{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import netCDF4 as nc\n", "import numpy as np\n", "import matplotlib.patches as patches\n", "from salishsea_tools import viz_tools, geo_tools, tidetools\n", "from bathy_helpers import *\n", "import matplotlib.path as mpltPath\n", "from fast_ll2ij_SalishSea201702 import *\n", "from scipy.optimize import curve_fit" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 135 particles were released in the domain marked by the black box. All of the particles were released at depths between 30 and 60 m." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "bathy = ax.pcolormesh(grid.variables['Bathymetry'][:], vmin = 0, vmax = 50)\n", "ax.set_ylim(590,670)\n", "ax.set_xlim(115,135)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((118,598), 13, 19, fill=False, linewidth=3))\n", "fig.colorbar(bathy, ax=ax)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def still_inside(il, ir, jl, jr, lont, latt):\n", " p = makebox(glamfe,gphife,il,ir,jl,jr)\n", " poly = path.Path(p, closed=True) \n", " time, particles = lont.shape\n", " number_of_particles = np.zeros(time)\n", " for l in range(time):\n", " cx = lont[l,:]\n", " cy = latt[l,:]\n", " pts = np.array([cx,cy]).T\n", " test = poly.contains_points(pts)\n", " number_of_particles[l]= sum(test) / particles\n", " return number_of_particles\n", "def func(x, a, b, c):\n", " return a * np.exp(-b * x) + c\n", "def shallow_particles(lont,latt,init_z, il, ir, jl, jr):\n", " mask = lont[:].mask\n", " p = makebox(glamfe,gphife,il,ir,jl,jr)\n", " poly = path.Path(p, closed=True) \n", " time, particles = lont.shape\n", " number_of_particles = np.zeros(time)\n", " index_shallow_particles=[]\n", " for n in range(particles):\n", " if init_z[n] < 24:\n", " index_shallow_particles.append(n)\n", " number_of_shallow_particles = np.zeros(time)\n", " for n in range(time):\n", " for m in index_shallow_particles:\n", " if (mask[n,m]) == False: \n", " tf = poly.contains_point(np.array((lont[n,m], latt[n,m])).T)\n", " if tf == True:\n", " number_of_shallow_particles[n] = number_of_shallow_particles[n] + 1\n", " return number_of_shallow_particles" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/deep_deep_bay/Jul16/ariane_trajectories_qualitative.nc')\n", "Jul_latt = Jul.variables['traj_lat']\n", "Jul_lont = Jul.variables['traj_lon']\n", "Oct = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/deep_deep_bay/Oct16/ariane_trajectories_qualitative.nc')\n", "Oct_latt = Oct.variables['traj_lat']\n", "Oct_lont = Oct.variables['traj_lon']\n", "Jan = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/deep_deep_bay/Jan17/ariane_trajectories_qualitative.nc')\n", "Jan_latt = Jan.variables['traj_lat']\n", "Jan_lont = Jan.variables['traj_lon']\n", "Apr = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/deep_deep_bay/Apr17/ariane_trajectories_qualitative.nc')\n", "Apr_latt = Apr.variables['traj_lat']\n", "Apr_lont = Apr.variables['traj_lon']\n", "with nc.Dataset('/home/mdunphy/MEOPAR/NEMO-forcing/grid/coordinates_seagrid_SalishSea201702.nc', 'r') as cnc:\n", " glamf = cnc.variables['glamf'][0,...]; gphif = cnc.variables['gphif'][0,...]\n", " glamt = cnc.variables['glamt'][0,...]; gphit = cnc.variables['gphit'][0,...]\n", "NY, NX = glamt.shape[0], glamt.shape[1]\n", "glamfe, gphife = expandf(glamf, gphif)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul_all = still_inside(118,132,598,617,Jul_lont, Jul_latt)\n", "Oct_all = still_inside( 118,132,598,617,Oct_lont, Oct_latt)\n", "Jan_all = still_inside( 118,132,598,617, Jan_lont, Jan_latt)\n", "Apr_all = still_inside( 118,132,598,617, Apr_lont, Apr_latt)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "July: 8.01982708525\n", "October: 8.5050337479\n", "January: 8.69262968029\n", "April: 5.07240952191\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:14: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:14: RuntimeWarning: overflow encountered in exp\n" ] } ], "source": [ "popt1, pcov1 = curve_fit(func, range(744), Jul_all)\n", "popt2, pcov2 = curve_fit(func, range(744), Oct_all)\n", "popt3, pcov3 = curve_fit(func, range(744), Jan_all)\n", "popt4, pcov4 = curve_fit(func, range(720), Apr_all)\n", "print('July: '+str(1/popt1[1] /24))\n", "print('October: '+str(1/popt2[1] /24))\n", "print('January: '+str(1/popt3[1] /24))\n", "print('April: '+str(1/popt4[1] /24))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:14: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NY8BMYDOQAIyz1h60r70xZjIwGSA5OZn09PTDDpObm3tE1x2OsCZNGBgXx467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\npDAWQgghhBACkMJYCCGEEEIIAP4fdh7jHMKBC68AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul_all)\n", "ax[0,0].plot(range(744), func(range(744), *popt1), 'r-')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct_all)\n", "ax[0,1].plot(range(744), func(range(744), *popt2), 'r-')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan_all)\n", "ax[1,0].plot(range(744), func(range(744), *popt3), 'r-')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr_all)\n", "ax[1,1].plot(range(720), func(range(720), *popt4), 'r-')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 170 particles were released in the domain marked by the black box. All of the particles were released at depths between 30 and 70 m." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(16,12))\n", "bathy = ax.pcolormesh(grid.variables['Bathymetry'][:], vmin = 0, vmax = 50)\n", "ax.set_ylim(590,670)\n", "ax.set_xlim(115,135)\n", "viz_tools.set_aspect(ax)\n", "ax.add_patch(patches.Rectangle((118,598), 13, 19, fill=False, linewidth=3))\n", "fig.colorbar(bathy, ax=ax)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul2 = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/deep_deep_deep_bay/Jul16/ariane_trajectories_qualitative.nc')\n", "Jul2_latt = Jul.variables['traj_lat']\n", "Jul2_lont = Jul.variables['traj_lon']\n", "Oct2 = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/deep_deep_deep_bay/Oct16/ariane_trajectories_qualitative.nc')\n", "Oct2_latt = Oct.variables['traj_lat']\n", "Oct2_lont = Oct.variables['traj_lon']\n", "Jan2 = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/deep_deep_deep_bay/Jan17/ariane_trajectories_qualitative.nc')\n", "Jan2_latt = Jan.variables['traj_lat']\n", "Jan2_lont = Jan.variables['traj_lon']\n", "Apr2 = nc.Dataset('/ocean/vdo/MEOPAR/ariane-runs/deep_deep_deep_bay/Apr17/ariane_trajectories_qualitative.nc')\n", "Apr2_latt = Apr.variables['traj_lat']\n", "Apr2_lont = Apr.variables['traj_lon']\n", "with nc.Dataset('/home/mdunphy/MEOPAR/NEMO-forcing/grid/coordinates_seagrid_SalishSea201702.nc', 'r') as cnc:\n", " glamf = cnc.variables['glamf'][0,...]; gphif = cnc.variables['gphif'][0,...]\n", " glamt = cnc.variables['glamt'][0,...]; gphit = cnc.variables['gphit'][0,...]\n", "NY, NX = glamt.shape[0], glamt.shape[1]\n", "glamfe, gphife = expandf(glamf, gphif)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Jul2_all = still_inside(118,132,598,617,Jul2_lont, Jul2_latt)\n", "Oct2_all = still_inside( 118,132,598,617,Oct2_lont, Oct2_latt)\n", "Jan2_all = still_inside( 118,132,598,617, Jan2_lont, Jan2_latt)\n", "Apr2_all = still_inside( 118,132,598,617, Apr2_lont, Apr2_latt)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "July: 8.01982708525\n", "October: 8.5050337479\n", "January: 8.69262968029\n", "April: 5.07240952191\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:14: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:14: RuntimeWarning: overflow encountered in exp\n" ] } ], "source": [ "popt12, pcov12 = curve_fit(func, range(744), Jul2_all)\n", "popt22, pcov22 = curve_fit(func, range(744), Oct2_all)\n", "popt32, pcov32 = curve_fit(func, range(744), Jan2_all)\n", "popt42, pcov42 = curve_fit(func, range(720), Apr2_all)\n", "print('July: '+str(1/popt12[1] /24))\n", "print('October: '+str(1/popt22[1] /24))\n", "print('January: '+str(1/popt32[1] /24))\n", "print('April: '+str(1/popt42[1] /24))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:14: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NY8BMYDOQAIyz1h60r70xZjIwGSA5OZn09PTDDpObm3tE1x2OsCZNGBgXx467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\npDAWQgghhBACkMJYCCGEEEIIAP4fdh7jHMKBC68AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(2,2,figsize=(12,12))\n", "ax[0,0].plot(range(744), Jul2_all)\n", "ax[0,0].plot(range(744), func(range(744), *popt12), 'r-')\n", "ax[0,0].grid('on')\n", "ax[0,0].set_title('July 2016')\n", "ax[0,1].plot(range(744), Oct2_all)\n", "ax[0,1].plot(range(744), func(range(744), *popt22), 'r-')\n", "ax[0,1].grid('on')\n", "ax[0,1].set_title('October 2016')\n", "ax[1,0].plot(range(744), Jan2_all)\n", "ax[1,0].plot(range(744), func(range(744), *popt32), 'r-')\n", "ax[1,0].grid('on')\n", "ax[1,0].set_title('January 2017')\n", "ax[1,1].plot(range(720), Apr2_all)\n", "ax[1,1].plot(range(720), func(range(720), *popt42), 'r-')\n", "ax[1,1].grid('on')\n", "ax[1,1].set_title('April 2017')" ] }, { "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 }