{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[Notebook file](http://nbviewer.ipython.org/urls/dl.dropboxusercontent.com/u/354885/notebooks/Pub-02-Cryo-Colors.ipynb)\n", "\n", "[Author's twitter](https://twitter.com/ArcticIo)\n", "\n", "Arctic sea ice and snow cover and are two of the most prominent features of the cryosphere of the northern hemisphere and can be seen with a naked eye from the Moon. Measurements of sea ice area started around 1979 and snow cover a bit earlier. Both show a strong seasonal signal and area also a decline over the three decades. Even stronger is the decline calculated by a sea ice model run by the [Polar Science Center](http://psc.apl.washington.edu/wordpress/research/projects/arctic-sea-ice-volume-anomaly/), Washington. PIOMAS outputs daily sea ice volume for the same time allowing a good comparison of the three data sets. Instead of the usual line charts this notebook translates the daily data into a color range. Changes within a dataset are far better visible, while maintaining comparability." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A preview of the final results:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "import matplotlib.pyplot as plt\n", "from matplotlib._png import read_png\n", "\n", "fg, axes = plt.subplots(figsize=(20, 15), dpi=100, nrows=3, ncols=1)\n", "for im, ax in zip([\"piomas-colored.png\", \"area-colored.png\", \"snow-colored.png\"], axes) :\n", " ax.axes.get_yaxis().set_visible(False)\n", " ax.axes.get_xaxis().set_visible(False)\n", " ax.set_frame_on(False)\n", " ax.imshow(read_png(im))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "WARNING: pylab import has clobbered these variables: ['axes']\n", "`%pylab --no-import-all` prevents importing * from pylab and numpy\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ZCcEk563AyRoBNWNW9mDyc+6EwtWQJvLh6neCrQBl0/0JwcwIqomTNtOBdMlI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v1RT+wOOV/TnGU757j/kt9hrXw/kpfNgnAyQTA1Mb/kdVAVdoDvcXz8FLE/6llwTDpHo0yGSxGZ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9L5dPkoIS755/zrv07ciE5AiKCsk0mUllWmA/UCfWFr1lC6pVVaiiwMZIXjxLGSp0ehlG3J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\nmzdj2LBh8PPzw9SpU5GZmdmoOiMiIhAYeDNG8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9LT05GRkYH4+HgsWbIEFy9eRHh4OMLC\nwuB2u+Hv748+ffogJCRESVKr0Whw6NAhPPTQQ8pH7tb+JCQkYNWqVYoJKikpCQaDAUFBQdiyZQsy\nMzMxbtw4uFwuXLhwAZIkYfny5VizZo0yNjee9w3f6wMHDiAqKqrpk+fXSFzI4XCIZsyYoSrLzMwk\nIlKSu/5a/Pjjj7Ry5UqaP3/+Pbn/7t2778l9G8OuXbvI7Xb/LPfasWOHx79t3LjxJ92bu9JxOBxO\nM4SbNTgcDqcZwoUzh8PhNEO4cOZwOJxmCBfOHA6H0wzhwpnD4XCaIVw4czgcTjPk/wEXmBIEvS6e\nQAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 72 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preparation, imports and helpful functions" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "\n", "import gzip, urllib, time\n", "from StringIO import StringIO\n", "from datetime import datetime, timedelta\n", "\n", "import numpy as np\n", "import matplotlib.dates as mdates\n", "import matplotlib.pyplot as plt\n", "from matplotlib._png import read_png\n", "from matplotlib.colors import LinearSegmentedColormap\n", "from IPython.core.display import Image\n", "\n", "now = datetime.utcnow()\n", "\n", "print\n", "print \" now: %s\" % now\n", "print \"python: %s\" % str(sys.version_info[:])\n", "print \" numpy: %s\" % numpy.__version__\n", "print \" mpl: %s\" % matplotlib.__version__" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n", "\n", " now: 2014-01-14 20:19:07.230332\n", "python: (2, 7, 4, 'final', 0)\n", " numpy: 1.7.1\n", " mpl: 1.2.1\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "WARNING: pylab import has clobbered these variables: ['axes']\n", "`%pylab --no-import-all` prevents importing * from pylab and numpy\n" ] } ], "prompt_number": 73 }, { "cell_type": "code", "collapsed": false, "input": [ "## little helper to pixel-perfectly render a figure as an inline image\n", "def showFigure(fg, filename, dpi=100) :\n", " plt.savefig(filename, dpi=dpi)\n", " plt.close(fg) \n", " return Image(filename=filename)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 74 }, { "cell_type": "markdown", "metadata": {}, "source": [ "None of the build-in color palettes really picks up the details of the data. Here is how to make an optimized color palette for this purpose:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "## the final result:\n", "Image(filename=\"colorbar.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyCAYAAAByHI2dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVQAAAABJRU5ErkJggg==\n", "prompt_number": 75, "text": [ "" ] } ], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "# human readable version\n", "palette = [\n", " (0.00, \"000000\"), # black\n", " (0.04, \"880000\"), # dark red\n", " (0.14, \"ff0000\"), # red\n", " (0.24, \"ff8800\"), # orange\n", " (0.34, \"ffff00\"), # yellow\n", " (0.44, \"33ff00\"), # green\n", " (0.57, \"00ccff\"), # light blue\n", " (0.74, \"4444cc\"), # dark blue\n", " (0.84, \"aa00aa\"), # violett\n", " (0.94, \"660066\"), # dark violett\n", " (1.00, \"000000\"), # black\n", "]\n", "\n", "# converter to mpl\n", "def makeColormap(pal) :\n", "\n", "\tclass Color(object) :\n", "\t\tdef __init__(self, color) :\n", "\t\t\tself.r = float(int(color[0:2], 16))/255\n", "\t\t\tself.g = float(int(color[2:4], 16))/255\n", "\t\t\tself.b = float(int(color[4:6], 16))/255\n", "\t\tdef __getitem__(self, rgb) :\n", "\t\t\treturn self.__dict__[rgb]\n", "\n", "\tp = {}\n", "\t\n", "\tfor col in ['red', 'green', 'blue']:\n", "\t\t\n", "\t\takku = []; l = col[0]; \n", "\t\t\n", "\t\tfor i, e in enumerate(pal) :\n", "\n", "\t\t\tc = Color(e[1])\n", "\t\t\tif i == 0: akku.append((e[0], 0.0, c[l]))\n", "\t\t\telif i == len(pal)-1 : akku.append((e[0], c[l], 1.0))\n", "\t\t\telse : akku.append((e[0], c[l], c[l]))\n", "\t\t\t\t\n", "\t\tp[col] = tuple(akku)\n", "\t\t\n", "\treturn LinearSegmentedColormap('cryo', p, 255)\n", "\n", "## convert and display\n", "cmap = makeColormap(palette)\n", "\n", "fg, ax = plt.subplots(figsize=(4.00, 0.5), dpi=100)\n", "bar = mpl.colorbar.ColorbarBase(ax, cmap=cmap, orientation='horizontal')\n", "ax.set_position((0., 0., 1., 0.99))\n", "\n", "showFigure(fg, \"colorbar.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyCAYAAAByHI2dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVQAAAABJRU5ErkJggg==\n", "prompt_number": 76, "text": [ "" ] } ], "prompt_number": 76 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plotting function for all three data sets. The only differences are axis decoration and scaling." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def plotData(data, vmax, xlocs, xlbls, ylocs=[], ylbls=[]) :\n", " \n", " fg, ax = plt.subplots(figsize=(5, 3), dpi=100, nrows=1, ncols=1)\n", " \n", " ax.set_position([0.08, 0.12, 0.81, 0.78])\n", " \n", " ## here the magic happens\n", " img = ax.imshow(data, interpolation=\"nearest\", aspect='auto', \n", " vmin=0, vmax=vmax, cmap=cmap)\n", " \n", " ## only decoration left over\n", " ax.set_xticks(xlocs)\n", " ax.set_xticklabels(xlbls)\n", " ax.tick_params(axis='x', labelsize=8)\n", " \n", " ylbls = ylbls if len(ylbls) else \\\n", " [time.strftime(\"%b\", datetime(2000, m, 1).timetuple()) for m in range(1, 13)]\n", " ylocs = ylocs if len(ylocs) else \\\n", " [int(time.strftime(\"%j\", datetime(2000, m, 1).timetuple())) for m in range(1, 13)]\n", " ax.set_yticks(ylocs)\n", " ax.set_yticklabels(ylbls)\n", " ax.tick_params(axis='y', labelsize=10)\n", " \n", " ax.grid(axis='y')\n", " \n", " cax = fg.add_axes([0, 0.12, 1.08, 0.78], frameon=False)\n", " cax.axes.get_xaxis().set_visible(False)\n", " cax.axes.get_yaxis().set_visible(False)\n", " bar = plt.colorbar(img, ax=cax, orientation='vertical')\n", " fts = [t.set_fontsize(8) for t in bar.ax.get_yticklabels()]\n", " \n", " return fg, ax" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 105 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Volume First" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "PIOMAS volume comes as a three column text file, the import is simple. The data is usually updated once per month, well, except during a government shutdown." ] }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"http://psc.apl.washington.edu/wordpress/wp-content/uploads/schweiger/ice_volume/PIOMAS.vol.daily.1979.2013.Current.v2.dat.gz\"\n", "rawVolu = np.genfromtxt(gzip.GzipFile( \\\n", " fileobj=StringIO(urllib.urlopen(url).read())), skiprows=1)\n", "\n", "# check\n", "print rawVolu[-1], \"Last day\", \\\n", " datetime(int(rawVolu[-1,0]), 1, 1) + timedelta(int(rawVolu[-1,1]) -1)\n", " \n", "tmp = plot(rawVolu[:,2])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 2013. 365. 15.225] Last day 2013-12-31 00:00:00\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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iJ0rrc5Gjjfhc4y2Usjd56VyyD1+PT9n7YgzhsQ4Pq//rZQ9MZE+lh/V+4ih7\nPT4T18aJ+rTCVfa+py/b5JSGstcrhtp8cFp45VL2XV08C6a2llfD36bsaSwuG+d731Ovv/2t+bgg\nOsbMxrHVxvF59lGzZPr71e/0zc/DH3ibpeEi0DhEEidAazqPaVGVfj0msvcFpTljsU2A+hNEnLRV\nztNM+Dym2EwaQfRwG9NxEhCuTCZfui/nesLnsaVehndzs60L8Hn2dB4f2S9ezCN7Tj+2CWHePPUq\ntffTw5jZOCay8SnuOIudOOTJIb44yt50jqg2jmm8cZV91Pviu2aOFWc7j+u+mM6RzSoSoycEW2yG\nY+MkVfb9/aMzmThWm29yMl1PuI2NQH3luanNrFl2G4ee0mbOdGfJENnbvHbdLrIROY3XFz8ApPZ+\nmhgzZc8he66N4yO+MKmZlH1UGyctz55TGVM/j6kmPucJgqPsfePl3FvT6tj+frfVwyFg2sGLniLi\nLKri3LvweLhrO+Ioe25RNp9nz9njl75Lvv2IM5lkyl7fbMWn7F2+vpB9+hgzz56r7JMGaAul7Lkk\nnFTZU368bktxJzjOxOO7Zle2jqlNeJtFTj9xlbJJ2Yf3EwhbeqZMpiDIZbZwsrt8AVrbeOPUxrF5\n9i5lr6eB2mwc39aeNJbhYbUjlk3Z60TuUvY+su/oUNciZJ8exr2Nw/HsXQHaOLEBILpnPzioCC2c\n7sjx7KNMTjYrKGqANi1l77sebiDe56OH32du6mXUJ6twHCKJsnctagu34ZK9iYR9yr6vL6fabTZO\neKcwUz+UrePKoqHPpytAS2tjfGR/+unJi7IJchjTAG0czz4NZc+1caL415xzxKmNEz4Px4+3BWiT\nevYma8t3PWGStp0n6Ypg03g46b5xxsJR9lEXx3FsHE6Wkm+8LhuHzmEjairr7MqPpwnMReQcG4fI\nXpR9ehgTZU91WeJ49oUK0Eb17LnkmdTGiUv2HGXvm3joOC0OikOepn4KZePECVzHVfa+jKlwG46y\nt1Xp9G2pGSZ7n43jmlQqKtwpk3qJCF+A1kf2rtiAIDrGxLMfGDjZ8gBODkSmtcAojrI3Pd7rCjVN\nZR/VxhkrZZ/JKL+bcv45thSH7Atl45i2Doya6WQab1xlHzVAa8u04eT8c5S9a7c3IEfSXBvHROS6\n0HNl43R2qjo9rn13X3sNuPde+3EAaG1V2x8KxsjGMalKYPQH9cQJ9WHQg2lENOEyBvnw7KNaGlyy\n9ylh33jAU1TXAAAgAElEQVQ5mTa2cyT17IHR7yM3fhC2cdJQ9hwbx9SPyVJKQ9lznkTyoeyHh09O\nSTXVj9Jz9X1kb0sDpZW6rk3LdRvHRNR6OWuXsu/tVbn2LrLfvh3427+1HwfU8Y0b3W0uvRR45hl3\nm8mAMbFxOGRvWtWayfjVGtfG4Sj7sPecL8+e2lDWhJ6mGD4PV9n7snFM95e7LsA3Ftd9C1+z6Txx\nydMUFOXED1xj4RTWi7t4y0fk4bUFroqi+paaST17X2zApex1G8dE5Pp330f2VVVusrf9rY7vfMd9\nvK1N1e//5S/955roGLfK3hTADbcB4gdooyj7oSH1s07CURU5jdVFsHQ8XEI2H559nHIJ1IbGG9fG\n8d07ro3jS33Nl40TZw8F03h92Tj0JOIiclOJ76SevcvGqahQxzMZ+yKwsjK7stf78ZH93Llustdj\ngHFBNX7ClvJkxJh49jay11UHZ0IA0llN6gvQmkg4LWUfJs/w8fB54qZeplEIDeDZOHECtJy8dZey\nHxzMFRxz9ZMvGydq6mV4PwGudcXZKyCpZ2+zcfSJxRakpet2LQCjc9jInp5o5sxxq3cqpWDbd5di\nS1R6wYTDh93nmEwY1zaOrU0Uv9eXekltwzO7j9QolkBV+TgrX31KmEv2+VL2nEVT4UnQp+xN1gnH\ns+dkXXHiFD5LqVABWl+AnMaqq1SOXcTdvMcXCPYFeakvXy4+9WUjck4dH3oPSkvdyr6tTb0eOWI+\n3tOj7pltNTCQU/ZTIZ9/zGwcH6lx2gD+RVU+cuRaSqax+IhaP8fAwMnKk9pEVfYmgtUD1zZlHw7Q\nJo0xxJ14oq7UpTYuG4fTD9ezz0eANjw52TKdot4X0/6+LhvHldGjVxQ1kbAuEFwBZVfqpT452SYE\nTvomoEoqlJWpjBsTurqA6mr39octLWoTe1H2KSKqsrd59lGDe74ArYtgXd40pw13wkhq44QD15z4\ngc2zj5KXzlHTcVfQmsoku2wcn+VEbTg2TphgwxlgcQK0nMnJl+Fl8+x9E49+HlvtHE6ePTdVtLRU\n9ZPJuG2nNMh+xQq7su/uVlZQWZk6pwldXVNnpe648uyjKm4gnmevf/Fs/XDslXAbly1iIiNuPz6C\nDbfhrC3wlYgYHBxdI4Z7TVwbx/UecSpnFsrGMWWA+fbU5Y6XW7rBdj2msdjiBz4i5+TZ+6yebFaR\nN73fpiBteE8CW/yAS/ZnnGFX5VQ335U91NMjyj510AfZtnoWyA/Z++wVl13EUdyuNhxlH9XGiWv1\nRF1UFa4Rw+2H+3QQtXy0L0DLtYuiBmg5bXwZMKZzxLHAuOWjfco+HBsAeAFan7Kn+0tF71yporZz\n6P24yL6vL1eUzVdb30X23d2K7Ke8sj9w4AAuvfRSrF69GmvWrMGDDz4IAGhvb0djYyOWL1+Oyy67\nDJ2dnf6OitS/bDZ+nj21cX2Bucpet3F8yj6uKuco8jjK3tRGv6a45RLiTHD5WkFrsnF8nj3nKSNu\nqqiPhDmpl1HrMXHtIp/6189D38Owh+2rrxM+T9zsobBdZIofcMheL8pmW+BFG7aIsldwkn1xcTEe\neOABvPbaa/jNb36Db33rW3jjjTewbds2NDY24q233sKGDRuwbds2Vmf0YeXk0HPaDA2pD21Jifk4\nnSeuso+qyl156+NN2dsWVbnOYWrjIyxfUNSWH8+1RUihcm2cqEXZTNfEVfZJU4LjTCqmNpxNgDhZ\nMuHqmr6nGV9A2RY/8C3MAnibo5OyLy21e/ZE9lNe2Z9yyilYt24dAKC8vBwrV67EwYMH8cQTT2Dz\n5s0AgM2bN+Pxxx9ndUZvbhIbR/+AkFLTrYaoaYiuScUXoI2i7F1PB0kDtKY2rmsmknSt1OVMTnEK\nyIX7MdXn59g406ap950UaiFtHM7kZArQ+mynOJNKWqmiUeyVQvVDnr9p0RSX7Csr7f1Qm9NOU+eY\n7JubT/c3Udi/fz92796N9evXo6WlBdXV1QCA6upqtLS0GP9my5YtIz83NDSgpKQBAwPqDT/99JPb\nh8l+/nx3mzRKByQJ0IaJz6SUKZMjbvpm+Jo4AVpTG/2aOdfDUfa+pwPbecITXPi4voaB/F+TKicC\npVzqODZOPhV31FhS3JTUqBOPL52Usx+uzcbxKfu+vtz32mfjULHEwcHRT++AIvuqKjfZk43jIvue\nnlzGzrFjqn2h0dTUhKamprz3wyL7Y8eOYdOmTfjGN76BCtrG/g/IZDLIhKN4f4BO9kDOg3Mpe30F\nrW9C4Kojn7KPa534iFrP5OCmb6Zl47jSTTlEzuknDWXve+KhL7nPmkpi40Ql+zgB2pKS0VZCmgFa\nXRRxFLdvvK4Ara+6ps+z1ydcn40D5DgjTPZUusFl0XR3A7W1brKnWEVlZW5yKDQaGhrQ0NAw8v+t\nW7fmpR9vNs7g4CA2bdqEG264AVdffTUApeYP/2GdcXNzMxYuXMjqjFbEucolcDx7+gDFWSQT7sel\n7H1pk1GI2hYbSCtAG8WzN903zjmojcvG4aRecvrxqVw6j2sCixN8TcPGsW1RmUaANg7Bcs6jj9dG\nju+8kyPduDaO/nng2EW2GjvUxvYUAuQ8exfZ03lmz578vr2T7IMgwM0334xVq1bhtttuG/n9VVdd\nhR07dgAAduzYMTIJ+MBR9j4STkvZpxGgjULUpERMxwsRoOUoe85YfGsLOEo5PJH6njIAt41jG2/U\nYLFtPFFJeHBQPdUVF48ea1K7yObZcyYEn43jI3v6/9y5uX44Y3GthOaQvS0jh/py1cTv6lKK3dWG\nrruiYvLviuUk++effx6PPPIInnvuOdTX16O+vh47d+7EXXfdhaeffhrLly/Hs88+i7vuuovVWVSy\nj0tqPmWfVoDWl42jjydcw4QQJ0DLWVTlSjeNm2lD/aQZoOXED1zXFOWzkBbZ+0jY95nj9sPJbuFM\nCL7zhJ9EbJMKlTc2jZX64dg4rtr7dB5O/KC01E3kPT2KxG2Tin7dpaXq58kMp2d/8cUXI2sJUT8T\no9p/FLK3KeGotVlcXi4t8CK1YusnLWVvI3vOOeiD6OuHzqWrSv04wJswfBlI9EWJs4I2LRsnPIFV\nVdn7sZ0jrQAtp4Bc+HO5YMHJbdII0EZV9v39ozOibPZLGlk/XM+eKlW66vT4lD1952xk39+vjk2b\n5l+tOxlQsBW0gLqhfX081U6zsquNLZWO3vzw5g+EcOCUYxcl9extZJ+WjUMfehtJh4nR5tlz4hSD\ng+p4SUkuW8Z0DjpPGjYOJ4U2DRvHdx7T2g5frR8g3laYUb120/WYzuN7ErHZPK7Fi6bzmCYnjmev\n80M+yV6/L1NB2ReU7H0B2rCy95GjL5WOPqCmZCF6POQEaDnK3jeBJVX23DacPHzTfTONxaW4OSmr\nAM/G8VlkNGaXZ58v1R5uQ8fDazuSLszijCXJClpXzXvOhMGdVDgxBo6N48sM4nj2vr1u9bGIsk8Z\nPhtHv+EusndZANOmKYtheNhOfPp5kua2jxdlr5M9R9lzbBxfdhGndhHHxvEtNrONeSw8e87irbjK\nPh8B2mzWr8o5/YTvnb7xvO2afNk4nNRLl7L3efY+Za+LHlH2KcNH9voN59o44S8eZUEQkZtIjc5D\nC7w4AVqXsg9v+hy+phMneAFanyo3pfSF27jInuPZ++wVasN5IrKdh9PPWNk4cQLK+UrxjBugNV2z\nbrdxYgM+ZW8ie66N40vx5JI9R9m7yF6/JvqeTmYUnOyPH1dvjukLTmSfzfKsk7jEB4y2cZIEX4eG\nzI/2+jX19qZj4/T3m31yzjXrxJhkUVWUWIetryh2EaAmubipl5zKmDSWcIle0zX5Ji/bWKJWHTX1\nleZK3aQ2Dq0O1xEnG8dH9r42NrKnJ/vSUp6yt+XzTyYU3LM/elS9STYffWhIEePMmaPrpRB8AVq9\njc/GoYBm3ACtj/jomvv60rFxbMf1Nhxln8aiKm5V0rg2jn6ewUE1wU0P5Y7p10QLaGzHXWPRY0Az\nZpiDzlFsHE7qJadcQhrKnvsE4SN7k40TpxCa/p01HQ+fx+W3u8iezlFUxPPsbRPCZELBlf3Ro3Zi\nzGTUh6611UyMgD9AS218No5P2c+Ywd/NykXCZWXpKXsO2bviC2kuquIEaOm1uNjeDyf1khOHMJG9\n/gW2PR1wJ7goNo7pPeCUZI7jpfuImjOpxFH2XBvHNGkUwsbRq2tybBxbsHgyYVyRPaBu/qFDJ+dM\nE6J8OZMoe/2xzpdzbpsw6Hq4yv748fiTl29C4Hj2USyyuCucuf2Eq5vankS4ZD84qAgq/LQYlezj\n2jgcZR8nG8eUNskZi2vi4ebzF8LGiRug5WyzyAkWTyYUnOzb2vxkf+BAblFFGFG+nBxydGUGUS3t\npMreRfb0xaI4hSsDiaPsbddDSkz3Mm3n4Fyzq59sNpcFkrQfIB1ln9S6imrj+JR9GgHa4eHRxeKo\nDaefqMo+/F0y2Ti+yYnGS096enXTcF++1Mu0lb3NUppMKCjZV1QA779vV+2AuvkffGAn+6gBWhs5\n0pfPRjZhZe/z7F3Knmwcl+3R06OO+4Kvruuh7CLThJHJ5K6Zu6jK9zRjuh5asDY05CbYtGycwUFF\nFqYV12Gy5xB5nNRXLsEmVfY0YVN9d7q/rv0c4gRoSbXrdeTD98Zk4/T3j94jwbaaWh+vb8WvrVyC\nz7Pn7HXLKd0wmVBQsp83D9i71032ZWWK7E217IFoas2n7Pv6VLvwJh5ATtnbVuHSOVwql66no0N9\nOcJlWoFc4LG1VRVtcl1zEmWvt+Euqoqj7PU2adk4tslJn+BKS/0WjU/Zu+IdUWycJKmX4Qwk/Tz6\nRJq0HxfZmzZZ51hKAwMn7xoXDtb7xhve+8Hn2dMkGt7ghGPjhJW92DgpYv589cWcM8fehmPjcHLB\nOUq4s9OeGUTK3pVWqaty05oAup7WVrd1VVYGNDfnn+zpixPXrgB4cQpqw7VxfMFilyofGDBbODQO\nUqiFtHF8i6poXUZYZITjFKY02/DKbh95mt4nzuTks6a4yj5KZhado7g4N3H7PPtp08x76nJsnHCw\nWJR9iiACNxUeI/hsnDQ9+85OOzGSsnedgxaJdXe7yf6DD9zXPGsWn+zjxiD0NkmycfSxcJ4g4tbg\niWLj2MheV6gcZZ80G4fUpS/Tho6HBQQnluFbhBfHxuFMGpwAbVjZm54Owu+Bb6I0efbhRYymCYGz\ngXo4DVSUfYoga+aUU+xt0iR7XzYOKXsTSNm71PSsWep4T499h5uyMhWncO3vMmuWykAaa2XPtVd8\nNg61SdPGcQVoaa9RE3yTUxrKvqhI/aNAoy31MsruaHHvi4k84+w5YJo0fAHasLKPY+OE742JyMN7\nT9vI3reBuqRe5hE1NcA55wCNjfY2ZWXA4cP5V/Zk43CUvSvT5vhxv43z3nsnl7PVEUXZJyV7n+L2\nKcuSEnVfkj5BcCcV11h8No7eF7fWUhISdo2Xm4HE+Wwn9ey5i8Bc6ZkmG8ek7Dk2TtSFZJwJgWvj\nTCVlP93fJD0UFwOvvOJuQ37+hz5kPq6/Ka7dn4hsbCRbXKx2srERlu7Zu5T98ePqg3/qqeY2ZWXA\nkSNusi8rU8reR1hpBGh9nj3V+be1oVTSgQF/gNY2qcyYwU9rdbXRlb3v3nHWBbjiB729uTam95I+\nlzNm+FMvOWTPtXHyEaClNlFr63OzcWzXYxqvLVtHH0sSG0dSL8cQ5G0vW2Y+rn8Ie3rcas1GWID6\ngHR02MmT49nrNo5N2RPBJLFx0iA1Oo/rvtAXa3Dw5G319LH29iYL0NLqZNekwikQ5/PsgejKPu6T\niG9y0r3nuEQebhMnVz88VltfJl8/XCbZpOxdNk5czz6uso+yqEpsnDEAvWm+Ly/g/wL7lLDLxuF4\n9hwbhyavJDZOZaV6CnH1o6chJlH2vvtG5R+S2DiUbsqNH/iUfVdX/EkwyroNVxvf5BRW9nEXm/nG\nGzdAG7V+jklxU6E+vY3Ps/eNhbNq2ET2ehuOZz8VbJxxR/auHHxg9IfQVwbZpex9AVoiNVrsZAKp\nXJeypNiDj+xdyr6qSo3V1Q/ZK1xl78qScd03DtnrAVpTP4D/ySmslOOkXlIbn7LnlpimsfhI2DRe\nfZ+FJKUm0vDs4wZofYo7rOzTsnHiKHv9s8excUTZjwFuvx14+237cXrjhobspZI5CpVsHBdhlZQA\nLS12EuYoe/LybecA1Bi6utw2TnGxUv+2fsrLFaFxlL1vURVH2Xd12ddL6KmXtknDFxPhBGi5No5v\n34JC2Dj6eZLWFXKRPSfnnxugjeKlB4G6z7r1Z8rGiROgNXn23Iwd6kMCtOOQ7MvLgTPPtB+nN4WU\nmmmxE0fZl5erwKmN1ABFrAcP2kmYArQusl+wAPjKV4CLLrL3Q2NwTQhVVSqrx0ZqHLL3efac+0Zk\n39bmXuXse0Kg/YgpqBlGFBvHRfZ0zbZyFdwAbVIS1sfLDRbny8bxWTThfkznCU8Yg4PqvPoiMNOk\nkpZnHw7QUsDf1Jcoe4VxR/Y+0JtieyynNj6FWlmplLJrsVN5uSJ7G5FwbBwA+Ju/8S+qAtznqKpS\n+fpJlX1/v1+d+pR9Z6dqY5ucfAFaQBF8R4d9j2BuSmSUwHUaAVqujeNS9lxLKc5YwsTGXUEbNfUy\nfI6wXw+YbRzfk0h4vBzP3tRGV+2c2jii7MchfF8YvY2LbIioamvtfZGyd/nkPmXPAZGzy9evqlJ9\nuSaeY8fsGUqA+tB3d6v7M92QdMu1cY4cUZOXiaSB0TaOy7N3xUw4qYppp16mZePEVfZRJgxbP3Sc\nVvOmtYLWZ6+Yyj9wbJw0PHuTKg+rdkm9ZJD9TTfdhOrqatTV1Y38bsuWLaipqUF9fT3q6+uxc+fO\nvA5SB71xvswUjrIHgCVL7H2lYeNwQF9818piCly7lH1zs/rQupT90aP2c9C9dZV/oPtps3AA/wpa\nQBHDkSP+7CLAbq9wPHsqaWETB+GSzByCdcUYOPsE53PiodW8lBZZqAAtV9mbyD7KpMJtw6mbL7Vx\nQvjsZz97EplnMhncfvvt2L17N3bv3o0//uM/ztsAw+Aoe19ZAIBP9u+/7yb7ri41Hls/HFDGjq8a\nKGBfvFVRAbS3248D6r60t9uJsahIkXBrq52E9S+QDZwnq5kzVVkM29MMp7wAR9mXlrqzlPQN6pMU\nbiPCIdIzbamZhmcfx3YylUuIEsQ1TWBcZe+bVHzlHTiefRJl77Jx/umfgH/915P/bqLCu4L2kksu\nwf79+0/6fRCuKVogcJQ9+deuBVGrVqnXmhp7XxUV6otpa0OEZ/Odubj2WpX1Y6plT2hpUa+mYCaQ\niwm4FLdP2QPq3h0+bJ9I6Tr7+tz9uFbQAuo6Dh60j5dbS8aXZ09kz43xxPXs9XgHp1gdJ35gynbi\nTjyuzCBf+eJwP6a9eTnKPkyyJ06cvLiQk43D8exdyj5ubZy9e81lyScqYpdLeOihh/Dwww/jvPPO\nw/333485hk/mli1bRn5uaGhAQ0ND3O5GQG++68tbUaGyRVylDs44Q5GES6GS4l682Hw8CcHrKCkB\n7rjD3ebgQfdx+iKaFKXeT3u7m+xnzVJk77OlXP1wA7RcZe9bQdvebq+l5FP2QDRl77NxfOm+3Myg\nJGOJEsQNV5DkniNMsOFSCeFzAOl69rpIMBE118ZxKfv+frtYSRNNTU1oamrKez+xyP7WW2/Fl770\nJQDAPffcgzvuuAPbt28/qZ1O9mlBV/Y2si8vB9591/9mubJfgJytctpp7naFeMj54Q8VqSVBSYma\nNDhkT08+Jrz8stu2imLjXHCBfawcG+fYMfWldRWi4yp7H3lms/bPFGeC8+X8c4u/cScE2gjEZZ2Y\ndo8K98MpuRAughY+h96XbSymvuJ69lEDtL4JI58IC+GtW7fmpZ9YZL9Qexa75ZZbcOWVV6Y2IB90\nz972Ba+oUL5zUnuFyMal/oHc9oX5xLp1/ja33QZceKH9ONk4rjgFkf369fY2557rHgdH5Ua1cUyk\nVl6uNrqZM8f+Pqep7G3ESG24yj5JgDb8xOMa7+CgeuILf365qaRRrCCOso+zCMzmx0dJvTSRfXj/\nXt85JgNipV42NzeP/PzYY4+NytTJNzgBWvKdXbtDcbBuHbBihbvNtGnuImeFxAMPAJ/4hP14WZnK\n2HE90XBtHBc46xzSCNDOmZNLA7VBV/au1dIcsnddD52Ds4KZ49mnoew5FUWT5POnpeyjLN6iNlEC\ntLYVtvrEbfP9bTGyiQivsr/uuuvwi1/8Am1tbVi8eDG2bt2KpqYm7NmzB5lMBrW1tfj2t79diLEC\nGG3jVFeb25SXu2vNcPGZz6h/LkykdK0FC5QSTsOzd0FXua66QsPDyQK0FCbikD1H2fsCtK7gK2dT\nl7RTL311hdJYAGZrEybhuJ59nACtz8Y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"text": [ "" ] } ], "prompt_number": 78 }, { "cell_type": "markdown", "metadata": {}, "source": [ "I hope you'll like my tendency to spend similar variables the same amount of characters. Readability tops orthography ;)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# shape and resize the data, nan for missing\n", "yirs = rawVolu[:, 0]\n", "days = rawVolu[:, 1]\n", "volu = rawVolu[:, 2].copy()\n", "\n", "yirs = np.arange(int(yirs.min()), int(yirs.max() +1), 1)\n", "days = np.arange(int(days.min()), int(days.max() +1), 1)\n", "volu.resize((len(yirs), len(days))); \n", "volu[volu==0] = np.nan\n", "volu = volu.transpose()\n", "\n", "# PIOMAS ignores leap years, which makes days a little bit longer in a leap year.\n", "print \"shape: %s, min: %s, max: %s\" % \\\n", " (volu.shape, np.nanmin(volu), np.nanmax(volu))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "shape: (365, 35), min: 3.261, max: 33.035\n" ] } ], "prompt_number": 79 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now same data with volume encoded as color. " ] }, { "cell_type": "code", "collapsed": false, "input": [ "xlbls = np.arange(1980, 2011, 5)\n", "xlocs = [lbl - 1979 for lbl in xlbls]\n", "\n", "fg, ax = plotData(volu, 34, xlocs, xlbls)\n", "\n", "plt.figtext(0.5, 0.98, u\"PIOMAS - Arctic Sea Ice Volume (1000km\u00b3)\",\n", " ha='center', va=\"top\", fontsize=12)\n", "\n", "plt.figtext(0.98, 0.00, \"Credit: Zhang, Jinlun and D.A. Rothrock\\n\" + \n", " \"http://psc.apl.washington.edu/\", ha='right', va='bottom', fontsize=5)\n", "\n", "showFigure(fg, \"piomas-colored.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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WDSEhIWYusNKYMWMG7OzsTMfTTz9dZh+vXbtmisjNz883yWZ8wVqKxL9/fdroemvYsGGZ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L1QqVZVO4a9Bsz83EhL3wHYBgL5JagUXqeOhG+AxPVGWrYdsM0EMmrsQpLmAfH/NNLsJwHbK0Dq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\nuvKSQXGS/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"prompt_number": 106, "text": [ "" ] } ], "prompt_number": 106 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sea Ice Area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sea ice area ignores the third dimension and reduces the ice pack to a flat feature. Will this data expose a similar trend like volume?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"http://arctic.atmos.uiuc.edu/cryosphere/timeseries.anom.1979-2008\"\n", "rawArea = np.genfromtxt(url)\n", "print rawArea[-1:]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ 2.01403280e+03 -8.46257400e-01 1.19673138e+01 1.28135710e+01]]\n" ] } ], "prompt_number": 86 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data is organized in four columns: time of year, anomaly, actual area and climatology." ] }, { "cell_type": "code", "collapsed": false, "input": [ "## check\n", "fg, axes = plt.subplots(figsize=(7, 10), dpi=100, nrows=3, ncols=1)\n", "for dt, ax in zip([rawArea[:,1], rawArea[:,2], rawArea[:,3]], axes) :\n", " ax.plot(dt)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Ug24KQjWt6Rs/HGj7ccepz0GbpCP9EVGH4w+n5ee///V27L/7Xfj0086drvUq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\neUN29CAhoE3hukFBbaSTki2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Ic9Fx0qt91LYGDRoc+O5kOnTo4NnOUBttS5kM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CAAAg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\nVYm61ntT06uxQ+VB9lpgAUFYkN//xThbQNhzpv/Zm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"text": [ "" ] } ], "prompt_number": 91 }, { "cell_type": "code", "collapsed": false, "input": [ "## shape and resize\n", "nans = np.empty(365); nans.fill(np.nan)\n", "yirs = range(1979, 2014)\n", "\n", "## Only the first 365 entries of a year will be used, dropping Dec 31th in case of a leap year.\n", "def splitYearsArea(a, y, f) :\n", " d = a[(a[:, 0] >= y) & (a[:, 0] < y +1)]\n", " return np.hstack((d[:, f], nans))[:365]\n", "\n", "area = np.transpose(np.array([splitYearsArea(rawArea, y, 2) for y in yirs]))\n", "\n", "print \"shape: %s, min: %s, max: %s\" % (area.shape, np.nanmin(area), np.nanmax(area))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "shape: (365, 35), min: 2.2340095, max: 15.074604\n" ] } ], "prompt_number": 92 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting of area is similar to thickness" ] }, { "cell_type": "code", "collapsed": false, "input": [ "xlbls = np.arange(1980, 2011, 5)\n", "xlocs = [lbl - 1979 for lbl in xlbls]\n", "\n", "fg, ax = plotData(area, 16, xlocs, xlbls)\n", "\n", "plt.figtext(0.5, 0.98, u\"Arctic Sea Ice Area (1,000,000km\u00b2)\",\n", " ha='center', va=\"top\", fontsize=12)\n", "\n", "plt.figtext(0.98, 0.00, \"Credit: The Cryosphere Today\\n\" + \n", " \"http://arctic.atmos.uiuc.edu/cryosphere/\", \\\n", " ha='right', va='bottom', fontsize=5)\n", "\n", "showFigure(fg, \"area-colored.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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F1atXLT67du0annrqKVEQmc+pr169imeeeUYsl5SUhPT0dHTo0EGkdezYsdQ6AUjKWoPc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\n4t4H33oG/r1IOiLWF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"prompt_number": 107, "text": [ "" ] } ], "prompt_number": 107 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### NH Snow Cover" ] }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"http://climate.rutgers.edu/snowcover/files/wkcov.nhland.txt\"\n", "rawSnow = np.genfromtxt(url)\n", "print rawSnow[-1:]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[[ 2.01400000e+03 1.00000000e+00 4.57908620e+07]]\n" ] } ], "prompt_number": 95 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Snow comes as weekly data and includes a few gaps, so processing is a bit different." ] }, { "cell_type": "code", "collapsed": false, "input": [ "url = \"http://climate.rutgers.edu/snowcover/files/wkcov.nhland.txt\"\n", "rawSnow = np.genfromtxt(url)\n", "\n", "snow = np.zeros((2015 - 1966) * 52); \n", "snow.fill(np.nan)\n", "for w in rawSnow : snow[(w[0] - 1966) * 52 + w[1]] = w[2] / 1000000\n", "snow = snow.reshape(2015 - 1966, 52).transpose()\n", "\n", "print \"shape: %s, min: %s, max: %s\" % \\\n", " (snow.shape, np.nanmin(snow), np.nanmax(snow))\n", "\n", "## check\n", "tmp = plot(rawSnow[:,2])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "shape: (52, 49), min: 2.026924, max: 53.920493\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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uSSu4grHz8p73mEiexYvToEtJBnf2iTa2EJRCNXKc4OwynHuu8V+EauTXXpuU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\ndKXVgSZxSRE0mh8DTwAciKgVKUQUZQkJyEOjlTTHchaM3O6DqBC4/AM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"text": [ "" ] } ], "prompt_number": 96 }, { "cell_type": "code", "collapsed": false, "input": [ "xlbls = np.arange(1975, 2011, 5)\n", "xlocs = [lbl - 1970 for lbl in xlbls]\n", "ylbls = np.arange(4, 49, 4)\n", "ylocs = ylbls -1\n", "\n", "fg, ax = plotData(snow, 52, xlocs, xlbls, ylocs, ylbls)\n", "\n", "plt.figtext(0.5, 0.98, u\"NH Weekly Snow Cover (1,000,000km\u00b2)\",\n", " ha='center', va=\"top\", fontsize=12)\n", "\n", "plt.figtext(0.98, 0.00, \"Credit: Global Snow Lab\\n\" + \n", " \"http://climate.rutgers.edu/snowcover/index.php\", \\\n", " ha='right', va='bottom', fontsize=5)\n", "\n", "showFigure(fg, \"snow-colored.png\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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s5+rXYz1XXzuTjuanfPnUFwVRiOLqD+MwaQP1Vv74p1imSEACWYdxJLUxxn5c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"prompt_number": 108, "text": [ "" ] } ], "prompt_number": 108 }, { "cell_type": "code", "collapsed": false, "input": [ "fg, axes = plt.subplots(figsize=(16, 9), dpi=72, nrows=3, ncols=1)\n", "plt.subplots_adjust(left=0., right=1., top=1.0, bottom=0., wspace=0., hspace=0.) \n", "\n", "for im, ax in zip([\"piomas-colored.png\", \"area-colored.png\", \"snow-colored.png\"], axes) :\n", " ax.axes.get_yaxis().set_visible(False)\n", " ax.axes.get_xaxis().set_visible(False)\n", " ax.set_frame_on(False)\n", " ax.imshow(read_png(im))\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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q6UQoLIkWk2hNvrOsnESXNfZTr0aI5JzuUgaR0j0oQtWGpkXjygiR1uwaiWm6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\nkwt+LaaenJqizq8T9iWWCxGrpY39F7/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HQqHeIDT1JJ/20to0l48KXom13D4ptA6Sxvjs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PmNOszOwNr1qTZXnYV6DdZtgIIHzTCdw7p1KX92FmZmoJPXqZXA9PQcv1qFqSnYsqV9vS2oTsPA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zzMmjWLe+65h1QqxcqVK/nSl77E9OnT+fWvf006nWb9+vWcf/75GIbBggULuOqqq+hXfJg6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\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S9ADxScejJ53rg4FWpk5yo/v0QITItOPRSpwpeihOfPpZlTmrB6JEO491z9fDdLaf4rZn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\nn1VVVSxcuJD58+d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