{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Wind with Coastline\n", "### May 4, 2014" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "from salishsea_tools import viz_tools\n", "from salishsea_tools import geo_tools" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = xr.open_dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathy_downonegrid2.nc',mask_and_scale=False)\n", "masked = xr.open_dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask_downbyone2.nc')\n", "results = xr.open_dataset('/results/forcing/atmospheric/GEM2.5/operational/ops_y2017m01d01.nc')\n", "Jan1_data = xr.open_dataset('/results/SalishSea/nowcast-green/01jan17/SalishSea_1h_20170101_20170101_grid_T.nc')" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1.1363636363636362" ] }, "execution_count": 128, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1mirBt0wN0JJ0I7BF0omSDmX05ee7xmeIiBMj4oSIOAF4F/ALEfEXTRRmMMEG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\n/4J3/PktA6d+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(10,8))\n", "masked.umask.isel(t=0,z=0).plot(cmap = 'jet')\n", "viz_tools.set_aspect(ax)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1.1363636363636362" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HCAoOY+nWk0rfLYnsI4kql0hLS8tkNiSXy/E+epXu3btTu3btD963atUqAAZ0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\nmk3dXrMxNdRBXU2V+zfO0rJlSxwdHT95zo4dOxBFkaWe0qJ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L1JkxdepUAK7dDeFpRM5n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\nG8DOYzcwMDDgho8/g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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(10,8))\n", "viz_tools.plot_coastline(ax,grid)\n", "viz_tools.plot_land_mask(ax,grid,color='burlywood')\n", "viz_tools.set_aspect(ax)" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "array([ 46.859665, 46.861546, 46.863426, ..., 47.597214, 47.599068,\n", " 47.600922])\n", "Dimensions without coordinates: x\n", "Attributes:\n", " units: degrees_north" ] }, "execution_count": 127, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid.nav_lat[0]" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/xarray/core/variable.py:1143: RuntimeWarning: invalid value encountered in less_equal\n", " if not reflexive\n", "/home/vdo/anaconda3/lib/python3.6/site-packages/xarray/core/variable.py:1143: RuntimeWarning: invalid value encountered in greater_equal\n", " if not reflexive\n" ] }, { "data": { "text/plain": [ "\n", "array([[ nan, nan, nan, ..., nan, nan, nan],\n", " [ nan, nan, nan, ..., nan, nan, nan],\n", " [ nan, nan, nan, ..., nan, nan, nan],\n", " ..., \n", " [ nan, nan, nan, ..., nan, nan, nan],\n", " [ nan, nan, nan, ..., nan, nan, nan],\n", " [ nan, nan, nan, ..., nan, nan, nan]])\n", "Coordinates:\n", " time_counter datetime64[ns] 2017-01-01\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", " * y (y) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", "Attributes:\n", " short_name: UGRD_10maboveground\n", " long_name: U-Component of Wind\n", " level: 10 m above ground\n", " units: m/s\n", " coordinates: longitude latitude" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edited1 = results.isel(time_counter = 0).where(results.isel(time_counter = 0).nav_lat >= 46.859665)\n", "edited2 = edited1.where(edited1.nav_lat <= 51.104801)\n", "edited3 = edited2.where(edited2.nav_lon >= -123.429436)\n", "edited4 = edited3.where(edited3.nav_lon <= -126.400291)\n", "edited4.u_wind" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "collapsed": true }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (x: 256, y: 266)\n", "Coordinates:\n", " time_counter datetime64[ns] 2017-01-01\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", " * y (y) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", "Data variables:\n", " atmpres (y, x) float64 1.019e+05 1.019e+05 1.019e+05 1.019e+05 ...\n", " nav_lat (y, x) float64 45.66 45.67 45.67 45.68 45.68 45.69 45.69 ...\n", " nav_lon (y, x) float64 233.0 233.0 233.1 233.1 233.1 233.2 233.2 ...\n", " precip (y, x) float64 1.111e-05 1.111e-05 1.528e-05 1.528e-05 ...\n", " qair (y, x) float64 0.004424 0.004469 0.004512 0.004562 ...\n", " solar (y, x) float64 69.75 64.2 69.75 69.75 69.75 69.75 64.2 ...\n", " tair (y, x) float64 281.7 281.7 281.7 281.7 281.7 281.7 281.7 ...\n", " therm_rad (y, x) float64 310.3 308.1 308.1 312.5 310.3 314.7 317.0 ...\n", " u_wind (y, x) float64 9.022 9.042 9.102 9.172 9.252 9.352 9.452 ...\n", " v_wind (y, x) float64 -12.59 -12.48 -12.39 -12.28 -12.16 -12.0 ...\n", "Attributes:\n", " Conventions: CF-1.0\n", " History: Sun Jan 1 11:16:37 2017: ncks -4 -L4 -O /results/f...\n", " GRIB2_grid_template: 20\n", " NCO: 4.4.2" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.isel(time_counter=0).where(results.isel(time_counter=0).nav_lon >= -120)" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uHF2dI8+vaZ4x5Z0620lDM+WP0kg3XJCcEBQvJm3jlKMIukAY1oah36LdWZW7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m/ZS7BjVIFTDj2msIEjgidXmLcBWFU/OwdPokoaFTiwCOGc+ZyBHc5ofagYPYXBu+mAttlhjIyJ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\nqSrXD5TD0nIa/cqkW5J81OyiP7f0Wl3HIWkttHOoR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results.isel(time_counter=0).where(results.isel(time_counter=0).nav_lat > 48)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time_counter: 24, x: 256, y: 266)\n", "Coordinates:\n", " * time_counter (time_counter) datetime64[ns] 2017-01-01 ...\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", " * y (y) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", "Data variables:\n", " atmpres (time_counter, y, x) float64 1.019e+05 1.019e+05 1.019e+05 ...\n", " nav_lat (y, x) float64 45.66 45.67 45.67 45.68 45.68 45.69 45.69 ...\n", " nav_lon (y, x) float64 233.0 233.0 233.1 233.1 233.1 233.2 233.2 ...\n", " precip (time_counter, y, x) float64 1.111e-05 1.111e-05 1.528e-05 ...\n", " qair (time_counter, y, x) float64 0.004424 0.004469 0.004512 ...\n", " solar (time_counter, y, x) float64 69.75 64.2 69.75 69.75 69.75 ...\n", " tair (time_counter, y, x) float64 281.7 281.7 281.7 281.7 281.7 ...\n", " therm_rad (time_counter, y, x) float64 310.3 308.1 308.1 312.5 310.3 ...\n", " u_wind (time_counter, y, x) float64 9.022 9.042 9.102 9.172 9.252 ...\n", " v_wind (time_counter, y, x) float64 -12.59 -12.48 -12.39 -12.28 ...\n", "Attributes:\n", " Conventions: CF-1.0\n", " History: Sun Jan 1 11:16:37 2017: ncks -4 -L4 -O /results/f...\n", " GRIB2_grid_template: 20\n", " NCO: 4.4.2" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "array([[ 233.015505, 233.044203, 233.072909, ..., 240.469446, 240.499528,\n", " 240.529613],\n", " [ 233.008355, 233.037067, 233.065786, ..., 240.466001, 240.496098,\n", " 240.526199],\n", " [ 233.001198, 233.029924, 233.058656, ..., 240.462552, 240.492665,\n", " 240.522782],\n", " ..., \n", " [ 230.852004, 230.884699, 230.917405, ..., 239.418864, 239.45368 ,\n", " 239.488502],\n", " [ 230.842534, 230.875246, 230.907969, ..., 239.414228, 239.449065,\n", " 239.483908],\n", " [ 230.833052, 230.865782, 230.898522, ..., 239.409586, 239.444444,\n", " 239.479308]])\n", "Coordinates:\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 1.5e+04 ...\n", " * y (y) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 1.5e+04 ...\n", "Attributes:\n", " units: degrees_east\n", " long_name: longitude" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.nav_lon" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "[1634304 values with dtype=float64]\n", "Coordinates:\n", " * time_counter (time_counter) datetime64[ns] 2017-01-01 ...\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", " * 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aMupV45asXYvleMvzdZX91wiypLLGY+yvTdttoHVq0Y55TrwKGaWojEH+xq6K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OMEsABwIJb/MayheNHG+csA/hW3/INufBdqjPXvjO6V8+7Aw/IH4DtgMxA+A+AHzrs/E338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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(10,8))\n", "results.u_wind.isel(time_counter=0).plot()\n", "viz_tools.set_aspect(ax)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1.1363636363636362" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AXLzyt18f4ubjgZDEzLjzTF6XayZ3amO+cFhYXhIx9cNhjqAp6ydDZUEdkWee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mAAAg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\nkmg5fTPUxj1pG5zecebU83uTmFJ6cc+5PkJDsa2G4pNW2VAs5eJ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z.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1556\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1557\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mny\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mNy\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mTypeError\u001b[0m: Length of x must be number of columns in z." ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(10,8))\n", "viz_tools.plot_boundary(ax,results,masked)\n", "viz_tools.set_aspect(ax)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (t: 1, x: 398, y: 898, z: 40)\n", "Dimensions without coordinates: t, x, y, z\n", "Data variables:\n", " e1f (t, y, x) float64 413.6 424.0 431.4 437.0 441.4 445.0 ...\n", " e1t (t, y, x) float64 397.1 415.8 426.5 433.6 438.9 443.0 ...\n", " e1u (t, y, x) float64 406.5 421.1 430.0 436.2 440.9 444.7 ...\n", " e1v (t, y, x) float64 407.5 419.7 428.3 434.5 439.4 443.4 ...\n", " e2f (t, y, x) float64 455.0 455.0 455.0 455.0 455.0 455.0 ...\n", " e2t (t, y, x) float64 455.2 455.1 455.1 455.1 455.1 455.1 ...\n", " e2u (t, y, x) float64 455.2 455.1 455.1 455.1 455.1 455.1 ...\n", " e2v (t, y, x) float64 455.0 455.0 455.0 455.0 455.0 455.0 ...\n", " e3t_0 (t, z, y, x) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ...\n", " e3t_1d (t, z) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.001 1.002 ...\n", " e3u_0 (t, z, y, x) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ...\n", " e3v_0 (t, z, y, x) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ...\n", " e3w_0 (t, z, y, x) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ...\n", " e3w_1d (t, z) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.001 1.001 ...\n", " ff (t, y, x) float64 0.0001064 0.0001064 0.0001064 0.0001064 ...\n", " fmask (t, z, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " fmaskutil (t, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " gdept_0 (t, z, y, x) float32 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 ...\n", " gdept_1d (t, z) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.501 8.501 ...\n", " gdepu (t, z, y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " gdepv (t, z, y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " gdepw_0 (t, z, y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " gdepw_1d (t, z) float64 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.001 9.002 ...\n", " glamf (t, y, x) float32 -123.428 -123.423 -123.418 -123.412 ...\n", " glamt (t, y, x) float32 -123.429 -123.424 -123.419 -123.413 ...\n", " glamu (t, y, x) float32 -123.427 -123.421 -123.416 -123.411 ...\n", " glamv (t, y, x) float32 -123.431 -123.425 -123.42 -123.415 ...\n", " gphif (t, y, x) float32 46.8622 46.8641 46.8661 46.868 46.8699 ...\n", " gphit (t, y, x) float32 46.8597 46.8615 46.8634 46.8653 46.8672 ...\n", " gphiu (t, y, x) float32 46.8606 46.8625 46.8644 46.8662 46.8681 ...\n", " gphiv (t, y, x) float32 46.8612 46.8632 46.8651 46.867 46.8689 ...\n", " isfdraft (t, y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " mbathy (t, y, x) int16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " misf (t, y, x) int16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " nav_lat (y, x) float32 46.8597 46.8615 46.8634 46.8653 46.8672 ...\n", " nav_lev (z) float32 0.5 1.5 2.50001 3.50003 4.50007 5.50015 ...\n", " nav_lon (y, x) float32 -123.429 -123.424 -123.419 -123.413 ...\n", " time_counter (t) float64 0.0\n", " tmask (t, z, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " tmaskutil (t, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " umask (t, z, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " umaskutil (t, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " vmask (t, z, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " vmaskutil (t, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", "Attributes:\n", " file_name: NEMO-forcing/grid/mesh_mask_downbyone2.nc\n", " TimeStamp: 19/06/2016 14:06:46 -0700\n", " history: Sun Jun 19 14:06:59 2016: ncks -4 -L4 -O mesh_mask.nc mesh_...\n", " NCO: \"4.5.2\"\n", " Conventions: CF-1.6\n", " title: Salish Sea NEMO downonegrid2 Bathymetry Mesh Mask\n", " institution: Dept of Earth, Ocean & Atmospheric Sciences, University of ...\n", " source: NEMO-3.6 Salish Sea configuration\n", " references: https://salishsea.eos.ubc.ca/erddap/info/\\nhttps://bitbucke..." ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "masked.where" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (x: 398, y: 898)\n", "Dimensions without coordinates: x, y\n", "Data variables:\n", " nav_lon (y, x) float64 -123.4 -123.4 -123.4 -123.4 -123.4 -123.4 ...\n", " nav_lat (y, x) float64 46.86 46.86 46.86 46.87 46.87 46.87 46.87 ...\n", " Bathymetry (y, x) float64 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", "Attributes:\n", " history: \\n[2013-10-30 13:18] Created netCDF4 zlib=True dataset.\\n[2...\n", " conventions: \\nCF-1.6\n", " title: \\nSalish Sea NEMO Bathymetry\n", " institution: \\nDept of Earth, Ocean & Atmospheric Sciences, University ...\n", " references: \\nhttps://bitbucket.org/salishsea/nemo-forcing/src/tip/grid...\n", " comment: \\nBased on 1_bathymetry_seagrid_WestCoast.nc file from 2-Oc...\n", " source: \\nhttps://bitbucket.org/salishsea/tools/src/tip/bathymetry/..." ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid" ] }, { "cell_type": "code", "execution_count": 149, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 0)" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_tools.find_closest_model_point(-123.429,46.8597,masked.nav_lon,masked.nav_lat)" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (t: 1, x: 398, y: 898, z: 40)\n", "Dimensions without coordinates: t, x, y, z\n", "Data variables:\n", " e1f (t, y, x) float64 413.6 424.0 431.4 437.0 441.4 445.0 ...\n", " e1t (t, y, x) float64 397.1 415.8 426.5 433.6 438.9 443.0 ...\n", " e1u (t, y, x) float64 406.5 421.1 430.0 436.2 440.9 444.7 ...\n", " e1v (t, y, x) float64 407.5 419.7 428.3 434.5 439.4 443.4 ...\n", " e2f (t, y, x) float64 455.0 455.0 455.0 455.0 455.0 455.0 ...\n", " e2t (t, y, x) float64 455.2 455.1 455.1 455.1 455.1 455.1 ...\n", " e2u (t, y, x) float64 455.2 455.1 455.1 455.1 455.1 455.1 ...\n", " e2v (t, y, x) float64 455.0 455.0 455.0 455.0 455.0 455.0 ...\n", " e3t_0 (t, z, y, x) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ...\n", " e3t_1d (t, z) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.001 1.002 ...\n", " e3u_0 (t, z, y, x) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ...\n", " e3v_0 (t, z, y, x) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ...\n", " e3w_0 (t, z, y, x) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 ...\n", " e3w_1d (t, z) float64 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.001 1.001 ...\n", " ff (t, y, x) float64 0.0001064 0.0001064 0.0001064 0.0001064 ...\n", " fmask (t, z, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " fmaskutil (t, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " gdept_0 (t, z, y, x) float32 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 ...\n", " gdept_1d (t, z) float64 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.501 8.501 ...\n", " gdepu (t, z, y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " gdepv (t, z, y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " gdepw_0 (t, z, y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " gdepw_1d (t, z) float64 0.0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.001 9.002 ...\n", " glamf (t, y, x) float32 -123.428 -123.423 -123.418 -123.412 ...\n", " glamt (t, y, x) float32 -123.429 -123.424 -123.419 -123.413 ...\n", " glamu (t, y, x) float32 -123.427 -123.421 -123.416 -123.411 ...\n", " glamv (t, y, x) float32 -123.431 -123.425 -123.42 -123.415 ...\n", " gphif (t, y, x) float32 46.8622 46.8641 46.8661 46.868 46.8699 ...\n", " gphit (t, y, x) float32 46.8597 46.8615 46.8634 46.8653 46.8672 ...\n", " gphiu (t, y, x) float32 46.8606 46.8625 46.8644 46.8662 46.8681 ...\n", " gphiv (t, y, x) float32 46.8612 46.8632 46.8651 46.867 46.8689 ...\n", " isfdraft (t, y, x) float32 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ...\n", " mbathy (t, y, x) int16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " misf (t, y, x) int16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " nav_lat (y, x) float32 46.8597 46.8615 46.8634 46.8653 46.8672 ...\n", " nav_lev (z) float32 0.5 1.5 2.50001 3.50003 4.50007 5.50015 ...\n", " nav_lon (y, x) float32 -123.429 -123.424 -123.419 -123.413 ...\n", " time_counter (t) float64 0.0\n", " tmask (t, z, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " tmaskutil (t, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " umask (t, z, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " umaskutil (t, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " vmask (t, z, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", " vmaskutil (t, y, x) int8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ...\n", "Attributes:\n", " file_name: NEMO-forcing/grid/mesh_mask_downbyone2.nc\n", " TimeStamp: 19/06/2016 14:06:46 -0700\n", " history: Sun Jun 19 14:06:59 2016: ncks -4 -L4 -O mesh_mask.nc mesh_...\n", " NCO: \"4.5.2\"\n", " Conventions: CF-1.6\n", " title: Salish Sea NEMO downonegrid2 Bathymetry Mesh Mask\n", " institution: Dept of Earth, Ocean & Atmospheric Sciences, University of ...\n", " source: NEMO-3.6 Salish Sea configuration\n", " references: https://salishsea.eos.ubc.ca/erddap/info/\\nhttps://bitbucke..." ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "masked" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (time_counter: 24, x: 256, y: 266)\n", "Coordinates:\n", " * time_counter (time_counter) datetime64[ns] 2017-01-01 ...\n", " * x (x) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", " * y (y) float64 0.0 2.5e+03 5e+03 7.5e+03 1e+04 1.25e+04 ...\n", "Data variables:\n", " atmpres (time_counter, y, x) float64 1.019e+05 1.019e+05 1.019e+05 ...\n", " nav_lat (y, x) float64 45.66 45.67 45.67 45.68 45.68 45.69 45.69 ...\n", " nav_lon (y, x) float64 233.0 233.0 233.1 233.1 233.1 233.2 233.2 ...\n", " precip (time_counter, y, x) float64 1.111e-05 1.111e-05 1.528e-05 ...\n", " qair (time_counter, y, x) float64 0.004424 0.004469 0.004512 ...\n", " solar (time_counter, y, x) float64 69.75 64.2 69.75 69.75 69.75 ...\n", " tair (time_counter, y, x) float64 281.7 281.7 281.7 281.7 281.7 ...\n", " therm_rad (time_counter, y, x) float64 310.3 308.1 308.1 312.5 310.3 ...\n", " u_wind (time_counter, y, x) float64 9.022 9.042 9.102 9.172 9.252 ...\n", " v_wind (time_counter, y, x) float64 -12.59 -12.48 -12.39 -12.28 ...\n", "Attributes:\n", " Conventions: CF-1.0\n", " History: Sun Jan 1 11:16:37 2017: ncks -4 -L4 -O /results/f...\n", " GRIB2_grid_template: 20\n", " NCO: 4.4.2" ] }, "execution_count": 141, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results" ] }, { "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }