|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "id": "0", |
| 6 | + "metadata": {}, |
| 7 | + "source": [ |
| 8 | + "# DREAM data reduction - Normalized by proton charge" |
| 9 | + ] |
| 10 | + }, |
| 11 | + { |
| 12 | + "cell_type": "code", |
| 13 | + "execution_count": null, |
| 14 | + "id": "1", |
| 15 | + "metadata": {}, |
| 16 | + "outputs": [], |
| 17 | + "source": [ |
| 18 | + "import scipp as sc\n", |
| 19 | + "\n", |
| 20 | + "from ess import dream, powder\n", |
| 21 | + "import ess.dream.data # noqa: F401\n", |
| 22 | + "from ess.powder.types import *" |
| 23 | + ] |
| 24 | + }, |
| 25 | + { |
| 26 | + "cell_type": "markdown", |
| 27 | + "id": "2", |
| 28 | + "metadata": {}, |
| 29 | + "source": [ |
| 30 | + "## Create and configure the workflow" |
| 31 | + ] |
| 32 | + }, |
| 33 | + { |
| 34 | + "cell_type": "code", |
| 35 | + "execution_count": null, |
| 36 | + "id": "3", |
| 37 | + "metadata": {}, |
| 38 | + "outputs": [], |
| 39 | + "source": [ |
| 40 | + "workflow = dream.DreamGeant4Workflow(run_norm=powder.RunNormalization.proton_charge)" |
| 41 | + ] |
| 42 | + }, |
| 43 | + { |
| 44 | + "cell_type": "markdown", |
| 45 | + "id": "4", |
| 46 | + "metadata": {}, |
| 47 | + "source": [ |
| 48 | + "### Files" |
| 49 | + ] |
| 50 | + }, |
| 51 | + { |
| 52 | + "cell_type": "code", |
| 53 | + "execution_count": null, |
| 54 | + "id": "c9f1994d-a646-41d6-9197-8c7f1d22d738", |
| 55 | + "metadata": {}, |
| 56 | + "outputs": [], |
| 57 | + "source": [ |
| 58 | + "workflow[Filename[SampleRun]] = dream.data.simulated_diamond_sample()\n", |
| 59 | + "workflow[Filename[VanadiumRun]] = dream.data.simulated_vanadium_sample()\n", |
| 60 | + "workflow[Filename[BackgroundRun]] = dream.data.simulated_empty_can()\n", |
| 61 | + "workflow[CalibrationFilename] = None" |
| 62 | + ] |
| 63 | + }, |
| 64 | + { |
| 65 | + "cell_type": "markdown", |
| 66 | + "id": "a8163eb6-a981-4463-b16c-85afdd5d8091", |
| 67 | + "metadata": {}, |
| 68 | + "source": [ |
| 69 | + "### Masks" |
| 70 | + ] |
| 71 | + }, |
| 72 | + { |
| 73 | + "cell_type": "code", |
| 74 | + "execution_count": null, |
| 75 | + "id": "76f070d3-35ff-473d-aebd-013cd254713b", |
| 76 | + "metadata": {}, |
| 77 | + "outputs": [], |
| 78 | + "source": [ |
| 79 | + "workflow[TofMask] = lambda x: (x < sc.scalar(0.0, unit=\"ns\")) | (\n", |
| 80 | + " x > sc.scalar(86e6, unit=\"ns\")\n", |
| 81 | + ")\n", |
| 82 | + "workflow[TwoThetaMask] = None\n", |
| 83 | + "workflow[WavelengthMask] = None\n", |
| 84 | + "workflow = powder.with_pixel_mask_filenames(workflow, [])" |
| 85 | + ] |
| 86 | + }, |
| 87 | + { |
| 88 | + "cell_type": "markdown", |
| 89 | + "id": "7a7ad64d-b124-49e2-b655-92ba8d5669c1", |
| 90 | + "metadata": {}, |
| 91 | + "source": [ |
| 92 | + "### Other parameters" |
| 93 | + ] |
| 94 | + }, |
| 95 | + { |
| 96 | + "cell_type": "code", |
| 97 | + "execution_count": null, |
| 98 | + "id": "2b6b8d3b-d196-490f-b89f-762616958110", |
| 99 | + "metadata": {}, |
| 100 | + "outputs": [], |
| 101 | + "source": [ |
| 102 | + "workflow[NeXusDetectorName] = \"mantle\"\n", |
| 103 | + "workflow[UncertaintyBroadcastMode] = UncertaintyBroadcastMode.drop\n", |
| 104 | + "workflow[DspacingBins] = sc.linspace(\"dspacing\", 0.0, 2.3434, 201, unit=\"angstrom\")" |
| 105 | + ] |
| 106 | + }, |
| 107 | + { |
| 108 | + "cell_type": "markdown", |
| 109 | + "id": "6", |
| 110 | + "metadata": {}, |
| 111 | + "source": [ |
| 112 | + "## Use the workflow" |
| 113 | + ] |
| 114 | + }, |
| 115 | + { |
| 116 | + "cell_type": "code", |
| 117 | + "execution_count": null, |
| 118 | + "id": "9", |
| 119 | + "metadata": {}, |
| 120 | + "outputs": [], |
| 121 | + "source": [ |
| 122 | + "results = workflow.compute([IofTof, ReducedTofCIF])" |
| 123 | + ] |
| 124 | + }, |
| 125 | + { |
| 126 | + "cell_type": "markdown", |
| 127 | + "id": "37d94b62-8068-4301-939d-01c97ce1cfed", |
| 128 | + "metadata": {}, |
| 129 | + "source": [ |
| 130 | + "## Plot and save" |
| 131 | + ] |
| 132 | + }, |
| 133 | + { |
| 134 | + "cell_type": "code", |
| 135 | + "execution_count": null, |
| 136 | + "id": "10", |
| 137 | + "metadata": {}, |
| 138 | + "outputs": [], |
| 139 | + "source": [ |
| 140 | + "results[IofTof].hist().plot()" |
| 141 | + ] |
| 142 | + }, |
| 143 | + { |
| 144 | + "cell_type": "markdown", |
| 145 | + "id": "11", |
| 146 | + "metadata": {}, |
| 147 | + "source": [ |
| 148 | + "We can now save the result to disk:" |
| 149 | + ] |
| 150 | + }, |
| 151 | + { |
| 152 | + "cell_type": "code", |
| 153 | + "execution_count": null, |
| 154 | + "id": "12", |
| 155 | + "metadata": {}, |
| 156 | + "outputs": [], |
| 157 | + "source": [ |
| 158 | + "cif_data = results[ReducedTofCIF]\n", |
| 159 | + "\n", |
| 160 | + "cif_data.comment = \"\"\"This file was generated with the DREAM data reduction user guide\n", |
| 161 | + "in the documentation of ESSdiffraction.\n", |
| 162 | + "See https://scipp.github.io/essdiffraction/\n", |
| 163 | + "\"\"\"\n", |
| 164 | + "cif_data.save('reduced.cif')" |
| 165 | + ] |
| 166 | + } |
| 167 | + ], |
| 168 | + "metadata": { |
| 169 | + "kernelspec": { |
| 170 | + "display_name": "Python 3 (ipykernel)", |
| 171 | + "language": "python", |
| 172 | + "name": "python3" |
| 173 | + }, |
| 174 | + "language_info": { |
| 175 | + "codemirror_mode": { |
| 176 | + "name": "ipython", |
| 177 | + "version": 3 |
| 178 | + }, |
| 179 | + "file_extension": ".py", |
| 180 | + "mimetype": "text/x-python", |
| 181 | + "name": "python", |
| 182 | + "nbconvert_exporter": "python", |
| 183 | + "pygments_lexer": "ipython3", |
| 184 | + "version": "3.12.7" |
| 185 | + } |
| 186 | + }, |
| 187 | + "nbformat": 4, |
| 188 | + "nbformat_minor": 5 |
| 189 | +} |
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