{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the August 2016 renewal in nowcast-green, nowcast and obs" ] }, { "cell_type": "code", "execution_count": 2, "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": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "runs={}\n", "t_o=datetime.datetime(2016,10,1); t_f = datetime.datetime(2016,11,6)\n", "fnames = analyze.get_filenames(t_o, t_f, '1d', 'grid_T', '/results/SalishSea/nowcast-green/')\n", "grid_B=nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/bathy_downonegrid2.nc')\n", "mesh_mask = nc.Dataset('/data/nsoontie/MEOPAR/NEMO-forcing/grid/mesh_mask_downbyone2.nc')\n", "\n", "runs = {'nowcast-green': {'grid': grid_B,\n", " 'mesh': mesh_mask,\n", " 'fnames': fnames,\n", " 'nemo36': True}}" ] }, { "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, teos=False) #keep in PSU!\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": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nowcast-green\n", "East node\n", "Delta DDL node\n" ] } ], "source": [ "rhos = {'nowcast': {}, 'nowcast-green': {}}\n", "times = {'nowcast': {}, 'nowcast-green': {}}\n", "sals={'nowcast': {}, 'nowcast-green': {}}\n", "temps={'nowcast': {}, 'nowcast-green': {}}\n", "stations = ['East node', 'Delta DDL node']\n", "for sim in ['nowcast-green']:\n", " print(sim)\n", " for station in stations:\n", " print(station)\n", " rhos[sim][station], sals[sim][station], temps[sim][station], times[sim][station] = \\\n", " get_model_time_series(station, runs[sim]['fnames'], runs[sim]['grid'],\n", " runs[sim]['mesh'], nemo_36=runs[sim]['nemo36'] )" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No data for 2016-10-06 00:00:00 at East node\n", "No data for 2016-10-07 00:00:00 at East node\n", "No data for 2016-10-06 00:00:00 at Delta DDL node\n", "No data for 2016-10-07 00:00:00 at Delta DDL node\n", "No data for 2016-10-08 00:00:00 at Delta DDL node\n", "No data for 2016-10-09 00:00:00 at Delta DDL node\n" ] }, { "data": { "image/png": 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xEXE+fhXKU6CMnTOc2B12Ptv/GaveW8V7299jZ/FOGmMbrbRTSvfjo4qicDgc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m/fTnm588M0Pz8/MjMzufzyy5k6dSrTpk1j+PDhLt/PlyrE/b0OJoQQQoiLgy/Vv8SFkVm225nx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XHuKhrQ/R1Nk05LiEJVhUu4ijpx/N0dOO5pjpx2TmS6YtYUpJTNqmDzIRYjDZKQbxEJc4lJeX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\nH0stthH1XSQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(3,2,figsize=(20,10), sharex=True)\n", "names = ['Density [kg/m^3]', 'Salinty [psu]', 'Temperature [C]']\n", "titles = ['density', 'salinity', 'temperature']\n", "ticks = [[1022.6,1024.6], [29.6, 32], [9,12]]\n", "cols = ['g']\n", "for i, station in enumerate(stations):\n", " axc = axs[:,i]\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 sim, col in zip(['nowcast-green'], cols):\n", " variables = [rhos[sim], sals[sim], temps[sim]]\n", " t = times[sim]\n", " for var, name, title, ax, ob, tick in zip(variables, names, titles, axc, obs,ticks):\n", " if sim == 'nowcast-green': #only plot obs once\n", " ax.plot(ob.time, ob.data, 'k', label='obs'.format(station), lw=2)\n", " ax.plot(np.array(t[station]), np.array(var[station]), c=col, label=sim, lw=2)\n", " ax.set_ylabel('Daily averaged {}'.format(name))\n", " ax.set_title('{} - {} m'.format(station, places.PLACES[station]['depth']))\n", " ax.set_ylim(tick)\n", "for ax in axs.flatten():\n", " ax.grid()\n", " ax.get_yaxis().get_major_formatter().set_useOffset(False)\n", "for ax in axs[:,-1]:\n", " ax.legend(loc=(1,0.25))\n", "fig.autofmt_xdate()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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s/CP7yvexr2Ife8v3sq9iHxVNFYNy/pT4FF+XvbSENN/k7cqXFu+37E7ZSdlk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\nyKbsMV2SYXePNWSsX7+eDRs2xH5fu3Yt//73v2P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iZt2Bs4DuwCnAvVY2e5ak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A+fDr+hoDfa5LSUzhPcXvYdmUZZxdeja5qbnDGZqYEg+fhVhnMYgNsRIHK0ianvrL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\nxkASAAAAAFjGQBIAAAAAWOYvzlQGzh8T4nAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "axs[0,1].set_ylim([1021,1024.5])\n", "axs[1,1].set_ylim([28.6,32])\n", "fig" ] }, { "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 }