{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Using hourly interpolated averages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "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", "%matplotlib inline\n", "\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "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": { "collapsed": true }, "outputs": [], "source": [ "buoy = sio.loadmat('/ocean/rich/home/metro/ecbuoy/matlab/ECBUOY.mat')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "buoy = buoy['ecbuoy']" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "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": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['comment', 'lat', 'lon', 'tz', 'mtime', 'temp', 'specc', 'turb', 'salR', 'vel', 'airtemp', 'cwind', 'wspd', 'wdir', 'wu', 'wv', 'pH', 'O2', 'O2sat', 'dailyturb'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buoydata.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "temps = buoydata['temp'][:,0]\n", "sals = buoydata['salR'][:,0]\n", "mtimes = buoydata['mtime'][:,0]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(76535,)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mtimes.shape" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(76535,)\n" ] } ], "source": [ "base = datetime.datetime(2000, 1, 1)\n", "py_buoy_times = np.array([base for i in range(76535)])\n", "print(py_buoy_times.shape)\n", "for n in range(76535):\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": { "collapsed": true }, "outputs": [], "source": [ "nowcast = xr.open_dataset('https://salishsea.eos.ubc.ca/erddap/griddap/ubcSSg3DTracerFields1hV17-02')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "-123.03856589999999" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buoydata['lon'][0][0]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(415, 337)" ] }, "execution_count": 12, "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": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "temps = temps[py_buoy_times > datetime.datetime(2014, 9, 12)]\n", "sals = sals[py_buoy_times > datetime.datetime(2014, 9, 12)]\n", "py_buoy_times = py_buoy_times[py_buoy_times > datetime.datetime(2014, 9, 12)]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pytz" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "local = pytz.timezone (\"America/Los_Angeles\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(26462,)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "py_buoy_times.shape" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "utc_datetimes = np.array([local.localize(py_buoy_times[n], \n", " is_dst=True).astimezone(pytz.utc)\n", " for n in range(26462)])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(26462,)\n" ] } ], "source": [ "print(temps.shape)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sal_surface_model = np.array([])\n", "t_surface_model = np.array([])\n", "sal_1_5_model = np.array([])\n", "t_1_5_model = np.array([])\n", "for n in range(26462):\n", " date = utc_datetimes[n]\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", " delta = (date.minute + 30) / 60\n", " s_val0 = (delta * ((nowcast.salinity\n", " .sel(time = before, depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values) + \n", " (1- delta)*((nowcast.salinity\n", " .sel(time = before + datetime.timedelta(hours=1), \n", " depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values))\n", " t_val0 = (delta * ((nowcast.temperature\n", " .sel(time = before, depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values) + \n", " (1- delta)*((nowcast.temperature\n", " .sel(time = before + datetime.timedelta(hours=1), \n", " depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values))\n", " s_val1 = (delta * ((nowcast.salinity\n", " .sel(time = before, depth = 1.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values) + \n", " (1- delta)*((nowcast.salinity\n", " .sel(time = before + datetime.timedelta(hours=1), \n", " depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values))\n", " t_val1 = (delta * ((nowcast.temperature\n", " .sel(time = before, depth = 1.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values) + \n", " (1- delta)*((nowcast.temperature\n", " .sel(time = before + datetime.timedelta(hours=1), \n", " depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values))\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", " delta = date.minute/60\n", " s_val0 = (delta * ((nowcast.salinity\n", " .sel(time = before, depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values) + \n", " (1- delta)*((nowcast.salinity\n", " .sel(time = before + datetime.timedelta(hours=1), \n", " depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values))\n", " t_val0 = (delta * ((nowcast.temperature\n", " .sel(time = before, depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values) + \n", " (1- delta)*((nowcast.temperature\n", " .sel(time = before + datetime.timedelta(hours=1), \n", " depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values))\n", " s_val1 = (delta * ((nowcast.salinity\n", " .sel(time = before, depth = 1.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values) + \n", " (1- delta)*((nowcast.salinity\n", " .sel(time = before + datetime.timedelta(hours=1), \n", " depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values))\n", " t_val1 = (delta * ((nowcast.temperature\n", " .sel(time = before, depth = 1.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values) + \n", " (1- delta)*((nowcast.temperature\n", " .sel(time = before + datetime.timedelta(hours=1), \n", " depth = 0.5, method = 'nearest')\n", " .isel(gridY = 415, gridX = 337)).values))\n", " sal_surface_model = np.append(sal_surface_model, s_val0)\n", " t_surface_model = np.append(t_surface_model, t_val0)\n", " sal_1_5_model = np.append(sal_1_5_model, s_val1)\n", " t_1_5_model = np.append(t_1_5_model, t_val1)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABWAAAAF1CAYAAABmo0PmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIyARRAlZERERERERERERkgvx/F+ZXrqKi0QEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "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_1_5_model, 'g-', alpha = 0.5, linewidth = 7, label = 'model - 1.5m')\n", "ax.plot(py_buoy_times, t_surface_model, 'b-', alpha = 0.5, label = 'model - surface')\n", "ax.legend()\n", "ax.set_title('Temperature');" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "23112\n" ] } ], "source": [ "temps = np.ma.masked_invalid(temps)\n", "t_1_5_model = np.ma.masked_array(t_1_5_model, mask = temps.mask)\n", "t_surface_model = np.ma.masked_array(t_surface_model, mask = temps.mask)\n", "print(np.ma.count(temps))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib.colors import LogNorm" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "temps = temps.compressed()\n", "t_1_5_model = t_1_5_model.compressed()\n", "t_surface_model = t_surface_model.compressed()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.839681217859\n", "RMSE = 1.49072711918\n", "Willmott = 0.983462238039\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAJcCAYAAADtmzAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUIgkAIBCJAEAFCIJAKC4hby5ErWwCU8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(temps, t_surface_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 surface')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(temps) + np.mean(t_surface_model)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((t_surface_model - temps)**2) /\n", " len(t_surface_model))))\n", "xbar = np.mean(temps)\n", "print('Willmott = ' + str(1-(np.sum((t_surface_model - temps)**2) / \n", " np.sum((np.abs(t_surface_model - xbar) \n", " + np.abs(temps - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.842048388078\n", "RMSE = 1.49176888156\n", "Willmott = 0.983426478457\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAJcCAYAAADtmzAcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(temps, t_1_5_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 1.5m')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(temps) + np.mean(t_1_5_model)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((t_1_5_model - temps)**2) /\n", " len(t_1_5_model))))\n", "xbar = np.mean(temps)\n", "print('Willmott = ' + str(1-(np.sum((t_1_5_model - temps)**2) / \n", " np.sum((np.abs(t_1_5_model - xbar) \n", " + np.abs(temps - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABVoAAAF1CAYAAAAZclEXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAGASrQAAAAAAk2gFAAAAAJgC9B/ifjDfaawAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "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_1_5_model, 'g-', alpha = 0.5, linewidth = 7, label = 'model - 1.5m')\n", "ax.plot(py_buoy_times, sal_surface_model, 'b-', alpha = 0.5, label = 'model - surface')\n", "ax.legend()\n", "ax.set_title('Salinity');" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sals = np.ma.masked_invalid(sals)\n", "sal_1_5_model = np.ma.masked_array(sal_1_5_model, mask = sals.mask)\n", "sal_surface_model = np.ma.masked_array(sal_surface_model, mask = sals.mask)\n", "sals = sals.compressed()\n", "sal_1_5_model = sal_1_5_model.compressed()\n", "sal_surface_model = sal_surface_model.compressed()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "23112" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(sals)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.22635754087\n", "RMSE = 0.620525721568\n", "Willmott = 0.349437507799\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAJcCAYAAAAVe8vrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(sals, sal_surface_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 surface')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(sals) + np.mean(sal_surface_model)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((sal_surface_model - sals)**2) /\n", " len(sal_surface_model))))\n", "xbar = np.mean(sals)\n", "print('Willmott = ' + str(1-(np.sum((sal_surface_model - sals)**2) / \n", " np.sum((np.abs(sal_surface_model - xbar) \n", " + np.abs(sals - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bias = -0.223250855977\n", "RMSE = 0.617214314718\n", "Willmott = 0.364064080511\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkIAAAJcCAYAAAAVe8vrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npYGQiIiIFJYGQiIiIlJY/w8Nezv/Hs83uQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "c, xedge, yedge, im = ax.hist2d(sals, sal_1_5_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 1.5m')\n", "ax.set_xlabel('Buoy')\n", "ax.set_ylabel('Nowcast-green');\n", "print('bias = ' + str(-np.mean(sals) + np.mean(sal_1_5_model)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((sal_1_5_model - sals)**2) /\n", " len(sal_1_5_model))))\n", "xbar = np.mean(sals)\n", "print('Willmott = ' + str(1-(np.sum((sal_1_5_model - sals)**2) / \n", " np.sum((np.abs(sal_1_5_model - xbar) \n", " + np.abs(sals - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 96, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pickle" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "collapsed": true }, "outputs": [], "source": [ "output = open('sal_surface_model.pkl', 'wb')\n", "pickle.dump(sal_surface_model, output)\n", "output.close()\n", "output = open('sal_1_5_model.pkl', 'wb')\n", "pickle.dump(sal_1_5_model, output)\n", "output.close()\n", "output = open('t_surface_model.pkl', 'wb')\n", "pickle.dump(t_surface_model, output)\n", "output.close()\n", "output = open('t_1_5_model.pkl', 'wb')\n", "pickle.dump(t_1_5_model, output)\n", "output.close()" ] }, { "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }