{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:90% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import netCDF4 as nc\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.io as sio\n",
    "import pandas as pd\n",
    "import datetime\n",
    "import xarray as xr\n",
    "from salishsea_tools import tidetools, geo_tools, viz_tools\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import os\n",
    "import h5py\n",
    "import glob\n",
    "import matplotlib.patches as mpatches\n",
    "%matplotlib inline\n",
    "\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:90% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n",
    "bathy, X, Y = tidetools.get_bathy_data(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "vmax = 1.0\n",
    "cmap = LinearSegmentedColormap.from_list('mycmap', [(0 / vmax, 'tab:pink'),\n",
    "                                                    (0.3 / vmax, 'tab:pink'),\n",
    "                                                    (0.30001 / vmax, 'tab:red'),\n",
    "                                                    (0.55 / vmax, 'tab:red'),\n",
    "                                                    (0.550001 / vmax, 'tab:orange'),\n",
    "                                                    (0.85 / vmax, 'tab:orange'),\n",
    "                                                    (0.850001 / vmax, 'tab:blue'),\n",
    "                                                    (1 / vmax, 'tab:blue')]\n",
    "                                        )\n",
    "\n",
    "green_patch = mpatches.Patch(color='tab:pink', label='1/4 runs')\n",
    "red_patch = mpatches.Patch(color='tab:red', label='2/4 runs')\n",
    "yellow_patch = mpatches.Patch(color='tab:orange', label='3/4 runs')\n",
    "blue_patch = mpatches.Patch(color='tab:blue', label='4/4 runs')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mtime2datetime(mtime):\n",
    "    \"\"\"Convert matlab time to python datetime object\n",
    "    \"\"\"\n",
    "    \n",
    "    pytime = datetime.datetime.fromordinal(int(mtime) - 366) + datetime.timedelta(days=mtime%1)\n",
    "    \n",
    "    return pytime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "paths = {\n",
    "    'drifters': '/ocean/shared/drifters/data/L3/Salish_L3_20190728T103529.mat',\n",
    "}\n",
    "\n",
    "drifters = sio.loadmat(paths['drifters'])['drift'][0]\n",
    "\n",
    "IDs, IDout = list(np.unique(drifters['id'].astype(int))), []\n",
    "for ID in IDs:\n",
    "    dindex = np.where(drifters['id'].astype(int) == ID)[0][0]\n",
    "    if (drifters['lon'][dindex][0] < -125) and (drifters['lat'][dindex][0] < 49): IDout.append(ID)\n",
    "for ID in IDout: IDs.remove(ID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data/vdo/MEOPAR/tools/SalishSeaTools/salishsea_tools/viz_tools.py:125: UserWarning: No contour levels were found within the data range.\n",
      "  [isobath], colors=color, zorder=zorder)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (10,10))\n",
    "for ID in [431, 639, 615, 180, 4341, 662]:\n",
    "    dindex = np.where(drifters['id'].astype(int) == ID)[0][0]\n",
    "    if ID == 4341:\n",
    "        ax.plot(drifters['lon'][dindex][10], drifters['lat'][dindex][10], \n",
    "            'o', label = mtime2datetime(float(drifters['mtime'][dindex][10])))\n",
    "    elif ID == 662:\n",
    "        ax.plot(drifters['lon'][dindex][200], drifters['lat'][dindex][200], \n",
    "            'o', label = mtime2datetime(float(drifters['mtime'][dindex][200])))\n",
    "    else:\n",
    "        ax.plot(drifters['lon'][dindex][0], drifters['lat'][dindex][0], \n",
    "            'o', label = mtime2datetime(float(drifters['mtime'][dindex][0])))\n",
    "viz_tools.plot_coastline(ax, grid, coords = 'map')\n",
    "ax.legend()\n",
    "ax.set_ylim(48, 50.3)\n",
    "ax.set_xlim(-125.2, -122.5)\n",
    "viz_tools.set_aspect(ax, coords = 'map');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# f0: prob=0.5, limit = 250\n",
    "# f1: prob = 1, limit = 250\n",
    "# f2: prob = 0.5, limit = 500\n",
    "# f3: prob = 1, limit = 500"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Beaching tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_plots(f0,f1,f2,f3, x1lim, y1lim, y2lim, y3lim):\n",
    "    #print sum of beaching hours\n",
    "    print('total beaching hours for f0 = ' + str(f0['Beaching_Time'][:,:].sum()))\n",
    "    print('total beaching hours for f1 = ' + str(f1['Beaching_Time'][:,:].sum()))\n",
    "    print('total beaching hours for f2 = ' + str(f2['Beaching_Time'][:,:].sum()))\n",
    "    print('total beaching hours for f3 = ' + str(f3['Beaching_Time'][:,:].sum()))\n",
    "    \n",
    "    #make probability arrays\n",
    "    f0lessthanone = f0['Beaching_Time'][:,:]\n",
    "    f0lessthanone[(f0lessthanone <= 24) & (f0lessthanone > 0)] = 1\n",
    "    f0lessthanone[(f0lessthanone > 24) | (f0lessthanone == 0)] = 0\n",
    "\n",
    "    f1lessthanone = f1['Beaching_Time'][:,:]\n",
    "    f1lessthanone[(f1lessthanone <= 24) & (f1lessthanone > 0)] = 1\n",
    "    f1lessthanone[(f1lessthanone > 24) | (f1lessthanone == 0)] = 0\n",
    "\n",
    "    f2lessthanone = f2['Beaching_Time'][:,:]\n",
    "    f2lessthanone[(f2lessthanone <= 24) & (f2lessthanone > 0)] = 1\n",
    "    f2lessthanone[(f2lessthanone > 24) | (f2lessthanone == 0)] = 0\n",
    "\n",
    "    f3lessthanone = f3['Beaching_Time'][:,:]\n",
    "    f3lessthanone[(f3lessthanone <= 24) & (f3lessthanone > 0)] = 1\n",
    "    f3lessthanone[(f3lessthanone > 24) | (f3lessthanone == 0)] = 0\n",
    "\n",
    "    problessthanone = (f0lessthanone+f1lessthanone+f2lessthanone+f3lessthanone)/4\n",
    "\n",
    "    f0lessthanthree = f0['Beaching_Time'][:,:]\n",
    "    f0lessthanthree[(f0lessthanthree <= 72) & (f0lessthanthree > 0)] = 1\n",
    "    f0lessthanthree[(f0lessthanthree > 72) | (f0lessthanthree == 0)] = 0\n",
    "\n",
    "    f1lessthanthree = f1['Beaching_Time'][:,:]\n",
    "    f1lessthanthree[(f1lessthanthree <= 72) & (f1lessthanthree > 0)] = 1\n",
    "    f1lessthanthree[(f1lessthanthree > 72) | (f1lessthanthree == 0)] = 0\n",
    "\n",
    "    f2lessthanthree = f2['Beaching_Time'][:,:]\n",
    "    f2lessthanthree[(f2lessthanthree <= 72) & (f2lessthanthree > 0)] = 1\n",
    "    f2lessthanthree[(f2lessthanthree > 72) | (f2lessthanthree == 0)] = 0\n",
    "\n",
    "    f3lessthanthree = f3['Beaching_Time'][:,:]\n",
    "    f3lessthanthree[(f3lessthanthree <= 72) & (f3lessthanthree > 0)] = 1\n",
    "    f3lessthanthree[(f3lessthanthree > 72) | (f3lessthanthree == 0)] = 0\n",
    "\n",
    "    problessthanthree = (f0lessthanthree+f1lessthanthree+f2lessthanthree+f3lessthanthree)/4\n",
    "\n",
    "    f0lessthanseven = f0['Beaching_Time'][:,:]\n",
    "    f0lessthanseven[(f0lessthanseven <= 168) & (f0lessthanseven > 0)] = 1\n",
    "    f0lessthanseven[(f0lessthanseven > 168) | (f0lessthanseven == 0)] = 0\n",
    "\n",
    "    f1lessthanseven = f1['Beaching_Time'][:,:]\n",
    "    f1lessthanseven[(f1lessthanseven <= 168) & (f1lessthanseven > 0)] = 1\n",
    "    f1lessthanseven[(f1lessthanseven > 168) | (f1lessthanseven == 0)] = 0\n",
    "\n",
    "    f2lessthanseven = f2['Beaching_Time'][:,:]\n",
    "    f2lessthanseven[(f2lessthanseven <= 168) & (f2lessthanseven > 0)] = 1\n",
    "    f2lessthanseven[(f2lessthanseven > 168) | (f2lessthanseven == 0)] = 0\n",
    "\n",
    "    f3lessthanseven = f3['Beaching_Time'][:,:]\n",
    "    f3lessthanseven[(f3lessthanseven <= 168) & (f3lessthanseven > 0)] = 1\n",
    "    f3lessthanseven[(f3lessthanseven > 168) | (f3lessthanseven == 0)] = 0\n",
    "\n",
    "    problessthanseven = (f0lessthanseven+f1lessthanseven+f2lessthanseven+f3lessthanseven)/4\n",
    "    \n",
    "    fig, ax = plt.subplots(1,3, figsize = (20,20))\n",
    "\n",
    "    for a in ax:\n",
    "        a.pcolormesh(bathy.mask[1:-1, 1:-1], cmap = 'Pastel2')\n",
    "    \n",
    "    ax[0].pcolormesh(np.ma.masked_equal(problessthanone,0), vmin = 0, vmax = 1, cmap = cmap)\n",
    "    ax[1].pcolormesh(np.ma.masked_equal(problessthanthree,0), vmin = 0, vmax = 1, cmap = cmap)\n",
    "    ax[2].pcolormesh(np.ma.masked_equal(problessthanseven,0), vmin = 0, vmax = 1, cmap = cmap)\n",
    "\n",
    "    ax[0].set_title('< 1 day')\n",
    "    ax[1].set_title('< 3 day')\n",
    "    ax[2].set_title('< 7 day')\n",
    "    \n",
    "    plt.legend(handles=[green_patch, red_patch, yellow_patch, blue_patch], \n",
    "           bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "    \n",
    "    for a in ax:\n",
    "        viz_tools.set_aspect(a)\n",
    "        a.set_ylim(y1lim);\n",
    "        a.set_xlim(x1lim);\n",
    "        \n",
    "    bins = np.arange(0,8)\n",
    "    fig, ax = plt.subplots(2,2, figsize = (15,10))\n",
    "    ax[0,0].set_title(\"beaching time, prob = 0.5, limit = 250m\")\n",
    "    ax[0,1].set_title(\"prob = 1, lim = 250m\")\n",
    "    ax[1,0].set_title(\"beaching time, prob = 0.5, limit = 500m\")\n",
    "    ax[1,1].set_title(\"prob = 1, lim = 500m\")\n",
    "    ax[0,0].hist(f0['Beaching_Time'][:,:].flatten()[f0['Beaching_Time'][:,:].flatten() !=0]/24, bins=bins)\n",
    "    ax[0,1].hist(f1['Beaching_Time'][:,:].flatten()[f1['Beaching_Time'][:,:].flatten() !=0]/24, bins=bins)\n",
    "    ax[1,0].hist(f2['Beaching_Time'][:,:].flatten()[f2['Beaching_Time'][:,:].flatten() !=0]/24, bins=bins)\n",
    "    ax[1,1].hist(f3['Beaching_Time'][:,:].flatten()[f3['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "                 bins=bins)\n",
    "    for a in ax.flatten():\n",
    "        a.set_ylim(0,y2lim)\n",
    "        a.set_xlabel('days')\n",
    "        \n",
    "    fig, ax = plt.subplots(2,2, figsize = (15,10))\n",
    "    ax[0,0].set_title(\"beaching time, prob = 0.5, limit = 250m\")\n",
    "    ax[0,1].set_title(\"prob = 1, lim = 250m\")\n",
    "    ax[1,0].set_title(\"beaching time, prob = 0.5, limit = 500m\")\n",
    "    ax[1,1].set_title(\"prob = 1, lim = 500m\")\n",
    "    ax[0,0].hist(f0['Beaching_Time'][:,:].flatten()[f0['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "                 bins=bins, cumulative = True)\n",
    "    ax[0,1].hist(f1['Beaching_Time'][:,:].flatten()[f1['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "                 bins=bins, cumulative = True)\n",
    "    ax[1,0].hist(f2['Beaching_Time'][:,:].flatten()[f2['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "                 bins=bins, cumulative = True)\n",
    "    ax[1,1].hist(f3['Beaching_Time'][:,:].flatten()[f3['Beaching_Time'][:,:].flatten() !=0]/24, \n",
    "                 bins=bins, cumulative = True)\n",
    "    for a in ax.flatten():\n",
    "        a.set_ylim(0,y3lim)\n",
    "        a.set_xlabel('days');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NS2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total beaching hours for f0 = 14140\n",
      "total beaching hours for f1 = 12222\n",
      "total beaching hours for f2 = 12082\n",
      "total beaching hours for f3 = 11201\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-0_beachingtestsNS2-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-1_beachingtestsNS2-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-2_beachingtestsNS2-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-3_beachingtestsNS2-3.nc')\n",
    "make_plots(f0, f1, f2, f3, (100,250), (500,700), 40, 150)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HS1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total beaching hours for f0 = 21769\n",
      "total beaching hours for f1 = 17878\n",
      "total beaching hours for f2 = 19002\n",
      "total beaching hours for f3 = 14614\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-0_beachingtestsHS1-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-1_beachingtestsHS1-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-2_beachingtestsHS1-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-3_beachingtestsHS1-3.nc')\n",
    "make_plots(f0, f1, f2, f3, (200,380), (200,450), 160, 400)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# HS2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total beaching hours for f0 = 6514\n",
      "total beaching hours for f1 = 2451\n",
      "total beaching hours for f2 = 2570\n",
      "total beaching hours for f3 = 1002\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-0_beachingtestsHS2-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-1_beachingtestsHS2-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-2_beachingtestsHS2-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-3_beachingtestsHS2-3.nc')\n",
    "make_plots(f0, f1, f2, f3, (200,350), (290,380), 60, 175)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SH2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total beaching hours for f0 = 5313\n",
      "total beaching hours for f1 = 2854\n",
      "total beaching hours for f2 = 2422\n",
      "total beaching hours for f3 = 1543\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-0_beachingtestsSH2-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-1_beachingtestsSH2-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-2_beachingtestsSH2-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-3_beachingtestsSH2-3.nc')\n",
    "make_plots(f0, f1, f2, f3, (250,350), (300,500), 60, 120)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VS1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total beaching hours for f0 = 14907\n",
      "total beaching hours for f1 = 13429\n",
      "total beaching hours for f2 = 12955\n",
      "total beaching hours for f3 = 11888\n"
     ]
    },
    {
     "data": {
      "image/png": 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9/fTTI970pjfNOOaYY2ZOnz79uLvvvnt0mP2lcS4BLp8waeGPjPS1cgmS9/3K+r2L6w8Ml1AnoFbZPw98Gc1GXJeqZv3ekRMog7J/HsiJbBQhJ7Lo1EqDi2VyweLFi4+49tprN7W1DW/a+uUvf9k5c+bM/ra2Nj311FMjVq5cOe7yyy9/wW9dGzduHLlo0aKt69ate+zoo49+1W/ZzZs3j3jooYceX7FixfqrrrpqsiR997vfPfSMM87Y/vjjjz+2bt26R0855ZT+MPvCZa0x4mTJXlFu5poFv+PW6LmoN3NN431KahvN9jXO+37wWS4WMsIN5EQ0zY4ZOTF8vX7ICTRCTriBnIgmSk60MoEQOdFc0T/HP/jBD8YedthhA3/913/dv2rVqjHe51atWnXw3Llzd0jSxRdffMQ111yzqaPDv/mru7v71TPOOGNXkG2/+93vfrG9vV2zZ89+eevWrSMk6S1vecuuf/zHf5z62muvtf3t3/7ttre97W27w+wPjXMAAAAAAADIjZ///Oej77333kMmT5489pVXXmnbtWtX2/z5849csWLFU6tXrx575513bpCkRx55ZNQHP/jB10vStm3bOu6///6xHR0d9oILLnjRu77Ozs5B7+/G7Gvc3L1797CWzpEjR+5tMbV26Mezzz5754MPPvjE8uXLx1544YVHfuxjH9u8ZMmSrUH3h8a5GNDLtU/t5ZFZHBvvNl3rLYhr2nA/jWZuKsM60xC2JyvMeZC3Y4HgyIl9yAl/5ESy60wDOYEoyIl9XMoJF8+5tHIi7n3PyzrTkFRO5PFYtGLp0qXPLl269FlJWrVq1Zjrr79+wooVK57aunVr+549ezRx4sQ9kvTss8/+vvqaBQsWTJ03b9722oa5esaPH//amjVrRp544okvr1ixYtzo0aP3+C3/xz/+8YAjjzzy1U996lN/3rVrV9uaNWs6JdE4B0juVdh5/cPL7xjGtU95PTatcunzCZQROREPciI5Ln0+gbJxsZEur3UhOZEclz6fLrjzzjsPPu20015qdT1XX331s/Pnzz+qu7v7tWOOOWb3rl27fOdsuOeee8Z84xvfmNjR0WE7Ozv3LFu27Kkw26NxDnVwH7AAACAASURBVAAAAAAAAJEd0jliIM4ZWw/pHFF3ZtV65s2b99K8efNekqS777774IsuuujP9ZZbvnz5xnqPz5gx49X169c/6n1s0aJF2xYtWrSt2Tr6+/v/W5IuueSSrZdcckngkXK1aJyLQRpDi/Mgzhscx4VehOAajR5Jo5fLu5041+lib6fkXnmQvKwuy3ENOZFffvUpORE/18qD5JETQ1zLCc7F4KLkRNzvbxLnkWsj7KtcLNPaK9/5cNZlkKQf/vCHT2ddhihonItRmUI1SGVQpuMRhOvHovp+1d7nI6tyxCnJUA3zZdHFEEV6ytaRQ06E5/Kx8H5+yYlwuKccgipTTgT9rJMTw7l8LFzJiTx25JATkCTfa2YBAAAAAAAAJIeRczErcu9O2Fb6LI+Daz0KeflMBD1uedkfr6RGRTBiDmGRE/uQE/vk5TNBTkRbbzOufR6RLXJCmrV0196fN/d0JlUcX66dl3n5TJAT0dbbjGufx4rBwcFB09bWlr83MwODg4NG0mCj52mcgy9HKwHEJMi03UXi6r2FgDzjfCq2MuZE0fYJyBrnVLGRE6X2hxdeeGHm4Ycfvp0GOn+Dg4PmhRdeGCvpD42WoXEOAAAAAAAAgQ0MDPz9888//2/PP//88eKWac0MSvrDwMDA3zdagMa5BOThZq7NhsvnvTeAEVLBenW8z9f7PDSbwbWVz3iZ3hu/zyO9b+WUh0uWyIniC5MTjT4L5EQ8yAnUKntOrF08SlK236fKfu4FzclWcqLV97dM74+LOTF79uwtkt6d+oYLitbNEuvrMnv/1T4W1/qDPJYk1/+oSVoc+9+9xe79F6ck1hlm21lt17vtsn8+4T5yovjICXe2W2/bZf98wn1Fz4ks6wNXxJkTcXOlrs5y22X/fBZJ08Y5Y8xIY8xvjTEPG2MeNcZcXXn8SGPMb4wx640xPzTGHFB5/MDK7xsqz09NdhcAAFkiJwAAfsiJcpi9co5mr5yTdTEAIJeCjJx7RdIca+2JkmZJmmuMeYukr0r6urV2uqRtkj5cWf7DkrZZa4+S9PXKcqXk2jDbej1b3uek+HsBanvRvOVAOuJ8T2vXk9VsRa5sp9GlwM3W7V2mIOcCORHBhDv69/5zBTlRTuREcttplBNBXkdOkBN5y4kqcqJ44swI77qSeB/THNVGTiBOTe85Z621knZWfh1R+WclzZH0gcrjN0v6gqR/lTS/8rMk/YekbxpjTGU9qKPZfb/iXH8cy7Wy/aQrSlfvz+FqueIQ9/ub5LFK+zII7x+Q1ceKiJxIHjkR77ZcPBddLVcc4q4Di5ATtV+oyAlJ5ERLkvwMBT0vVn34/ti3Xa8M5ETxxPn5Tbo+JSeQlED3nDPGtBtj1kraIuleSU9KetFaO1BZZJOkyZWfJ0t6RpIqz2+XNL7OOi8yxjxkjHlo+1+2tbYXAIBMkRMAAD/kBAAAjQWardVau0fSLGPMIZL+t6Rj6y1W+b9eU/J+zbvW2hsk3SBJ00+YWdjm374uo1lLd0mSNvd07n3Mb/laUVrHyzy0tci9SkkKctxqP1et9OgEPQ9cni2y1c9a1uWPEzkRXnUmOknkRMrIifCC1u9+ORF25EuQ8yBsedJGTuxDToQXJScaPU5OhENOhBekXm6UEdXnyIlor0cxBGqcq7LWvmiM+amkt0g6xBjTUenNmiLpucpimyQdIWmTMaZD0lhJf4mvyPkV5cQJc6Lm4cRMK+gY9htcmHsVVC/VDBpy9ZZLcvYu1+WxzGGRE60J+xkJW8fl4TNITrjHe5l+0GWD5ESjZciJYiMnWkNOpJsTZEQwQXPC+72DnIgmj2VGMEFmaz280sMlY8xBkv6HpHWS7pf0t5XFPiRpReXnOyu/q/L8au4PAQDFRU4AAPyQE4ibi5NlAEArgoyc65Z0szGmXUONebdba1cZYx6TdJsx5kuS/lvSjZXlb5R0izFmg4Z6uM5LoNy54h2SHlSRe2nivuGnX0+NSz0LWfS+hdn/oGXzm1GodnutHP+ke8riwugbSeREy8iJ4ciJdLcZRJhyNcqJODOi0XZcej+rGH0jiZxoGTmRHL+ccK1OISfCISeQJ0Fma31E0kl1Hv//JJ1c5/GXJfXEUrqSCnpi5r1RoJVKyFupuljBuiDK7ItxvB9xyEuQSv7HLMylYHlGTqSPnAj22no/Yx9yIh3kBDmRhaLnhLexkpxIRphjQk60hpyAFHC2VgAAAAAAXMPlrQCKINSEEEhOdQYmad8sTEHluSU9Si9Lnvc3TXH0stSbUck7kiWp98JvJifX5LXHGflDTpATcSMn0sHlSkhL7YyuYZSt3izb/kYRVz1eL8eb3XIiDuQE8obGOTgjaCNHnof2ut6Q06x81efTOP7e8M7r+w0gXuRE9lzLiTS3B8BN9e7HR05kx698aV9KTE4gT7is1UEL7nheC+54PutiAAAcRU4AABrpXHg+OQEAOcPIOUdUe3ymnblQOvc6SeUd3lo79Lm296UIvR5pvbdRb4Qa9RjH1QtZxs890Ey9nCirejnhrTfIieDSzIk4c5ycAPa3dvGooYwAOREjcgJIB41zjnny3mX6puf3epVumRrtijyLUtzvY5b3VYh7W0V7r4E4eXOir/I/OVHMeoOcaKyI7zcQhyfvXSZJ5IQHORFufVVpfz7ICZQdl7XmQOfC89W58PysiwEAcBQ5AQDwQ04AgNsYOZcjRR5FlrQiXRIbVJw9aUn3nEUdLu+SRqNcgTSRE9GRE60hJ/w1ukF6nvYBxUBORJfnSSSiiHviCXLCHzkBGudyoDo8HdG4PGQ/jtDzq7Czur9GmC+5jfY9zS/KzWYdDKpMl4jALeREa1w+b4ucE0G35ZcTWWaERE4gP8iJ1rh83sZRr+Q5J/z2nZxAnnBZKwAAAAAAAJARRs6h8PIwFDjuYeP11h1VlDLFeczT6PFKs4eqbJdEAHmQh3OSnPDfdpLvYZLHvh5yAnCP6+dk0hM5kBP+yAnEgcY5IMdcq5TDlCfLWQLTCGcAcIFLdVLYsmSVE2l0CAGAK1yqk1zNibTvA+fSe4L0cFkrAAAAAAAAkBEa5wAUVvcWG7hHLa0eKnrCAMAd5AQAwE+Y0XnkBFrBZa2AQ8LcryCJSrn2ngxhh4qnOcOq3/ajYnYkAK7Lc05kMdufXxmiICcAuC5MPUVO+JchCnICUTFyDgAAAAAAAMgII+cASIpv1Fseern8ZjhimDgA7C/O0Qyu50SzPCQnAGB/5MQ+5ASioHEOKLFGIRp1KHbQIMp6qDeBCQDBNPoCEqUed3VG71pkBAAER04A8eCyVgAAAAAAACAjjJwDHJTGjURr19/K9ug9AoB0JZ0TcWaERE4AQJqiTu4WBjkBxIvGOcBRSX3xyvqS0qDyEtAuzCoFoJzIiXzUueQEgKyQE/moc8kJSFzWCgAAAAAAAGSGkXOAw+KYpCFJcfbsxDGrk4vHCACSRE6Ee72LxwgAkuRyTsQ9SoycQJ7ROAfkRG1YdG+xoQMorrCJMpOS9zVZD9f2O3bNpkavlfW+AEAVORGPZjlATgDIK3IiHuQEksBlrQAAAAAAAEBGnBg5N2Ig6xIA+VA7LD1Mb1davVyNtpP0jU7j2L9WexKRHHICCIacCL/dqOsgJ9xCTgDBRM2JOC/3JCeA/TnROCcxQwkQVqMp0mvPn7TvmxDkXg1xn+/cG6IcyAkgHHKi/vpQXGEvJQPKrgg5Edf5Tk4ga1zWCgAAAAAAAGTEmZFzXs1a7gHs4+3xysu5knYPV5Sh+nk5lmXFKDogOHIinu2RE/nBewWEQ07Esy3qHrTCyca5WvVOGD7owHCcE/tr5Zjk6Y+Tsmv0RxXvHzAc58T+yIlyICeAYDgn9kdOIC1c1goAAAAAAABkJBcj5+phyCgQTO2MTGluM+ntNTrvq9vlxtDlRk4AwWSVE2lsi5yAH3ICCKZsOcGMq8hCbhvnAISXVMiF+XKTRrhFvS8EAJRdkjkRtG4mJwDAXWXIiTDrJycQFy5rBQAAAAAAADJSmJFz3OgVyE7teZaHy0SC9HK1MoydIfDuISeA7JAT9dft4n6XGTkBZIecqL9uF/cbyShM41wjfKiBfaIOuw57/rh+vjH8HF7kBLAPOUFGYH90uAH7kBPkBJLBZa0AAAAAACCQCXf0a8Id/VkXAyiUwo+cq2JkBJDNTEtlRk97vnhzYtqZC/c+/uS9y7IqEpC6tGbbxhByIj+85wQ5gTLr6zKa4Pm92ki3uaczmwIVHDlRHqVpnKuikQ4YEvQLmN+5kod7QXhF+bIZtc7wHl/XjwuGo1ECCNeZEzQn8lAXppUTtcc3D8cG+5ATKLu1i0ft/XmCz3JVjeq4vH2XkMgJJIfLWgEA8LFkaV/WRQAAOIycAAC0qnQj56pofQaGNBtBx7kyJOpx6OsyuRs5Aql/2a2SpAV3PC9JmnbmQi5bQmnV1mO1yIkh5ES5kBPAkOooOnKiOXICfkrbOCdRSQBejb58NTtH8nQOtXovpTjqDII1X5b3TFTnwvOzLgaQOb/6s2g50coli+RE+ZATwBByIhhyAo1wWSsAAAAAAACQkVKPnAPKrrbnplFPkKs3Po7aaxRk2Tj3uVFPIqN382HMuTdkXQQgM2XMiaDLkROoIidQZuREsHW3ipwoPhrngJLzzh6UhyBNqzz1jkerwdfqMHhkwzsjGVBG3j/8Xc+JNMtCTqCKnEDZkRP1kRMIg8taAQAAAAAAgIwwcg4okWazKOVZkPKH7any9kzFNVw8iXUCQFz8Zu7OO3ICAFo3a+muvT9v7unc+zM50Xh5cgJB0DgHlIi38m40xDpssKZ9n4NWZlxt9pp6+xH3vnnLwD0iALimUR3rlx/NpFnXtVLOIK8hJwCgPnJi//X7PdYKcqKYuKwVAAAAAAAAyEjpR84xHBRl1coItNp1JKnR6I1We71q15nVUHx6u9zHe4QyiquOTfrc8RvhF/c+kBNohPcIZVJvApSo9WOW3yVqfyYnkLXSN85V0UiHsqr9zNc7B+KeZSiMtBrOsvjjIOoySJ/3fSEnUDYu50SaX4jICfghJ1Bm5MTwbSWJnCguGucAAIjZtDMX7v15zLk3SKrf0wwAKCdyAgDgReNcDYaEAtmr7X1O6px05VyndytfanNi3o2na+rL3x+2zH/Ved20MxfqyXuXJVw6oBxqr3ggJ+AScgLIHjmBvKFxro5ml7hmeYkfkAXvcHA+70DznDj73Ou0vGeiJKlfUufC89MqGpAJcgIYjpwAhvPeqoacAPbHbK0AAKRk2pkLh13KBACAFzkBAOXEyDkfQYeG0gOAskjzxq0MzUYedG+x6j1ntZY3Wa5/2a2MikApkBPAcOQEsE8RJ5UD4kLjXIy4lAOID+cSiqZ/2a2S+GwDceFcQtGQE0C8OJeQJ1zWCgAAAAAAAGSEkXMAcivuoer11kePGwDkFzkBAPBDTsAVNM4BQMK43wUAwA85AQDwQ04UH5e1AgAAAAAAABmhcS5mtGgD6Wj1XKsdXp7UEHTqBNTiMwGkg5xAXvGZANJBTsAlXNYKwGm1syATTgCAqmomVHOCjAAAeJETyAtGzgEAAAAAAAAZYeRcAryt8czMArQurz1ceS03kkdOAPHKa32b13IjeeQEEK+81rd5LTfCazpyzhhzhDHmfmPMOmPMo8aYj1ce/4Ix5lljzNrKv3d5XvNZY8wGY8wTxpizktwB13VvsZxQQARpnjuco60hJ1pDTgDRpJkRnKOtISdaw2cQiIacQJ4EGTk3IOlT1to1xpgxknqNMfdWnvu6tfY678LGmJmSzpN0nKRJku4zxhxtrd0TZ8EBAM4gJwAAfsgJAAB8NG2cs9b2Seqr/PySMWadpMk+L5kv6TZr7SuSnjLGbJB0sqRfxVDe3GrUks4wdSAbSfdulan3jJyIBzkBuCXJerxMGSGRE3FJaiZIANGQE4hTqAkhjDFTJZ0k6TeVh5YYYx4xxnzXGDOu8thkSc94XrZJ/uELACgIcgIA4IecAABgf4Eb54wxoyUtl/QJa+0OSf8qaZqkWRrqCbu+umidl+/X7GuMucgY85Ax5qFt27aFLjgAwC3kBADADzkBAEB9gRrnjDEjNBSky6y1P5Ika+1ma+0ea+2gpO9oaKi5NNSzdYTn5VMkPVe7TmvtDdbaN1lr3zRu3LjapwEgl8p6Q1hyAgCCKWNGSOQEAARV1pwouyCztRpJN0paZ639mufxbs9i75H0h8rPd0o6zxhzoDHmSEnTJf02viIXCyceUF9fl8n8Piqcn8GQE8nicwjUl3VGSJyfQZETySlrpyAQBDmBPAkyW+vbJV0g6ffGmLWVxz4n6f3GmFkaGmK+UdI/SpK19lFjzO2SHtPQzEyLmVnJX/cW60TFARSd9zxLKiir2yhZEJMTCSMngHSklRMlywiJnEgcOQGkg5xAUoLM1vpz1b/vw3/6vObLkr7cQrkAADlBTgAA/JATAAD4CzJyDimotozT4wUko/bcqv29Ue8U5yZcwWcRSBY5gbxj9ByQLHICSaJxzjGEKsqu9hyodz40CrhGgdjsnAoybLzeNr2vK+nlrMgAOYGy854Djc6FOHMiaL3ulxNpXAYFSDQCALXnQBw5Ecd3iUbbJCdQFWi2VgAAAAAAAADxY+ScgxgVgTLy9hDV9hY1G0Le7PEg2wz7mqCjMYAkkBMoozznBBmBtJETKKM85QTfJVCLxjlH1btcDsA+rZwjcYQfAYqskROAv6jnSFz1OzmBrJETgL8sc4KMQC0a5wAAyLlpZy6UJI0594a9j61dPCqr4gAAHENOAIDbaJwDkLkwPUet9DLRQ4UyWbK0T5L0zcXdGZcEaF3Ym20nvR2gCMgJFAk5gbyjcS4Hml0vD+RZmJlSAdTXv+zWof8rv/d1GWnpjuwKBMSInABaV5sTE+7ob7wwkCNpNcoBSaNxDgCAApt34+na9PIqvfTjiyRJT967LOMSAQBcQk4AQPbasi4AwuveYmn5R+7xOQaS073FannPRG0c+YH9npt25sK99x4CXEZOAMnZ3NPpmxNAHpARKBJGzuUYl7sir7IIUsIbZdR7zup9v/Tcqs6F52dXGCAEcgJIBzmBvCInUDQ0zgEAUEKzlu5ipj4AQF1MFgEXzVq6a+/Pm3s6MywJED8a5wqk2pLPCDq4jB4nIDvVG4JXbwTu/SOXhjq4gpwAstO/7FYtuOP5vb/TSAcXeP9eAYqKxrkC6t5iaaCDc/iyBbhjc08nM/XBOeQE4IblPRMlSbNXztHUl7+fcWmA4Rgxh6KicQ4AAOwdHVGPSyMmGMUBAOmbduZCnX3udQ2fd6lOJieKoTpajpH9KAsa5wrK2/vMKDpkiZEQgJu8Pc/NRtG58geytwGRL1/FQU4Abuo9Z7WWS4EmiZh34+mSpFUfvj/hUjVW28m0ZGkfGZFTtZexMloOZUDjXAk0+6PXpcY7LskthrS+aIX5rPR1Gb4AAg1s7unUctX/w5fLX5EEcgLIj+r9Spc3eH72yjnpFQalsrmnM/F6mZyAK2icAwAAgcQ9w2vQ0W9+l9wCANwR92g1cqI8mPQBZUfjHJzBqLlicLU3ydVyAa6rNsZV/2iuXrokBb98qdmXptrng3yx41Kl/HK1Pna1XIDraieN8NbpQetqcqJ8mt0yw8VLWckJJInGOeytZOJuGAvb2EbDXD5lFVJ8XoB0VM/xLGd4rX7B4j5z+UROAMVWnd1Vkhbc8XwmZfjm4u5IjYJwQ/cWm0ljHDkBl9A4BwAAIknqMqIoIyQAAO4hJwAgGBrnsFcrM7w26hWvfZzeiWLIYhQEnx0ge5t7OrVZqyWFHx3hHVnhp956q1/CNo78gCRplbKbDRDBkBNAObUyii6OnEB+VEfKpZkX5ARcRuMc6kqqkqSxLt+yvM9CUpdfA4gm6JeoVteb1SVSiCbrnCAjAHeQE6iV9T3byAm4rC3rAgAAAIQx7cyFWRcBAOAwRtIByBtGziFTjKRzX9Y9XHHp6zKF2RegTLwjJHq1Wp0Lz8+wNKinKHUrOQHkU6ORdEuW9nEvugx5O9L6l92aYUniQ04gSTTOwSkMNXaLi+HTymfE+zoX9w1Ac/3LbiUnHOJaXdrqLRDICSD/lvdM5FJXNEROwFVc1goAAAAAAGLB7SeA8Bg5B2A/rvcCxTHCkmHpABCd6/UnOQGU2891sCRpbcblKJN5N54uSdr08iq9VHnM5ctZyQm4hsY5AMMUOWCKvG8AkJYi16VF3jegTNYuHpV1EUptzLk3aHNPZ9bFSAQ5gaRwWSsAAAAAAAht1tJdXMYKxICRc3BOqzfpRDR56wWKMhS9unze9hXAcORE+vJYb0bNiTzuK4DhmGQuWUuW9u39uXoJ8brbJjl9GWs95ARcQuMcUGJ5D5aoX9BppAOAYPJeT0bJCWbiA4DgTtUOLc9Zo5wXOQFXcFkrAAAAAABoyjtqDkB8GDkHlAy9OwAAP+QEAMCrXoPc8p6JGZQEKC5GzgElwheu4fq6DPcjAQAPcmI4MgIA9kfD3D7kBOJC4xwAAAAAANgPl7EC6eCyVjiLWZbiUYZREK1+Vph1CcgnciIeZaj/WvmsMIkQkE/M7N2a2ka5oo+WIyeQNRrn4DS+eLUmjYBo9v40+sOI8AIQB3KiNeQEgKIjJ1qXdMMcOQFwWSsAAAAAAJA07cyFmnfj6VkXAygdRs4BBZVVT1K97dbrDaPnCwCyRU4AALymnblw788bR35AveeszqQc5ATKiJFzcF73FktFG1D1WLl0vIJeRtDqzKmt7jOXOwD55VKd5zpyIjpyAsgvl+q8POg9Z3VmDXP1hMmJVpATyBKNcwAAAAAAAEBGaJwDkJi89R7lrbwAkGetjoTLQt7KCwB5Rk6gTLjnHFAifmERZRh3kHs/5A1ToQMos0Z1eNQ6kZwAgPw49rznJEm9PsvEmRON1kVOoIwYOQcAAAAAAABkhMY5oCSa9UC50kPlSjkAoGz86l+XLi1ypRwAUFQT7ujf77FmOeBKTrhSDiAsLmsFCqSvyzQcPt29xYZuoAs6jXmc4rx0qhUMRwdQROREfMgJAEWz6sP3a9bSXXWfq9Z1rudEK3UyOYEsMXIOAAAAAAAAyAgj54CCibOHJosh4WHKz5B1AAiPnAAANLJ28ShJ8Y32Srse9m6PnECe0DgHwEkEJQDADzkBAPBDTiBPuKwVAAAAAIAWzLvxdM278fSsixGLWUt31Z0UAkByGDkH59HjEZ9mQ7s51vvjRq6A+9Kqu7w3ya5e9lM05ER45ATgvqTrriVL+zRv5NDP1Qa6VR++P9FtZoWcCI+cQBA0zgEKPvtQ0dUGRtmPBwBU8Qf1EHICAOqb+vL3tXHkB7IuRizWLh4VOffICSAaGucAAAAAAKU17cyFkqQn712WcUncMXvlnL0/956zOsOSAOVA4xycllZPSxF7dPq6TMsjPej5AuC6NHOir2CXspITAMogSr007cyFOvvc64Y99s3F3Q2X/+bibi1Z2qepL3/fd7ky8uYEGQE0RuMcnNWo8vb7IkGFP1wcX7wwhGMJuIecaB11W3w4loBb/Or72nO1f9mtex+PmhNFa5Tz3jOPui0e5AT80DgHAAAAAICPeTeerqkvf3/v70VrjAOQLRrnkCvNehrqPV/2URJxzg7ExBkAXEdOhEdOACiTIDnRv+xWLfc8tuCO5/dbbsnSvsQb6JYs7ZOUfUNgXCO+uMQVaIzGOTjHr6KOEgzcDwcAioWcAAD4iTsnlvdMVK9W722wq9dYBwCtoHEOAAAAAICQqiPbpHhGty1Z2qeNIz+w73cNXUY778bT9z6WxaW1s5bukiRt7ulMZXtAGdE4B6ekMVqhlRu9ht2OVMwRGEnuW7OezCIeTwDBFS0nilqnZZUTRT2eAIJLox5Y3jNRnQvPHzaja7UBzTuRQi1vY95//fgyHXvec3t/9za6VXkb6uqpvQ+elP0lsEEllYF8l0Be0TiHUkrifgeNgsCV+xu5PjtQq2VL47I0148hgPiklRON6hRyYn/kBACXeO9LN3vlnNjW23vOat/nk9hmM2sXj9r7s8t1HDmBPKNxDgAAAACAGDSaxME7ai6N7VfFNZKuemmrxOWtQBJonINTmg1vTqKXIejoiDi37cpoulbFNRw9zLGtt81Go1GS6u1qtE0AycsyJ5rVKeTE/tLOiUbvFTkBlEcWOVEd7dZooghvg9nynomSpP6eW9XrWWa5wqlu0/u62Svn7HeZa5DLbbMS5y0Q8pYTZARq0TiH3EiqAgtS4aZReeZxtsCsythq+KaxbQDpSvLcJCeiIycAuCKNnGg2Sq3aMJeU3nNWD2usi3NW2eqlrXEexyxzLExOxF1OcgL1tGVdAAAAAAAAkJx5N54+bNbXMGYt3TXsslYA8WvaOGeMOcIYc78xZp0x5lFjzMcrjx9qjLnXGLO+8v+4yuPGGPMNY8wGY8wjxpg3Jr0TQFQujzro3mL3/otrfS5ytVxV3vfB9bJmhZxAUfV1mVzkRJzrc5Gr5aoiJ5ojJ1BUrufE8p6J2vTyqtjW52Idl4e6l5xAEEEuax2Q9Clr7RpjzBhJvcaYeyVdKOkn1tprjDGfkfQZSVdIOlvS9Mq/UyT9a+V/IJAkLjGp5XKIVuWhjK1IM5iiDEcnOEMhJ5AqcmJIHsrYCnKiUMgJpCqpe4V55aEO7usymiBp08urhs24GtbaxaOcrPPSKlPUvztcPGZwV9PGOWttn6S+ys8vGWPWSZosab6kd1QWu1nSTzUUpvMl/bu11kr6tTHmEGNMd2U9AICCIScAAH7ICZTNrKW7NGXkvP0mZ8ir6iWtzNIKJCfUhBDGmKmSTpL0G0kTqgFpre0zxnRVFpss6RnPyzZVHiNMEYhrvVz0eDQWt1hTzgAAHk5JREFUtVcyi2MapKy8160jJ5AGciI/yAnUIieQBtdyQkp+MohGWhkxl7RWRsKTEyiawI1zxpjRGpqp+RPW2h3GNPxQ1ntiv0+oMeYiSRdJ0sSJ2VRUKB9XZtwrMxePbxqXPpQBOYEiICey59rxTeMy6rIgJ5B3QeuBzT2d2qzhM6fm2Us/vmjoh55bsy1IBTmBIgrUOGeMGaGhIF1mrf1R5eHN1eHlxphuSVsqj2+SdITn5VMkPVe7TmvtDZJukKSZM2e6dXYBAEIhJwAAfsgJoBgm3NE/7Pdqw13/Mjca7oC8ato4Z4a6tG6UtM5a+zXPU3dK+pCkayr/r/A8vsQYc5uGbty6nftDIIzanoe0e0b6uoxzvTFxSGIIdt56h/w+W0V8z9NCTiBt5EQy/Or0qPubx5zwlpmciAc5gbT5nctpKFpOPHnvsr0/T2iwTOfC8/f+HLShLm8ZIZETSE6QkXNvl3SBpN8bY9ZWHvuchkL0dmPMhyX9SVJP5bn/lPQuSRsk9UtaFGuJURpJVG5BL18sWqAGked9rvee5nVfcoqcQCbIifRk1RAaF3Iic+QEUpdURkjBGpWKmhP73cNu8VDD3bQzF2ZQmviQE8hakNlaf676932QpDPqLG8lLW6xXACAnCAnAAB+yAmUUZlnOK1e+lrGfQeiCjVbK1AELtz8P+vtN5K3kRGuHkcA+UZONEZOAAA5UY/30tdqw2QeuHYcUV40zqGUggxJj/MLSNEq/bxMdw4AUQX54kVONEZOACi6ZjnhvfyTnNgfOQEM15Z1AQAAAAAAAICyYuQckLCi9XJFkUUvV7MZuuh5A+ACMmIIOQEA9eUxJ1768UVDP/QEm7U1iCxzotG2yQnEicY5AIWXxz9qAADpIScAAI2QEUgDl7UCAAAAAAAAGWHkHEotyMQQaE1Sw715zwAkzVt/Ueckh5wAkFfkRH1jzr1BktQf0/rICZQBjXOAaKRzTe374MJ09QDKjXrILeQEANdQD+0zZeQ8SdJmrc6sDOQE8obLWgEAAAAAQMumnbkw6yIAucTIOaCJvi6T2Uw8jbabZK9P3Psa9vjV2zd6uQC4zLWcSLrOJCcAIBxXc6LakPbkvcti3ea62yapf1l8M7WGOX6N8oCcgOtonAMCSCtQg963Ik/DspliHEAZuJQTebtVAzkBoAxczIkkHHvec5Kk3hjXSU6gDLisFQAAAAAAAMgII+eADEW9bDXL0RB5GYkBAEUQJSeyrqez3j4AlEmU2xvsfT7Gy1nn3Xh64GXJCWB/NM4BAaQ1lDrroMpyyHjW+w4ArSAnkpf1vgNAK8qSE5LUe042s7S6sO9AVDTOAWp+f7e0NLtPUNaBk/X248J9KwCERU4Ek/X240BGAIjCpZxwdXR1ETJCIieQDO45BwAAAAAAIglzSSuA+hg5B2TEtR6XJMrj2j5WVXvtXC0fAEhu1VFlzAjJ3TICgORGHTXtzIXSeUM/x305qwv7Vw85gSTQOIfSy2KK8UayqOjLGChl3GcA0ZET5aozy7a/AFpX9pxYd9sk9S+7NZVtuYCcQBJonAMAAAAAAIEtWdonSfqvjMsBFAX3nEOpJdnL1ddlQq0/8JTnMUqq16d7i3W6R6koN6MFkKyw9XiU9TdShpxwld/7DgBeZc2JaWcu3Pvz2edel8ioOXICZcPIOZROWjMp1ZtRz6WQCVqWKMHj+j3dXC0XADekdXlSvRn1XKmfwpQjak64sq+1XC0XAHeQE9J//fiywI1y5ATQHI1zAAAAAACgob2Xsf74soxLAhQTjXMoPRd6PtK8VCnI/sa1PZd6vFwpB4D8caH+8KuX4760Jq2ccG2UtSvlAJA/WdcfSX+XmHbmQunc64Y91mzUHDkBhEPjHEon7Uq13nB0v2WTLEdZlXnfAYSXZp1R7xYIQZZPsixlVOZ9BxBeGXOiehlrf095ZmWtIiOQBiaEAAAAAAAA+5l34+lZFwEoBUbOASlo1NvSbLKIOIaDu9DTk8WNbF3YbwAIipwgJwDAT5Y5cex5z6n3nNUtr6cV5ASKjpFzQIa6t9jCV/r1/iBIeurxoh9TAOVBTiSj6McUQHkkXZ+tu22S1t02KdFtNJN2TpQhe+EeGucAAAAAAEBDs1fOyboIQKHROAcUXF+XCdWzlPRohUbooQKAbJATAAA/x573XKjls8wJIK+45xyQknr3g/A+1tdlEgmUpNeZVfgCQNGQEwAAP1nlxLrbJql/WbyztJITwHCMnAMAAAAAAA0tuOP5rIsAFBoj5wAHJDkEu9oTFdc2atfTvcXG2tvVyvoYyg6gqMiJeNZHTgAooiTrtifvXaYlS/tiXWeSOVFvRGGU1wNpY+QckAHvFyHXAiBKear74dq+AEBekRMAAD9xd6zEiZwAwqNxDgAAAAAA7CfuUXMA6uOyViAFUYZVxz20u+jKsp8AiomcSF5Z9hNAMWWZE5K0vGdibOtyFTmBLNE4BzgoyxmL0tp2vdmmAADBkBMAgEbirKc3jvyAJKlXqzPZftDtkBPIOxrnAAAAAACAJGnamQv3/XJeduUAyoTGOSAjfV2m5dmEmgnbg5TlSAyvsDM20VMGoIjIicbICQDYlxNJ1s3rbpuk/mW3hiqTC8gJ5A2Nc0DC/EIh7vBqJVT8ykJYAUAymuWAKznRrBzkBAAkI4ucCNMYF7Qc5ATgj9laAQAAAACAZq+co9kr52RdDKB0aJwDCqSVnrO4erPoFQMAd0XNie4tlpwAADRETgCtoXEOgK80wrHel8UwAe/KvS0AoIyyzIlWXg8A2N+qD9+v3nOCz8waBDkBNEfjHAAAAAAAAJARJoQAICnfvUUMfQeAZOU5IyRyAgCSRk4ArWHkHICG0gypvi6T+1AHgLIhJwAAftLOCSCvaJwDAAAAAAAAMsJlrUDCqr1FrvbkuFouACgD74gCV+tjV8sFAGVATgDlwMg5ICUu3segUZDGORU6ACAYF+tdcgIA3OFivUtOAPGgcQ4AAAAAAEiSOheer86F52ddDKBUaJwDCiboDbP9ernyhqH0ABBckJzwW4acAACQE0C8uOcckJK0K/y+LuMbjN1bbNNl0uRKOQAgKy7lhPd+qa7Uz66UAwCyklZOPHnvsr0/kxNAOhg5BwAAAAAAAGSExjmgwJr1riXVu8QNYAEgH7LMCQCA+8gJIB00zgEpyPIeBkHvQZeEMI10WZYTALJWxpyoZgQ5AQDNZZ0TWYiSE0Be0TgHAAAAAAAAZITGOSBh9OAwLB0AGmE02BByAgDqyzonZi3dpVlLd2W2/SpyAkVH4xyQkKyDtMqV+78FLUfUY+bCsQaAMFypt8gJAHAT9dZwQXKile9gHG9kicY5AAAAAAAAICMdWRcAAGrRawUA8ENOAEA61i4e5cTo6rDICeQNI+eABLgQBq5cplQryTK5cikxADTjQl1FTgCAu7Kuq8LOlJqmpHMCyAKNcwAAAAAAAEBGuKwVKBAXe7bq6d5iE+mVysv+A0BW8lJPkhMAkI281JPkBIqGxjkgBvWCobZiT2OIdF+XyU2gVMsZ53HxrisvxwFAOZAT4ZETAMqEnAgviQY6cgJZ4bJWAAAAAAAAICOMnANi4O21qdfDEqRHJ66en2a9PX7bKFLvUJ56/QAUX7WOb1QvkRPpIycAuISccA85gTTROAfEpJWKu/pa7zriDtagy+c5gJK4BAoA4kJOZI+cAOCyqPWr93XkRGuSupcd0EzTy1qNMd81xmwxxvzB89gXjDHPGmPWVv69y/PcZ40xG4wxTxhjzkqq4AAAN5ATAAA/5AQAAP6CjJz7nqRvSvr3mse/bq29zvuAMWampPMkHSdpkqT7jDFHW2v3xFBWIJei9Lxk1VuTZi9X0vuY5x67HPqeyAkgkqh1ITnROnIiVd8TOQFEkqfvEhI5AUTVdOSctfZBSX8JuL75km6z1r5irX1K0gZJJ7dQPgApSivIk9pOX5fJ/VD6PCIngPIgJxAFOQGURxFyonuLJSeQulZma11ijHmkMkx9XOWxyZKe8SyzqfLYfowxFxljHjLGPLRt27YWigEAcBQ5AQDwQ04AAKDojXP/KmmapFmS+iRdX3m8XvN13SZna+0N1to3WWvfNG7cuHqLALlW7Z0PuqwrXCpLVEXYhwIgJ4AmwtRVLtVrLpUlqiLsQwGQE0ATYb5LuFSvuVSWKFw7niiHSLO1Wms3V382xnxH0qrKr5skHeFZdIqk5yKXDqhRW0ky3LiY4phlisuWskVOICvkRDnEMesqOZEtcgJZISfKgZxA3kQaOWeM6fb8+h5J1ZmX7pR0njHmQGPMkZKmS/pta0UEAOQNOQEA8ENOAACwT9ORc8aYH0h6h6TDjDGbJF0l6R3GmFkaGmK+UdI/SpK19lFjzO2SHpM0IGkxMyuhGW9vRtCeiSL2YHh7Zrq32MIOpQ67X0U+FkVBTiBp5MQQcmJ/cYyMQPLICSSNnBhSO5lBUetGcgJF1LRxzlr7/joP3+iz/JclfbmVQqEcwg4pL3qFWrv/cVzamVcMIc8XcgJJCZMTZagnG+VEGfa9FjmRL+QEkhKmUa4MdSU5sQ85gbxpZbZWAAAAAAAAAC2INCEEkKYy9vTUSrPXq0g9TNXjVaR9ArC/sudE2iOti1SnkhNAOZAT5ERUjMBDWmicQ+ryeJlSlEo5iRBMo5HOlQBK8gsTs3QBbiMnokvjXnQu5QQZAZQTOREdORHPer1c2FfkH5e1AgAAAAAAABlh5BxS5UrPVRjVMrcykqvZiLcovWhJHUvXen7i2M88fu6Assrj+epaTiQ9ytqlnIhrH/P4uQPKKo/nqzcnotahfnV71BF55ER66wCaYeQcUhMlSOo9n3Vl39dlAlXQ3uWCviaMJI5D1sc2KwQu4IYy5kTY14RBTsQjifcGQDRFyIlqnUJOFAc5gTjQOAcAAAAAAABkhMtakZkgvSou32zT7/Kl2l6upKRxQ9cic+nzBGB/ZciJpOtwcqI1Ln2eAOyvCDnRqDx5yolZS3dJktYuHhVHkXLFpc8T8o3GOaQuaAVWLyTSnPknaEhl+aUnzm0nfVxd+3JIkALuIifiE/ds4UkiJwAEFaVRzvu4SzmRdd3H94noyAnEictaAQAAAAAAgIwwcg6JC9vD4UKPiAtlSEuZenzKtK9AnpATbitT3VmmfQXyhJxw2+aezqyLkBpyAklh5BxSVztDUe3PftKqDPNQ6cYV+GnMLuTCHyd5eE8BDCEn4hFnTiSNnAAQRr2c8D7nh5zYh5wIJw/vKfKLxjkAAAAAAAAgI1zWiky50svlnVEvzV4ZF3pfinzjVheOL4DWBM2JNOqy6jbIiXiREwBa4crIanIiOeQEyoDGOTgviQrRb/amONSW2YVh2Fko634DSFdaOZHkjHZlrC/LuM8AskFO5FMZ9xnlxWWtAAAAAAAAQEYYOYfEpT28O+selno9c/WOgStDpL2X9Ma5vqy5cnwBNFemnGhUN7meE3GWhZwAEBY5QU5kwZXji3KgcQ6Ji1q5RqkMs6rIw5bVxYo+jkY6V4IUQL6QE60vn7Q4vgySEQCiilJ/5K2uIifICZQbl7UCAAAAAAAAGWHkHAohjV6WVnun4ixjkvsbZlj6/9/e/YXKdt11AP8uakyFimmst1ySgKkE/yASw1XyICJWsM1LKkSILw1SKPgH9EEwRdD6IKigQkFaIsabqtTWKjQP+hDSSp+aIpqmV2LNlYK99pKLlEZFCP5ZPsye3LnnzplzZmbP7D/r84HDmbtn7pm1f2vP+p6z99p799GOQ5ymMLYjicDwWsqJQ6+rnADmSE7057w50WdG9PXzTv5MOBY75+jFyYHw4o16tOnnhw6XPgbnqQTpyfc5bd33bcem6/Kd1aZt/g8wDusyYt3y85ATx/k5530fOQH0QU6cTU7cSk4wN05rBQAAAICBmDnHzuZ0wU5HTNbr+85L+xhLO4DzkxPzJyeAfciJ+ZMTcD52zrGTs4J0m6Ad8u6gxxigx3i7822cDNQp1BwY3qaxYttxZKicOHZGHOs9+yYngG31+bdEIifGTk7A2ZzWCgAAAAADMXOOrYzhTml939VnKoac9t9qzYHtyYnhyAlgCuTEcOQEjJedc0zKlAb1OUxB70Or6w0MQ05MT6vrDQxDTkxPq+tNW5zWCgAAAAADMXOOjaZ+B6Uhj7Is37uPGk61Hxzlgvmb6vi0NHROyAhg7qY6RiXDj1NyQk7QDjvnOKpD30lpjAP4GNt0aC2uM9CPQ18/aGzj09jacyytrjewPznRhlbXm3Y5rRUAAAAABmLmHKfqe/rzeY9+bPu+cz6qMrUp6HPuC+B2cmJ4U8qJOfcDsJ6cGJ6cgGmwc45RmVJ4cJMgBY5FTkyTnACORU5Mk5ygdXbOcYu+wmyXwXWb925h8J7KLxYt9AVwUx9j06GvF7TPe0yJnADGaKicMFvudnICpsM15wAAAABgIGbO8YahjqxM9c5Jh9bXrdMB+jLmnGgtIxI5AYyPnBgXOQHTYeccvQ7Y24aeIN1sue5jDdWW+wZaMdTFvLd5/5bHorH/4dVy30Ar5MS4jTknWu4XOMlprQAAAAAwEDvn6M0hjnw4mgIwH3ICgE3kBNAqp7U2bMzXhEgE6VjpF2iHnGAX+gXaMeacMBaNl76B25k5BwAAAAADMXNuxlaPKB3j6MT1C+Vc73PWTQ4cSblpbBdv1TcwL3Ji+uQEcEhyYvrGlBP6BU5n59wMrRuAzxt0fb23gXc3YwpPYL6GzgkZsTs5ARzaaeOMnJgGOQHT5LRWAAAAABiImXMTsO7o0S5HRI55FGXTFPNN7Wj1KNlYj3C12h8wNVPLibNyQE7cTk4A+5AT8zbWjEja7A/YhZ1zEzHmAXcbc1mPvp31S8Yx2wFM0xjGkD7MZT36JieAfY1hDOnDXNajT2ddg++Y5ATsxmmtAAAAADAQM+cYDUdZhqHuwFQYr4ah7sAUGKuGo/awPzvnRmgK05H7bKPBfOFYpyypN0yfnGiTnADOa+w50Xf7jFsLcgKmy2mtAAAAADAQM+dGYuijR8v3P+ZMiPO8X0sOdZRLjWEehh5/5cTw5ASwydDjr5wYnpyA6bJzbmBjmHKeHD9EOQ5BCtM3lvFXTsyTnIBpG9PYKyfmSU7AcTitFQAAAAAGYubcQA555OgQRzccMTndyb4cS63G0g5gN3JiPlb7ckx1GlNbgO1N7RRGY856/pYAEjvnjsZdc9px/ULZqS+OdXclYJzkRBvOe02mdeQEtE1OtEFOQJuc1goAAAAAAzFz7oD2OWqx6UjJrjOzWOjr9KJN/btLHznKBW3Z9zMvJw5nn1kL637Oac/JCWATOTFecgLom51zPetjQDxrEBak+1md7n3I0BviGkO2DRg/OTF+y5zY9Y8vOQHsQ06M3z45sU3/ygloh9NaAQAAAGAgZs716FCnsdKvfY9A7XKh1dOOqvU59dw2BON2yNOT6Ne+pyvJCWAXcmI69r1pw+rP2Pc95QTMg51zPbBTbjrO01eHvJ2560BAm+TEdMgJYAi7fvZlxHHtctmCRE4AZ3NaKwAAAAAMxMy5PTjCBcAmcgKA05hVDcCSnXM72CVIBeiwTuuzTX05tT7b5c6zwGHIielZ12dn9ePU+kxOwHjIiemRE8AhOa0VAAAAAAZy5s65UsrTpZQbpZQrK8vuLqU8V0p5pfv+1m55KaV8qJRytZTyUinloUM2fgjbHOW6eKO+8cV06DPYjpy41XlzYjUjjDnTos9gO3LiVnJi/vQZsK3zzJy7nORdJ5Y9meT5WusDSZ7v/p0k707yQPf1/iQf7qeZ43CeacsCdPrO8wvTyb4eQ3+PoQ0063LkRJKzT5Uf05jB7uQEbO1y5ESuXyhyohFyAtjWmTvnaq2fTfK1E4sfTfJM9/iZJO9ZWf7RuvC5JHeVUi721VgAxkdOALCJnACAzXa9IcTba63Xk6TWer2UcqFbfk+Sr6y87lq37PruTRw3RxfGb9sL7k6tT6fWXpohJzo+o+MnJ2AQcqLjMzp+cgI4tL7v1rpu1Fr7SS+lvD+LqepJ8vqlS5eurHtdY96W5N+GbsTA1GBBHRbUIfnOoRvQMzmxH58JNVhShwV1kBNy4lY+E2qwpA4L6jC/nJilXXfOvVpKudgd5bqY5Ea3/FqS+1Zed2+Sr677AbXWp5I8lSSllL+ttV7asS2zoQ5qsKQOC+qwqMHQbdiRnDgAdVCDJXVYUAc5ETlxC3VQgyV1WFCHSedEU85zQ4h1nk3yRPf4iSSfWln+3u4uSw8neW05XR2ApsgJADaREwDQOXPmXCnlY0l+JMnbSinXkvxakt9M8olSyvuS/EuSn+xe/ldJHklyNcl/JfnpA7QZgBGREwBsIicAYLMzd87VWn/qlKfeuea1NcnP7dCOp3b4P3OkDmqwpA4L6jCBGsiJo1IHNVhShwV1mEAN5MRRqYMaLKnDgjqowSSURf4BAAAAAMe26zXnAAAAAIA9HWXnXCnl6VLKjVLKlZVld5dSniulvNJ9f2u3vJRSPlRKuVpKeamU8tAx2nhop9Tgg6WUfy2lvNh9PbLy3Ae6GnyplPLjw7S6f6WU+0opnymlvFxK+YdSyi90y5vZHjbUoKntoZTy5lLK50spX+jq8Ovd8vtLKS9028LHSynf2C2/s/v31e75bx+y/X3ZUIfLpZQvr2wPD3bLZ/eZSOREIieW5IScWJITC3JiQU7IiSU5ISeW5ISMmJVa68G/kvxwkoeSXFlZ9ttJnuweP5nkt7rHjyT56yQlycNJXjhGGweqwQeT/NKa135Pki8kuTPJ/Un+Ocmbhl6HnupwMclD3eNvTvJP3fo2sz1sqEFT20PXp2/pHt+R5IWujz+R5PFu+UeS/Ez3+GeTfKR7/HiSjw+9Dgeuw+Ukj615/ew+E916yQk5sVw3OSEnluslJzbXQU40NC5sqEFT40K3bnJCTizXq/mckBHz+TrKzLla62eTfO3E4keTPNM9fibJe1aWf7QufC7JXaWUi8do5yGdUoPTPJrkz2qtr9dav5zF3ap+8GCNO6Ja6/Va6991j/8jyctJ7klD28OGGpxmlttD16f/2f3zju6rJvnRJJ/slp/cFpbbyCeTvLOUUo7U3IPZUIfTzO4zkciJRE4syQk5sSQnFuTEgpyQE0tyQk4syQkZMSdDXnPu7bXW68licElyoVt+T5KvrLzuWjYPNFP389100qeXU6/TSA26acTfn8Xe/Sa3hxM1SBrbHkopbyqlvJjkRpLnsjiK9/Va6/90L1ld1zfq0D3/WpJvPW6LD+NkHWqty+3hN7rt4fdKKXd2y2a7PazR5LiwRlPjwio5ISfkxIKcOFWT48IaTY0Lq+SEnJATMmIuxnhDiHV7rud6S9kPJ/mOJA8muZ7kd7rls69BKeUtSf4iyS/WWv9900vXLJtFLdbUoLntodb6v7XWB5Pcm8XRu+9e97LuezN1KKV8b5IPJPmuJD+Q5O4kv9y9fLZ12EJLNWhuXFiSE3IikRNLcmJrLdWguXFhSU7IiUROJDJiLobcOffqcvpk9/1Gt/xakvtWXndvkq8euW1HUWt9tfsg/V+SP8jNqcWzrkEp5Y4sQuRPa61/2S1uantYV4NWt4ckqbV+PcnfZHHdg7tKKd/QPbW6rm/UoXv+W3L+UzsmYaUO7+pOV6i11teT/FEa2h5WNDUurNPquCAn5MRJcmJBTtymqXFhnVbHBTkhJ06SEzJi6obcOfdskie6x08k+dTK8vd2dxF5OMlry+nJc3Pi3O6fSLK889KzSR7v7iZzf5IHknz+2O07hO6c/j9M8nKt9XdXnmpmezitBq1tD6WUbyul3NU9/qYkP5bF9TI+k+Sx7mUnt4XlNvJYkk/XWid/lOeUOvzjyi+XJYvrZKxuD7P6TGzQzLhwmtbGhUROJHJiSU4syImNmhkXTtPauJDIiUROLMkJGTEr9Qh3nUjysSym1f53Fntq35fFud3PJ3ml+35399qS5PezOFf8i0kuHaONA9Xgj7t1fCmLD8nFldf/SleDLyV599Dt77EOP5TFtNmXkrzYfT3S0vawoQZNbQ9Jvi/J33freyXJr3bL35HFLwtXk/x5kju75W/u/n21e/4dQ6/Dgevw6W57uJLkT3LzLkyz+0x06yUn5MRyveSEnFiuk5zYXAc50dC4sKEGTY0L3XrJCTmxXKfmc0JGzOerdB0EAAAAABzZGG8IAQAAAABNsHMOAAAAAAZi5xwAAAAADMTOOQAAAAAYiJ1zAAAAADAQO+cAAAAAYCB2zgEAAADAQOycAwAAAICB/D/7sQ9h8Ui28gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-0_beachingtestsVS1-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-1_beachingtestsVS1-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-2_beachingtestsVS1-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-3_beachingtestsVS1-3.nc')\n",
    "make_plots(f0, f1, f2, f3, (100,350), (100,350), 50, 160)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VS2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total beaching hours for f0 = 10175\n",
      "total beaching hours for f1 = 11087\n",
      "total beaching hours for f2 = 11882\n",
      "total beaching hours for f3 = 10244\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-0_beachingtestsVS2-0.nc')\n",
    "f1 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-1_beachingtestsVS2-1.nc')\n",
    "f2 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-2_beachingtestsVS2-2.nc')\n",
    "f3 = nc.Dataset('/ocean/vdo/MIDOSS/results/Lagrangian_AKNS_crude-3_beachingtestsVS2-3.nc')\n",
    "make_plots(f0, f1, f2, f3, (80,225), (225,375), 40, 110)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}