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@perrette
Last active May 27, 2016 18:31
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Catchment basin determination using Barnes' priority flood algorithm. Python bindings added at https://github.com/perrette/Barnes2013-Depressions
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"from icedata.greenland import presentday, morlighem2014, rignot_mouginot2012\n",
"#import dbg\n",
"import priority_flood\n",
"from dimarray.geo.crs import get_crs\n",
"#from loaddata import load_line_defs\n",
"\n",
"# load some glacier outline and load map data\n",
"import json\n",
"name = 'Daugaard-Jensen'\n",
"f = open('input_fronts/Greenland_TW_glaciers.json')\n",
"lines = json.load(f)\n",
"f.close()\n",
"\n",
"line = [line for line in lines if line['id'] == name][0]\n",
"line = [(p['x']*1e3, p['y']*1e3) for p in line['values']] # list of (x,y) tuples\n",
"\n",
"# transform line according to ref system\n",
"src_crs = get_crs(presentday.GRID_MAPPING)\n",
"dest_crs = get_crs(morlighem2014.GRID_MAPPING)\n",
"line = [dest_crs.transform_point(x, y, src_crs) for x, y in line]\n",
"\n",
"x0, y0 = np.array(line).mean(axis=0)\n",
"\n",
"bbox = x0-400e3, x0+200e3, y0-200e3, y0+200e3 # enlarge bounding box... (could also leave to None)\n",
"step = 5\n",
"zs = morlighem2014.load('surface_elevation', bbox=bbox, step=step)\n",
"H = morlighem2014.load('ice_thickness', bbox=bbox, step=step)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using matplotlib backend: TkAgg\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: pylab import has clobbered these variables: ['step', 'f']\n",
"`%matplotlib` prevents importing * from pylab and numpy\n"
]
}
],
"source": [
"%pylab\n",
"%matplotlib inline\n",
"\n",
"%config InlineBackend.figure_format = 'png'\n",
"#matplotlib.rcParams['figure.figsize'] = [8,6]\n",
"import matplotlib as mpl\n",
"mpl.rc(\"savefig\", dpi=150)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7fb4595eb310>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/perrette/glacierenv/local/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" if self._edgecolors == str('face'):\n"
]
},
{
"data": {
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AP26n/QLE87ZXYJf5A9Hx86p6V6cdRb4NB+AW6ll+TfFvyEEpO9/g5qrdHAOH4zY8nsJp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\nkTZZqVIN3VJQDFpRmI2T8I3hZouyf2+4JLUrSFvxEXlcsHz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L2ZEHkFH/J2vWslBm7Hpt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\n1f8AmuDhOSdLLKEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb4598d6d90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"contourf(zs.x*1e-3, zs.y*1e-3, zs.values)\n",
"colorbar()\n",
"gca().set_aspect('equal')\n",
"grid()\n",
"\n",
"plot(*array(line).T*1e-3,color='k', ls='-',lw=2)\n",
"title('Elevation data and glacier outline')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#mapping = outlb.grid_mapping(zs.x, zs.y) # randomly buggy (!), might need several times to get it right\n",
"surf = np.asarray(zs.values, dtype='f', order='C')\n",
"xx = np.asarray(zs.x) #, order='C', dtype='d')\n",
"yy = np.asarray(zs.y) #, order='C', dtype='d')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Use dbg.initialize_mask and join basins afterward"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"catch2 = priority_flood.watersheds(surf)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fb452e45290>]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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YJLEuUH2Oq2W26lhBwdUVw5HHw0fgmC8mH2vep4i8HVtw+gXYxf9/YOu7/S9j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\nteZ/3vRA3Lre9f4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb4590db890>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"contourf(xx*1e-3, yy*1e-3, catch2)\n",
"colorbar()\n",
"gca().set_aspect('equal')\n",
"grid()\n",
"plot(*array(line).T*1e-3,color='k', ls='-',lw=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### join basins based on label"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/svg+xml": [
"<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"300\" height=\"300\" viewBox=\"550345.79074 -1903004.99787 14863.970562 17549.5691039\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,-3788460.42663)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"116.99712736\" opacity=\"0.6\" d=\"M 563867.462498,-1895573.01259 L 564082.205928,-1895948.69686 L 564259.09181,-1896343.62066 L 564396.416638,-1896753.98063 L 564492.857898,-1897175.8248 L 564547.486808,-1897605.09057 L 564559.777261,-1898037.64388 L 564529.610895,-1898469.31899 L 564457.278227,-1898895.95866 L 564343.475861,-1899313.4541 L 564189.299776,-1899717.78459 L 563996.234771,-1900105.05623 L 563766.140169,-1900471.53937 L 563501.231906,-1900813.70458 L 563204.061193,-1901128.25662 L 562877.489947,-1901412.16618 L 562524.663227,-1901662.69906 L 562148.978948,-1901877.44249 L 561754.055155,-1902054.32837 L 561343.695179,-1902191.6532 L 560921.851012,-1902288.09446 L 560492.585243,-1902342.72337 L 560060.031937,-1902355.01383 L 559628.356818,-1902324.84746 L 559201.717154,-1902252.51479 L 558784.221718,-1902138.71243 L 558379.891218,-1901984.53634 L 557992.61958,-1901791.47134 L 557626.13644,-1901561.37673 L 557283.971231,-1901296.46847 L 556969.419192,-1900999.29776 L 556685.50963,-1900672.72651 L 556434.97675,-1900319.89979 L 551688.089544,-1892887.41404 L 551473.346115,-1892511.72976 L 551296.460232,-1892116.80597 L 551159.135405,-1891706.446 L 551062.694145,-1891284.60183 L 551008.065235,-1890855.33606 L 550995.774781,-1890422.78275 L 551025.941148,-1889991.10763 L 551098.273815,-1889564.46797 L 551212.076181,-1889146.97253 L 551366.252267,-1888742.64203 L 551559.317271,-1888355.3704 L 551789.411874,-1887988.88726 L 552054.320137,-1887646.72205 L 552351.49085,-1887332.17001 L 552678.062096,-1887048.26045 L 553030.888815,-1886797.72757 L 553406.573094,-1886582.98414 L 553801.496888,-1886406.09826 L 554211.856863,-1886268.77343 L 554633.701031,-1886172.33217 L 555062.966799,-1886117.70326 L 555495.520105,-1886105.4128 L 555927.195224,-1886135.57917 L 556353.834889,-1886207.91184 L 556771.330325,-1886321.7142 L 557175.660824,-1886475.89029 L 557562.932463,-1886668.95529 L 557929.415603,-1886899.0499 L 558271.580812,-1887163.95816 L 558586.132851,-1887461.12887 L 558870.042412,-1887787.70012 L 559120.575292,-1888140.52684 L 563867.462498,-1895573.01259 z\" /></g></svg>"
],
"text/plain": [
"<shapely.geometry.polygon.Polygon at 0x7fb459066350>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create mask based on front line...\n",
"from shapely.geometry import LineString, Point\n",
"line_sh = LineString(line)\n",
"\n",
"buff_radius = line_sh.length * 0.5 #* 5\n",
"\n",
"target_sh = line_sh.buffer(buff_radius)\n",
"mask = np.zeros(zs.shape, dtype=bool)\n",
"i0 = np.searchsorted(yy, y0)\n",
"j0 = np.searchsorted(xx, x0)\n",
"grid_step = xx[1] - xx[0]\n",
"r = int(buff_radius/grid_step)\n",
"for i in xrange(i0-r, i0+r+1):\n",
" for j in xrange(j0-r, j0+r+1):\n",
" #print i, j, target_sh.contains(Point(xx[j], yy[i]))\n",
" mask[i,j] = target_sh.contains(Point(xx[j], yy[i]))\n",
"target_sh"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(550995.7747812072, -1902355.0138259586, 564559.7772613972, -1886105.412803793)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"target_sh.bounds"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"labels = np.unique(catch2[mask & (catch2 != -1) & (catch2 != -2)])\n",
"#labels"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"merge = np.zeros_like(catch2, dtype=bool)\n",
"for l in labels:\n",
" #print l, (catch2 == l).sum()\n",
" merge = merge | (catch2 == l)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fb452849650>]"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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XkeOXnWOXj+OXj+OXj+NXMAt68Cowz6LTY9UjwB999FF23HHHPp/R8JmammJsbIzJyUlP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\nSIX8/356uBwAc55hAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fb45290aed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(xx*1e-3, yy*1e-3, merge)\n",
"colorbar()\n",
"gca().set_aspect('equal')\n",
"grid()\n",
"plot(*array(line).T*1e-3,color='k', ls='-',lw=2)"
]
}
],
"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": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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