{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### This notebook compares the trajectories of drifters versus the particle trajectories produced by Ariane using our model data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# References:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://nbviewer.ipython.org/urls/bitbucket.org/salishsea/analysis/raw/tip/Nancy/Drifters.ipynb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 0. Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import netCDF4 as NC\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "from IPython.core.display import Image\n", "import datetime as dt\n", "\n", "\n", "from salishsea_tools import (nc_tools,tidetools,viz_tools,stormtools)\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Ariane Set-up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Particles 1, 2, 3: September 19, 2014" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All three particles have the following parameters: ntfic=1, tunit=3600, lmt=48, delta_t=3600, frequency=1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "nb_out for particle 1 is 11, 2 is 10, 3 is 8. We're choosing varying number of outputs to match the number of outputs of the drifter data. Different drifters were in the water for varying lengths of time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The initial x and y positions match those of the drifters. No change in depth. The times are 11, 12, 13.5 for particles 1, 2, 3, respectively." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Condition 2: delta_t × frequency × nb_output < tunit × ntfic × (lmt + 0.5 - max(fl)) (if initial time is greater than 0.5) is satified." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Particles 4,5,6: September 20, 2014" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All three particles have the following parameters: ntfic=1, tunit=3600, lmt=48, delta_t=3600, frequency=1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "nb_out for particle 4 is 13, 5 is 7, 6 is 6. We're choosing varying number of outputs to match the number of outputs of the drifter data. Different drifters were in the water for varying lengths of time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " The times are 34.5, 35.5, 38.0 for particles 4, 5, 6, respectively." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = NC.Dataset('/ocean/imachuca/MEOPAR/NEMO-forcing/grid/bathy_meter_SalishSea2.nc','r')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)\n", "lats = grid.variables['nav_lat']\n", "lons = grid.variables['nav_lon']\n", "bath = grid.variables['Bathymetry']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX8AAAHaCAYAAADolUk6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X20XGV9L/DvLy8n7yFGaBJIrnA0WFOvvEhjqlawIipL\n", "QVdbwXWrWOitq9wF1LZWQu+t3vY2WlvRRW91rbvAXqBKb64vLFzWW0IUrK0B0ZAgEQEPqYZCgvJO\n", "3k5OfveP2Yfz7O+e2c95zpwzs2fv72etszJ79p69n9kz2fPM7ze/5zF3h4iINMusfjdARER6Txd/\n", 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"output_type": "display_data" } ], "source": [ "# Bathymetry (Close-Up)\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.set_aspect(ax)\n", "cmap = plt.get_cmap('winter_r')\n", "cmap.set_bad('burlywood')\n", "mesh = ax.pcolormesh(bathy, cmap=cmap)\n", "fig.colorbar(mesh)\n", "plt.axis((280, 350, 390, 490))\n", "\n", "ax.scatter(329,466,color='red',marker='s')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[u'depthu', u'nav_lat', u'nav_lon', u'time_counter', u'time_counter_bnds', u'u_wind_stress', u'vozocrtx']\n" ] }, { "data": { "text/plain": [ "(168, 40, 898, 398)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracers = NC.Dataset('/data/dlatorne/MEOPAR/SalishSea/nowcast/4-10oct14/SalishSea_1h_20141004_20141010_grid_U.nc')\n", "nc_tools.show_variables(tracers)\n", "v=tracers.variables['vozocrtx']\n", "v.shape" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[u'depthu', u'nav_lat', u'nav_lon', u'time_counter', u'time_counter_bnds', u'u_wind_stress', u'vozocrtx']\n" ] }, { "data": { "text/plain": [ "(48, 40, 898, 398)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracers = NC.Dataset('/data/dlatorne/MEOPAR/SalishSea/results/gem-res-19-20sep14/SalishSea_1h_20140919_20140920_grid_U.nc')\n", "nc_tools.show_variables(tracers)\n", "v=tracers.variables['vozocrtx']\n", "v.shape" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[u'depthu', u'nav_lat', u'nav_lon', u'time_counter', u'time_counter_bnds', u'u_wind_stress', u'vozocrtx']\n" ] }, { "data": { "text/plain": [ "(72, 40, 898, 398)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracers = NC.Dataset('/data/dlatorne/MEOPAR/SalishSea/results/gem-res-21-23sep14/SalishSea_1h_20140921_20140923_grid_U.nc')\n", "nc_tools.show_variables(tracers)\n", "v=tracers.variables['vozocrtx']\n", "v.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[u'deptht', u'nav_lat', u'nav_lon', u'rain_rate', u'snow_rate', u'sossheig', u'time_counter', u'time_counter_bnds', u'vosaline', u'votemper']\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tracersT = NC.Dataset('/data/dlatorne/MEOPAR/SalishSea/nowcast/4-10oct14/SalishSea_1h_20141004_20141010_grid_T.nc')\n", "nc_tools.show_variables(tracersT)\n", "ssh = tracersT.variables['sossheig']\n", "timesteps = tracersT.variables['time_counter']\n", "nc_tools.timestamp(tracersT, 97)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Particles 1, 2, 3" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "one = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept1920/P1B3/ariane_trajectories_qualitative.nc','r')\n", "lon1=one.variables['traj_lon']\n", "lat1=one.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "two = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept1920/P2B4/ariane_trajectories_qualitative.nc','r')\n", "lon2=two.variables['traj_lon']\n", "lat2=two.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "three = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept1920/P3B7/ariane_trajectories_qualitative.nc','r')\n", "lon3=three.variables['traj_lon']\n", "lat3=three.variables['traj_lat']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Particles 4, 5, 6" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "four = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept1920/P4D1/ariane_trajectories_qualitative.nc','r')\n", "lon4=four.variables['traj_lon']\n", "lat4=four.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "five = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept1920/P5D2/ariane_trajectories_qualitative.nc','r')\n", "lon5=five.variables['traj_lon']\n", "lat5=five.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "six = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept1920/P6D3/ariane_trajectories_qualitative.nc','r')\n", "lon6=six.variables['traj_lon']\n", "lat6=six.variables['traj_lat']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Oct 8: Drop 1" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "o112 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/oct8/drop1/12/ariane_trajectories_qualitative.nc','r')\n", "lon112=o112.variables['traj_lon']\n", "lat112=o112.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "o13 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/oct8/drop1/3/ariane_trajectories_qualitative.nc','r')\n", "lon13=o13.variables['traj_lon']\n", "lat13=o13.variables['traj_lat']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Oct 8: Drop 2" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "o212 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/oct8/drop2/12/ariane_trajectories_qualitative.nc','r')\n", "lon212=o212.variables['traj_lon']\n", "lat212=o212.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "o23 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/oct8/drop2/3/ariane_trajectories_qualitative.nc','r')\n", "lon23=o23.variables['traj_lon']\n", "lat23=o23.variables['traj_lat']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Oct 8: Drop 3" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "o31 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/oct8/drop3/1/ariane_trajectories_qualitative.nc','r')\n", "lon31=o31.variables['traj_lon']\n", "lat31=o31.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "o323 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/oct8/drop3/23/ariane_trajectories_qualitative.nc','r')\n", "lon323=o323.variables['traj_lon']\n", "lat323=o323.variables['traj_lat']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Sept 20 - 21" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(23, 1)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seq = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sequential/ariane_trajectories_qualitative.nc','r')\n", "lonseq=seq.variables['traj_lon']\n", "latseq=seq.variables['traj_lat']\n", "lonseq.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### September 21" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "U10 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept21/UBC10/ariane_trajectories_qualitative.nc','r')\n", "lonU10=U10.variables['traj_lon']\n", "latU10=U10.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "U8 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept21/UBC8/ariane_trajectories_qualitative.nc','r')\n", "lonU8=U8.variables['traj_lon']\n", "latU8=U8.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "U7 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept21/UBC7/ariane_trajectories_qualitative.nc','r')\n", "lonU7=U7.variables['traj_lon']\n", "latU7=U7.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "U4 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept21/UBC4/ariane_trajectories_qualitative.nc','r')\n", "lonU4=U4.variables['traj_lon']\n", "latU4=U4.variables['traj_lat']" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "U3 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/sept21/UBC3/ariane_trajectories_qualitative.nc','r')\n", "lonU3=U3.variables['traj_lon']\n", "latU3=U3.variables['traj_lat']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**part** is to define the particle for datasets that have more than 1 particle because they all share the same duration. **start** is the day when you start getting tide information, **end** is the last day. **month** you're looking at - right now, we can only look at september using this method. **start_d** is the minimum x limit, and **end_d** is the maximum. To plot the red vertical line which shows when the particle trajectory begins, we need **day**, **hour**, **minute**. Since the particle trajectories in september never overflow into another day, we can simply add **duration** to **hour** to plot the blue vertical line that shows when the trajectory ends." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plotsept(lon,lat,part,start,end,start_d,end_d,day,hour,minute,duration):\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(11, 5))\n", " viz_tools.plot_coastline(ax1,grid,coords='map')\n", " viz_tools.plot_coastline(ax1,grid,coords='map',isobath=4,color='FireBrick')\n", " viz_tools.plot_coastline(ax1,grid,coords='map',isobath=20,color='OrangeRed')\n", " ax1.set_xlim([-123.6,-123])\n", " ax1.set_ylim([48.8,49.4])\n", " ax1.scatter(lon[1:,part],lat[1:,part],color='DodgerBlue',marker='o',label='Model')\n", " ax1.scatter(lon[0,part],lat[0,part],color='0.30',marker='s')\n", " ax1.plot(-123-np.array([18.2,13.7,12])/60.,49+np.array([6.4,8,7.6])/60.,'-k',lw=2,color='Indigo')\n", " ax1.legend()\n", " \n", " wlev = stormtools.load_observations(start,end,'PointAtkinson')\n", " \n", " ax2.plot(wlev.time,wlev.slev,'-k')\n", " ax2.set_xlim(dt.datetime(2014,9,start_d),dt.datetime(2014,9,end_d))\n", " ax2.set_xticklabels([])\n", "\n", " ax2.set_ylabel('Water level (m)')\n", " ax2.set_xlabel('Sept ' + str(start_d) + ' - Sept ' + str(end_d-1) + ' (hrs)')\n", " ax2.set_title('stormtools, Point Atkinson')\n", "\n", " diff = 24 - hour\n", " hour2 = duration - diff\n", " \n", " if hour2 > 0:\n", " day = day\n", " day2 = day + 1\n", " hour2 = hour2\n", " else:\n", " day = day\n", " day2 = day\n", " hour2 = hour+duration\n", " \n", " t=dt.datetime(2014,9,day,hour,minute)\n", " ax2.plot([t,t],[1.5,4.5],'r-',label='start')\n", " tt=dt.datetime(2014,9,day2,hour2,minute)\n", " ax2.plot([tt,tt],[1.5,4.5],'b-',label='end')\n", " ax2.legend()\n", " \n", " [wind_speed,wind_dir,temp,time, lat, lon] = stormtools.get_EC_observations('Sandheads',start,end)\n", " \n", " fig, (ax3, ax4) = plt.subplots(1, 2, figsize=(11, 5))\n", " ax3.plot(time,wind_speed,'-k')\n", " ax3.set_xlim(dt.datetime(2014,9,start_d),dt.datetime(2014,9,end_d))\n", " ax3.set_xticklabels([])\n", " ax3.set_xlabel('Sept ' + str(start_d) + ' - Sept ' + str(end_d-1) + ' (hrs)')\n", " ax3.set_ylabel('Wind Speed (m/s)')\n", " ax3.set_title('Sandheads')\n", " \n", " t=dt.datetime(2014,9,day,hour,minute)\n", " ax3.plot([t,t],[0,9],'r-',label='start')\n", " tt=dt.datetime(2014,9,day2,hour2,minute)\n", " ax3.plot([tt,tt],[0,9],'b-',label='end')\n", " ax3.legend(loc='lower right')\n", " \n", " ax4.plot(time,wind_dir,'-k')\n", " ax4.set_xlim(dt.datetime(2014,9,start_d),dt.datetime(2014,9,end_d))\n", " ax4.set_xticklabels([])\n", " ax4.set_xlabel('Sept ' + str(start_d) + ' - Sept ' + str(end_d-1) + ' (hrs)')\n", " ax4.set_ylabel('Wind Direction (deg CCW of E)')\n", " ax4.set_title('Sandheads')\n", " \n", " t=dt.datetime(2014,9,day,hour,minute)\n", " ax4.plot([t,t],[0,350],'r-',label='start')\n", " tt=dt.datetime(2014,9,day2,hour2,minute)\n", " ax4.plot([tt,tt],[0,350],'b-',label='end')\n", " ax4.legend(loc='lower right')" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plottrackonly(lats, lons, bath, lon, lat, part=0):\n", " '''Make a colour plot of the model drifter'''\n", " # setup\n", " fig, ax = plt.subplots(1,1,figsize=(7,7))\n", " # background\n", " cmap = plt.get_cmap('winter_r')\n", " cmap.set_bad('burlywood')\n", " ax.pcolormesh(lons, lats, bath, cmap=cmap)\n", " ax.set_title('Modelled Drift Track')\n", " ax.set_xlabel('Longitude')\n", " ax.set_ylabel('Latitude')\n", " ax.text(-123.15,49.13, \"Fraser River\", fontsize=12)\n", " ax.set_xlim([-123.6,-123])\n", " ax.set_ylim([48.8,49.4])\n", " # trajectory \n", " ax.scatter(lon[1:,part],lat[1:,part],color='blue',marker='o',label='Model',s=30)\n", " ax.scatter(lon[0,part],lat[0,part],color='red',marker='s',s=40)\n", " ax.plot(-123-np.array([18.2,13.7,12])/60.,49+np.array([6.4,8,7.6])/60.,'-k',lw=2,color='Indigo')\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plotoct(lon,lat,part,start,end,start_d,end_d,day,hour,minute,duration):\n", " fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(11, 5))\n", " viz_tools.plot_coastline(ax1,grid,coords='map')\n", " viz_tools.plot_coastline(ax1,grid,coords='map',isobath=4,color='FireBrick')\n", " viz_tools.plot_coastline(ax1,grid,coords='map',isobath=20,color='OrangeRed')\n", " ax1.set_xlim([-123.6,-123])\n", " ax1.set_ylim([48.8,49.4])\n", " ax1.scatter(lon[1:,part],lat[1:,part],color='DodgerBlue',marker='o',label='Model')\n", " ax1.scatter(lon[0,part],lat[0,part],color='0.30',marker='s')\n", " ax1.plot(-123-np.array([18.2,13.7,12])/60.,49+np.array([6.4,8,7.6])/60.,'-k',lw=2,color='Indigo')\n", " ax1.legend()\n", " \n", " ax2.plot(timesteps[96:144],ssh[96:144,466,329],'-k')\n", " \n", " ax2.set_xticklabels([])\n", " ax2.set_ylabel('Water level (m)')\n", " ax2.set_xlabel('Oct 8 - Oct 9 (hrs)')\n", " ax2.set_title('sossheig, ~Point Atkinson')\n", " \n", " t=96+hour\n", " ax2.plot([timesteps[t],timesteps[t]],[-2.0,1.5],'r-',label='start')\n", " \n", " t2=96+hour+duration\n", " ax2.plot([timesteps[t2],timesteps[t2]],[-2.0,1.5],'b-',label='end')\n", " \n", " [wind_speed,wind_dir,temp,time, lat, lon] = stormtools.get_EC_observations('Sandheads',start,end)\n", " \n", " fig, (ax3, ax4) = plt.subplots(1, 2, figsize=(11, 5))\n", " ax3.plot(time,wind_speed,'-k')\n", " ax3.set_xlim(dt.datetime(2014,10,start_d),dt.datetime(2014,10,end_d))\n", " ax3.set_xticklabels([])\n", " ax3.set_xlabel('Oct 8 - Oct 9 (hrs)')\n", " ax3.set_ylabel('Wind Speed (m/s)')\n", " ax3.set_title('Sandheads')\n", " \n", " diff = 24 - hour\n", " hour2 = duration - diff\n", " day2 = day +1\n", " \n", " t=dt.datetime(2014,10,day,hour,minute)\n", " ax3.plot([t,t],[0,10],'r-',label='start')\n", " tt=dt.datetime(2014,10,day2,hour2,minute)\n", " ax3.plot([tt,tt],[0,10],'b-',label='end')\n", " ax3.legend(loc='upper left')\n", "\n", " ax4.plot(time,wind_dir,'-k')\n", " ax4.set_xlim(dt.datetime(2014,10,start_d),dt.datetime(2014,10,end_d))\n", " ax4.set_xticklabels([])\n", " ax4.set_xlabel('Oct 8 - Oct 9 (hrs)')\n", " ax4.set_ylabel('Wind Direction (deg CCW of E)')\n", " ax4.set_title('Sandheads')\n", " \n", "\n", " t=dt.datetime(2014,10,day,hour,minute)\n", " ax4.plot([t,t],[0,350],'r-',label='start')\n", " tt=dt.datetime(2014,10,day2,hour2,minute)\n", " ax4.plot([tt,tt],[0,350],'b-',label='end')\n", " ax4.legend(loc='upper left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. September 19th Comparisons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Buoy 3 vs Particle 1: NEMO coords (j,i): 432,269 at 10:20 for 11 hours" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAATYAAAEvCAYAAADPZe36AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAOxAAADsQBlSsOGwAAABl0RVh0U29mdHdhcmUAZ25vbWUtc2NyZWVuc2hvdO8Dvz4AACAASURB\n", "VHic7N13VJTX1gfgH4oNVKRKk6IiAoKC6CCKggVUQEAYayyx5caYGGMkMTexRGM3aiyJehVjCzIU\n", "MYhiRbCABQmCoaggUgSliNQZZvb3h3G+IEXKMAN4nrVcCTPn3We/JmvzllPkiIjAMAzThrSTdQIM\n", "wzCSxgobwzBtTpXCZmBgAAsLC1haWmLo0KEAgPz8fIwbNw79+vWDo6MjCgsLawx0/vx59O/fH0ZG\n", "Rti8eXPzZ84wDFMLuX8/YzM0NMS9e/egoqIibuDt7Q01NTV4e3tj8+bNKCgowKZNm6oEEQqFMDY2\n", "xqVLl6Cjo4MhQ4bgjz/+gImJifTOhGEY5h/VbkXffZdw5swZzJkzBwAwZ84cnD59ulqQ27dvo2/f\n", "vjAwMECHDh0wbdo0BAcHN1PKDMMwdatS2OTk5DB27FhYW1vj4MGDAICcnBz07NkTANCzZ0/k5ORU\n", 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September 20th Comparisons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drop 1 vs Particle 4: NEMO coords (j,i): 431,269 at 4:40 for 13 hours" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAT8AAAE9CAYAAAB9bmWgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAOxAAADsQBlSsOGwAAABl0RVh0U29mdHdhcmUAZ25vbWUtc2NyZWVuc2hvdO8Dvz4AACAASURB\n", "VHic7N15XJTV/gfwD8oigooL4AICisoqy4CKiazKIoP7NSsV90yvy6+0tCzSyt3STMu8aG5ppMIM\n", "IMoimmgqg4AIigoS4JooMAjCzJzfH8TkCCjLDDPA9/168YKYec75zsvL557nec5zjhpjjIEQQtqY\n", "dsougBBClIHCjxDSJtUafmKxGA4ODuByuQCA1NRUuLi4YPDgwQgMDERJSUmdDb56LCGEqKJaw2/b\n", "tm2wsrKCmpoaAGDOnDnYuHEj0tLSMH78eGzatKnOBl89lhBCVFGN8MvPz0dUVBTmzJmD6nsht27d\n", "gqurKwDA29sbx44dq7Wx2o4lhBBVVCP8li1bhk2bNqFdu39fsra2Rnh4OAAgNDQUeXl5tTZW27GE\n", "EKKKZFIqIiICBgYGcHBwkBm5hYSEYOfOnXBycoJQKISmpmaNhuo6lhBCVBJ7ycqVK5mRkREzNTVl\n", 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October 8th Comparisons" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drop 1: NEMO coods (j,i): 429, 290 at 16:00 hours for 29 hours" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAcgAAAHBCAYAAADtrisiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvXm0ZdldHvbtO7yh6lVVV3VXt7pbrZaeJoTQGIwEwhIO\n", "IIk5WYDt4KAwmDgLEjA2YLOSkLC8bMhajsHgFYiBICPs2AwBYUMQCCEhAZItoQFaikB6SD13V1XX\n", "9KY77vxxzu+d3/72b+9z3qvp3Vf7W+usqnvfPvvss8+5+9u/2XnvUVBQUFBQUBCid6sHUFBQUFBQ\n", "cBhRCLKgoKCgoMBAIciCgoKCggIDhSALCgoKCgoMFIIsKCgoKCgwUAiyoKCgoKDAQCHIgoJ9wjn3\n", "XOfc3DnX+vtxzn2Lc+696vPcObd+wOse+NxMnz/onPsZ9fm/dM494py76px75fW81kHhnPuMc+5L\n", "b/U4Cm4/FIIsONKoF9eRc+5O+v7DNeE851aN7XrCOfdu59yOc+6Kc+6yc+6Dzrl/4Jxbyp3nvf8R\n", "7/13qK/+KYDv9N6fAHAptxFwzv10TaRX6zkeq8+/eR1vz9dHQcFNRSHIgqMOD2ADwH8lXzjnXgZg\n", 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"Image(filename='/ocean/imachuca/MEOPAR/analysis/Idalia/drop112a.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drop 1: NEMO coods (j,i): 429, 290 at 17:30 hours for 29 hours" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUIAAAE/CAYAAAAzEcqDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAOxAAADsQBlSsOGwAAABl0RVh0U29mdHdhcmUAZ25vbWUtc2NyZWVuc2hvdO8Dvz4AACAASURB\n", "VHic7J13WFTX1sbfGZqAdKnSkaoIKKKUEey9d2G8Go011qv5YjSxxBij0WiK8cYuYGILoojGEghY\n", "EBCxR6QJggIKUqXMzPr+GBgloFKGAWT/nmcehjN7r7XOAV7W7hwiIjAYDEYbhtvcATAYDEZzw4SQ\n", "wWC0ed4qhEKhEC4uLhgxYgQA4NatW3B3d0fXrl0xcuRIFBYWvtXov+syGAxGS+atQrhjxw44ODiA\n", "w+EAAGbNmoXNmzfj9u3bGDNmDLZs2fJWo/+uy2AwGC2ZWoXwyZMnCA0NxaxZs1A1lvLo0SPweDwA\n", "QP/+/XHixIlaDdZWl8FgMFoytQrh0qVLsWXLFnC5rz/u3LkzgoODAQDHjh1Denp6rQZrq8tgMBgt\n", "mRpqFRISAj09Pbi4uFTL6Pbt24edO3fC1dUVRUVFUFRUrGHsbXUZDAajRUP/YuXKlWRsbEzm5uZk\n", 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hours" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAUMAAAE9CAYAAACRGwC2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAAOxAAADsQBlSsOGwAAABl0RVh0U29mdHdhcmUAZ25vbWUtc2NyZWVuc2hvdO8Dvz4AACAASURB\n", "VHic7N13WFTH1wfw7y5NRLoUkSZIVQQUUZAVLLGjiCUqrNFo7C0m5o1RE1uM0Wg0RfMzdlBjC6KI\n", "NZGABUEQG0a6NBUUpbrA7p73D8ImCCiwBdD5PA/PQ5Z7z5yL8Tj3ztwZDhERGIZh3nHc5k6AYRim\n", "JWDFkGEYBvUUQ5FIBFdXV/j6+gIAbt26BQ8PD3Tr1g0jR45EcXFxvQFfPZdhGKY1qLMYbt26FY6O\n", "juBwOACA6dOnY8OGDbh9+zZGjx6NjRs31hvw1XMZhmFag1rFMDs7G+Hh4Zg+fTqqx1aSk5PB4/EA\n", "AAMHDsTx48frDFbXuQzDMK1BrWL48ccfY+PGjeBy//1Rly5dEBoaCgA4evQosrKy6gxW17kMwzCt\n", "QY2qFRYWBkNDQ7i6utbo2e3evRvbtm2Dm5sbSkpKoKqqWitQfecyDMO0CvQfS5cuJVNTU7K0tCRj\n", "Y2Nq27Yt8fn8/x5CDx48IHd3d3pVQ84lInJ2diYA7It9sS/2JdMvZ2fnWvWmMVDfDyIiImjEiBFE\n", "RJSXl0dERCKRiPh8Pu3Zs+e1Qf97bq0GUW+TtZSXl1N8fDzt3LmTpk2bRiYmJmRjY0NcLpfWrl3b\n", 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"Image(filename='/ocean/imachuca/MEOPAR/analysis/Idalia/drop212a.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drop 2: NEMO coods (j,i): 427, 289 at 17:30 hours for 27 hours" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotoct(lon212,lat212,1,'7-Oct-2014','11-Oct-2014',8,10,8,17,30,27)\n", "Image(filename='drop212b.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drop 2: NEMO coods (j,i): 427, 289 at 19:30 hours for 25 hours" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotoct(lon23,lat23,0,'7-Oct-2014','11-Oct-2014',8,10,8,19,30,25)\n", "Image(filename='drop23.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drop 3: NEMO coods (j,i): 425, 287 at 16:00 hours for 27 hours" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotoct(lon31,lat31,0,'7-Oct-2014','11-Oct-2014',8,10,8,16,0,27)\n", "Image(filename='drop31.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drop 3: NEMO coods (j,i): 425, 287 at 17:30 hours for 24 hours " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotoct(lon323,lat323,0,'7-Oct-2014','11-Oct-2014',8,10,8,17,30,24)\n", "Image(filename='drop323a.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Drop 3: NEMO coods (j,i): 425, 287 at 19:00 hours for 24 hours" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotoct(lon323,lat323,1,'7-Oct-2014','11-Oct-2014',8,10,8,19,0,24)\n", "Image(filename='drop323b.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6. [Sequential] September 20 - 21: NEMO coords (j,i): 427,290 at 20:20 for 22 hours" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotsept(lonseq,latseq,0,'19-Sep-2014','22-Sep-2014',20,22,20,20,20,22)\n", "Image(filename='dropsequential.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7. September 21" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NEMO coords (j,i): 422,287 at 06:30 for 12 hours (UBC 10)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotsept(lonU10, latU10, 0, '20-Sep-2014', '23-Sep-2014', 21, 23, 21, 6, 30, 12)\n", "Image(filename='drop10.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NEMO coords (j,i): 422,279 at 08:50 for 10 hours (UBC 8)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotsept(lonU8, latU8, 0, '20-Sep-2014', '23-Sep-2014', 21, 23, 21, 8, 50, 10)\n", "Image(filename='drop08.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NEMO coords (j,i): 423,270 at 09:10 for 9 hours (UBC 7)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotsept(lonU7, latU7, 0, '20-Sep-2014', '23-Sep-2014', 21, 23, 21, 9, 10, 9)\n", "Image(filename='drop07.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NEMO coords (j,i): 424,262 at 09:30 for 9 hours (UBC 4)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotsept(lonU4, latU4, 0, '20-Sep-2014', '23-Sep-2014', 21, 23, 21, 9, 30, 9)\n", "Image(filename='drop04.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NEMO coords (j,i): 424,254 at 10:00 for 9 hours (UBC 3)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plotsept(lonU3, latU3, 0, '20-Sep-2014', '23-Sep-2014', 21, 23, 21, 10, 0, 9)\n", "Image(filename='drop03.png')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }