Skip to content

Instantly share code, notes, and snippets.

@crawles
Created April 10, 2015 17:04
Show Gist options
  • Save crawles/0aff275078c1a6c4c28b to your computer and use it in GitHub Desktop.
Save crawles/0aff275078c1a6c4c28b to your computer and use it in GitHub Desktop.
{
"metadata": {
"name": "",
"signature": "sha256:f51265f508788959a2a7d6b3f0566c79e4b3872ae9f83fba5ffdeea8881ef25b"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"from matplotlib import pylab as plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def cut_around(tr,t):\n",
" start =tr.stats.starttime\n",
" end = tr.stats.endtime\n",
" tr.trim(start + t,end - t)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# using field manager 1680\n",
"import obspy\n",
"%matplotlib inline\n",
"st1 = obspy.read('/laba8/data1/Caribou/segy_field_manager/20150225-1201-NEZ.sgy')\n",
"st2 = obspy.read('/laba8/data1/Caribou/segy_field_manager/20150225-1202-NEZ.sgy')\n",
"\n",
"tr12 = st1[500] + st2[500]\n",
"tr12.filter('bandpass',freqmin = 2, freqmax = 50, corners = 2, zerophase = True)\n",
"# cut 10 seconds before and after to reduce edge effects\n",
"cut_around(tr12,10)\n",
"\n",
"tr12.spectrogram()\n",
"start = len(tr12)/2 -100\n",
"end = len(tr12)/2 +100\n",
"plt.plot(tr12)\n",
"plt.xlim(start,end)\n",
"plt.xlabel('Samples')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAEZCAYAAACZ9pOVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBAYK/wOjpzBKkHutxgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f33379d7510>"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.text.Text at 0x7f33379d7610>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEVCAYAAADkckIIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAFIBQFtcAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f3333600ad0>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# using \"new\" fieldmanager 1243\n",
"import obspy\n",
"%pylab qt\n",
"%matplotlib inline\n",
"st1 = obspy.read('/laba8/data1/Caribou/fm1243_segy/20150225-1201-NEZ.sgy')\n",
"st2 = obspy.read('/laba8/data1/Caribou/fm1243_segy/20150225-1202-NEZ.sgy')\n",
"\n",
"tr12 = st1[500] + st2[500]\n",
"tr12.filter('bandpass',freqmin = 2, freqmax = 50, corners = 2, zerophase = True)\n",
"cut_around(tr12,10)\n",
"\n",
"tr12.spectrogram()\n",
"start = len(tr12)/2 -100\n",
"end = len(tr12)/2 +100\n",
"plt.plot(tr12)\n",
"plt.xlim(start,end)\n",
"plt.xlabel('Samples')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAEZCAYAAACZ9pOVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQRAEQTBQhAAOgiAIgiAIBor/B/4DrX04Z+gbAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f3337b9a190>"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x7f333366d950>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEVCAYAAADkckIIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f3341e25d90>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment