{ "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", "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/CedarRuns/shortTest1_11/'" ] }, { "cell_type": "code", "execution_count": 4, "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", "fM=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_graz_T*.nc')[0])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "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', 'RIV_NO3', 'RIV_NH4', 'RIV_LIV', 'REM_NO3', 'REM_PON', 'REM_DON', 'PRD_NO3', 'PRD_NH4', 'MRT_DIAT', 'MRT_MYRI', 'MRT_PHY', 'MRT_MICZ'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fD.variables.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "fP2=nc.Dataset(glob.glob('/data/eolson/results/MEOPAR/SS36runs/CedarRuns/shortTestSNAPe3tn/SalishSea_1d_*_dian_T*.nc')[0])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "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', 'time_instant', 'time_instant_bounds', 'PHYSTRNO3', 'NO3_E3TSNAP', 'PPDIATNO3V', 'PPPHYNO3V', 'PPMRUBNO3V', 'NO3RAD', 'ATF_NO3', 'SMS_NO3'])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP.variables.keys()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "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', 'time_instant', 'time_instant_bounds', 'RIVNO3', 'BIOTRNO3', 'PHYSTRNO3', 'ALLTRNO3', 'AFILTNO3', 'NO3_E3T', 'NO3SNAP', 'NO3_E3TSNAP', 'PPDIATNO3V', 'PPPHYNO3V', 'PPMRUBNO3V', 'NITR', 'NO3RADB', 'NO3RADN'])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP2.variables.keys()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "allSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['PHYSTRNO3'][:,:,:,:],3),2),1)\n", "afiltSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['ATF_NO3'][:,:,:,:],3),2),1)\n", "radSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['NO3RAD'][:,:,:,:],3),2),1)\n", "no3Sum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fP.variables['NO3_E3TSNAP'][:,:,:,:],3),2),1)\n", "nitrSum=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['REM_NO3'][:,:,:,:],3),2),1)\n", "PPSum=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['PPDIATNO3V'][:,:,:,:]+\\\n", " fP.variables['PPPHYNO3V'][:,:,:,:]+\\\n", " fP.variables['PPMRUBNO3V'][:,:,:,:]),3),2),1)\n", "PPSumB=-1*np.sum(np.sum(np.sum(tmaskSOG*fD.variables['PRD_NO3'][:,:,:,:],3),2),1)\n", "PPDSum=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['PPDIATNO3V'][:,:,:,:]),3),2),1)\n", "PPPSum=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['PPPHYNO3V'][:,:,:,:]),3),2),1)\n", "rivSum=np.sum(np.sum(np.sum(tmaskSOG*fD.variables['RIV_NO3'][:,:,:,:],3),2),1)\n", "physSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['PHYSTRNO3'][:,:,:,:],3),2),1)-rivSum-nitrSum+PPSum" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "physSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['PHYSTRNO3'][:,:,:,:],3),2),1)\n", "allSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['ALLTRNO3'][:,:,:,:],3),2),1)\n", "afiltSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['AFILTNO3'][:,:,:,:],3),2),1)\n", "radSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['NO3RADB'][:,:,:,:],3),2),1)+\\\n", " np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['NO3RADN'][:,:,:,:],3),2),1)\n", "no3Sum2=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fP2.variables['NO3_E3TSNAP'][:,:,:,:],3),2),1)\n", "nitrSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['NITR'][:,:,:,:],3),2),1)\n", "PPSum2=np.sum(np.sum(np.sum(tmaskSOG*(fP2.variables['PPDIATNO3V'][:,:,:,:]+\\\n", " fP2.variables['PPPHYNO3V'][:,:,:,:]+\\\n", " fP2.variables['PPMRUBNO3V'][:,:,:,:]),3),2),1)\n", "PPDSum2=np.sum(np.sum(np.sum(tmaskSOG*(fP2.variables['PPDIATNO3V'][:,:,:,:]),3),2),1)\n", "PPPSum2=np.sum(np.sum(np.sum(tmaskSOG*(fP2.variables['PPPHYNO3V'][:,:,:,:]),3),2),1)\n", "rivSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['RIVNO3'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "no3diff=(no3Sum[1:]-no3Sum[:-1])/(24*3600)\n", "no3diff2=(no3Sum2[1:]-no3Sum2[:-1])/(24*3600)\n", "#no3diff2=np.concatenate((no3diff,[(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fT.variables['NO3_E3T'][-1,:,:,:])))-no3sum[-1])/(23*3600)]))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[-76.01338195800781, -23.846433639526367,\n", " 10.215202331542969, 57.57191848754883,\n", " 3.782917022705078],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSum" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 0.0, 0.0030240756, 0.0)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(radSum),np.min(radSum),np.max(radSum2),np.min(radSum2)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "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='no3diff')\n", "ax[0].plot(range(0,5),rivSum,'y-',label='rivSum')\n", "ax[0].plot(range(0,5),allSum,'g--',label='all')\n", "ax[0].plot(range(0,5),radSum,'r--',label='all')\n", "#ax[0].plot(range(0,5),afiltSum,'b--',label='afilt')\n", "ax[0].legend()\n", "ax[1].plot(range(0,5),allSum,'g-',label='all')\n", "ax[1].plot(range(0,5),physSum,'k--',label='phys+bio+afilt')\n", "ax[1].plot(range(0,5),afiltSum,'y--',label='afilt')\n", "ax[1].plot(range(0,5),nitrSum-PPSum,'m--',label='bio')\n", "ax[1].plot(range(0,5),physSum+nitrSum-PPSum+rivSum,'c--',label='phys+bio+riv')\n", "#ax[1].plot(range(0,5),bioSum,'k-',label='bio')\n", "#ax[1].plot(range(0,5),nitrSum-PPSum,'r--',label='NITR-PP')\n", "ax[1].legend()\n", "ax[2].plot(range(0,5),nitrSum-PPSum,'r--',label='NITR-PP')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "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='no3diff')\n", "ax[0].plot(range(1,5),no3diff2,'r--',label='no3diff2')\n", "ax[0].plot(range(0,5),allSum,'g-',label='all')\n", "ax[0].plot(range(0,5),allSum2,'c--',label='all2')\n", "ax[0].plot(0,allSum[0]*1.1,'k*')\n", "ax[0].legend()\n", "ax[0].set_ylim(-1200000,1200000)\n", "ax[1].plot(range(0,5),physSum,'k-',label='phys')\n", "ax[1].plot(range(0,5),physSum2,'r-',label='phys2')\n", "ax[1].plot(range(0,5),nitrSum-PPSum,'m-',label='bio')\n", "ax[1].plot(range(0,5),nitrSum2-PPSum2,'c--',label='bio2')\n", "#ax[1].plot(range(0,5),afiltSum,'y--',label='afilt')\n", "#ax[1].plot(range(0,5),nitrSum-PPSum,'m--',label='bio')\n", "#ax[1].plot(range(0,5),physSum+nitrSum-PPSum+rivSum,'c--',label='phys+bio+riv')\n", "#ax[1].plot(range(0,5),bioSum,'k-',label='bio')\n", "#ax[1].plot(range(0,5),nitrSum-PPSum,'r--',label='NITR-PP')\n", "ax[1].legend()\n", "ax[1].set_ylim(-1200000,1600000)\n", "ax[2].plot(range(0,5),nitrSum-PPSum+afiltSum,'r-',label='bio + afilt new')\n", "ax[2].plot(range(0,5),nitrSum2-PPSum2+afiltSum2,'y--',label='bio + afilt old')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "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(1,1,figsize=(5,5))\n", "ax.plot(range(0,5),PPSum,'k-',label='PPTot')\n", "ax.plot(range(0,5),PPSum2,'r--',label='PPTot2')\n", "ax.plot(range(0,5),PPDSum,'b-',label='PPDiat')\n", "ax.plot(range(0,5),PPDSum2,'c--',label='PPDiat2')\n", "ax.plot(range(0,5),PPPSum,'y-',label='PPPhy')\n", "ax.plot(range(0,5),PPPSum2,'g--',label='PPPhy2')\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[0.8988048434257507, 0.8988580703735352,\n", " 0.8986636400222778, 0.8991879820823669,\n", " 0.9020698666572571],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(nitrSum2-PPSum2)/(nitrSum-PPSum)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Malaspina_U*.nc')[0]) as 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)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Haro_V*.nc')[0]) as f:\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)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_SJC_V*.nc')[0]) as 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)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Rosario_V*.nc')[0]) as 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)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "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_PHY', 'ATY_DIAT', 'ATY_MYRI', 'ATY_MICZ', 'DTY_NO3'])\n" ] } ], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Sutil_V*.nc')[0]) as 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", " sutVA_NH4=np.sum(np.sum(f.variables['ATY_NH4'][:,:,0,:],2),1)\n", " #sutVD_DIAT=np.sum(np.sum(f.variables['DTY_DIAT'][:,:,0,:],2),1)\n", " print(f.variables.keys())" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Discovery_V*.nc')[0]) as 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)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "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),physSum,'k-',label='phys')\n", "ax[2].plot(range(0,5),adv+dif,'c--',label='lateral')\n", "#ax[2].plot(range(0,5),adv+dif+rivSum,'r--',label='rivers+lateral')\n", "ax[2].plot(0,adv[0]+dif[0]+rivSum[0],'k*')\n", "#ax[2].plot(np.arange(0.5,4,1),no3diff,'k--',label='no3diff')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1445583.1, 472.34808, 48516.04, 1446055.5, 1494571.5, 1444471.8)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adv[0],dif[0],rivSum[0],adv[0]+dif[0],adv[0]+dif[0]+rivSum[0],physSum[0]" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "np.max(np.abs(harVA-harTVDY))/np.max(np.abs(harTVDY))*100" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "np.max(np.abs(harVD-harYM))/np.max(np.abs(harYM))*100" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[50099.75, 49394.875, 50634.0546875, 50922.28125,\n", " 50571.90625],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## phys difference\n", "adv+dif+rivSum-physSum" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "fg=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_graz_T_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "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', 'MRU_MYRI', 'MSZ_DIAT', 'MSZ_MYRI', 'MSZ_PHY', 'MSZ_MICZ', 'MSZ_PON', 'MIZ_DIAT', 'MIZ_MYRI', 'MIZ_PHY', 'MIZ_MICZ', 'MIZ_PON'])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fg.variables.keys()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-18.268404, 0.0)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fg.variables['MSZ_DIAT'][4,:,:,:]),np.max(fg.variables['MSZ_DIAT'][4,:,:,:])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 2.84062e-10)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fg.variables['MRU_MYRI'][4,:,:,:]),np.max(fg.variables['MRU_MYRI'][4,:,:,:])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fg.variables['MSZ_DIAT'][4,0,:,:])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "fg.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "fd=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_dia1_T_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "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', 'RIV_NO3', 'RIV_NH4', 'RIV_LIV', 'REM_NO3', 'REM_PON', 'REM_DON', 'PRD_NO3', 'PRD_NH4', 'MRT_DIAT', 'MRT_MYRI', 'MRT_PHY', 'MRT_MICZ'])" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fd.variables.keys()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 5788.9)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fd.variables['RIV_NH4'][4,:,:,:]),np.max(fd.variables['RIV_NH4'][4,:,:,:])" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 10410.278)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fd.variables['RIV_NO3'][4,:,:,:]),np.max(fd.variables['RIV_NO3'][4,:,:,:])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-13.354752, 0.0)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fd.variables['REM_DON'][4,:,:,:]),np.max(fd.variables['REM_DON'][4,:,:,:])" ] }, { 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"temp=fP.variables['PPDIATNO3V'][4,:,:,:]+fP.variables['PPPHYNO3V'][4,:,:,:]+fP.variables['PPMRUBNO3V'][4,:,:,:]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 24.058239)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(temp),np.max(temp)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-24.05824, 0.0)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fd.variables['PRD_NO3'][4,:,:,:]),np.max(fd.variables['PRD_NO3'][4,:,:,:])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "fk=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_layer6m_W_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['nav_lat', 'nav_lon', 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