{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* This notebook was to modify the banks area in the SoG into land"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from salishsea_tools import (bathy_tools, nc_tools,viz_tools,tidetools)\n",
    "from numpy import loadtxt\n",
    "from __future__ import division, print_function\n",
    "from salishsea_tools.nowcast import figures\n",
    "import scipy.io as sio\n",
    "import matplotlib.pyplot as plt\n",
    "import netCDF4 as nc\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!cp /ocean/jieliu/research/meopar/river-treatment/bathy_meter_SalishSea6.nc \\\n",
    "bathy_meter_SalishSea13.nc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bathy = nc.Dataset('/ocean/jieliu/research/meopar/river-treatment/bathy_meter_SalishSea6.nc', 'r')\n",
    "bathyy = bathy.variables['Bathymetry'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bathy_9 = nc.Dataset('bathy_meter_SalishSea9.nc','r+' )\n",
    "bathyy_9 = bathy_9.variables['Bathymetry']                                            \n",
    "lon_9 = bathy_9.variables['nav_lon']\n",
    "lat_9 = bathy_9.variables['nav_lat']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jieliu/anaconda3/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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CMbqeebppyzEMw2h3TAyLyrKFnhACbHTSJHLsGxq1YdahYRgmhgViePA5rx1Td4LipQni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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3f8853f828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = bathy_tools.plot_colourmesh(\n",
    "    bathy, 'NEMO - Salish Sea Bathymetry', \n",
    "    axis_limits=(-123.4, -122.7, 49., 49.7), colour_map='spectral', bins=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(280, 340, 370, 460)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jieliu/anaconda3/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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59MIt57v7C327zLu0VERkYroQWgmMmQ+ofwqsALb2hhHgm+5+WZXSUhERWZjs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\nN3IRkYbTjVxEpOF0IxcRabj/H/kqyQK7i68CAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3f87cba320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bath, X, Y = tidetools.get_bathy_data(bathy)\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(bath, cmap=cmap)\n",
    "fig.colorbar(mesh)\n",
    "plt.axis((280, 340, 370, 460))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## to put the range of lat, lon indices and bathymetry into list\n",
    "lat_ind = []\n",
    "lon_ind = []\n",
    "remain_edit_bathy = []\n",
    "for j in np.arange(370, 460):\n",
    "    for i in np.arange(280, 340):\n",
    "        if  (bathyy[j,i] <=4):\n",
    "            #lat_ind.append(j)\n",
    "            #lon_ind.append(i)\n",
    "            #remain_edit_bathy.append(bathyy_9[j,i])\n",
    "            bathyy_9[j,i] = np.ma.masked_values(bathyy_9[j,i], 4)\n",
    "            #print (j,i)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bathy_9.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "a= nc.Dataset('bathy_meter_SalishSea9.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100.0"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b= a.variables['Bathymetry']\n",
    "b[427,288]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#Create bathymetry3 with no banks of short river for Nancy "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "!cp /ocean/jieliu/research/meopar/nemo-forcing/grid/bathy_meter_SalishSea2.nc \\\n",
    "bathy_meter_SalishSea3.nc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "bathy = nc.Dataset('/ocean/jieliu/research/meopar/nemo-forcing/grid/bathy_meter_SalishSea2.nc', 'r')\n",
    "bathyy = bathy.variables['Bathymetry'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bathy_3 = nc.Dataset('bathy_meter_SalishSea3.nc','r+' )\n",
    "bathyy_3 = bathy_3.variables['Bathymetry']                                            \n",
    "lon_3 = bathy_3.variables['nav_lon']\n",
    "lat_3 = bathy_3.variables['nav_lat']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(280, 310, 350, 480)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jieliu/anaconda3/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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WBu7bw/dSCw2xObLnSJKAtDmS6mmIzVG/rJoItr6cCDxXo5O9y/jR9ejHCRcaBTKp30mC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\nSRKQjSNJArJxJElANo4kCfj/iN7TGZKxTaAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3f87bf4ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bath, X, Y = tidetools.get_bathy_data(bathy)\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(bath, cmap=cmap)\n",
    "fig.colorbar(mesh)\n",
    "plt.axis((280, 310, 350, 480))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## to put the range of lat, lon indices and bathymetry into list\n",
    "lat_ind = []\n",
    "lon_ind = []\n",
    "remain_edit_bathy = []\n",
    "for j in np.arange(350, 480):\n",
    "    for i in np.arange(280, 310):\n",
    "        if  (bathyy_3[j,i] <=4):\n",
    "            #lat_ind.append(j)\n",
    "            #lon_ind.append(i)\n",
    "            #remain_edit_bathy.append(bathyy_3[j,i])\n",
    "            bathyy_3[j,i] = np.ma.masked_values(bathyy_3[j,i], 4)\n",
    "            #print (j,i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jieliu/anaconda3/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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0D3V83wtoLjdpscTwLF8EXQ/h5D6v3198PBDDE/w5exzhDARxUU9U9AIxTBFC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\nhJCZ5/8D4LEyoT/SldkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3f87a2b4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = bathy_tools.plot_colourmesh(\n",
    "    bathy_3, 'NEMO - Salish Sea Bathymetry', \n",
    "    axis_limits=(-123.4, -122.7, 49., 49.7), colour_map='spectral', bins=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jieliu/anaconda3/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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hRMUvLSF/+o5oVZv+0N06gRdMCH2y9gTbSQgNwxhbCuMmZZmzZ3fsHO/nxFgl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\n6vn/XXKYl0OAOQcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3f8794b2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Long river channel without banks\n",
    "bathy_9 = nc.Dataset('bathy_meter_SalishSea9.nc' )\n",
    "fig = bathy_tools.plot_colourmesh(\n",
    "    bathy_9, 'NEMO - Salish Sea Bathymetry', \n",
    "    axis_limits=(-123.4, -122.7, 49., 49.7), colour_map='spectral', bins=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bathy_3.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}