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@kinverarity1
Created October 12, 2013 08:26
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warburton anisotropic 1d inversions
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import h5py"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sitename = 'warburton'\n",
"inv_name = 'monkey'\n",
"hglob = inv_name + '_k0*_ne5'\n",
"path = r'z:\\warburton\\mc'\n",
"coord_sys_x_azimuth = 325"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fns = sorted(glob.glob(os.path.join(path, hglob + '.h5')))\n",
"pprint.pprint(fns)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"['z:\\\\warburton\\\\mc\\\\monkey_k00_ne5.h5',\n",
" 'z:\\\\warburton\\\\mc\\\\monkey_k01_ne5.h5',\n",
" 'z:\\\\warburton\\\\mc\\\\monkey_k02_ne5.h5',\n",
" 'z:\\\\warburton\\\\mc\\\\monkey_k03_ne5.h5',\n",
" 'z:\\\\warburton\\\\mc\\\\monkey_k04_ne5.h5',\n",
" 'z:\\\\warburton\\\\mc\\\\monkey_k05_ne5.h5',\n",
" 'z:\\\\warburton\\\\mc\\\\monkey_k06_ne5.h5',\n",
" 'z:\\\\warburton\\\\mc\\\\monkey_k07_ne5.h5',\n",
" 'z:\\\\warburton\\\\mc\\\\monkey_k08_ne5.h5']\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for fn in sorted(fns):\n",
" try:\n",
" hd = ps02_mc.load_h5_inv(fn)\n",
" except:\n",
" print 'failed', fn\n",
" continue\n",
" else:\n",
" hd = ps02_mc.find_best_fits(hd)\n",
" #ps02_mc.plot_inv_misfits(hd)\n",
" ps02_mc.plot1(hd, coord_sys_x_azimuth=coord_sys_x_azimuth)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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d0ow7Y9LJgrpWOtSvD8mh4PWVEh7chevXpeXBA/49ryDVsA7pWVrcv6vPA0UD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wnxOE5e05S2AY/HQzt7yW2K/HyyAercmUxRZbkslJdTpPTgAT2ePCEhsrKiogiAunsfP04pvidP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\nLHpqncABJAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xb2f8fd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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mpwMzmd4ikKg/L3IiuiFx2TXQrGXKpaS6iPsZvPOFLXWa1sBAK4eU64k0JJJD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\nCxYsIC
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