Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save flamingbear/0b3035c6675a9ead5df5 to your computer and use it in GitHub Desktop.
Save flamingbear/0b3035c6675a9ead5df5 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:0597241e6fa599c911f8eb7e44b2ef47d5bfb3a29f709e04c1cb51a928a3008b"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"source": [
"## We got a regression failure with the new mask data.\n",
"## Only in NH, and I just want to make extra shure we are only seeing expected failures.\n",
"\n",
"```\n",
"Calling: /home/savoie/.virtual_envs/nsidc0081/bin/python /sharehome/savoie/projects/nsidc0081/nsidc0081/compare_nasateam_seaice_files.py -r /sharehome/savoie/projects/nsidc0081/test_data/regression_test_output_data/nt_20130303_f17_nrt_s.bin -t /sharehome/savoie/projects/nsidc0081/test_data/staging/nt_20130303_f17_nrt_s.bin\n",
"Calling: /home/savoie/.virtual_envs/nsidc0081/bin/python /sharehome/savoie/projects/nsidc0081/nsidc0081/compare_nasateam_seaice_files.py -r /sharehome/savoie/projects/nsidc0081/test_data/regression_test_output_data/nt_20130303_f17_nrt_n.bin -t /sharehome/savoie/projects/nsidc0081/test_data/staging/nt_20130303_f17_nrt_n.bin\n",
"rake aborted!\n",
"Target File /sharehome/savoie/projects/nsidc0081/test_data/staging/nt_20130303_f17_nrt_n.bin does not match /sharehome/savoie/projects/nsidc0081/test_data/regression_test_output_data/nt_20130303_f17_nrt_n.bin\n",
"\n",
"\n",
"COMPARING /sharehome/savoie/projects/nsidc0081/test_data/regression_test_output_data/nt_20130303_f17_nrt_n.bin TO /sharehome/savoie/projects/nsidc0081/test_data/staging/nt_20130303_f17_nrt_n.bin...\n",
"\n",
"FILE HEADERS AND DATA DO NOT MATCH!\n",
"```\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" import numpy as np\n",
" import rockbag as rb"
],
"language": "python",
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" expected_fn = '/sharehome/savoie/projects/nsidc0081/test_data/regression_test_output_data/nt_20130303_f17_nrt_n.bin'\n",
" new_fn = '/sharehome/savoie/projects/nsidc0081/test_data/staging/nt_20130303_f17_nrt_n.bin'"
],
"language": "python",
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
" expected = rb.suckgrid(expected_fn, gpd='N3B.gpd', header=300)\n",
" new = rb.suckgrid(new_fn, gpd='N3B.gpd', header=300)"
],
"language": "python",
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imshow(expected)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.image.AxesImage at 0x10b65a3d0>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAMIAAAEACAYAAADhtqk6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1pTVAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10b19f210>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imshow(new)"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 5,
"text": [
"<matplotlib.image.AxesImage at 0x10c0b3710>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAMIAAAEACAYAAADhtqk6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndgDw/8H9mJaw0ahsAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10b66cd90>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"imshow(new.astype(np.float) - expected, cmap='bwr')"
],
"language": "python",
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.image.AxesImage at 0x10c725610>"
]
},
{
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAMIAAAEACAYAAADhtqk6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ni8IZMtJYAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10c0bb650>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"outputs": []
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment