{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import dask\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "import os\n", "from os.path import isfile\n", "import datetime as dt\n", "from salishsea_tools import evaltools as et, viz_tools\n", "import glob\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "meshPath='/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc'\n", "maskName='tmask'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "j0=230;j1=470;i0=0;i1=200;" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with nc.Dataset(meshPath) as mesh:\n", " tmask=np.copy(mesh.variables['tmask'][:,:,j0:j1,i0:i1])\n", " e3t=np.copy(mesh.variables['e3t_0'][:,:,j0:j1,i0:i1])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "first file starts on 2015-05-31 00:00:00\n" ] } ], "source": [ "flistmuZ=et.index_model_files(dt.datetime(2015,6,1),dt.datetime(2015,9,1),\n", " '/data/eolson/results/MEOPAR/SS36runs/CedarRuns/testmuZ/',\n", " 'long',10,'ptrc_T',1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(Timestamp('2015-05-31 00:00:00'), Timestamp('2015-09-08 00:00:00'))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flistmuZ['t_0'][0],flistmuZ['t_n'][len(flistmuZ)-1]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "flistHC=et.index_model_files(flistmuZ['t_0'][0],flistmuZ['t_n'][len(flistmuZ)-1]-dt.timedelta(days=1),\n", " '/results/SalishSea/hindcast.201905/',\n", " 'nowcast',1,'ptrc_T',1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0:27:24.660581\n" ] } ], "source": [ "t0=dt.datetime.now()\n", "sum1=np.empty((len(flistmuZ)*24*10,j1-j0,i1-i0))\n", "sum1uZ=np.empty((len(flistmuZ)*24*10,j1-j0,i1-i0))\n", "for ind,row in flistmuZ.iterrows():\n", " with nc.Dataset(row['paths']) as ds:\n", " diatomsmuZ=ds.variables['diatoms'][:,:,j0:j1,i0:i1]\n", " uZmuZ=ds.variables['microzooplankton'][:,:,j0:j1,i0:i1]\n", " sum1[(24*10*ind):(24*10*(ind+1)),:,:]=np.sum(tmask*e3t*diatomsmuZ,1)\n", " sum1uZ[(24*10*ind):(24*10*(ind+1)),:,:]=np.sum(tmask*e3t*uZmuZ,1)\n", "diatomsmuZInt=np.mean(sum1,0)\n", "uZmuZInt=np.mean(sum1uZ,0)\n", "t1=dt.datetime.now()\n", "print(t1-t0)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0:17:26.186007\n" ] } ], "source": [ "t0=dt.datetime.now()\n", "sum1=np.empty((len(flistmuZ)*24*10,j1-j0,i1-i0))\n", "sum1uZ=np.empty((len(flistmuZ)*24*10,j1-j0,i1-i0))\n", "for ind,row in flistHC.iterrows():\n", " with nc.Dataset(row['paths']) as ds:\n", " diatomsHC=ds.variables['diatoms'][:,:,j0:j1,i0:i1]\n", " uZHC=ds.variables['microzooplankton'][:,:,j0:j1,i0:i1]\n", " sum1[(24*1*ind):(24*1*(ind+1)),:,:]=np.sum(tmask*e3t*diatomsHC,1)\n", " sum1uZ[(24*1*ind):(24*1*(ind+1)),:,:]=np.sum(tmask*e3t*uZHC,1)\n", "diatomsHCInt=np.mean(sum1,0)\n", "uZHCInt=np.mean(sum1uZ,0)\n", "t1=dt.datetime.now()\n", "print(t1-t0)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0:00:00.420806\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t0=dt.datetime.now()\n", "fig,ax=plt.subplots(1,3,figsize=(15,4))\n", "m0=ax[0].pcolormesh(diatomsmuZInt)\n", "plt.colorbar(m0,ax=ax[0])\n", "ax[0].set_title('muZ Diatoms')\n", "m1=ax[1].pcolormesh(diatomsHCInt)\n", "plt.colorbar(m1,ax=ax[1])\n", "ax[1].set_title('HC Diatoms')\n", "m2=ax[2].pcolormesh(diatomsmuZInt-diatomsHCInt)\n", "plt.colorbar(m2,ax=ax[2])\n", "ax[2].set_title('Diff')\n", "t1=dt.datetime.now()\n", "print(t1-t0)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0:00:00.065197\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "t0=dt.datetime.now()\n", "fig,ax=plt.subplots(1,3,figsize=(15,4))\n", "m0=ax[0].pcolormesh(uZmuZInt)\n", "plt.colorbar(m0,ax=ax[0])\n", "ax[0].set_title('muZ microZ')\n", "m1=ax[1].pcolormesh(uZHCInt)\n", "plt.colorbar(m1,ax=ax[1])\n", "ax[1].set_title('HC microZ')\n", "m2=ax[2].pcolormesh(uZmuZInt-uZHCInt)\n", "plt.colorbar(m2,ax=ax[2])\n", "ax[2].set_title('Diff')\n", "t1=dt.datetime.now()\n", "print(t1-t0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda env:py37]", "language": "python", "name": "conda-env-py37-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }