{ "metadata": { "name": "", "signature": "sha256:7522c54e513fbbcf9c169e3ca4e292368214f35a1a8945a957ac8738fdd8dc97" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Understanding the sequential function in Ariane" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Imports" ] }, { "cell_type": "code", "collapsed": false, "input": [ "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" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "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']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "o1 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/drifter_compare/oct8/drop3/1/ariane_trajectories_qualitative.nc','r')\n", "lon1=o1.variables['traj_lon']\n", "lat1=o1.variables['traj_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "o2 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/sequential/oct4t10/ariane_trajectories_qualitative.nc','r')\n", "lon2=o2.variables['traj_lon']\n", "lat2=o2.variables['traj_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "o3 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/sequential/oct4t10/diff_cycle/ariane_trajectories_qualitative.nc','r')\n", "lon3=o3.variables['traj_lon']\n", "lat3=o3.variables['traj_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "five = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/sequential/sep19t20/original/ariane_trajectories_qualitative.nc','r')\n", "lon5=five.variables['traj_lon']\n", "lat5=five.variables['traj_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "o4 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/sequential/sep19t20/extrapolate/ariane_trajectories_qualitative.nc','r')\n", "lon4=o4.variables['traj_lon']\n", "lat4=o4.variables['traj_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "o6 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/sequential/sep19t20/cyc1/ariane_trajectories_qualitative.nc','r')\n", "lon6=o6.variables['traj_lon']\n", "lat6=o6.variables['traj_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "o7 = NC.Dataset('/ocean/imachuca/MEOPAR/Ariane/results/sequential/sep19t20/cyc2/ariane_trajectories_qualitative.nc','r')\n", "lon7=o7.variables['traj_lon']\n", "lat7=o7.variables['traj_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "o8 = NC.Dataset('/ocean/nsoontie/MEOPAR/Ariane/results/sequential/ariane_trajectories_qualitative.nc','r')\n", "lon8=o8.variables['traj_lon']\n", "lat8=o8.variables['traj_lat']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Comparison" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.plot_coastline(ax,grid,coords='map')\n", "ax.set_xlim([-123.6,-123])\n", "ax.set_ylim([48.6,49.4])\n", "ax.scatter(lon1[1:,:],lat1[1:,:],color='DodgerBlue',marker='o',label='Standard: no maxcycles')\n", "ax.scatter(lon1[0,:],lat1[0,:],color='red',marker='s')\n", "\n", "ax.scatter(lon2[1:,:],lat2[1:,:],color='Indigo',marker='o',label='Sequential: maxcycles=1')\n", "ax.scatter(lon2[0,:],lat2[0,:],color='red',marker='s')\n", "\n", "ax.scatter(lon3[1:,:],lat3[1:,:],color='MediumVioletRed',marker='o',label='Sequential: maxcycles=2')\n", "ax.scatter(lon3[0,:],lat3[0,:],color='red',marker='s')\n", "\n", "ax.legend()\n", "\n", "ax.set_title('October 8 Drifter')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ZYbwU4uLiSCwW07///W96/PixssNpkMWLF5OdnR1Nnz6ddu/eTffu3WtxC/82hbo+j89E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\nCpCSkoJz587BwcHBNPPX2dlZkWNnzUWv12P8+PFwc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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(15, 10))\n", "viz_tools.plot_coastline(ax,grid,coords='map')\n", "ax.set_xlim([-123.5,-123.35])\n", "ax.set_ylim([48.97,49.12])\n", "ax.scatter(lon5[1:,:],lat5[1:,:],color='DodgerBlue',marker='o',label='Standard: no maxcycles, nb_out=12',s=550)\n", "ax.scatter(lon5[0,:],lat5[0,:],color='red',marker='s')\n", "ax.scatter(lon4[1:,:],lat4[1:,:],color='OrangeRed',marker='o',label='Standard: no maxcycles, nb_out=24',s=300)\n", "ax.scatter(lon4[0,:],lat4[0,:],color='red',marker='s')\n", "ax.scatter(lon6[1:,:],lat6[1:,:],color='Indigo',marker='o',label='Sequential: maxcycles=1, nb_out = 24', s=150)\n", "ax.scatter(lon6[0,:],lat6[0,:],color='red',marker='s')\n", "ax.scatter(lon7[1:,:],lat7[1:,:],color='yellow',marker='o',label='Sequential: maxcycles=2, nb_out = 24')\n", "ax.scatter(lon7[0,:],lat7[0,:],color='red',marker='s')\n", "\n", "ax.legend()\n", "\n", "ax.set_title('September 20 Drifter')\n", "plt.suptitle('Note: input only allows for nb_out < 13', fontsize=15)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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AFw3LBqG6Ii5GZcr+ZKjbVlTQ1AEVgIQZ1l8OlAAPGtZfgAraHAx1/Z+hLEegFSrgvL/S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\nZ0NivW1rLC1oiYHF0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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n", "viz_tools.plot_coastline(ax,grid,coords='map')\n", "ax.set_xlim([-123.8,-123])\n", "ax.set_ylim([48.6,49.4])\n", "\n", "ax.scatter(lon8[0,:],lat8[0,:],color='red',marker='s')\n", "ax.scatter(lon8[1:25:1,:],lat8[1:25:1,:],color='Indigo',marker='o',label='Sequential: Nov 1 file')\n", "ax.scatter(lon8[25:,:],lat8[25:,:],color='MediumVioletRed',marker='o',label='Sequential: Nov 2 file')\n", "\n", "ax.legend()\n", "ax.set_title('November 1 - 2')\n", "ax.set_ylabel('Latitude')\n", "ax.set_xlabel('Longitude')\n", "\n", "fig.savefig('results_sequential_docs.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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SUpg9ezZz587Fw8ODX375hfj4+DKzzFVpad68OTt27OCzzz5jxowZ9/xPU3/l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\ne0i1ZdhU2ISEhAQ6depEhQoVWLBggc0W282ttLQ0qlevztSpU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