example_10_SLTAC_sample_along_section.ipynb 378 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Select points along a section"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preamble"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "import seaborn as sns\n",
    "import xarray as xr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# make plots nicer\n",
    "sns.set_style('darkgrid')\n",
    "sns.set_context('talk')"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# suppress warnings\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define a section\n",
    "\n",
    "We'll go along:\n",
    "- 0°N, 180°E\n",
    "- 0°N, 220°E\n",
    "- 30°N, 220°E\n",
    "- 40°N, 230°N"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lons = np.concatenate((np.linspace(180, 220, 5), \n",
    "                       np.linspace(220, 220, 5)[1:],\n",
    "                       np.linspace(220, 230, 5)[1:]))\n",
    "lats = np.concatenate((np.linspace(0, 0, 5),\n",
    "                       np.linspace(0, 30, 5)[1:],\n",
    "                       np.linspace(30, 40, 5)[1:]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the data"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_path = Path(\"/data/c2/TMdata/git_geomar_de_data/\")\n",
    "SLTAC_GLO_PHY_L4_REP_version = \"v1.x.x\"\n",
    "data_files = (\n",
    "    data_path / \"SLTAC_GLO_PHY_L4_REP\" / \n",
    "    SLTAC_GLO_PHY_L4_REP_version).glob(\"data/1993/*.nc\")\n",
    "data_files = sorted([str(df) for df in data_files])"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 6,
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_set = xr.open_mfdataset(data_files[:25], autoclose=True)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset>\n",
      "Dimensions:    (latitude: 720, longitude: 1440, nv: 2, time: 25)\n",
      "Coordinates:\n",
      "  * latitude   (latitude) float32 -89.875 -89.625 -89.375 -89.125 -88.875 ...\n",
      "  * longitude  (longitude) float32 0.125 0.375 0.625 0.875 1.125 1.375 1.625 ...\n",
      "  * nv         (nv) int32 0 1\n",
      "  * time       (time) datetime64[ns] 1993-01-01T00:00:21.864513536 ...\n",
      "Data variables:\n",
      "    lat_bnds   (time, latitude, nv) float32 dask.array<shape=(25, 720, 2), chunksize=(1, 720, 2)>\n",
      "    lon_bnds   (time, longitude, nv) float32 dask.array<shape=(25, 1440, 2), chunksize=(1, 1440, 2)>\n",
      "    crs        (time) int32 -2147483647 -2147483647 -2147483647 -2147483647 ...\n",
      "    sla        (time, latitude, longitude) float64 dask.array<shape=(25, 720, 1440), chunksize=(1, 720, 1440)>\n",
      "    err        (time, latitude, longitude) float64 dask.array<shape=(25, 720, 1440), chunksize=(1, 720, 1440)>\n",
      "    ugosa      (time, latitude, longitude) float64 dask.array<shape=(25, 720, 1440), chunksize=(1, 720, 1440)>\n",
      "    vgosa      (time, latitude, longitude) float64 dask.array<shape=(25, 720, 1440), chunksize=(1, 720, 1440)>\n",
      "    adt        (time, latitude, longitude) float64 dask.array<shape=(25, 720, 1440), chunksize=(1, 720, 1440)>\n",
      "    ugos       (time, latitude, longitude) float64 dask.array<shape=(25, 720, 1440), chunksize=(1, 720, 1440)>\n",
      "    vgos       (time, latitude, longitude) float64 dask.array<shape=(25, 720, 1440), chunksize=(1, 720, 1440)>\n",
      "Attributes:\n",
      "    Conventions:                     CF-1.6\n",
      "    Metadata_Conventions:            Unidata Dataset Discovery v1.0\n",
      "    cdm_data_type:                   Grid\n",
      "    comment:                         Sea Surface Height measured by Altimetry...\n",
      "    contact:                         servicedesk.cmems@mercator-ocean.eu\n",
      "    creator_email:                   servicedesk.cmems@mercator-ocean.eu\n",
      "    creator_name:                    CMEMS - Sea Level Thematic Assembly Center\n",
      "    creator_url:                     http://marine.copernicus.eu\n",
      "    date_created:                    2014-02-26T16:09:13Z\n",
      "    date_issued:                     2014-01-06T00:00:00Z\n",
      "    date_modified:                   2015-11-10T19:42:51Z\n",
      "    geospatial_lat_max:              89.875\n",
      "    geospatial_lat_min:              -89.875\n",
      "    geospatial_lat_resolution:       0.25\n",
      "    geospatial_lat_units:            degrees_north\n",
      "    geospatial_lon_max:              359.875\n",
      "    geospatial_lon_min:              0.125\n",
      "    geospatial_lon_resolution:       0.25\n",
      "    geospatial_lon_units:            degrees_east\n",
      "    geospatial_vertical_max:         0.0\n",
      "    geospatial_vertical_min:         0.0\n",
      "    geospatial_vertical_positive:    down\n",
      "    geospatial_vertical_resolution:  point\n",
      "    geospatial_vertical_units:       m\n",
      "    history:                         2014-02-26T16:09:13Z: created by DUACS D...\n",
      "    institution:                     CLS, CNES\n",
      "    keywords:                        Oceans > Ocean Topography > Sea Surface ...\n",
      "    keywords_vocabulary:             NetCDF COARDS Climate and Forecast Stand...\n",
      "    license:                         http://marine.copernicus.eu/web/27-servi...\n",
      "    platform:                        ERS-1, Topex/Poseidon\n",
      "    processing_level:                L4\n",
      "    product_version:                 5.0\n",
      "    project:                         COPERNICUS MARINE ENVIRONMENT MONITORING...\n",
      "    references:                      http://marine.copernicus.eu\n",
      "    source:                          Altimetry measurements\n",
      "    ssalto_duacs_comment:            The reference mission used for the altim...\n",
      "    standard_name_vocabulary:        NetCDF Climate and Forecast (CF) Metadat...\n",
      "    summary:                         SSALTO/DUACS Delayed-Time Level-4 sea su...\n",
      "    time_coverage_duration:          P1D\n",
      "    time_coverage_end:               1993-01-01T12:00:00Z\n",
      "    time_coverage_resolution:        P1D\n",
      "    time_coverage_start:             1992-12-31T12:00:00Z\n",
      "    title:                           DT merged all satellites Global Ocean Gr...\n"
     ]
    }
   ],
   "source": [
    "print(data_set)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A quick plot"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 8,
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   "metadata": {},
   "outputs": [
    {
     "data": {
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RvRZl2neMVJjwpR9/es9LbfJWjoeVFRjlH/9Banao/B0DcL5XutaQGL2twZxHwxoKkQlO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Ton51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\nwzxt3aLZWPYoZ2o+w+zgAvXJM6hs2clP9zMNZJQ+L60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xT//pPwUAPOlJT8L1119/3pvq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ABIXO+yAiopD3s2duTuj+KhG783RspXtFz02zQ2RvBtB9u0UPOZa8joQbKprf/dAQUF5fj0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\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LG55OxMGL5voNDXMdYFiXq1iBoCdaKjfudzAABawp0IC1sEnZKgaCQHGXxjiS9DTLtQTL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\nq7b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10RIpERERERGJGL3kLSIiIiIiEaMEQ0REREREIkYJhoiIiIiIRIwSDBER\nERERiRglGCIiIiIiEjF/Ay51QnfWOeAvAAAAAElFTkSuQmCC\n",
      "text/plain": [
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       "<matplotlib.figure.Figure at 0x7f3cfbedbf98>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_set.adt.mean(dim=\"time\").plot(size=9);\n",
    "plt.gca().plot(lons, lats);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Select sections"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 9,
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_section(data, lons, lats):\n",
    "    \"\"\"Return `data` along `lons` and `lats`.\n",
    "    \n",
    "    `data` needs to be a `DataArray`.  The returned object will be a\n",
    "    `DataSet` with variables `longitude` and `latitude` also sampled\n",
    "    along the section.\n",
    "    \n",
    "    \"\"\"\n",
    "    # Make sure that we're getting a DataArray\n",
    "    assert type(data) is xr.core.dataarray.DataArray\n",
    "    \n",
    "    # make sure lons and lats work together\n",
    "    assert lons.shape == lats.shape\n",
    "    \n",
    "    # extract data point by point and concatenate to one data array\n",
    "    data_sec = xr.concat(\n",
    "        (data.sel(longitude=[lon], latitude=[lat], method='nearest')\n",
    "         for lon, lat in zip(lons, lats)),\n",
    "        dim=\"section_index\")\n",
    "    \n",
    "    # extract lon and lat (and inherit all other dimensions and\n",
    "    # coordinates from data_sec)\n",
    "    longitude = data_sec.coords[\"longitude\"] + 0.0 * data_sec\n",
    "    latitude = data_sec.coords[\"latitude\"] + 0.0 * data_sec\n",
    "    \n",
    "    # collapse coordinates lon and lat (and time)\n",
    "    data_sec = data_sec.mean(dim=\"latitude\").mean(dim=\"longitude\")\n",
    "    longitude = longitude.mean(dim=\"latitude\").mean(dim=\"longitude\").mean(\"time\")\n",
    "    latitude = latitude.mean(dim=\"latitude\").mean(dim=\"longitude\").mean(\"time\")\n",
    "    \n",
    "    # create dataset\n",
    "    data_sec = data_sec.to_dataset()\n",
    "    \n",
    "    # Add positional variables\n",
    "    data_sec[\"longitude\"] = ((\"section_index\"), longitude)\n",
    "    data_sec[\"latitude\"] = ((\"section_index\"), latitude)\n",
    "    \n",
    "    return data_sec"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 10,
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   "metadata": {},
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   "outputs": [],
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   "source": [
    "adt_sec = get_section(data_set.adt, lons, lats)\n",
    "adt_sec.to_netcdf(\"tmp_adt_sec.nc\")"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
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   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "adt_sec = xr.open_dataset(\"tmp_adt_sec.nc\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## And plot data along the section"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hovmoeller plot"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 12,
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   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AEAycnsz4yuvkJysrSw8++KBOnjypU6dO6bbbblNkZKSWLFmiU6dO+W1Sgl/96ld68803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\nCvA6P0lJSerdu7eGDh2qHj1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      "text/plain": [
Willi Rath's avatar
Willi Rath committed
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       "<matplotlib.figure.Figure at 0x7f3cfbea1c18>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adt_sec.adt.plot.pcolormesh(aspect=3, size=5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mean and variability"
   ]
  },
  {
   "cell_type": "code",
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349
   "execution_count": 13,
350 351 352 353 354 355
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hToUlLruMf22JJ+PyLMC3B7rzyuhgOtpbm+U5aQ6dTsePxzL4eN9FNFod/bq5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\nhBDWUFEhhBDCmv8DTRBlBlW37roAAAAASUVORK5CYII=\n",
      "text/plain": [
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       "<matplotlib.figure.Figure at 0x7f3cfbe075c0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 1, sharex=True)\n",
    "adt_sec.adt.std(dim=\"time\").rename(\"std(adt) / m\").plot(ax=ax[0]);\n",
    "ax[0].set_xlabel(\"\")\n",
    "adt_sec.adt.mean(dim=\"time\").rename(\"mean(adt) / m\").plot(ax=ax[1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boilerplate"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 14,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/data/c2/TMdata/git_geomar_de_data/SLTAC_GLO_PHY_L4_REP/v1.x.x\r\n",
      "v1.2.1\r\n"
     ]
    }
   ],
   "source": [
    "! (cd /data/c2/TMdata/git_geomar_de_data/SLTAC_GLO_PHY_L4_REP/v1.x.x/; pwd; git describe;)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 15,
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   "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                       <pip>\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                     <pip>\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                    0.10.0                   py35_0    conda-forge\n",
      "xarray-0.9.6-51           g25d1855                  <pip>\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"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
 "nbformat": 4,
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}