{ "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", "%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'))http://localhost:8882/notebooks/checkTestSums-Copy3.ipynb#" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "idir='/data/eolson/results/MEOPAR/SS36runs/CedarRuns/shortTestATFRAD_3/'" ] }, { "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": [ { "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', 'RIVNO3', 'BIOTRNO3', 'PHYSTRNO3', 'ALLTRNO3', 'AFILTNO3', 'NO3_E3T', 'NO3TVDTRA1', 'NO3TVDTRA2'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP.variables.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "no3sum=np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*fP.variables['NO3_E3T'][:,:,:,:],3),2),1)\n", "physSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['PHYSTRNO3'][:,:,:,:],3),2),1)\n", "bioSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['BIOTRNO3'][:,:,:,:],3),2),1)\n", "allSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['ALLTRNO3'][:,:,:,:],3),2),1)\n", "rivSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['RIVNO3'][:,:,:,:],3),2),1)\n", "afiltSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['AFILTNO3'][:,:,:,:],3),2),1)\n", "tvd1Sum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['NO3TVDTRA1'][:,:,:,:],3),2),1)\n", "tvd2Sum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['NO3TVDTRA2'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "no3diff=(no3sum[1:]-no3sum[:-1])/(24*3600)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5, 40, 898, 398)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.shape(fP.variables['NO3_E3T'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "40.0" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "24*3600/2160" ] }, { "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(np.arange(0.5,4,1),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+bioSum+afiltSum,'r--',label='phys+bio+afilt')\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),rivSum,'g-',label='all')\n", "ax[2].plot(range(0,5),tvd1Sum,'m--',label='all')" ] }, { "cell_type": "code", "execution_count": 13, "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": 14, "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": 15, "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": 16, "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": 17, "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": 18, "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": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "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,'b-',label='lateral')\n", "ax[2].plot(range(0,5),adv+dif+rivSum,'r--',label='rivers+lateral')\n", "#ax[2].plot(np.arange(0.5,4,1),no3diff,'k--',label='no3diff')\n", "ax[2].legend()" ] }, { "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": 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 }