{ "cells": [ { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "import scipy.io as sio\n", "import pandas as pd\n", "import datetime\n", "import xarray as xr\n", "from salishsea_tools import tidetools, geo_tools, viz_tools\n", "from matplotlib.colors import LinearSegmentedColormap\n", "import os\n", "%matplotlib inline\n", "\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "buoy = sio.loadmat('/ocean/rich/home/metro/ecbuoy/matlab/ECBUOY.mat')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "buoy = buoy['ecbuoy']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "buoy_dtype = buoy.dtype\n", "buoydata = {n: buoy[n][0, 0] for n in buoy_dtype.names}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['comment', 'lat', 'lon', 'tz', 'mtime', 'temp', 'specc', 'turb', 'o2', 'pH', 'salR', 'O2sat', 'vel', 'airtemp', 'cwind', 'wspd', 'wdir', 'wu', 'wv', 'patm', 'depth', 'dailyturb'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buoydata.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "temps = buoydata['temp'][:,0]\n", "sals = buoydata['salR'][:,0]\n", "mtimes = buoydata['mtime'][:,0]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(90613,)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mtimes.shape" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(90613,)\n" ] } ], "source": [ "base = datetime.datetime(2000, 1, 1)\n", "py_buoy_times = np.array([base for i in range(mtimes.shape[0])])\n", "print(py_buoy_times.shape)\n", "for n in range(mtimes.shape[0]):\n", " py_buoy_times[n] = ((datetime.datetime.fromordinal(int(mtimes[n])))\n", " + datetime.timedelta(days=mtimes[n]%1)\n", " - datetime.timedelta(days = 366))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)\n", "mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-123.0385659" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buoydata['lon'][0][0]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(415, 337)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "geo_tools.find_closest_model_point(buoydata['lon'][0][0], buoydata['lat'][0][0], \n", " X, Y, land_mask = bathy.mask)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "start_date = datetime.datetime(2013, 1, 1)\n", "end_date = datetime.datetime(2018,11,15)\n", "\n", "temps = temps[(py_buoy_times > start_date) & (py_buoy_times < end_date)]\n", "sals = sals[(py_buoy_times > start_date) & (py_buoy_times < end_date)]\n", "py_buoy_times = py_buoy_times[(py_buoy_times > start_date) & (py_buoy_times < end_date)]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(49259,)\n" ] } ], "source": [ "print(temps.shape)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "HINDCAST_PATH = '/results/SalishSea/hindcast.201905/'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "sal_model = np.array([])\n", "t_model = np.array([])\n", "\n", "depth=1\n", "Yind = 415\n", "Xind = 337\n", "for n in range(temps.shape[0]):\n", " date = py_buoy_times[n]\n", " sub_dir = date.strftime('%d%b%y').lower()\n", " datestr = date.strftime('%Y%m%d')\n", " fname = 'SalishSea_1h_{}_{}_grid_T.nc'.format(datestr, datestr)\n", " nuts = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir, fname))\n", " if date.minute < 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30) - datetime.timedelta(hours=1)\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_grid_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute) / 60\n", " t_val = (delta*(nuts.variables['votemper'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['votemper'][after.hour, depth, Yind, Xind] ))\n", " t_model = np.append(t_model, t_val)\n", " \n", " s_val = (delta*(nuts.variables['vosaline'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['vosaline'][after.hour, depth, Yind, Xind] ))\n", " sal_model = np.append(sal_model, s_val)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vdo/anaconda3/lib/python3.6/site-packages/pandas/plotting/_matplotlib/converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", "\n", "To register the converters:\n", "\t>>> from pandas.plotting import register_matplotlib_converters\n", "\t>>> register_matplotlib_converters()\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "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(figsize = (24,6))\n", "ax.plot(py_buoy_times, temps, 'r-', alpha = 0.5, label = 'buoy')\n", "ax.plot(py_buoy_times, t_model, 'b-', alpha = 0.5, label = 'model at depth = 1.5m')\n", "ax.legend()\n", "ax.set_title('Temperature');" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "46397\n" ] } ], "source": [ "temps = np.ma.masked_invalid(temps)\n", "t_model = np.ma.masked_array(t_model, mask = temps.mask)\n", "print(np.ma.count(temps))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from matplotlib.colors import LogNorm" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "temps = temps.compressed()\n", "t_model = t_model.compressed()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.5324958732386325\n", "RMSE = 1.2845267701094691\n", "Willmott = 0.9879538428092625\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(temps, t_model, \n", " bins = 100, norm=LogNorm())\n", "fig.colorbar(im, ax=ax)\n", "ax.plot(np.arange(0,22), 'r-')\n", "ax.grid('on')\n", "ax.set_title('Water Quality Buoy vs Nowcast-green: Temperature, model at depth = 1.5m')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(temps) + np.mean(t_model)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((t_model - temps)**2) /\n", " len(t_model))))\n", "xbar = np.mean(temps)\n", "print('Willmott = ' + str(1-(np.sum((t_model - temps)**2) / \n", " np.sum((np.abs(t_model - xbar) \n", " + np.abs(temps - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (24,6))\n", "ax.plot(py_buoy_times, sals, 'r-', alpha = 0.5, label = 'buoy')\n", "ax.plot(py_buoy_times, sal_model, 'g-', alpha = 0.5, linewidth = 7, label = 'model - 1.5m')\n", "ax.legend()\n", "ax.set_title('Salinity');" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "sals = np.ma.masked_invalid(sals)\n", "sal_model = np.ma.masked_array(sal_model, mask = sals.mask)\n", "sals = sals.compressed()\n", "sal_model = sal_model.compressed()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "46396" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(sals)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.29644363893673537\n", "RMSE = 0.7931721676704974\n", "Willmott = 0.42439473884712553\n" ] }, { "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(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(sals, sal_model, \n", " bins = 100, norm=LogNorm())\n", "fig.colorbar(im, ax=ax)\n", "ax.plot(np.arange(0,22), 'r-')\n", "ax.grid('on')\n", "ax.set_title('Water Quality Buoy vs Nowcast-green: Salinity, model at depth = 1.5m')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Hindcast 201905');\n", "print('bias = ' + str(-np.mean(sals) + np.mean(sal_model)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((sal_model - sals)**2) /\n", " len(sal_model))))\n", "xbar = np.mean(sals)\n", "print('Willmott = ' + str(1-(np.sum((sal_model - sals)**2) / \n", " np.sum((np.abs(sal_model - xbar) \n", " + np.abs(sals - xbar))**2))))" ] }, { "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }