{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at quadra island event (Jun 2015) (results from hindcast)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import (nc_tools, viz_tools, gsw_calls, visualisations, geo_tools, tidetools)\n", "import numpy.ma as ma\n", "from matplotlib import animation, rc\n", "import glob\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rc('animation', html='html5')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "June = sorted(glob.glob('/results/SalishSea/hindcast/*jun15/*1h*grid_T*'))[9:17]" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['/results/SalishSea/hindcast/10jun15/SalishSea_1h_20150610_20150610_grid_T.nc',\n", " '/results/SalishSea/hindcast/11jun15/SalishSea_1h_20150611_20150611_grid_T.nc',\n", " '/results/SalishSea/hindcast/12jun15/SalishSea_1h_20150612_20150612_grid_T.nc',\n", " '/results/SalishSea/hindcast/13jun15/SalishSea_1h_20150613_20150613_grid_T.nc',\n", " '/results/SalishSea/hindcast/14jun15/SalishSea_1h_20150614_20150614_grid_T.nc',\n", " '/results/SalishSea/hindcast/15jun15/SalishSea_1h_20150615_20150615_grid_T.nc',\n", " '/results/SalishSea/hindcast/16jun15/SalishSea_1h_20150616_20150616_grid_T.nc',\n", " '/results/SalishSea/hindcast/17jun15/SalishSea_1h_20150617_20150617_grid_T.nc']" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "June" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with nc_tools.scDataset(June) as f:\n", " t = f.variables['votemper'][:]\n", " s = f.variables['vosaline'][:]\n", " depth = f.variables['deptht'][:]\n", " time = f.variables['time_counter'][:]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "date = nc.num2date(time, \"seconds since 1900-01-01 00:00:00\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mesh_mask = nc.Dataset('/home/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')\n", "bathy = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc') \n", "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": 42, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:6: RuntimeWarning: overflow encountered in multiply\n", "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:8: RuntimeWarning: overflow encountered in multiply\n", "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:10: RuntimeWarning: overflow encountered in multiply\n", "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:10: RuntimeWarning: invalid value encountered in add\n" ] } ], "source": [ "density = calc_rho(s, t, depth[np.newaxis, :, np.newaxis, np.newaxis])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { 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c6Su1H7yZPUPZUPzWx7v751oqE9pEuCYl9R7eUIU8x2Bhhartv9NX+yvHAMyd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\n8gnvO17vX83rsY+k3STdIOnxY2VcJul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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "def animate30(i):\n", " ax.clear()\n", " visualisations.contour_thalweg(ax, density[i,...], bathy, mesh_mask, \n", " np.linspace(1021.8, 1024.5, 8), cmap = 'bwr')\n", " ax.set_ylim(100,0)\n", " ax.set_title(str(date[i])) \n", " return ax\n", "\n", "interval = 0.25#in seconds\n", "ani40 = animation.FuncAnimation(fig,animate30,frames=192,interval=interval*1e+3, \n", " repeat=False)\n", "ani40" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "den = plt.contourf(np.ones((20,20))*1022.5, levels = np.linspace(1021.8, 1024.5, 8), cmap = 'bwr')\n", "fig.colorbar(den, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# June 7 - 14, 2015" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2vot+saQFXwIReEEIM6XYB5aFCLwgAJjKRZ+1n0UK7/PU87fiidu2RZYl9cHz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\nSR2F/sziJfMFHt63eoD8QPU/6fsPGZidGyDNqyT2IAV4kSr1YoC3fMz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (8,8))\n", "def animate30(i):\n", " ax.clear()\n", " visualisations.contour_thalweg(ax, density[i,...], bathy, mesh_mask, \n", " np.linspace(1021.8, 1024.5, 8), cmap = 'bwr')\n", " ax.set_ylim(420,0)\n", " ax.set_title('hour = %03d'%(i)) \n", " return ax\n", "\n", "interval = 0.25#in seconds\n", "ani40 = animation.FuncAnimation(fig,animate30,frames=192,interval=interval*1e+3, \n", " repeat=False)\n", "ani40" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "thalweg_pts = np.loadtxt('thalweg_working.txt')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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58HqMEjQ+rV1Wx8++hjUzLYYCPWMtqj6xlvb7hmMUdRTKpjeNLZ7bUT+id1Ic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yvY1N5uFCg8yRazGmpq9KCKRckepxq5Abf1xWPAuqky4mZIzaqzjE8ZM9JBgZzdgUEMOZZT7nin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\nyAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(bathy.variables['Bathymetry'][:])\n", "for pt in thalweg_pts:\n", " plt.plot(pt[1], pt[0], 'r.')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Bathy, x, y = tidetools.get_bathy_data(bathy)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 46.85966492, 46.86154556, 46.86342621, ..., 47.59721375,\n", " 47.59906769, 47.60092163],\n", " [ 46.86278915, 46.86481476, 46.86677933, ..., 47.60125732,\n", " 47.60311127, 47.60496521],\n", " [ 46.86606979, 46.86814499, 46.87015915, ..., 47.60529709,\n", " 47.60715485, 47.60900879],\n", " [ 46.86944962, 46.87153244, 46.8735733 , ..., 47.60934067,\n", " 47.61119843, 47.61305237],\n", " [ 46.8728714 , 46.87496185, 46.87702179, ..., 47.61338425,\n", " 47.61523819, 47.61709595]])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y[:5]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(761, 137)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_tools.find_closest_model_point(-125.222436, 50.114362, x,y, land_mask = Bathy.mask)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "June_all = sorted(glob.glob('/results/SalishSea/hindcast/*jun15/*1h*grid_T*'))\n", "with nc_tools.scDataset(June_all) as f:\n", " s_all = f.variables['vosaline'][:,:,761,137]\n", " time_all = f.variables['time_counter'][:]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "float64 time_counter(time_counter)\n", " axis: T\n", " standard_name: time\n", " long_name: Time axis\n", " calendar: gregorian\n", " units: seconds since 1900-01-01 00:00:00\n", " time_origin: 1900-01-01 00:00:00\n", " bounds: time_counter_bounds\n", "unlimited dimensions: time_counter\n", "current shape = (24,)\n", "filling on, default _FillValue of 9.969209968386869e+36 used" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nc.Dataset(June[0]).variables['time_counter']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dates = nc.num2date(time_all, \"seconds since 1900-01-01 00:00:00\")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YZ8bExNDpzYF+Qfe4jH+nJewBr4tvv2M5ADcsn8EHzvHbPlThzMVvvsH9/IXD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\n68z70LNG0C0LvbMvxpZj7fY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(dates, s_all[:,0]);\n", "plt.grid('on')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "We can see the water going up and over the sill. Look at the white part. " ] }, { "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 }