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@perrette
Created April 7, 2016 15:44
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"from glaciermap.core import GlacierOutline\n",
"from icedata.greenland import presentday\n",
"import dbg\n",
"\n",
"# load some glacier outline and load map data\n",
"outlb = GlacierOutline.read('outlines/daugaard-jensen.json')\n",
"\n",
"l, r, b, t = outlb.bbox()\n",
"bbox = l-400e3, r+200e3, b-200e3, t+200e3 # enlarge bounding box... (could also leave to None)\n",
"zs = presentday.load('surface_elevation', bbox=bbox)\n",
"H = presentday.load('ice_thickness', bbox=bbox)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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"
]
}
],
"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": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f03d5ec0a50>"
]
},
"execution_count": 3,
"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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VURodVX4g2m4pIq/JihCNbBwU7d6fFWeAiOvWSeLQKYU4Z3FTc9IPRtv2t4wi/I+6h3Li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V0DJgvFsGEIsz0olOYwmtHwPPjXPav40R2DkNFIqOpCJfWZdDW1eHX11L7/KVtmzCEx/VPqp7+L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\nVcSKsAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03d5f0e710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(zs.x*1e-3, zs.y*1e-3, zs.values)\n",
"colorbar()\n",
"gca().set_aspect('equal')\n",
"grid()\n",
"\n",
"plot(*array(outlb.center).T*1e-3,color='k', ls='-',lw=0.5)\n",
"plot(*array(outlb.left).T*1e-3,color='k', ls='-')\n",
"plot(*array(outlb.right).T*1e-3,color='k', ls='-')\n",
"title('Elevation data and glacier outline')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Case 1: manual mask initialization"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"mapping = outlb.grid_mapping(zs.x, zs.y) # randomly buggy (!), might need several times to get it right\n",
"\n",
"# initialize mask\n",
"init = np.asarray(mapping.mask, order='C', dtype='i')\n",
"init[H.values < 1] = -1 # no data\n",
"\n",
"surf = np.asarray(zs.values, dtype='d', order='C')\n",
"xx = np.asarray(zs.x, order='C', dtype='d')\n",
"yy = np.asarray(zs.y, order='C', dtype='d')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f03d5a9a690>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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19rsbP7UgiIiIiIiU4e6bCAOMFxPWQ3gfsDNwBfDmmJWPPdrirnUq8DHCmge7Au+PrnUt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\nhqmAICIiIiIiw/4/js9m4ZoDue4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0400362f50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(xx*1e-3, yy*1e-3, init)\n",
"colorbar()\n",
"gca().set_aspect('equal')\n",
"grid()\n",
"\n",
"plot(*array(outlb.center).T*1e-3,color='k', lw=0.5)\n",
"plot(*array(outlb.left).T*1e-3,color='k', ls='-')\n",
"plot(*array(outlb.right).T*1e-3,color='k', ls='-')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"catch = dbg.upslope_area(xx, yy, surf, init, copy=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f03d40bb610>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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LwlKGKS6doXsCHlKXEoQ2KpX0x2okB25OljJMcYlRVGopJvUoMlGlElx2YVjK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\njFEDQURERERExvx/8Ft1IIvg/H0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03d5c37c90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(xx*1e-3, yy*1e-3, catch)\n",
"colorbar()\n",
"gca().set_aspect('equal')\n",
"grid()\n",
"plot(*array(outlb.center).T*1e-3,color='k', lw=0.5)\n",
"plot(*array(outlb.left).T*1e-3,color='k')\n",
"plot(*array(outlb.right).T*1e-3,color='k')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"precip: 9.2e+09\n",
"runoff: 8.0e+08\n",
"SMB: 8.3e+09\n",
"precip - runoff: 8.4e+09\n"
]
}
],
"source": [
"smb = presentday.load('smb', bbox=bbox)\n",
"precip = presentday.load('presprcp', bbox=bbox)\n",
"runoff = presentday.load('runoff', bbox=bbox)\n",
"total_smb = smb.values[catch==1].sum()*5e3**2\n",
"total_precip = precip.values[catch==1].sum()*5e3**2\n",
"total_runoff = runoff.values[catch==1].sum()*5e3**2\n",
"print \"precip: {:.1e}\".format(total_precip)\n",
"print \"runoff: {:.1e}\".format(total_runoff)\n",
"print \"SMB: {:.1e}\".format(total_smb)\n",
"print \"precip - runoff: {:.1e}\".format(total_precip - total_runoff)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Use dbg.initialize_mask and join basins afterward"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"init2 = dbg.initialize_mask(np.asarray(H, dtype='d', order='C'))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f03ce537710>]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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iElcCrkVxyVJcekJhEpYcUsG/jUol/VGp5MAdjE6AJ4HiEqe4VFNM4hSXOAdu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"text/plain": [
"<matplotlib.figure.Figure at 0x7f03ce55ba50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(xx*1e-3, yy*1e-3, init2)\n",
"colorbar()\n",
"gca().set_aspect('equal')\n",
"grid()\n",
"\n",
"plot(*array(outlb.center).T*1e-3,color='k', lw=0.5)\n",
"plot(*array(outlb.left).T*1e-3,color='k', ls='-')\n",
"plot(*array(outlb.right).T*1e-3,color='k', ls='-')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"catch2 = dbg.upslope_area(xx, yy, surf, init2, copy=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f03ce29d790>]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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4NN8zsU5Y6P47M9sD+CyhR4G3Ar3AI4SC/XeibubLuPsvzWxf4DRC9/HdhO7k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\nRUREREQS8C9sJiyRsZC+gwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03ce3d76d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pcolormesh(xx*1e-3, yy*1e-3, catch2)\n",
"colorbar()\n",
"gca().set_aspect('equal')\n",
"grid()\n",
"plot(*array(outlb.center).T*1e-3,color='k', lw=0.5)\n",
"plot(*array(outlb.left).T*1e-3,color='k')\n",
"plot(*array(outlb.right).T*1e-3,color='k')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### join masks based on label"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([ 30, 31, 35, 45, 62, 63, 184, 201, 208], dtype=int32)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"labels = np.unique(catch2[mapping.mask & (catch2 != -1)])\n",
"labels"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"merge = np.zeros_like(catch2, dtype=bool)\n",
"for l in labels:\n",
" merge = merge | (catch2 == l)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f03ce089950>]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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pkzjlEqdc4pTLQOh1q3vBK2B10RERERERKZCCv38RkSLKU5ecZuqPc1COW0Qk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\n2PsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03ce135bd0>"
]
},
"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(outlb.center).T*1e-3,color='k', lw=0.5)\n",
"plot(*array(outlb.left).T*1e-3,color='k')\n",
"plot(*array(outlb.right).T*1e-3,color='k')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"precip: 9.2e+09\n",
"runoff: 8.0e+08\n",
"SMB: 8.3e+09\n",
"precip - runoff: 8.4e+09\n"
]
}
],
"source": [
"smb = presentday.load('smb', bbox=bbox)\n",
"precip = presentday.load('presprcp', bbox=bbox)\n",
"runoff = presentday.load('runoff', bbox=bbox)\n",
"total_smb = smb.values[catch==1].sum()*5e3**2\n",
"total_precip = precip.values[catch==1].sum()*5e3**2\n",
"total_runoff = runoff.values[catch==1].sum()*5e3**2\n",
"print \"precip: {:.1e}\".format(total_precip)\n",
"print \"runoff: {:.1e}\".format(total_runoff)\n",
"print \"SMB: {:.1e}\".format(total_smb)\n",
"print \"precip - runoff: {:.1e}\".format(total_precip - total_runoff)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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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