{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Cross section animation of nowcast. Black line to show 1023.3 as reference. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import netCDF4 as nc\n", "import numpy as np\n", "import xarray as xr\n", "from salishsea_tools import nc_tools, viz_tools, grid_tools, geo_tools, gsw_calls\n", "import matplotlib.pyplot as plt\n", "from matplotlib import animation, rc\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rc('animation', html='html5')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "NEMO_bathymetry = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hindcast = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSn3DTracerFields1hV16-10')" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def calc_rho(Sal, TempC, P):\n", " sqrSal = np.sqrt(Sal)\n", " R1 = ((((6.536332e-9 * TempC - 1.120083e-6) * TempC + 1.001685e-4)\n", " * TempC - 9.095290e-3) * TempC + 6.793952e-2) * TempC - 28.263737\n", " R2 = (((5.3875e-9 * TempC - 8.2467e-7) * TempC + 7.6438e-5)\n", " * TempC - 4.0899e-3) * TempC + 8.24493e-1\n", " R3 = (-1.6546e-6 * TempC + 1.0227e-4) * TempC - 5.72466e-3\n", " SIG = (4.8314e-4 * Sal + R3 * sqrSal + R2) * Sal + R1\n", " V350P = 1.0 / 1028.1063\n", " SVA = -SIG * V350P / (1028.1063 + SIG)\n", " rho = 28.106331 - SVA / (V350P * (V350P + SVA)) + 1000\n", " return rho" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": true }, "outputs": [], "source": [ "time_slice = slice('2017-06-19 12:00:00', '2017-06-29 12:00:00')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sal = (hindcast.salinity\n", " .isel( gridX=155)\n", " .sel(time=time_slice))\n", "temp = hindcast.temperature.isel(gridX = 155).sel(time=time_slice)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1.1363636363636362" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0rr7vdvn408ci23JgGv0qL1wwExbmazHcC5tJPzOEMsuL8stb1gTA3Pe96Zz3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\nYiIfZJwiZhpsXvwWthz+q2fyND1tvGTj+zn4yn7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9W56+r+0F4Cs/Or4RaeNV7+WLG67n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b87x3B/gRpokouK3Z8qSP/6MaTydo6de9/1/aKvA3YeOXmKGw7eWsgLVOmR0mFWNjm676eee1yW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\ntCAro+xG2Vb1Zjgk6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viRMxeiAp6+Y+nerOhdGSOv3MLfur14SK+HOXNKIcKj71VZrKIg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s9i/Un8FM9ZDZGVw9AGOQJNM7fxzvKSB6PSy+66/B3BRhP0XWdi8gFlOIptnUwOO3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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,10))\n", "ax.pcolormesh(NEMO_bathymetry.variables['Bathymetry'][:])\n", "ax.plot((155,155), (850,550), 'r-')\n", "viz_tools.set_aspect(ax)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "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.]],\n", "\n", " [[ 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.]],\n", "\n", " [[ 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.]],\n", "\n", " ..., \n", " [[ 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.]],\n", "\n", " [[ 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.]],\n", "\n", " [[ 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.]]])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sal_values = sal.values\n", "sal_values" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(240, 40, 898)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sal_values.shape" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(240, 40, 898)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp_values = temp.values\n", "temp_values.shape" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [], "source": [ "depth = hindcast.depth.values" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mesh_mask = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3c1pbkqSRMTlLkpoxOfczOUuSNDImZ0lSEy4IG2ZyliRpZEzOkqRmTM79LM6S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\n282gAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,8))\n", "ones = ax.pcolormesh(np.ones((20,20)), \n", " vmin = 1021.8, vmax =1024.5, cmap = 'bwr')\n", "fig.colorbar(ones, ax=ax)" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6zUXco17hNXaiQ99xq8Cgds79DLTJp//vQLfSqJSISFFt3LiRka++yum9etEi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\n6qtv57LLBpXa3vW2bVt48sk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xslice=155\n", "fig,ax = plt.subplots(figsize=(8,8))\n", "xslicemask = 1 - mesh_mask.variables['tmask'][0,:,:, xslice]\n", "def animate30(i):\n", " ax.clear()\n", " density1 = calc_rho(sal_values[i,:,:],\n", " temp_values[i,:,:],\n", " depth[np.newaxis, :, np.newaxis])\n", " masked_density1 = np.ma.masked_array(density1, mask = xslicemask)\n", " den = ax.pcolormesh(np.arange(0,898), depth, masked_density1, \n", " vmin = 1021.8,vmax = 1024.5, cmap = 'bwr' #, colors='black'\n", " )\n", " ax.contour(np.arange(0,898), depth, masked_density1,levels=[1023.3], colors='black')\n", " ax.set_ylim(80,0)\n", " ax.set_xlim(550,775)\n", " ax.set_title('X = ' + str(xslice) + ', hour = %03d'%(i)) \n", " return ax\n", "\n", "interval = 0.25#in seconds\n", "ani40 = animation.FuncAnimation(fig,animate30,frames=240,interval=interval*1e+3, repeat=False)\n", "ani40" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(550, 775)" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(mesh_mask.variables['tmask'][0,:,:,155])\n", "plt.ylim(40,0)\n", "plt.xlim(550,775)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(144, 40, 898)\n", "(144, 40, 898)\n" ] } ], "source": [ "time_slice2 = slice('2017-05-22 12:00:00', '2017-05-28 12:00:00')\n", "sal2 = (hindcast.salinity.isel( gridX=155).sel(time=time_slice2))\n", "temp2 = hindcast.temperature.isel(gridX = 155).sel(time=time_slice2)\n", "sal_values2 = sal2.values\n", "temp_values2 = temp2.values\n", "print(sal_values2.shape)\n", "print(temp_values2.shape)" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tIiISYApqERGRAFNQi4iIBJiCWkREJMAU1CIiIgGmoBYREQkwBbWIiEiAKahFREQCLCXW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\n6qtv57LLBpXa3vW2bVt48sk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Ozs7mogEDqFChAi8++yzJycnakxaRA0571PElIS4mmzgl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\nFGMBlTqy8UbFnIJMfFGg+C0nK2942jTk5ouAoo5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xslice=155\n", "fig,ax = plt.subplots(figsize=(8,8))\n", "xslicemask = 1 - mesh_mask.variables['tmask'][0,:,:, xslice]\n", "def animate30(i):\n", " ax.clear()\n", " density1 = calc_rho(sal_values[i,:,:],\n", " temp_values[i,:,:],\n", " depth[np.newaxis, :, np.newaxis])\n", " masked_density1 = np.ma.masked_array(density1, mask = xslicemask)\n", " den = ax.pcolormesh(np.arange(0,898), depth, masked_density1, \n", " vmin = 1021.8,vmax = 1024.5, cmap = 'bwr' #, colors='black'\n", " )\n", " ax.contour(np.arange(0,898), depth, masked_density1,levels=[1023.3], colors='black')\n", " ax.set_ylim(80,0)\n", " ax.set_xlim(550,775)\n", " ax.set_title('X = ' + str(xslice) + ', hour = %03d'%(i)) \n", " return ax\n", "\n", "interval = 0.25#in seconds\n", "ani40 = animation.FuncAnimation(fig,animate30,frames=144,interval=interval*1e+3, repeat=False)\n", "ani40" ] }, { "cell_type": "code", "execution_count": null, 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