Ticket #10585: Processing OFFSPEC Runs.ipynb

File Processing OFFSPEC Runs.ipynb, 88.8 KB (added by Harry Jeffery, 6 years ago)

Demonstrate OFFSPEC processing

Line 
1{
2 "metadata": {
3  "name": ""
4 },
5 "nbformat": 3,
6 "nbformat_minor": 0,
7 "worksheets": [
8  {
9   "cells": [
10    {
11     "cell_type": "markdown",
12     "metadata": {},
13     "source": [
14      "#Processing OFFSPEC Runs\n",
15      "\n",
16      "`OFFSPEC` does not currently have a correct parameter file, so processing `OFFSPEC` data using `ReflectometryReductionOneAuto` requires many properties to be set.\n",
17      "\n",
18      "Specifically:\n",
19      "\n",
20      "```\n",
21      "DetectorComponentName=\"HeDetector\",\n",
22      "SampleComponentName=\"sampleholder\",\n",
23      "MonitorBackgroundWavelengthMin=15,\n",
24      "MonitorBackgroundWavelengthMax=20,\n",
25      "MonitorIntegrationWavelengthMin=2,\n",
26      "MonitorIntegrationWavelengthMax=14,\n",
27      "I0MonitorIndex=1,\n",
28      "ProcessingInstructions=\"3\"\n",
29      "```\n"
30     ]
31    },
32    {
33     "cell_type": "code",
34     "collapsed": false,
35     "input": [
36      "#Set up the environment\n",
37      "import sys\n",
38      "import os\n",
39      "sys.path.append(os.environ['MANTIDPATH'])\n",
40      "from mantid.simpleapi import *\n",
41      "import matplotlib.pyplot as plt\n",
42      "%matplotlib inline"
43     ],
44     "language": "python",
45     "metadata": {},
46     "outputs": [],
47     "prompt_number": 1
48    },
49    {
50     "cell_type": "code",
51     "collapsed": false,
52     "input": [
53      "#Load our input workspaces\n",
54      "offspec75 = Load(\"OFFSPEC00027575.nxs\") #th=0.35\n",
55      "offspec76 = Load(\"OFFSPEC00027576.nxs\") #th=1.00\n",
56      "offspec78 = Load(\"OFFSPEC00027578.nxs\") #th=1.70\n",
57      "offspec85 = Load(\"OFFSPEC00027585.nxs\") #transmission run\n",
58      "\n",
59      "#Process using ReflectometryReductionOneAuto\n",
60      "ivq_75, _, _ = ReflectometryReductionOneAuto(offspec75, ThetaIn = 0.35, FirstTransmissionRun=offspec85, DetectorComponentName=\"HeDetector\", SampleComponentName=\"sampleholder\", MonitorBackgroundWavelengthMin=15, MonitorBackgroundWavelengthMax=20, MonitorIntegrationWavelengthMin=2, MonitorIntegrationWavelengthMax=14, I0MonitorIndex=1, ProcessingInstructions=\"3\")\n",
61      "ivq_76, _, _ = ReflectometryReductionOneAuto(offspec76, ThetaIn = 1.00, FirstTransmissionRun=offspec85, DetectorComponentName=\"HeDetector\", SampleComponentName=\"sampleholder\", MonitorBackgroundWavelengthMin=15, MonitorBackgroundWavelengthMax=20, MonitorIntegrationWavelengthMin=2, MonitorIntegrationWavelengthMax=14, I0MonitorIndex=1, ProcessingInstructions=\"3\")\n",
62      "ivq_78, _, _ = ReflectometryReductionOneAuto(offspec78, ThetaIn = 1.70, FirstTransmissionRun=offspec85, DetectorComponentName=\"HeDetector\", SampleComponentName=\"sampleholder\", MonitorBackgroundWavelengthMin=15, MonitorBackgroundWavelengthMax=20, MonitorIntegrationWavelengthMin=2, MonitorIntegrationWavelengthMax=14, I0MonitorIndex=1, ProcessingInstructions=\"3\")\n",
63      "\n",
64      "#Stitch the IvsQ workspaces together\n",
65      "ivq_75_76, _ = Stitch1D(ivq_75, ivq_76, Params=\"1e-3\")\n",
66      "ivq_75_76_78, _ = Stitch1D(ivq_75_76, ivq_78, Params=\"0,1e-3,0.08\")"
67     ],
68     "language": "python",
69     "metadata": {},
70     "outputs": [],
71     "prompt_number": 2
72    },
73    {
74     "cell_type": "code",
75     "collapsed": false,
76     "input": [
77      "#Helper function to plot with\n",
78      "def plot_ws(axes, data, label):\n",
79      "    point_data = ConvertToPointData(data)\n",
80      "    axes.errorbar(point_data[0].readX(0), point_data[0].readY(0), yerr=point_data[0].readE(0), label=label)\n",
81      "\n",
82      "#Use a figure, so we can specify the dimensions of the plot\n",
83      "fig = plt.figure(figsize=(14,5))\n",
84      "axes = fig.add_axes([0,0,1,1])\n",
85      "plot_ws(axes, ivq_75_76_78, \"Stitched\")\n",
86      "plot_ws(axes, ivq_75, \"IvsQ 75\")\n",
87      "plot_ws(axes, ivq_76, \"IvsQ 76\")\n",
88      "plot_ws(axes, ivq_78, \"IvsQ 78\")\n",
89      "\n",
90      "axes.legend()\n",
91      "axes.grid()\n",
92      "axes.set_xlabel(\"Momentum transfer\")\n",
93      "axes.set_ylabel(\"Counts\")\n",
94      "axes.set_yscale(\"log\")"
95     ],
96     "language": "python",
97     "metadata": {},
98     "outputs": [
99      {
100       "metadata": {},
101       "output_type": "display_data",
102       "png": 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egv1D6N4ujj9f+Weu633dyZ3stnu3FaQ4/t/g88+tOhmXXALr15/atd0BkR9+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\nAAA8c9VV0jPPSLNm+bsnQFAJhukkaBymkwDwBKuTAABgpTZtG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103       "text": [
104        "<matplotlib.figure.Figure at 0x7f96c2f63910>"
105       ]
106      }
107     ],
108     "prompt_number": 4
109    }
110   ],
111   "metadata": {}
112  }
113 ]
114}