{ "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", "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/shortTestLeap/'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "fP=nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_dian_T*.nc')[0])" ] }, { "cell_type": "code", "execution_count": 5, "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": 6, "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', 'PHYSTRNO3', 'ALLTRNO3', 'NO3_E3TSNAP', 'PPDIATNO3V', 'PPPHYNO3V', 'PPMRUBNO3V', 'NITR', 'NO3RAD', 'ATF_NO3', 'SMS_NO3', 'RDB_NO3', 'RDN_NO3', 'REM_NO3'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP.variables.keys()" ] }, { "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', 'RIVNO3', 'BIOTRNO3', 'PHYSTRNO3', 'ALLTRNO3', 'AFILTNO3', 'NO3_E3T', 'NO3SNAP', 'NO3_E3TSNAP', 'PPDIATNO3V', 'PPPHYNO3V', 'PPMRUBNO3V', 'NITR', 'NO3RADB', 'NO3RADN'])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP2.variables.keys()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "allSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['ALLTRNO3'][:,:,:,:],3),2),1)\n", "afiltSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['ATF_NO3'][:,:,:,:],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*fP.variables['NITR'][:,:,:,:],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", "rivSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['RIVNO3'][:,:,:,:],3),2),1)-nitrSum+PPSum\n", "physSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['PHYSTRNO3'][:,:,:,:],3),2),1)-rivSum-nitrSum+PPSum" ] }, { "cell_type": "code", "execution_count": 9, "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", "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", "rivSum2=np.sum(np.sum(np.sum(tmaskSOG*fP2.variables['RIVNO3'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 10, "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": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[-57.54834747314453, -13.990462303161621,\n", " 11.085527420043945, 52.51655960083008,\n", " 5.8961687088012695],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "afiltSum" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "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='no3diff')\n", "ax[0].plot(range(0,5),allSum,'g--',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": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-800000, 100000)" ] }, "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": [ "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,'r--',label='NITR-PP')\n", "ax[2].plot(range(0,5),rivSum,'y-',label='riv')\n", "ax[2].plot(range(0,5),rivSum2,'g--',label='riv2')\n", "ax[2].legend()\n", "ax[2].set_ylim(-800000,100000)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[1.3874398469924927, 1.503034234046936,\n", " 1.4949873685836792, 1.5302817821502686,\n", " 1.8777285814285278],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(nitrSum2-PPSum2)/(nitrSum-PPSum)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 14, "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['NO3TVDX'][:,:,:,0],2),1)\n", " malUD=np.sum(np.sum(f.variables['ULDFNO3'][:,:,:,0],2),1)" ] }, { "cell_type": "code", "execution_count": 15, "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['NO3TVDY'][:,:,0,:],2),1)\n", " harVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 16, "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['NO3TVDY'][:,:,0,:],2),1)\n", " sjcVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 17, "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['NO3TVDY'][:,:,0,:],2),1)\n", " rosVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset(glob.glob(idir+'/SalishSea_1d_*_Sutil_V*.nc')[0]) as f:\n", " sutVA=np.sum(np.sum(f.variables['NO3TVDY'][:,:,0,:],2),1)\n", " sutVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 19, "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['NO3TVDY'][:,:,0,:],2),1)\n", " disVD=np.sum(np.sum(f.variables['VLDFNO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { 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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": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1447507.1, 474.09833, 48516.0, 1447981.2, 1496497.2, 1446467.2)" ] }, "execution_count": 21, "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": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[50030.0, 49396.140625, 50640.78515625, 50973.44140625,\n", " 50676.5625],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## phys difference\n", "adv+dif+rivSum-physSum" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "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 }