{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/sallen/anaconda/envs/py3/lib/python3.5/site-packages/pandas/computation/__init__.py:19: UserWarning: The installed version of numexpr 2.4.4 is not supported in pandas and will be not be used\n", "\n", " UserWarning)\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import xarray as xr\n", "\n", "from salishsea_tools import viz_tools\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSnBathymetry2V1')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0brIIPVbBvJO+RGqLzWrmkW7S6T7dpKaun+iHuqmJ5HjprYkIVxB7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TEIj50LPbhdiNcr0Yxl3XchXCz4/Bfexm1f/YNVB+shh722oaotVTWqGqlqu7x/0mANazhgD3F+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RHmpjUoer+bj5adFV12tQr6FqtauP7fuy4VgUendkccfu+ph+jK9X37ZvhbnSYd+5qLxEKty2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\nepGq7lDVkZW4Phthr3L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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 10))\n", "viz_tools.set_aspect(ax) # just sets the correct aspect ratio for the plot\n", "grid.bathymetry.plot(ax=ax)\n", "ax.grid(axis='both')\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AQcAbJM3wVtVSR0mJSCPgjUTRu7j7RGSAO6U+6N03Hhikqh8W8TwrbXhuuQXq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\nh/IvE7JhA+zYAXXrZiYuY0w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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# based on map, select our grid points and plot bathymetry\n", "nemo_i = 700\n", "fig, ax = plt.subplots()\n", "grid.bathymetry.isel(gridY=700).plot(ax=ax)\n", "ax.invert_yaxis()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nemo_js = 120\n", "nemo_je = 190\n", "j_slice=slice(nemo_js, nemo_je)\n", "# and a time slice\n", "time_slice = slice('2016-04-12 12:00:00', '2016-04-15 12:00:00')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[ 0. , 0. , 0. , ..., -0.09501681,\n", " 0. , 0. ],\n", " [ 0. , 0. , 0. , ..., 0.29481804,\n", " 0. , 0. ],\n", " [ 0. , 0. , 0. , ..., 0.72660047,\n", " 0. , 0. ],\n", " ..., \n", " [ 0. , 0. , 0. , ..., 1.41274357,\n", " 0. , 0. ],\n", " [ 0. , 0. , 0. , ..., 1.09731448,\n", " 0. , 0. ],\n", " [ 0. , 0. , 0. , ..., 0.673792 ,\n", " 0. , 0. ]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-04-12T12:30:00 2016-04-12T13:30:00 ...\n", " gridY int16 ...\n", " * gridX (gridX) int16 120 121 122 123 124 125 126 127 128 129 130 131 ...\n", "Attributes:\n", " interval_operation: 10.0\n", " interval_write: 3600.0\n", " long_name: sea surface height\n", " online_operation: ave(X)\n", " standard_name: sea surface height\n", " units: m\n" ] } ], "source": [ "# sea surface height\n", "ssh = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSnSurfaceTracerFields1hV1')\n", "\n", "ssh_ts = (ssh.ssh.isel(gridY=nemo_i, gridX=j_slice)\n", " .sel(time=time_slice))\n", "\n", "print (ssh_ts)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[201600 values with dtype=float64]\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-04-12T12:30:00 2016-04-12T13:30:00 ...\n", " depth (gridZ) float32 0.5 1.5 2.50001 3.50003 4.50007 5.50015 6.50031 ...\n", " gridY int16 ...\n", " * gridX (gridX) int16 120 121 122 123 124 125 126 127 128 129 130 131 ...\n", " * gridZ (gridZ) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", "Attributes:\n", " interval_operation: 10.0\n", " interval_write: 3600.0\n", " ioos_category: Currents\n", " long_name: ocean current along j-axis\n", " online_operation: ave(X)\n", " standard_name: ocean current along j-axis\n", " units: m/s\n" ] } ], "source": [ "# grid north velocity (aka v)\n", "vvel = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSn3DvVelocity1hV1')\n", "vvel_ts = (\n", " vvel.vVelocity.isel(gridY=nemo_i, gridX=j_slice)\n", " .sel(time=time_slice)\n", ")\n", "# vvel is vertically indexed by a nominal depth, switch to indexing by gridZ\n", "vvel_ts['gridZ'] = ('depth', range(40))\n", "vvel_tsz = vvel_ts.swap_dims({'depth': 'gridZ'})\n", "print (vvel_tsz)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[ 1.00000115, 1.00000115, 1.00000115, ..., 1.00000115,\n", " 1.00000115, 1.00000115],\n", " [ 1.00000501, 1.00000501, 1.00000501, ..., 1.00000501,\n", " 1.00000501, 1.00000501],\n", " [ 1.00001253, 1.00001253, 1.00001253, ..., 1.00001253,\n", " 1.00001253, 1.00001253],\n", " ..., \n", " [ 26.93002054, 26.93002054, 26.93002054, ..., 26.93002054,\n", " 26.93002054, 26.93002054],\n", " [ 26.93157752, 26.93157752, 26.93157752, ..., 26.93157752,\n", " 26.93157752, 26.93157752],\n", " [ 26.93237697, 26.93237697, 26.93237697, ..., 26.93237697,\n", " 26.93237697, 26.93237697]]])\n", "Coordinates:\n", " * t (t) int32 0\n", " * gridZ (gridZ) int16 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", " gridY int16 700\n", " * gridX (gridX) int16 120 121 122 123 124 125 126 127 128 129 130 131 ...\n", "Attributes:\n", " long_name: grid spacing on V-grid in w direction\n", " standard_name: e3v\n", " units: m\n", "\n", "array([[[0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " ..., \n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0],\n", " [0, 0, 0, ..., 0, 0, 0]]], dtype=int8)\n", "Coordinates:\n", " * t (t) int32 0\n", " * gridZ (gridZ) int16 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", " gridY int16 700\n", " * gridX (gridX) int16 120 121 122 123 124 125 126 127 128 129 130 131 ...\n", "Attributes:\n", " flag_meaings: land, water\n", " flag_values: 0, 1\n", " long_name: mask for V-grid\n", " standard_name: vmask\n" ] } ], "source": [ "# vertical thickness of grid cells\n", "mesh = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSn3DMeshMask2V1')\n", "\n", "dz = (mesh.e3v\n", " .isel(gridY=nemo_i, gridX=j_slice))\n", "vmask = (mesh.vmask\n", " .isel(gridY=nemo_i, gridX=j_slice))\n", "\n", "print (dz)\n", "print (vmask)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " ..., \n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]]],\n", "\n", "\n", " [[[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " ..., \n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]]],\n", "\n", "\n", " [[[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " ..., \n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]]],\n", "\n", "\n", " ..., \n", " [[[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " ..., \n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]]],\n", "\n", "\n", " [[[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " ..., \n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]]],\n", "\n", "\n", " [[[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " ..., \n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]],\n", "\n", " [[ 0.],\n", " [ 0.],\n", " [ 0.],\n", " ..., \n", " [ 0.],\n", " [ 0.],\n", " [ 0.]]]])\n", "Coordinates:\n", " * time (time) datetime64[ns] 2016-04-12T12:30:00 2016-04-12T13:30:00 ...\n", " depth (gridZ) float32 0.5 1.5 2.50001 3.50003 4.50007 5.50015 6.50031 ...\n", " gridY int16 700\n", " * gridX (gridX) int16 120 121 122 123 124 125 126 127 128 129 130 131 ...\n", " * gridZ (gridZ) int16 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n", " * t (t) int32 0\n" ] } ], "source": [ "north_flux = vvel_tsz * dz * vmask\n", "print (north_flux)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YUrHikdxxx/8xZsztxdYtNSMjg0sHDuTvv/9m0sSJYYlGNl06duTlJ5+k78CB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\nbz38RCRwDHcGAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "vvel_ts.isel(time=8).plot(ax=ax, cmap='bwr')\n", "grid.bathymetry.isel(gridY=700).plot.line('k')\n", "ax.invert_yaxis()" ] }, { "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }