{ "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": [ { "data": { "text/plain": [ "dict_keys(['nav_lat', 'nav_lon', 'time_instant', 'time_instant_bounds', 'time_counter', 'time_counter_bounds', 'time_centered', 'time_centered_bounds', 'tdenit', 'tnfix', 'tcflx', 'tcflxcum', 'tcexp', 'tintpp', 'pno3tot', 'ppo4tot', 'psiltot', 'palktot', 'pfertot'])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f1=nc.Dataset('/data/eolson/results/MEOPAR/SS36runs/GrahamRuns/gyretestOrig/GYRE_1d_00010101_00010206_bioscalar.nc')\n", "f2=nc.Dataset('/data/eolson/results/MEOPAR/SS36runs/GrahamRuns/gyretestOrig/GYRE_1d_00010101_00010206_grid_T.nc')\n", "f3=nc.Dataset('/data/eolson/results/MEOPAR/SS36runs/GrahamRuns/gyretestOrig/GYRE_1d_00010101_00010206_ptrc_T.nc')\n", "\n", "f1.variables.keys()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "float32 pno3tot(time_counter, y, x)\n", " long_name: global mean nitrate concentration\n", " units: umolN\n", " online_operation: average\n", " interval_operation: 7200 s\n", " interval_write: 1 d\n", " cell_methods: time: mean (interval: 7200 s)\n", " _FillValue: 1e+20\n", " missing_value: 1e+20\n", " coordinates: time_centered nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (36, 22, 32)\n", "filling on\n", "30.910471 30.91006\n", "\n", "float32 tos(time_counter, y, x)\n", " standard_name: sea_surface_temperature\n", " long_name: sea surface temperature\n", " units: degC\n", " online_operation: average\n", " interval_operation: 7200 s\n", " interval_write: 1 d\n", " cell_methods: time: mean (interval: 7200 s)\n", " _FillValue: 1e+20\n", " missing_value: 1e+20\n", " coordinates: time_centered nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (36, 22, 32)\n", "filling on\n" ] } ], "source": [ "print(f1.variables['pno3tot'])\n", "\n", "print(np.max(f1.variables['pno3tot']),np.min(f1.variables['pno3tot']))\n", "\n", "print(f2.variables['tos'])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "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(f2.variables['tos'][-1,:,:])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "float32 NO3(time_counter, deptht, y, x)\n", " long_name: Nitrate Concentration\n", " units: mmol/m3\n", " online_operation: average\n", " interval_operation: 7200 s\n", " interval_write: 1 d\n", " cell_methods: time: mean (interval: 7200 s)\n", " _FillValue: 1e+20\n", " missing_value: 1e+20\n", " coordinates: time_centered nav_lat nav_lon\n", "unlimited dimensions: time_counter\n", "current shape = (36, 31, 22, 32)\n", "filling on" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f3.variables['NO3']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "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(f3.variables['NO3'][-1,0,:,:])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-2.4541109e-11 0.0002356125\n", "-2.2278057e-10 4.8211153e-12\n", "0.0 0.0\n" ] } ], "source": [ "f=nc.Dataset('/data/eolson/results/MEOPAR/SS36runs/GrahamRuns/gyretest/GYRE_1d_00010101_00010206_ptrc_T.nc')\n", "\n", "for el in ('AFILTNO3','SMSNO3A','SMSNO3B'):\n", " print(np.min(f.variables[el]),np.max(f.variables[el]))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "SMSNO3A=np.copy(f.variables['SMSNO3A'][:,:,:,:]).flatten()\n", "AFILTNO3=np.copy(f.variables['AFILTNO3'][:,:,:,:]).flatten()\n", "\n", "fig,ax=plt.subplots(1,1,figsize=(5,5))\n", "ax.plot(SMSNO3A,AFILTNO3,'k.')\n", "ax.set_xlim(-2.5e-10,.5e-10)\n", "ax.set_ylim(-2.5e-11,.5e-11)\n", "x1=np.linspace(-2.5e-10,.5e-10,5)\n", "ax.plot(x1,.11*x1,'r-')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,1,figsize=(5,5))\n", "ax.plot(f.variables['SMSNO3A'][-1,5,:,:],f.variables['AFILTNO3'][-1,5,:,:],'k.')\n", "ax.set_xlim(-2e-11,1e-11)\n", "ax.set_ylim(-2e-12,1e-12)\n", "x1=np.linspace(-2.5e-11,1e-11,5)\n", "ax.plot(x1,.11*x1,'r-')" ] }, { "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": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "ignorelist=('nav_lat','nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'bounds_lon','bounds_lat',\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','bounds_lon_grid_T','bounds_lat_grid_T',\n", " 'bounds_lon_grid_W','bounds_lat_grid_W','time_instant_bounds','time_instant')\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", " #print(var)\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,ff.variables[var][-1,:,:])))\n", " else: \n", " print('unknown shape: ',var,len(np.shape(ff.variables[var])))\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": 65, "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", " z=mesh.variables['gdept_1d'][0,:]\n", " e3t_1d=mesh.variables['e3t_1d'][0,:]\n", "SOGtmaskPath='/ocean/eolson/MEOPAR/northernNO3PaperCalcs/save/SOGtmask.pkl'\n", "(tmaskSOG,_,_,_,_)=pickle.load(open(SOGtmaskPath,'rb'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "idir='/data/sallen/results/MEOPAR/fluxes_elise_2/'\n", "ts=dt.datetime(2015,1,1)\n", "te=dt.datetime(2015,12,31)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "ftype='dian_T'\n", "paths=glob.glob(os.path.join(idir,'*','*'+ftype+'*'))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "fPlist=et.index_model_files_flex(idir,'dian_T','1d','nowcast',ts,te)\n", "fDlist=et.index_model_files_flex(idir,'dia1_T','1d','nowcast',ts,te)\n", "fD2list=et.index_model_files_flex(idir,'dia2_T','1d','nowcast',ts,te)\n", "fSlist=et.index_model_files_flex(idir,'snp_T','1d','nowcast',ts,te)\n", "fRlist=et.index_model_files_flex(idir,'rad_T','1d','nowcast',ts,te)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " paths t_0 t_n\n", "0 /data/sallen/results/MEOPAR/fluxes_elise_2/01j... 2015-01-01 2015-01-06\n", "1 /data/sallen/results/MEOPAR/fluxes_elise_2/06j... 2015-01-06 2015-01-11\n", "2 /data/sallen/results/MEOPAR/fluxes_elise_2/11j... 2015-01-11 2015-01-16\n", "3 /data/sallen/results/MEOPAR/fluxes_elise_2/16j... 2015-01-16 2015-01-21\n", "4 /data/sallen/results/MEOPAR/fluxes_elise_2/21j... 2015-01-21 2015-01-26" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fSlist.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_lon', 'bounds_lat', 'area', 'deptht', 'deptht_bounds', 'RDB_NO3', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', '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 0.0\n", "RDB_DON : 0.0 0.0\n", "RDB_PON : 0.0 0.0\n", "RDB_LIV : 0.0 0.007850944\n", "RDN_NO3 : 0.0 0.0\n", "RDN_NH4 : 0.0 0.0\n", "RDN_DON : 0.0 0.0\n", "RDN_PON : 0.0 0.0\n", "RDN_LIV : 0.0 0.084532455\n" ] } ], "source": [ "with nc.Dataset(fRlist.paths[0]) as ff:\n", " checkall(ff)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_lon', 'bounds_lat', 'area', 'deptht', 'deptht_bounds', 'NO3RAD', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'RIV_NO3', 'RIV_NH4', 'REM_NO3', 'REM_PON', 'REM_DON', 'PRD_NO3', 'PRD_NH4', 'REFRN'])\n", "Min/Max:\n", "NO3RAD : 0.0 0.0\n", "RIV_NO3 : 0.0 4302.5117\n", "RIV_NH4 : 0.0 2210.7188\n", "REM_NO3 : 0.0 1.1682037\n", "REM_PON : -0.77527034 -0.0\n", "REM_DON : -1.1512139 -0.0\n", "PRD_NO3 : -0.5814207 -0.0\n", "PRD_NH4 : -0.22910036 -0.0\n", "REFRN : -1.9300626e-06 2.3530053e-21\n" ] } ], "source": [ "with nc.Dataset(fPlist.paths[0]) as ff:\n", " checkall(ff)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "radNO3Sum=list(); rivNO3Sum=list(); rivNH4Sum=list(); nitrSum=list(); remONSum=list(); prdNO3Sum=list(); \n", "prdNH4Sum=list(); refrNSum=list();\n", "radSum=list();\n", "for i,r in fPlist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " radNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['NO3RAD'][:,:,:,:],3),2),1))\n", " rivNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RIV_NO3'][:,:,:,:],3),2),1))\n", " rivNH4Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RIV_NH4'][:,:,:,:],3),2),1))\n", " nitrSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['REM_NO3'][:,:,:,:],3),2),1))\n", " remONSum.append(np.sum(np.sum(np.sum(tmaskSOG*(f.variables['REM_DON'][:,:,:,:]+\\\n", " f.variables['REM_PON'][:,:,:,:]),3),2),1))\n", " prdNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PRD_NO3'][:,:,:,:],3),2),1))\n", " prdNH4Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PRD_NH4'][:,:,:,:],3),2),1))\n", " refrNSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['REFRN'][:,:,:,:],3),2),1))\n", "radNO3Sum=np.concatenate(radNO3Sum,axis=0)\n", "rivNO3Sum=np.concatenate(rivNO3Sum,axis=0)\n", "rivNH4Sum=np.concatenate(rivNH4Sum,axis=0)\n", "nitrSum=np.concatenate(nitrSum,axis=0)\n", "remONSum=np.concatenate(remONSum,axis=0)\n", "prdNO3Sum=np.concatenate(prdNO3Sum,axis=0)\n", "prdNH4Sum=np.concatenate(prdNH4Sum,axis=0)\n", "refrNSum=np.concatenate(refrNSum,axis=0)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "rdbNO3Sum=list(); rdbNH4Sum=list(); rdbDONSum=list(); rdbPONSum=list(); rdbLIVSum=list(); \n", "rdnNO3Sum=list(); rdnNH4Sum=list(); rdnDONSum=list(); rdnPONSum=list(); rdnLIVSum=list(); \n", "for i,r in fRlist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " rdbNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDB_NO3'][:,:,:,:],3),2),1))\n", " rdbNH4Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDB_NH4'][:,:,:,:],3),2),1))\n", " rdbDONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDB_DON'][:,:,:,:],3),2),1))\n", " rdbPONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDB_PON'][:,:,:,:],3),2),1))\n", " rdbLIVSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDB_LIV'][:,:,:,:],3),2),1))\n", " rdnNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDN_NO3'][:,:,:,:],3),2),1))\n", " rdnNH4Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDN_NH4'][:,:,:,:],3),2),1))\n", " rdnDONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDN_DON'][:,:,:,:],3),2),1))\n", " rdnPONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDN_PON'][:,:,:,:],3),2),1))\n", " rdnLIVSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['RDN_LIV'][:,:,:,:],3),2),1))\n", "rdbNO3Sum=np.concatenate(rdbNO3Sum,axis=0)\n", "rdbNH4Sum=np.concatenate(rdbNH4Sum,axis=0)\n", "rdbDONSum=np.concatenate(rdbDONSum,axis=0)\n", "rdbPONSum=np.concatenate(rdbPONSum,axis=0)\n", "rdbLIVSum=np.concatenate(rdbLIVSum,axis=0)\n", "rdnNO3Sum=np.concatenate(rdnNO3Sum,axis=0)\n", "rdnNH4Sum=np.concatenate(rdnNH4Sum,axis=0)\n", "rdnDONSum=np.concatenate(rdnDONSum,axis=0)\n", "rdnPONSum=np.concatenate(rdnPONSum,axis=0)\n", "rdnLIVSum=np.concatenate(rdnLIVSum,axis=0)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat_grid_T', 'nav_lon_grid_T', 'bounds_lon_grid_T', 'bounds_lat_grid_T', 'area_grid_T', 'deptht', 'deptht_bounds', 'nav_lat_grid_W', 'nav_lon_grid_W', 'bounds_lon_grid_W', 'bounds_lat_grid_W', 'area_grid_W', 'ATF_NO3', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATF_NH4', 'ATF_DON', 'ATF_PON', 'ATF_LIV', 'BFX_PON', 'BFX_DIAT'])\n", "Min/Max:\n", "ATF_NO3 : -0.24442177 0.40803906\n", "ATF_NH4 : -0.06709565 0.13065556\n", "ATF_DON : -0.055233955 0.02081882\n", "ATF_PON : -0.25654957 0.2159471\n", "ATF_LIV : -0.2947296 0.039652318\n", "BFX_PON : -1.5762753e-05 -0.0\n", "BFX_DIAT : -4.585363e-07 -0.0\n" ] } ], "source": [ "with nc.Dataset(fDlist.paths[0]) as ff:\n", " checkall(ff)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "ATFNO3Sum=list(); ATFNH4Sum=list(); ATFDONSum=list(); ATFPONSum=list(); ATFLIVSum=list();\n", "BFXPONSum=list(); BFXDIATSum=list();\n", "for i,r in fDlist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " ATFNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_NO3'][:,:,:,:],3),2),1))\n", " ATFNH4Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_NH4'][:,:,:,:],3),2),1))\n", " ATFDONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_DON'][:,:,:,:],3),2),1))\n", " ATFPONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_PON'][:,:,:,:],3),2),1))\n", " ATFLIVSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['ATF_LIV'][:,:,:,:],3),2),1))\n", " BFXPONSum.append(np.sum(np.sum(tmaskSOG[:,0,:,:]*e1t[:,0,:,:]*e2t[:,0,:,:]*f.variables['BFX_PON'][:,:,:],2),1))\n", " BFXDIATSum.append(np.sum(np.sum(tmaskSOG[:,0,:,:]*e1t[:,0,:,:]*e2t[:,0,:,:]*f.variables['BFX_DIAT'][:,:,:],2),1))\n", "ATFNO3Sum=np.concatenate(ATFNO3Sum,axis=0)\n", "ATFNH4Sum=np.concatenate(ATFNH4Sum,axis=0)\n", "ATFDONSum=np.concatenate(ATFDONSum,axis=0)\n", "ATFPONSum=np.concatenate(ATFPONSum,axis=0)\n", "ATFLIVSum=np.concatenate(ATFLIVSum,axis=0)\n", "BFXPONSum=np.concatenate(BFXPONSum,axis=0)\n", "BFXDIATSum=np.concatenate(BFXDIATSum,axis=0)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 1, 898, 398)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.shape(e1t)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_lon', 'bounds_lat', 'area', 'deptht', 'deptht_bounds', 'PHS_NO3', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'PHS_NH4', 'PHS_DON', 'PHS_PON', 'PHS_LIV', 'SMS_NO3', 'SMS_NH4', 'SMS_DON', 'SMS_PON', 'SMS_LIV'])\n", "Min/Max:\n", "PHS_NO3 : -321.71988 226.96649\n", "PHS_NH4 : -18.812874 17.29121\n", "PHS_DON : -6.5223646 6.215761\n", "PHS_PON : -3.5704317 2.5522447\n", "PHS_LIV : -14.197901 19.155512\n", "SMS_NO3 : -0.5728717 1.1682037\n", "SMS_NH4 : -0.58287334 1.1759585\n", "SMS_DON : -0.497201 0.1873806\n", "SMS_PON : -0.6986264 0.7050382\n", "SMS_LIV : -2.6782591 0.3758299\n" ] } ], "source": [ "with nc.Dataset(fD2list.paths[0]) as ff:\n", " checkall(ff)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "PHSNO3Sum=list(); PHSNH4Sum=list(); PHSDONSum=list(); PHSPONSum=list(); PHSLIVSum=list();\n", "SMSNO3Sum=list(); SMSNH4Sum=list(); SMSDONSum=list(); SMSPONSum=list(); SMSLIVSum=list();\n", "for i,r in fD2list.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " PHSNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PHS_NO3'][:,:,:,:],3),2),1))\n", " PHSNH4Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PHS_NH4'][:,:,:,:],3),2),1))\n", " PHSDONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PHS_DON'][:,:,:,:],3),2),1))\n", " PHSPONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PHS_PON'][:,:,:,:],3),2),1))\n", " PHSLIVSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['PHS_LIV'][:,:,:,:],3),2),1))\n", " SMSNO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['SMS_NO3'][:,:,:,:],3),2),1))\n", " SMSNH4Sum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['SMS_NH4'][:,:,:,:],3),2),1))\n", " SMSDONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['SMS_DON'][:,:,:,:],3),2),1))\n", " SMSPONSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['SMS_PON'][:,:,:,:],3),2),1))\n", " SMSLIVSum.append(np.sum(np.sum(np.sum(tmaskSOG*f.variables['SMS_LIV'][:,:,:,:],3),2),1))\n", "PHSNO3Sum=np.concatenate(PHSNO3Sum,axis=0)\n", "PHSNH4Sum=np.concatenate(PHSNH4Sum,axis=0)\n", "PHSDONSum=np.concatenate(PHSDONSum,axis=0)\n", "PHSPONSum=np.concatenate(PHSPONSum,axis=0)\n", "PHSLIVSum=np.concatenate(PHSLIVSum,axis=0)\n", "SMSNO3Sum=np.concatenate(SMSNO3Sum,axis=0)\n", "SMSNH4Sum=np.concatenate(SMSNH4Sum,axis=0)\n", "SMSDONSum=np.concatenate(SMSDONSum,axis=0)\n", "SMSPONSum=np.concatenate(SMSPONSum,axis=0)\n", "SMSLIVSum=np.concatenate(SMSLIVSum,axis=0)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.11112161670571052 11.93817220665369 0.9999998578055815 0.0 3.1102948242488117e-06\n" ] }, { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(SMSNO3Sum,ATFNO3Sum,'k.',label='ATF trend')\n", "plt.plot(SMSNH4Sum,ATFNH4Sum,'g.',label='ATF trend')\n", "plt.plot(SMSDONSum,ATFDONSum,'b.',label='ATF trend')\n", "plt.plot(SMSNO3Sum,0.1111*SMSNO3Sum,'c-', label='Bio trend * 0.111')\n", "plt.xlabel('Bio Trend')\n", "plt.ylabel('ATF Trend')\n", "from scipy import stats as scst\n", "slope, intercept, r_value, p_value, std_err = scst.linregress(SMSNO3Sum,ATFNO3Sum)\n", "print(slope, intercept, r_value, p_value, std_err)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fP.variables.keys(): dict_keys(['nav_lat', 'nav_lon', 'bounds_lon', 'bounds_lat', 'area', 'deptht', 'deptht_bounds', 'NO3_E3TSNAP', 'time_instant', 'time_instant_bounds', 'time_counter', 'time_counter_bounds', 'NH4_E3TSNAP', 'PON_E3TSNAP', 'DON_E3TSNAP', 'LIV_E3TSNAP'])\n", "Min/Max:\n", "NO3_E3TSNAP : 0.0 938.17944\n", "NH4_E3TSNAP : 0.0 26.615145\n", "PON_E3TSNAP : 0.0 3.1245656\n", "DON_E3TSNAP : 0.0 5.336901\n", "LIV_E3TSNAP : 0.0 15.088703\n" ] } ], "source": [ "with nc.Dataset(fSlist.paths[0]) as ff:\n", " checkall(ff)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "NO3Sum=list(); NH4Sum=list(); DONSum=list(); PONSum=list(); LIVSum=list();\n", "for i,r in fSlist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " NO3Sum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['NO3_E3TSNAP'][:,:,:,:],3),2),1))\n", " NH4Sum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['NH4_E3TSNAP'][:,:,:,:],3),2),1))\n", " DONSum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['DON_E3TSNAP'][:,:,:,:],3),2),1))\n", " PONSum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['PON_E3TSNAP'][:,:,:,:],3),2),1))\n", " LIVSum.append(np.sum(np.sum(np.sum(tmaskSOG*e1t*e2t*f.variables['LIV_E3TSNAP'][:,:,:,:],3),2),1))" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "NO3Sum=np.concatenate(NO3Sum,axis=0)\n", "NH4Sum=np.concatenate(NH4Sum,axis=0)\n", "DONSum=np.concatenate(DONSum,axis=0)\n", "PONSum=np.concatenate(PONSum,axis=0)\n", "LIVSum=np.concatenate(LIVSum,axis=0)" ] }, { "cell_type": "code", "execution_count": 25, "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,len(NO3diff)+1),NO3diff,'k-',label='no3diff')\n", "ax[0].plot(range(0,len(PHSNO3Sum)),PHSNO3Sum+SMSNO3Sum+ATFNO3Sum,'g--',label='phys+bio+afilt')\n", "ax[0].legend()\n", "ax[0].set_title('NO3')\n", "ax[1].plot(range(1,len(NH4diff)+1),NH4diff,'k-',label='NH4diff')\n", "ax[1].plot(range(0,len(PHSNH4Sum)),PHSNH4Sum+SMSNH4Sum+ATFNH4Sum,'g--',label='phys+bio+afilt')\n", "ax[1].legend()\n", "ax[1].set_title('NH4')\n", "ax[2].plot(range(1,len(DONdiff)+1),DONdiff,'k-',label='no3diff')\n", "ax[2].plot(range(0,len(PHSDONSum)),PHSDONSum+SMSDONSum+ATFDONSum,'g--',label='phys+bio+afilt')\n", "ax[2].legend()\n", "ax[2].set_title('DON')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'DON')" ] }, "execution_count": 27, "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,len(NO3diff)+1),NO3diff,'k-',label='no3diff')\n", "ax[0].plot(range(0,len(PHSNO3Sum)),PHSNO3Sum+SMSNO3Sum+ATFNO3Sum,'g--',label='phys+bio+afilt')\n", "ax[0].legend()\n", "ax[0].set_title('NO3')\n", "ax[0].set_xlim((0,10))\n", "ax[1].plot(range(1,len(NH4diff)+1),NH4diff,'k-',label='NH4diff')\n", "ax[1].plot(range(0,len(PHSNH4Sum)),PHSNH4Sum+SMSNH4Sum+ATFNH4Sum,'g--',label='phys+bio+afilt')\n", "ax[1].legend()\n", "ax[1].set_title('NH4')\n", "ax[2].plot(range(1,len(DONdiff)+1),DONdiff,'k-',label='no3diff')\n", "ax[2].plot(range(0,len(PHSDONSum)),PHSDONSum+SMSDONSum+ATFDONSum,'g--',label='phys+bio+afilt')\n", "ax[2].legend()\n", "ax[2].set_title('DON')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 40)" ] }, "execution_count": 28, "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(2,1,figsize=(11,10))\n", "ax[0].plot(range(1,len(PONdiff)+1),PONdiff,'k-',label='PONdiff')\n", "ax[0].plot(range(0,len(PHSPONSum)),PHSPONSum+SMSPONSum+ATFPONSum+BFXPONSum,'g--',label='phys+bio+afilt+sink')\n", "ax[0].legend()\n", "ax[0].set_title('PON')\n", "ax[1].plot(range(1,len(LIVdiff)+1),LIVdiff,'k-',label='LIVdiff')\n", "ax[1].plot(range(0,len(PHSLIVSum)),PHSLIVSum+SMSLIVSum+ATFLIVSum+BFXDIATSum,'g--',label='phys+bio+afilt+sink')\n", "ax[1].legend()\n", "ax[1].set_title('LIV')\n", "ax[1].set_xlim((-.5,40))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.5, 40)" ] }, "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(2,1,figsize=(11,10))\n", "ax[0].plot(range(1,len(PHSPONSum)),PHSPONSum[1:]+SMSPONSum[1:]+ATFPONSum[1:]+BFXPONSum[1:]-PONdiff,'g--',label='difference')\n", "ax[0].legend()\n", "ax[0].set_title('PON')\n", "ax[1].plot(range(1,len(PHSLIVSum)),PHSLIVSum[1:]+SMSLIVSum[1:]+ATFLIVSum[1:]+BFXDIATSum[1:]-LIVdiff,'g--',label='difference')\n", "ax[1].legend()\n", "ax[1].set_title('LIV')\n", "ax[1].set_xlim((-.5,40))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Look at small differences in sums:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.330578" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(radNO3Sum)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-1117917.2736643702" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.sum(NO3diff)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-1117917.27366437" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(NO3Sum[-1]-NO3Sum[0])/(24*3600)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-1115508.0, -1117917.2736643702, 2409.273664370179, 11269719.0)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# difference between fluxes and change in N content compared to rivers\n", "np.sum(PHSNO3Sum[1:]+SMSNO3Sum[1:]+ATFNO3Sum[1:]),np.sum(NO3diff),\\\n", "np.sum(PHSNO3Sum[1:]+SMSNO3Sum[1:]+ATFNO3Sum[1:])-np.sum(NO3diff),np.sum(rivNO3Sum)\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-0.21551448583247407, 0.021427022234526576)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# percent difference in N based on content versus fluxes (1) and relative to river input (2):\n", "(np.sum(PHSNO3Sum[1:]+SMSNO3Sum[1:]+ATFNO3Sum[1:])-np.sum(NO3diff))/np.sum(NO3diff)*100, (np.sum(PHSNO3Sum[1:]+SMSNO3Sum[1:]+ATFNO3Sum[1:])-np.sum(NO3diff))/np.sum(rivNO3Sum[1:])*100" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "varsXr={'ATNO3':'ATX_NO3', 'ATNH4':'ATX_NH4', 'ATPON':'ATX_PON', 'ATDON':'ATX_DON', 'ATLIV':'ATX_LIV', \n", " 'DTNO3':'DTX_NO3', 'DTNH4':'DTX_NH4', 'DTPON':'DTX_PON', 'DTDON':'DTX_DON', 'DTLIV':'DTX_LIV'}\n", "varsYr={'ATNO3':'ATY_NO3', 'ATNH4':'ATY_NH4', 'ATPON':'ATY_PON', 'ATDON':'ATY_DON', 'ATLIV':'ATY_LIV', \n", " 'DTNO3':'DTY_NO3', 'DTNH4':'DTY_NH4', 'DTPON':'DTY_PON', 'DTDON':'DTY_DON', 'DTLIV':'DTY_LIV'}\n", "varsX = {v: k for k, v in varsXr.items()}\n", "varsY = {v: k for k, v in varsYr.items()}\n", "locs=('mal','har','sjc','ros','dis','sut')\n", "dirs={'mal':-1,'har':1,'sjc':1,'ros':1,'dis':-1,'sut':-1} # in or out of domain\n", "transps=dict();\n", "fnames={'mal':'Malaspina_U','har':'Haro_V','sjc':'SJC_V','ros':'Rosario_V','dis':'Discovery_V','sut':'Sutil_V'}\n", "for iloc in locs:\n", " transps[iloc]=dict()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ATX_NO3 ATNO3\n", "ATX_NH4 ATNH4\n", "ATX_PON ATPON\n", "ATX_DON ATDON\n", "ATX_LIV ATLIV\n", "DTX_NO3 DTNO3\n", "DTX_NH4 DTNH4\n", "DTX_PON DTPON\n", "DTX_DON DTDON\n", "DTX_LIV DTLIV\n" ] } ], "source": [ "for ivar, inam in varsX.items():\n", " print(ivar,inam)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# x-dir\n", "iloc='mal'\n", "flist=et.index_model_files_flex(idir,'Malaspina_U','1d','nowcast',ts,te)\n", "vls=dict()\n", "for inam in varsX.values():\n", " vls[inam]=list()\n", "for i,r in flist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " for ivar, inam in varsX.items():\n", " vls[inam].append(np.sum(np.sum(f.variables[ivar][:,:,:,0],2),1))\n", "for inam in varsX.values():\n", " transps[iloc][inam]=dirs[iloc]*np.concatenate(vls[inam],axis=0)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "for iloc in ('har','sjc','ros','dis','sut'): # y-dir\n", " flist=et.index_model_files_flex(idir,fnames[iloc],'1d','nowcast',ts,te)\n", " vls=dict()\n", " for inam in varsY.values():\n", " vls[inam]=list()\n", " for i,r in flist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " for ivar, inam in varsY.items():\n", " vls[inam].append(np.sum(np.sum(f.variables[ivar][:,:,0,:],2),1))\n", " for inam in varsY.values():\n", " transps[iloc][inam]=dirs[iloc]*np.concatenate(vls[inam],axis=0)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "transps['HaroDeep50']=dict()\n", "# depth of no motion on average between 44 and58 m; sum index k=24 and deeper\n", "flist=et.index_model_files_flex(idir,fnames['har'],'1d','nowcast',ts,te)\n", "vls=dict()\n", "for inam in varsY.values():\n", " vls[inam]=list()\n", "for i,r in flist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " for ivar, inam in varsY.items():\n", " vls[inam].append(np.sum(np.sum(f.variables[ivar][:,24:,0,:],2),1))\n", "for inam in varsY.values():\n", " transps['HaroDeep50'][inam]=dirs['har']*np.concatenate(vls[inam],axis=0)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-300, 0)" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EUpL49lf68vK3z6VXRjp3P72Ibz6eS8HOIg0UdwiFv4i0OCd0acPzE8/mPy7vz/urt3Px797j63f+gDlz5jBp0qRYFy8u6CYvEWnRQqE0SkoOn0M4UQaK001eIpKQ1qzJY8yYLweKS0oNMmLktaxZsybGJYsthb+ItGiZmZm0a/flQHGV5aW8v34fL68qSuiLwQp/EWnxqg4UN+728XRM2sfkfy7jric/Yk9JeayLFxNq8xeRhOPuTH8vj1+++im9O6Xzx69n07dLm1gXKyrU5i8iEmFmTBh+HH/75lB2FZUzcsq/eWnRxlgXq0kp/EUkYZ11XAYvf/scBnRry91PL+L+mUspLU+MuQIU/iKS0Lq0DfHk7UP55jlZPPb+Wm6YPpeCnS2/C6jCX0QSXmpyEj+5vD9Tx57Oys27+dpDc/j3qm2xLlZUKfxFRCIuOzmTmd86h4z0AN949AOm/GsVlZXNo1NMfSn8RUSqOK5za168cxiXn9KNX7+2gtufyGXnvpY3T4DCX0TkEOnBFP5n9CAmjRzAe59t5fKHZ7Nk485YF6tRKfxFRKphZtx0Vm+emXAW5RXO1dPe59kFG2JdrEaj8BcROYLTe3bgn986hyG9O/KD5xfzw+cWU1xW0eyHiFb4i4jUIqN1kMdvG8K3LjyeZ3I3cM209/nBfT9t1kNEN2h4BzO7DrgfOAkY4u65VdbdC4wDKoBvu/trkeXZwGNAGvAKcLfXoRAa3kFE4kEwFKK05PApIuN1iOhoDe+wBLgaeO+QnfUHRgMDgBHAVDNLjqyeBowH+kYeIxpYBhGRJrN2zRpGXnM9SalBAALBEGPHjm12Q0Q3KPzdfbm7r6hm1UjgaXcvcfc1wCpgiJllAm3dfW7kaP8J4KqGlEFEpCllZmaS2bkjVJSRnBqgtKSEgn1G165dY120eolWm393oOpl8fzIsu6R54cur5aZjTezXDPL3bp1a1QKKiJSX/uHiH7//bn0u/Bq5i5dzZ9m58W6WPWSUtsGZvYmUF2Vdp+7v1TTy6pZ5kdYXi13nw5Mh3Cbfy1FFRFpEjNmzDjw/OPXnuX/PfMR//nycorLKrjrwr4xLFnd1Rr+7n7RUbxvPnBsld97AJsiy3tUs1xEpFkKpCTx0OjTCKYs5jevr6SorIJ7LjkRs+qOdeNHtJp9ZgKjzSxoZlmEL+zOd/cCYLeZDbXwJ3MTUNPZg4hIs5CSnMRvrzuVMUOOZcq/VvOfLy+P+ykiaz3yPxIzGwX8AegMvGxmi9z9q+6+1MyeBZYB5cCd7l4RedlEvuzqOSvyEBFp1pKSjP8adTLBlGQenbOG4rIKJo8cSFJSfJ4BNCj83f0F4IUa1j0IPFjN8lxgYEP2KyISj8yMn13Rn1BqMv/77mpKyiv55TWnkByHFUCDwl9ERA5mZvxwxImkpSbz+zdXUlxWwe9vGERqcnwNqKDwFxFpZGbG3Rf1JZSaxM9nfUppeSV/uPE0ginJtb+4icRXVSQi0oJMGH4cD1w5gNeXFTL+iYUUl1XU/qImovAXEYmim8/uzS+uPpn3PtvKrX9ZwN6S8lgXCVD4i4hE3eghPfn99YOYv/ZzbvrzfHYVx35mMIW/iEgTuOq07jw85jQ+3rCDr//pA3bsK41peRT+IiJN5NKTM5l+Uzafbt7N6Onz2Lbn8KGhm4rCX0SkCV3Yrwt/vvkM1m7fyw1/nMvilWtiMiOYwl9EpImd07cTT9x2Jpt3FjPi5v/H7BjMCNagmbyakmbyEpGWJC0tjeLi4sOWN/aMYNGayUtERI5CXl4eN954I4FgCAhXBk05I5jCX0QkBjIzM2nbti1lpaWQnEpxcTFt27ZtshnBNLyDiEiMFBYWMiFnAm9UnEy79e826UVfhb+ISIzsnxHslr/MJ//E/sz47vAm27eafUREYuzMrAxWbdnTpP3+Ff4iIjF2Zp+OAMxf83mT7VPhLyISYyd3b0daarLCX0QkkaQmJ5HdqwPz8rY32T4V/iIicWBIVkdWFO5usgHfFP4iInHgzKyOuMOCtV80yf4U/iIiceDUY9sTSEli/pqmafpR+IuIxIFQajKDjm3PB0100VfhLyISJ4ZmdWTJxp3sboKZvhT+IiJxYkhWBpUOC9dFv91f4S8iEidO79WelCRrkqYfhb+ISJxoFUjhlB7teHfRyqjP7qXwFxGJI0OyMvj33//InCjP7tWg8Dez68xsqZlVmtngKst7m1mRmS2KPP63yrpsM/vEzFaZ2UNmZg0pg4hIS5GWlsa9l53Erg9fobKykmnTpmFmpKWlNfq+GnrkvwS4GnivmnWr3X1Q5JFTZfk0YDzQN/IY0cAyiIi0CHl5eVxz3Q1YShCAVq1aRW12rwaFv7svd/cVdd3ezDKBtu4+18OTBz8BXNWQMoiItBSZmZl06tgeryglJTUQ1dm9ojmZS5aZfQTsAn7i7rOB7kB+lW3yI8uqZWbjCZ8l0LNnzygWVUQkPmzZsoVew0Yy8KJr6LVlLgUFBVHZT63hb2ZvAtVVO/e5+0s1vKwA6Onu280sG3jRzAYA1bXve037dvfpwHSAwYMH17idiEhLMWPGDO568kMW5+9kypQpUdtPreHv7hfV903dvQQoiTxfaGargRMIH+n3qLJpD2BTfd9fRKQly+qUziufFFBaXkkgJTqdMqPyrmbW2cySI8/7EL6wm+fuBcBuMxsa6eVzE1DT2YOISELqlZFOpcPGHUVR20dDu3qOMrN84CzgZTN7LbLqPGCxmX0MPAfkuPv+W9YmAn8CVgGrgVkNKYOISEvTO6MVAGu37Y3aPhp0wdfdXwBeqGb588DzNbwmFxjYkP2KiLRkvTulA7B2e/TCX3f4iojEmYz0AK2DKazbvi9q+1D4i4jEGTOjV0Yr1kSx2UfhLyISh3p3Smedmn1ERBJL74xW5H9RRFlFZVTeX+EvIhKHemWkU17pbPwiOt09Ff4iInEoK8o9fhT+IiJxqFekr3+0evwo/EVE4lDn1kHSA8k68hcRSSRmRpeUIqbd842oTOeo8BcRiVNb3nuSws8WRWU6RwvPqRL/Bg8e7Lm5ubEuhohI1KWlpVFcXHzY8lAoRFFR/Xr/mNlCdx986HId+YuIxJm8vDxuvPFGklOjN52jwl9EJM5kZmZSlhSkoqyU1EAwKtM5KvxFROLQ4lXraZd9GW+9O4ecnJxGv+gbzTl8RUTkKOwrLSf1ku9za/8unDt0EOcOPazJvsF05C8iEmdeXlzA7pJyxgzpGbV9KPxFROLMU/PXc1zndM7o3SFq+1D4i4jEkRWbd/Ph+h2MGdKT8FTn0aHwFxGJI0/NX08gOYmrT+8R1f0o/EVE4kRxWQUvfLSRrw7sSsf0QFT3pfAXEYkTs5YUsLOojDFnHBv1fSn8RUTixFPzN9A7oxVD+2REfV8KfxGROLBqyx7mr/mcG87oSVJS9C707qfwFxGJA88sWE9KknFtdnQv9O6n8BcRibGS8gqe/3AjF/fvQuc2wSbZp8JfRCTGXl9ayOd7S6N6R++hFP4iIjH29IL19OiQxjnHd2qyfTYo/M3s12b2qZktNrMXzKx9lXX3mtkqM1thZl+tsjzbzD6JrHvIonkLm4hInFuwdDXPT7qdy44LNcmF3v0aeuT/BjDQ3U8BVgL3AphZf2A0MAAYAUw1s+TIa6YB44G+kceIBpZBRKTZ+tYPf0JJ/lJWvvpYk+63QeHv7q+7e3nk13nA/svUI4Gn3b3E3dcAq4AhZpYJtHX3uR6eP/IJ4KqGlEFEpDlKS0vDzPjg5afBnccffQQzIy0trUn235ht/rcBsyLPuwMbqqzLjyzrHnl+6PJqmdl4M8s1s9ytW7c2YlFFRGJr0ZIVdMu+CEuJ3lSNR1LrZC5m9iZQ3dxh97n7S5Ft7gPKgb/tf1k12/sRllfL3acD0yE8gXttZRURaQ52FpVxzyvr2VMZgIoyQqFQVKZqPJJaw9/dLzrSejO7Gbgc+EqkKQfCR/RVB6foAWyKLO9RzXIRkYSws6iMbzz6AZ9u3sUpGc4pE3MYP34806dPp6CgoMnK0aBpHM1sBPBDYLi776uyaibwpJn9DuhG+MLufHevMLPdZjYU+AC4CfhDQ8ogItJc7Cou46ZHP2B5wS6mjc3mogdfObBuypQpTVqWhs7h+zAQBN6I9Nic5+457r7UzJ4FlhFuDrrT3Ssir5kIPAakEb5GMOuwdxURaWHCwT+fZQW7mDo2m4v6d4lpeRoU/u5+/BHWPQg8WM3yXGBgQ/YrItKc7C4u4+Y/z2fJxp1MHXs6F8c4+EF3+IqIRNX+4P8kfycP33g6lwxomgu6tWlos4+IiNRgT0k5t/xlAR/n72TKjacxYmB8BD/oyF9EJCr2lJRzy5/ns2jDDh4ecxojBmbGukgHUfiLiDSyvSXl3PqX+Xy0YQcPjT6NS0+Or+AHhb+ISKMKB/8CPly/g/8ZPYivnRJ/wQ8KfxGRRrOvtJzbHltA7rrP+f0Ng7j8lG6xLlKNFP4iIo2gqLSC2x5bwIK14eC/8tT4DX5Q+IuINNj+4J+/Jhz8IwfVOF5l3FBXTxGRBigqrWDc4wuYt2Y7v7v+1GYR/KAjfxGRo1ZcVsHtT+QyN287v7n2VEad1qP2F8UJhb+ISD0UFBQwfPhw1m7YyO1P5PLv1dv49bWnck128wl+UPiLiNTL5MmTmTNnDpfc9G3mrNrGr645hWubWfAD2JdD8Me3wYMHe25ubqyLISIJKi0tjeLi4sOWh0IhioqKYlCiujGzhe4++NDlOvIXEamD1atXc96lV5GUGp52MRAMNem0i41N4S8iUotVW3Zzz8vr+bCghMryUgLBIOVlpU067WJjU1dPEZEa7C0p56G3P+PR2WtoFUjmxHaVnJGTQ86ECU0+7WJjU5u/iMgh3J1XPtnM5H8uY/OuYq4f3IMfjuhHRutgrItWbzW1+evIX0SkilVb9nD/zKXMWbWN/pltmTL2dLJ7dYh1sRqdwl9EhPCgbH94exV/mp1HKDWZSSMHMPbMXiQnWayLFhUKfxFJaO7Oq0vCTTybdhZzbXYPfnRpPzo1wyae+lD4i0jCytu6h5/NXMrsz7ZxUmZbHhpzGoN7d4x1sZqEwl9EEs6+0nKm/GsV09/LI5SSzP1X9OfrQ3uRkpw4vd8V/iKSMNyd15YWMvmfy9i4o4irT+/OvZeeROc2LbuJpzoKfxFJCGu27eX+mUt5d+VW+nVtw7MTzmJIVmI08VRH4S8iLVpRaQVT31nFH9/NI5iSxE8v789NZyVWE091FP4i0iK5O28sK+SBf4SbeEad1p17L+3HMW1DsS5aXFD4i0iLs257uInnXyu2cmKXNjwzfihn9smIdbHiSoPC38x+DVwBlAKrgVvdfYeZ9QaWAysim85z95zIa7KBx4A04BXgbm8uY0yISFwrLqtg6jur+d93VxNITuInXzuJm8/uTWqCN/FUp6FH/m8A97p7uZn9ErgX+GFk3Wp3H1TNa6YB44F5hMN/BDCrgeUQkQT35rJC7v/HUvK/KGLkoG78+LKT6KImnho1KPzd/fUqv84Drj3S9maWCbR197mR358ArkLhLyJHaf32fTzwj6W89ekW+h7TmqduH8pZx6mJpzaN2eZ/G/BMld+zzOwjYBfwE3efDXQH8qtskx9ZJiJSJwUFBYwePZrH//okL67Yy9R3VpOaZNx32UncMkxNPHVVa/ib2ZtAdbMV3OfuL0W2uQ8oB/4WWVcA9HT37ZE2/hfNbABQ3QhJNbb3m9l4wk1E9OzZs7aiikgCmDx5MrNnz+bs6+8gMHw8V5zajfsuO4mu7dTEUx8NHs/fzG4GcoCvuPu+GrZ5B7gH2Aj8y937RZaPAc539wm17Ufj+YsktuY6h26sRWUOXzMbQfgC75VVg9/MOptZcuR5H6AvkOfuBcBuMxtqZgbcBLzUkDKISGLIy8tjzJgxB+bQTUtr1azn0I21hrb5PwwEgTfCWX6gS+d5wCQzKwcqgBx3/zzymol82dVzFrrYKyJ1kJmZyV4PUFlWSiAQpKSkuFnPoRtrDe3tc3wNy58Hnq9hXS4wsCH7FZHEtGT1ejLO+Bqzpj3AY39+tFnPodT5QnYAAAccSURBVBtrusNXRJqFnUVlpFzyfe4441jOyB7IGdmnx7pIzZr6RIlIs/Dy4gJKyiu5NrtHrIvSIij8RaRZeG7hBk7o0pqTu7eLdVFaBIW/iMS91Vv38OH6HVyb3YNI5xJpIIW/iMS95xfmk5xkXDVIAwI0FoW/iMS1ikpnxocbGX5CZ43F34gU/iIS195fvY3Nu4p1obeRKfxFJK49tzCfdmmpfOWkY2JdlBZF4S8icWtXcRmvLtnMyEHdCKYkx7o4LYrCX0Tilvr2R4/CX0Ti1nML8+l7jPr2R4PCX0TiUt7WPSxc94X69keJwl9E4tLzH+aTZDDqNPXtjwaFv4jEnfyNm5iccz1ndElS3/4oUfiLSNz51vfvY/faJex+/+lYF6XF0pDOIhI3Dp2qcdbfn8DsCU3VGAU68heRuJGXl8eNN954YKrGVq00VWO0KPxFJG5kZmbStm1bKstLSU4NUFysqRqjRc0+IhJXCgsL6TLkCi65eixt1r2rqRqjROEvInFlxowZDPvF23TuncFvf3B9rIvTYqnZR0QkASn8RUQSkMJfRCQBKfxFRBKQwl9EJAEp/EVEEpDCX0QkASn8RUQSUIPC38wmm9liM1tkZq+bWbcq6+41s1VmtsLMvlplebaZfRJZ95BplgYRkSbX0CP/X7v7Ke4+CPgn8FMAM+sPjAYGACOAqWa2f/blacB4oG/kMaKBZRARkXpqUPi7+64qv6YDHnk+Enja3UvcfQ2wChhiZplAW3ef6+4OPAFc1ZAyiIhI/TV4bB8zexC4CdgJXBBZ3B2YV2Wz/MiyssjzQ5fX9N7jCZ8lAOwxsxUNLW8c6ARsi3Uh4og+jy/ps6jifej0uxv0eVRxtN+PXtUtrDX8zexNoLrxVO9z95fc/T7gPjO7F7gL+BlQXTu+H2F5tdx9OjC9tjI2J2aW6+6DY12OeKHP40v6LA6mz+Ngjf151Br+7n5RHd/rSeBlwuGfDxxbZV0PYFNkeY9qlouISBNqaG+fvlV+vRL4NPJ8JjDazIJmlkX4wu58dy8AdpvZ0Egvn5uAlxpSBhERqb+Gtvn/wsxOBCqBdUAOgLsvNbNngWVAOXCnu1dEXjMReAxIA2ZFHomkRTVjNQJ9Hl/SZ3EwfR4Ha9TPw8KdbkREJJHoDl8RkQSk8BcRSUAK/ygzs+vMbKmZVZpZjd20zGxtZNiLRWaW25RlbEr1+DxGRIYGWWVmP2rKMjYVM+toZm+Y2WeRnx1q2K5Ffzdq+1tb2EOR9YvN7PRYlLMp1OGzON/Mdka+C4vM7KdHuy+Ff/QtAa4G3qvDthe4+6AW3re51s8jMhTIFOBSoD8wJjJkSEvzI+Atd+8LvBX5vSYt8rtRx7/1pXw5HMx4wkPEtDj1+N7PjnwXBrn7pKPdn8I/ytx9ubu3hDuTG0UdP48hwCp3z3P3UuBpwkOGtDQjgccjzx8nMYc6qcvfeiTwhIfNA9pHhoppaZr0e6/wjx8OvG5mCyPDWiSy7sCGKr8fcRiQZqxL5N4XIj+PqWG7lvzdqMvfOlG+D3X9d55lZh+b2SwzG3C0O2vw2D5S+xAYdXybYe6+ycyOAd4ws0/dvS5NRXGnET6Peg0DEs+O9FnU421azHejGnX5W7eY70Mt6vLv/BDo5e57zOwy4EXCzWH1pvBvBPUYAuNI77Ep8nOLmb1A+BSwWf4Hb4TPo6bhQZqdI30WZlZoZpnuXhBpxthSw3u0mO9GNeryt24x34da1PrvrDqSsru/YmZTzayTu9d7wDc1+8QBM0s3szb7nwOXEL4wmqgWAH3NLMvMAoTnhpgZ4zJFw0zg5sjzm6lmqJME+G7U5W89E7gp0utnKLBzf3NZC1PrZ2FmXfdPgGVmQwhn+Paj2pu76xHFBzCKcI1eAhQCr0WWdwNeiTzvA3wceSwl3DwS87LH6vOI/H4ZsBJY3VI/DyCDcC+fzyI/Oybid6O6vzXhoWJyIs+NcC+Y1cAnwOBYlzmGn8Vdke/Bx4SHzT/7aPel4R1ERBKQmn1ERBKQwl9EJAEp/EVEEpDCX0QkASn8RUTikJn92cy2mFmtXXvN7PdVBntbaWY7an2NevuIiMQfMzsP2EN4XKOB9Xjdt4DT3P22I22nI38RkTjk4SE8Pq+6zMyOM7NXI+M8zTazftW8dAzwVG3vr+EdRESaj+mEb/j6zMzOBKYCF+5faWa9gCzg7dreSOEvItIMmFlr4Gzg75ERHgCCh2w2GnjO3Stqez+Fv4hI85AE7HD3QUfYZjRwZ13fTERE4pyHR/RcY2bXwYHpLU/dv97MTgQ6AHPr8n4KfxGROGRmTxEO8hPNLN/MxgFjgXFmtn+gv6ozfY0BnvY6duFUV08RkQSkI38RkQSk8BcRSUAKfxGRBKTwFxFJQAp/EZEEpPAXEUlACn8RkQT0/wG4GT+T0teDQAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "transps['HaroZ']=dict()\n", "# depth of no motion on average between 44 and58 m; sum index k=24 and deeper\n", "flist=et.index_model_files_flex(idir,fnames['har'],'1d','nowcast',ts,te)\n", "vls=dict()\n", "for inam in varsY.values():\n", " vls[inam]=list()\n", "for i,r in flist.iterrows():\n", " with nc.Dataset(r['paths']) as f:\n", " for ivar, inam in varsY.items():\n", " vls[inam].append(np.sum(f.variables[ivar][:,:,0,:],2))\n", "for inam in varsY.values():\n", " transps['HaroZ'][inam]=dirs['har']*np.concatenate(vls[inam],axis=0)\n", "\n", "\n", "plt.plot(np.sum(transps['HaroZ']['ATNO3']/e3t_1d,0),-1*z)\n", "plt.plot(np.sum(transps['HaroZ']['ATNO3']/e3t_1d,0),-1*z,'k*')\n", "plt.ylim(-300,0)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "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(3,1,figsize=(16,15))\n", "advNO3=np.zeros(np.shape(transps['mal']['ATNO3']))\n", "for iloc in locs:\n", " ax[0].plot(range(0,len(transps[iloc]['ATNO3'])),transps[iloc]['ATNO3'],label=iloc)\n", " advNO3=advNO3+transps[iloc]['ATNO3']\n", "ax[0].plot(range(0,len(transps[iloc]['ATNO3'])),advNO3,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection NO3')\n", "\n", "difNO3=np.zeros(np.shape(transps['mal']['DTNO3']))\n", "for iloc in locs:\n", " ax[1].plot(range(0,len(transps[iloc]['DTNO3'])),transps[iloc]['DTNO3'],label=iloc)\n", " difNO3=difNO3+transps[iloc]['DTNO3']\n", "ax[1].plot(range(0,len(transps[iloc]['DTNO3'])),difNO3,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion NO3')\n", "\n", "ax[2].plot(range(0,len(transps[iloc]['DTNO3'])),PHSNO3Sum,'k-',label='phys')\n", "ax[2].plot(range(0,len(transps[iloc]['DTNO3'])),advNO3+difNO3,'r--',label='lateral')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# repeat for all N-containing classes combined\n", "Alist=('ATNO3','ATNH4','ATPON','ATDON','ATLIV')\n", "Dlist=('DTNO3','DTNH4','DTPON','DTDON','DTLIV')\n", "sh=np.shape(transps['mal']['ATNO3'])\n", "for iloc in locs:\n", " transps[iloc]['ATN']=np.zeros(sh)\n", " transps[iloc]['DTN']=np.zeros(sh)\n", " for ivar in Alist:\n", " transps[iloc]['ATN']=transps[iloc]['ATN']+transps[iloc][ivar]\n", " for ivar in Dlist:\n", " transps[iloc]['DTN']=transps[iloc]['DTN']+transps[iloc][ivar]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "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(3,1,figsize=(16,15))\n", "advN=np.zeros(sh)\n", "for iloc in locs:\n", " ax[0].plot(range(0,len(transps[iloc]['ATN'])),transps[iloc]['ATN'],label=iloc)\n", " advN=advN+transps[iloc]['ATN']\n", "ax[0].plot(range(0,len(transps[iloc]['ATN'])),advN,'k-',label='sum')\n", "ax[0].legend()\n", "ax[0].set_title('Advection N')\n", "\n", "difN=np.zeros(sh)\n", "for iloc in locs:\n", " ax[1].plot(range(0,len(transps[iloc]['DTN'])),transps[iloc]['DTN'],label=iloc)\n", " difN=difN+transps[iloc]['DTN']\n", "ax[1].plot(range(0,len(transps[iloc]['DTN'])),difN,'k-',label='sum')\n", "ax[1].legend()\n", "ax[1].set_title('Diffusion N')\n", "\n", "ax[2].plot(range(0,len(transps[iloc]['DTN'])),PHSNO3Sum+PHSNH4Sum+PHSDONSum+PHSPONSum+PHSLIVSum,'k-',label='phys')#\n", "ax[2].plot(range(0,len(transps[iloc]['DTN'])),advN+difN,'r--',label='lateral')\n", "ax[2].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sums and Save" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "sums=dict()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NO3, Gmol/year\n", "Lateral Transport, Advection:\n", " 10.63075983528164\n", "Lateral Transport, Mixing: \n", " 0.006624143644155836\n", "Rivers:\n", " 0.9737037216\n", "Primary Production: \n", " -26.5755727872\n", "Nitrification:\n", " 16.1179656192\n", "Asselin Filter:\n", " -1.1616898176\n", "Net change:\n", " -0.008209285074204827\n" ] } ], "source": [ "print('NO3, Gmol/year')\n", "print('Lateral Transport, Advection:\\n', np.sum(advNO3)*24*3600*1e-12)\n", "print('Lateral Transport, Mixing: \\n',np.sum(difNO3)*24*3600*1e-12)\n", "print('Rivers:\\n',np.sum(rivNO3Sum)*24*3600*1e-12)\n", "print('Primary Production: \\n',np.sum(prdNO3Sum)*24*3600*1e-12)\n", "print('Nitrification:\\n',np.sum(nitrSum)*24*3600*1e-12)\n", "print('Asselin Filter:\\n',np.sum(ATFNO3Sum)*24*3600*1e-12)\n", "print('Net change:\\n',(np.sum(advNO3)+np.sum(difNO3)+np.sum(rivNO3Sum)+np.sum(prdNO3Sum)+np.sum(nitrSum)+\\\n", " np.sum(ATFNO3Sum))*24*3600*1e-12)\n", "#print('Tansport+Rivers+Phytoplankton+Nitrification+Filter:\\n',(np.sum(adv[:-1])+np.sum(dif[:-1])+np.sum(rivSum[:-1])\\\n", "# -np.sum(PPSum[:-1])+np.sum(nitrSum[:-1])+np.sum(afiltSum[:-1]))*24*3600*1e-12)" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NO3, Gmol/year, ATF-Corrected version\n", "Lateral Transport, Advection:\n", " 10.63075983528164\n", "Lateral Transport, Mixing: \n", " 0.006624143644155836\n", "Rivers:\n", " 0.9737037216\n", "NO3-based Primary Production: \n", " -29.525461366579197\n", "NH4-based Primary Production: \n", " -19.950646271846402\n", "Nitrification:\n", " 17.9070598029312\n", "Net change NO3:\n", " -0.007313863122201634\n", "Net change:\n", " -0.17072711256050263\n" ] } ], "source": [ "print('NO3, Gmol/year, ATF-Corrected version')\n", "print('Lateral Transport, Advection:\\n', np.sum(advNO3)*24*3600*1e-12)\n", "print('Lateral Transport, Mixing: \\n',np.sum(difNO3)*24*3600*1e-12)\n", "print('Rivers:\\n',np.sum(rivNO3Sum)*24*3600*1e-12)\n", "print('NO3-based Primary Production: \\n',np.sum(prdNO3Sum)*24*3600*1e-12*1.111)\n", "print('NH4-based Primary Production: \\n',np.sum(prdNH4Sum)*24*3600*1e-12*1.111)\n", "print('Nitrification:\\n',np.sum(nitrSum)*24*3600*1e-12*1.111)\n", "print('Net change NO3:\\n',(np.sum(advNO3)+np.sum(difNO3)+np.sum(rivNO3Sum)+np.sum(prdNO3Sum)*1.111+np.sum(nitrSum)*1.111\\\n", " )*24*3600*1e-12)\n", "print('Net change:\\n',(NO3Sum[-1]+NH4Sum[-1]+DONSum[-1]+PONSum[-1]+LIVSum[-1]-NO3Sum[0]-NH4Sum[0]-DONSum[0]-PONSum[0]-LIVSum[0])*1e-12)\n", "# save:\n", "sums['Lateral Transport, Advection']=np.sum(advNO3)*24*3600*1e-12\n", "sums['Lateral Transport, Mixing']=np.sum(difNO3)*24*3600*1e-12\n", "sums['Rivers NO3']=np.sum(rivNO3Sum)*24*3600*1e-12\n", "sums['NO3-based Primary Production']=np.sum(prdNO3Sum)*24*3600*1e-12*1.111\n", "sums['NH4-based Primary Production']=np.sum(prdNH4Sum)*24*3600*1e-12*1.111\n", "sums['Nitrification']=np.sum(nitrSum)*24*3600*1e-12*1.111\n", "sums['Net change NO3']=(np.sum(advNO3)+np.sum(difNO3)+np.sum(rivNO3Sum)+np.sum(prdNO3Sum)*1.111+np.sum(nitrSum)*1.111\\\n", " )*24*3600*1e-12\n", "sums['Net change']=(NO3Sum[-1]+NH4Sum[-1]+DONSum[-1]+PONSum[-1]+LIVSum[-1]-NO3Sum[0]-NH4Sum[0]-DONSum[0]-PONSum[0]-LIVSum[0])*1e-12" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DIN (NH4+NO3) from Rivers: 1.6409051712\n" ] } ], "source": [ "print('DIN (NH4+NO3) from Rivers:',(np.sum(rivNO3Sum)+np.sum(rivNH4Sum))*24*3600*1e-12)\n", "sums['DIN (NH4+NO3) from Rivers']=(np.sum(rivNO3Sum)+np.sum(rivNH4Sum))*24*3600*1e-12" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Haro Strait NO3: 23.5918614528\n", "Haro Strait NH4: 0.4319850528\n", "Haro Strait DIN: 24.0238476288\n", "Haro Strait PON: 0.244069632\n", "Haro Strait DON: -0.7426197504\n", "Haro Strait Living: -1.2506517503999999\n" ] } ], "source": [ "# Haro:\n", "print('Haro Strait NO3:',(np.sum(transps['har']['ATNO3']))*24*3600*1e-12)\n", "print('Haro Strait NH4:',(np.sum(transps['har']['ATNH4']))*24*3600*1e-12)\n", "print('Haro Strait DIN:',(np.sum(transps['har']['ATNO3'])+np.sum(transps['har']['ATNH4']))*24*3600*1e-12)\n", "print('Haro Strait PON:',(np.sum(transps['har']['ATPON']))*24*3600*1e-12)\n", "print('Haro Strait DON:',(np.sum(transps['har']['ATDON']))*24*3600*1e-12)\n", "print('Haro Strait Living:',(np.sum(transps['har']['ATLIV']))*24*3600*1e-12)\n", "sums['Haro Strait NO3']=(np.sum(transps['har']['ATNO3']))*24*3600*1e-12\n", "sums['Haro Strait NH4']=(np.sum(transps['har']['ATNH4']))*24*3600*1e-12\n", "sums['Haro Strait DIN']=(np.sum(transps['har']['ATNO3'])+np.sum(transps['har']['ATNH4']))*24*3600*1e-12\n", "sums['Haro Strait PON']=(np.sum(transps['har']['ATPON']))*24*3600*1e-12\n", "sums['Haro Strait DON']=(np.sum(transps['har']['ATDON']))*24*3600*1e-12\n", "sums['Haro Strait Living']=(np.sum(transps['har']['ATLIV']))*24*3600*1e-12" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deep Haro Strait NO3: 57.776943513599996\n", "Deep Haro Strait NH4: 3.1661169408\n", "Deep Haro Strait DIN: 60.9430597632\n", "Deep Haro Strait PON: 0.9571352256\n", "Deep Haro Strait DON: 1.0336510656\n", "Deep Haro Strait Living: 1.7824650048\n" ] } ], "source": [ "# Deep Haro:\n", "print('Deep Haro Strait NO3:',(np.sum(transps['HaroDeep50']['ATNO3']))*24*3600*1e-12)\n", "print('Deep Haro Strait NH4:',(np.sum(transps['HaroDeep50']['ATNH4']))*24*3600*1e-12)\n", "print('Deep Haro Strait DIN:',(np.sum(transps['HaroDeep50']['ATNO3'])+np.sum(transps['HaroDeep50']['ATNH4']))*24*3600*1e-12)\n", "print('Deep Haro Strait PON:',(np.sum(transps['HaroDeep50']['ATPON']))*24*3600*1e-12)\n", "print('Deep Haro Strait DON:',(np.sum(transps['HaroDeep50']['ATDON']))*24*3600*1e-12)\n", "print('Deep Haro Strait Living:',(np.sum(transps['HaroDeep50']['ATLIV']))*24*3600*1e-12)\n", "sums['Deep Haro Strait NO3']=(np.sum(transps['HaroDeep50']['ATNO3']))*24*3600*1e-12\n", "sums['Deep Haro Strait NH4']=(np.sum(transps['HaroDeep50']['ATNH4']))*24*3600*1e-12\n", "sums['Deep Haro Strait DIN']=(np.sum(transps['HaroDeep50']['ATNO3'])+np.sum(transps['har']['ATNH4']))*24*3600*1e-12\n", "sums['Deep Haro Strait PON']=(np.sum(transps['HaroDeep50']['ATPON']))*24*3600*1e-12\n", "sums['Deep Haro Strait DON']=(np.sum(transps['HaroDeep50']['ATDON']))*24*3600*1e-12\n", "sums['Deep Haro Strait Living']=(np.sum(transps['HaroDeep50']['ATLIV']))*24*3600*1e-12" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Southern NO3: 9.3085175808\n", "Southern NH4: -1.1331983808\n", "Southern DIN: 8.1753186816\n", "Southern PON: -0.2766181104\n", "Southern DON: -2.0263514688\n", "Southern Living: -3.122769024\n" ] } ], "source": [ "# Southern Passages:\n", "print('Southern NO3:',(np.sum(transps['har']['ATNO3'])+np.sum(transps['sjc']['ATNO3'])+np.sum(transps['ros']['ATNO3']))*24*3600*1e-12)\n", "print('Southern NH4:',(np.sum(transps['har']['ATNH4'])+np.sum(transps['sjc']['ATNH4'])+np.sum(transps['ros']['ATNH4']))*24*3600*1e-12)\n", "print('Southern DIN:',(np.sum(transps['har']['ATNO3'])+np.sum(transps['sjc']['ATNO3'])+np.sum(transps['ros']['ATNO3'])+\\\n", " np.sum(transps['har']['ATNH4'])+np.sum(transps['sjc']['ATNH4'])+np.sum(transps['ros']['ATNH4']))*24*3600*1e-12)\n", "print('Southern PON:',(np.sum(transps['har']['ATPON'])+np.sum(transps['sjc']['ATPON'])+np.sum(transps['ros']['ATPON']))*24*3600*1e-12)\n", "print('Southern DON:',(np.sum(transps['har']['ATDON'])+np.sum(transps['sjc']['ATDON'])+np.sum(transps['ros']['ATDON']))*24*3600*1e-12)\n", "print('Southern Living:',(np.sum(transps['har']['ATLIV'])+np.sum(transps['sjc']['ATLIV'])+np.sum(transps['ros']['ATLIV']))*24*3600*1e-12)\n", "sums['Southern NO3']=(np.sum(transps['har']['ATNO3'])+np.sum(transps['sjc']['ATNO3'])+np.sum(transps['ros']['ATNO3']))*24*3600*1e-12\n", "sums['Southern NH4']=(np.sum(transps['har']['ATNH4'])+np.sum(transps['sjc']['ATNH4'])+np.sum(transps['ros']['ATNH4']))*24*3600*1e-12\n", "sums['Southern DIN']=(np.sum(transps['har']['ATNO3'])+np.sum(transps['sjc']['ATNO3'])+np.sum(transps['ros']['ATNO3'])+\\\n", " np.sum(transps['har']['ATNH4'])+np.sum(transps['sjc']['ATNH4'])+np.sum(transps['ros']['ATNH4']))*24*3600*1e-12\n", "sums['Southern PON']=(np.sum(transps['har']['ATPON'])+np.sum(transps['sjc']['ATPON'])+np.sum(transps['ros']['ATPON']))*24*3600*1e-12\n", "sums['Southern DON']=(np.sum(transps['har']['ATDON'])+np.sum(transps['sjc']['ATDON'])+np.sum(transps['ros']['ATDON']))*24*3600*1e-12\n", "sums['Southern Living']=(np.sum(transps['har']['ATLIV'])+np.sum(transps['sjc']['ATLIV'])+np.sum(transps['ros']['ATLIV']))*24*3600*1e-12" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Northern NO3: 1.3222417536\n", "Northern NH4: 0.4049241408\n", "Northern DIN: 1.7271658944\n", "Northern PON: 0.1611352872\n", "Northern DON: 0.20055438\n", "Northern Living: 0.45836547839999997\n" ] } ], "source": [ "# Northern Passages:\n", "print('Northern NO3:',(np.sum(transps['dis']['ATNO3'])+np.sum(transps['mal']['ATNO3'])+np.sum(transps['sut']['ATNO3']))*24*3600*1e-12)\n", "print('Northern NH4:',(np.sum(transps['dis']['ATNH4'])+np.sum(transps['mal']['ATNH4'])+np.sum(transps['sut']['ATNH4']))*24*3600*1e-12)\n", "print('Northern DIN:',(np.sum(transps['dis']['ATNO3'])+np.sum(transps['mal']['ATNO3'])+np.sum(transps['sut']['ATNO3'])+\\\n", " np.sum(transps['dis']['ATNH4'])+np.sum(transps['mal']['ATNH4'])+np.sum(transps['sut']['ATNH4']))*24*3600*1e-12)\n", "print('Northern PON:',(np.sum(transps['dis']['ATPON'])+np.sum(transps['mal']['ATPON'])+np.sum(transps['sut']['ATPON']))*24*3600*1e-12)\n", "print('Northern DON:',(np.sum(transps['dis']['ATDON'])+np.sum(transps['mal']['ATDON'])+np.sum(transps['sut']['ATDON']))*24*3600*1e-12)\n", "print('Northern Living:',(np.sum(transps['dis']['ATLIV'])+np.sum(transps['mal']['ATLIV'])+np.sum(transps['sut']['ATLIV']))*24*3600*1e-12)\n", "sums['Northern NO3']=(np.sum(transps['dis']['ATNO3'])+np.sum(transps['mal']['ATNO3'])+np.sum(transps['sut']['ATNO3']))*24*3600*1e-12\n", "sums['Northern NH4']=(np.sum(transps['dis']['ATNH4'])+np.sum(transps['mal']['ATNH4'])+np.sum(transps['sut']['ATNH4']))*24*3600*1e-12\n", "sums['Northern DIN']=(np.sum(transps['dis']['ATNO3'])+np.sum(transps['mal']['ATNO3'])+np.sum(transps['sut']['ATNO3'])+\\\n", " np.sum(transps['dis']['ATNH4'])+np.sum(transps['mal']['ATNH4'])+np.sum(transps['sut']['ATNH4']))*24*3600*1e-12\n", "sums['Northern PON']=(np.sum(transps['dis']['ATPON'])+np.sum(transps['mal']['ATPON'])+np.sum(transps['sut']['ATPON']))*24*3600*1e-12\n", "sums['Northern DON']=(np.sum(transps['dis']['ATDON'])+np.sum(transps['mal']['ATDON'])+np.sum(transps['sut']['ATDON']))*24*3600*1e-12\n", "sums['Northern Living']=(np.sum(transps['dis']['ATLIV'])+np.sum(transps['mal']['ATLIV'])+np.sum(transps['sut']['ATLIV']))*24*3600*1e-12" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NO3-based Primary Production: \n", " -29.525461366579197\n", "NH4-based Primary Production: \n", " -19.950646271846402\n", "Nitrification:\n", " 17.9070598029312\n", "PON&DON->NH4:\n", " -35.4477772357632\n", "To Refractory N:\n", " -0.00014582117033085936\n" ] } ], "source": [ "# bio fluxes\n", "print('NO3-based Primary Production: \\n',np.sum(prdNO3Sum)*24*3600*1e-12*1.111)\n", "print('NH4-based Primary Production: \\n',np.sum(prdNH4Sum)*24*3600*1e-12*1.111)\n", "print('Nitrification:\\n',np.sum(nitrSum)*24*3600*1e-12*1.111)\n", "print('PON&DON->NH4:\\n',np.sum(remONSum)*24*3600*1e-12*1.111)\n", "print('To Refractory N:\\n',np.sum(refrNSum)*24*3600*1e-12*1.111)\n", "sums['NO3-based Primary Production']=np.sum(prdNO3Sum)*24*3600*1e-12*1.111\n", "sums['NH4-based Primary Production']=np.sum(prdNH4Sum)*24*3600*1e-12*1.111\n", "sums['Nitrification']=np.sum(nitrSum)*24*3600*1e-12*1.111\n", "sums['PON&DON->NH4']=np.sum(remONSum)*24*3600*1e-12*1.111\n", "sums['To Refractory N']=np.sum(refrNSum)*24*3600*1e-12*1.111" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bottom flux diatoms: \n", " -0.08593979204279813\n", "Bottom flux PON: \n", " -6.451666514111936\n" ] } ], "source": [ "# bottom flux\n", "print('Bottom flux diatoms: \\n',np.sum(BFXDIATSum)*24*3600*1e-12*1.111)\n", "print('Bottom flux PON: \\n',np.sum(BFXPONSum)*24*3600*1e-12*1.111)\n", "sums['Bottom flux diatoms']=np.sum(BFXDIATSum)*24*3600*1e-12*1.111\n", "sums['Bottom flux PON']=np.sum(BFXPONSum)*24*3600*1e-12*1.111" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "rad correction:\n", " NO3: \n", " 6.4492505859375e-05\n", " NH4: \n", " 2.112146026611328e-06\n", " DON: \n", " 5.736459814453125e-06\n", " PON: \n", " 0.0\n", " Living: \n", " 1.463045625e-05\n" ] } ], "source": [ "# RAD\n", "print('rad correction:')\n", "print(' NO3: \\n',(np.sum(rdnNO3Sum)+np.sum(rdbNO3Sum))*24*3600*1e-12)\n", "print(' NH4: \\n',(np.sum(rdnNH4Sum)+np.sum(rdbNH4Sum))*24*3600*1e-12)\n", "print(' DON: \\n',(np.sum(rdnDONSum)+np.sum(rdbDONSum))*24*3600*1e-12)\n", "print(' PON: \\n',(np.sum(rdnPONSum)+np.sum(rdbPONSum))*24*3600*1e-12)\n", "print(' Living: \\n',(np.sum(rdnLIVSum)+np.sum(rdbLIVSum))*24*3600*1e-12)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "pickle.dump(sums, open( \"sums2015.pkl\", \"wb\" ) )" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.900000090000009" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1/1.111111" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-49.4761076384256" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "-29.525461366579197-19.950646271846402" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-49.5267499008" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "-29.54990592-19.9768439808" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.10235700581883395" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(-49.4761076384256+49.5267499008)/-49.4761076384256*100" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.10225234338176878" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(-49.4761076384256+49.5267499008)/49.5267499008*100" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.1608796652596439" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(17.9070598029312-17.9358686208)/17.9070598029312*100\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.14231240706936804" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(-35.4982238208+35.4477772357632)/35.4477772357632*100" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.3604646365758612" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(1.3222417536+9.3085175808-9.3747760128-1.2943034495999999)/(9.3085175808+1.3222417536)*100" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.35916995589963785" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(1.3222417536+9.3085175808-9.3747760128-1.2943034495999999)/(9.3747760128+1.2943034495999999)*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 }