Ticket #10858: Processing OFFSPEC Runs.ipynb

File Processing OFFSPEC Runs.ipynb, 89.8 KB (added by Harry Jeffery, 6 years ago)

Demonstrate OFFSPEC processing

Line 
1{
2 "metadata": {
3  "name": "Processing OFFSPEC Runs"
4 },
5 "nbformat": 3,
6 "nbformat_minor": 0,
7 "worksheets": [
8  {
9   "cells": [
10    {
11     "cell_type": "markdown",
12     "metadata": {},
13     "source": "#Processing OFFSPEC Runs\n\nWith Mantid v3.3 onwards, OFFSPEC data can now be easily processed using the `ReflectometryReductionOneAuto` algorithm.\nThis notebook provides an example of such a workflow using Python.\n"
14    },
15    {
16     "cell_type": "code",
17     "collapsed": false,
18     "input": "#Set up the environment - only required for the IPython Notebook\nimport sys\nimport os\nsys.path.append(os.environ['MANTIDPATH'])\nfrom mantid.simpleapi import *\nimport matplotlib.pyplot as plt\n%matplotlib inline",
19     "language": "python",
20     "metadata": {},
21     "outputs": [],
22     "prompt_number": 1
23    },
24    {
25     "cell_type": "code",
26     "collapsed": false,
27     "input": "#Load our input workspaces\noffspec75 = Load(\"OFFSPEC00027575.nxs\")\noffspec76 = Load(\"OFFSPEC00027576.nxs\")\noffspec78 = Load(\"OFFSPEC00027578.nxs\")\noffspec85 = Load(\"OFFSPEC00027585.nxs\") #Transmission run\n\n#Process using ReflectometryReductionOneAuto, discarding the OutputWorkspaceWavelength(IvsLam) and ThetaOut output\nivq_75, _, _ = ReflectometryReductionOneAuto(offspec75, ThetaIn=0.35, FirstTransmissionRun=offspec85)\nivq_76, _, _ = ReflectometryReductionOneAuto(offspec76, ThetaIn=1.00, FirstTransmissionRun=offspec85)\nivq_78, _, _ = ReflectometryReductionOneAuto(offspec78, ThetaIn=1.70, FirstTransmissionRun=offspec85)\n\n#Stitch the IvsQ workspaces together\nivq_75_76, _ = Stitch1D(ivq_75, ivq_76, Params=\"1e-3\")\nivq_75_76_78, _ = Stitch1D(ivq_75_76, ivq_78, Params=\"0,1e-3,0.08\")",
28     "language": "python",
29     "metadata": {},
30     "outputs": [],
31     "prompt_number": 2
32    },
33    {
34     "cell_type": "code",
35     "collapsed": false,
36     "input": "#Helper procedure to plot with\ndef plot_ws(axes, data, label):\n    point_data = ConvertToPointData(data)\n    axes.errorbar(point_data[0].readX(0), point_data[0].readY(0), yerr=point_data[0].readE(0), label=label)\n\n\n#Create a figure, 15x5 inches in size, and add a set of axes to it\nfig = plt.figure(figsize=(14,5))\naxes = fig.add_axes([0,0,1,1])\n\n#Plot the workspaces to the axes\nplot_ws(axes, ivq_75_76_78, \"IvsQ 75,76,78 Stitched\")\nplot_ws(axes, ivq_75, \"IvsQ 75\")\nplot_ws(axes, ivq_76, \"IvsQ 76\")\nplot_ws(axes, ivq_78, \"IvsQ 78\")\n\n#Set some properties of the axes\naxes.legend()\naxes.grid()\naxes.set_xlabel(u\"Momentum transfer (\u212b\u00af\u00b9)\")\naxes.set_ylabel(\"Counts\")\naxes.set_yscale(\"log\")",
37     "language": "python",
38     "metadata": {},
39     "outputs": [
40      {
41       "metadata": {},
42       "output_type": "display_data",
43       "png": 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qpjki4pk35snleH+zePFirFYr48ePb+yhiJfUdxCj+pwdaZnKh2Hj4mD9erjuOvjqq8Yc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\n7CsNG0p33GGCFxddJI0aZW63Ty+x/1z+tksvlXxx/dJev6NJE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44       "text": "<matplotlib.figure.Figure at 0x7f979779d390>"
45      }
46     ],
47     "prompt_number": 3
48    }
49   ],
50   "metadata": {}
51  }
52 ]
53}