{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import netCDF4 as nc\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import glob\n", "import pickle\n", "from salishsea_tools import evaltools as et\n", "import datetime as dt\n", "import os\n", "import re\n", "import cmocean\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as mesh:\n", " tmask=mesh.variables['tmask'][0,:,:,:]\n", " e1t=np.expand_dims(mesh.variables['e1t'][:,:,:],1)\n", " e2t=np.expand_dims(mesh.variables['e2t'][:,:,:],1)\n", " e3t_0=mesh.variables['e3t_0'][:,:,:,:]\n", " vol_0=e1t*e2t*e3t_0*mesh.variables['tmask'][:,:,:,:]\n", "SOGtmaskPath='/ocean/eolson/MEOPAR/northernNO3PaperCalcs/save/SOGtmask.pkl'\n", "(tmaskSOG,_,_,_,_)=pickle.load(open(SOGtmaskPath,'rb'))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "idir='/data/eolson/results/MEOPAR/SS36runs/GrahamRuns/shortTest1_11/'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "fP=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_dian_T*.nc')[0])\n", "fD=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_dia1_T*.nc')[0])\n", "fD2=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_dia2_T*.nc')[0])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "ignorelist=('nav_lat','nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', \n", " 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', \n", " 'time_counter', 'time_counter_bounds','nav_lat_grid_T', 'nav_lon_grid_T', \n", " 'bounds_nav_lon_grid_T', 'bounds_nav_lat_grid_T', 'area_grid_T', \n", " 'nav_lat_grid_W', 'nav_lon_grid_W', 'bounds_nav_lon_grid_W', \n", " 'bounds_nav_lat_grid_W', 'area_grid_W', 'time_centered', 'time_centered_bounds',\n", " 'depthu', 'depthu_bounds','depthv', 'depthv_bounds','depthw', 'depthw_bounds',\n", " 'layer6m_W', 'layer6m_W_bounds')\n", "def checkall(ff):\n", " fkeys=ff.variables.keys()\n", " print('fP.variables.keys():',fkeys)\n", " print('Min/Max:')\n", " for var in fkeys:\n", " if var not in ignorelist:\n", " if len(np.shape(ff.variables[var]))==4:\n", " print(var,':',np.min(np.ma.masked_where(tmask[:,:,:]==0,ff.variables[var][-1,:,:,:])),\n", " np.max(np.ma.masked_where(tmask[:,:,:]==0,ff.variables[var][-1,:,:,:])))\n", " elif len(np.shape(ff.variables[var]))==3:\n", " print(var,':',np.min(np.ma.masked_where(tmask[0,:,:]==0,ff.variables[var][-1,:,:])),\n", " np.max(np.ma.masked_where(tmask[0,:,:]==0,fD.variables[var][-1,:,:])))\n", " else: \n", " print('unknown shape: ',var,len(np.shape(ff.variables[var])))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "ignorelist=('nav_lat','nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', \n", " 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', \n", " 'time_counter', 'time_counter_bounds','nav_lat_grid_T', 'nav_lon_grid_T', \n", " 'bounds_nav_lon_grid_T', 'bounds_nav_lat_grid_T', 'area_grid_T', \n", " 'nav_lat_grid_W', 'nav_lon_grid_W', 'bounds_nav_lon_grid_W', \n", " 'bounds_nav_lat_grid_W', 'area_grid_W', 'time_centered', 'time_centered_bounds',\n", " 'depthu', 'depthu_bounds','depthv', 'depthv_bounds','depthw', 'depthw_bounds',\n", " 'layer6m_W', 'layer6m_W_bounds')\n", "def checkallSlice(ff):\n", " fkeys=ff.variables.keys()\n", " print('fP.variables.keys():',fkeys)\n", " print('Min/Max:')\n", " for var in fkeys:\n", " if var not in ignorelist:\n", " print(var,':',np.min(ff.variables[var][-1,:,:,:]),\n", " np.max(ff.variables[var][-1,:,:,:]))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'NO3RAD', 'RIV_NO3', 'RIV_NH4', 'REM_NO3', 'REM_PON', 'REM_DON', 'PRD_NO3', 'PRD_NH4', 'REFRN', 'TBS_DIAT', 'TBS_PON'])\n", "Min/Max:\n", "NO3RAD : 0.0 0.00039374374\n", "RIV_NO3 : 0.0 10410.278\n", "RIV_NH4 : 0.0 5788.9\n", "REM_NO3 : 0.0 10.646122\n", "REM_PON : -7.5526934 -0.0\n", "REM_DON : -13.308616 -0.0\n", "PRD_NO3 : -24.355164 -0.0\n", "PRD_NH4 : -6.5008626 -0.0\n", "REFRN : -5.481813e-07 1.0391839e-23\n", "TBS_DIAT : -16.36795 17.202686\n", "TBS_PON : -38.046337 28.42843\n" ] } ], "source": [ "checkall(fP)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATF_NO3', 'ATF_NH4', 'ATF_DON', 'ATF_PON', 'ATF_LIV', 'PH1_NO3', 'PH1_NH4', 'PH1_DON', 'PH1_PON', 'PH1_LIV'])\n", "Min/Max:\n", "ATF_NO3 : -1.4363837 1.8466758\n", "ATF_NH4 : -0.14218323 0.122455984\n", "ATF_DON : -0.27935246 0.18488091\n", "ATF_PON : -0.05379137 0.054181207\n", "ATF_LIV : -0.26654717 0.21569796\n", "PH1_NO3 : -430.58463 350.86227\n", "PH1_NH4 : -59.965492 65.24575\n", "PH1_DON : -49.124607 58.203037\n", "PH1_PON : -18.315426 26.071451\n", "PH1_LIV : -79.859146 71.13617\n" ] } ], "source": [ "checkall(fD)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'PH2_NO3', 'PH2_NH4', 'PH2_DON', 'PH2_PON', 'PH2_LIV', 'PHS_NO3', 'PHS_NH4', 'PHS_DON', 'PHS_PON', 'PHS_LIV'])\n", "Min/Max:\n", "PH2_NO3 : -431.2696 350.3977\n", "PH2_NH4 : -59.93658 65.22324\n", "PH2_DON : -48.88622 58.20496\n", "PH2_PON : -18.382517 26.155497\n", "PH2_LIV : -80.447105 71.33389\n", "PHS_NO3 : -10411.89 348.58524\n", "PHS_NH4 : -5787.5576 64.89241\n", "PHS_DON : -48.137848 58.726234\n", "PHS_PON : -30.114664 36.443047\n", "PHS_LIV : -74.20433 72.92383\n" ] } ], "source": [ "checkall(fD2)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fD.variables['ATF_NH4'][0,0,:,:])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "afiltSumNO3=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_NO3'][:,:,:,:],3),2),1)\n", "afiltSumNH4=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_NH4'],3),2),1)\n", "afiltSumPON=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_PON'],3),2),1)\n", "afiltSumDON=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_DON'],3),2),1)\n", "afiltSumLiv=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['ATF_LIV'],3),2),1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "phsSumNO3=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_NO3'],3),2),1)\n", "phsSumNH4=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_NH4'],3),2),1)\n", "phsSumPON=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_PON'],3),2),1)\n", "phsSumDON=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_DON'],3),2),1)\n", "phsSumLiv=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PHS_LIV'],3),2),1)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "ph1SumNO3=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['PH1_NO3'],3),2),1)\n", "ph1SumNH4=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['PH1_NH4'],3),2),1)\n", "ph1SumPON=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['PH1_PON'],3),2),1)\n", "ph1SumDON=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['PH1_DON'],3),2),1)\n", "ph1SumLiv=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['PH1_LIV'],3),2),1)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "ph2SumNO3=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PH2_NO3'],3),2),1)\n", "ph2SumNH4=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PH2_NH4'],3),2),1)\n", "ph2SumPON=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PH2_PON'],3),2),1)\n", "ph2SumDON=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PH2_DON'],3),2),1)\n", "ph2SumLiv=np.sum(np.sum(np.sum(tmaskSOG*fD2.variables['PH2_LIV'],3),2),1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "fS=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_snp_T_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_instant', 'time_instant_bounds', 'time_counter', 'time_counter_bounds', 'NO3_E3TSNAP', 'NH4_E3TSNAP', 'PON_E3TSNAP', 'DON_E3TSNAP', 'LIV_E3TSNAP'])\n", "Min/Max:\n", "unknown shape: time_instant 1\n", "unknown shape: time_instant_bounds 2\n", "NO3_E3TSNAP : 0.0 962.8327\n", "NH4_E3TSNAP : 0.0 75.67484\n", "PON_E3TSNAP : 0.0 28.080706\n", "DON_E3TSNAP : 0.0 51.29791\n", "LIV_E3TSNAP : 0.0 69.72874\n" ] } ], "source": [ "checkall(fS)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "no3Sum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['NO3_E3TSNAP'][:,:,:,:],3),2),1)\n", "nh4Sum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['NH4_E3TSNAP'][:,:,:,:],3),2),1)\n", "ponSum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['PON_E3TSNAP'][:,:,:,:],3),2),1)\n", "donSum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['DON_E3TSNAP'][:,:,:,:],3),2),1)\n", "livSum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fS.variables['LIV_E3TSNAP'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[32694702840426.04, 32619588679646.23,\n", " 32517292310884.44, 32435143211853.055,\n", " 32366397388221.305],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "no3Sum" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "no3diff=(no3Sum[1:]-no3Sum[:-1])/(24*3600)\n", "nh4diff=(nh4Sum[1:]-nh4Sum[:-1])/(24*3600)\n", "pondiff=(ponSum[1:]-ponSum[:-1])/(24*3600)\n", "dondiff=(donSum[1:]-donSum[:-1])/(24*3600)\n", "livdiff=(livSum[1:]-livSum[:-1])/(24*3600)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DON')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,5))\n", "ax[0].plot(range(1,5),no3diff,'k-',label='diff')\n", "ax[0].plot(range(0,5),phsSumNO3,'c-',label='phys')\n", "ax[0].plot(range(0,5),phsSumNO3+afiltSumNO3,'m--',label='phs+sms+aft')\n", "ax[0].legend()\n", "ax[0].set_title('NO3')\n", "ax[1].plot(range(1,5),nh4diff,'k-',label='diff')\n", "ax[1].plot(range(0,5),phsSumNH4,'c-',label='phys')\n", "ax[1].plot(range(0,5),phsSumNH4+afiltSumNH4,'m--',label='phs+sms+aft')\n", "ax[1].legend()\n", "ax[1].set_title('NH4')\n", "ax[2].plot(range(1,5),dondiff,'k-',label='diff')\n", "ax[2].plot(range(0,5),phsSumDON,'c-',label='phys')\n", "ax[2].plot(range(0,5),phsSumDON+afiltSumDON,'m--',label='phs+sms+aft')\n", "ax[2].legend()\n", "ax[2].set_title('DON')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DON')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,5))\n", "ax[0].plot(range(1,5),no3diff,'k-',label='diff')\n", "ax[0].plot(range(0,5),ph1SumNO3,'c--',label='phys')\n", "ax[0].legend()\n", "ax[0].set_title('NO3')\n", "ax[1].plot(range(1,5),nh4diff,'k-',label='diff')\n", "ax[1].plot(range(0,5),ph1SumNH4,'c--',label='phys')\n", "ax[1].legend()\n", "ax[1].set_title('NH4')\n", "ax[2].plot(range(1,5),dondiff,'k-',label='diff')\n", "ax[2].plot(range(0,5),ph1SumDON,'c--',label='phys')\n", "ax[2].legend()\n", "ax[2].set_title('DON')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DON')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,5))\n", "ax[0].plot(range(1,5),no3diff,'k-',label='diff')\n", "ax[0].plot(range(0,5),ph2SumNO3,'c--',label='phys')\n", "ax[0].legend()\n", "ax[0].set_title('NO3')\n", "ax[1].plot(range(1,5),nh4diff,'k-',label='diff')\n", "ax[1].plot(range(0,5),ph2SumNH4,'c--',label='phys')\n", "ax[1].legend()\n", "ax[1].set_title('NH4')\n", "ax[2].plot(range(1,5),dondiff,'k-',label='diff')\n", "ax[2].plot(range(0,5),ph2SumDON,'c--',label='phys')\n", "ax[2].legend()\n", "ax[2].set_title('DON')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthu', 'depthu_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATX_NO3', 'ATX_NH4', 'ATX_PON', 'ATX_DON', 'ATX_LIV', 'DTX_NO3', 'DTX_NH4', 'DTX_PON', 'DTX_DON', 'DTX_LIV'])\n", "Min/Max:\n", "ATX_NO3 : -20666.713 16776.5\n", "ATX_NH4 : -1437.2938 957.4427\n", "ATX_PON : -524.11743 356.60318\n", "ATX_DON : -406.97272 489.79315\n", "ATX_LIV : -365.97794 425.43466\n", "DTX_NO3 : -6.3189526 7.2546043\n", "DTX_NH4 : -0.46853262 0.9368903\n", "DTX_PON : -1.3051316 2.3274853\n", "DTX_DON : -1.2484218 0.93771315\n", "DTX_LIV : -0.6433595 0.68395066\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Malaspina_U*.nc')[0]) as f:\n", " checkallSlice(f)\n", " malUA=np.sum(np.sum(f.variables['ATX_NO3'][:,:,:,0],2),1)\n", " malUD=np.sum(np.sum(f.variables['DTX_NO3'][:,:,:,0],2),1)\n", " malUANH4=np.sum(np.sum(f.variables['ATX_NH4'][:,:,:,0],2),1)\n", " malUDNH4=np.sum(np.sum(f.variables['DTX_NH4'][:,:,:,0],2),1)\n", " malUADON=np.sum(np.sum(f.variables['ATX_DON'][:,:,:,0],2),1)\n", " malUDDON=np.sum(np.sum(f.variables['DTX_DON'][:,:,:,0],2),1)\n", " malUAPON=np.sum(np.sum(f.variables['ATX_PON'][:,:,:,0],2),1)\n", " malUDPON=np.sum(np.sum(f.variables['DTX_PON'][:,:,:,0],2),1)\n", " malUALIV=np.sum(np.sum(f.variables['ATX_LIV'][:,:,:,0],2),1)\n", " malUDLIV=np.sum(np.sum(f.variables['DTX_LIV'][:,:,:,0],2),1)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -15903.412 48869.727\n", "ATY_NH4 : -1393.2809 3303.8552\n", "ATY_PON : -555.3177 1272.2675\n", "ATY_DON : -903.312 1504.8889\n", "ATY_LIV : -1438.2727 2208.8413\n", "DTY_NO3 : -4.663913 13.318257\n", "DTY_NH4 : -0.6031008 0.30306715\n", "DTY_PON : -0.62032694 0.13560116\n", "DTY_DON : -1.9465337 0.6254739\n", "DTY_LIV : -2.6908896 1.4649214\n", "dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Haro_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " print(f.variables.keys())\n", " harVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " harVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " harVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " harVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " harVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " harVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " harVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " harVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " harVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " harVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[ 2496.374 , -30269.613 , -11858.67 , 1614.4971,\n", " -11604.06 ],\n", " mask=False,\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harVANH4" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -25802.738 29774.682\n", "ATY_NH4 : -3406.2297 3347.7947\n", "ATY_PON : -1423.871 1331.2312\n", "ATY_DON : -2952.7551 2621.7249\n", "ATY_LIV : -4307.275 3995.841\n", "DTY_NO3 : -2.363399 7.576811\n", "DTY_NH4 : -0.48089275 0.113037355\n", "DTY_PON : -0.43021125 0.11556651\n", "DTY_DON : -1.0954756 0.22043633\n", "DTY_LIV : -1.2199055 2.3640828\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_SJC_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " sjcVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " sjcVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " sjcVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " sjcVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " sjcVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " sjcVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " sjcVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " sjcVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " sjcVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " sjcVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -16861.389 10010.339\n", "ATY_NH4 : -2369.0361 1068.1669\n", "ATY_PON : -1101.6398 386.45978\n", "ATY_DON : -1791.8093 392.35834\n", "ATY_LIV : -2305.6284 474.8689\n", "DTY_NO3 : -2.503838 10.688172\n", "DTY_NH4 : -0.07703006 0.5477374\n", "DTY_PON : -0.51903015 0.26186857\n", "DTY_DON : -2.001331 0.41666704\n", "DTY_LIV : -3.111996 0.44228303\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Rosario_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " rosVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " rosVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " rosVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " rosVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " rosVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " rosVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " rosVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " rosVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " rosVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " rosVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -24502.857 13157.149\n", "ATY_NH4 : -1970.5421 716.3847\n", "ATY_PON : -743.74475 241.82123\n", "ATY_DON : -598.67316 382.68954\n", "ATY_LIV : -606.88684 391.90457\n", "DTY_NO3 : -5.8792663 7.3238955\n", "DTY_NH4 : -0.6195536 0.6464085\n", "DTY_PON : -1.5428258 0.58201706\n", "DTY_DON : -1.2420498 0.8882713\n", "DTY_LIV : -0.7872189 0.5257804\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Sutil_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " sutVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " sutVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " sutVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " sutVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " sutVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " sutVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " sutVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " sutVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " sutVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " sutVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'depthv', 'depthv_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATY_NO3', 'ATY_NH4', 'ATY_PON', 'ATY_DON', 'ATY_LIV', 'DTY_NO3', 'DTY_NH4', 'DTY_PON', 'DTY_DON', 'DTY_LIV'])\n", "Min/Max:\n", "ATY_NO3 : -8940.418 14389.341\n", "ATY_NH4 : -2547.5217 1468.6569\n", "ATY_PON : -868.22644 479.06088\n", "ATY_DON : -3306.8604 977.64935\n", "ATY_LIV : -3475.3618 1061.3331\n", "DTY_NO3 : -1.7540287 15.175859\n", "DTY_NH4 : -0.42687368 0.051963255\n", "DTY_PON : -0.21732087 0.06654824\n", "DTY_DON : -1.9633943 0.28427923\n", "DTY_LIV : -1.9034162 0.30711904\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Discovery_V*.nc')[0]) as f:\n", " checkallSlice(f)\n", " disVA=np.sum(np.sum(f.variables['ATY_NO3'][:,:,0,:],2),1)\n", " disVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)\n", " disVANH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " disVDNH4=np.sum(np.sum(f.variables['DTY_NH4'][:,:,0,:],2),1)\n", " disVADON=np.sum(np.sum(f.variables['ATY_DON'][:,:,0,:],2),1)\n", " disVDDON=np.sum(np.sum(f.variables['DTY_DON'][:,:,0,:],2),1)\n", " disVAPON=np.sum(np.sum(f.variables['ATY_PON'][:,:,0,:],2),1)\n", " disVDPON=np.sum(np.sum(f.variables['DTY_PON'][:,:,0,:],2),1)\n", " disVALIV=np.sum(np.sum(f.variables['ATY_LIV'][:,:,0,:],2),1)\n", " disVDLIV=np.sum(np.sum(f.variables['DTY_LIV'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUA,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVA,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVA,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVA,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVA,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVA,'g-',label='Rosario')\n", "adv=harVA+sjcVA+rosVA-disVA-sutVA-malUA\n", "ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUD,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVD,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVD,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVD,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVD,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVD,'g-',label='Rosario')\n", "dif=harVD+sjcVD+rosVD-disVD-sutVD-malUD\n", "ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumNO3,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif+rivSumNO3,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0]+rivSumNO3[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUANH4,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVANH4,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVANH4,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVANH4,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVANH4,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVANH4,'g-',label='Rosario')\n", "adv=harVANH4+sjcVANH4+rosVANH4-disVANH4-sutVANH4-malUANH4\n", "#ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUDNH4,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVDNH4,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVDNH4,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVDNH4,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVDNH4,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVDNH4,'g-',label='Rosario')\n", "dif=harVDNH4+sjcVDNH4+rosVDNH4-disVDNH4-sutVDNH4-malUDNH4\n", "#ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumNH4,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif+rivSumNH4,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0]+rivSumNH4[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUAPON,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVAPON,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVAPON,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVAPON,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVAPON,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVAPON,'g-',label='Rosario')\n", "adv=harVAPON+sjcVAPON+rosVAPON-disVAPON-sutVAPON-malUAPON\n", "#ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUDPON,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVDPON,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVDPON,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVDPON,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVDPON,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVDPON,'g-',label='Rosario')\n", "dif=harVDPON+sjcVDPON+rosVDPON-disVDPON-sutVDPON-malUDPON\n", "#ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumPON,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUADON,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVADON,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVADON,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVADON,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVADON,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVADON,'g-',label='Rosario')\n", "adv=harVADON+sjcVADON+rosVADON-disVADON-sutVADON-malUADON\n", "#ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUDDON,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVDDON,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVDDON,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVDDON,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVDDON,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVDDON,'g-',label='Rosario')\n", "dif=harVDDON+sjcVDDON+rosVDDON-disVDDON-sutVDDON-malUDDON\n", "#ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumDON,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\n", "ax[0].plot(range(0,5),-1*malUALIV,'r-',label='Malaspina')\n", "ax[0].plot(range(0,5),-1*sutVALIV,'m-',label='Sutil')\n", "ax[0].plot(range(0,5),-1*disVALIV,'y-',label='Discovery')\n", "ax[0].plot(range(0,5),harVALIV,'b-',label='Haro')\n", "ax[0].plot(range(0,5),sjcVALIV,'c-',label='SJC')\n", "ax[0].plot(range(0,5),rosVALIV,'g-',label='Rosario')\n", "adv=harVALIV+sjcVALIV+rosVALIV-disVALIV-sutVALIV-malUALIV\n", "#ax[0].plot(range(0,5),adv,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection')\n", "ax[1].plot(range(0,5),-1*malUDLIV,'r-',label='Malaspina')\n", "ax[1].plot(range(0,5),-1*sutVDLIV,'m-',label='Sutil')\n", "ax[1].plot(range(0,5),-1*disVDLIV,'y-',label='Discovery')\n", "ax[1].plot(range(0,5),harVDLIV,'b-',label='Haro iso')\n", "ax[1].plot(range(0,5),sjcVDLIV,'c-',label='SJC')\n", "ax[1].plot(range(0,5),rosVDLIV,'g-',label='Rosario')\n", "dif=harVDLIV+sjcVDLIV+rosVDLIV-disVDLIV-sutVDLIV-malUDLIV\n", "#ax[1].plot(range(0,5),dif,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion')\n", "ax[2].plot(range(0,5),phsSumLiv,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0],'k*')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "fW=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_layer6m_W_20150501-20150505.nc')\n", "fW2=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_layer6m_W_2_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'layer6m_W', 'layer6m_W_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'VMIXNO3', 'VMIXNH4', 'VMIXPON', 'VMIXDON', 'VMIXLIV', 'ATZ_NO3', 'ATZ_NH4', 'ATZ_PON', 'ATZ_DON', 'ATZ_LIV'])\n", "Min/Max:\n", "VMIXNO3 : -0.0015695989 0.17406946\n", "VMIXNH4 : -0.0007000049 0.010415169\n", "VMIXPON : -0.00024002447 0.00084909477\n", "VMIXDON : -0.0069269636 0.0003103992\n", "VMIXLIV : -0.008465839 0.0005512377\n", "ATZ_NO3 : -21776.979 43016.406\n", "ATZ_NH4 : -7330.167 5305.1963\n", "ATZ_PON : -706.387 1838.8217\n", "ATZ_DON : -1916.752 4674.5522\n", "ATZ_LIV : -3130.8508 7228.606\n" ] } ], "source": [ "checkallSlice(fW)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'layer6m_W', 'layer6m_W_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'WLDFNO3', 'WLDFNH4', 'WLDFPON', 'WLDFDON', 'WLDFLIV', 'BSZ_DIAT', 'BSZ_PON', 'VMIXNO3H'])\n", "Min/Max:\n", "WLDFNO3 : -0.24410728 0.24518055\n", "WLDFNH4 : -1.1675812 1.1782988\n", "WLDFPON : -0.9082988 0.98562115\n", "WLDFDON : -2.6097465 2.6902478\n", "WLDFLIV : -7.9858685 7.243549\n", "BSZ_DIAT : -7.9032136e-05 0.0\n", "BSZ_PON : -0.00025401515 0.0\n", "VMIXNO3H : -4.8066198e-08 7.6753395e-09\n" ] } ], "source": [ "checkallSlice(fW2)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "fr=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_rad_T_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'deptht', 'deptht_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'RDB_NO3', 'RDB_NH4', 'RDB_DON', 'RDB_PON', 'RDB_LIV', 'RDN_NO3', 'RDN_NH4', 'RDN_DON', 'RDN_PON', 'RDN_LIV'])\n", "Min/Max:\n", "RDB_NO3 : 0.0 0.0\n", "RDB_NH4 : 0.0 0.009966641\n", "RDB_DON : 0.0 0.004870954\n", "RDB_PON : 0.0 0.0\n", "RDB_LIV : 0.0 0.016438568\n", "RDN_NO3 : 0.0 0.06225545\n", "RDN_NH4 : 0.0 0.100333765\n", "RDN_DON : 0.0 0.048776455\n", "RDN_PON : 0.0 0.0\n", "RDN_LIV : 0.0 0.16449314\n" ] } ], "source": [ "checkallSlice(fr)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (py38)", "language": "python", "name": "py38" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.1" } }, "nbformat": 4, "nbformat_minor": 2 }