{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GeoClaw topotools examples\n", "\n", "This notebook contains some examples of working with the *clawpack.geoclaw.topotools* module. These tools facilitate creating and manipulating the *topo* files that are required as GeoClaw input to specify topography and bathymetry (underwater topography).\n", "\n", "See for general documentation of these tools and their use in the context of GeoClaw, and for more information on the Clawpack suite of software." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contents\n", "\n", " - Fetching a topo file from the web\n", " - Reading a topo file\n", " - Plotting topography data\n", " - Cropping topography\n", " - Unstructured topography" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup notebook and environment:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from clawpack.geoclaw import topotools\n", "import os\n", "CLAW = os.environ['CLAW']\n", "datadir = os.path.join(CLAW,'geoclaw','scratch') # directory for some sample data files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## Fetching a topo file from the web\n", "\n", "Many GeoClaw examples are set up to use topography files that have already been created and archived on the web, e.g. the example found in `$CLAW/geoclaw/examples/tsunami/chile2010` uses a topo file that can be obtained by these commands (which are also found in the Python script `maketopo.py` found in that directory):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File already exists, not downloading\n" ] }, { "data": { "text/plain": [ "'/Users/rjl/git/clawpack/geoclaw/scratch/etopo10min120W60W60S0S.asc'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from clawpack.clawutil.data import get_remote_file\n", "filename = 'etopo10min120W60W60S0S.asc'\n", "url = 'http://www.geoclaw.org/topo/etopo/' + filename\n", "get_remote_file(url=url, output_dir=datadir, force=True, verbose=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If all you want to do is use this topo file in a GeoClaw run, you do not need to use any further Python tools." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "## Reading a topo file\n", "\n", "In order to plot or manipulate the topo data, we first read the file we just downloaded into a `topotools.Topography` object. To do so, we must know how the data is formatted. This file is in the format `topo_type==2` as described at :" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "topo_path = os.path.join(datadir, filename)\n", "topo = topotools.Topography()\n", "topo.read(topo_path, topo_type=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now do various things with the data. First let's print out some basic attributes:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The extent of the data in longitude and latitude: \n", "[-120.0, -59.999999999879996, -60.0, 1.2000356264252332e-10]\n" ] } ], "source": [ "print \"The extent of the data in longitude and latitude: \"\n", "print topo.extent" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The shapes of 1-dimensional arrays of longitude x and latitude y values: (361,) (361,)\n", "The shapes of 2-dimensional arrays X,Y and the topography data Z: (361, 361)\n" ] } ], "source": [ "print \"The shapes of 1-dimensional arrays of longitude x and latitude y values:\", topo.x.shape, topo.y.shape\n", "print \"The shapes of 2-dimensional arrays X,Y and the topography data Z:\", topo.Z.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the filename you might guess this is 10-arcminute data, we can check that it is:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "topo.delta = (0.166666666667, 0.166666666667)\n", "10 arcminutes is 1/6 degree = 0.166667 degree\n" ] } ], "source": [ "print \"topo.delta = \",topo.delta\n", "print \"10 arcminutes is 1/6 degree = %8.6f degree\" % (1./6.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## Plotting topography data\n", "\n", "A simple plot with various defaults used can be obtained simply by:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/rjl/anaconda/envs/jupyter/lib/python2.7/site-packages/matplotlib/axes/_base.py:1057: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n", " if aspect == 'normal':\n", "/Users/rjl/anaconda/envs/jupyter/lib/python2.7/site-packages/matplotlib/axes/_base.py:1062: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n", " elif aspect in ('equal', 'auto'):\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Hdiz3NS9c3yg1VXJyaQhI7lTD/c590H4IBuS8hv1cX23nwMFr+e3JLzHLBOce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S72xvzepS1e3B2K0hClFfkky6g50lsNHIc0z+kEPoebde5enmMxDGj40nN0leJgs8Y9y/McbAds\njQTIvjtJWG4G7GhaZ5ZLaX24GXHPcoeN8YTL/Qnrowl3LTeZpEJfvXWuackCwvCSIFf3PUJPcbgp\nU+TAVZxabFhbFJATyZPrPUJPsdgQ2mhVy6A/ydgcJHa63aq5BK5jA2acFZzdGrO/KX3DrVHK7fvq\nZLlktJMk58WtCVd6U37nQpffvbjL1ii1rYPeNNN6A9oBQLO12jWXtV48IzvYn2TW6aA3zWho9lCm\nIWorLV+LdUtF0p9kWs1fKpMkk/3JLDxNvprGhQEkk408RegrqyFr0BpGKHxLt4tGupcd+K4NpKHv\ncGKhxkgD9Vd7Cb1pxu1LIfuaAe852rJOBHlFwMYobxm9WN8VpX2DOa35Lt1dEYfujRM8V5GuQO00\nhHh0GXOGNQh9KeM7UVnO1wP4wC1wbSgBNvTI/8jtPMZL/Ov653lga4Vf4BFR1a+Km+h1I9TNt0ps\npCiKG768jdZPAE8A92i35S8CFEVxFfihV3vgTR1A/d2HvmypoMZOWaycHWszYrLXllZ4MgMSgxHt\nTzM6occoyViMAg41Is52B6Kv6QjIvRvH1Fx3RpvUDKKMJbIJvGlecLhZ59pkSs1xmOY5vqPoxynz\ntYD5MOCpjS6tmpAEDrZqbI8T9kUB/SRlMQzoxgmdwGepHrI6GNNP5LVe3BrbTGq5KdnOXORZYzoz\nMGsFHqHrsjWJ2RyKqtJ85AnkRpepBujfmxo2l6Ml/XKLh821ToDRLpXMstQ/uP9IG08pHrnY5b5D\nTfKisNP46jK0W0OJNRm8KeVdpSyba7Eu/cupRlYYcsDlbmzpsb2psaSWoZXx+TJ2NUZjQRhh5ZDD\nlN5VIZhG4LA1TBnHqRVkWWr6gsLQUKZm6GnI05RW6Nr9nYs8NgcJvm4lGBbZxkCeL82E2mwA/3le\nMN/w2ehNbbBPspwXLnd57qmLfOe338v9R5v8jX91nPSIBD3DWHp07gfgpWuSjU5T0SetCXrjNx+c\ncoY1/tLZe/irt/42P8S3Mj+twS9+gb/63ef50k+eeRlIX8U37u90vUD6ZgygNvo3nhovt/w39Hpv\nh3XTVaOMpqkMJMpMxQD5DeXRcMcN4NvI6ZmAmmQ5a9mU3Yl8wFlRcLIT0o0TWr7QVUdpZtlEnu5v\ntmoedy62eXxtmyzHvp4JpHGWk+ZYNaq8KFhp1phmGYt1n2mWc8/yHI9c3mKh7jPJMu5YbPP0xi6X\n+mMtHuIQ6WBu+o1GyerFrYnt38l7SRnWSvsVOUbKBiDjChp6ypbdt+4LGSc5ke/QUq61uha8rHx/\nNweJxsPmVsjkC1f6lkxwekMwqFbIRZmMT05wc5HHxiCxE3RDRDAB1bwH44Z6y3yDx650LQHCGBea\n9wOlBGNVcHsYZ/Y5Tc9yrFESoj2QcGwhtBn0YJLiOMqa9UWBy3ovlrZQ4NEMRWFqtSfB3FWlIE5/\nKsOpcVxQ82VQtjsurOUziF5sf5wQBR7fcc8KH39mnflGYE/0W4OYoih4133HuG0pIvRcXvrxnCM/\n4ZAcgcFHYH+jAy/1ZeBUMUakN4Z3H2U/PXEtXWzw2eEZvjE+Q+15mHy34qO8026uYuHlgwTSG4FI\nvZWDqLdXwnljSyn1QeD/4OVWzydf67E3Xc+0Kqyc5ZJJvXhtopWgHAt3MpmLDDUkYBojPZD+6ziR\nLNOUfu3AF2GNIsd3HKZZprnb6MxVMrkn1ndYikLuXGzT8n3OdYdM85wtrZ3Z1ayc+VrAME3ZGguf\nfxhn9KYpZ3f7LDcDpmnOi9vSbhjG0nfcHafsjFNWhxMbTEwQCT3RBzjQCmz2Z3qqpgUiEoSp7Xea\nnqop908s1Oyxuab7f6v9mN1xub2/p2y++6C0FlylmItci2Bo6UERUBHANmaA2jZG5xZ5YfRnXctA\nE5cCCaye3neQjHu1O9UZobF1Li25zedverGmtTCMc7JC6J9bo5TdsfQ0X9oa2++EsWUxavcl116O\nsynpXUey5BMLNY0PzRlppIChpGaF2Dqb79Q4Fv2H5U6E5yo+/sw6eSFDsNXdMZu9KcNJQhh6eJ6D\nq+COxTbH/p5jHUP3NzrcwxHZoa2B6JZu9AVXGgWQZuxHtE5/Zv4x/EvSG3UGUH+o4Fu5l93vKsv7\nvFGW+TczkMLXbJn/s4h1yQeB9+nL/TfywJs+zYfS5nmS5bRDj/6kBMobnVNX8+qhBOi7jmNbACbo\nbo8Ecxj5ihd2+3i6fveU0CwdpUi11ulKSzLWk50WL3UH7Ezl21fzBLdqepAn52qc2RpoiqsEpY1B\nbCmtvuNwpSdYzsh3bAsA4FA7ZHeSWGyoed+Jzkwl8y24c6nB6c2hzbaNZ/zuOLYnBxOE339ojov9\nIfvrIU+u9f8/9t48SrLzru/+PHertbfpmZ5FMyPNaBlJ2LJseQVjmxg7zgFs4BibJCwnQMh5feA1\nCRAWk5ewGA5LWAMkBBKCee0YXkiwTyDYGCwbbONd8qJ9pBnN2tM93VXVtd3tef/4Pb/n3mr1jMZa\nmEgnz5w603WrbtWt7Xd/y3fx1tKJe2+k11dBwRROpf3mkxup55l3EumBzjdDB1aX57p5pcWZvjx3\nMwpYbsec3JzQimMfEONQTijzDYEune1nnO6l7GrH3HV+wGIr5HRPpu9d50eva5xbOomIo6jH1jAt\nfYa66exStEzXk4Lqq/bGIkKtEKU4FKdVzVQbUUBvnJPEAu0aTyQQ37M6ZmuSc8OeFucGGRvD1Os+\nBLjvWCkaqY1IBLTFSnrWakZV+gfjjAsXRlx/eJEX7FukGYfYBIolKfFfz3M4T0+A+NNcJvihEZzp\ndcvQSth/IuUrr/2PTIYZjWEFe5o8D156T4dkJEGUjkz04zqjvba0p6p/X2o9VUG2fEbFyCtemw6y\n9SWvqz7NBxiOS5Y7oZe5K1zQG6YFk6wqjYdpwb65BHUpnXHZdJTSei+vKEsW2g3SsqSXZuRl6cv7\nw4sNlhoJ65Mpn1/r0Y5DH3gVWiWBqGCU5Z5RNXZl2rHlLhvTlHFmGaSZA5ULbEmn8gAPb4xpxYFX\ny9cecBgYD5GSsjghNIbldkQrDnz2rRbYmqnFoeHOExcJjOFsv+pZqSZqUUIrMN6GZUgpyIKsZHNc\n+J7nXFOyUG2f1FczCjg3SN3JRALThWHqQfnDVE40w7TguqUmF4aZb8u0k9CjLTR4axCUoCnH2ook\nOIVhJdmnQzNQ/QL5ekoGGXimUYDsO98OPad+OMmdlbSBEm8GCPgTmxIPojDgnnNDL8EXgM9wvf0K\nEmCjMPZBtOGcAyRAS8Bd3xizfqHPy567j0YYsGcuoViScrxYghdzhJeursCD5+GAC6TzLShL7rkh\nZ8oGt9/XYLqREdd9nTIoDhoo91I8IoG1eVft9kuA8S+pHZo+9dqm9llErzfG3OH+/GtjzC8AfwJM\n9XYdRF1uXdVgqiX+oqNiah/u8GLiBYIXW6Gf7oaBcdP1yrdIbZ1DJ2KhXvcaZPW+YwqakQQALeOW\nWw0ujKeuDwuNsMo69bF8+erxmpIp37e+5QP3OJMpfTMK2D8fc8qB0JfbsSvZS2/FIsGo9ISEtCgZ\nppZr5uW4irwaHCVh4DCleJm/uvaqZrsqaq2A+aywqJ0xuKDqMl4vcJyWXvVKXnPGSjeamdBnRcn6\nqGDJqe6rdbYG2UkuAUqz07IU5tk9q2MJ2qkMyTbHOaNU1PdxwXTZUWfHWUloJdvTwZZKKIIMvRre\nuib0SIMgEMuUhZZkqZ1m5G2wta87TCUjvzjK6Daq1zYYZ+IG0G0wzaqsU433ErWldhAphUalDhY1\nnGSkeck0K1i7MCSMQnZ3E/YuNuk0Iqa3SHb55tu+gpeWR2FjVab3WSFQqDjkntsjfoc72csCt8cv\nYmVpgVV6/PbSP+Ot7/8vBEMJxK/48E9S3gKNDwpmVcH79XW1bEG2W/A8w9e/oxJfMcALt93+VY/3\nAFc1mIrPvQQ8pWt2ktBnnKHPFC1p4TyJHJ2z/kEqwLsVGwJT+UqNM8soz4lq2zToDdOS+zf6/jEb\nYUjPqa7vm2swynJPOdR96sOZumapDlAk0BoOLzZY3cq8xN/qlmBMFdDeSQJu2d3h02cHtOKA/XMR\n57amzDekP3p4Mebhi1OCSALaSjeRTLZfsuiEiilwvUrp+8ahbHfztxkXAK+eRRWMBYZmObzQYH2Y\nc3i5wS275vmbUxd9y0SDT39SzAyLssLyZXu6fG51i9WtzL0PlnYScrYvNiTrQ8nmdXC24AD9oVFA\nv/TEFUBfWG0blD4DbSchIZLMKe1VhaqjMCAtC9/W0aXOqkpr3RgXLDj/qk4kz7erKwaB3h9KHRyS\nSqbPf0edwEmnKeZ9WVbSacaM+xPJhOOQufkmK92Il/5Ui/wQmNvgy75GzPO+MvhZPjz9dqGNLrUF\nCgXcshXxoe79/D7/HN71cXpvGxE/Cj+29CeEG1LWP/Szx2lTU4p6EvjSK+Xzf0mP+SyKpdbaVz3Z\nx3jCAyhjzE8ZY+4yxnzWGPMBY8yh2m0/4qwI7jXGvPZyjxO6yfzmuGAwKbyth5TUlXaprmZUce+1\nOtWe6jAtXVZWDWqGWcHqSLJ1/fHsasUsOPuPvBTVeR0qpYVllFWmaanryVbPH3j1eg2kfrjjgPAg\n/aSilGFZGEjQXenG3lXgb05scvu+LitdkXlbaIrVx+GlhIfWRfRlc1xw/e4m/WnB2jDn8FJCafF4\nVW0VSBlvvXV1HUy9HVitdtYT5yl/upey2Ip4+OKUz6xuMslKxlnpqwTt3/anRYUoyEseuDisWgvW\n+gxap/qJy8LLsqYR64ZOhYXVLUFHjNOC65ebM9P7yPHsFdIlAynVs7VeGFrgV9VXOC9kqKSPo+B/\ndYBV+Ja2HFQYJXG2Ltu/l0FgxH9LJfpcpjqcSADPi5J0mtHpxNy6e84PnUZfDsfYz+0nOny4/BGx\nHwmMqEOd3oRGxGe75zEblo9zHF73HLJTmdcHjc7LEMp/ZvUeaVYFRdtx/19B+f704Eyv/PJMWcaY\n3caYXzfGfMYY82ljzK8aY5avZN8nM83/eWvt86y1twP/A4ETYIy5FVGAuRV4HfCbjor1mFXHRwI+\nQxmmBbs7laeQ0h4neemxjiqiUdjKpA7wGVfoA2PB7lbCuUFKaS0H5hpMHZ5TBkCWvCwFmF7bT/8H\nKYlT1z7QMr8utVdX1Nfriy0Jml97014Az9ZR6+o93ZgvXhiy4Si0g6n8vzkW/KM6sp7tZyy3Yx+c\n6ieOjbFkz6tbMoFuOfZW6VomWt6XpXUC3KU311PfekVHhIFoj8ahcdjPgmYk1cHaMPfBdZJX74n2\nf7Udsj4Uy20NTEFQTeQVWqY4YoVvLXVivnB+RCcJvM+WDMaqk5YfQLqA1ojk5Kb9TcBbPKtWaRAY\ntqY5hZUMXq8/sjaWMj8rmGYCqUuzkjQXEZXQGLE/sZY0K+k2Ii+uAsyo82+NMqy17NnVZlqUfPEX\nc078aEl0HiaaPn7mURk85QWszLFx2yK0E/6IT2Ay+I2Nv+Q1d7yb5CEJxE3inXuiQx6TkeZ7YXob\nlEtVQNWp//YA+3R4Qan85ZVcnkHrvwGrwDcCbwQuAO++kh2fcDC11g5qV7vAmvv7DcC7rLWZsyR4\nkEtAC7Tvt9IVLOD+eSlvixLfN5MfmXGZqAQUtdvtTwpf4gMOqF4hBPTvM1tTL/QxzqvyDqrequxf\n2TnXt9XXOJNsRvRGZwc3qiClg6j+pOBP7jnn8J74oRlU0B0NRsO0cMGvYH0oQVJ1RwWGJCeOQ4sN\np/sqPu6TvOq/6hCosPhSvRVVrZK2a6EoJbSejenztRxZotougVJOKNqmCN2wyzrCgTxH050o2kkV\nfLYjEdTwUFsty+1IhjouyGsGOslkWKQrddmkMpE8RMsdwzQvZ1oboUH8mfyJpMpCVR0fxPYkCAyd\nhgD+lcSRFzKMUrsTtdUu3cl7bSB6qItLHVYWmiw1E/KixFrJJF/MET577RB2d59f2KEAACAASURB\nVERub2sKa1u8jy9Ab8wJ1ik7Mmi6iX2svHI3JoXTx9eor52CoAbLYteVY03/T2Z6xWuftfanrLUP\nW2uPW2t/Gth7JTs+KZypMebtxpiTCJdV5bMOMCvyegqxKHjMGkyktH9wTcrwU72UVmS4frnJkV1N\nNse5LwfVyVN/iFrq13/IyqtXXrly0JWGqdP6iSsTo2A2s1Hqo/4PeF8oyZIkWK10Eq/ODzpJlwDZ\nnxSMs6o3mrhBkvaAm5FcitKyMS6cUEjpWxQ6YMkKyZbXh4JTVRzquUHK+jD3LB6v/eqiyyQrvVEd\n4ANHKzJ+cq9upRpQR+51jdKCjXHuWwn6+jpJ6E9mioGV91FMC+viJrWq2wdJzQxjV7qX1nK2NyE0\ncHIzdYZ8+CxWTfxAssq6iV0QGE/NVR3T3FUauROC0ewxL0qmecEoLQQyZURdX7a7Y45Ebk/pqIHB\n71u6z1ThV4GjPnvn0awgCODgYpP18ZQoDDjyYwGtT8IPZO/mLh4VLOlyF+45y58eO8P7+QJ/unQf\n92Znadwr3P27eZTz9Nh6LXQ+KK9zBuK0Q480Pyh91WBrlgm1E630Utnqk132S/j3DFrvM8b8Y2NM\n4C5vBh5XMQoeJ5gaY95vjPncDpevA7DWvs1aexjR/vuVyzzUju/mx9/9G3zm//tN/vadv87Jz/0d\noRG3yzP9lIcvCjNIyj0RTp7k8uMsHeg6MMb3DsMdsk2d5CvjSTGmdWUpxY2qZQlU2ajaWBSlDp2k\n77c6rHjpGnDqvV0NRgqBKsrK20l810unjiXHWEcfzDk+u1pBa49TJ/sqgK0eVM1YTi7az7xpT4v5\nZsjrblimGQVetg8qdhdUVtB62KUD28vxWG+epycIRSO8YP8cc43Qv0dVZl3K8WUVXE2DnVKG+9PC\ntxaec6Ar5INIoVGFx5jWe62TvPQ+91B53mumCOJM2oylzG/Ggj2NQtEyPbDQYDAWa+bhVED4SRQ4\nSFWFlZzBkVrr2wBQVSp5YUnz0t+e5yW7drUJA9jfbXHrD0QMvkHoo98WfwXfnr0UPnCvWJTctI/z\n9GgQcRePeh+n9vstr+AYxb0ZzbsFUlV25DGU7TSzYinr830y2Q8cE+rxLJ/TU7D1tzD4hFyeivUs\nzUy/G/h/EYn4FHgX8N3GmIExpn+5HS87zbfWvuYKD+CdwJ+5v7fbERx02x6zvuKffK8PKhp4OqFx\n/bRypuR8dFOy17SQzODwUiIQo0bIYjP2Oqcp1vcE64FzkhckYcCBTou1iT5WSeQEUzRTqZf6GmiU\nOAA48kBFo9QV1zJDHX5p4BMJuoBTPbEuWd0S2b+ihOt2Nzm5OXFTaOspmnFofN924n7A0rPFcdYr\n6+iWE34+sqvBJC85uSGCzvvnEx6+OOW2/W3WR8KiKtxUfLktikwr3dhntmcHIpqiwa+0DrrkxEni\n0HB+NPU90rJghlevVivKtxc6sJwEmpFkxwp/ytwgSrNoHRLpeyklu3vP3XZfglvrQfZR6PrmyMlh\na5LzlUcXuPvsyAP7E1e2t5KQcSqlvQblaSZZaOJeb2+YkrjAHAai1F/3f2omIdlYBl9laUmiQOzD\nmxHFXpm8j75cBE4AcSJtx/DoFgu0+SZexB/wUYE5uQD4gVOfJxpW18uuw4XGrowfImZ5VPjVsgPJ\nueq39HhZZ3IQGivV9eEnL3//K1lPFzTKGPNNwL8FbgZepBhPp8p/D6DjuY9aa9/ibrsD+D2gCfyZ\ntfatbnsD+H3gBcA68GZr7YlLPbe1dqdT2BWtJzPNv7F29Q2I0grAe4BvNsYkxpgjwI2oT+22FYfV\n0EfpjDoUmuQisbd/Pvb9U9U6nW+GfltaWFaHwsUeZ/LhNqOAdiyUxlGWO5ZTlzgIWJtMCYyU3lrm\n52XpM7FOEtB1GZy2C3QAoqVnUQrSQLcDMyV6HUKVhAHro5wH16ZeWFqDZFZY7l8b+V6p9FVlX81g\nMzcMU6ptJwnFKiUQVScFyDdj41Xj55shi63IoyHuvzDxvPpOEnDNQuJK/qpF0IwCT01dbsdOMq/w\nmflSK/QZqHLztfUSGm29CApgbSitGYVxqc6pDguft7/DWSfftznOa9TVqmVTllVwhQpwX53gqoBY\nR3XcsKfFx04MRDrQuZaWFhdIHbwuqgJp6nroeSHZZjMJXVUQ0ExC0kzsTtaHoqrfiELpEweG6bRg\nZaFF1wnL2EQm8a1Pwjv4iBjmNWKY5JRf91y+jtt51cZhGkRYFxxNJve/+Y7DvjTP9wpIv56ZptdL\njzS9XgLn9Ba3f/r0APKvZD2NmenngG8APrTDbQ9aa5/vLm+pbf8t4DuttTcidiivc9u/E1h3238Z\n+LnHe3JjzJIx5sXGmFfo5UoO+sn0TH/WlfyfBV4FfD+AtfaLwB8CX0RUtN9iL0HOVQENVYLSXhxI\n1vXQ+oSz/cxPxhWnqJkfVBPFulgIwCiTH9HBbpvSWk5tjcjK0gPzoaJyRkFAOw59djmuBcW6L5UG\nfT32OopA7l+1FxSSpCpO2uvV1oRmn5JlWqfmZHfUiCys9cdSD3DaQ9bMPg6NP8loi8K/DpdhKpNq\nrhnODNt0oDdMS84NUpbbEXMN8a5vueGX4nu93qwDyesxyJBM2x5CCphzoH19ntDAZ05vUVhhNo1T\naQ2kWeExqKXrQetwsbBS3msloBP9srQOSF99n+5zgi36HoTG+H545L8zcnscBnQaDj9aSNCcb8Xe\nhWA4yf0+KuenPlKBMWSuDbDlBo8ggXDwNXAbh4SH307g+Yc4wbr4OE1zpuSPCX7fxSsoXxN7GilI\npmoTIIbJbW56f7ME0vDiY74ml11PxwDq6ZrmW2vvtdbef6X3N8bsB+astZq0/T7w9e7v1wP/1f39\nx8CrH+ex/jkSxN8H/ATwF0iW/LjrCYP2rbVvvMxtPwP8zJU8jnDUrWc8KSd94lhFi62Q0KrqeuCh\nOc1GSGirTFTL46wQuwspxQNWxxM6UUSJ9MiEfy391nYceZxpy8Ftpnll+9yMAiZlhedUvGO9/NcV\nGKpg6DJaAgl6KdUEPwwgMYEXd84KZynsDP0oqwGaxv0ss0wUO1lUE+/NcemHbBmial+WlVsq4LyS\nKuxuWhQeP1pph1YtBYVugTgVZIVokWppv7/T4uxwLC0DK9KAkkUXLLcjr6SftMQrSjNZndQrQmHs\nhjqR66t242hG1g5wmFLJQENTfVcSJ4knRAntc1smhWWhJcLZPui5gVXhho5KGQ0C42yirfN0CoGQ\n/jijEYdEoaE3LNg93/QsruVOxPmsYL4Vs9oTqcIDS03/XqfXS/m92GnzG+feANMJbAzhgVU+/pxT\nTMg4tu/L5bhcv/P/edOb+RD380Pv/wPsLtdH/Uj1+/DZ6j4JrM+/+Sh/lx1n8R0VG8p2uCSQ/1mo\nGnXEGPMZoAf8mLX2b5ABd33ofZpq6H0N8CiAtTY3xvSMMbustZc6Hb0VETf5qLX2q4wxN1MN1y+7\nrqpqlPTmjAfFaykpykMC/dEhkp75dRACeCm+Kgu0fvIeGMOBTkumsWVJ5u6ng6jQXTqRDF1O9ydc\nGIpBn88arXX2IpGbxEswL2olqAICtOebhBW7qD6kkeMrfYaWhIallhjeiSJU6QD9tfenVCorHoMJ\nVRms74HiYJecAlRW6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YNXqTztPR5cbNZgRIFnPMkxWFa3BA6lSIRhWjI/F/sgKN5Vlk4z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ESYFEBMRAIiRaS8O5adl4WFkM7PfKVG75RoBx/XMFwITerXEtFc7OY+GXqiWTvZUixZVZg51F\ni6NrdEFKhMDpd0qYMfBk5FSaPQxsfk5i/CmgvZ+emiFUp94t/e/8txkDYkyPxQZlsNw75fc/Xjeq\npk/BcZ8L2r4P5eB7a4KbeamoPt/gOnBoVEwlTaRA2WkkUqAFKz7Ryc7sJMaEcsmtlwJpHrlf6qiH\npoSgoGSY7WToBMoDfZVLzzvHCbYWnROr7g+bAHhxj1nVIUvp8Xu1dvcpL8ixUqSYObX4TlvvT99q\nsh9hK49lV1IuZ2OpvlYbZKn0JxmzhCKiWK90huIMR2NtlOHCzoIyTiWwOcmxPaspI5032FwvUDUa\n5y7PsTLOULca1jLsi4Ld6jCjgc2sRqetFxqmYxBkN+I0AIQIGdOXGrJobd391JpgZwAG4JeNxmiQ\nOB0A+rry0KwXuN15zaZ4RoTj51VkyrO7+LFKCFyZ0QXxCxd2cHIyJNDi1RJFpnBsLQeAXv9UgqT0\nVj8KNA8Q5vTkB6Xn5g+i57zz5yVwPylPAfsPpF7IEgKwht6L5wqOFhRYeZtbaff8UlGDutF1oGU+\nEEp3AE7TlAZRJL1HLqNSCFQdZxHGBVQOkvRl4cyp6gzmjUbZmmhKD+/vrmTIXFdy5cHheRrKxHO7\nTc/KGXABQxPbyLuRpoqop1Xr7TR4Mf6RF1t0cDZlrPXBcZQnPmNiDGjrSuLGebuzlTJtqyI8KO2/\nc4GUt2ULEWMIwD+vSJleSeGD+NbWAm2rceES1aSDgeqdaIM0yP1dndXeiC9LpJfP457kwF1UuHdp\nLdB1xl/sepjY6HeGZmkTvLCCxJ/xKIbdBenFlk2HeU2IBpb+8xcYzuxlgE1dg8eNWisAXfy4XfD5\n8zNoYzFtOlyZ19iaNbj/PYnPHlmFH6B+6ZkPkRq/ugo8/S4q99V2f9h07h0G595h/D7MmAZXrBzF\na7/Kfr9y//k0HeNQJwRhjqPrzk0vY8wN/3sprIPNTB3IfZylThFfE2gfFrU2XtC56q5VjA/BkwJw\njEPloBm2DZTRtg2aAPPGeGhUq8PwovLDof7EP3WKIve60gAAIABJREFUTcZYGNBJv+MgOnGGxAMm\naFanMj6bldFEHwjOo3FvlF8DAI8z5Wy1aU0YwHTaw4ryTOF1d06wNW/x6IUZslS6XmHAqrLP0tln\n9gAAKysD3HVkjO1Zg6bRSBIJrbUHz/OABwDWcmoZjAYpEkXBNVHowZW6KHDGfUxeMSSJt+HMVYiQ\noZN4NbUipiUZAE6KkbM0QWRfLf2gjDULeFH3x6JtjX+vOJtNlPTYU5YRNMbi4rTGn2/tQUmCSs3b\nDh//vi2UDWXNcRmvrpI836ABZOQ6qtepT8rbiQZeaBpuSMWDKy71AVwXKrVfuS9AgZLPgf3UtYQQ\nEGCCAv2OgbqlXP6XSi/0RteBZqaZk8nrjMXVsr1mkARQkKTSnT448lQPwPPUgbe5BNeGAfZhUh+M\n+4T3XGcvde3UowAKulXEhWeqorGkRlV3xmdAJ9cH5PNkg7EbgN5xciDizKdpCX8qBQkvx0MagASd\nly8ay3+3bsLPz3d8Y4S7Do1AGp102/o488OmJsr2eBVFgvtOb+CBezYwLVtiSyUSyg2xPDJCk2IU\ntRyCBuu87nyvlGBg4WuURKW1H5J1pve3MRbKDfTiNk2rDY5vDL2+AEBU0qrRuDKt6O9O++eIcbhl\no70YdTxk4t5ozGLrtPGtG4aY8bF9/twcz+w2GCYKmZJ4ZrbA2a0S87rzge6JD1CmmT1M5X93gsp8\ngPj6AHDiwxL6CAXJ9EzIVuPyni2gzTgE1eeToQrhmG4uCbC9x9A/JUVfMxXPL7t9rnUboVF/JdeB\nQqP+9e8/iVGm0BnrGVCjJEFjjNMtDWB8kt4LJXKsjB+yOsKachYaG+bFc5A4i12G7vBtvO9Wk5xf\n7B8U00H5RKyddql2WWPZdBgPEg+XGg8StA50z3jKSZF6pk/QO+2uOR5enKU0rfG90lgohI8duDZb\nmRQp/r/PPIFBkeG7vuU+/PaDFzCb1VhbK1C7wJ6mCnesFZjXrfdtajqN9fHAPz+zrZi5xbROxu3O\nq9ZnmgAF5Lj3ys4Ay4FV62BxkiXKK1YBcEgIej3zqsXaKOupV/Fj+Dl4WJUl0n8mG0MaLo1yCrhK\nBPIFQHjTujM+G3/g6AiHxwk28wFGaYLNYYZ7j4y97Qe/Ph4ixRkm3874UmZBPfEBAv+bET1WbUcS\nfldBFNQRKVPtN5i63kDKuu2aqK2kpPB9bT7W+Ft1KyT4Vv/rj97w9rv/7u1f8dCoAw2mv/THZz1l\nNHPlcKut0xUVXviZRU2A/jQ5lsbzPTIRfi+X+p7G2t5jgCAAzThEzlxjZSiA7isSag102iBLFZSA\nt1CuO8o6OZByKTtIlR+i8EQ/lsnz/T530FySc5CMtUdZMR8IPcq4NRBnn/HamTe4cGGGN7/uKLZn\nDc5e2MN83uLYsQnqusNgkODixRnSVCJJJMZj0i4du0xvbZj5LLBzF5HRIPHHVHfaZ3lXZzU5q6YK\ne06GLy7vAfiWgor6qwRVkv494CEYr+EgoQuZuxgdWSv6NiwuAy2yxLdE+D3aHGeYVX3g/2pBHa6y\no/4503yNuyjzMR9fz/H3X3sMTUetn41xho1x5tWp4gtHPJ0/+UGJp99lcORTEvX95BW18RFg9lYq\n+bPHw7Gw9inroPJtycVge8Lwq/1WZ+j72jqHVSXJBmheE3wsS2QvoFrcGpzpyt//xRvefu//+O6v\n+GB6oD3TzliMUoWyI4/71SzFbtNiu+z80GnZp54XD55Ym5QhUCricysJZ+sb7qPHxpNy0euLciBl\nl1JtAwxp3lBGlUD6vikvKSjATR1A32iLw5MMV2aNL+ulK8uMCXRRJQVg4B1SudRny+N4wNIYChaj\nPME//Oo78clHL+GRC7PoGIQPcGRtQn3HlSLDBZDX/fmLUwwGCZrG4OLFmcsMJdKoVD+yXqBpDS7v\nlNDaOIwtoRgSAIlKvC7AvO4IlpXRYGuUpxgNEjz69DbyPIW1lPF2nUGSEBwrcToHRZZ4XGs2SLCo\niWLLQVIIoG0Nhnni35emNVgfDxxsynjMbt3S/TyA4883UQKX92ofqJl91eigbbpogiMC02MThzu9\ntFfjV794Aa+6o8B9axNc2KnQdAZH18irLIlgdGc+ZDws6ul30e/5OPD59RHSPl37BRo+PfVeg7vf\nTygAHmQBtI1o4R1Q2aSP1z0/LPHE+4wfcM6qDp2x2Jk3aLX1Wfle3TpLFulaAsTmi4kNN7Oei5v/\nUlwHmpn+288+DSAMMQASf45B9jvOm15JgTtGKZ7crsiuhPumlgZIC9cvTJV0Yia0DyUJR/jqIwW+\ncH7eyzZ5+1abnj4p87jjbbnc5+fNU+mzHYYkkXK86ZWgnhHlsjfGg5ZN18NOxoMcfk8AYDRIfUvg\nno0cZWvw5FaJadn4vqKUzKcnyib3N3lt7VV44vEreM1rjkJKgd1pjTqiaHadQdcRxGY8zvzw6OrV\nEseOTTCfN7jn+IpvL3DWfHm3gnKfTaIkFk4voK475HlCkoLT2v++qDoM86THrR8kCodXczx1eYam\nM732gDEW+YBRAgHStDqkMr/pNCZFBikCpTZLpUc+0HsjfLXCQjK8P74foD77rKLPhCuIZVWuREnc\ne0eB1xwe4Y4id9hn6okfXy/895Sz1Xt+WOLJn6Cguvc2YPIJCqjp45Rpyhkxp9i5FOi3Cf7yX2ls\nzxpkqULTEjRwNFA4v03947kjcGxXDYy1eHZe4c8ulN53zPuBueqg6YIS2cf+wdfcdGY6+o5/c8Pb\nz//Pf/hyZnq7F1s088/VXGG3CsOcu9cHeGq7RpFKPHyp9JlkLMPXaotJrnxQrTrKOPNEukzV4szV\nyglvOGHmRruJPtuShMC56AyGmYKOePwABdj4+dnYrmsspLRYH2W4vEeycbGOKE+StbA9R85YlYnF\nR5hxxGU1l9TDjPzht+atY0dZnzF6sDxDTKNAyo6gJ+/ZQNVoX7qLaJs0VUgSHjqRMklZtrjjjhHK\nskVZcpZMUCxtCBmgFGWFVaNpyj+S2JnWmIyy0OZwugKdw7TOZjWGwwz5gILrYKywV7YosgRNF6Ea\njEWScN/WgAE9WaKw5bymEiWwNkxxdmvuPsOg38qlfgoJ495HKYQfBsY+WwDQABjnCSo3/Z/XQYjG\nWHr6ezYLtNri8aslNo8PUHUa68MM07LDI+UUR9dzrA1TZErCWuCJ97m+Z0aBlIWm23vp55mfuDaz\n41bBmQ9R4BsOElye1rCuPfTQszt4xeYEf/zsVVyatVBS4NKMWhRVS0w2xjnzUkIAki4gWbL/9P+F\nrJen+f11oMGUBZ8TKbBbGbRa9zLFTAlcmQee/rGVFFfmHUqHNW1bOD1Ti3nThzEZNzzi20jnVGCv\nNSg77bNPxRP7uPQT1ENbLoc6Tc6dw4zopZ1WHica9wVj4RIu1Xsiz9G0OdYojeFSQMiems5gt2zx\n0PkOpQv+hL/sZ7H8Whmz2mnyWOo6CmQD13fc3a19QC+KxJf6AAXWxYK2LcsWWhvcdXyCZ7cWqOsO\ne3s17rxzBV1nUNcd2lajKFLsLhpfyq86PQADagXwca6sDGAt9T8XLjNOlMDuovG/Z4nCzLVKGJvL\ncb/TFlXdYDxMvTLWXtliNEhxZVphNKCvM7//07rFyL1mZpXR+0X7Y6vqzJW+xtCFjqT6Ev+Za0tX\n2ie3SpqSS4E/f3aOSZHirfeuo0gUNooMT16ZEy4awOtOrkKA9FufeJ/Zd0ofr9h3CqALVtUaPLtT\n4bPnt5AnCluLFlfmHT57btqz0+FWFF/cAcCIoEcbMwCbzvj36WbXy2V+fx04znRrEcpN6oM6bGlr\nULWsTWlxZe4CTtQSGGU0qd0pye8J4BKXBguxDTNbM2eK/dWDvxMHOt627ozvocUMKgapLxxcKARN\nOv523vihE8OlYvojvWYL6YQ7eHg0SJUfSrFsXuxVZLRFWwZBlBB0I6/5lNT7eX8coHfmDZJEYm2t\nQJ4pzBYtRqO0hwWNtUq1NiiKFHXduQArsTdrsLdXoyxbnDy5GnpwSeaRAMZYDPMEs0WLZy7NsL5C\nGgR7swbDIsHuXo3N9QLGWOxMKXvf2lp44sJ03mBzjUrlnanBsEi8eLVyPdbptMZkMsBs0SJNJUZ5\ngku7FZqOMmP+fnhdWsGffYB7+Z521HJhWcDRgFoQTUvUU2ZMSUt/U/UgkAqBSmtc2i3xS39SAgBO\n3THCN92zjiKhC/dDT+/iFUfHyFNFCAA3S79eUI3pp9rQUPapKwvsVg32Ko3HHGOt7Cw2hwnmDbWh\n4t56r73hevAxamX5Yn3Tq9vf1+ylug40mMZf/Ng5NHMBiJengiKUtG0L5Cm8CDQNmhA9hn7yVL5q\naZCigR6X3/dKTRDDGGYKjSYPecZBks2F7LGYEiW8qDLpbcKD9WM9UO6b8gldR3hSVthnTjoD/wdJ\nCAR7ZevbC3XbYZQnXli608L3S6d1g9UhZYWMQyVPeoJGPX52B8ePTHD56uIaUL1SElobKCVhrYUQ\nhD0FAm2Q+qEarTQOI2o8htSYFrNZjTxP0XUGTzy9g4Hrd3L2ujdroN1rTVOFY8cmAIDKBaq1YYZL\nuyWyjDL+zrVBrOt3TiYDCOHgVFJ4077RIHXVDF0kuZQnL6zUX6jYWyvQe2VARyTSv2dKCKyOMi8s\nQ1KAAh3gL7CsscpZ96W9Gp/480s4spLhW++9A40xOHNxjjSR2Jxk2BxnPlN9rizVWhrMcuAbJonr\n31uUncVb713HidUhfvnB85jW4TNeljwEQqWjhPAaBYkI7LCbXualgR+90XWgwfQ3HrqE0SDByUMj\njDKJzWGCqrMoW4OqMx58z0vJMGiSUmCnpL5SntJjd0oNcOCyxg+U6ob53n3tTh74MG2Rv3wzHSal\nDIFhlgydvInHi+7Om6h3G9SQOseUggxDLsCxrEz/ttVRhqlrK+wnfFK44JI4jxdi7ShP7+QJdJYo\nr+m5MR5gZ95gb9FgbTLA1rTGq+7ZwPasxp7r66apQlEkPiP177OSGAwomHadgbUWk0mG0ShF22q0\nrUaaKmgddF15YMSDrfE488G4LFvs7dUYDJSDRElMp41/vzc2CkzGGXYW9F7mWaDLsmgMAAwHDn+a\nSDStQdMarIwyTIoU87r1AzmmziZKXCOUUmp2VFUOPRFcYQH4ioIRAStF6isQ/tyPTAaEWXXlspQk\nEH510eLJKyV+7vJTXj/gWx/YwPoswx3DHKOBwp0bBRLZdxDg76JxGfAjF2aYNi0+c3bHl/JVa1Ak\nAk/sLPCHz+zhm06t4+MPXqQBWNRm4sUDs9KRMlxSDaBPrLipZV8OpvE60GB6eLUAAFzcrXxZeni1\nwOnNPGIS0Zesainz4EyyainYpqlEq22vXdB6OA+V8NJdmbXtM25CeRRKZyr9Ao8+KLlbB9uxALS/\njU88zjYZI8nCxpzd8L7LpvNmecoKD4T3YifaukxDeHk8IPRf644yu6Ylxk/cL2V+/iCR2Jk3JMPn\nAtD6OMOjT29jZSVHXXcoihRJIvzACQhSdvy+hJ/97DRNle+/lmXoaQeBEwspKRBzP3ZlhYD/Whts\nrhfYQumHTOMhtR325oEexMFtXKQoMuX9oBZlh7UJ4WDnVevfX1KEUu47Q2w1boHwkI8+c0I/GGvR\nNH3GGcn6JT07FqKSkqMBf+Y7ZedFqzfHmQ+cRZbgyERh3mjMarrY/s5fbuPYag5td3BskuLuKwW+\n/p7NoF7lgmjn6NNVq3F5UeHMTtmrtrg9tbXocHXR4nfObOPOtRytNri6uLa/zwpZ/J1llEPoCd+C\n9RLh3N/oOtgy31iM8gSrxQB/8JdXoJTAha0FpDjkcZhFlqBpycGzbCKu+DBF2VkYY0KZHH2hMhWw\nqQxL4seXTedPvDaCVNFz0skjpYDpyDYDgPvCOwZUo3uvgfucAGVSDE/ivh0fV6pIb7TISDHK65Iy\nxEmQiEjTGTRdAPU3nXa8+CTYObsS+NnLCySJJMtsx/bZ3q3d4IcwplICW3s17r9nAw/+5RV89WtJ\n3ujyTuVL9TiQ8kpT6UvsqtYwRkMpieFQoXVuA2nat4OOoXZSiqgNYJG5DHNv1mB9lS6Y80WL3f+/\nvXMPkuyu7vvn3Hv79u3H9MzOzK5ey0q7sBgBspBAPGyhCgmUHcdgMEqAisFJcBFblJM4ZZUTm4oN\nzoMEMEmwgpNy7BSpEjZYCbHLgHHihGDLSBikSJaEpEWPlXa1r3n36z5/+eP8frdvj1aLpJ2eGS39\nrZqa7nu7e87cvvfc8zvne75nI2Z2po7vC/tmGzxxqksY+kShTz/OWLd53zH2g12yzzRqnFkfag66\nUvDrNGqaMgh8WvWAk6sD2lbX1eVGnY0OWW5Y7SfUfOGi2ags9qV5Ubaq+lZOsRdnthVVj1Mr9Bja\nm5/vCZfPq9rUxjBnua8zvZ5cHvAN1vndu09Qr/nMNWu84fIOBzvaEpUWhgeW1uklOetDFXIZVtgk\nMGpoCHyPxLZpzjdrY4LmuYG5puoPLPdTGvbcnmsET5vEe16Y0DJfRH4H+D77dA5YNcZcIyJXAA8A\n37b7/twYc5N9z6uB/wJEwBeNMf/Qbq+jo5+vBZaAdxljHp+E3TvqTAdJxsYg5dQaHNjb5kXzDR46\nscGjpzZKXpzr0LlorkGnUSvn0K/20zICXOslxJn2cLtl5kwrJKz5zNtWSKfWrkvmyrwjy0PsxVmZ\n11zuqqCyu9tXVfGLrDL33ZiS21n2klsqEyh5vsAQlK8tyAu//FtlmsHm9K7aP8t9x9bLSnyaGxZn\n6uXU0Wp0WhSG3jCj09Yo1znmLC/KZXHVyTejgOVuzGtfeRHDJC+j5ZlWSCsKmGlojvD4ch/Akuu9\nMv+44ad0dRdpWhDVNc0wWuY/3bl6nlCvVI4Hg5Qg0Jzs0spAUyatsCyMLXQikiznkoVmuSrQQpeu\nHILQpxkJ3X5KVB9F/oudiCQtxgS113sJC506car6sgs2mk1SKVtgB4nepLDqTVGo42aWuzHHlvsl\n/7ce+OWFMrRFRXderQ0y4qygs68JoE0alaJnkrscvEe7HozpwuYGvvTAEoFl69d8j5969X6a9YCv\nHDnJYiug5gv3HO+z1k9si29eppdcgQyUkeKLcHIjLul1G3HOYjssm1ZObsQ2gKkMqTofTMiZGmPe\n7R6LyMeB1cruI8aYa87ytk8D7zfG3CkiXxSRH7ajS94PLBljDovIu4B/Dbz7LO8/b+yoM9VuInUS\ne+0yUJdZLlcIeaNGb5hycnXAsTM9orpPq14jCn1OrQ3Ic1N2xLjoIUkLenHK8tqQp051la/oCbMz\nOpNpthXiYcVIAimXx7PNkLV+wmInKp1Eb2g5fIkpI9ZnoiSBOjUdcudU4EcMhOrI5GpRyvOEuu8z\nzApaUa3kkRaWzwmW7iQ6eXWYZPT6KbMz7kahn5tZRakoHEVehaV6dftKc9Jqtd6k9s43y+XmA48t\nl8cotQ7+8r1t5ps1FloBdz+xUX5mZFcLWaZVd3WqmnLZLHfn8qZpmo8Vt0Kbo15dHZAkBa2W0qsi\nu91VpwuryOVEtwGius8wzonqMEgA8rG/G4UBnuTE6UjZ3/M8snTExXWNEG5SgWuTdToJ7uZXGGNb\nZ3Xl4M4xd/PaSFIaoc9Dp/rMNWvs69TpJcoSGaZFyW2uagGEvtAKfaKa6IyxwOOR032KwvCpP3+c\na/a3iWoedzy2zr5OnWsua3F0NWBlkLPWS8pcrruG3NK9lxQstkNdLWWO4qfE/oVWwP65iFY4Xtw9\nL0x4mS9Khv5bwJu+y+suAWaMMXfaTZ8B3g58GXgb8Mt2+23Ar0/G2h2PTJ1QCDx2uquE8EpraD3w\nINeKrCvCrPUT1gcJvVjKO7BnCcmLM7q0yvKCXhzALJYQrlzH1V5Ct58SZ5pvbNUDji/3SfOC4TBj\nTyciywv2L7ZK5fa45OVpDjW27ZOOWrVZlMQ5S5eiqKrj+56QZKZ0cHGRlyIdrXpALynKgomjObnj\nFPheycfc064T2f89SXMyRrxUF706B7swE9GLMw5eNMMTZ1Rpf+9cBNRLVakkK0itWIrjKg6TnAeP\nrZFlBXMzdX7wJfM0Qp9Ta9p984HrD/CFe0/Ti1M2UAJ/HDvVflPmS43xEZGSxwpCmubU6wFZVtBu\n18sUQOAL/WHGYJBy6d42vThlGKtdC506jQJWujFe4BHVrexhMeoyc1qw2ufv44uMFVvKSar2hqfH\nyJTfo3OunqVKOZzZiKlb/myaFyUJPrI0NVfwijMtXDo2yFwjYD3OWe4mzLfDEaOkMFZ3d3QzftnF\nrXJEzt5miIfwAwdnOdVN+aP7z9CKasprfdk8D5/RfOrp9VhzuVa4uxHYfKgvvHgx5NHlmIPzdU51\nUy3Ooh2Fc40tuuzz9Lu/5vzwRuCkMaaiZMBBEbkLWAM+ZIz5U3RS6ZOV1xyz27C/nwAwxmQisiYi\n85MY97yjznSYZOoUCnvSe4Yo0NZDd1Ivd2Maoa8kcKNqRfXApxenFeqRtqjcd3SFQxfPlPqiPUva\ndkuk+Xa9LExsDFLlFkYBcaoRoRtEd3y5T9+2inZaugYMfI84y6xaviuOeaWIs4tUnBNL84I9diyI\nW+47NXmXB3UojFH1KFv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "topo.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Various arguments can be supplied for more control, see the documentation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course you can plot the data any way you want using the X, Y, and Z attributes, e.g." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UNkrgNtmXhMlBNMIUg7sG/QoTNE8LCHG3ioRpbBZVSKdD5cB4RVyu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\nokUR5QMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "contourf(topo.X, topo.Y, topo.Z, [-7000, -5000, -4000, -3000, -2000, 0])\n", "colorbar()\n", "# rescale aspect ratio based on mean latitude so distances more correct:\n", "gca().set_aspect(1.0 / cos(pi / 180.0 * topo.y.mean())) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## Cropping topography\n", "\n", "Sometimes it is useful to crop a large topo file to create a smaller one that contains a sub-region, e.g." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(120, 180)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "filter_region = (-90, -60, -60, -40)\n", "topo2 = topo.crop(filter_region)\n", "topo2.Z.shape" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GosTee6eboKx5+yTNiHpSkw2fhM6OBwBAK8rQ1M8ocByEbXX+6uEwNxmYeyjtA3q77fnG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\n5liWrpxkr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "topo2.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The cropped topography can be written out to a new file, which will be smaller than the original:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "topo2_path = os.path.join(datadir,'tip_of_south_america.tt3')\n", "topo2.write(topo2_path, topo_type=3)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Size of the new file: 540384 bytes\n", "Size of the original file: 985529 bytes\n" ] } ], "source": [ "print \"Size of the new file: %s bytes\" % os.stat(topo2_path).st_size\n", "print \"Size of the original file: %s bytes\" % os.stat(topo_path).st_size" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain topography for other regions, see the links at " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "## Unstructured Topography" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `topotools` and `Topography` class also have facilities for handling unstructured topography data. To start we will randomly sample the data we were working with above to get an unstructured data file. Here we generate random tuples of longitude-latitude and interpolate the original data so we can get a field at the random points." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import scipy.interpolate as interpolate\n", "\n", "N = 10000\n", "\n", "x = numpy.random.rand(N) * (topo.x[-1] - topo.x[0]) + topo.x[0]\n", "y = numpy.random.rand(N) * (topo.y[-1] - topo.y[0]) + topo.y[0]\n", "\n", "# Here we need to transpose the Z array so that the coordinate evaluation is correct\n", "bathy = interpolate.RectBivariateSpline(topo.x, topo.y, topo.Z.transpose())\n", "\n", "# strange hack to evaluate the function `bathy` produced by RectBivariateSpline since bathy(x, y) does not work\n", "z = numpy.empty(x.shape)\n", "for i in xrange(x.shape[0]):\n", " z[i] = bathy(x[i], y[i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets construct the unstructured topography object based on the random locations we just generated." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "unstructured_topo = topotools.Topography(unstructured=True)\n", "unstructured_topo.x = x\n", "unstructured_topo.y = y\n", "unstructured_topo.z = z" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the data as is to see what we randomly created so far" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3o9/EKhUmN3snk6sgyKQQgY/Czl/ncitNxpTubN5gyBu8x1YepWfvp7D4+oby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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "unstructured_topo.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One of the primary things we want to be able to do with unstructured topography data is to turn it into structured data which GeoClaw can use. In order to do this, there is a method in the `Topography` class called `interp_unstructured` which has a number of options. Here we will just go with the defaults (please see the documentation for the full assortment of options). In this case we will provide two things to the routine. The first is topography to use to fill in possible gaps in the unstructured topography. This \"fill topography\" can be structured or unstructured. The second argument we provide is a limit on the calculated grid spacing. The routine attempts to calculate the minimum distance between two points and uses this as the basis of the structured grid. Placing a limit on this insures that the resulting grid is not too fine. Addtional options for filtering the data in the routine, smoothing and interpolation strategies are also available." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "unstructured_topo.interp_unstructured(topo, delta_limit=10000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the topography has been interpolated onto a new grid, we can check to see if the `unstructured` attribute is in fact now set to `False`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "unstructured_topo.unstructured" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Usually at this point you will want to save out a copy of the interpolated topography for use with GeoClaw, the usual functions from before work of course. More interesting is to plot the new topography which we can again do by using the `plot` function:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8fqlf1IC62Yzx8Ufm8bHHz2BuKXNzqEjL9Og7DUQPmHwv8HPdf4q3zr0IVz8h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SRnJvRp+C7PbnQpypKzuwPbM235HqNcwNs17c0zyDJqjkOB6AHEec61/thiVL/jnkN06j5fuLDN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\nCpfg9snLgLPGmG/Xtl0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "unstructured_topo.plot()" ] } ], "metadata": { "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": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }