx8w2J2t+4kDaeZhn2UNL6sqqmT/B22zjBhkyRJGlOeeJImnwmbRm4xZxbH6YNp\nOVWvxWxrkOsud5sL2c/ZtrXQ+KxkjCVJ0s78HbZu8Bo2SZKkMXPIBed7YkpTK8mqJOcluTvJtiSX\nJ9l/juVPTrIpyfYk30pydE/b+iSXJbmj3dZNSf5T3/pfTvJQu/7M9PIB7uJOrLBpqJZb7elff1w/\nrMbheoWV6ONSrx0b5Gsv5XWWcpwtp3K4mG2u5PYlDc84fA5IHb5L5FuAVwAvALYAfwVcDLysf8Ek\nxwPvAv4l8G3gD4GrkxxeVbcDTwK+BPwx8CPgnwN/k+SeqrqiZ1PvqqqzBrdLu2fCJkkDMIjkaWab\nftGTJE25k4B3VtVmgCRnALckWVdV3+tb9njgkqq6oX3+gSRvBk5st/FN4Js9y38tyReAFwNX0AEm\nbBqYYXypHGSFRIMzbgnHuFxnOSkVaGmSrdT7X+92/FvXYNSgK2yrkqzveb6lqrbMt1KStcDBwHUz\n86rq1iT3Ac8Fvte3yh5A+jcDHLmb7f8S8ELgz/qa3pjkVJoq3CXAe6vq4fn6uxJM2CRpzPR/ORu3\nBFiSJOApwMae5+8A3r6A9da0j/f2zd/a09brKuB9SS4BNgCvo0n4bulfMMkqmqGVtwEf7Wk6E7gZ\nuA94PnBp+1pnLqC/y2bCpmUZly+Ki+3nUs9Wjks8NDijqHJ5dl3qNj8bNJaKQVfY7gSO7nk+b3Wt\nta19XNs3f1+ahKrfR4Ffpkmy9gc+BXyx//WSPL5d5leAl/VWz6rqGz2L/t8k/w04GxM2DdJib14w\nbR82i/3SPW3x0cKNy3BKaRIs9UZHw+rHMF7P9xGtqMH+cPajVbVpsStV1dYktwNHATcAJDmEpuJ1\n4yzLF3BOO5FkT2Az8NgNRJLsBVwGrAZeWlXb5+nGDnYdZjkwJmySJEljzkRNU+aDwJuTfImmUnYO\n8LlZbjgyc83bQTRDGvenqYzdB3ykbV9NM2zyYZrK2oN96+8LvAj4MnA/zbVvbwf+18rv1uxM2IDn\nHPgU/t8Az04N+8YYw7ol+jQxHhoGq3HSePIzQrPZ3XGRN75pyD1Zug7/cPbZNLfj/zvgCcAXgBMA\nkrwauLCqVrfLrgE+AawDfg5cDfxOT2L2SpqhmQ8CdyePFc4uqaqTgccD/5VmuOQeNDcduRR4z8D2\nro8JmyRJmgjTeiJjWvdb06uqHgVOa6f+tktpEqqZ5z8Afn2ObX2Ettq2m/a7gd9cTn+Xy4RtFqM6\nU+YZOkkLtfmUU/2SJo2An9WaKt2tsE0VEzZJkqQF6j1RYvImaRhM2CRpTHnNmyQNx1Qm5wXssMLW\nBXuMugOSJEmSpNlZYZOkKdCV36eSJsFUVlumhP+3vcpr2DrCCpskSZIkdZQVNkmaYv1nk624aRhW\noorhsaqlsoq2CFbYOsGETZKmmF96JUnqNhM2SZK0LKOoWFgl0e54bKwgK2yd4DVskiRJY8oquTT5\nrLBJ0hTrPRPtF7/xs9xKwlL/z61gSFPA32HrDBM2SZoCJmOSJI0nEzZJkjpi2JUrK2UaZx6/g1ZQ\nO0bdCWHCJkkTzcqaJEnjzYRNkqQB8Oy/hmHmOJumkzP+bQ2Rd4nsBO8SKUmSJEkdZYVNkqRF8Oy+\nuqj/uBz3ipt/Zx3gXSI7wwqbJE0wv/SsLOOpceGxqhVRNbhJC2aFTZIm3OZTTh37s+2D4BdaTbrZ\njvEuvhf4tyjNzYRNkjRR/PIn7d5cfx+DTub82xxDVsI6wSGRkiRJktRRVtgkaQoM+sz2sIdZeaZe\nWnn+XWlnXmvWFVbYJEmSJKmjrLBJkpbNM/OSNGEK2LFj1L0QVtgkSZIkqbM6mbAlOSzJZ5JsSfKT\nJJ9Ksq5vmdOT3JHk/iTXJDlkNL2VJEmSJpC/w9YJnUzYgI8BPwGeBjwd2AZcOtOY5NXA6cCxwAHA\nd4BPJ1k1/K5KkiRJ0mB0NWE7FLikqh6oqvuBi4EjetpPAi6squur6gHgrcAhwIsW+gJJ9kuyPsn6\nRx55ZCX7LkmSJI0/K2yd0NWE7WzgNUn2SbIGOBG4sqf9COC6mSdVtR34B3ZO6ubzR8BGYONdd921\n7A5LkiRJ0kobasKW5KIkNcd0VrvoZ4FnA1vb6XDgtJ5N7QPc27f5rcCaRXTn/cBhwGEHHnjgkvZH\nkiRJmkwFOwY4acGGXWF7A801Z7ub3p3kScDfAp8EVrfTJ4GvJtmr3c42YG3ftvcF7ltoR6pqS1Vt\nqqpNj3ucv24gSZIkqXuGmqm0Qxe3z7VMkl+jScbeV1UPtvPeB/wZTUVsQzsdRZPIkWQ18Kx2viRJ\nkqTlKKjyd9i6oIvXsN0M3AOckmTPJE8ATqWpnt3aLvNB4HVJnpdkb+As4Dbga6PosCRJkiQNQufG\nAlbV9iQvB94DnAEE+Hvg5W2Fjqq6NMmvAlfTDIX8BnBcVT06om5LkiRJk8VrzTqhcwkbQFV9Azh6\nnmXOBc4dSockSZIkaQQ6mbBJkiRJGjF/L60TungNmyRJkiQJK2ySJEmS+lXBDu8S2QUmbJIkSZJ2\n5ZDITnBIpCRJkiR1lBU2SZIkSbsoh0R2ghU2SZIkSeooK2ySJEmS+pTXsHWEFTZJkiRJ6igrbJIk\nSZJ2VsAOK2xdYIVNkiRJkjrKCpskSZKkXZV3iewCK2ySJEmS1FFW2CRJkiTtpIDyGrZOsMImSZIk\nSR1lhU2SJEnSzqq8hq0jrLBJkiRJGhtJViU5L8ndSbYluTzJ/nMsf3KSTUm2J/lWkqP72g9Nck2S\n+5P8Y5I39bX/UpK/SvLTJFuT/M8kew9o93ZhwiZJkiRpF7WjBjYt01uAVwAvAJ7azrt4tgWTHA+8\nC/h3wFrgQuDqJAe37auAq4DvAgcAxwFvTvJ7PZu5AHh2O60HDgfOX+5OLJQJmyRJkqRxchJwTlVt\nrqp7gTOAY5Ksm2XZ44FLquqGqnq0qj4A3AWc2Lb/NvB04MyqeqCqrqdJ6k4GaCtpJwB/WlV3VtVd\nwJ8Cr02y18D2sIcJmyRJkqRd1Y7BTbAqyfqeab+FdCnJWuBg4LrHull1K3Af8NxZVtkDSP9mgCPb\nfx8BbKqq7T3t17fzAQ4D9up9vbZ9b5pq28B50xHguuuuuyfJQ8CdwKOj7s+UWAU8BWM+TMZ8+Iz5\n8Bnz4TPmw2fMh28lY/705Xdn8Lbx089dU5ft9rqwFbAvsLHn+TuAty9gvTXt471987f2tPW6Cnhf\nkkuADcDraBK+W9r2febZ1j6zvN7Mv2d7vRVnwtZ4Ic0Bc3RVbRp1Z6ZBkvUY86Ey5sNnzIfPmA+f\nMR8+Yz580xjzqjpmkNtvK2q9VbUtC1x1W/u4tm/+vjRVtn4fBX4ZuBTYH/gU8MWe19s2z7Z6X29r\n32vP9norziGRkiRJkoaqqrZU1aaeaUEJW1VtBW4HjpqZl+QQmmrXjbMsX1V1TlUdVlX70Vybdjjw\n5XaRDcD6JE/sWe157XxoEvWf9b5e2/4gMJTk3YRNkiRJ0jj5IM2dHJ+RZA1wDvC5qvpe/4JJ1iY5\nPI0DgL+kqYx9pF3kK8D3gXcn2TvJkTTDJi8EqKoHgUuAdyY5MMmBwDuBj1bVzwa7mw0TtsYWmnGz\nCy3FavmM+fAZ8+Ez5sNnzIfPmA+fMR8+Y94tZ9Ncm/Z3wB001xieAJDk1Ul6byCyBvgEzdDGjcCe\nwO+0iRhV9ShwLPDrNP+/nwHOq6qP92zjFJpq2sy0EfiTQe1cv1Qt+3cQJEmSJEkDYIVNkiRJkjrK\nhE2SJEmSOsqETZIkSZI6yoRNkiRJkjrKhE2SJEmSOsqETZIkSZI6yoRNkiRJkjrKhE2SJEmSOmrq\nE7Ykq5Kcl+TuJNuSXJ5k/1H3a1IkuSjJw0m290yv71vmNUluTfJAkm8m+Y1R9XccJXlVkq8muS/J\nI7O0H5PkpiQPJvn7JC/taz80yTVJ7k/yj0neNLzej6e5Yp7k6CTVd8x/vW8ZY74ISc5pj+H7kvww\nyYeSPLlvmTnfR5L8kyTXtu23JjlhuHsxXuaLeZITk+zoO84/1rcNY75ISf57ktvauN+V5LIkB/e0\ne5yvsLli7nGurpj6hA14C/AK4AXAU9t5F4+uOxPpI1W1umf6i5mGJC8C/hL4z8CTgMuBzyRZM6K+\njqOfAn8BvLG/IckhwBXAe4C17eOVSda17auAq4DvAgcAxwFvTvJ7w+j4GNttzFuP9h3z/2ymwZgv\nyaPACcB+wBE079Ufnmmc730kyVrgf7fznwScDHwgyQuHuA/jZs6Ytzb3Hee/P9NgzJfsYuDIqloD\nrANuBz4OHucDtNuYtzzONXImbHAScE5Vba6qe4EzgGNmvtBq4P4QuKKqPl9VDwHnAQ8B/2a03Rof\nVfW5qvoYsHmW5tcC11XVJVX186q6FLi+nQ/w28DTgTOr6oGquh64kOZDR7sxT8znY8wXqareWlXf\nqqqHq+pu4M+Bo3sWme995N8CDwLnVtVDVfUF4Eqa93/NYgExn48xX4Kqurn9LgIQYAdwWPvc43wA\n5on5fIy5hmKqE7b2zMjBwHUz86rqVuA+4Lmj6tcEemWSe5JsSjP8dHVP2xHsHP8CvtXO1/LtFN/W\n9fwivkcAm6pq+27atTSrkvwgyY+TXJ2kN57GfPleAtzY83y+95EjgOvb+TOM+eL0xxzgae0x/oMk\nH0/yjJ42Y75ESf4gyb3AduAU4O1tk8f5gMwRc/A4VwdMdcIGzAy7u7dv/taeNi3P+4FnA/vTnAV8\nMfChnvZ9MP6DNF98jf/Kuxk4EngGzbF/I/C3SQ5q2435MiR5JU2l4ZSe2R7nA7SbmH8FeA5wEPB8\n4GfAF5I8sW035ktUVX9dVWuBX6FJHL7dNnmcD8gcMfc4VydMe8K2rX1c2zd/X5oqm5apqq6rqjur\nakdV3QT8CfC7SZ7QLrIN4z9I88XX+K+wqvpxVW2oqkeqamtVnQncA7ysXcSYL1GS42lO+BzXDiWd\n4XE+ILuLeXsZwab2vf3HNAndQcBvtosY82Vq4/oh4G/aG754nA9Yf8w9ztUVU52wVdVWmotLj5qZ\n196kYQ27Dv3QytjRPqZ93MDO8Q9NdWLDkPs1qXaKb+t5/CK+G4D1PWcL+9u1Mnaw8zFvzBcpyX+g\nudbv2Kr6Ul/zfO8jG2hi3MuYz2OemPerduo9zo358j0OeCJNkuBxPhy9Me/nca7RqKqpnoC3ARtp\nhi+tAT4BfHbU/ZqUCXgVsG/772cBXwcu72l/Ec2Y8ZcAewKnAXcCa0bd93GZgFXAXsBLgUfaf+9F\n84HyTOAB4PeBx7eP9wPretb9LnABsDfNh/+dwKtGvV9dnuaJ+b8ADqU5IbaaZnjNVuBpxnzJ8f5j\nYAvw/N20z/k+QnPG+27g9Lb9Je3yLxz1vnV1WkDM/xXNnSMDPJkmsfs+sNqYLznmewBvAA5snz+V\n5gYWt9EkER7nw4+5x7lTJ6aRd2DUU/vl6b3AT2hK21cA+4+6X5MyAV+mGQ52f/sGeD59yRjwGpq7\n7T0IXAv8xqj7PU4TcCK/OOvXO61r248BbmrjexPw0r71DwW+SJPY/RA4bdT71PVprpjTDPv9fnvM\n3wV8tv9LrzFfdLwLeLj9IvTY1LfMnO8jNNefXNu2bwZOGPV+dXmaL+Y0dyj8YXuc/wi4DFhvzJcV\n8z2Az7TvG/cDdwCXAs/sWcbjfIgx9zh36sqUqt4b20iSJEmSumKqr2GTJEmSpC4zYZMkSZKkjjJh\nkyRJkqSOMmGTJEmSpI4yYZMkSZKkjjJhkyRJkqSOMmGTJO0iyUVJPjvqfkiSNO1M2CRJkiSpo0zY\nJEmSJKmjTNgkSXNKsmeS9yb5UZKHktyQ5OU97euSVJLfTXJ1kgeS3JrkD0bZb0mSJoEJmyRpPmcD\nrwFeDzwX+DzwySTP6VvuHODD7TKXARclWTe8bkqSNHlM2CRJu5XkicB/Ad5aVVdW1caqOgO4Fjij\nb/ELquqyqroFeBvwCPDi4fZYkqTJYsImSZrLM4E9ga/2zf8K8Gt9826Y+UdVPQLcDTxloL2TJGnC\nmbBJkpYis8z7ed/zws8ZSZKWxQ9SSdJcbqFJxH6rb/5vATcNvzuSJE2Xx426A5Kk7qqqB5L8OfDu\nJHcDNwP/EfinwOtG2jlJkqaACZskaT5n0gxvvBB4MvAd4F9X1bdH2itJkqZAqmrUfZAkSZIkzcJr\n2CRJkiSpo0zYJEmSJKmjTNgkSZIkqaNM2CRJkiSpo0zYJEmSJKmjTNgkSZIkqaNM2CRJkiSpo0zY\nJEmSJKmjTNgkSZIkqaP+P+BFs6vt03N3AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "e_ocean_mask = (1.0 + 0.0 / (e_lsm.max(dim=\"time\") == 0.0)).rename(\"ERAIN_ocean_mask\")\n", "e_ocean_mask.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Get wind stress" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[ 0.027282, 0.027197, ..., 0.027265, 0.027251],\n", " [ 0.038398, 0.038274, ..., 0.038408, 0.038402],\n", " ..., \n", " [ 0.03018 , 0.030174, ..., 0.029991, 0.030082],\n", " [ 0.02696 , 0.026891, ..., 0.026857, 0.026898]],\n", "\n", " [[ 0.019776, 0.01961 , ..., 0.019945, 0.019875],\n", " [ 0.02701 , 0.026617, ..., 0.027511, 0.02728 ],\n", " ..., \n", " [ 0.046286, 0.046266, ..., 0.046012, 0.046171],\n", " [ 0.039972, 0.039892, ..., 0.039736, 0.039892]],\n", "\n", " ..., \n", " [[ 0.055182, 0.05512 , ..., 0.05475 , 0.054931],\n", " [ 0.048027, 0.048154, ..., 0.047453, 0.047751],\n", " ..., \n", " [ 0.062529, 0.062512, ..., 0.061962, 0.062254],\n", " [ 0.058974, 0.058855, ..., 0.058651, 0.058808]],\n", "\n", " [[ 0.087073, 0.086903, ..., 0.08678 , 0.08692 ],\n", " [ 0.072613, 0.072577, ..., 0.072457, 0.072544],\n", " ..., \n", " [ 0.046473, 0.046468, ..., 0.046111, 0.04628 ],\n", " [ 0.045081, 0.044966, ..., 0.044886, 0.044971]]], dtype=float32)\n", "Coordinates:\n", " * lon (lon) float32 0.0 0.703125 1.40625 2.10938 2.8125 3.51562 ...\n", " * lat (lat) float32 89.4628 88.767 88.067 87.3661 86.6648 85.9634 ...\n", " * time (time) datetime64[ns] 1978-12-31T12:00:00 1979-01-31T12:00:00 ...\n" ] } ], "source": [ "e_taux = xr.open_dataset(ERAIN_taux_file).IEWS\n", "e_tauy = xr.open_dataset(ERAIN_tauy_file).INSS\n", "e_tau = (e_taux**2 + e_tauy**2)**0.5\n", "print(e_tau)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mask wind stress\n", "\n", "There's a small (order of the round-off error) difference in the latitiudes of the ocean mask and e_tau. Make up for this by just copying the latitudes from e_tau to the mask." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[ 0.027282, 0.027197, ..., 0.027265, 0.027251],\n", " [ 0.038398, 0.038274, ..., 0.038408, 0.038402],\n", " ..., \n", " [ nan, nan, ..., nan, nan],\n", " [ nan, nan, ..., nan, nan]],\n", "\n", " [[ 0.019776, 0.01961 , ..., 0.019945, 0.019875],\n", " [ 0.02701 , 0.026617, ..., 0.027511, 0.02728 ],\n", " ..., \n", " [ nan, nan, ..., nan, nan],\n", " [ nan, nan, ..., nan, nan]],\n", "\n", " ..., \n", " [[ 0.055182, 0.05512 , ..., 0.05475 , 0.054931],\n", " [ 0.048027, 0.048154, ..., 0.047453, 0.047751],\n", " ..., \n", " [ nan, nan, ..., nan, nan],\n", " [ nan, nan, ..., nan, nan]],\n", "\n", " [[ 0.087073, 0.086903, ..., 0.08678 , 0.08692 ],\n", " [ 0.072613, 0.072577, ..., 0.072457, 0.072544],\n", " ..., \n", " [ nan, nan, ..., nan, nan],\n", " [ nan, nan, ..., nan, nan]]], dtype=float32)\n", "Coordinates:\n", " * lon (lon) float32 0.0 0.703125 1.40625 2.10938 2.8125 3.51562 ...\n", " * lat (lat) float32 89.4628 88.767 88.067 87.3661 86.6648 85.9634 ...\n", " * time (time) datetime64[ns] 1978-12-31T12:00:00 1979-01-31T12:00:00 ...\n" ] } ], "source": [ "e_ocean_mask.coords[\"lat\"] = e_tau.coords[\"lat\"]\n", "e_tau *= e_ocean_mask\n", "print(e_tau)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Select Region\n", "\n", "### See whole data set" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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RQzA7d0pbt2TobL9awlpFcCEkI6RLoYTDC4y4BlBypDAmiIFo2X5ddGzLcnwT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lz/PgjEiIq8Tus5LRJTlrN90bLA0khYU9UqkyiMhX0zq18oM5h3qiaLab3YeoUbtEglcnGI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uo+bt6nPPWpRSp2ZqT81lEGhapA1ZkFuQ3RmVIS4o2uim/TYbecv97O9MYEkkC/Wn3hUk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\nyERERERERFpECZmIyBJlZreZ2T0teF43s7cu0GO/Kj7+hoV4fBERkcVGC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "qs_tau.std(dim=\"time\").plot();\n", "plt.gca().set_title(\"QuikSCAT wind stress amplitudes\");" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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8qlSobkpHP/4rw0a6qzv+lbm7wuurRkkbJuLfSkTpUx1cBerlhzZI+YxeilKP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\nE2AiipKJsSxDZ2K+OGKZitoLNsohYAWc9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9nOKvE8lPuM7anjfcUDqpSxz5CgR8Fg3HPv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\nqs0HHuid3iVJkiTtm7FmD+20u62z7ZPkNTQJ0ser6vl228eBv6IZOdrYljf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "e_tau.std(dim=\"time\").plot();\n", "plt.gca().set_title(\"ERA Interim wind stress amplitudes\");" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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vsEmuz3noBbbMbXwVDsVIJBKJRO4wREEWiUTuMOzKI9ZmcPgsZTdh+us/RXfO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YC4BpAS60sjWZIt7jAM2a+0Y8JzTeM+V5GCOYgcoRQQmIRTDG1+k1e0Ojde5+o1uwFGjknDsA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jnvuWcxoZyBvyi/JSlzL0i0oMcTVq8jgPasqsJ3BNxG+ueIpYryQA6U7lnHbD3WBXhPVE6W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\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O1r7+nHkag7ZEnxios7blNiXlzc5iGwmltZUEyQyQhNfJYpyne7uytbgrjFZnrIYFg/so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hzMgKnPGhnyQggo3XvIThZTyPQsEU5vrWDE+UKF44jLCLaSvcnyZnqPuFWYOIOomENopX92WqOq\nkSpx6OR7NHaS7UAQcmNOwuwQ4onDTdJoZewiIrz2OstzkY7fEHPpl0Xd7PQ6d6QWlGKecwlRapeL\ndMQ0n8Tygui9GQFyUic9WV5RUaASsoqKy4x7q3HbTIO0CJvDJLMDzeM+D1Bvpknc07l9xGtPIb71\nXaBnPgX09veDhxHhS74Q7k//HADAz3naEY+wpc4ByC9bXRZbDz9IfQ2NWd2w29UUoJ1ZStlpD7X+\n6rQYtSZr3SyltmR2LmDYdujOBayu7dDuB6yun6eXcbcX0Z9s4ddRiJqlSa0Doh40RUZ/usP840tQ\nEA92UHVJMViycZDScfTF6jggzlT23pS1GElMwwQgzON8nGdTaq8kFUXq6wYxaGyZRkAmkavCswoA\ncC6pwDFpawEz8G1HzomcM8LRlJexMPTV+JHtaaqcGYLJ464kVJexc7Iu08RoTX9bzYgaEmQGjqXm\nNVL35IbsMefG5RoqQIwnIrCSjvbsenoDl/CE9tymTrmMp5GKiSFEBNdrs3XmdFyuzxGdVPMTAW6b\n6TaMQJtMe4iidriOQFAjqxdC5Va9GKm9NAmmKESCRpNHd1IPWRBmaorr7ov0tRgl2rjq5Z7ZuC+I\nWVQA1dijGNNzWYKdgz/oJTq7aOH31whbnaTidU0mNICmPOa0PrtOqY5mHUCWnqxGsutDMrS5USfP\nssd4Up7V5twaxIzh9Bx+me/dMG/gxoAw82gOh1SzF9u51raNaT2vKn9MJOMRG/izG+dqXKeTaKdb\nj/JceZ9qqwAgOjlGvxxVut/l1N7NsfMO7CwiBQBFTZGSIZsDUv2QpeiZs0PFQ6xuKV2/QUmGkUBr\nR7EadO6UaKI9M5NTXQd53iKkh6MR9XIO0utEg0bBffH8GgEagjyfQ5zWIjqkNGZTdAzbnVzrMvJd\njKtEvFx63gAIgS2ITIqq6/0qF0TIHSLAsNTe3D+SVjFvw7Znx+9jIvCGpqzjsqHoIe+kISZRE4ms\nUk4hZpbIHiCOGocJ8bQrYBG+MsUwth7usEecybvVHfb5utpxtHp9JqUEci1sfnL9OHWyXQng/B6t\nuLSohKyi4iGKCzXtLmvTXv3elx7/nQ9/FADAb3w7aGsLPE6NnFLpzF6+ZrBJqpum/A0BQb3z3Iin\nL2ptCtQLDghpafYHjFs+Sf2OTa6vAYBuT4QX+hMebgDGhRg4w46H7yOGLdsng1rCuC2pUe1e0GbG\n02afs7vXWr8Rpsasz+k68AT2zUSqGLGox2ryuXgzsJqcKnR8U2hNvRqsPkbHwP5P9V2SSoYi9W9q\nsEj/tKT6lyS+ME0pLEhROg8jScU5JRGPVIw/FSEoUyXRkJBG+05pLBRRJIs6pO0DmXjGWJx7zFG3\nDTUxS5dj57MBVkQa0lg59b5z3LhesZCmLgxjT8B6lPEmAtppilUivMxADLkXnx2XHe8Yga7J49P6\nHFUMQf5nl0kscxbIKVRL099FRNP2WRJJeJ/HvHH5PiuMU5F6bzLxO8a7bsZu3GoBhjgkmEHLMUXr\nEjQVTmpVzfiNSJ3d9diErKna5UEvxvpBKOruPJo9iWbxXMbM6olyf6sR/rBPbb3ADLccELZn8Ic9\nYPPNYS/G6t66IP2DOJbK8bQodz/CORl3O9cUuREbHBbxJeb8zDR+IqjBLpPNMHMpmrepzidjLBHH\nbMTHFAmKnU/bsX5zFNVBoUa4rceNA1aMsN0J0Wg9/P566gRJKavzLK4Bpym4OjcuB0gtXb4faG+N\n8doduPWY56BxBAKliKKdC8bpfcZwaM5p/0qbq8yJVN5zGnlK85jNsYWzx5w33PrUjsUfRISTXZ4n\nCkI2EU6xv+2mIWsx4abrldL4+r1EHp08b/6gB+mzk/YVi+wAJesMLyRslcknd17mNXWOeU1dLiPw\nts10zy6HNFZxS2oybf7k6JLz6IoU9XiIgog8gJcC+HYAcwCvAfCdzHzXedb/agA/A+CxAG4D8APM\n/Jpi+ecD+HkAzwZwBsDLmflnLuU5lKiErKLiCsO9pT+eL9r2XPcCUNehOX0K+MCVc+ZIAAAWCElE\nQVTHAW1+Pv6Xt4JuejL4z96B8bk3gUkK3t0QAaeKaADuedIOZrsMN3RJva07JylI5tkGpNaqORxB\nEUlFj1speM7F8sDyuk7qJSBN2UViHlif9GiWUbfl0O3FlFZEgdGMEcNOg3ZXiaVzAKkBiSwTH1Wg\nIr0QNUJjL0XufEr3obGMIFCWvi4iROJdnRKM1NTaEOOEuPGszZGSFCnyKV0xeYvLei4HMWSSmlqx\njstkjTYNIDNwGsoGlBoyPIRp+mNpcBXF8ghh6r3VonhZTwiEeXwtvTLvByntjaMaimUaT6GGaak/\nRjImcBKlsfQ0KsmlKyJdZpQZCfNer5ErUuYy+QIA9Pp/46Q2rCRRNi5Reu2lMbf9hWx8Uj9qemru\nf2WRr0TQishiqYCZjp98MrbNcIVG+Lio2SFkwkscUmrmpFbNOSAEuEMhZanZvO4rEQKNUJE2QDbH\nCjsHN/S6Tpciu37I6ZfeUirNU67D6taDpPV2jdTcFdFd2RklI9TtSVS0OXuoY2nzgQOtcn8u+03r\nEfAOrBeUuyaTaSIhgo4kpTCl/MUUmWXnMnGmLNCSDi0iRQi9Ol7YZedMTgnUmrTVKCzeFXMDoA2l\ni/qi4llzxXi49QiOXqKihznll32bxXOUBHHr4fdWso9RIqnEDLev4zQGue5OnQOqPtvctT8df+8k\nAkza99FILpBl6TufIr/yXGnuIPQZMmJa+gIsgm8OryJaZHORRe78/jr9nqgU6vOWHD8a4dusl5tE\n7qPW5aqYDgAh40X9KwUGLYfpvKjXJcnzG8FTQZ0ys8GtB7A6OSZEeWOuSmnqzk3mYwCp3+dE0bKI\nlF5peAjXkP0wgL8D4JkA7gbwbwD8GoDnba5IRI8F8FsAvgPA/wPgBQBeSURPYubbldy9CsAfAng+\ngCcA+D0i+igz/8cH42QqIauoeIjigZTrP1/dWvOIG4A77gIecQNot0fsPIZTnaRnjTnytbgnYnm1\nw7Vv2cP6+m1RXZt57D5mgW4/ZiU0BkY0aPYGqR3ZbkXZDci9yhzQHgSsrmngBsawIylvRsqGbXmp\ntYeM1VUOs7NA7AC/DBi3GlWC015rByOs0anVIbkhyIu7MJiDEjA3cG52bFGwQjksgQAwpSJ7NEW0\nTeHWY1KDA8QAiYsmGyvrkMgKnKYWhSCGJHLEMEVcnBmAheGwQRbgM9kxI6Es0JcoC02IFbVeDAz7\nrEybNMW4MoJWRKTSMYYInouQi5xDh1JSktaZQJJFmxySkhs7B9ePEtEYAmLXaKQhE7W0e2v0a0Sx\niPCRGTpKXsxgReNABytpim6GoydZv/U5khjkGogxVhBxI95OyZoZd2M2yEpVRvgmpQiXUQ1LY0v/\nF4aiCSWk84w0vZ6KpH7HnEm9Gq7lsnTomgZF/QjXONBh9uJTESHzuyvErS5F2iydtjRa0/bVeKVD\niQzCDFTbrqVHG7GztEtsRAGBHKGw1E2ocWzPnBKGlNaqKXST6wJ7XvQZSU2dBoQT80TuEpkP+byk\nFcB4tKZP76+4aNP9KxEtjYYUaWmApGPLvGBkpUj5s3GxiJWDpLwW97Y4PTg5OWhZkJMyYjRK30OL\nVBEzaH+ZiHdaLwQgUhoLWvdTAgBIXaTWFCIyaNmn5XFnkVYzIo4xyvYozyHJ8aLzVDjRwe9JuxLu\nmikJbzS6rW0TWJ8pEG84JCjPQ/asr8b0vORUeZ6eU5rvcvSJiPP1NCeCpXia4wnZmUNjFJIfATeO\n4GCZEMjHRpmUlk6eEmWt6dH5s3yfZCfWketTcX/xHQD+OTN/EACI6CUAPkBENzLz7RvrfhuAtzDz\nr+v/v0FE36Wf/ziAvwrg0QB+hJkPAbyViH4BwHcBqISsoqLi0mBTERIA1s94FGavehM6Xf6FL3k5\nHvYWqeWZ/84bMQdw7hufJb1zVtKUutuPKgstGOfSu6jb9Ri2pd+UHxjDlpvUkIEZs3NBSRhhfUqi\nYaVk8/JaIWrr0w5uAHwnL85mlRtrh87BDZxU49xKojxkJEdre6RIXhThAEhjXpcV6ZKUMzPAUOUw\njZ6ZbdAWL11AogJDAAf9XmCp8TKkWpPCOPQkdTqc5aXFSBOP98TbOkaJeEG9sVAjpNSSsIJxM9Qi\ncrqpnY9+nrzezCKTX0YGvcuedq1BxBiBYQTPW8SdrVQHkaJOZog6iGKanpcQCREGSOuyVOnZebsh\nJMU5BIbf1wr/MYAX3cQjTUMQ8lAaM+sIRAbPNJ2PCbwtojGpnss868swMfY3CYN8nqM/FrFi55AU\nE8p9GwlLN0LMpGHMdWsiOuIkBVPrBycS4nrtRba8IJgFjDTFrS573TfSFstzIhW8kPUYcZ5FGSbG\nszoSEikbpuSUvUj/k5NoWZy1OYULkIghxTwWzuX6xfIcS7JqkWEjokZONfJpAizl+JQKn+maTVIt\nCe6gz2mJmmKX7hdTg229iD3YfTbvQKteoill1BU+Ravi9kxIgoNEJg8H8LzRdMF8raxNgltKBGg8\nvSWRw34E+kxI47yTlDei/OyRtA4pDXqK8tyhmQEshNEB8ll5f9j+F52cs9XUldEMZvme01Rbq58c\nA9yh1mk6kmepkTQ9hhA/IpJolO0zRqD1aHbX2eGl91MZ6S4zE8zhE7a0N585bmZOIl8AKAaEead9\nLiV1txRHaQ7HXC+o6d/cNTnCVzo9Wq9zaBZTsfssdr6I7JcRPX1O0npNFonZW4rzxVOq+QMgz61x\nS3sm7Llyb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "qs_tau = qs_tau.sel(latitude=slice(-70, 70), longitude=slice(120, 270))\n", "qs_tau.std(dim=\"time\").plot();\n", "plt.gca().set_title(\"QuikSCAT wind stress amplitudes\");" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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MSduhVfMosvzSi9rbtfXqhWasE9QNtdnidE/CV/VdGimJ61WCFVWW0Y6uBBAV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6SFLKTcPRDdD5qSuRgUr0kPW1GEO9Q+yeOptjWRCUWy3upd0zw4wTUwWmafcN5ojZHbUMyhUb9U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\n1BOPT/KeWJuExDai6NNaNH3tWBQ2A9bijj0w2a2tHp0svyt6v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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# note the inverted latitudes!\n", "e_tau = e_tau.sel(lat=slice(70, -70), lon=slice(120, 270))\n", "e_tau.std(dim=\"time\").plot();\n", "plt.gca().set_title(\"ERA Interim wind stress amplitudes\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot histograms of regional wind stress\n", "\n", "As a quick plausibility check, plot histograms of the wind stress." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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QePXdPO5+wEXARStWrLibu5IkSZKke76FHl5v6O7XHyrfgDb6OuxDwD9X1eV3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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 1, sharex=True)\n", "qs_tau.plot(ax=ax[0], bins=np.arange(0, 1, 0.05));\n", "ax[0].set_title(\"QuikSCAT (monthly) Wind Stress\");\n", "e_tau.plot(ax=ax[1], bins=np.arange(0, 1, 0.05));\n", "ax[1].set_title(\"ERAIN_SFC12_MM (monthly) Wind Stress\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Zonally averaged variance" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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rK4vc3FzMLNNVERERERHZoimjmSbFxcVs2LAB51ymqyJNpLy8nJUrV+qfCSIi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\nY8xE4NvA9cBjwAnW2k3JOpiMDve/tpuDjR34fYbPnTdn4CcMIMvv4z0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5OGaErThRoClD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Y9SkrnK1yMTQgjR1R2ltclmZ9psdEgAKdHB3hyZOIywQBMPnDkIgPX7yrhk/ioKKuo8cq1/L8lE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\nb65pMOl2CIqEL2+Hfb+qNNqL3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wEr9xRzhBix3ULNRoanRDGiRxQje0QxOCmclOgQ38/4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\n7V+a5K4k65PcmeQlw+oPSXJ9krVJFif5wLD63ZJcl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "\n", "e_tau.var(dim=\"time\").rename(\"ERA Interim\").mean(dim=\"lon\").plot()\n", "qs_tau.var(dim=\"time\").mean(dim=\"longitude\").rename(\"QuikSCAT\").plot()\n", "\n", "ax.legend();\n", "ax.set_ylabel(\"N2/m4\")\n", "ax.set_title(\n", " \"\"\"zonally averaged wind-stress variance from monthly fields\n", " between 120°E and 270°E\"\"\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate periodograms\n", "\n", "### Zonally averaging spectra\n", "\n", "Just like variances, we can take sums, integrals or average of power spectra or power spectral densities. We'll prefer power spectral densities because its integral is (proportional to) the variance. Hence, by integrating all or parts of the spectral densities, we can compare variance associated with nearly arbitrary frequency bands, once we have the spectra. (See, e.g., the [Wikipedia on PSD](https://en.wikipedia.org/wiki/Spectral_density#Power_spectral_density).)\n", "\n", "We'll use [scipy.signal.welch](https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.signal.welch.html) for estimating the spectra in a way that is robust against symmetry and decorrelation subtleties.\n", "\n", "### Calculate the actual spectra\n", "\n", "We'll have to cast them to masked arrays to allow for easier averaging." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "qs_f, qs_psd = ssig.welch(qs_tau, fs=12, axis=0, nperseg=45)\n", "qs_psd = np.ma.masked_invalid(qs_psd)\n", "qs_lat = qs_tau.coords[\"latitude\"]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "e_f, e_psd = ssig.welch(e_tau, fs=12, axis=0, nperseg=45)\n", "e_psd = np.ma.masked_invalid(e_psd)\n", "e_lat = e_tau.coords[\"lat\"]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array(['1999-11-01T12:00:00.000000000', '1999-12-01T12:00:00.000000000'], dtype='datetime64[ns]')\n", "Coordinates:\n", " depth float32 10.0\n", " * time (time) datetime64[ns] 1999-11-01T12:00:00 1999-12-01T12:00:00\n", "Attributes:\n", " long_name: time\n", " axis: T\n", " standard_name: time\n" ] } ], "source": [ "print(qs_tau.coords[\"time\"][:2])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(23,) (560,) (23, 560, 600)\n", "(23,) (200,) (23, 200, 214)\n" ] } ], "source": [ "print(qs_f.shape, qs_lat.shape, qs_psd.shape)\n", "print(e_f.shape, e_lat.shape, e_psd.shape)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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rmCwnC+F1NIQckZUQd3TvGyLyyknDaJN/ejAif8NRUFX3A34ceDzwUOAzwM8D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\noAIOA54ErIuIzcA+wLeAUzPzpm6ZI4C/nFkhM6ci4r+79/sKqCJiX2B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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "\n", "cb = ax.pcolor(qs_f, qs_lat, np.log10(qs_psd.mean(axis=-1)).T,\n", " cmap=co.cm.dense_r,\n", " vmin=-5.5, vmax=-1.5);\n", "ax.set_ylabel(\"lat\")\n", "ax.set_title(\"QuikSCAT\")\n", "ax.set_xlabel(\"f * year\");\n", "fig.colorbar(cb);" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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HXbyjqgp4KHDzUjZQkgYX+wImSVqaIxZI2jcHNeUP4F8BT6yqv1RVa0yjU2eB/wa8AvjW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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1)\n", "\n", "cb = ax.pcolor(e_f, e_lat, np.log10(e_psd.mean(axis=-1)).T,\n", " cmap=co.cm.dense_r,\n", " vmin=-5.5, vmax=-1.5);\n", "ax.set_ylabel(\"lat\")\n", "ax.set_title(\"ERA Interim\")\n", "ax.set_xlabel(\"f * year\");\n", "fig.colorbar(cb);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to proceed?\n", "\n", "Compared to ERA-Interim, we do see decreased variance at low latitudes (±5° … ±20°) in QuikSCAT monthly wind stress. In the spectra, the dominant variability seems to be the annual cycle. We could go forward by separating different time scales, isolating the annual cycle and its harmonics, etc.\n", "\n", "…" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boilerplate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exact versions of data sets" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/data/c2/TMdata/git_geomar_de_data/QuikSCAT/v1.x.x\n", "v1.1.1\n", "/data/c2/TMdata/git_geomar_de_data/ERAIN_SFC12_MM/v2.x.x\n", "v2.0.0-4-g9ebb7e7\n" ] } ], "source": [ "!(cd /data/c2/TMdata/git_geomar_de_data/QuikSCAT/v1.x.x/ && pwd && git describe)\n", "!(cd /data/c2/TMdata/git_geomar_de_data/ERAIN_SFC12_MM/v2.x.x/ && pwd && git describe)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### All installed Python packages" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# packages in environment at /home/wrath/TM/software/miniconda3_20170727/envs/py3_std:\n", "#\n", "alabaster 0.7.10 py35_1 conda-forge\n", "anaconda-client 1.6.5 py_0 conda-forge\n", "aospy 0.2 py35_0 conda-forge\n", "asn1crypto 0.22.0 py35_0 conda-forge\n", "astroid 1.5.3 py35_0 conda-forge\n", "babel 2.5.1 py35_0 conda-forge\n", "backports 1.0 py35_1 conda-forge\n", "backports.functools_lru_cache 1.4 py35_1 conda-forge\n", "basemap 1.1.0 py35_3 conda-forge\n", "basemap-data-hires 1.1.0 0 conda-forge\n", "biggus 0.15.0 py35_0 conda-forge\n", "blas 1.1 openblas conda-forge\n", "bleach 2.0.0 py35_0 conda-forge\n", "bokeh 0.12.10 py35_0 conda-forge\n", "bottleneck 1.2.1 py35_1 conda-forge\n", "bzip2 1.0.6 1 conda-forge\n", "ca-certificates 2017.7.27.1 0 conda-forge\n", "cartopy 0.15.1 py35_5 conda-forge\n", "cartopy-offlinedata 0.2 \n", "cdo 1.9.0 0 conda-forge\n", "certifi 2017.7.27.1 py35_0 conda-forge\n", "cf_units 1.1.3 py35_1 conda-forge\n", "cffi 1.10.0 py35_0 conda-forge\n", "chardet 3.0.4 py35_0 conda-forge\n", "click 6.7 py35_0 conda-forge\n", "cloudpickle 0.4.0 py35_0 conda-forge\n", "clyent 1.2.2 py35_0 conda-forge\n", "cmocean 1.1 py_0 conda-forge\n", "cryptography 2.0.3 py35_0 conda-forge\n", "curl 7.54.1 0 conda-forge\n", "cycler 0.10.0 py35_0 conda-forge\n", "dask 0.15.4 py_0 conda-forge\n", "dask-core 0.15.4 py_0 conda-forge\n", "data-repo-renderer 1.8.2 \n", "dbus 1.10.22 0 conda-forge\n", "decorator 4.1.2 py35_0 conda-forge\n", "distributed 1.19.3 py35_0 conda-forge\n", "docutils 0.14 py35_0 conda-forge\n", "ecmwf_grib 1.23.1 0 conda-forge\n", "entrypoints 0.2.3 py35_1 conda-forge\n", "eofs 1.3.0 py35_0 conda-forge\n", "esmf 7.0.0 6 conda-forge\n", "expat 2.2.1 0 conda-forge\n", "fftw 3.3.7 0 conda-forge\n", "fontconfig 2.12.1 4 conda-forge\n", "fortran-magic 0.7 py35_1 conda-forge\n", "freetype 2.7 1 conda-forge\n", "geos 3.6.2 0 conda-forge\n", "gettext 0.19.7 1 conda-forge\n", "git 2.14.2 0 conda-forge\n", "git-lfs 2.3.3 0 conda-forge\n", "glib 2.53.5 0 conda-forge\n", "gmp 6.1.2 0 conda-forge\n", "gsl 2.2.1 blas_openblas_3 [blas_openblas] conda-forge\n", "gst-plugins-base 1.8.0 0 conda-forge\n", "gstreamer 1.8.0 1 conda-forge\n", "gsw 3.2.0 py35_0 conda-forge\n", "h5netcdf 0.5.0 py_0 conda-forge\n", "h5py 2.7.1 py35_1 conda-forge\n", "haversine 0.4.5 py35_0 conda-forge\n", "hdf4 4.2.12 0 conda-forge\n", "hdf5 1.8.18 1 conda-forge\n", "heapdict 1.0.0 py35_0 conda-forge\n", "html5lib 0.999999999 py35_0 conda-forge\n", "icu 58.1 1 conda-forge\n", "idna 2.6 py35_1 conda-forge\n", "imagesize 0.7.1 py35_0 conda-forge\n", "ipykernel 4.6.1 py35_0 conda-forge\n", "ipython 6.2.1 py35_0 conda-forge\n", "ipython_genutils 0.2.0 py35_0 conda-forge\n", "ipywidgets 7.0.3 py35_1 conda-forge\n", "iris 1.13.0 py35_1 conda-forge\n", "iris-sample-data 2.0.0 py35_0 conda-forge\n", "isort 4.2.15 py35_0 conda-forge\n", "jasper 1.900.1 4 conda-forge\n", "jedi 0.10.2 py35_0 conda-forge\n", "jinja2 2.9.6 py35_0 conda-forge\n", "jpeg 9b 2 conda-forge\n", "jsonschema 2.6.0 py35_0 conda-forge\n", "jupyter 1.0.0 py35_0 conda-forge\n", "jupyter_client 5.1.0 py35_0 conda-forge\n", "jupyter_console 5.2.0 py35_0 conda-forge\n", "jupyter_core 4.4.0 py_0 conda-forge\n", "krb5 1.14.2 0 conda-forge\n", "lazy-object-proxy 1.3.1 py35_0 conda-forge\n", "libffi 3.2.1 3 conda-forge\n", "libgcc 5.2.0 0 \n", "libgfortran 3.0.0 1 \n", "libiconv 1.14 4 conda-forge\n", "libmo_unpack 3.0 1 conda-forge\n", "libnetcdf 4.4.1.1 8 conda-forge\n", "libpng 1.6.28 1 conda-forge\n", "libsodium 1.0.10 0 conda-forge\n", "libssh2 1.8.0 1 conda-forge\n", "libtiff 4.0.7 0 conda-forge\n", "libxcb 1.12 1 conda-forge\n", "libxml2 2.9.5 0 conda-forge\n", "libxslt 1.1.29 5 conda-forge\n", "line_profiler 2.0 py35_0 conda-forge\n", "locket 0.2.0 py35_1 conda-forge\n", "lxml 4.1.1 py35_0 conda-forge\n", "lzo 2.10 0 conda-forge\n", "markupsafe 1.0 py35_0 conda-forge\n", "matplotlib 2.1.0 py35_1 conda-forge\n", "mccabe 0.6.1 py35_0 conda-forge\n", "mistune 0.8 py35_0 conda-forge\n", "mo_pack 0.2.0 py35_1 conda-forge\n", "mpich 3.2 5 conda-forge\n", "msgpack-python 0.4.8 py35_0 conda-forge\n", "mtspec 0.3.2 py35_0 conda-forge\n", "nbconvert 5.3.1 py_1 conda-forge\n", "nbformat 4.4.0 py35_0 conda-forge\n", "nc_time_axis 1.0.2 py35_0 conda-forge\n", "nco 4.6.9 1 conda-forge\n", "ncurses 5.9 10 conda-forge\n", "netcdf-fortran 4.4.4 3 conda-forge\n", "netcdf4 1.2.8 np113py35_1 conda-forge\n", "notebook 5.2.0 py35_1 conda-forge\n", "numexpr 2.6.4 py35_0 conda-forge\n", "numpy 1.13.3 py35_blas_openblas_200 [blas_openblas] conda-forge\n", "numpydoc 0.7.0 py35_0 conda-forge\n", "olefile 0.44 py35_0 conda-forge\n", "openblas 0.2.19 2 conda-forge\n", "openssl 1.0.2l 0 conda-forge\n", "owslib 0.15.0 py_0 conda-forge\n", "pandas 0.21.0 py35_0 conda-forge\n", "pandoc 2.0.0.1 0 conda-forge\n", "pandocfilters 1.4.1 py35_0 conda-forge\n", "partd 0.3.8 py35_0 conda-forge\n", "patsy 0.4.1 py35_0 conda-forge\n", "pcre 8.39 0 conda-forge\n", "pexpect 4.2.1 py35_0 conda-forge\n", "pickleshare 0.7.4 py35_0 conda-forge\n", "pillow 4.3.0 py35_0 conda-forge\n", "pip 9.0.1 py35_0 conda-forge\n", "proj4 4.9.3 4 conda-forge\n", "prompt_toolkit 1.0.15 py35_0 conda-forge\n", "psutil 5.4.0 py35_0 conda-forge\n", "ptyprocess 0.5.2 py35_0 conda-forge\n", "pycodestyle 2.3.1 py35_0 conda-forge\n", "pycparser 2.18 py35_0 conda-forge\n", "pyepsg 0.3.2 py35_0 conda-forge\n", "pyflakes 1.6.0 py35_0 conda-forge\n", "pygments 2.2.0 py35_0 conda-forge\n", "pyke 1.1.1 py35_0 conda-forge\n", "pylint 1.7.1 py35_0 conda-forge\n", "pyopenssl 17.2.0 py35_0 conda-forge\n", "pyparsing 2.2.0 py35_0 conda-forge\n", "pyproj 1.9.5.1 py35_0 conda-forge\n", "pyqt 5.6.0 py35_4 conda-forge\n", "pyshp 1.2.12 py_0 conda-forge\n", "pysocks 1.6.7 py35_0 conda-forge\n", "pytables 3.4.2 py35_5 conda-forge\n", "python 3.5.4 0 conda-forge\n", "python-cdo 1.3.4 py35_0 conda-forge\n", "python-dateutil 2.6.1 py35_0 conda-forge\n", "pytz 2017.3 py_1 conda-forge\n", "pyyaml 3.12 py35_1 conda-forge\n", "pyzmq 16.0.2 py35_2 conda-forge\n", "qt 5.6.2 3 conda-forge\n", "qtawesome 0.4.4 py35_0 conda-forge\n", "qtconsole 4.3.1 py35_0 conda-forge\n", "qtpy 1.3.1 py35_0 conda-forge\n", "readline 6.2 0 conda-forge\n", "requests 2.18.4 py35_1 conda-forge\n", "rope 0.10.7 py35_0 conda-forge\n", "scipy 0.19.1 py35_blas_openblas_202 [blas_openblas] conda-forge\n", "seaborn 0.8.1 py35_0 conda-forge\n", "seawater 3.3.4 py35_0 conda-forge\n", "setuptools 36.6.0 py35_1 conda-forge\n", "shapely 1.6.2 py35_1 conda-forge\n", "simplegeneric 0.8.1 py35_0 conda-forge\n", "sip 4.18 py35_1 conda-forge\n", "six 1.11.0 py35_1 conda-forge\n", "snowballstemmer 1.2.1 py35_0 conda-forge\n", "sortedcontainers 1.5.7 py35_0 conda-forge\n", "sphinx 1.6.5 py35_0 conda-forge\n", "sphinxcontrib-websupport 1.0.1 py35_0 conda-forge\n", "spyder 3.2.4 py35_0 conda-forge\n", "sqlite 3.13.0 1 conda-forge\n", "statsmodels 0.8.0 py35_0 conda-forge\n", "tblib 1.3.2 py35_0 conda-forge\n", "terminado 0.6 py35_0 conda-forge\n", "testpath 0.3.1 py35_0 conda-forge\n", "tk 8.5.19 2 conda-forge\n", "toolz 0.8.2 py_2 conda-forge\n", "tornado 4.5.2 py35_0 conda-forge\n", "traitlets 4.3.2 py35_0 conda-forge\n", "typing 3.6.2 py35_0 conda-forge\n", "udunits2 2.2.25 1 conda-forge\n", "urllib3 1.22 py35_0 conda-forge\n", "util-linux 2.21 0 \n", "wcwidth 0.1.7 py35_0 conda-forge\n", "webencodings 0.5 py35_0 conda-forge\n", "wheel 0.30.0 py_1 conda-forge\n", "widgetsnbextension 3.0.6 py35_0 conda-forge\n", "wrapt 1.10.11 py35_0 conda-forge\n", "xarray 0.9.6 py35_0 conda-forge\n", "xarray-0.9.6-51 g25d1855 \n", "xorg-libxau 1.0.8 3 conda-forge\n", "xorg-libxdmcp 1.1.2 3 conda-forge\n", "xz 5.2.3 0 conda-forge\n", "yaml 0.1.6 0 conda-forge\n", "zeromq 4.2.1 1 conda-forge\n", "zict 0.1.3 py_0 conda-forge\n", "zlib 1.2.8 3 conda-forge\n" ] } ], "source": [ "!conda list" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "SSH wrath@ursus.geomar.de python_py3_std_/home/wrath/nb", "language": "", "name": "rik_ssh_wrath_ursus_geomar_de_python_py3_std_homewrathnb" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.4" } }, "nbformat": 4, "nbformat_minor": 2 }