{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "

Utilizing Scientific Python Tools for the Application of Data Science Techniques to High Impact Weather Prediction

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David John Gagne II

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University of Oklahoma/National Center for Atmospheric Research

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April 13, 2015
2015 UCAR SEA Conference

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Twitter: @DJGagneDos
Github: https://www.github.com/djgagne
" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "source": [ "##Acknowledgements\n", "* OU Advisor: Amy McGovern\n", "* NCAR Advisors: Sue Haupt and John Williams\n", "* Severe Hail Analysis, Representation and Prediction (SHARP) Team: Nate Snook, Youngsun Jung, Jon Labriola\n", "* Gridded Atmopsheric Forecast System (GRAFS) Team: Seth Linden, Gerry Wiener, Bill Petzke, Jared Lee\n", "* CAPS: Ming Xue, Kevin Thomas, Keith Brewster, Yunheng Wang, Chris Cook\n", "* NOAA: Jimmy Correia, Adam Clark, Michael Coniglio" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##WARNING: Do ~~NOT~~ Try This At Home!\n", "* Goal: Demonstrate the power of Python Data Science tools \n", "* Provide a sandbox for users to experiment with real weather data \n", "* Presentation, source code, and data available at https://www.github.com/djgagne/ucar_sea_2015/\n", "* Requires standard Anaconda Python Distribution with netCDF4-python, Basemap, and IPython 3.0\n", "* If you have git installed: `git clone https://github.com/djgagne/ucar_sea_2015.git`\n", "* Otherwise download the zip file: https://github.com/djgagne/ucar_sea_2015/archive/master.zip" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "slide" } }, "source": [ "## Motivation\n", "* High impact weather includes weather phenomena that cause large personal and/or economic losses" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* Includes extreme weather disasters\n", " * Hurricanes, tornadoes, __hail__, floods" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "* Also includes \"normal\" weather events with economic effects\n", " * __Unforseen partly cloudy day causes unexpected fluctuations in solar power generation__\n", " * Mild, dry, weather closes ski resort early" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##Python and Data Science in High Impact Weather Prediction\n", "* Bridge the gap from raw numerical weather prediction (NWP) model output and observations to actionable information\n", " * Compiling historical model runs and observations\n", " * Pre-processing data\n", " * Applying statistical learning models to correct output and make derived products\n", " * Visualizing results" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "slideshow": { "slide_type": "slide" } }, "source": [ "#Interactive Demonstrations\n", "* Hail Size Prediction\n", " * Locating hail swaths with image processing techniques\n", "* Solar Irradiance Prediction\n", " * Train statistical learning models\n", " * Validate model predictions" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Hail Size Prediction\n", "* Current hail forecasts tend to be coarse in area and time\n", "* Storm-scale models can produce high resolution simulations of hail-producing storms\n", "* Storm-scale models do not produce best estimates of hail size or uncertainty\n", "* Statistical learning models can provide calibrated size and uncertainty estimates" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##Python Libraries\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Useful general libraries\n", "%matplotlib inline\n", "import numpy as np\n", "from scipy.ndimage import gaussian_filter\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from mpl_toolkits.basemap import Basemap\n", "from collections import OrderedDict\n", "# Data Processing\n", "import pandas as pd\n", "from netCDF4 import Dataset\n", "# Custom image segmentation libraries\n", "from hail.EnhancedWatershedSegmenter import EnhancedWatershed\n", "from hail.Hysteresis import Hysteresis\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Data: NOAA NSSL Multi-Radar Multi-Sensor Maximum Estimated Size of Hail (MESH)\n", "Radar-estimated hail size based on a 3D radar reflectivity mosaic with 1 km grid-spacing" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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85cuXc+WVV2JmDBkyJLXczKirq2PIkCHU1dWlfg//ji6vr69PrYuuHzJkSGpd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\nBTyy7ZmyS6pdUtrgg0Hvn9Y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load MESH data and plot it\n", "with Dataset(\"data/MESH_4km_20140603-00:00_20140603-23:00\") as mesh_file:\n", " lon = mesh_file.variables['lon'][:]\n", " lat = mesh_file.variables['lat'][:]\n", " mesh_data = mesh_file.variables['MESH'][:]\n", "mesh_hour = 22\n", "bmap_hail = Basemap(projection='cyl', resolution='l', \n", " llcrnrlon=-105, urcrnrlon=-92,\n", " llcrnrlat=40, urcrnrlat=45)\n", "plt.figure(figsize=(10,6))\n", "bmap_hail.drawstates()\n", "bmap_hail.drawlsmask()\n", "cont = plt.contourf(lon, lat, mesh_data[mesh_hour], \n", " np.arange(5,105,5), cmap=\"PuBuGn_r\")\n", "cbar = plt.colorbar(orientation=\"horizontal\",shrink=0.9,fraction=0.1, pad=0.01)\n", "title_obj = plt.title(\"MESH Swaths: June 3, 2014 {0:02d}00 UTC\".format(mesh_hour), fontsize=20)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##Image Segmentation\n", "* Split image into distinct regions or objects based on intensity values\n", "* Thresholding: objects are contiguous areas with intensities above a specified threshold\n", "* Hysteresis: contiguous areas above a threshold containing at least 1 point above a second threshold\n", "* Watershed: objects are \"grown\" from local maxima in layers until a minimum intensity is met\n", "* Enhanced Watershed (Lakshmanan et al. 2009): Adds size criteria, buffer regions around objects, and other enhancements" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Image Segmentation Process" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Hysteresis Objects: 21\n", "Number of Enhanced Watershed Objects: 30\n", "Number of Size Filtered Objects: 7\n" ] } ], "source": [ "from skimage.measure import regionprops\n", "#Hysteresis (low threshold, high threshold)\n", "hyst = Hysteresis(5,10)\n", "# Enhanced Watershed (low threshold, \n", "# discretization interval, \n", "# discretization maximum,\n", "# size threshold,\n", "# number of watershed iterations)\n", "ew = EnhancedWatershed(5,1,100,100,50)\n", "labels = OrderedDict()\n", "labels['Hysteresis'] = hyst.label(gaussian_filter(mesh_data[22], 1))\n", "print \"Number of Hysteresis Objects:\", labels['Hysteresis'].max()\n", "labels['Enhanced Watershed'] = ew.label(gaussian_filter(mesh_data[22],1))\n", "print \"Number of Enhanced Watershed Objects:\", labels['Enhanced Watershed'].max()\n", "labels['Enhanced Watershed Size Filter'] = ew.size_filter(labels['Enhanced Watershed'], 50)\n", "print \"Number of Size Filtered Objects:\", labels['Enhanced Watershed Size Filter'].max()\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Image Segmentation Examples" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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apew0avdex12wfBUA9yy/u2f/jUxfj8wjT/r7/ZqSOo3nu7jPCji6R7WKiwUS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\n0GBlw8x6YcMa/60LQpUNiYCZjQBmAdsCF7r7XVX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot objects\n", "cm = ListedColormap(np.random.random((50,3)))\n", "plt.figure(figsize=(14,6))\n", "plt.subplot(2,2,1)\n", "bmap_hail.drawstates()\n", "plt.title(\"MESH\", fontsize=20)\n", "cont = plt.contourf(lon, lat, mesh_data[22], \n", " np.arange(5,105,5), cmap=\"PuBuGn_r\")\n", "sp = 2\n", "for plot_name, image in labels.iteritems():\n", " plt.subplot(2,2,sp)\n", " bmap_hail.drawstates()\n", " ht = plt.title(plot_name, fontsize=20)\n", " pcol = plt.contourf(lon, lat, np.ma.array(image, mask=image < 1), \n", " np.arange(image.max() + 1), cmap=cm)\n", " #Find centroids\n", " props = regionprops(image)\n", " centroids = np.round([prop.centroid for prop in props]).astype(int)\n", " plt.scatter(lon[centroids[:,0],centroids[:,1]],\n", " lat[centroids[:,0],centroids[:,1]], 10, 'r')\n", " sp += 1" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "scrolled": false, "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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b+n139Pl0Oh0dOnSIDh065L+dyWTyn8tkMpFOpyOTyeQ/3nvb+z86dOgQH/rQ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\niV64k6KbSbAEABPTwUSOgAkAAABIquywR7gEAFM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Red regions are objects, foothills regions are in orange\n", "pixels, quant_map = ew.quantize(gaussian_filter(mesh_data[22], 1))\n", "marked = ew.find_local_maxima(gaussian_filter(mesh_data[22],1))\n", "plt.figure(figsize=(30,15))\n", "\n", "bmap_hail.drawstates()\n", "plt.contourf(lon, lat, marked,[-3,-2,0, 100],colors=['orange','white','red'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##Hysteresis vs. Enhanced Watershed\n", "* Hysteresis\n", " 1. Only 2 parameters to set\n", " 2. Captures entirety of regions\n", " 3. Can combine seemingly distinct objects\n", "* Enhanced Watershed\n", " 1. Captures different scales depending on size threshold\n", " 2. Captures core of objects\n", " 3. Can separate even adjacent objects" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##Solar Irradiance Prediction\n", "* Solar power is providing a rapidly growing share of the electricity generated worldwide\n", "* Electric grids are more vulnerable to irregular fluxations in solar energy generation\n", "* Improved forecasting of solar irradiance leads to fewer surprises, cheaper solar energy\n", "* Best forecasting methods combine NWP output with a statistical learning model" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gridded Atmospheric Forecast System (GRAFS)\n", "* Best statistical forecasts come from 1 model fitted to 1 site with a long data record\n", "* With rapid growth of new solar sites and distributed solar, harder to build up data record\n", "* Solution: create a statistical learning model framework that learns from many stations and applies predictions to a grid " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##Loading Data\n", "* NWP Output comes from downscaled NAM\n", "* Observations are from MADIS pyranometers in the Southwest US \n", "* Pandas library can be used to read csv files quickly and import data into a Data Frame" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index([u'station', u'date', u'valid_hour_utc', u'valid_hour_pst', u'forecast_hour', u'day_of_year', u'sine_doy', u'row', u'col', u'asp', u'dem', u'slope', u'T_f', u'T_f_mean', u'T_f_max', u'T_f_min', u'T_f_median', u'T_f_correlate', u'T_f_gradient', u'av_dswrf_sfc_f', u'av_dswrf_sfc_f_mean', u'av_dswrf_sfc_f_max', u'av_dswrf_sfc_f_min', u'av_dswrf_sfc_f_median', u'av_dswrf_sfc_f_correlate', u'av_dswrf_sfc_f_gradient', u'cloud_cover_f', u'cloud_cover_f_mean', u'cloud_cover_f_max', u'cloud_cover_f_min', u'cloud_cover_f_median', u'cloud_cover_f_correlate', u'cloud_cover_f_gradient', u'dewpt_f', u'dewpt_f_mean', u'dewpt_f_max', u'dewpt_f_min', u'dewpt_f_median', u'dewpt_f_correlate', u'dewpt_f_gradient', u'index', u'av_dswrf_sfc', u'lat', u'lon', u'add_diff'], dtype='object')\n" ] } ], "source": [ "solar_training_data = pd.read_csv(\"data/grafs_train_data.csv\")\n", "solar_testing_data = pd.read_csv(\"data/grafs_test_data.csv\")\n", "print solar_training_data.columns" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Pwn7yce9qABkAdNiz2oUBmADycwy9S/eAx26kCzCztAIAvrH/+oUAgf6ZXjeipoVwLB62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\n2FQXGbRI2pNQJnAhcIb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tJ9LGgQuAKkkHp+1PJBIpOx4BVizEQjEgjkQCaQfEtwLbJLWT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\nsP2upA8JHdoPzuHwssN2t6QrCVnicho4kSWUcgwnKE+UI5rLJqR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "train_stations = solar_training_data['station'].unique()\n", "max_solar = np.zeros(train_stations.size)\n", "station_lats = np.zeros(train_stations.size)\n", "station_lons = np.zeros(train_stations.size)\n", "for ts, train_station in enumerate(train_stations):\n", " is_station = solar_training_data['station'] == train_station\n", " station_idxs = np.nonzero(is_station)[0]\n", " max_solar[ts] = solar_training_data['av_dswrf_sfc'][is_station].max()\n", " station_lons[ts] = solar_training_data['lon'][station_idxs[0]]\n", " station_lats[ts] = solar_training_data['lat'][station_idxs[0]]\n", "bmap = Basemap(projection='cyl', resolution='l', \n", " llcrnrlon=-125, urcrnrlon=-93, llcrnrlat=25, urcrnrlat=43)\n", "plt.figure(figsize=(15,7))\n", "bmap.drawstates()\n", "bmap.drawcoastlines()\n", "bmap.drawcountries()\n", "plt.title(\"Training Stations\", fontsize=20)\n", "plt.scatter(station_lons, station_lats, 20,max_solar,cmap=plt.get_cmap('Reds'))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##Statistical (Machine) Learning Models\n", "* Scikit-learn provides a straightforward Python interface to many common statistical learning models" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.feature_selection import SelectKBest, f_regression\n", "from sklearn.pipeline import Pipeline\n", "# Linear regression\n", "from sklearn.linear_model import Ridge\n", "ridge = Pipeline([('anova',SelectKBest(f_regression,k=15)),('ridge',Ridge(alpha=1))])\n", "# Random forest\n", "from sklearn.ensemble import RandomForestRegressor\n", "rf = RandomForestRegressor(n_estimators=100, max_features='sqrt', max_depth=6)\n", "# Gradient Boosting Regression Trees\n", "from sklearn.ensemble import GradientBoostingRegressor\n", "gbr = GradientBoostingRegressor(n_estimators=100, learning_rate=0.1, loss='lad', max_depth=6)\n", "#K-Nearest Neighbors Regression\n", "from sklearn.neighbors import KNeighborsRegressor\n", "knr = Pipeline([('anova',SelectKBest(f_regression,k=15)), \n", " ('knn',KNeighborsRegressor(n_neighbors=10, weights='uniform'))])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Fitting the Models" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting ridge\n", "Fitting random forest\n", "Fitting gradient boosted regression\n", "Fitting KNR\n" ] }, { "data": { "text/plain": [ "Pipeline(steps=[('anova', SelectKBest(k=15, score_func=)), ('knn', KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_neighbors=10, p=2, weights='uniform'))])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "input_columns = np.array(['valid_hour_pst', 'forecast_hour', 'asp', 'dem', 'slope','lat','lon',\n", " 'T_f', 'T_f_mean', 'T_f_max', 'T_f_min', 'T_f_median', 'T_f_correlate', 'T_f_gradient',\n", " 'av_dswrf_sfc_f', 'av_dswrf_sfc_f_mean', 'av_dswrf_sfc_f_max', 'av_dswrf_sfc_f_min', \n", " 'av_dswrf_sfc_f_median', 'av_dswrf_sfc_f_correlate', 'av_dswrf_sfc_f_gradient', \n", " 'cloud_cover_f', 'cloud_cover_f_mean', 'cloud_cover_f_max', 'cloud_cover_f_min', \n", " 'cloud_cover_f_median', 'cloud_cover_f_correlate', 'cloud_cover_f_gradient'])\n", "output_column = 'av_dswrf_sfc'\n", "print \"Fitting ridge\"\n", "ridge.fit(solar_training_data[input_columns], solar_training_data[output_column])\n", "print \"Fitting random forest\"\n", "rf.fit(solar_training_data[input_columns], solar_training_data[output_column])\n", "print \"Fitting gradient boosted regression\"\n", "gbr.fit(solar_training_data[input_columns], solar_training_data[output_column])\n", "print \"Fitting KNR\"\n", "knr.fit(solar_training_data[input_columns], solar_training_data[output_column])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Ranking Input Features\n", "Feature Importance quantifies the average increase in error caused by randomizing the values of an input feature." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Random Forest Gradient Boosting \n", "av_dswrf_sfc_f_correlate : 0.187 | av_dswrf_sfc_f_min : 0.535\n", "av_dswrf_sfc_f_median : 0.146 | av_dswrf_sfc_f_max : 0.157\n", "av_dswrf_sfc_f_mean : 0.136 | lon : 0.043\n", "av_dswrf_sfc_f : 0.124 | lat : 0.035\n", "av_dswrf_sfc_f_max : 0.094 | av_dswrf_sfc_f_correlate : 0.030\n", "av_dswrf_sfc_f_min : 0.093 | valid_hour_pst : 0.030\n", "forecast_hour : 0.066 | slope : 0.030\n", "valid_hour_pst : 0.048 | dem : 0.029\n", "cloud_cover_f_max : 0.019 | forecast_hour : 0.027\n", "cloud_cover_f_median : 0.016 | av_dswrf_sfc_f_median : 0.016\n", "cloud_cover_f_correlate : 0.013 | av_dswrf_sfc_f_mean : 0.015\n", "cloud_cover_f_mean : 0.012 | asp : 0.012\n", "cloud_cover_f : 0.008 | av_dswrf_sfc_f_gradient : 0.007\n", "cloud_cover_f_min : 0.007 | T_f_gradient : 0.006\n", "T_f_median : 0.005 | T_f_max : 0.004\n" ] } ], "source": [ "rf_var_importance_rankings = np.argsort(rf.feature_importances_)[::-1]\n", "gbr_var_importance_rankings = np.argsort(gbr.feature_importances_)[::-1]\n", "knr_var_names = knr.steps[0][1].get_support(indices=True)\n", "print \"Random Forest\".ljust(34) + \" Gradient Boosting\".ljust(35)\n", "for r, g in zip(rf_var_importance_rankings[:15],gbr_var_importance_rankings[:15]):\n", " print \"{0}: {1:0.3f} | {2}: {3:0.3f}\".format(input_columns[r].ljust(25), \n", " rf.feature_importances_[r],\n", " input_columns[g].ljust(25),\n", " gbr.feature_importances_[g])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Comparing Model Error" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NAM 73.475\n", "KNR 77.720\n", "Ridge Regression 77.994\n", "Random Forest 69.318\n", "Gradient Boosting 66.678\n" ] } ], "source": [ "def mean_absolute_error(forecast, obs):\n", " return np.mean(np.abs(forecast - obs))\n", "\n", "predictions = {}\n", "predictions['Ridge Regression'] = ridge.predict(solar_testing_data[input_columns])\n", "predictions['Random Forest'] = rf.predict(solar_testing_data[input_columns])\n", "predictions['Gradient Boosting'] = gbr.predict(solar_testing_data[input_columns])\n", "predictions['KNR'] = knr.predict(solar_testing_data[input_columns])\n", "print 'NAM'.ljust(20) + \"{0:0.3f}\".format(mean_absolute_error(solar_testing_data['av_dswrf_sfc_f'], \n", " solar_testing_data[output_column]))\n", "for model_name, preds in predictions.iteritems():\n", " print model_name.ljust(20) + \"{0:0.3f}\".format(mean_absolute_error(preds, solar_testing_data[output_column]))\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Visualizing Model Predictions" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jPSR1Dbih/iLA0+HDvgAe+qVw5b5aSBhrgS0oGAlP8GwEUsdCr5O7dOjLuKwJ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\nbohtp2sopbVraMn6upmOlsOQcltUZ2WubgMvjkXlLurs1EZlu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,4))\n", "m = 1\n", "for model_name, preds in predictions.iteritems():\n", " plt.subplot(1,len(predictions.keys()),m)\n", " plt.scatter(predictions[model_name], solar_testing_data[output_column],1,'k')\n", " plt.plot(np.arange(0,900,100),np.arange(0,900,100),'r--')\n", " plt.xlim(0,800)\n", " plt.ylim(0,800)\n", " plt.xlabel(model_name, fontsize=14)\n", " if m == 1:\n", " plt.ylabel(\"Obs\", fontsize=14)\n", " m += 1" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "##Visualizing Station Error" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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b/QxgeGWlqdFoNBpNJaNNfTQpQ0QiAET79Nekisoe9ZgItfGFRlOl6H0jNBpN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\nvJNTgC2A0yUNb3CLy/uooLNPV+XP1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_stations = solar_testing_data['station'].unique()\n", "station_errors = np.zeros((test_stations.size))\n", "station_lats = np.zeros(test_stations.size)\n", "station_lons = np.zeros(test_stations.size)\n", "#Calculate the mean absolute error at each station\n", "for ts, test_station in enumerate(test_stations):\n", " is_station = solar_testing_data['station'] == test_station\n", " station_idxs = np.nonzero(is_station)[0]\n", " station_errors[ts] = mean_absolute_error(predictions['Gradient Boosting'][np.nonzero(is_station)], \n", " solar_testing_data.loc[is_station,output_column])\n", " station_lons[ts] = solar_testing_data['lon'][station_idxs[0]]\n", " station_lats[ts] = solar_testing_data['lat'][station_idxs[0]]\n", "#Plot the station errors\n", "bmap = Basemap(projection='cyl', llcrnrlon=-125, urcrnrlon=-93, llcrnrlat=25, urcrnrlat=43)\n", "plt.figure(figsize=(15,7))\n", "bmap.drawstates()\n", "bmap.drawcoastlines()\n", "bmap.drawcountries()\n", "plt.title(\"Gradient Boosting Regression Mean Absolute Error by Station\", fontsize=18)\n", "plt.scatter(station_lons, station_lats, np.sqrt(station_errors) * 4,station_errors,\n", " vmin=station_errors.min(),\n", " vmax=np.percentile(station_errors,95),\n", " cmap='RdBu_r')\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Individual Site Forecasts\n", "* Visualize the time series of forecasts and observations " ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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oWTByWuhNNQq4CRiO2eKYMboyk04iZMn9fsVew0mbE4YofA4MwOw/cQNy0PT5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\nW358CngOs3lpDybtAvwFqMiVv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_station_errors(solar_testing_data, predictions, model_name, station_number):\n", " station_idxs = np.where(solar_testing_data['station']==station_number)[0]\n", " plt.plot(predictions[station_idxs],'ro-',label=model)\n", " plt.plot(solar_testing_data[output_column].values[station_idxs],'bo-',label='Obs')\n", " plt.ylim(0,700)\n", " plt.xticks(np.arange(len(station_idxs)), solar_testing_data['valid_hour_pst'].values[station_idxs])\n", " plt.title(model_name, fontsize=16)\n", "#Stations are ordered by their gradient boosted regression error \n", "station_number = test_stations[np.argsort(station_errors)][-2]\n", "plt.figure(figsize=(15,6))\n", "for m, model in enumerate(predictions.iterkeys()):\n", " plt.subplot(2, len(predictions.keys()) / 2, m + 1)\n", " if m % 2 == 0:\n", " plt.ylabel(\"Global Horizontal Irradiance\")\n", " plot_station_errors(solar_testing_data, predictions[model], model, station_number)\n", " if m > 1:\n", " plt.xlabel(\"Valid Hour (PST)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Forecast Observation" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Summary\n", "* Predicting high impact weather requires interpretation of large amounts of data\n", "* Python and data science tools can ease every step of the data interpretation process\n", "* Presentation, code, and data available at https://www.github.com/djgagne/ucar_sea_2015/\n", "* Please download the presentation and experiment with the data and code\n", "* Questions? **Email**: dgagne@ucar.edu **Twitter**: @DJGagneDos " ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }