{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import netCDF4 as nc\n",
    "import datetime as dt\n",
    "import subprocess\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import cmocean\n",
    "import numpy as np\n",
    "import os\n",
    "import glob\n",
    "import dateutil as dutil\n",
    "from salishsea_tools import viz_tools\n",
    "import pickle\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "recalc=True #False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "t0=dt.datetime(2013,1,1) # \n",
    "if recalc:\n",
    "    with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as fm:\n",
    "        tmask=np.copy(fm.variables['tmask'])\n",
    "        umask=np.copy(fm.variables['umask'])\n",
    "        vmask=np.copy(fm.variables['vmask'])\n",
    "        navlon=np.copy(fm.variables['nav_lon'])\n",
    "        navlat=np.copy(fm.variables['nav_lat'])\n",
    "        e3t_0=np.copy(fm.variables['e3t_0'])\n",
    "        e3u_0=np.copy(fm.variables['e3u_0'])\n",
    "        e3v_0=np.copy(fm.variables['e3v_0'])\n",
    "        e1t=np.copy(fm.variables['e1t'])\n",
    "        e2t=np.copy(fm.variables['e2t'])\n",
    "        e1v=np.copy(fm.variables['e1v'])\n",
    "        e2u=np.copy(fm.variables['e2u'])\n",
    "        A=fm.variables['e1t'][0,:,:]*fm.variables['e2t'][0,:,:]*tmask[0,0,:,:]\n",
    "\n",
    "    #te=dt.datetime(2016,12,1)# last start date of runfnum=18\n",
    "    stm=np.shape(tmask)\n",
    "    SiN=1.2\n",
    "    nlen=210\n",
    "    #nlen=58#100\n",
    "    dlist=[t0+dt.timedelta(days=ii*10) for ii in range(0,nlen)]\n",
    "\n",
    "    #sdir0='/results/SalishSea/nowcast-green/'\n",
    "    sdir1='/results/SalishSea/hindcast.201905/'\n",
    "    #sdir3='/data/eolson/MEOPAR/SS36runs/CedarRuns/spring2015_HCMZ/'\n",
    "\n",
    "    tmaskC=np.copy(tmask)\n",
    "    tmaskC[:,:,370:490,:12]=0\n",
    "    tmaskC[:,:,887:,30:70]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/results/SalishSea/hindcast.201905/01jan13/SalishSea_1h_20130101_20130101_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11jan13/SalishSea_1h_20130111_20130111_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21jan13/SalishSea_1h_20130121_20130121_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31jan13/SalishSea_1h_20130131_20130131_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10feb13/SalishSea_1h_20130210_20130210_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20feb13/SalishSea_1h_20130220_20130220_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02mar13/SalishSea_1h_20130302_20130302_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12mar13/SalishSea_1h_20130312_20130312_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22mar13/SalishSea_1h_20130322_20130322_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01apr13/SalishSea_1h_20130401_20130401_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11apr13/SalishSea_1h_20130411_20130411_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21apr13/SalishSea_1h_20130421_20130421_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01may13/SalishSea_1h_20130501_20130501_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11may13/SalishSea_1h_20130511_20130511_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21may13/SalishSea_1h_20130521_20130521_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31may13/SalishSea_1h_20130531_20130531_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jun13/SalishSea_1h_20130610_20130610_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jun13/SalishSea_1h_20130620_20130620_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jun13/SalishSea_1h_20130630_20130630_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jul13/SalishSea_1h_20130710_20130710_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jul13/SalishSea_1h_20130720_20130720_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jul13/SalishSea_1h_20130730_20130730_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09aug13/SalishSea_1h_20130809_20130809_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19aug13/SalishSea_1h_20130819_20130819_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29aug13/SalishSea_1h_20130829_20130829_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08sep13/SalishSea_1h_20130908_20130908_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18sep13/SalishSea_1h_20130918_20130918_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28sep13/SalishSea_1h_20130928_20130928_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08oct13/SalishSea_1h_20131008_20131008_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18oct13/SalishSea_1h_20131018_20131018_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28oct13/SalishSea_1h_20131028_20131028_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07nov13/SalishSea_1h_20131107_20131107_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17nov13/SalishSea_1h_20131117_20131117_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27nov13/SalishSea_1h_20131127_20131127_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07dec13/SalishSea_1h_20131207_20131207_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17dec13/SalishSea_1h_20131217_20131217_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27dec13/SalishSea_1h_20131227_20131227_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06jan14/SalishSea_1h_20140106_20140106_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16jan14/SalishSea_1h_20140116_20140116_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26jan14/SalishSea_1h_20140126_20140126_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05feb14/SalishSea_1h_20140205_20140205_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15feb14/SalishSea_1h_20140215_20140215_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25feb14/SalishSea_1h_20140225_20140225_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07mar14/SalishSea_1h_20140307_20140307_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17mar14/SalishSea_1h_20140317_20140317_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27mar14/SalishSea_1h_20140327_20140327_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06apr14/SalishSea_1h_20140406_20140406_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16apr14/SalishSea_1h_20140416_20140416_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26apr14/SalishSea_1h_20140426_20140426_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06may14/SalishSea_1h_20140506_20140506_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16may14/SalishSea_1h_20140516_20140516_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26may14/SalishSea_1h_20140526_20140526_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05jun14/SalishSea_1h_20140605_20140605_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15jun14/SalishSea_1h_20140615_20140615_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25jun14/SalishSea_1h_20140625_20140625_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05jul14/SalishSea_1h_20140705_20140705_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15jul14/SalishSea_1h_20140715_20140715_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/04aug14/SalishSea_1h_20140804_20140804_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14aug14/SalishSea_1h_20140814_20140814_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24aug14/SalishSea_1h_20140824_20140824_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/03sep14/SalishSea_1h_20140903_20140903_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/13sep14/SalishSea_1h_20140913_20140913_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/23sep14/SalishSea_1h_20140923_20140923_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/03oct14/SalishSea_1h_20141003_20141003_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/13oct14/SalishSea_1h_20141013_20141013_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/23oct14/SalishSea_1h_20141023_20141023_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02nov14/SalishSea_1h_20141102_20141102_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12nov14/SalishSea_1h_20141112_20141112_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22nov14/SalishSea_1h_20141122_20141122_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02dec14/SalishSea_1h_20141202_20141202_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12dec14/SalishSea_1h_20141212_20141212_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22dec14/SalishSea_1h_20141222_20141222_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01jan15/SalishSea_1h_20150101_20150101_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11jan15/SalishSea_1h_20150111_20150111_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21jan15/SalishSea_1h_20150121_20150121_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31jan15/SalishSea_1h_20150131_20150131_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10feb15/SalishSea_1h_20150210_20150210_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20feb15/SalishSea_1h_20150220_20150220_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02mar15/SalishSea_1h_20150302_20150302_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12mar15/SalishSea_1h_20150312_20150312_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22mar15/SalishSea_1h_20150322_20150322_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01apr15/SalishSea_1h_20150401_20150401_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11apr15/SalishSea_1h_20150411_20150411_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21apr15/SalishSea_1h_20150421_20150421_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01may15/SalishSea_1h_20150501_20150501_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11may15/SalishSea_1h_20150511_20150511_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21may15/SalishSea_1h_20150521_20150521_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31may15/SalishSea_1h_20150531_20150531_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/20jun15/SalishSea_1h_20150620_20150620_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jun15/SalishSea_1h_20150630_20150630_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/20jul15/SalishSea_1h_20150720_20150720_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/09aug15/SalishSea_1h_20150809_20150809_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19aug15/SalishSea_1h_20150819_20150819_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/28sep15/SalishSea_1h_20150928_20150928_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08oct15/SalishSea_1h_20151008_20151008_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18oct15/SalishSea_1h_20151018_20151018_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28oct15/SalishSea_1h_20151028_20151028_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07nov15/SalishSea_1h_20151107_20151107_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/27dec15/SalishSea_1h_20151227_20151227_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/23aug16/SalishSea_1h_20160823_20160823_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/12sep16/SalishSea_1h_20160912_20160912_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22sep16/SalishSea_1h_20160922_20160922_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02oct16/SalishSea_1h_20161002_20161002_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12oct16/SalishSea_1h_20161012_20161012_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22oct16/SalishSea_1h_20161022_20161022_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01nov16/SalishSea_1h_20161101_20161101_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11nov16/SalishSea_1h_20161111_20161111_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21nov16/SalishSea_1h_20161121_20161121_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01dec16/SalishSea_1h_20161201_20161201_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11dec16/SalishSea_1h_20161211_20161211_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21dec16/SalishSea_1h_20161221_20161221_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31dec16/SalishSea_1h_20161231_20161231_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jan17/SalishSea_1h_20170110_20170110_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jan17/SalishSea_1h_20170120_20170120_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jan17/SalishSea_1h_20170130_20170130_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09feb17/SalishSea_1h_20170209_20170209_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19feb17/SalishSea_1h_20170219_20170219_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01mar17/SalishSea_1h_20170301_20170301_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11mar17/SalishSea_1h_20170311_20170311_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21mar17/SalishSea_1h_20170321_20170321_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31mar17/SalishSea_1h_20170331_20170331_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10apr17/SalishSea_1h_20170410_20170410_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20apr17/SalishSea_1h_20170420_20170420_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30apr17/SalishSea_1h_20170430_20170430_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10may17/SalishSea_1h_20170510_20170510_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20may17/SalishSea_1h_20170520_20170520_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30may17/SalishSea_1h_20170530_20170530_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09jun17/SalishSea_1h_20170609_20170609_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19jun17/SalishSea_1h_20170619_20170619_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29jun17/SalishSea_1h_20170629_20170629_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09jul17/SalishSea_1h_20170709_20170709_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19jul17/SalishSea_1h_20170719_20170719_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29jul17/SalishSea_1h_20170729_20170729_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08aug17/SalishSea_1h_20170808_20170808_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18aug17/SalishSea_1h_20170818_20170818_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28aug17/SalishSea_1h_20170828_20170828_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07sep17/SalishSea_1h_20170907_20170907_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17sep17/SalishSea_1h_20170917_20170917_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27sep17/SalishSea_1h_20170927_20170927_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07oct17/SalishSea_1h_20171007_20171007_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17oct17/SalishSea_1h_20171017_20171017_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27oct17/SalishSea_1h_20171027_20171027_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06nov17/SalishSea_1h_20171106_20171106_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16nov17/SalishSea_1h_20171116_20171116_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26nov17/SalishSea_1h_20171126_20171126_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06dec17/SalishSea_1h_20171206_20171206_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16dec17/SalishSea_1h_20171216_20171216_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26dec17/SalishSea_1h_20171226_20171226_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05jan18/SalishSea_1h_20180105_20180105_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15jan18/SalishSea_1h_20180115_20180115_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25jan18/SalishSea_1h_20180125_20180125_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04feb18/SalishSea_1h_20180204_20180204_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14feb18/SalishSea_1h_20180214_20180214_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24feb18/SalishSea_1h_20180224_20180224_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06mar18/SalishSea_1h_20180306_20180306_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16mar18/SalishSea_1h_20180316_20180316_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26mar18/SalishSea_1h_20180326_20180326_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05apr18/SalishSea_1h_20180405_20180405_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15apr18/SalishSea_1h_20180415_20180415_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25apr18/SalishSea_1h_20180425_20180425_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05may18/SalishSea_1h_20180505_20180505_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15may18/SalishSea_1h_20180515_20180515_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25may18/SalishSea_1h_20180525_20180525_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04jun18/SalishSea_1h_20180604_20180604_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14jun18/SalishSea_1h_20180614_20180614_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24jun18/SalishSea_1h_20180624_20180624_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04jul18/SalishSea_1h_20180704_20180704_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14jul18/SalishSea_1h_20180714_20180714_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24jul18/SalishSea_1h_20180724_20180724_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/03aug18/SalishSea_1h_20180803_20180803_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/13aug18/SalishSea_1h_20180813_20180813_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/23aug18/SalishSea_1h_20180823_20180823_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02sep18/SalishSea_1h_20180902_20180902_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12sep18/SalishSea_1h_20180912_20180912_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22sep18/SalishSea_1h_20180922_20180922_ptrc_T.nc\n"
     ]
    }
   ],
   "source": [
    "if recalc:\n",
    "    tlist=dlist\n",
    "    SiGlobalTot=dict()\n",
    "    SiTot=dict()\n",
    "    BSiTot=dict()\n",
    "    DiatTot=dict()\n",
    "    changeSiGlobalTot=dict()\n",
    "    for idir in (sdir1,):\n",
    "        fformat1='%d%b%y/'\n",
    "        if idir.startswith('/data/eolson/MEOPAR/SS36runs/CedarRuns/'):\n",
    "            fformatT='SalishSea_1d_*_ptrc_T_%Y%m%d-*.nc'\n",
    "            fformatP='SalishSea_1d_*_ptrc_T_%Y%m%d-*.nc'\n",
    "        elif idir==sdir1:\n",
    "            fformatT='SalishSea_1h_%Y%m%d_%Y%m%d_ptrc_T.nc'\n",
    "            fformatP='SalishSea_1h_%Y%m%d_%Y%m%d_carp_T.nc'\n",
    "        sumSi=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumBSi=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumDiat=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        ind=-1\n",
    "        for idt0 in tlist:\n",
    "            ind=ind+1\n",
    "            cdir=idt0.strftime(fformat1).lower()\n",
    "            iffT=idt0.strftime(fformatT)\n",
    "            iffP=idt0.strftime(fformatP)\n",
    "            if idir.startswith('/data/eolson/MEOPAR/SS36runs/CedarRuns/'):\n",
    "                sffT=idir+iffT\n",
    "                sffP=idir+iffP\n",
    "            elif idir.startswith('/results/') or idir.startswith('/results2/') or ('link' in idir):\n",
    "                sffT=idir+cdir+iffT\n",
    "                sffP=idir+cdir+iffP\n",
    "            print(sffT)\n",
    "            f=nc.Dataset(glob.glob(sffT)[0])\n",
    "            fP=nc.Dataset(glob.glob(sffP)[0])\n",
    "            #if idir==sdir0:\n",
    "            #    e3t=np.expand_dims((1+fP.variables['sossheig'][0,:,:]/np.sum(e3t_0*tmask,1)),0)*e3t_0\n",
    "            if idir==sdir1:\n",
    "                e3t=fP.variables['e3t'][:2,:,:,:]\n",
    "            Vol=A*e3t\n",
    "            sumSi[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['silicon'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumBSi[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['biogenic_silicon'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumDiat[ind,:,:]=SiN*1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['diatoms'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            f.close()\n",
    "            fP.close()\n",
    "        SiGlobalTot[idir]=np.sum(np.sum(sumSi+sumBSi+sumDiat,2),1)\n",
    "        SiTot[idir]=np.sum(np.sum(sumSi,2),1)\n",
    "        BSiTot[idir]=np.sum(np.sum(sumBSi,2),1)\n",
    "        DiatTot[idir]=np.sum(np.sum(sumDiat,2),1)\n",
    "        changeSiGlobalTot[idir]=[SiGlobalTot[idir][ii+1]-SiGlobalTot[idir][ii] for ii in range(0,len(tlist)-1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/results/SalishSea/hindcast.201905/01jan13/SalishSea_1h_20130101_20130101_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11jan13/SalishSea_1h_20130111_20130111_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21jan13/SalishSea_1h_20130121_20130121_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31jan13/SalishSea_1h_20130131_20130131_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10feb13/SalishSea_1h_20130210_20130210_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20feb13/SalishSea_1h_20130220_20130220_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02mar13/SalishSea_1h_20130302_20130302_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12mar13/SalishSea_1h_20130312_20130312_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22mar13/SalishSea_1h_20130322_20130322_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01apr13/SalishSea_1h_20130401_20130401_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11apr13/SalishSea_1h_20130411_20130411_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21apr13/SalishSea_1h_20130421_20130421_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01may13/SalishSea_1h_20130501_20130501_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11may13/SalishSea_1h_20130511_20130511_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21may13/SalishSea_1h_20130521_20130521_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31may13/SalishSea_1h_20130531_20130531_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jun13/SalishSea_1h_20130610_20130610_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jun13/SalishSea_1h_20130620_20130620_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jun13/SalishSea_1h_20130630_20130630_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jul13/SalishSea_1h_20130710_20130710_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jul13/SalishSea_1h_20130720_20130720_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jul13/SalishSea_1h_20130730_20130730_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09aug13/SalishSea_1h_20130809_20130809_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19aug13/SalishSea_1h_20130819_20130819_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29aug13/SalishSea_1h_20130829_20130829_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08sep13/SalishSea_1h_20130908_20130908_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18sep13/SalishSea_1h_20130918_20130918_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28sep13/SalishSea_1h_20130928_20130928_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08oct13/SalishSea_1h_20131008_20131008_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18oct13/SalishSea_1h_20131018_20131018_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28oct13/SalishSea_1h_20131028_20131028_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07nov13/SalishSea_1h_20131107_20131107_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17nov13/SalishSea_1h_20131117_20131117_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27nov13/SalishSea_1h_20131127_20131127_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07dec13/SalishSea_1h_20131207_20131207_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17dec13/SalishSea_1h_20131217_20131217_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27dec13/SalishSea_1h_20131227_20131227_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06jan14/SalishSea_1h_20140106_20140106_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16jan14/SalishSea_1h_20140116_20140116_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26jan14/SalishSea_1h_20140126_20140126_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05feb14/SalishSea_1h_20140205_20140205_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15feb14/SalishSea_1h_20140215_20140215_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25feb14/SalishSea_1h_20140225_20140225_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07mar14/SalishSea_1h_20140307_20140307_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17mar14/SalishSea_1h_20140317_20140317_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27mar14/SalishSea_1h_20140327_20140327_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06apr14/SalishSea_1h_20140406_20140406_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16apr14/SalishSea_1h_20140416_20140416_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26apr14/SalishSea_1h_20140426_20140426_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06may14/SalishSea_1h_20140506_20140506_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16may14/SalishSea_1h_20140516_20140516_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26may14/SalishSea_1h_20140526_20140526_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05jun14/SalishSea_1h_20140605_20140605_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15jun14/SalishSea_1h_20140615_20140615_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25jun14/SalishSea_1h_20140625_20140625_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05jul14/SalishSea_1h_20140705_20140705_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15jul14/SalishSea_1h_20140715_20140715_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25jul14/SalishSea_1h_20140725_20140725_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04aug14/SalishSea_1h_20140804_20140804_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14aug14/SalishSea_1h_20140814_20140814_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24aug14/SalishSea_1h_20140824_20140824_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/03sep14/SalishSea_1h_20140903_20140903_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/13sep14/SalishSea_1h_20140913_20140913_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/23sep14/SalishSea_1h_20140923_20140923_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/03oct14/SalishSea_1h_20141003_20141003_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/13oct14/SalishSea_1h_20141013_20141013_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/23oct14/SalishSea_1h_20141023_20141023_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02nov14/SalishSea_1h_20141102_20141102_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12nov14/SalishSea_1h_20141112_20141112_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22nov14/SalishSea_1h_20141122_20141122_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02dec14/SalishSea_1h_20141202_20141202_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12dec14/SalishSea_1h_20141212_20141212_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22dec14/SalishSea_1h_20141222_20141222_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01jan15/SalishSea_1h_20150101_20150101_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11jan15/SalishSea_1h_20150111_20150111_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21jan15/SalishSea_1h_20150121_20150121_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31jan15/SalishSea_1h_20150131_20150131_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10feb15/SalishSea_1h_20150210_20150210_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20feb15/SalishSea_1h_20150220_20150220_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02mar15/SalishSea_1h_20150302_20150302_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12mar15/SalishSea_1h_20150312_20150312_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22mar15/SalishSea_1h_20150322_20150322_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01apr15/SalishSea_1h_20150401_20150401_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11apr15/SalishSea_1h_20150411_20150411_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21apr15/SalishSea_1h_20150421_20150421_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01may15/SalishSea_1h_20150501_20150501_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11may15/SalishSea_1h_20150511_20150511_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21may15/SalishSea_1h_20150521_20150521_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31may15/SalishSea_1h_20150531_20150531_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jun15/SalishSea_1h_20150610_20150610_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jun15/SalishSea_1h_20150620_20150620_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jun15/SalishSea_1h_20150630_20150630_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jul15/SalishSea_1h_20150710_20150710_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jul15/SalishSea_1h_20150720_20150720_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jul15/SalishSea_1h_20150730_20150730_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09aug15/SalishSea_1h_20150809_20150809_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19aug15/SalishSea_1h_20150819_20150819_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29aug15/SalishSea_1h_20150829_20150829_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08sep15/SalishSea_1h_20150908_20150908_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18sep15/SalishSea_1h_20150918_20150918_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28sep15/SalishSea_1h_20150928_20150928_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08oct15/SalishSea_1h_20151008_20151008_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18oct15/SalishSea_1h_20151018_20151018_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28oct15/SalishSea_1h_20151028_20151028_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07nov15/SalishSea_1h_20151107_20151107_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17nov15/SalishSea_1h_20151117_20151117_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27nov15/SalishSea_1h_20151127_20151127_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07dec15/SalishSea_1h_20151207_20151207_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17dec15/SalishSea_1h_20151217_20151217_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27dec15/SalishSea_1h_20151227_20151227_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06jan16/SalishSea_1h_20160106_20160106_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16jan16/SalishSea_1h_20160116_20160116_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26jan16/SalishSea_1h_20160126_20160126_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05feb16/SalishSea_1h_20160205_20160205_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15feb16/SalishSea_1h_20160215_20160215_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25feb16/SalishSea_1h_20160225_20160225_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06mar16/SalishSea_1h_20160306_20160306_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16mar16/SalishSea_1h_20160316_20160316_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26mar16/SalishSea_1h_20160326_20160326_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05apr16/SalishSea_1h_20160405_20160405_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15apr16/SalishSea_1h_20160415_20160415_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25apr16/SalishSea_1h_20160425_20160425_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05may16/SalishSea_1h_20160505_20160505_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15may16/SalishSea_1h_20160515_20160515_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25may16/SalishSea_1h_20160525_20160525_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04jun16/SalishSea_1h_20160604_20160604_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14jun16/SalishSea_1h_20160614_20160614_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24jun16/SalishSea_1h_20160624_20160624_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04jul16/SalishSea_1h_20160704_20160704_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14jul16/SalishSea_1h_20160714_20160714_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24jul16/SalishSea_1h_20160724_20160724_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/03aug16/SalishSea_1h_20160803_20160803_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/13aug16/SalishSea_1h_20160813_20160813_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/23aug16/SalishSea_1h_20160823_20160823_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02sep16/SalishSea_1h_20160902_20160902_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12sep16/SalishSea_1h_20160912_20160912_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22sep16/SalishSea_1h_20160922_20160922_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02oct16/SalishSea_1h_20161002_20161002_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12oct16/SalishSea_1h_20161012_20161012_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22oct16/SalishSea_1h_20161022_20161022_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01nov16/SalishSea_1h_20161101_20161101_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11nov16/SalishSea_1h_20161111_20161111_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21nov16/SalishSea_1h_20161121_20161121_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01dec16/SalishSea_1h_20161201_20161201_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11dec16/SalishSea_1h_20161211_20161211_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21dec16/SalishSea_1h_20161221_20161221_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31dec16/SalishSea_1h_20161231_20161231_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jan17/SalishSea_1h_20170110_20170110_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jan17/SalishSea_1h_20170120_20170120_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jan17/SalishSea_1h_20170130_20170130_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09feb17/SalishSea_1h_20170209_20170209_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19feb17/SalishSea_1h_20170219_20170219_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01mar17/SalishSea_1h_20170301_20170301_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11mar17/SalishSea_1h_20170311_20170311_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21mar17/SalishSea_1h_20170321_20170321_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31mar17/SalishSea_1h_20170331_20170331_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10apr17/SalishSea_1h_20170410_20170410_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20apr17/SalishSea_1h_20170420_20170420_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30apr17/SalishSea_1h_20170430_20170430_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10may17/SalishSea_1h_20170510_20170510_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20may17/SalishSea_1h_20170520_20170520_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30may17/SalishSea_1h_20170530_20170530_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09jun17/SalishSea_1h_20170609_20170609_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19jun17/SalishSea_1h_20170619_20170619_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29jun17/SalishSea_1h_20170629_20170629_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09jul17/SalishSea_1h_20170709_20170709_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19jul17/SalishSea_1h_20170719_20170719_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29jul17/SalishSea_1h_20170729_20170729_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08aug17/SalishSea_1h_20170808_20170808_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18aug17/SalishSea_1h_20170818_20170818_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28aug17/SalishSea_1h_20170828_20170828_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07sep17/SalishSea_1h_20170907_20170907_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17sep17/SalishSea_1h_20170917_20170917_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27sep17/SalishSea_1h_20170927_20170927_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07oct17/SalishSea_1h_20171007_20171007_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17oct17/SalishSea_1h_20171017_20171017_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27oct17/SalishSea_1h_20171027_20171027_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06nov17/SalishSea_1h_20171106_20171106_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16nov17/SalishSea_1h_20171116_20171116_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26nov17/SalishSea_1h_20171126_20171126_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06dec17/SalishSea_1h_20171206_20171206_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16dec17/SalishSea_1h_20171216_20171216_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26dec17/SalishSea_1h_20171226_20171226_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05jan18/SalishSea_1h_20180105_20180105_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15jan18/SalishSea_1h_20180115_20180115_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25jan18/SalishSea_1h_20180125_20180125_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04feb18/SalishSea_1h_20180204_20180204_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14feb18/SalishSea_1h_20180214_20180214_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24feb18/SalishSea_1h_20180224_20180224_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06mar18/SalishSea_1h_20180306_20180306_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16mar18/SalishSea_1h_20180316_20180316_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26mar18/SalishSea_1h_20180326_20180326_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05apr18/SalishSea_1h_20180405_20180405_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15apr18/SalishSea_1h_20180415_20180415_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25apr18/SalishSea_1h_20180425_20180425_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05may18/SalishSea_1h_20180505_20180505_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15may18/SalishSea_1h_20180515_20180515_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25may18/SalishSea_1h_20180525_20180525_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04jun18/SalishSea_1h_20180604_20180604_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14jun18/SalishSea_1h_20180614_20180614_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24jun18/SalishSea_1h_20180624_20180624_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04jul18/SalishSea_1h_20180704_20180704_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14jul18/SalishSea_1h_20180714_20180714_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24jul18/SalishSea_1h_20180724_20180724_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/03aug18/SalishSea_1h_20180803_20180803_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/13aug18/SalishSea_1h_20180813_20180813_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/23aug18/SalishSea_1h_20180823_20180823_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02sep18/SalishSea_1h_20180902_20180902_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12sep18/SalishSea_1h_20180912_20180912_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22sep18/SalishSea_1h_20180922_20180922_ptrc_T.nc\n"
     ]
    }
   ],
   "source": [
    "klim=20\n",
    "if recalc:\n",
    "    tlist=dlist\n",
    "    BSiTotS=dict()\n",
    "    DiatTotS=dict()\n",
    "    for idir in (sdir1,):\n",
    "        fformat1='%d%b%y/'\n",
    "        if idir.startswith('/data/eolson/MEOPAR/SS36runs/CedarRuns/'):\n",
    "            fformatT='SalishSea_1d_*_ptrc_T_%Y%m%d-*.nc'\n",
    "            fformatP='SalishSea_1d_*_ptrc_T_%Y%m%d-*.nc'\n",
    "        elif idir==idir.startswith('/results/') or idir.startswith('/results2/') or ('link' in idir):\n",
    "            fformatT='SalishSea_1h_%Y%m%d_%Y%m%d_ptrc_T.nc'\n",
    "            fformatP='SalishSea_1h_%Y%m%d_%Y%m%d_carp_T.nc'\n",
    "        sumBSiS=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumDiatS=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        ind=-1\n",
    "        for idt0 in tlist:\n",
    "            ind=ind+1\n",
    "            cdir=idt0.strftime(fformat1).lower()\n",
    "            iffT=idt0.strftime(fformatT)\n",
    "            iffP=idt0.strftime(fformatP)\n",
    "            if idir.startswith('/data/eolson/MEOPAR/SS36runs/CedarRuns/'):\n",
    "                sffT=idir+iffT\n",
    "                sffP=idir+iffP\n",
    "            elif idir.startswith('/results/') or idir.startswith('/results2/') or ('link' in idir):\n",
    "                sffT=idir+cdir+iffT\n",
    "                sffP=idir+cdir+iffP\n",
    "            print(sffT)\n",
    "            f=nc.Dataset(glob.glob(sffT)[0])\n",
    "            fP=nc.Dataset(glob.glob(sffP)[0])\n",
    "            #if idir==sdir0:\n",
    "            #    e3t=np.expand_dims((1+fP.variables['sossheig'][0,:,:]/np.sum(e3t_0*tmask,1)),0)*e3t_0\n",
    "            if idir==sdir1:\n",
    "                e3t=fP.variables['e3t'][:2,:,:,:]\n",
    "            Vol=A*e3t\n",
    "            sumBSiS[ind,:,:]=1e-3*np.sum(tmaskC[0,:klim,:,:]*Vol[0,:klim,:,:]*f.variables['biogenic_silicon'][0,:klim,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumDiatS[ind,:,:]=SiN*1e-3*np.sum(tmaskC[0,:klim,:,:]*Vol[0,:klim,:,:]*f.variables['diatoms'][0,:klim,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            f.close()\n",
    "            fP.close()\n",
    "        BSiTotS[idir]=np.sum(np.sum(sumBSiS,2),1)\n",
    "        DiatTotS[idir]=np.sum(np.sum(sumDiatS,2),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#test=np.sum(np.sum((sumSi[-1,:,:]+np.sum(1e-3*7*tmaskC[0,:,:,:]*Vol[0,:,:,:],0))+sumBSi[-1,:,:]+sumDiat[-1,:,:],1),0)\n",
    "#test2=np.sum(np.sum(sumSi[-1,:,:]+sumBSi[-1,:,:]+sumDiat[-1,:,:],1),0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JOPdcy4E1bpztd/Dg0vZZCn48jithoan3YMNwpwCYHKRRjYVcHkchKZ7Dplyh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\ncXAKvQctT+QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e9e00be10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if recalc:\n",
    "    fig,ax=plt.subplots(1,1,figsize=(6,5))\n",
    "    ax.plot(SiGlobalTot[sdir1]-SiGlobalTot[sdir1][0],'b-')\n",
    "    ax.set_xlabel('10-day intervals since '+t0.strftime('%b $d $Y'))\n",
    "    ax.set_ylabel('Difference in Total Si')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tfNZL7sSwgJzuo4/kNa79vAKtTx8JDJ5/PvLgrspK4Mc/Bk6div86yT10G0Ii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WPMW8aYfcaY37z2Bby3jDEPuPu4DcaYwZEptaLEFgHus8eMMbvd/doqY8z5Xu/pfaYoFcQY08oY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\n/fsAvreXBQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e9e00b780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if recalc:\n",
    "    ## plots related to sinking\n",
    "    fig,ax=plt.subplots(1,1,figsize=(18,5))\n",
    "    ax.plot(BSiTot[sdir1],'r-',label='bSi')\n",
    "    ax.plot(DiatTot[sdir1],'b-',label='diatoms')\n",
    "    ax.set_xlabel('10-day intervals since '+t0.strftime('%b $d $Y'))\n",
    "    ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tbdGNZ2fNij39YdYsGfiUlnqHCgcOyOvBg8nZV8p8JhRPZqWCCcX4RJhSyS34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\n+pRkQ5KdSXYluXLY8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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e9e00b048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if recalc:\n",
    "    ## plots related to sinking\n",
    "    fig,ax=plt.subplots(1,1,figsize=(18,5))\n",
    "    ax.plot(BSiTotS[sdir1],'r-',label='bSi')\n",
    "    ax.plot(DiatTotS[sdir1],'b-',label='diatoms')\n",
    "    ax.set_xlabel('10-day intervals since '+t0.strftime('%b $d $Y'))\n",
    "    ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std err total bsi is: 1704653365.1410496\n",
      "  std err 20m bsi is: 168321582.56738612\n"
     ]
    },
    {
     "data": {
      "image/png": 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opihKGyfslwpLZiYwfjywYAHwxx/ubg0REZF3S0gAgoOBVavMv750qUxFJPIUHToAb78N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RuQKRQ4YKDmNjQUOHqUY/S1a3kYmZsDbVqp8bxFVy4xGD6cg97YWM6mzZvHRcqDed7r8TeXQFZd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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e9e0b04a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if recalc:\n",
    "    fig,ax=plt.subplots(1,1,figsize=(18,5))\n",
    "    ax.plot((BSiTot[sdir1]-np.mean(BSiTot[sdir1]))/np.std(BSiTot[sdir1]),'r-',label='bSi all')\n",
    "    ax.plot((BSiTotS[sdir1]-np.mean(BSiTotS[sdir1]))/np.std(BSiTotS[sdir1]),'r--',label='bSi surf')\n",
    "    ax.plot((BSiTot[sdir1])/np.std(BSiTot[sdir1]),'r:',label='bSi norm')\n",
    "    ax.plot(np.tanh(.5*(BSiTot[sdir1])/np.std(BSiTot[sdir1])),'b-',label='limiter')\n",
    "    ax.plot(np.tanh(.5*(BSiTot[sdir1])/1000000000),'g-',label='limiter2')\n",
    "    ax.plot(np.tanh(.5*(BSiTotS[sdir1])/200000000),'c-',label='limiter2')\n",
    "    ax.set_xlabel('10-day intervals since '+t0.strftime('%b $d $Y'))\n",
    "    ax.legend()\n",
    "    print('std err total bsi is:',np.std(BSiTot[sdir1]))\n",
    "    print('  std err 20m bsi is:',np.std(BSiTotS[sdir1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# for bSi sinking rate, use:\n",
    "# wmin+tanh(.5*bSi_20_sum/200000000)*(wmax-wmin)\n",
    "# need to use cvol = e3t* e1t* e2t, so update code above..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# copy restart and add 7 to Si old and new"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## repeat for N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "/results/SalishSea/hindcast.201905/11jan13/SalishSea_1h_20130111_20130111_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21jan13/SalishSea_1h_20130121_20130121_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31jan13/SalishSea_1h_20130131_20130131_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10feb13/SalishSea_1h_20130210_20130210_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20feb13/SalishSea_1h_20130220_20130220_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/12oct16/SalishSea_1h_20161012_20161012_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22oct16/SalishSea_1h_20161022_20161022_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01nov16/SalishSea_1h_20161101_20161101_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11nov16/SalishSea_1h_20161111_20161111_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21nov16/SalishSea_1h_20161121_20161121_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/01dec16/SalishSea_1h_20161201_20161201_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/11dec16/SalishSea_1h_20161211_20161211_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/21dec16/SalishSea_1h_20161221_20161221_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/31dec16/SalishSea_1h_20161231_20161231_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/10jan17/SalishSea_1h_20170110_20170110_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/20jan17/SalishSea_1h_20170120_20170120_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30jan17/SalishSea_1h_20170130_20170130_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/20may17/SalishSea_1h_20170520_20170520_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/30may17/SalishSea_1h_20170530_20170530_ptrc_T.nc\n",
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      "/results/SalishSea/hindcast.201905/19jun17/SalishSea_1h_20170619_20170619_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29jun17/SalishSea_1h_20170629_20170629_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/09jul17/SalishSea_1h_20170709_20170709_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/19jul17/SalishSea_1h_20170719_20170719_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/29jul17/SalishSea_1h_20170729_20170729_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/08aug17/SalishSea_1h_20170808_20170808_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/18aug17/SalishSea_1h_20170818_20170818_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/28aug17/SalishSea_1h_20170828_20170828_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07sep17/SalishSea_1h_20170907_20170907_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17sep17/SalishSea_1h_20170917_20170917_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27sep17/SalishSea_1h_20170927_20170927_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/07oct17/SalishSea_1h_20171007_20171007_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/17oct17/SalishSea_1h_20171017_20171017_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/27oct17/SalishSea_1h_20171027_20171027_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06nov17/SalishSea_1h_20171106_20171106_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16nov17/SalishSea_1h_20171116_20171116_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26nov17/SalishSea_1h_20171126_20171126_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06dec17/SalishSea_1h_20171206_20171206_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16dec17/SalishSea_1h_20171216_20171216_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26dec17/SalishSea_1h_20171226_20171226_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05jan18/SalishSea_1h_20180105_20180105_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15jan18/SalishSea_1h_20180115_20180115_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25jan18/SalishSea_1h_20180125_20180125_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04feb18/SalishSea_1h_20180204_20180204_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14feb18/SalishSea_1h_20180214_20180214_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24feb18/SalishSea_1h_20180224_20180224_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/06mar18/SalishSea_1h_20180306_20180306_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/16mar18/SalishSea_1h_20180316_20180316_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/26mar18/SalishSea_1h_20180326_20180326_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05apr18/SalishSea_1h_20180405_20180405_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15apr18/SalishSea_1h_20180415_20180415_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25apr18/SalishSea_1h_20180425_20180425_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/05may18/SalishSea_1h_20180505_20180505_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/15may18/SalishSea_1h_20180515_20180515_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/25may18/SalishSea_1h_20180525_20180525_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04jun18/SalishSea_1h_20180604_20180604_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14jun18/SalishSea_1h_20180614_20180614_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24jun18/SalishSea_1h_20180624_20180624_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/04jul18/SalishSea_1h_20180704_20180704_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/14jul18/SalishSea_1h_20180714_20180714_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/24jul18/SalishSea_1h_20180724_20180724_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/03aug18/SalishSea_1h_20180803_20180803_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/13aug18/SalishSea_1h_20180813_20180813_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/23aug18/SalishSea_1h_20180823_20180823_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/02sep18/SalishSea_1h_20180902_20180902_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/12sep18/SalishSea_1h_20180912_20180912_ptrc_T.nc\n",
      "/results/SalishSea/hindcast.201905/22sep18/SalishSea_1h_20180922_20180922_ptrc_T.nc\n"
     ]
    }
   ],
   "source": [
    "if recalc:\n",
    "    tlist=dlist\n",
    "    NGlobalTot=dict()\n",
    "    VolTot=dict()\n",
    "    NO3Tot=dict()\n",
    "    NH4Tot=dict()\n",
    "    PONTot=dict()\n",
    "    DONTot=dict()\n",
    "    DiatTot=dict()\n",
    "    MyriTot=dict()\n",
    "    NanoTot=dict()\n",
    "    MiZoTot=dict()\n",
    "    changeNGlobalTot=dict()\n",
    "    for idir in (sdir1,):\n",
    "        fformat1='%d%b%y/'\n",
    "        if idir.startswith('/data/eolson/MEOPAR/SS36runs/CedarRuns/'):\n",
    "            fformatT='SalishSea_1h_*_ptrc_T_%Y%m%d-*.nc'\n",
    "            fformatP='SalishSea_1h_*_ptrc_T_%Y%m%d-*.nc'\n",
    "        elif idir.startswith('/results/') or idir.startswith('/results2/') or ('link' in idir):\n",
    "            fformatT='SalishSea_1h_%Y%m%d_%Y%m%d_ptrc_T.nc'\n",
    "            fformatP='SalishSea_1h_%Y%m%d_%Y%m%d_carp_T.nc'\n",
    "        sumNO3=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumVol=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumNH4=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumPON=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumDON=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumDiat=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumMyri=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumNano=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        sumMiZo=np.zeros((len(tlist),stm[2],stm[3]))\n",
    "        ind=-1\n",
    "        for idt0 in tlist:\n",
    "            ind=ind+1\n",
    "            cdir=idt0.strftime(fformat1).lower()\n",
    "            iffT=idt0.strftime(fformatT)\n",
    "            iffP=idt0.strftime(fformatP)\n",
    "            if idir.startswith('/data/eolson/MEOPAR/SS36runs/CedarRuns/'):\n",
    "                sffT=idir+iffT\n",
    "                sffP=idir+iffP\n",
    "            elif idir.startswith('/results/') or idir.startswith('/results2/') or ('link' in idir):\n",
    "                sffT=idir+cdir+iffT\n",
    "                sffP=idir+cdir+iffP\n",
    "            print(sffT)\n",
    "            f=nc.Dataset(glob.glob(sffT)[0])\n",
    "            fP=nc.Dataset(glob.glob(sffP)[0])\n",
    "            #if idir==sdir0:\n",
    "            #    e3t=np.expand_dims((1+fP.variables['sossheig'][0,:,:]/np.sum(e3t_0*tmask,1)),0)*e3t_0\n",
    "            if idir==sdir1:\n",
    "                e3t=fP.variables['e3t'][:2,:,:,:]\n",
    "            Vol=A*e3t\n",
    "            sumVol[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumNO3[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['nitrate'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumNH4[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['ammonium'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumPON[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['particulate_organic_nitrogen'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumDON[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['dissolved_organic_nitrogen'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumDiat[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['diatoms'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumMyri[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['ciliates'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            sumMiZo[ind,:,:]=1e-3*np.sum(tmaskC[0,:,:,:]*Vol[0,:,:,:]*f.variables['microzooplankton'][0,:,:,:],0) #mmol/m3*m3*10^-3=mol\n",
    "            f.close()\n",
    "            fP.close()\n",
    "        NGlobalTot[idir]=np.sum(np.sum(sumNO3+sumNH4+sumPON+sumDON+sumDiat+sumMyri+sumNano+sumMiZo,2),1)\n",
    "        VolTot[idir]=np.sum(np.sum(sumVol,2),1)\n",
    "        NO3Tot[idir]=np.sum(np.sum(sumNO3,2),1)\n",
    "        NH4Tot[idir]=np.sum(np.sum(sumNH4,2),1)\n",
    "        PONTot[idir]=np.sum(np.sum(sumPON,2),1)\n",
    "        DONTot[idir]=np.sum(np.sum(sumDON,2),1)\n",
    "        DiatTot[idir]=np.sum(np.sum(sumDiat,2),1)\n",
    "        MyriTot[idir]=np.sum(np.sum(sumMyri,2),1)\n",
    "        NanoTot[idir]=np.sum(np.sum(sumNano,2),1)\n",
    "        MiZoTot[idir]=np.sum(np.sum(sumMiZo,2),1)\n",
    "        changeNGlobalTot[idir]=[NGlobalTot[idir][ii+1]-NGlobalTot[idir][ii] for ii in range(0,len(tlist)-1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OccUK4Pjjge99L+qS5c/y5RIm9d6klINwaNsNYMJRIFEJxxhmdvJrYzuAMdk2JqLJAI4H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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e9e0acbe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if recalc:\n",
    "    #plt.plot(SiGlobalTot[sdir0]-SiGlobalTot[sdir0][0],'r-')\n",
    "    #plt.plot(SiGlobalTot[sdir3]-SiGlobalTot[sdir3][0],'g-')\n",
    "    #plt.plot(40,test-SiGlobalTot[sdir1][0],'r*')\n",
    "    #plt.plot(40,test2-SiGlobalTot[sdir1][0],'k*')\n",
    "    fig,ax=plt.subplots(1,1,figsize=(6,5))\n",
    "    ax.plot(NGlobalTot[sdir1]-NGlobalTot[sdir1][0],'r-')\n",
    "    ax.set_xlabel('10-day intervals since '+t0.strftime('%b $d $Y'))\n",
    "    ax.set_ylabel('Difference in Total N')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6E2wgM5N1lebPp7vk2msZNjlxYtnjtm6lS+D222lq//xzWX/dvffSNfLiiwxv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\nEIQU5f8BGopj2NPComsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e9df74160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if recalc:\n",
    "    plt.plot(SiGlobalTot[sdir1]-SiGlobalTot[sdir1][0],'b-')\n",
    "    plt.plot(NGlobalTot[sdir1]-NGlobalTot[sdir1][0],'r-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "if recalc:\n",
    "    pickle.dump(SiGlobalTot[sdir1],open('SiGlobalTot_HC1905.pkl','wb'))\n",
    "    pickle.dump(NGlobalTot[sdir1],open('NGlobalTot_HC1905.pkl','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "SiGlobalTotHC=pickle.load(open('SiGlobalTot_HC1905.pkl','rb'))\n",
    "NGlobalTotHC=pickle.load(open('NGlobalTot_HC1905.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "SiGlobalTotHC18=pickle.load(open('SiGlobalTot_HCDec.pkl','rb'))\n",
    "NGlobalTotHC18=pickle.load(open('NGlobalTot_HCDec.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "SiGlobalTotHC1=pickle.load(open('SiGlobalTot_HC19spin1.pkl','rb'))\n",
    "NGlobalTotHC1=pickle.load(open('NGlobalTot_HC19spin1.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#SiGlobalTotT3=pickle.load(open('SiGlobalTotT3.pkl','rb'))\n",
    "#NGlobalTotT3=pickle.load(open('NGlobalTotT3.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#SiGlobalTotZ1=pickle.load(open('SiGlobalTotZ1.pkl','rb'))\n",
    "#NGlobalTotZ1=pickle.load(open('NGlobalTotZ1.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#tit='spring2015_Z3'\n",
    "#SiGlobalTotZ3=pickle.load(open('SiGlobalTot_'+tit+'.pkl','rb'))\n",
    "#NGlobalTotZ3=pickle.load(open('NGlobalTot_'+tit+'.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bdir='/data/eolson/MEOPAR/SS36runs/CedarRuns/'"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "tit='spring15spun_Ztest'\n",
    "SiGlobalTotZtest=pickle.load(open(bdir+tit+'/SiGlobalTot_'+tit+'.pkl','rb'))\n",
    "NGlobalTotZtest=pickle.load(open(bdir+tit+'/NGlobalTot_'+tit+'.pkl','rb'))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "tit='spring15spun_Z4'\n",
    "SiGlobalTotZ4=pickle.load(open(bdir+tit+'/SiGlobalTot_'+tit+'.pkl','rb'))\n",
    "NGlobalTotZ4=pickle.load(open(bdir+tit+'/NGlobalTot_'+tit+'.pkl','rb'))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "tit='spring15spun_Z5'\n",
    "SiGlobalTotZ5=pickle.load(open(bdir+tit+'/SiGlobalTot_'+tit+'.pkl','rb'))\n",
    "NGlobalTotZ5=pickle.load(open(bdir+tit+'/NGlobalTot_'+tit+'.pkl','rb'))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "tit='spring16spun_Z6'\n",
    "SiGlobalTotZ6=pickle.load(open(bdir+tit+'/SiGlobalTot_'+tit+'.pkl','rb'))\n",
    "NGlobalTotZ6=pickle.load(open(bdir+tit+'/NGlobalTot_'+tit+'.pkl','rb'))"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "tit='spring16spun_Z7'\n",
    "SiGlobalTotZ7=pickle.load(open(bdir+tit+'/SiGlobalTot_'+tit+'.pkl','rb'))\n",
    "NGlobalTotZ7=pickle.load(open(bdir+tit+'/NGlobalTot_'+tit+'.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f2e14fd7b00>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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g38mTfH7pkixFI0QV8HXzZccjO/Cp56N1FJNpVa8VK8es5NUer17z+YrTK+i4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\njQSlQgghhBBCCCH85v8Dg1neX659NYwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2e15057710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(16,8))\n",
    "plt.plot([t0+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotHC))],SiGlobalTotHC,'y-')\n",
    "plt.plot([t0+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotHC))],NGlobalTotHC,'m-')\n",
    "plt.plot([dt.datetime(2015,1,1)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotHC18))],SiGlobalTotHC18,'g--')\n",
    "plt.plot([dt.datetime(2015,1,1)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotHC18))],NGlobalTotHC18,'r--')\n",
    "plt.plot([dt.datetime(2013,1,1)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotHC1))],SiGlobalTotHC1,'c--')\n",
    "plt.plot([dt.datetime(2013,1,1)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotHC1))],NGlobalTotHC1,'--',color='purple')\n",
    "#plt.plot([dt.datetime(2015,1,11)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZ4))],SiGlobalTotZ4,'c--')\n",
    "#plt.plot([dt.datetime(2015,1,11)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZ4))],NGlobalTotZ4,'c--')\n",
    "\n",
    "#ax.plot([dt.datetime(2015,1,11)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZ5))],SiGlobalTotZ5,'m:')\n",
    "#ax.plot([dt.datetime(2015,1,11)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZ5))],NGlobalTotZ5,'m:')\n",
    "#ax.plot([dt.datetime(2015,1,11)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZtest))],SiGlobalTotZtest,'b:')\n",
    "#ax.plot([dt.datetime(2015,1,11)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZtest))],NGlobalTotZtest,'b:')\n",
    "\n",
    "#ax.plot([dt.datetime(2016,1,6)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZ6))],SiGlobalTotZ6,'r:')\n",
    "#ax.plot([dt.datetime(2016,1,6)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZ6))],NGlobalTotZ6,'r:')\n",
    "#ax.plot([dt.datetime(2016,1,6)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZ7))],SiGlobalTotZ7,'g:')\n",
    "#ax.plot([dt.datetime(2016,1,6)+dt.timedelta(10*ii) for ii in range(0,len(SiGlobalTotZ7))],NGlobalTotZ7,'g:')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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