GS_gb_arrival.ipynb 270 KB
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Once deleted, variables cannot be recovered. Proceed (y/[n])? y\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%reset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Load required modules\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "from mpl_toolkits.basemap import Basemap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Load data\n",
    "figdir=\"/gfs1/work/shkpwagn/ARIANE/VIKING20-K301_Turtle/FIGURES/\"\n",
    "outfile=\"/gfs1/work/shkpwagn/ARIANE/VIKING20-K301_Turtle/DATA/GB_arrival.nc\"\n",
    "\n",
    "# Load model data\n",
    "dir=\"/gfs1/work/shkpwagn/ARIANE/VIKING20-K301_Turtle/DATA/1_VIKING_K301/\"\n",
    "meshdir=\"/gfs1/work/shkpwagn/ARIANE/GRID/\"\n",
    "figdir=\"/gfs1/work/shkpwagn/ARIANE/VIKING20-K301_Turtle/FIGURES/\"\n",
    "\n",
    "file_mesh=meshdir+\"1_VIKING20_mesh_mask.nc\"\n",
    "file_u=dir+\"1_VIKING20-K301_5d_1960-2009_clim_grid_U.nc\"\n",
    "file_v=dir+\"1_VIKING20-K301_5d_1960-2009_clim_grid_V.nc\"\n",
    "\n",
    "data_u=xr.open_dataset(file_u)\n",
    "data_v=xr.open_dataset(file_v)\n",
    "\n",
    "data_mesh=xr.open_dataset(file_mesh)\n",
    "\n",
    "nav_lat=data_mesh['nav_lat']\n",
    "nav_lon=data_mesh['nav_lon']\n",
    "\n",
    "\n",
    "ts=[]\n",
    "ts_clim=[]\n",
    "#traj_lon1=[]\n",
    "\n",
    "year1=1960\n",
    "year2=2007\n",
    "mdays=[0,31,28,31,30,31,30,31,31,30,31,30,31]\n",
    "# Give month (01=JAN ...)\n",
    "m1=5\n",
    "m2=8\n",
    "\n",
    "for year in np.arange(year1,year2+1):\n",
    "    dir=\"/gfs1/work/shkpwagn/ARIANE/VIKING20-K301_Turtle/DATA/GS-\"+str(year)+\"/ariane_trajectories_qualitative_GB_initt.nc\"\n",
    "    data=xr.open_dataset(dir)\n",
    "    dummy=((year-1948)*365+(data['ts_gb']+data['init_t'])*5)\n",
    "    ts=np.append(ts,dummy.values)\n",
    "    dummy=(data['ts_gb']+data['init_t'])*5\n",
    "    dummy[dummy>730]=dummy[dummy>730]-730\n",
    "    dummy[dummy>365]=dummy[dummy>365]-365\n",
    "    ts_clim=np.append(ts_clim,dummy.values)\n",
    "    index1=((dummy.values>=np.cumsum(mdays[:m1])[-1]) & (dummy.values<np.cumsum(mdays[:m1+1])[-1]))\n",
    "    index2=((dummy.values>=np.cumsum(mdays[:m2])[-1]) & (dummy.values<np.cumsum(mdays[:m2+1])[-1]))\n",
    "    if year==year1:\n",
    "        if index1.sum() > 0:\n",
    "            traj_lon1=data['traj_lon'][:,index1].values\n",
    "            traj_lat1=data['traj_lat'][:,index1].values\n",
    "        if index2.sum() > 0:\n",
    "            traj_lon2=data['traj_lon'][:,index2].values\n",
    "            traj_lat2=data['traj_lat'][:,index2].values\n",
    "    else:\n",
    "        if index1.sum() > 0:\n",
    "            traj_lon1=np.append(traj_lon1,data['traj_lon'][:,index1].values,axis=1)\n",
    "            traj_lat1=np.append(traj_lat1,data['traj_lat'][:,index1].values,axis=1)\n",
    "        if index2.sum() > 0:\n",
    "            traj_lon2=np.append(traj_lon2,data['traj_lon'][:,index2].values,axis=1)\n",
    "            traj_lat2=np.append(traj_lat2,data['traj_lat'][:,index2].values,axis=1)\n",
    "                             \n",
    "year=(ts/365).astype(int)+1948\n",
    "\n",
    "traj_lon1_mean=traj_lon1.mean(axis=1)\n",
    "traj_lat1_mean=traj_lat1.mean(axis=1)\n",
    "traj_lon2_mean=traj_lon2.mean(axis=1)\n",
    "traj_lat2_mean=traj_lat2.mean(axis=1)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Cut model data data\n",
    "\n",
    "xmin=-90\n",
    "xmax=0\n",
    "ymin=30\n",
    "ymax=65\n",
    "\n",
    "u=data_u['vozocrtx'].where((nav_lat>=ymin) & (nav_lat<=ymax) & (nav_lon>=xmin) & (nav_lon<=xmax)\n",
    "                                  ).dropna('x','all').dropna('y','all')\n",
    "v=data_v['vomecrty'].where((nav_lat>=ymin) & (nav_lat<=ymax) & (nav_lon>=xmin) & (nav_lon<=xmax)\n",
    "                                  ).dropna('x','all').dropna('y','all')\n",
    "\n",
    "lon=nav_lon.where((nav_lat>=ymin) & (nav_lat<=ymax) & (nav_lon>=xmin) & (nav_lon<=xmax)\n",
    "                   ).dropna('x','all').dropna('y','all')\n",
    "lat=nav_lat.where((nav_lat>=ymin) & (nav_lat<=ymax) & (nav_lon>=xmin) & (nav_lon<=xmax)\n",
    "                   ).dropna('x','all').dropna('y','all')\n",
    "\n",
    "tmask=data_mesh['tmask'][0,0,:].where((nav_lat>=ymin) & (nav_lat<=ymax) & (nav_lon>=xmin) & (nav_lon<=xmax)\n",
    "                   ).dropna('x','all').dropna('y','all')\n",
    "u=u.where(tmask==1)\n",
    "v=v.where(tmask==1)\n",
    "\n",
    "uplot1=u.sel(time_counter=slice('1960-'+str(m1)+'-01', '1960-'+str(m1)+'-31')).mean(dim='time_counter')\n",
    "vplot1=v.sel(time_counter=slice('1960-'+str(m1)+'-01', '1960-'+str(m1)+'-31')).mean(dim='time_counter')\n",
    "uplot2=u.sel(time_counter=slice('1960-'+str(m2)+'-01', '1960-'+str(m2)+'-31')).mean(dim='time_counter')\n",
    "vplot2=v.sel(time_counter=slice('1960-'+str(m2)+'-01', '1960-'+str(m2)+'-31')).mean(dim='time_counter')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.5\n"
     ]
    },
    {
     "data": {
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ZNmwYPXv2xNLSksePHxMeHs5HH30kAh4GBgbUrVtX5zdrz0NRUZEYZ3p6eujr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YG5uTkrVqzAxMSE3Nxcrl+/LqSkrKysuuSyKWHPnj089dRT4lp6VBqCJD86efLkLuv9t3S1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\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h6ydp554+fRqVSsXixYuJj493uUglQofkPCZ18Pv6+oQe/Lhx43B3d0en09HV1SWdA5jN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YMYMb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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aaacf023ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot trajectories\n",
    "\n",
    "xmin=-90\n",
    "xmax=0\n",
    "ymin=30\n",
    "ymax=65\n",
    "\n",
    "dx=20\n",
    "dy=20\n",
    "\n",
    "lat_ts=np.round((ymin+ymax)/2,0)\n",
    "lon_0=np.round((xmin+xmax)/2,0)\n",
    "R=6371009\n",
    "width=R*np.cos(lat_ts*np.pi/180)*(xmax-xmin)*np.pi/180\n",
    "height=(ymax-ymin)*np.pi/180*R\n",
    "\n",
    "out=\"GS_NA_traj_GB_month.png\"\n",
    "\n",
    "fig, ax = plt.subplots(1,2,figsize=(12.5,5))\n",
    "clev = np.arange(-60, 65, 5)\n",
    "dx=20\n",
    "dy=20\n",
    "\n",
    "m1 = Basemap(width=width,height=height,projection='stere',lat_ts=lat_ts,lat_0=lat_ts,lon_0=lon_0,resolution='l',ax=ax[0],suppress_ticks=True)\n",
    "m2 = Basemap(width=width,height=height,projection='stere',lat_ts=lat_ts,lat_0=lat_ts,lon_0=lon_0,resolution='l',ax=ax[1],suppress_ticks=True)\n",
    "\n",
    "m1.drawcoastlines()\n",
    "m2.drawcoastlines()\n",
    "parallels = np.arange(ymin+10,ymax+10,10)\n",
    "m1.drawparallels(parallels,labels=[1,0,0,0],fontsize=12)\n",
    "m2.drawparallels(parallels,labels=[1,0,0,0],fontsize=12)\n",
    "meridians = np.arange(xmin+10,xmax,10)\n",
    "m1.drawmeridians(meridians,labels=[0,0,0,1],fontsize=12)\n",
    "m2.drawmeridians(meridians,labels=[0,0,0,1],fontsize=12)\n",
    "m1.drawlsmask(land_color='grey',ocean_color='white',lakes=False)\n",
    "m2.drawlsmask(land_color='grey',ocean_color='white',lakes=False)\n",
    "\n",
    "# Trajectories\n",
    "xx1, yy1 = m1(traj_lon1, traj_lat1)\n",
    "xx2, yy2 = m1(traj_lon2, traj_lat2)\n",
    "xx1mean, yy1mean = m1(traj_lon1_mean, traj_lat1_mean)\n",
    "xx2mean, yy2mean = m2(traj_lon2_mean, traj_lat2_mean)\n",
    "\n",
    "for i in np.arange(0,xx1.shape[1]):\n",
    "    m1.plot(xx1[:,i],yy1[:,i],color='gray',zorder=1)\n",
    "for i in np.arange(0,xx2.shape[1]):\n",
    "    m2.plot(xx2[:,i],yy2[:,i],color='gray',zorder=1)\n",
    "#m1.plot(xx1mean,yy1mean,color='k',lw=2,zorder=10)\n",
    "#m2.plot(xx2mean,yy2mean,color='k',lw=2,zorder=10)\n",
    "\n",
    "#Model data\n",
    "xx, yy = m1(lon.values, lat.values)\n",
    "c1=m1.quiver(xx[::dy,::dx], yy[::dy,::dx], uplot1[0,::dy,::dx], vplot1[0,::dy,::dx],zorder=5)\n",
    "c2=m2.quiver(xx[::dy,::dx], yy[::dy,::dx], uplot2[0,::dy,::dx], vplot2[0,::dy,::dx],zorder=5)\n",
    "    \n",
    "ax[0].set_title(\"May\")\n",
    "ax[1].set_title(\"Aug\")\n",
    "\n",
    "size = fig.get_size_inches()*fig.dpi\n",
    "print(size[0]/size[1])\n",
    "\n",
    "plt.savefig(figdir+out,facecolor='w',dpi=600,format='png',bbox_inches='tight')\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZN/rqpBbLAmCzwuNNgCeLM5R5YMzMbGQ6aYzlZmALSRMlrQ7sC1ze4m0yM7MqHdNiiYjX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\nPztliAaA9MxoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2aaaedaad320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot\n",
    "\n",
    "fig,ax=plt.subplots(2,1)\n",
    "out=\"gb_arrival.pdf\"\n",
    "\n",
    "yebin=np.arange(year.min()-0.5,year.max()+1.5)\n",
    "mdays=[0,31,28,31,30,31,30,31,31,30,31,30,31]\n",
    "mlabel=['Jan','Feb','Mar','Arp','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec',]\n",
    "mobin=np.cumsum(mdays)\n",
    "\n",
    "nyears, bins, patches=ax[0].hist(year,yebin)\n",
    "nmonth, bins, patches=ax[1].hist(ts_clim,mobin)\n",
    "\n",
    "cbin=bins[1:]-np.asarray(mdays[1:])/2\n",
    "ax[1].set_xticks(cbin)\n",
    "ax[1].set_xticklabels(mlabel, fontsize=12)\n",
    "\n",
    "ax[0].set_ylabel('Floats')\n",
    "ax[1].set_ylabel('Floats')\n",
    "\n",
    "plt.savefig(figdir+out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Save to file\n",
    "\n",
    "dataout=xr.Dataset({'count': (['year'], nyears), 'count_clim': (['month'],nmonth)},\n",
    "                   coords={'year': np.arange(year.min(),year.max()+1)})\n",
    "dataout.to_netcdf(path=outfile)"
   ]
  }
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