{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "The temperature in the bottom of the Salish Sea for nowcast-green is much too cold. Can this impact the density and in turn the deep water renewal?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import netCDF4 as nc\n", "import datetime\n", "from dateutil import tz\n", "import os\n", "import pandas as pd\n", "\n", "from salishsea_tools import (\n", " geo_tools,\n", " places,\n", " psu_tools,\n", " teos_tools,\n", " data_tools,\n", " tidetools,\n", ")\n", "\n", "from nowcast import analyze\n", "from nowcast.figures import shared\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid_B=nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_downonegrid.nc')\n", "mesh_mask = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/mesh_mask_downbyone.nc')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "t_o=datetime.datetime(2016,2,7); t_f = datetime.datetime(2016,7,6)\n", "\n", "fnames = analyze.get_filenames(t_o, t_f, '1d', 'grid_T', '/results/SalishSea/nowcast-green/')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def get_onc_TS_time_series(station, t_o, t_f):\n", " \"\"\"Grab the ONC temperature and salinity time series for a station between dates\n", " t_o and t_f. Return results as separate temperature and salinty data frames.\"\"\"\n", " numdays = (t_f-t_o).days\n", " dates = [t_o + datetime.timedelta(days=num)\n", " for num in range(0, numdays+1)]\n", " sal_pd = pd.DataFrame({'time':[],\n", " 'data': []})\n", " temp_pd = pd.DataFrame({'time': [],\n", " 'data': []})\n", " station_code = places.PLACES[station]['ONC stationCode']\n", " for date in dates:\n", " onc_data = data_tools.get_onc_data(\n", " 'scalardata', 'getByStation', os.environ['ONC_USER_TOKEN'],\n", " station=station_code,\n", " deviceCategory='CTD', sensors='salinity,temperature',\n", " dateFrom=data_tools.onc_datetime(date, 'utc'))\n", " try:\n", " ctd_data=data_tools.onc_json_to_dataset(onc_data)\n", " #quality control\n", " qc_sal = np.array(ctd_data.salinity.qaqcFlag)\n", " qc_temp = np.array(ctd_data.temperature.qaqcFlag)\n", " #average \n", " sal_pd = sal_pd.append({'time': ctd_data.salinity.sampleTime.values[0],\n", " 'data': ctd_data.salinity.values[qc_sal==1].mean()}, \n", " ignore_index=True)\n", " temp_pd = temp_pd.append({'time': ctd_data.temperature.sampleTime.values[0],\n", " 'data': ctd_data.temperature.values[qc_temp==1].mean()}, \n", " ignore_index=True)\n", " except TypeError:\n", " print('No data for {} at {}'.format(date, station))\n", " return sal_pd, temp_pd" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def get_model_time_series(station, fnames, grid_B, mesh_mask, nemo_36=True):\n", " \"\"\"Retrieve the density, salinity and temperature time series at a station. \n", " Time series is created from files listed in fnames\"\"\"\n", " if nemo_36:\n", " depth_var='gdept_0'\n", " depth_var_w = 'gdepw_0'\n", " else:\n", " depth_var='gdept'\n", " depth_var_w = 'gdepw'\n", " \n", " #station info\n", " lon = places.PLACES[station]['lon lat'][0]\n", " lat = places.PLACES[station]['lon lat'][1]\n", " depth = places.PLACES[station]['depth']\n", " \n", " # model corresponding locations and variables\n", " bathy, X, Y = tidetools.get_bathy_data(grid_B)\n", " j, i = geo_tools.find_closest_model_point(lon,lat,X,Y, land_mask=bathy.mask)\n", " model_depths = mesh_mask.variables[depth_var][0,:,j,i]\n", " tmask = mesh_mask.variables['tmask'][0,:,j,i]\n", " wdeps = mesh_mask.variables[depth_var_w][0,:,j,i]\n", " sal, time = analyze.combine_files(fnames,'vosaline','None',j,i)\n", " temp, time = analyze.combine_files(fnames,'votemper','None',j,i)\n", " \n", " # interpolate:\n", " sal_interp=np.array(\n", " [shared.interpolate_tracer_to_depths(\n", " sal[i,:],model_depths,depth,tmask,wdeps)\n", " for i in range(sal.shape[0])])\n", " temp_interp=np.array(\n", " [shared.interpolate_tracer_to_depths(\n", " temp[i,:],model_depths,depth,tmask,wdeps)\n", " for i in range(temp.shape[0])])\n", " \n", " # convert to psu for using density function\n", " if nemo_36:\n", " sal_interp = teos_tools.teos_psu(sal_interp)\n", " density = psu_tools.calculate_density(temp_interp, sal_interp)\n", " \n", " return density, sal_interp, temp_interp, time" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Central node\n", "East node\n", "Delta BBL node\n", "Delta DDL node\n" ] } ], "source": [ "rhos = {}\n", "times = {}\n", "sals={}\n", "temps={}\n", "stations = ['Central node', 'East node', 'Delta BBL node', 'Delta DDL node']\n", "for station in stations:\n", " print(station)\n", " rhos[station],sals[station], temps[station], times[station] = get_model_time_series(station, fnames,\n", " grid_B, mesh_mask)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No data for 2016-05-02 00:00:00 at Central node\n", "No data for 2016-04-07 00:00:00 at East node\n", "No data for 2016-04-08 00:00:00 at East node\n", "No data for 2016-04-09 00:00:00 at East node\n", "No data for 2016-04-10 00:00:00 at East node\n", "No data for 2016-04-11 00:00:00 at East node\n", "No data for 2016-04-12 00:00:00 at East node\n", "No data for 2016-04-13 00:00:00 at East node\n", "No data for 2016-04-14 00:00:00 at East node\n", "No data for 2016-04-15 00:00:00 at East node\n", "No data for 2016-04-16 00:00:00 at East node\n", "No data for 2016-04-17 00:00:00 at East node\n", "No data for 2016-04-18 00:00:00 at East node\n", "No data for 2016-04-19 00:00:00 at East node\n", "No data for 2016-04-20 00:00:00 at East node\n", "No data for 2016-04-21 00:00:00 at East node\n", "No data for 2016-04-22 00:00:00 at East node\n", "No data for 2016-04-23 00:00:00 at East node\n", "No data for 2016-04-24 00:00:00 at East node\n", "No data for 2016-04-25 00:00:00 at East node\n", "No data for 2016-04-26 00:00:00 at East node\n", "No data for 2016-04-27 00:00:00 at East node\n", "No data for 2016-04-28 00:00:00 at East node\n", "No data for 2016-04-29 00:00:00 at East node\n", "No data for 2016-04-30 00:00:00 at East node\n", "No data for 2016-04-30 00:00:00 at Delta BBL node\n", "No data for 2016-05-01 00:00:00 at Delta BBL node\n", "No data for 2016-02-07 00:00:00 at Delta DDL node\n", "No data for 2016-02-08 00:00:00 at Delta DDL node\n", "No data for 2016-02-09 00:00:00 at Delta DDL node\n", "No data for 2016-02-10 00:00:00 at Delta DDL node\n", "No data for 2016-02-11 00:00:00 at Delta DDL node\n", "No data for 2016-02-12 00:00:00 at Delta DDL node\n", "No data for 2016-02-13 00:00:00 at Delta DDL node\n", "No data for 2016-02-14 00:00:00 at Delta DDL node\n", "No data for 2016-02-15 00:00:00 at Delta DDL node\n", "No data for 2016-02-16 00:00:00 at Delta DDL node\n", "No data for 2016-02-17 00:00:00 at Delta DDL node\n", "No data for 2016-02-18 00:00:00 at Delta DDL node\n", "No data for 2016-02-19 00:00:00 at Delta DDL node\n", "No data for 2016-02-20 00:00:00 at Delta DDL node\n", "No data for 2016-02-21 00:00:00 at Delta DDL node\n", "No data for 2016-02-22 00:00:00 at Delta DDL node\n", "No data for 2016-02-23 00:00:00 at Delta DDL node\n", "No data for 2016-02-24 00:00:00 at Delta DDL node\n", "No data for 2016-02-25 00:00:00 at Delta DDL node\n", "No data for 2016-02-26 00:00:00 at Delta DDL node\n", "No data for 2016-02-27 00:00:00 at Delta DDL node\n", "No data for 2016-02-28 00:00:00 at Delta DDL node\n", "No data for 2016-02-29 00:00:00 at Delta DDL node\n", "No data for 2016-03-01 00:00:00 at Delta DDL node\n", "No data for 2016-03-02 00:00:00 at Delta DDL node\n", "No data for 2016-03-03 00:00:00 at Delta DDL node\n", "No data for 2016-03-04 00:00:00 at Delta DDL node\n", "No data for 2016-03-05 00:00:00 at Delta DDL node\n", "No data for 2016-03-06 00:00:00 at Delta DDL node\n", "No data for 2016-03-07 00:00:00 at Delta DDL node\n", "No data for 2016-03-08 00:00:00 at Delta DDL node\n", "No data for 2016-03-09 00:00:00 at Delta DDL node\n", "No data for 2016-03-10 00:00:00 at Delta DDL node\n", "No data for 2016-03-11 00:00:00 at Delta DDL node\n", "No data for 2016-03-12 00:00:00 at Delta DDL node\n", "No data for 2016-03-13 00:00:00 at Delta DDL node\n", "No data for 2016-03-14 00:00:00 at Delta DDL node\n", "No data for 2016-03-15 00:00:00 at Delta DDL node\n", "No data for 2016-03-16 00:00:00 at Delta DDL node\n", "No data for 2016-03-17 00:00:00 at Delta DDL node\n", "No data for 2016-03-18 00:00:00 at Delta DDL node\n", "No data for 2016-03-19 00:00:00 at Delta DDL node\n", "No data for 2016-03-20 00:00:00 at Delta DDL node\n", "No data for 2016-03-21 00:00:00 at Delta DDL node\n", "No data for 2016-03-22 00:00:00 at Delta DDL node\n", "No data for 2016-03-23 00:00:00 at Delta DDL node\n", "No data for 2016-03-24 00:00:00 at Delta DDL node\n", "No data for 2016-03-25 00:00:00 at Delta DDL node\n", "No data for 2016-03-26 00:00:00 at Delta DDL node\n", "No data for 2016-03-27 00:00:00 at Delta DDL node\n", "No data for 2016-03-28 00:00:00 at Delta DDL node\n", "No data for 2016-03-29 00:00:00 at Delta DDL node\n", "No data for 2016-03-30 00:00:00 at Delta DDL node\n", "No data for 2016-03-31 00:00:00 at Delta DDL node\n", "No data for 2016-04-01 00:00:00 at Delta DDL node\n", "No data for 2016-04-02 00:00:00 at Delta DDL node\n", "No data for 2016-04-03 00:00:00 at Delta DDL node\n", "No data for 2016-04-04 00:00:00 at Delta DDL node\n", "No data for 2016-04-05 00:00:00 at Delta DDL node\n", "No data for 2016-04-06 00:00:00 at Delta DDL node\n", "No data for 2016-04-07 00:00:00 at Delta DDL node\n", "No data for 2016-04-08 00:00:00 at Delta DDL node\n", "No data for 2016-04-09 00:00:00 at Delta DDL node\n", "No data for 2016-04-10 00:00:00 at Delta DDL node\n", "No data for 2016-04-11 00:00:00 at Delta DDL node\n", "No data for 2016-04-12 00:00:00 at Delta DDL node\n", "No data for 2016-04-13 00:00:00 at Delta DDL node\n", "No data for 2016-04-14 00:00:00 at Delta DDL node\n", "No data for 2016-04-15 00:00:00 at Delta DDL node\n", "No data for 2016-04-16 00:00:00 at Delta DDL node\n", "No data for 2016-04-17 00:00:00 at Delta DDL node\n", "No data for 2016-04-18 00:00:00 at Delta DDL node\n", "No data for 2016-04-19 00:00:00 at Delta DDL node\n", "No data for 2016-04-20 00:00:00 at Delta DDL node\n", "No data for 2016-04-21 00:00:00 at Delta DDL node\n", "No data for 2016-04-22 00:00:00 at Delta DDL node\n", "No data for 2016-04-23 00:00:00 at Delta DDL node\n", "No data for 2016-04-24 00:00:00 at Delta DDL node\n", "No data for 2016-04-25 00:00:00 at Delta DDL node\n", "No data for 2016-04-26 00:00:00 at Delta DDL node\n", "No data for 2016-04-27 00:00:00 at Delta DDL node\n", "No data for 2016-04-28 00:00:00 at Delta DDL node\n", "No data for 2016-04-29 00:00:00 at Delta DDL node\n", "No data for 2016-04-30 00:00:00 at Delta DDL node\n", "No data for 2016-05-01 00:00:00 at Delta DDL node\n", "No data for 2016-05-02 00:00:00 at Delta DDL node\n" ] }, { "data": { "image/png": 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Q6j69evWCtbU11q9fX+o+/v7+2LJlC1JSUpCSkoLU1FRkZWWVS+ktLbtO4fUajQYPPvgg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wtTgSesTgGlT1NHpVIyw5TI5DuJ96/7G29fzG51l7eW3OOD6jTAMlJiNGvg/mnJljUJackyzP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SIy0X48DhggIlMqyDVql57o6OiSfx6G6lPpuD37LDz5pI53v2lT/WbfrUuWLdMbZH189MbZ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mlXvbigwF39n4DiED3f52y2/NrWQUGQr+E/AP6y+prxpv019Mc40/ZGCLlS24+spqJqYJ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\nMfOPxs0/7nE7/3w7im9JCTz6qG/bOnEC3n8fJk+Giy6yNwE3aWK7/9T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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3,1,figsize=(10,10), sharex=True)\n", "colours = ['b', 'g', 'r', 'c']\n", "variables = [rhos, sals, temps]\n", "names = ['Density [kg/m^3]', 'Salinty [psu]', 'Temperature [C]']\n", "titles = ['density', 'salinity', 'temperature']\n", "for station, col in zip(stations, colours):\n", " obs_sal, obs_temp = get_onc_TS_time_series(station, t_o, t_f)\n", " obs_rho = pd.DataFrame({'time':[], 'data':[]})\n", " obs_rho.data = psu_tools.calculate_density(obs_temp['data'].values, obs_sal['data'].values )\n", " obs_rho.time = obs_temp.time\n", " obs = [obs_rho, obs_sal,obs_temp]\n", " for var, name, title, ax, ob in zip(variables, names, titles, axs, obs):\n", " ax.plot(ob.time, ob.data, '--',c=col, label='obs',lw=2)\n", " ax.plot(times[station], var[station], c=col, label=station,lw=2)\n", " ax.set_ylabel(name)\n", "for ax, title in zip(axs,titles):\n", " ax.grid()\n", " ax.legend(loc=(1,0.25))\n", " ax.get_yaxis().get_major_formatter().set_useOffset(False)\n", " ax.set_title('Daily averaged {} field'.format(title))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** East renewal event in late June**\n", "* Why did the temperature increase so much in model? Summer renewals typically bring in colder water. Could it be related to boundary conditions at JDF? I modified salinity but not temperature, although I believe there was a warm bias in June:\n", "http://nbviewer.jupyter.org/urls/bitbucket.org/salishsea/analysis/raw/tip/Nancy/strat/comparisons/JuandeFucaBCs.ipynb \n", "* Compared to observatiobns, we are cold at East and above so maybe the warm spike is not that bizarre...\n", "* Even so, the cold temperature at Central is making the density so high that I doubt we will renew this summer. A quick look at ONC State of the ocean plots suggests that observed density spikes at East node are typically less than .5 kg/m^3 during renweal events. http://www.oceannetworks.ca/in%C2%ADstal%C2%ADla%C2%ADtions/observatories/salish-sea/eastern-strait-georgia#SOO-SG-East\n", "\n", "\n", "** DDL and BBL**\n", "* It looks like we might start off salty at the DDL and BBL depths (107m, 143m)\n", "\n", "** Note on QA/QC**\n", "* Only used ONC data with qcflag =1, meaning data passed all tests. http://www.oceannetworks.ca/data-tools/data-quality\n", "* I wonder if there is a way to get their 'cleaned' data through the api. The data on their plotting utility looks very different from what we download.\n", "\n", "** Other notes**\n", "* I started the comparison in February because we switched to TEOS-10 then..." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }