{ "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_b/'" ] }, { "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', 'SMS_DON'])" ] }, "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": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['ATF_LIV']),np.max(fD.variables['ATF_LIV'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['ATF_PON']),np.max(fD.variables['ATF_NH4'])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-3.0665686, 1e+20)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['ATF_NO3']),np.max(fD.variables['ATF_NO3'])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fD.variables['BFX_PON']),np.max(fD.variables['BFX_DIAT'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "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": 14, "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": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fM.variables.keys()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-18.051245, 0.0)" ] }, "execution_count": 15, "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": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "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": 17, "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": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(48516.04, 50938.008)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(rivSum),np.max(rivSum)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ ", initial=, where=)>" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-8.153931, -6.6515636)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(refrSum),np.max(refrSum)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.059010472, 0.0)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(radSum),np.min(radSum)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-78895.67, -133606.23)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.max(afiltSum),np.min(afiltSum)" ] }, { "cell_type": "code", "execution_count": 23, "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": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PPSum" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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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),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": 25, "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": 26, "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": 27, "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": 28, "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": 29, "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": 30, "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": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "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=(16,6))\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": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1445421.1, 471.7424, 48516.04, 1445892.9, 1494408.9, 1493579.0)" ] }, "execution_count": 32, "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": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data=[829.875, -321.109375, 162.30078125, 41.578125,\n", " -281.76953125],\n", " mask=[False, False, False, False, False],\n", " fill_value=1e+20,\n", " dtype=float32)" ] }, "execution_count": 33, "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": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "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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\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": 39, "metadata": {}, "outputs": [], "source": [ "fk2=nc.Dataset(idir+'SalishSea_1d_20150501_20150505_layer6m_W_2_20150501-20150505.nc')" ] }, { "cell_type": "code", "execution_count": 40, "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": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fk2.variables.keys()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1e+20, 1e+20)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(fk2.variables['WLDFNH4']),np.max(fk2.variables['WLDFNH4'])" ] }, { "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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