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| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "code", |
| 5 | + "execution_count": null, |
| 6 | + "id": "28d0e8b6-9bbd-4256-a19a-ff36eeca5cfd", |
| 7 | + "metadata": {}, |
| 8 | + "outputs": [], |
| 9 | + "source": [ |
| 10 | + "%%bash\n", |
| 11 | + "pip install -r requirements.txt" |
| 12 | + ] |
| 13 | + }, |
| 14 | + { |
| 15 | + "cell_type": "markdown", |
| 16 | + "id": "37860b1b-5031-4bd7-8e86-c668f545126b", |
| 17 | + "metadata": {}, |
| 18 | + "source": [ |
| 19 | + "## INSERT YOUR META-ANALYSIS ID HERE" |
| 20 | + ] |
| 21 | + }, |
| 22 | + { |
| 23 | + "cell_type": "code", |
| 24 | + "execution_count": null, |
| 25 | + "id": "178c5406-2625-4048-af3c-c01bdb5e1b56", |
| 26 | + "metadata": {}, |
| 27 | + "outputs": [], |
| 28 | + "source": [ |
| 29 | + "META_ID = \"3SD2A7LGuQTm\"" |
| 30 | + ] |
| 31 | + }, |
| 32 | + { |
| 33 | + "cell_type": "code", |
| 34 | + "execution_count": null, |
| 35 | + "id": "8aee063b-9a03-4cd0-8de5-46b66cdf19c4", |
| 36 | + "metadata": {}, |
| 37 | + "outputs": [], |
| 38 | + "source": [ |
| 39 | + "from nimare.workflows import compose_run\n", |
| 40 | + "from nilearn.plotting import plot_stat_map" |
| 41 | + ] |
| 42 | + }, |
| 43 | + { |
| 44 | + "cell_type": "code", |
| 45 | + "execution_count": null, |
| 46 | + "id": "51a1e194-af1a-461c-a73f-3e79a31db95f", |
| 47 | + "metadata": {}, |
| 48 | + "outputs": [], |
| 49 | + "source": [ |
| 50 | + "if META_ID is not None:\n", |
| 51 | + " meta_result = compose_run(META_ID)\n", |
| 52 | + "else:\n", |
| 53 | + " print(\"UPDATE META_ID VARIABLE TO YOUR META-ANALYSIS\")" |
| 54 | + ] |
| 55 | + }, |
| 56 | + { |
| 57 | + "cell_type": "markdown", |
| 58 | + "id": "36d13a9a-b29c-48b3-87d3-4b37cf14cf63", |
| 59 | + "metadata": { |
| 60 | + "tags": [] |
| 61 | + }, |
| 62 | + "source": [ |
| 63 | + "## Choose which statistical map to investigate\n", |
| 64 | + "default is z map, but each estimator/corrector combination may generate corrected/more appropriate statistical maps for summary/investigation" |
| 65 | + ] |
| 66 | + }, |
| 67 | + { |
| 68 | + "cell_type": "code", |
| 69 | + "execution_count": null, |
| 70 | + "id": "090cc2f6-9c74-4b53-bdd5-c815d35853f1", |
| 71 | + "metadata": {}, |
| 72 | + "outputs": [], |
| 73 | + "source": [ |
| 74 | + "# here are your choices\n", |
| 75 | + "print(\"\\n\".join(list(meta_result.maps.keys())))" |
| 76 | + ] |
| 77 | + }, |
| 78 | + { |
| 79 | + "cell_type": "code", |
| 80 | + "execution_count": null, |
| 81 | + "id": "b8b279c8-b4eb-45bb-9b7b-21d8bf0a06d0", |
| 82 | + "metadata": {}, |
| 83 | + "outputs": [], |
| 84 | + "source": [ |
| 85 | + "STAT_NAME = \"z\"\n", |
| 86 | + "stat_map = meta_result.get_map(STAT_NAME)" |
| 87 | + ] |
| 88 | + }, |
| 89 | + { |
| 90 | + "cell_type": "code", |
| 91 | + "execution_count": null, |
| 92 | + "id": "a70307bd-8b99-4f77-a2d9-95373dd94a7b", |
| 93 | + "metadata": {}, |
| 94 | + "outputs": [], |
| 95 | + "source": [ |
| 96 | + "plot_stat_map(stat_map)" |
| 97 | + ] |
| 98 | + }, |
| 99 | + { |
| 100 | + "cell_type": "markdown", |
| 101 | + "id": "b43d40b3-9c1d-490c-a3a2-173e04755932", |
| 102 | + "metadata": {}, |
| 103 | + "source": [ |
| 104 | + "## Investigate what studies contributed to which clusters" |
| 105 | + ] |
| 106 | + }, |
| 107 | + { |
| 108 | + "cell_type": "code", |
| 109 | + "execution_count": null, |
| 110 | + "id": "5732cece-ec55-44cb-996c-e56a26ba1639", |
| 111 | + "metadata": {}, |
| 112 | + "outputs": [], |
| 113 | + "source": [ |
| 114 | + "from nimare.diagnostics import FocusCounter # Only works for coordinate-based meta-analyses\n", |
| 115 | + "fc = FocusCounter(target_image=STAT_NAME)" |
| 116 | + ] |
| 117 | + }, |
| 118 | + { |
| 119 | + "cell_type": "code", |
| 120 | + "execution_count": null, |
| 121 | + "id": "2908b852-a2c4-4f8e-92ce-436ab79ce5f9", |
| 122 | + "metadata": {}, |
| 123 | + "outputs": [], |
| 124 | + "source": [ |
| 125 | + "contribution_table, cluster_img = fc.transform(meta_result)" |
| 126 | + ] |
| 127 | + }, |
| 128 | + { |
| 129 | + "cell_type": "code", |
| 130 | + "execution_count": null, |
| 131 | + "id": "eaa9b534-d3ac-4b02-bc90-2aa60fec62c1", |
| 132 | + "metadata": {}, |
| 133 | + "outputs": [], |
| 134 | + "source": [ |
| 135 | + "contribution_table" |
| 136 | + ] |
| 137 | + } |
| 138 | + ], |
| 139 | + "metadata": { |
| 140 | + "kernelspec": { |
| 141 | + "display_name": "Python 3 (ipykernel)", |
| 142 | + "language": "python", |
| 143 | + "name": "python3" |
| 144 | + }, |
| 145 | + "language_info": { |
| 146 | + "codemirror_mode": { |
| 147 | + "name": "ipython", |
| 148 | + "version": 3 |
| 149 | + }, |
| 150 | + "file_extension": ".py", |
| 151 | + "mimetype": "text/x-python", |
| 152 | + "name": "python", |
| 153 | + "nbconvert_exporter": "python", |
| 154 | + "pygments_lexer": "ipython3", |
| 155 | + "version": "3.8.10" |
| 156 | + } |
| 157 | + }, |
| 158 | + "nbformat": 4, |
| 159 | + "nbformat_minor": 5 |
| 160 | +} |
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