Skip to content

Instantly share code, notes, and snippets.

@jreadey
Created February 23, 2018 19:27
Show Gist options
  • Save jreadey/b17c09ebd6d462bd47d03027fecaf111 to your computer and use it in GitHub Desktop.
Save jreadey/b17c09ebd6d462bd47d03027fecaf111 to your computer and use it in GitHub Desktop.
h5pyd jupyter notebook for Nexus file
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import h5pyd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.image as mpimg"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"f = h5pyd.File(\"/home/jreadey/mullite_300K.nxs\", \"r\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"intensity = f['/f2/peaks/intensity']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(452,)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"intensity.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x10b964940>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAEDCAYAAAAVyO4LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYdFksILbwsLCosnw/wFjgRh8hjBf7wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109d8b7f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = range(intensity.shape[0])\n",
"plt.plot(x, intensity[...])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"grp = f[\"/entry/transform\"]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Qh: HardLink\n",
"Qk: HardLink\n",
"Ql: HardLink\n",
"v: ExternalLink\n"
]
}
],
"source": [
"for name in grp:\n",
" link_class = grp.get(name, getlink=True)\n",
" print(\"{}: {}\".format(name, link_class.__class__.__name__))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"extlink.filename: 300K/transform.nxs extlink.path: /entry/data/v\n"
]
}
],
"source": [
"# get information about the link \n",
"extlink = grp.get(\"v\", getlink=True)\n",
"print(\"extlink.filename: {} extlink.path: {}\".format(extlink.filename, extlink.path))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"name: /entry/data/v\n",
"shape: (801, 901, 901)\n",
"chunks: [64, 64, 64]\n"
]
}
],
"source": [
"# get reference to dataset in linked file\n",
"dset = grp[\"v\"]\n",
"print(\"name: {}\".format(dset.name))\n",
"print(\"shape: {}\".format(dset.shape))\n",
"print(\"chunks: {}\".format(dset.chunks))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# get a slice from the dataset\n",
"data = dset[444,:,:]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x10ea30390>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkZHhIZNCRkaGh/8Hc06aIBLgv6YAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ca1f160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(data, origin=\"lower\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment