{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import netCDF4 as nc\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "import glob\n", "import pickle\n", "from salishsea_tools import evaltools as et\n", "import datetime as dt\n", "import os\n", "import re\n", "import cmocean\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "with nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc') as mesh:\n", " tmask=mesh.variables['tmask'][0,:,:,:]\n", " e1t=np.expand_dims(mesh.variables['e1t'][:,:,:],1)\n", " e2t=np.expand_dims(mesh.variables['e2t'][:,:,:],1)\n", "SOGtmaskPath='/ocean/eolson/MEOPAR/northernNO3PaperCalcs/save/SOGtmask.pkl'\n", "(tmaskSOG,_,_,_,_)=pickle.load(open(SOGtmaskPath,'rb'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "idir0='/data/eolson/results/MEOPAR/SS36runs/GrahamRuns/tvdTest/'\n", "idir1='/data/eolson/results/MEOPAR/SS36runs/GrahamRuns/tvdTestVarShape/'\n", "ts=dt.datetime(2015,4,1)\n", "te=dt.datetime(2015,4,2)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "fVlist0=et.index_model_files_flex(idir0,'ptrc_T','1d','long',ts,te)\n", "fVlist1=et.index_model_files_flex(idir1,'ptrc_T','1d','long',ts,te)" ] }, { "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(12,5))\n", "with nc.Dataset(fVlist0.paths[0]) as ff0:\n", " with nc.Dataset(fVlist1.paths[0]) as ff1:\n", " m0=ax[0].pcolormesh(ff0.variables['diatoms'][1,0,:,:])\n", " m1=ax[1].pcolormesh(ff1.variables['diatoms'][1,0,:,:])\n", " m2=ax[2].pcolormesh(ff1.variables['diatoms'][1,0,:,:]-ff0.variables['diatoms'][1,0,:,:])\n", "fig.colorbar(m2)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0\n" ] } ], "source": [ "with nc.Dataset(fVlist0.paths[0]) as ff0:\n", " with nc.Dataset(fVlist1.paths[0]) as ff1:\n", " print(np.max(np.abs(ff1.variables['diatoms'][:,:,:,:]-ff0.variables['diatoms'][:2,:,:,:])))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python (py38)", "language": "python", "name": "py38" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.1" } }, "nbformat": 4, "nbformat_minor": 2 }