{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Xarray to Access NetCDF files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why NetCDF files?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Easy to use across a number of platforms: MATLAB, R, Python\n", "2. Self-documenting (i.e. the meta data is in it)\n", "3. Nice set of tools for \"quick looks\" and cross-file manipulations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Meta Data\n", "\n", "NetCDF Climate and Forecast (CF) Metadata Conventions, Version 1.6, 5 December, 2011.\n", "\n", "http://cfconventions.org/Data/cf-conventions/cf-conventions-1.6/build/cf-conventions.html\n", "\n", "Or the Salish Sea page: http://salishsea-meopar-tools.readthedocs.io/en/latest/netcdf4/index.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A NetCDF Dataset consists of dimensions, variables and metadata.\n", "\n", "**Dimensions** are typically time and space. One dimension can be unlimited. The others have defined sizes.\n", "\n", "We typical use time, z (depth), y, x with time unlimited.\n", "\n", "Each dimension should have metadata including:\n", "* long name\n", "* units\n", "* for time origin and for depth which way increases(up or down)\n", "\n", "**Variables** are the quantities recorded. Their dimensions are specified but do not need to include all the dimensions of the Dataset.\n", "\n", "Each variable should have metadata including:\n", "* long name\n", "* units\n", "\n", "The dataset **meta data** should include all the information relating to where the data/results came from and how it was processed. Specifically\n", "* decriptive title\n", "* institution\n", "* source\n", "* methods\n", "* history" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NOAA has produced a data sharing standard, opendap/erddap that allows you to download many datasets as netCDF files. We have used erddap to share our Salish Sea Model results: salishsea.eos.ubc.ca/erddap" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Tell it what file we want\n", "grid = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSnBathymetry2V1')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (gridX: 398, gridY: 898)\n", "Coordinates:\n", " * gridY (gridY) int32 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 ...\n", " * gridX (gridX) int16 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 ...\n", "Data variables:\n", " longitude (gridY, gridX) float32 ...\n", " latitude (gridY, gridX) float32 ...\n", " bathymetry (gridY, gridX) float64 ...\n", "Attributes:\n", " acknowledgement: MEOPAR, ONC, Compute Canada\n", " cdm_data_type: Grid\n", " comment: Bathymetry, Latitudes and Longitudes\n", " Conventions: CF-1.6, COARDS, ACDD-1.3\n", " coverage_content_type: modelResult\n", " creator_email: sallen@eos.ubc.ca\n", " creator_name: Salish Sea MEOPAR Project Contributors\n", " creator_url: https://salishsea-meopar-docs.readthedocs.org/\n", " drawLandMask: over\n", " history: [2016-02-05 16:35:19] Created dataset.\n", "[2016-03-02 18:08:56] Changed all variables to zlib=True.\n", "[2016-03-02 18:08:56] Added least_significant_digit=1 and fill_value=0 to bathymetry variable.\n", "[2016-03-03 12:28:37] Added valid_range attribute to all variables.\n", "2016-07-28T16:29:47Z (local files)\n", "2016-07-28T16:29:47Z https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSnBathymetry2V1.das\n", " infoUrl: https://salishsea-meopar-tools.readthedocs.org/en/latest/results_server/index.html#salish-sea-model-results\n", " institution: UBC EOAS\n", " institution_fullname: Earth, Ocean & Atmospheric Sciences, University of British Columbia\n", " keywords: bathymetry, bottom, data, model results, depth, floor, latitude, longitude, nemo, ocean, oceans,\n", "Oceans > Bathymetry/Seafloor Topography > Bathymetry, salishsea, sea, sea_floor_depth, seafloor, topography\n", " keywords_vocabulary: GCMD Science Keywords\n", " license: The Salish Sea MEOPAR NEMO model results are copyright 2013-2016\n", "by the Salish Sea MEOPAR Project Contributors and The University of British Columbia.\n", "\n", "They are licensed under the Apache License, Version 2.0. http://www.apache.org/licenses/LICENSE-2.0\n", " project: Salish Sea MEOPAR NEMO Model\n", " references: https://bitbucket.org/salishsea/nemo-forcing/src/tipgrid/mesh_mask_SalishSea2.nc\n", " source: https://bitbucket.org/salishsea/tools/src/tip/bathymetry/NEMOBathymetryfromMeshMask.ipynb\n", " sourceUrl: (local files)\n", " standard_name_vocabulary: CF Standard Name Table v29\n", " summary: Salish Sea NEMO Model Grid, Geo-location and Bathymetry, v1\n", "\n", "Longitude, latitude, and bathymetry of the Salish Sea NEMO model grid.\n", "The bathymetry values are those calculated by NEMO from the input bathymetry file.\n", "NEMO modifies the input bathymetry to remove isolated holes, and too-small partial steps.\n", "The model grid includes the Juan de Fuca Strait, the Strait of Georgia, Puget Sound,\n", "and Johnstone Strait on the coasts of Washington State and British Columbia.\n", "\n", "v1: longitude, latitude and b...\n", " title: Salish Sea NEMO Model Grid, Geo-location and Bathymetry, v1\n" ] } ], "source": [ "# Write out the meta data\n", "print (grid)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2ZIIu3NUGlluITHNjpByrufCWOHpPlEx9KeJx0zzpc1i9/c6IocgRUahz6+Ey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\nKfUnAKVU9z5Jfgb8OXd+xNF798n/fuC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XFhHrjO628DWgFgG2ze5i/kVb8Lo+H9Mb8G/J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\nm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the bathymetry\n", "fig, ax = plt.subplots(figsize=(3, 6))\n", "grid.bathymetry.plot(ax=ax)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Lets get the 3-D tracer fields instead\n", "tracers = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSn3DTracerFields1hV1')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Choose a small space slice\n", "nemo_js = 125\n", "nemo_je = 200\n", "nemo_is = 650\n", "nemo_ie = 720\n", "j_slice = slice(nemo_js, nemo_je)\n", "i_slice = slice(nemo_is, nemo_ie)\n", "# and a time slice\n", "time_slice = slice('2016-07-24 12:00:00', '2016-07-25 23:00:00')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[7350000 values with dtype=float64]\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-24T12:30:00 2016-07-24T13:30:00 ...\n", " * depth (depth) float32 0.5 1.5 2.50001 3.50003 4.50007 5.50015 6.50031 ...\n", " * gridY (gridY) int16 650 651 652 653 654 655 656 657 658 659 660 661 ...\n", " * gridX (gridX) int16 125 126 127 128 129 130 131 132 133 134 135 136 ...\n", "Attributes:\n", " colorBarMaximum: 37.0\n", " colorBarMinimum: 32.0\n", " interval_operation: 10.0\n", " interval_write: 3600.0\n", " ioos_category: Salinity\n", " long_name: salinity\n", " online_operation: ave(X)\n", " standard_name: sea_water_practical_salinity\n" ] } ], "source": [ "sal_ts = (tracers.salinity.isel(gridY=i_slice, gridX=j_slice)\n", " .sel(time=time_slice))\n", "\n", "print (sal_ts)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Zt87Gc6rrYjzl4cwz4bnnSj7GDUMVxbuTcsdzz8Ho0eYuWbNm9s572mnWH3zp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\nzo12Rvivv8Kee8L48fbXSRY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0jvh/mlhtlURfksuda6uCZU41QfMYROQf2GSN17H1oG9Q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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use isel to select by index\n", "salt_time = sal_ts.isel(gridX=0, gridY=0, depth=0)\n", "salt_time.plot()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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W7+PmDbHdTkyokISbFn9Oa4Xu0VU6aZpVodRst9RN/C9z4N2GygMU3So02W8k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\n9pnlIpkQhPaTfjBQ9SUkZFf879FvOAe9IInJ9u+ph+2miUNy4bnff8p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46RfwxIsoQ8HX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\nT21T0/+G+JX2CHo7j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CJ6vULhwIb2AIzpBRTj2BV+cTULFv3SqwfgKgCvcc7dQERvBfCT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\nfizzVe2Tz0xSCB6R5DU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3jfvvJdMh9StvY0hTSF4zVOtkuOntopI5ygtL1y9MPpZqByQF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\n15my4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use sel to select by value\n", "# use cool pandas like attributes, like resample\n", "salt_surf = (sal_ts.sel(depth=0, method='nearest')).resample('3h',dim='time')\n", "# enhance your plot\n", "salt_surf.plot(col='time', vmin=18, vmax=27, col_wrap=6, cmap='plasma')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ulHShpDEkT+dcChARS4DxHYrPzMpWfrVd6ZS8kd5KMkbziIh4rtzg19epavtG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\nTzOzApw8zcwK+P8wkMirLsTsdwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# lets zoom in to the gap between Savary and Hernando Island\n", "short_slice = slice(701, 711)\n", "salt_cross = (sal_ts.sel(gridX=168, gridY=short_slice).isel(time=9))\n", "fig, ax = plt.subplots(1,1, figsize=(5,5))\n", "salt_cross.plot(ax=ax)\n", "ax.set_ylim((0,100))\n", "ax.invert_yaxis()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# now lets calculate the freshwater flux between these two islands\n", "u_vel = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSn3DuVelocity1hV1')\n", "u_ts = (u_vel.uVelocity.isel(gridY=short_slice, gridX=168).sel(time=time_slice))\n", "s_ts = 30.-(tracers.salinity.isel(gridY=short_slice, gridX=168).sel(time=time_slice))\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fresh_flux = (500.*u_ts*s_ts).sum(dim='gridY')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fresh_flux.name = 'FreshwaterFlux'\n", "fresh_flux.attrs['units'] = 'm2/s'" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[-1089.31526255, 468.54568645, 2280.27027157, ...,\n", " 0. , 0. , 0. ],\n", " [-1849.1043996 , 196.83620224, 2317.31367504, ...,\n", " 0. , 0. , 0. ],\n", " [-3900.56493143, -1007.96630415, 1397.70644363, ...,\n", " 0. , 0. , 0. ],\n", " ..., \n", " [-9780.22681423, -9718.60296193, -8712.51023443, ...,\n", " 0. , 0. , 0. ],\n", " [-8862.59247147, -8252.42602749, -6660.54097273, ...,\n", " 0. , 0. , 0. ],\n", " [-7739.20174114, -6254.14633015, -4022.81488466, ...,\n", " 0. , 0. , 0. ]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-07-24T12:30:00 2016-07-24T13:30:00 ...\n", " * depth (depth) float32 0.5 1.5 2.50001 3.50003 4.50007 5.50015 6.50031 ...\n", " gridX int16 168\n", "Attributes:\n", " units: m2/s\n" ] } ], "source": [ "print (fresh_flux)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ckTLV+2mdXGeamZmZjSHRM66uRxf6cEScExGHR8TbI+IcSR8dKdNIfZzeCLwJ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\nZmZmVicHTmZmZmZ1+v8B3viOK0xz/t0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n", "fresh_flux.sel(depth=slice(0,40)).plot(x='time', y='depth', yincrease=False, ax=ax)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.4.5" } }, "nbformat": 4, "nbformat_minor": 0 }