{ "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/shortTest1812/'" ] }, { "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', 'PHYSTRNO3', 'NO3RAD', 'SMS_NO3', 'RIV_NO3', 'RIV_NH4', 'REM_NO3', 'REM_PON', 'REM_DON', 'PRD_NO3', 'PRD_NH4', 'REFRN'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fP.variables.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['nav_lat_grid_T', 'nav_lon_grid_T', 'bounds_nav_lon_grid_T', 'bounds_nav_lat_grid_T', 'area_grid_T', 'deptht', 'deptht_bounds', 'nav_lat_grid_W', 'nav_lon_grid_W', 'bounds_nav_lon_grid_W', 'bounds_nav_lat_grid_W', 'area_grid_W', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'ATF_NO3', 'ATF_NH4', 'ATF_DON', 'ATF_PON', 'ATF_LIV', 'BFX_PON', 'BFX_DIAT'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fD.variables.keys()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "float32 BFX_PON(time_counter, y_grid_W, x_grid_W)\n", " long_name: Bottom Sinking flux\n", " units: mmol s-1\n", " online_operation: average\n", " interval_operation: 40 s\n", " interval_write: 1 d\n", " cell_methods: time: mean (interval: 40 s)\n", " cell_measures: area: area_grid_W\n", " _FillValue: 1e+20\n", " missing_value: 1e+20\n", " coordinates: time_centered nav_lat_grid_W nav_lon_grid_W\n", "unlimited dimensions: time_counter\n", "current shape = (5, 898, 398)\n", "filling on" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fD.variables['BFX_PON']" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['BFX_PON']),np.max(fD.variables['BFX_PON'])" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['ATF_LIV']),np.max(fD.variables['ATF_LIV'])" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['ATF_PON']),np.max(fD.variables['ATF_NH4'])" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-3.0665686, 1e+20)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['ATF_NO3']),np.max(fD.variables['ATF_NO3'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['BFX_PON']),np.max(fD.variables['BFX_DIAT'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "<__array_function__ internals>:5: UserWarning: Warning: converting a masked element to nan.\n", "/home/eolson/anaconda3/envs/py38/lib/python3.8/site-packages/numpy/ma/core.py:722: UserWarning: Warning: converting a masked element to nan.\n", " data = np.array(a, copy=False, subok=subok)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fD.variables['BFX_PON'][4,:,:])" ] }, { "cell_type": "code", "execution_count": 11, "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": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fM.variables.keys()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-18.051245, 0.0)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(tmaskSOG*fM.variables['MIZ_DIAT']),np.max(tmaskSOG*fM.variables['MIZ_DIAT'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fM.variables['MIZ_DIAT'][4,0,:,:])" ] }, { "cell_type": "code", "execution_count": 14, "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*fD.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", "smsSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['SMS_NO3'][:,:,:,:],3),2),1)\n", "nitrSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['REM_NO3'][:,:,:,:],3),2),1)\n", "PPSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['PRD_NO3'][:,:,:,:],3),2),1)\n", "PPSumNH=np.sum(np.sum(np.sum(tmaskSOG*(fP.variables['PRD_NH4'][:,:,:,:]),3),2),1)\n", "rivSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['RIV_NO3'][:,:,:,:],3),2),1)\n", "physSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['PHYSTRNO3'][:,:,:,:],3),2),1)\n", "refrSum=np.sum(np.sum(np.sum(tmaskSOG*fP.variables['REFRN'][:,:,:,:],3),2),1)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(606.4505, 636.7251)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(rivSum),np.max(rivSum)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ ", initial=, where=)>" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-8.153931, -6.6515636)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(refrSum),np.max(refrSum)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.059010472, 0.0)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(radSum),np.min(radSum)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-78895.67, -133606.23)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(afiltSum),np.min(afiltSum)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[-1473524.25, -1839533.0, -1936257.125, -1770761.125,\n", " -1434424.0],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PPSum" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "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),allSum,'g--',label='all')\n", "ax[0].plot(range(0,5),radSum,'r--',label='all')\n", "ax[0].plot(range(0,5),PPSumNH,'c--',label='all')\n", "ax[0].plot(range(0,5),refrSum,'y--',label='all')\n", "#ax[0].plot(range(0,5),afiltSum,'b--',label='afilt')\n", "ax[0].legend()\n", "ax[1].plot(range(0,5),physSum,'k--',label='phys')\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),smsSum,'b--',label='sms')\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].plot(range(0,5),rivSum,'c--',label='riv')\n", "ax[2].legend()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-24293.174 25672.338\n", "-- --\n", "-- --\n" ] } ], "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)\n", " print(np.min(f.variables['ATX_NO3'][:,:,:,0]),np.max(f.variables['ATX_NO3'][:,:,:,0]))\n", " print(np.min(f.variables['ATX_NH4'][:,:,:,0]),np.max(f.variables['ATX_NH4'][:,:,:,0]))\n", " print(np.min(f.variables['ATX_LIV'][:,:,:,0]),np.max(f.variables['ATX_LIV'][:,:,:,0]))" ] }, { "cell_type": "code", "execution_count": 24, "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": 25, "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": 26, "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": 27, "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['ATY_NO3'][:,:,0,:],2),1)\n", " sutVD=np.sum(np.sum(f.variables['DTY_NO3'][:,:,0,:],2),1)" ] }, { "cell_type": "code", "execution_count": 28, "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": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(16,6))\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+rivSum,'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": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1445421.1, 471.7424, 606.4505, 1445892.9, 1446499.4, 1493579.0)" ] }, "execution_count": 30, "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": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[-47079.625, -49406.15625, -49654.5546875,\n", " -50259.703125, -50446.30078125],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## phys difference\n", "adv+dif+rivSum-physSum" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "fk=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_layer6m_W_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'layer6m_W', 'layer6m_W_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'VMIXNO3', 'VMIXNH4', 'VMIXPON', 'VMIXDON', 'VMIXLIV', 'ATZ_NO3', 'ATZ_NH4', 'ATZ_PON', 'ATZ_DON', 'ATZ_LIV'])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fk.variables.keys()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "float32 VMIXNO3(time_counter, layer6m_W, y, x)\n", " long_name: upward flux due to vert mixing with horiz comp\n", " units: mmol N/m2/s\n", " online_operation: average\n", " interval_operation: 40 s\n", " interval_write: 1 d\n", " cell_methods: time: mean (interval: 40 s)\n", " cell_measures: area: area\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 = (5, 1, 898, 398)\n", "filling on" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fk.variables['VMIXNO3']" ] }, { "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fk.variables['ATZ_NO3'][4,0,:,:])" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGrRu5Z7kQJKrSeaTHFuvzyNJetS6lHuSDcB/BD4O7AU+mWTvenwuSdKj1uuR+z5gvqq+XVV/CpwCDq7T55IkPWTF91BdpR3Azb7jBeBv9k9IcgQ40h3eS/L6OmVZS88Dvz/qEEN4VnLCs5PVnGvLnGvjry51w3qVewaM1VsOqk4CJwGSzFXV1DplWTPmXHvPSlZzri1zrr/1uiyzAOzqO94J3FqnzyVJesh6lfvvAJNJ9iR5GzANnF2nzyVJesi6XJapqvtJfgL4H8AG4HNVdXmZU06uR451YM6196xkNefaMuc6S1WtPEuS9EzxGaqS1CDLXZIaNPJyH+eXKUjynSTfSHIpyVw3tiXJuSTXuu3mEeT6XJK7/c8NWC5XkuPd+l5Nsn/EOX82ye91a3opySfGIOeuJL+R5EqSy0k+1Y2P1Zouk3Os1jTJ25NcSPJal/PnuvFxW8+lco7Veq5aVY3sg94vW78FvA94G/AasHeUmR7K9x3g+YfG/g1wrNs/Bvz8CHJ9FPgQ8PpKuei9/MNrwCZgT7feG0aY82eBnxowd5Q5twMf6vbfA/yvLs9YrekyOcdqTek9z+Xd3f5zwKvAh8dwPZfKOVbrudqPUT9yfxZfpuAgMNvtzwKHnnaAqvot4A8fGl4q10HgVFXdq6rrwDy9dR9VzqWMMuftqvpqt/9HwBV6z7IeqzVdJudSRpWzquqPu8Pnuo9i/NZzqZxLGdm/0dUYdbkPepmC5f6xPm0FfCXJxe7lEgC2VdVt6H2zAVtHlu6tlso1jmv8E0m+3l22efNH87HImWQ38EF6j+LGdk0fygljtqZJNiS5BNwFzlXVWK7nEjlhzNZzNUZd7iu+TMGIfaSqPkTv1S2PJvnoqAOtwrit8S8CPwi8CNwG/l03PvKcSd4N/Arw6ar63nJTB4w9tawDco7dmlbVg6p6kd6z0/clef8y08ct59it52qMutzH+mUKqupWt70LfJnej2B3kmwH6LZ3R5fwLZbKNVZrXFV3um+oPwf+E3/5Y+1IcyZ5jl5hfr6qvtQNj92aDso5rmvaZfsu8JvAAcZwPd/Un3Oc1/NxjLrcx/ZlCpK8K8l73twHfgR4nV6+mW7aDHBmNAkfsVSus8B0kk1J9gCTwIUR5AP+4pv6Tf+I3prCCHMmCfBZ4EpV/ULfTWO1pkvlHLc1TTKR5L3d/juAjwHfZPzWc2DOcVvPVRv1b3SBT9D7rf+3gJ8ZdZ6+XO+j95vx14DLb2YDfgA4D1zrtltGkO0L9H5c/DN6jyYOL5cL+Jlufa8CHx9xzv8KfAP4Or1vlu1jkPPv0Pvx+uvApe7jE+O2psvkHKs1BX4Y+FqX53XgX3Xj47aeS+Ucq/Vc7YcvPyBJDRr1ZRlJ0jqw3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KD/h/JGI5ex/BaTgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.pcolormesh(fk.variables['ATZ_PON'][4,0,:,:])" ] }, { "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": 42, "metadata": {}, "outputs": [], "source": [ "fk2=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_layer6m_W_2_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['nav_lat', 'nav_lon', 'bounds_nav_lon', 'bounds_nav_lat', 'area', 'layer6m_W', 'layer6m_W_bounds', 'time_centered', 'time_centered_bounds', 'time_counter', 'time_counter_bounds', 'WLDFNO3', 'WLDFNH4', 'WLDFPON', 'WLDFDON', 'WLDFLIV', 'BSZ_DIAT', 'BSZ_PON', 'VMIXNO3H'])" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fk2.variables.keys()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fk2.variables['WLDFNH4']),np.max(fk2.variables['WLDFNH4'])" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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