{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## DFO Nutrient Comparison\n", "### spring2015_KhT: Temperature Dep Experiment" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sqlalchemy\n", "from sqlalchemy import (create_engine, Column, String, Integer, Float, MetaData, \n", " Table, type_coerce, ForeignKey, case)\n", "from sqlalchemy.orm import mapper, create_session, relationship, aliased, Session\n", "from sqlalchemy.ext.declarative import declarative_base\n", "from sqlalchemy import case\n", "import numpy as np\n", "from sqlalchemy.ext.automap import automap_base\n", "import matplotlib.pyplot as plt\n", "import sqlalchemy.types as types\n", "from sqlalchemy.sql import and_, or_, not_, func\n", "from sqlalchemy.sql import select\n", "import os\n", "from os.path import isfile\n", "import pandas as pd\n", "import netCDF4 as nc\n", "import datetime as dt\n", "import glob\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "t0=dt.datetime(2015,3,8)\n", "datestr=t0.strftime('%Y%m%d')+'-'+(t0+dt.timedelta(days=9)).strftime('%Y%m%d')\n", "PATH= '/data/eolson/MEOPAR/SS36runs/OrcinusRuns/spring2015_SMELTBKhTOrc/'\n", "f0=nc.Dataset(glob.glob(PATH + 'SalishSea*1h*ptrc_T*' + datestr +'.nc')[0])\n", "PATH1= '/data/eolson/MEOPAR/SS36runs/CedarRuns/spring2015_KhT/'\n", "f1=nc.Dataset(glob.glob(PATH1 + 'SalishSea*1h*ptrc_T*' + datestr +'.nc')[0])\n", "mesh=nc.Dataset('/ocean/eolson/MEOPAR/NEMO-forcing/grid/mesh_mask201702_noLPE.nc')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2kAAAFwCAYAAAAizjPcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(15,6))\n", "tmask=mesh.variables['tmask'][0,:,:,:]\n", "mask1=tmask[:-1,:,:]-tmask[1:,:,:]\n", "var=np.sum(mask1*f0.variables['biogenic_silicon'][12,:-1,:,:],0)\n", "var1=np.sum(mask1*f1.variables['biogenic_silicon'][12,:-1,:,:],0)\n", "mesh0=ax[0].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var),vmin=0,vmax=80)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var1),vmin=0,vmax=80)\n", "fig.colorbar(mesh1,ax=ax[1])\n", "mesh2=ax[2].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var-var1),cmap=plt.get_cmap('seismic'),\n", " vmin=-5,vmax=5)\n", "fig.colorbar(mesh2,ax=ax[2])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwgAAAIXCAYAAAA48nntAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTbCDIEmSJGmCHQRJkiRJE/5/Uvw1NZDR2JsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(3,1,figsize=(15,9))\n", "mesh0=ax[0].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " f0.variables['biogenic_silicon'][0,:,450,200:370]),vmin=-0,vmax=5)\n", "ax[0].set_ylim(450,0)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " f1.variables['biogenic_silicon'][0,:,450,200:370]),vmin=-0,vmax=5)\n", "ax[1].set_ylim(450,0)\n", "fig.colorbar(mesh1,ax=ax[1])\n", "mesh2=ax[2].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " f0.variables['silicon'][0,:,450,200:370]-f1.variables['biogenic_silicon'][0,:,450,200:370]),cmap=plt.get_cmap('seismic'),\n", " vmin=-5,vmax=5)\n", "ax[2].set_ylim(450,0)\n", "fig.colorbar(mesh2,ax=ax[2])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwgAAAIXCAYAAAA48nntAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(3,1,figsize=(15,9))\n", "yind=200\n", "mesh0=ax[0].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,yind,200:370]==0,\n", " f0.variables['biogenic_silicon'][0,:,yind,200:370]),vmin=0,vmax=5)\n", "ax[0].set_ylim(450,0)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,yind,200:370]==0,\n", " f1.variables['biogenic_silicon'][0,:,yind,200:370]),vmin=0,vmax=5)\n", "ax[1].set_ylim(450,0)\n", "fig.colorbar(mesh1,ax=ax[1])\n", "mesh2=ax[2].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,yind,200:370]==0,\n", " f0.variables['biogenic_silicon'][0,:,yind,200:370]-f1.variables['biogenic_silicon'][0,:,yind,200:370]),cmap=plt.get_cmap('seismic'),\n", " vmin=-5,vmax=5)\n", "ax[2].set_ylim(150,0)\n", "fig.colorbar(mesh2,ax=ax[2])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "24*3600/2160" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ ".05/40*24*3600" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "100/(24*3600)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "t1=dt.datetime(2015,2,5)\n", "datestr=t0.strftime('%Y%m%d')+'-'+(t0+dt.timedelta(days=9)).strftime('%Y%m%d')\n", "PATH= '/data/eolson/MEOPAR/SS36runs/OrcinusRuns/spring2015_SMELTBKhTOrc/'\n", "f01=nc.Dataset(glob.glob(PATH + 'SalishSea*1h*ptrc_T*' + datestr +'.nc')[0])\n", "PATH1= '/data/eolson/MEOPAR/SS36runs/CedarRuns/spring2015_KhT/'\n", "f11=nc.Dataset(glob.glob(PATH1 + 'SalishSea*1h*ptrc_T*' + datestr +'.nc')[0])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2kAAAFwCAYAAAAizjPcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nw6xZkj1eAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(1,3,figsize=(15,6))\n", "tmask=mesh.variables['tmask'][0,:,:,:]\n", "mask1=tmask[0:-1,:,:]-tmask[1:,:,:]\n", "var=np.sum(mask1*f01.variables['biogenic_silicon'][0,:-1,:,:],0)\n", "var1=np.sum(mask1*f11.variables['biogenic_silicon'][0,:-1,:,:],0)\n", "mesh0=ax[0].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var),vmin=0,vmax=10)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var1),vmin=0,vmax=10)\n", "fig.colorbar(mesh1,ax=ax[1])\n", "mesh2=ax[2].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var-var1),cmap=plt.get_cmap('seismic'),\n", " vmin=-5,vmax=5)\n", "fig.colorbar(mesh2,ax=ax[2])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/eolson/anaconda3/lib/python3.5/site-packages/numpy/ma/core.py:1006: RuntimeWarning: overflow encountered in multiply\n", " result = self.f(da, db, *args, **kwargs)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA28AAAFwCAYAAAAv0EObAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f11T=nc.Dataset(glob.glob(PATH1 + 'SalishSea*1h*grid_T*' + datestr +'.nc')[0])\n", "fig,ax=plt.subplots(1,3,figsize=(15,6))\n", "tmask=mesh.variables['tmask'][0,:,:,:]\n", "var=np.sum(f01.variables['biogenic_silicon'][-1,:,:,:]*f01.variables['e3t'][-1,:,:,:],0)\n", "var1=np.sum(f11.variables['biogenic_silicon'][-1,:,:,:]*f11T.variables['e3t'][-1,:,:,:],0)\n", "mesh0=ax[0].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var),vmin=0,vmax=500)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var1),vmin=0,vmax=500)\n", "fig.colorbar(mesh1,ax=ax[1])\n", "mesh2=ax[2].pcolormesh(np.ma.masked_where(mesh.variables['tmask'][0,0,:,:]==0,var-var1),cmap=plt.get_cmap('seismic'),\n", " vmin=-50,vmax=50)\n", "fig.colorbar(mesh2,ax=ax[2])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tf=nc.Dataset('/data/eolson/MEOPAR/SS36runs/OrcinusRuns/spring2015_SMELTBFastSink/SalishSea_1h_20150206_20150506_ptrc_T_20150206-20150215.nc')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3IAAAIXCAYAAADZmWy8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSpJYxkZMkSZKkljGRkyRJkqSW+f8BzDWG6Q7CP1QAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(3,1,figsize=(15,9))\n", "yind=200\n", "mesh0=ax[0].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,yind,200:370]==0,\n", " tf.variables['biogenic_silicon'][0,:,yind,200:370]))\n", "ax[0].set_ylim(450,0)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " tf.variables['biogenic_silicon'][0,:,450,200:370]))\n", "ax[1].set_ylim(450,0)\n", "fig.colorbar(mesh1,ax=ax[1])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3IAAAIXCAYAAADZmWy8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkJMkSZKklvn/wquXyuk0duYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(3,1,figsize=(15,9))\n", "yind=200\n", "mesh0=ax[0].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,yind,200:370]==0,\n", " tf.variables['biogenic_silicon'][-1,:,yind,200:370]))\n", "ax[0].set_ylim(450,0)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " tf.variables['biogenic_silicon'][-1,:,450,200:370]),vmin=0,vmax=2)\n", "ax[1].set_ylim(450,0)\n", "fig.colorbar(mesh1,ax=ax[1])" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3IAAAIXCAYAAADZmWy8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJkjRh/n/3U44s8sVOLAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax=plt.subplots(3,1,figsize=(15,9))\n", "yind=200\n", "mesh0=ax[0].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,yind,200:370]==0,\n", " tf.variables['silicon'][-1,:,yind,200:370]))\n", "ax[0].set_ylim(450,0)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " tf.variables['silicon'][-1,:,450,200:370]))\n", "ax[1].set_ylim(450,0)\n", "fig.colorbar(mesh1,ax=ax[1])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAw4AAAIXCAYAAAA17AmqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tf2=nc.Dataset('/data/eolson/MEOPAR/SS36runs/OrcinusRuns/spring2015_SMELTB0Orc/SalishSea_1h_20150206_20150506_ptrc_T_20150206-20150215.nc')\n", "fig,ax=plt.subplots(3,1,figsize=(15,9))\n", "yind=200\n", "mesh0=ax[0].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,yind,200:370]==0,\n", " tf2.variables['silicon'][-1,:,yind,200:370]))\n", "ax[0].set_ylim(450,0)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " tf2.variables['silicon'][-1,:,450,200:370]))\n", "ax[1].set_ylim(450,0)\n", "fig.colorbar(mesh1,ax=ax[1])\n", "\n", "mesh2=ax[2].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " tf2.variables['silicon'][-1,:,450,200:370]-f11.variables['silicon'][-1,:,450,200:370]))\n", "ax[2].set_ylim(450,0)\n", "fig.colorbar(mesh2,ax=ax[2])" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAw4AAAIXCAYAAAA17AmqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIvr6C8oCKVrFEZScAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tf3=nc.Dataset('/data/eolson/MEOPAR/SS36runs/OrcinusRuns/spring2015_SMELTB0Orc/SalishSea_1h_20150206_20150506_ptrc_T_20150308-20150317.nc')\n", "fig,ax=plt.subplots(3,1,figsize=(15,9))\n", "yind=200\n", "mesh0=ax[0].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,yind,200:370]==0,\n", " tf2.variables['silicon'][-1,:,yind,200:370]))\n", "ax[0].set_ylim(450,0)\n", "fig.colorbar(mesh0,ax=ax[0])\n", "mesh1=ax[1].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " tf2.variables['silicon'][-1,:,450,200:370]))\n", "ax[1].set_ylim(450,0)\n", "fig.colorbar(mesh1,ax=ax[1])\n", "\n", "mesh2=ax[2].pcolormesh(np.arange(0,370-200),mesh.variables['gdept_1d'][0,:],np.ma.masked_where(tmask[:,450,200:370]==0,\n", " tf3.variables['silicon'][-1,:,450,200:370]-f1.variables['silicon'][-1,:,450,200:370]),\n", " vmin=-5,vmax=5,cmap=plt.get_cmap('seismic'))\n", "ax[2].set_ylim(450,0)\n", "fig.colorbar(mesh2,ax=ax[2])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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 }