{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Identify North Atlantic Winter Weather Regimes by K-means Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The four weather regimes typically found over the North Atlantic in winter are identified as\n", "* NAO+ (positive NAO) \n", "* NAO- (negative NAO)\n", "* Blocking \n", "* Atlantic Ridge.\n", "\n", "Each weather regime is associated with different climatic conditions over Europe and North America (Cassou, 2008). In particular, the negative NAO and the blocking regimes are generally associated with cold extreme temperatures over Europe and the eastern United States (US) (Yiou and Nogaj 2004).\n", "\n", "The North Atlantic winter weather(DJF) regimes are computed using a k-mean clustering algorithm applied to the monthly anomalies of the 500 hPa geopotential height (Z500) on the NCEP/NCAR reanalysis. The monthly anomalies are with respect to the 1979–2010 climatology and are computed over the [90W/60E; 20/80N] domain.\n", "\n", "k-means clustering is a method of vector quantization, originally from signal processing, that is popular for cluster analysis in data mining. k-means clustering aims to partition n observations into k clusters in which each observation belongs to the cluster with the nearest mean, serving as a prototype of the cluster. This results in a partitioning of the data space into Voronoi cells (https://en.wikipedia.org/wiki/K-means_clustering). \n", "\n", "[sklearn.cluster.KMeans](http://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html) is used in this notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load all needed libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import xarray as xr\n", "import cartopy.crs as ccrs\n", "from sklearn.cluster import KMeans" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Dimensions: (P: 1, T: 124, X: 76, Y: 31)\n", "Coordinates:\n", " * P (P) int32 500\n", " * T (T) float32 239.5 251.5 263.5 275.5 287.5 299.5 311.5 323.5 ...\n", " * X (X) float32 -90.0 -88.0 -86.0 -84.0 -82.0 -80.0 -78.0 -76.0 ...\n", " * Y (Y) float32 80.0 78.0 76.0 74.0 72.0 70.0 68.0 66.0 64.0 62.0 ...\n", "Data variables:\n", " phi (T, P, Y, X) float32 -77.2969 -75.2703 -73.1195 -70.8969 ...\n" ] } ], "source": [ "z500 = xr.open_dataset('data\\z500.DJF.anom.1979.2010.nc', decode_times=False)\n", "print(z500)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('phi', (u'T', u'Y', u'X'))\n", "Coordinates:\n", " P int32 500\n", " * T (T) float32 239.5 251.5 263.5 275.5 287.5 299.5 311.5 323.5 ...\n", " * X (X) float32 -90.0 -88.0 -86.0 -84.0 -82.0 -80.0 -78.0 -76.0 ...\n", " * Y (Y) float32 80.0 78.0 76.0 74.0 72.0 70.0 68.0 66.0 64.0 62.0 ...\n" ] } ], "source": [ "da = z500.sel(P=500).phi.load()\n", "print(da.name, da.dims)\n", "print(da.coords)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Perform KMeans clustering to idenfity weather regimes\n", "\n", "It is worth noting that sklearn.cluster.KMeans only support dimensions<=2. Have to convert 3D (time|lat|lon) data into 2D (time|lat*lon) using numpy.reshape. When visualizing the final identified cluster_centers(i.e., weaterh regions), have to convert them back from 1D to 2d spatial format (lat|lon)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = da.values\n", "nt,ny,nx = data.shape\n", "data = np.reshape(data, [nt, ny*nx], order='F')\n", "mk = KMeans(n_clusters=4, random_state=0, n_jobs=-1).fit(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Get the fraction of a given cluster denoted by label.**\n", "\n", "Defaultly the labeles is 0 to n_clusters-1. In this case, should be 0, 1, 2, 3." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_cluster_fraction(m, label): \n", " return (m.labels_==label).sum()/(m.labels_.size*1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Visualize weather regimes" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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yP/30Uzp37kxAQACXLl1i5MiRXLx48b7v634pV64cmzdvJjg42LbbUX5jMBiY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\nTs7j30l4KYoaTFHUY4qiJBRFtS50vAdFUckURT389q9zofccvx1/TlHUVkr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x,y = np.meshgrid(da.X, da.Y)\n", "proj = ccrs.Orthographic(0,45)\n", "fig, axes = plt.subplots(2,2, figsize=(8,8), subplot_kw=dict(projection=proj))\n", "regimes = ['NAO$^-$', 'NAO$^+$', 'Blocking', 'Atlantic Ridge']\n", "tags = list('abcd')\n", "for i in range(mk.n_clusters):\n", " onecen = mk.cluster_centers_[i,:].reshape(ny,nx, order='F')\n", " cs = axes.flat[i].contourf(x, y, onecen,\n", " levels=np.arange(-150, 151, 30), \n", " transform=ccrs.PlateCarree(),\n", " cmap='RdBu_r')\n", " \n", " cb=fig.colorbar(cs, ax=axes.flat[i], shrink=0.8, aspect=20) \n", " cb.set_label('[unit: m]',labelpad=-7) \n", " axes.flat[i].coastlines()\n", " axes.flat[i].set_global()\n", " \n", " title = '{}, {:4.1f}%'.format(regimes[i], get_cluster_fraction(mk, i)*100)\n", " axes.flat[i].set_title(title)\n", " plt.text(0, 1, tags[i], \n", " transform=axes.flat[i].transAxes, \n", " va='bottom', \n", " fontsize=plt.rcParams['font.size']*2, \n", " fontweight='bold') " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## References\n", "\n", "Stéfan van der Walt, S. Chris Colbert and Gaël Varoquaux. The NumPy Array: A Structure for Efficient Numerical Computation, Computing in Science & Engineering, 13, 22-30 (2011), DOI:10.1109/MCSE.2011.37\n", "\n", "Fernando Pérez and Brian E. Granger. IPython: A System for Interactive Scientific Computing, Computing in Science & Engineering, 9, 21-29 (2007), DOI:10.1109/MCSE.2007.53\n", "\n", "John D. Hunter. Matplotlib: A 2D Graphics Environment, Computing in Science & Engineering, 9, 90-95 (2007), DOI:10.1109/MCSE.2007.55\n", "\n", "Fabian Pedregosa, Gaël Varoquaux, Alexandre Gramfort, Vincent Michel, Bertrand Thirion, Olivier Grisel, Mathieu Blondel, Peter Prettenhofer, Ron Weiss, Vincent Dubourg, Jake Vanderplas, Alexandre Passos, David Cournapeau, Matthieu Brucher, Matthieu Perrot, Édouard Duchesnay. Scikit-learn: Machine Learning in Python, Journal of Machine Learning Research, 12, 2825-2830 (2011) \n", "\n", "Cassou C. (2008). Intraseasonal interaction between the Madden–Julian Oscillation and the North Atlantic Oscillation Nature 455 523–7.\n", "\n", "Yiou P. and Nogaj M.(2004). Extreme climatic events and weather regimes over the North Atlantic: when and where? Geophys. Res.\n", "Lett. 31 L07202" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }