Skip to content

Instantly share code, notes, and snippets.

@bourque
Created August 16, 2018 19:35
Show Gist options
  • Save bourque/d3d1c49247315fac170ee41d08bcab61 to your computer and use it in GitHub Desktop.
Save bourque/d3d1c49247315fac170ee41d08bcab61 to your computer and use it in GitHub Desktop.
A short demo of how to open and use a pixel history image via h5py
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load the analysis plots for reference\n",
"from IPython.display import Image\n",
"Image('/grp/hst/wfc3a/automated_outputs/cal_uvis_make_bad_pixel_table/2018-03-24/2018-03-24_intensity.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"HDF5 files for each anneal cycle are located at `/grp/hst/wfc3a/automated_outputs/cal_uvis_make_bad_pixel_table/YYYY-MM-DD/YYYY-MM-DD.hdf5`, where the timestamp indicates the start of the anneal period"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import h5py\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"hdf5_file = '/grp/hst/wfc3a/automated_outputs/cal_uvis_make_bad_pixel_table/2018-03-24/2018-03-24.hdf5' # Or whatever anneal you are interested in"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"with h5py.File(hdf5_file) as f:\n",
" fratio = f['fratio'].value\n",
" scimean = f['scimean'].value"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### You now have the `fratio` and `scimean` as `numpy` arrays"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1.7071627 , 1.4384644 , 1.7324946 , ..., 2.7236903 , 3.4305964 ,\n",
" 4.531592 ],\n",
" [1.6386871 , 1.1423117 , 1.0941808 , ..., 1.1415559 , 1.084507 ,\n",
" 1.3558292 ],\n",
" [0.994993 , 1.0088478 , 1.047952 , ..., 1.0798875 , 0.95801824,\n",
" 1.2037671 ],\n",
" ...,\n",
" [1.2058535 , 1.2508053 , 1.1416692 , ..., 0.7191089 , 1.0124137 ,\n",
" 0.843407 ],\n",
" [1.1621736 , 1.5711465 , 1.2197353 , ..., 1.1791289 , 1.2709025 ,\n",
" 1.4679856 ],\n",
" [1.431495 , 2.2965322 , 1.9065859 , ..., 1.5290346 , 1.1072503 ,\n",
" 1.0581622 ]], dtype=float32)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fratio"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 3.1633623, 4.266303 , 3.6537669, ..., 6.1140323, 6.218669 ,\n",
" 12.480484 ],\n",
" [ 5.071637 , 5.465537 , 5.291331 , ..., 7.780352 , 8.158449 ,\n",
" 7.2702456],\n",
" [ 5.96416 , 5.8308415, 7.9316516, ..., 8.363801 , 10.4264345,\n",
" 7.6375203],\n",
" ...,\n",
" [ 6.081374 , 6.26959 , 5.1341543, ..., 16.908287 , 8.768396 ,\n",
" 6.661109 ],\n",
" [ 4.369564 , 5.0758715, 4.9696736, ..., 6.924489 , 7.2149363,\n",
" 10.3622265],\n",
" [ 8.30804 , 4.817904 , 4.4458814, ..., 5.1184206, 6.3056197,\n",
" 4.9921565]], dtype=float32)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scimean"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'> <class 'numpy.ndarray'>\n",
"(4102, 4096) (4102, 4096)\n"
]
}
],
"source": [
"print(type(fratio), type(scimean))\n",
"print(fratio.shape, scimean.shape)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/bourque/anaconda2/envs/astroconda3/lib/python3.6/site-packages/ipykernel/__main__.py:2: RuntimeWarning: invalid value encountered in less\n",
" from ipykernel import kernelapp as app\n"
]
},
{
"data": {
"text/plain": [
"(array([ 0, 0, 0, ..., 4101, 4101, 4101]),\n",
" array([ 0, 1, 2, ..., 4093, 4094, 4095]))"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# To get all cold and stable pixels:\n",
"np.where((fratio < 2.9) & (scimean < 13.5))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:astroconda3]",
"language": "python",
"name": "conda-env-astroconda3-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment