From 79265574873b434ab29ada0de8653ac40536fc4f Mon Sep 17 00:00:00 2001 From: AlexBowring Date: Mon, 20 Jul 2020 15:06:04 +0100 Subject: [PATCH 1/2] amended ds120 afni files --- figures/ds120_notebook_amended.ipynb | 359 ++++++++++++++++++ figures/lib/download_data_amended.py | 29 +- scripts/ds120_euler_chars_amended.m | 20 + scripts/ds120_r_squared_maps_amended.m | 22 ++ .../lib/template_ds120_AFNI_level2_AMENDED | 342 +++++++++++++++++ 5 files changed, 763 insertions(+), 9 deletions(-) create mode 100644 figures/ds120_notebook_amended.ipynb create mode 100644 scripts/ds120_euler_chars_amended.m create mode 100644 scripts/ds120_r_squared_maps_amended.m create mode 100644 scripts/lib/template_ds120_AFNI_level2_AMENDED diff --git a/figures/ds120_notebook_amended.ipynb b/figures/ds120_notebook_amended.ipynb new file mode 100644 index 0000000..821f5aa --- /dev/null +++ b/figures/ds120_notebook_amended.ipynb @@ -0,0 +1,359 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Software Comparison Project with NIDM-Results\n", + "\n", + "This notebook demonstates how to reproduce the results presented in the Software Comparison Project publication using NIDM-Results packs available at [NeuroVault (8468)](https://neurovault.org/collections/8468/). We give visual comparisons between axial slices of the excursion set images and F-statistics for each software packages, as well as quantitative comparisons with Euler characteristics, Bland-Altman plots and Sørensen–Dice coefficients." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from subprocess import check_call\n", + "import zipfile\n", + "from nilearn import plotting\n", + "import shutil\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Download the NIDM-Results packs from NeuroVault\n", + "\n", + " - Query NeuroVault's API to retreive all NIDM packs in collection 8468\n", + " - Download and save the packs in sub-folder `input/ds120_amended/` " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "https://neurovault.org/collections/8468/spm_0001.nidm.zip already downloaded at ./input/ds120_amended/spm_0001.nidm.zip\n", + "https://neurovault.org/collections/8468/spm_0001.nidm.zip already copied at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/afni_euler_chars.csv\n", + "https://neurovault.org/collections/8468/spm_0001.nidm.zip already copied at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/spm_euler_chars.csv\n", + "https://neurovault.org/collections/8468/spm_0001.nidm.zip already copied at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/afni_cluster_count.csv\n", + "https://neurovault.org/collections/8468/spm_0001.nidm.zip already copied at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/spm_cluster_count.csv\n", + "http://neurovault.org/media/images/8468/mask.nii.gz already downloaded at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/afni_mask.nii.gz\n", + "http://neurovault.org/media/images/8468/Positive_clustered_f_stat.nii.gz already downloaded at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/afni_exc_set_pos.nii.gz\n", + "http://neurovault.org/media/images/8468/Group_f_stat_masked.nii.gz already downloaded at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/afni_stat.nii.gz\n", + "http://neurovault.org/media/images/8468/afni_r_squared.nii.gz already downloaded at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/afni_r_squared.nii.gz\n", + "http://neurovault.org/media/images/8468/spm_r_squared.nii.gz already downloaded at /Users/maullz/Desktop/Software_Comparison/figures/input/ds120_amended/spm_r_squared.nii.gz\n" + ] + } + ], + "source": [ + "from lib import download_data_amended\n", + "download_data_amended.download_data('8468', 'ds120', 'ds120_amended')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "study = 'ds120_amended'\n", + "\n", + "# *** SPM group activations\n", + "spm_pack = open('./input/' + study + '/spm_0001.nidm.zip', 'rb')\n", + "z = zipfile.ZipFile(spm_pack)\n", + "z.extract('ExcursionSet.nii.gz', './input/' + study + '/')\n", + "z.extract('Mask.nii.gz', './input/' + study + '/')\n", + "z.extract('FStatistic.nii.gz', './input/' + study + '/')\n", + "\n", + "# Thresholded statistics\n", + "spm_exc_set_file = './input/' + study + '/spm_exc_set.nii.gz'\n", + "shutil.move('./input/' + study + '/ExcursionSet.nii.gz', spm_exc_set_file)\n", + "\n", + "# Unthresholded statistics\n", + "spm_stat_file = './input/' + study + '/spm_stat.nii.gz'\n", + "shutil.move('./input/' + study + '/FStatistic.nii.gz', spm_stat_file)\n", + "\n", + "# Analysis mask\n", + "spm_mask_file = './input/' + study + '/spm_mask.nii.gz'\n", + "shutil.move('./input/' + study + '/Mask.nii.gz', spm_mask_file)\n", + "\n", + "# *** AFNI group activations and deactivations\n", + "afni_mask_file = './input/' + study + '/afni_mask.nii.gz'\n", + "afni_exc_set_file = './input/' + study + '/afni_exc_set_pos.nii.gz'\n", + "afni_stat_file = './input/' + study + '/afni_stat.nii.gz'\n", + "\n", + "exc_sets = dict()\n", + "exc_sets[\"spm\"] = (spm_mask_file, spm_exc_set_file, spm_stat_file)\n", + "exc_sets[\"afni\"] = (afni_mask_file, afni_exc_set_file, afni_stat_file)\n", + "\n", + "# Euler Characteristics\n", + "afni_euler_chars = pd.read_csv('./input/' + study + '/afni_euler_chars.csv', header=None, names=['Threshold','AFNI EC'])\n", + "spm_euler_chars = pd.read_csv('./input/' + study + '/spm_euler_chars.csv', usecols=[1], header=None, names=['SPM EC'])\n", + "afni_cluster_count = pd.read_csv('./input/' + study + '/afni_cluster_count.csv', usecols=[1], names=['AFNI Cluster Count'])\n", + "spm_cluster_count = pd.read_csv('./input/' + study + '/spm_cluster_count.csv', usecols=[1], names=['SPM Cluster Count'])\n", + "euler_chars = pd.concat([afni_euler_chars, spm_euler_chars, afni_cluster_count, spm_cluster_count], axis=1)\n", + "\n", + "# R^2 images\n", + "afni_r_squared = './input/' + study + '/afni_r_squared.nii.gz'\n", + "spm_r_squared = './input/' + study + '/spm_r_squared.nii.gz'" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from lib import plot_excursion_sets\n", + "# Determine the scale of the activation colorbar\n", + "max_activation=21\n", + "# Determine the coordinates of the x, y, and z axial slices to be displayed\n", + "x_coords=[0, 32]\n", + "y_coords=[38]\n", + "z_coords=[-32, -18, 0, 12, 24, 40, 58]\n", + "\n", + "plot_excursion_sets.plot_excursion_sets(exc_sets, max_activation, x_coords, y_coords, z_coords)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from lib import plot_stat_images\n", + "max_activation=21\n", + "plot_stat_images.plot_stat_images(afni_stat_file, spm_stat_file, max_activation, [-17, 1, 15], 'F-statistic')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from lib import euler_characteristics\n", + "euler_characteristics.euler_characteristics(euler_chars, 'Parametric Analyses')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from lib import bland_altman\n", + "bland_altman.bland_altman('Bland-Altman Plots: Parametric Analyses', afni_stat_file, spm_stat_file,\n", + " 'AFNI - SPM Parametric', study=study)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "reload(bland_altman)\n", + "bland_altman.bland_altman_bold('Bland-Altman Plots: Partial R^2 images', afni_r_squared, spm_r_squared,\n", + " 'AFNI/SPM R^2', study=study)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AFNI/SPM positive activation dice coefficient = 0.545394, 0, 18\n" + ] + }, + { + "data": { + "image/png": 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1o4ZbtA54Zpaf5Hl4tRvxHPDMLFe1G+4c8MwsZ76X1szqhFAN1/Fq+YKKmW1lVMVUNi9pgqRFkhZLuqDE+t0k3Sfp95KekHRMuTwd8MwsP+njoSqZOs1GKgBXAUcD+wKnStq3KNk/AbMj4gBgEvCjcsVzwDOzXDWkv2tRbipjNLA4IpZExHpgJnBCUZoAdkj/3hH4Y7lM3YdnZrmp8k6LwZLmZeaviYhr0r+HAC9m1i0HDil6/UXAXZK+CvQDxpXboAOemeWqioHHqyLioC3Y1KlAU0RcIeljwHRJH46I1o5e4CatmeUqp4sWK4Bhmfmh6bKsM4HZABHxENAHGNxZpg54ZpYrVfivjMeAPSXtLqkXyUWJOUVpXgCOAJC0D0nAe7WzTN2kNbPc5PUzjRHRLGkqcCdQAK6PiKckXQzMi4g5wHnAtZL+muQCxpSIiM7ydcAzs1zlNew4Im4DbitadmHm74XAx6vJ0wHPzHJVy3daOOCZWa5q+fFQFV+0kDRX0huSemeWNUlaL+ntzDQxXbdM0kpJ/TLpz5I0NzMfkkbm9F7MrIclj4eqbOoJFW1X0nDgcJKOweOLVl8WEf0z06zMugLw9TwKamZbh7zupe0KlQba04GHgSZgchX5fw84X9LAKstlZlupBqmiqUfKVmG604EZ6TRe0q4Vvm4eMBc4v/qimdnWJs+npXSFsgFP0mHAB0meSvA48AfgtEyS8yWtTqdVJbK4EPiqpJ1zKbGZ1S4JVTj1hEpqeJOBuyKiLZjdQPtm7eURMTCdNrmtIyIWALcCmzzPysy2PXk8HqqrdDosRVJf4BSgIOnldHFvYKCk/avYzreA3wFXbFYpzWyroRp+xnu5cXifAVqAjwDrM8tnk/TrVSQiFkuaBXwNeLLaQprZ1kGChhq+Q79c0SYDP4mIFyLi5bYJuBL4PNUNXL6Y5JlVZrYNq+U+vE4DVkRM6GD5bNLHsnTy2uFF8y+SPM0gu6x2675mtllq+U4L31pmZrnqqdpbJRzwzCw3wjU8M6sXosfuoqiEA56Z5Ug0bMXDUszMKiZANTwsxQHPzPIjX7QwszpSw/HOAc/M8uUanpnVjRqOdw54ZpYfCQq+Smtm9cJNWjOrGzUc7xzwzCw/vrXMzOqHtFU/ANTMrCq+aGFmdcFNWjOrK75Ka2b1Qa7hmVkdcQ3PzOpGDcc7Bzwzy48EDYXajXgOeGaWo577CcZK1PCzSc1sq9SgyqYyJE2QtEjSYkkXdJDmFEkLJT0l6YZyebqGZ2b5yqGGJ6kAXAUcCSwHHpM0JyIWZtLsCfw98PGIeEPSLuXydQ3PzPKTPuK9kqmM0cDiiFgSEeuBmcAJRWnOBq6KiDcAImJluUwd8MwsR4JCQ2UTDJY0LzN9KZPREODFzPzydFnWXsBekn4r6WFJE8qVzk1aM8uNRDUPD1gVEQdtweYagT2BMcBQ4DeSPhIRqzt6gWt4ZpYvqbKpcyuAYZn5oemyrOXAnIjYEBFLgWdJAmCHHPDMLFdqUEVTGY8Be0raXVIvYBIwpyjNzSS1OyQNJmniLuksUwc8M8tXDjW8iGgGpgJ3Ak8DsyPiKUkXSzo+TXYn8JqkhcB9wDci4rXO8nUfnpnlR5WNsatERNwG3Fa07MLM3wH8TTpVxAHPzHKlQu02HB3wzCw/Nf4EUAc8M8uVareC54BnZjlzDc/M6oJ/tczM6opreGZWDyRfpTWzeuImrZnVh9r+2TIHPDPLVS0/4t0Bz8zyI9ykNbP64YsWZlYfKnvWXY9xwDOzXHngsZnVD9fwzKwu+KJFPobttD3fH39gTxfDqvBlDejpIliVro63tjgPD0sxszqhtp9grEkOeGaWHz8A1MzqigOemdUHQYObtGZWL1zDM7O64D48M6sfgkKhpwvRIQc8M8uXa3hmVhfcpDWzuuKAZ2b1wcNSzKxeCAc8M6sjbtKaWT0QQq7hmVndcA3PzOqCh6WYWV1xwDOz+lDbt5bVbu+imW192pq0lUzlspImSFokabGkCzpJd5KkkHRQuTwd8MwsXzkEPEkF4CrgaGBf4FRJ+5ZINwD4OvBIJUVzwDOzHKV3WlQydW40sDgilkTEemAmcEKJdN8Bvgu8V0npHPDMLF+V1/AGS5qXmb6UyWUI8GJmfnm6LLMZ/TkwLCJ+VWnRfNHCzPJT3bCUVRFRtt+t5GakBuBfgSnVvM4Bz8xylNtV2hXAsMz80HRZmwHAh4G56e/g/ikwR9LxETGvo0wd8MwsX/mMw3sM2FPS7iSBbhJwWtvKiHgTGPz+JjUXOL+zYAfuwzOzPOU0LCUimoGpwJ3A08DsiHhK0sWSjt/c4rmGZ2Y5yu95eBFxG3Bb0bILO0g7ppI8HfDMLF++tczM6oKAhtq9tcwBz8xyJGhwDc/M6oVq91qoA56Z5ct9eGZWF+RfLTOzeuIanpnVDV+lNbO64CatmdUVN2nNrG54WIqZ1QV54LGZ1RNftDCz+iA3ac2sTgg3ac2sjvgqrZnVDTdpt23rA5q7eZvbAdvV7hep1Stfpd12PdVc4KoYyJrmFrbL55eaKra+uYVdexX4a73BsEJrt27brFO+SrvtebqlwA/iTzjvH/6R/fffn4Zuvp2mpaWFuXPv41+u/g++qTcY0uCgZ7Wgtq/S1m7JatythYFM/tI5HHDAAd0e7AAKhQJHHDGOI4//DPe09u327ZuV1HaVtpKpBzjgbabXKDB8+PCeLgbDd9+dVY19eroYZu9TQ2VTD3DA20ytAY2N7XsE7rjjDvbee29GjhzJpZdeuslrmpqa2HnnnRk1ahSjRo3iuuuua7d+zZo1DB06lKlTp25cNmbMGPbee++Nr1m5cmW71xQKBVpreBiA1aEcfpe2q1QV8CQdJulBSW9Kel3SbyUdLGmKpBZJb0taI2m+pE+nrxkjKST9oiiv/dPlc3N8Pz2mpaWFc889l9tvv52FCxdy4403snDhwk3STZw4kfnz5zN//nzOOuusduu++c1v8olPfGKT18yYMWPja3bZZZcuew9mWy59PFQlUw+oeKuSdgBuBf4d2AkYAnwbWJcmeSgi+gMDgf8EZkv6k3Tdq8DHJA3KZDkZeHbLil87Hn30UUaOHMkee+xBr169mDRpErfcckvFr3/88cd55ZVXOOqoo7qwlGZdrO1nGiuZekA1YXYvgIi4MSJaIuLdiLgrIp7IJoqIVuB6oC8wIl28HrgZmAQgqQBMBGZsYflrxooVKxg2bNjG+aFDh7JixYpN0t1000189KMf5eSTT+bFF18EoLW1lfPOO4/LL7+8ZN5f/OIXGTVqFN/5zneIiK55A2a5qLA5uxU0aZ8FWiT9VNLRmdpbO5IagbOAt4HnMqumAaenf48HFgB/rL7IW6/jjjuOZcuW8cQTT3DkkUcyefJkAH70ox9xzDHHMHTo0E1eM2PGDJ588knuv/9+7r//fqZPn97dxTarzrbQpI2INcBhQADXAq9KmiNp1zTJoZJWAy8DpwInRsSbmdc/COwkaW+SwDctp/dQE4YMGbKxxgawfPlyhgwZ0i7NoEGD6N27NwBnnXUWjz/+OAAPPfQQV155JcOHD+f8889n2rRpXHDBBRvzBRgwYACnnXYajz76aHe8HbPNI2q6hlfVwOOIeBqYAiDpQ8B/AT8A7gQejojDymQxHZgKjAXOAE6rsrw16+CDD+a5555j6dKlDBkyhJkzZ3LDDTe0S/PSSy/xgQ98AIA5c+awzz77AEktrk1TUxPz5s3j0ksvpbm5mdWrVzN48GA2bNjArbfeyrhx47rvTZlVrbYHHm/2nRYR8YykJuAckoBXienAYmBaRKzVNjScorGxkSuvvJLx48fT0tLCGWecwX777ceFF17IQQcdxPHHH88Pf/hD5syZQ2NjIzvttBNNTU2d5rlu3TrGjx/Phg0baGlpYdy4cZx99tnd84bMNte2cGtZWqM7FpgVEcslDSNpuj5caR4RsVTSJ4ElVZd0K3DMMcdwzDHHtFt28cUXb/z7kksu4ZJLLuk0jylTpjBlyhQA+vXrt7HZa7ZVqPGHB1RT93wLOAR4RNI7JIFuAXBeNRuMiAciYqu/WFEQbNiwoaeLwYYNGyj4yq3Vkhq+06LiGl5ErABO6WB1UzqVet1cYNPLj8m664DrSq2rdbvQzMKFC9lrr716tBxPP7WAXTa8mzwvyqwW1HBXlZ+WsplOalnNv8yYTt8+fTh49OiNV1+7y9q1a7nnrrt4/L57+Fbh3W7dtlnHttGLFvVut0Ir/8gbXP/T6/iv/7yWDS3d26zsU2hgWGPwrYbX2anBTVqrHXldjJQ0Afg3oABcFxGXFq3/G5Ixv80kd3OdERHPd5anA94W2K3QykWsSh8/3EOFqN3Wg9UjCRq2PKykd2NdBRwJLAcekzQnIrI3qP8eOCgd8fEV4DKSO7g6VLt1TzPbOuXzPLzRwOKIWBIR64GZwAnZBBFxX0SsTWcfpoNrBVmu4ZlZvirvwxssaV5m/pqIuCb9ewjwYmbdcpJRIh05E7i93AYd8MwsP223llVmVUQctMWblL4AHAR8slxaBzwzy1FuV2lXAMMy80PTZe23Jo0D/hH4ZESsK15fzH14ZpavfB4e8Biwp6TdJfUiebTcnPab0QHAj4HjI2JliTw24RqemeVHghx+sjQimiVNJblPvwBcHxFPSboYmBcRc4DvAf2Bn6VDYV6IiOM7y9cBz8zyldPA44i4DbitaNmFmb+rfnSQA56Z5cu3lplZffCtZWZWT1zDM7O6IEGhdsNK7ZbMzLZKtfwkcwc8M8uX+/DMrC5Ud2tZt3PA20q90ioWtTSyJrrm5OqrYHhDCyMKrV2Sv22rfJXWcvZsS4FL1vVnwIABNPTq1SXbiOZm3lyzhs83ruXI7dZ3yTZsG+UanuXltVZxybr+/NkeI9hxxx27dFuD3nuPGxY9w2C1ckBjc5duy7YROd1a1lVqt+5pJS1pLdBv++27PNgB9OnTh4G77MoTLf5etCpsC79aZrXhrRCF7brvefLbbbcda1S739hWg9ykta5088038+yzz9KvXz/OPfdcAF566SVuvfVWmpubaWho4Nhjj2Xo0KEsXLiQ++67j759+zJp0iS23357Xn/9de655x4+97nPlczfPxFk1andgOcm7TZg1KhRfOELX2i37O6772bMmDF85StfYezYsdx9990APPLII5x99tkceOCBPPnkkwDce++9fOpTn+r2ctu2qMJn4fVQLdABbxswfPhw+vbt226ZJNatSx4Au27dOgYMGLBxeUtLCxs2bKChoYHnn3+e/v37M2jQoG4vt22jajjguUm7jZowYQLTp0/nrrvuIiI488wzATj88MOZNm0aAwYM4LOf/SyzZ8/m5JNP7uHS2jZDeByedb/HHnuMCRMmsO+++7JgwQJuueUWJk+ezIgRIxgxYgQA8+fPZ8899+S1117jl7/8JX379mXChAn06qKxfVYnarcLz03abdX//u//ss8++wCw3377sWJF+98/Wb9+PfPnz2f06NHMnTuXE088kd12221jv57Z5lOFU/dzwNtGDRgwgGXLlgGwdOnSTfroHnzwQQ455BAKhQIbNmwAkv69tr/NNk9tX7Rwk3Yb8POf/5xly5axdu1arrjiCsaOHctxxx3HHXfcQWtrK42NjRx33HEb069Zs4YVK1YwZswYAA455BCuvfZa+vTpw6RJk3roXdg2w+PwrCt1dNHhnHPOKbl8hx124POf//zG+f3224/99tuvS8pmdcgXLSwv2ytobe6++1qbm5vpH35iilWjdmt4tRuKraThDS2seecd3nnnnS7f1oYNG1jz6ko+1OB+PatQpf137sOzSvxpQ/C1Xu/w788uYuDgnSl00RCS1uZm3np9FeNYy8f8pBSrhvvwLE8HNjbzT3qLJ1e/yxtR6JIWRL9oZY9CCwcVmmv5/LWaVLsnjAPeVmpkoZWRBT+Y02qPf8THzOqEH/FuZvXENTwzqwv+1TIzqy8OeGZWL1zDM7O6UbvxzgHPzPLkq7RmVi980cLM6kvtBrzarXua2dYpp4cHSJogaZGkxZIuKLG+t6RZ6fpHJA0vl6cDnpnlKJ+npUjvrOu9AAADsklEQVQqAFcBRwP7AqdK2rco2ZnAGxExEvg+8N1ypXPAM7N8qaGyqXOjgcURsSQi1gMzgROK0pwA/DT9++fAESpzI+9W04f3+9ffXrX9jf/zfE+Xw2wbturqLczg8d/Pv1P9Bg6uMHkfSfMy89dExDXp30OAFzPrlgOHFL1+Y5qIaJb0JjAIWNXRBreagBcRO/d0GcyscxExoafL0Bk3ac2sFq0AhmXmh6bLSqaR1AjsCLzWWaYOeGZWix4D9pS0u6RewCRgTlGaOcDk9O+TgXsjIjrLdKtp0ppZ/Uj75KYCdwIF4PqIeErSxcC8iJgD/CcwXdJi4HWSoNgplQmIZmbbDDdpzaxuOOCZWd1wwDOzuuGA1wUkzZX0hqTemWVNktZLejszTUzXLZO0UlK/TPqzJM3NzIekkd36RuqIpMMkPSjpTUmvS/qtpIMlTZHUkh6vNZLmS/p0+pox6XH5RVFe+6fL5/bIm7EOOeDlLL2B+XAggOOLVl8WEf0z06zMugLw9e4ppWVJ2gG4Ffh3YCeSEfzfBtalSR6KiP7AQJIrg7Ml/Um67lXgY5IGZbKcDDzbHWW36jjg5e904GGgiffHCFXie8D5kgZ2RaGsU3sBRMSNEdESEe9GxF0R8UQ2UUS0AtcDfYER6eL1wM2kQyLSm94nAjO6q/BWOQe8/J1OcrLPAMZL2rXC180D5gLnd1G5rGPPAi2Sfirp6EztrZ10NP9ZwNvAc5lV00iOO8B4YAHwxy4sr20mB7wcSToM+CAwOyIeB/4AnJZJcr6k1elU6gbnC4GvSvJ9w90oItYAh5F0Q1wLvCppTubL6lBJq4GXgVOBEyPizczrHwR2krQ3SeCb1q1vwCrmgJevycBdEdEWzG6gfbP28ogYmE6bPFEiIhaQ9CVt8rBD61oR8XRETImIocCHgT8DfpCufrjtmEXEoRHx6xJZTAemAmOBX5RYbzXAt5blRFJf4BSgIOnldHFvYKCk/avI6lvA74Arci6iVSginpHUBJxDcmtTJaYDi4FpEbG2zGPZrIc44OXnM0AL8BGSjuw2s3m/f6esiFgsaRbwNeDJXEtoJUn6EHAsMCsilksaRtJ0fbjSPCJiqaRPAku6qJiWAzdp8zMZ+ElEvBARL7dNwJXA56nuy+VioF/ZVJaXt0geLvmIpHdIAt0C4LxqMomIByLCFytqmB8eYGZ1wzU8M6sbDnhmVjcc8MysbjjgmVndcMAzs7rhgGdmdcMBz8zqhgOemdWN/wNuh1DFU2LbvwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from lib import dice\n", + "dice.dice(afni_exc_set_file, spm_exc_set_file, study=study,\n", + " afni_stat_file=afni_stat_file, spm_stat_file=spm_stat_file)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "py27" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.15" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/figures/lib/download_data_amended.py b/figures/lib/download_data_amended.py index 88a359a..574fb80 100644 --- a/figures/lib/download_data_amended.py +++ b/figures/lib/download_data_amended.py @@ -42,15 +42,26 @@ def download_data(nv_collection, study, output_dir): print(url + " already downloaded at " + localzip_rel) # --- Copy CSV files with Euler characteristics and Cluster counts - euler_char_files = ( - (os.path.join('AFNI', 'LEVEL2', 'euler_chars.csv'), 'afni_euler_chars.csv'), - (os.path.join('SPM', 'LEVEL2', 'euler_chars.csv'), 'spm_euler_chars.csv'), - ) - - cluster_count_files = ( - (os.path.join('AFNI', 'LEVEL2', 'cluster_count.csv'), 'afni_cluster_count.csv'), - (os.path.join('SPM', 'LEVEL2', 'cluster_count.csv'), 'spm_cluster_count.csv'), - ) + if study not in ('ds120'): + euler_char_files = ( + (os.path.join('AFNI', 'LEVEL2', 'euler_chars.csv'), 'afni_euler_chars.csv'), + (os.path.join('SPM', 'LEVEL2', 'euler_chars.csv'), 'spm_euler_chars.csv'), + ) + + cluster_count_files = ( + (os.path.join('AFNI', 'LEVEL2', 'cluster_count.csv'), 'afni_cluster_count.csv'), + (os.path.join('SPM', 'LEVEL2', 'cluster_count.csv'), 'spm_cluster_count.csv'), + ) + else: + euler_char_files = ( + (os.path.join('AFNI', 'LEVEL2_AMENDED', 'euler_chars.csv'), 'afni_euler_chars.csv'), + (os.path.join('SPM', 'LEVEL2', 'euler_chars.csv'), 'spm_euler_chars.csv'), + ) + + cluster_count_files = ( + (os.path.join('AFNI', 'LEVEL2_AMENDED', 'cluster_count.csv'), 'afni_cluster_count.csv'), + (os.path.join('SPM', 'LEVEL2', 'cluster_count.csv'), 'spm_cluster_count.csv'), + ) if study not in ('ds120'): if study not in ('ds001'): diff --git a/scripts/ds120_euler_chars_amended.m b/scripts/ds120_euler_chars_amended.m new file mode 100644 index 0000000..d0a2664 --- /dev/null +++ b/scripts/ds120_euler_chars_amended.m @@ -0,0 +1,20 @@ +base_dir = '/home/maullz/NIDM-Ex/BIDS_Data/RESULTS/SOFTWARE_COMPARISON/'; +study = 'ds120'; + +if ~exist('euler_chars', 'file') + addpath(fullfile(fileparts(mfilename('fullpath')), 'lib')) +end + +study_dir = fullfile(base_dir, study); +spm_stat_file = fullfile(study_dir, 'SPM', 'LEVEL2', 'spmF_0002.nii'); +afni_stat_file = fullfile(study_dir, 'AFNI', 'LEVEL2_AMENDED', 'Group_f_stat_masked.nii.gz'); +spm_mask = fullfile(study_dir, 'SPM', 'LEVEL2', 'mask.nii'); +afni_mask = fullfile(study_dir, 'AFNI', 'LEVEL2_AMENDED', 'mask.nii.gz'); + +euler_array = {spm_stat_file, afni_stat_file}; +mask_array = {spm_mask, afni_mask}; + + +for i=1:length(euler_array) + euler_chars_f_statistic(euler_array{i}, mask_array{i}); +end diff --git a/scripts/ds120_r_squared_maps_amended.m b/scripts/ds120_r_squared_maps_amended.m new file mode 100644 index 0000000..7bc6a9f --- /dev/null +++ b/scripts/ds120_r_squared_maps_amended.m @@ -0,0 +1,22 @@ +base_dir = '/home/maullz/NIDM-Ex/BIDS_Data/RESULTS/SOFTWARE_COMPARISON/'; +study = 'ds120'; +% Find degrees of freedom in 2nd-level results +spm_dof1 = 8; +spm_dof2 = 142; +afni_dof1 = 7; +afni_dof2 = 98; + +if ~exist('r_squared_maps', 'file') + addpath(fullfile(fileparts(mfilename('fullpath')), 'lib')) +end + +study_dir = fullfile(base_dir, study); +spm_stat_file = fullfile(study_dir, 'SPM', 'LEVEL2', 'spmF_0002.nii'); +afni_stat_file = fullfile(study_dir, 'AFNI', 'LEVEL2_AMENDED', 'Group_f_stat_masked.nii.gz'); +spm_mask = fullfile(study_dir, 'SPM', 'LEVEL2', 'mask.nii'); +afni_mask = fullfile(study_dir, 'AFNI', 'LEVEL2_AMENDED', 'mask.nii.gz'); + +% Creating r_squared_maps, degrees of freedom obtained from second level results +r_squared_maps(afni_stat_file, afni_mask, afni_dof1, afni_dof2, study_dir); +r_squared_maps(spm_stat_file, spm_mask, spm_dof1, spm_dof2, study_dir); + diff --git a/scripts/lib/template_ds120_AFNI_level2_AMENDED b/scripts/lib/template_ds120_AFNI_level2_AMENDED new file mode 100644 index 0000000..be6e94f --- /dev/null +++ b/scripts/lib/template_ds120_AFNI_level2_AMENDED @@ -0,0 +1,342 @@ +cd $level2_dir + +3dMVM -prefix Group.nii.gz -jobs 4 \ + -bsVars Agegroup \ + -wsVars 'Incentive*Time' \ + -dataTable \ + Subj Agegroup Incentive Time InputFile \ + s1 child neutral t0 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[neutral#0_Coef]' \ + s1 child neutral t1 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[neutral#1_Coef]' \ + s1 child neutral t2 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[neutral#2_Coef]' \ + s1 child neutral t3 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[neutral#3_Coef]' \ + s1 child neutral t4 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[neutral#4_Coef]' \ + s1 child neutral t5 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[neutral#5_Coef]' \ + s1 child neutral t6 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[neutral#6_Coef]' \ + s1 child neutral t7 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[neutral#7_Coef]' \ + s1 child reward t0 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[reward#0_Coef]' \ + s1 child reward t1 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[reward#1_Coef]' \ + s1 child reward t2 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[reward#2_Coef]' \ + s1 child reward t3 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[reward#3_Coef]' \ + s1 child reward t4 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[reward#4_Coef]' \ + s1 child reward t5 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[reward#5_Coef]' \ + s1 child reward t6 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[reward#6_Coef]' \ + s1 child reward t7 $level1_dir/sub-01/sub01.results/stats.sub01_REML+tlrc'[reward#7_Coef]' \ + s2 child neutral t0 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[neutral#0_Coef]' \ + s2 child neutral t1 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[neutral#1_Coef]' \ + s2 child neutral t2 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[neutral#2_Coef]' \ + s2 child neutral t3 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[neutral#3_Coef]' \ + s2 child neutral t4 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[neutral#4_Coef]' \ + s2 child neutral t5 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[neutral#5_Coef]' \ + s2 child neutral t6 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[neutral#6_Coef]' \ + s2 child neutral t7 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[neutral#7_Coef]' \ + s2 child reward t0 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[reward#0_Coef]' \ + s2 child reward t1 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[reward#1_Coef]' \ + s2 child reward t2 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[reward#2_Coef]' \ + s2 child reward t3 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[reward#3_Coef]' \ + s2 child reward t4 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[reward#4_Coef]' \ + s2 child reward t5 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[reward#5_Coef]' \ + s2 child reward t6 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[reward#6_Coef]' \ + s2 child reward t7 $level1_dir/sub-02/sub02.results/stats.sub02_REML+tlrc'[reward#7_Coef]' \ + s3 child neutral t0 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[neutral#0_Coef]' \ + s3 child neutral t1 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[neutral#1_Coef]' \ + s3 child neutral t2 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[neutral#2_Coef]' \ + s3 child neutral t3 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[neutral#3_Coef]' \ + s3 child neutral t4 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[neutral#4_Coef]' \ + s3 child neutral t5 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[neutral#5_Coef]' \ + s3 child neutral t6 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[neutral#6_Coef]' \ + s3 child neutral t7 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[neutral#7_Coef]' \ + s3 child reward t0 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[reward#0_Coef]' \ + s3 child reward t1 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[reward#1_Coef]' \ + s3 child reward t2 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[reward#2_Coef]' \ + s3 child reward t3 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[reward#3_Coef]' \ + s3 child reward t4 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[reward#4_Coef]' \ + s3 child reward t5 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[reward#5_Coef]' \ + s3 child reward t6 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[reward#6_Coef]' \ + s3 child reward t7 $level1_dir/sub-03/sub03.results/stats.sub03_REML+tlrc'[reward#7_Coef]' \ + s4 child neutral t0 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[neutral#0_Coef]' \ + s4 child neutral t1 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[neutral#1_Coef]' \ + s4 child neutral t2 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[neutral#2_Coef]' \ + s4 child neutral t3 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[neutral#3_Coef]' \ + s4 child neutral t4 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[neutral#4_Coef]' \ + s4 child neutral t5 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[neutral#5_Coef]' \ + s4 child neutral t6 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[neutral#6_Coef]' \ + s4 child neutral t7 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[neutral#7_Coef]' \ + s4 child reward t0 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[reward#0_Coef]' \ + s4 child reward t1 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[reward#1_Coef]' \ + s4 child reward t2 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[reward#2_Coef]' \ + s4 child reward t3 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[reward#3_Coef]' \ + s4 child reward t4 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[reward#4_Coef]' \ + s4 child reward t5 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[reward#5_Coef]' \ + s4 child reward t6 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[reward#6_Coef]' \ + s4 child reward t7 $level1_dir/sub-04/sub04.results/stats.sub04_REML+tlrc'[reward#7_Coef]' \ + s6 child neutral t0 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[neutral#0_Coef]' \ + s6 child neutral t1 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[neutral#1_Coef]' \ + s6 child neutral t2 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[neutral#2_Coef]' \ + s6 child neutral t3 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[neutral#3_Coef]' \ + s6 child neutral t4 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[neutral#4_Coef]' \ + s6 child neutral t5 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[neutral#5_Coef]' \ + s6 child neutral t6 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[neutral#6_Coef]' \ + s6 child neutral t7 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[neutral#7_Coef]' \ + s6 child reward t0 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[reward#0_Coef]' \ + s6 child reward t1 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[reward#1_Coef]' \ + s6 child reward t2 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[reward#2_Coef]' \ + s6 child reward t3 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[reward#3_Coef]' \ + s6 child reward t4 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[reward#4_Coef]' \ + s6 child reward t5 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[reward#5_Coef]' \ + s6 child reward t6 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[reward#6_Coef]' \ + s6 child reward t7 $level1_dir/sub-06/sub06.results/stats.sub06_REML+tlrc'[reward#7_Coef]' \ + s8 adolescent neutral t0 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[neutral#0_Coef]' \ + s8 adolescent neutral t1 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[neutral#1_Coef]' \ + s8 adolescent neutral t2 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[neutral#2_Coef]' \ + s8 adolescent neutral t3 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[neutral#3_Coef]' \ + s8 adolescent neutral t4 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[neutral#4_Coef]' \ + s8 adolescent neutral t5 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[neutral#5_Coef]' \ + s8 adolescent neutral t6 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[neutral#6_Coef]' \ + s8 adolescent neutral t7 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[neutral#7_Coef]' \ + s8 adolescent reward t0 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[reward#0_Coef]' \ + s8 adolescent reward t1 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[reward#1_Coef]' \ + s8 adolescent reward t2 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[reward#2_Coef]' \ + s8 adolescent reward t3 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[reward#3_Coef]' \ + s8 adolescent reward t4 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[reward#4_Coef]' \ + s8 adolescent reward t5 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[reward#5_Coef]' \ + s8 adolescent reward t6 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[reward#6_Coef]' \ + s8 adolescent reward t7 $level1_dir/sub-08/sub08.results/stats.sub08_REML+tlrc'[reward#7_Coef]' \ + s10 adolescent neutral t0 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[neutral#0_Coef]' \ + s10 adolescent neutral t1 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[neutral#1_Coef]' \ + s10 adolescent neutral t2 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[neutral#2_Coef]' \ + s10 adolescent neutral t3 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[neutral#3_Coef]' \ + s10 adolescent neutral t4 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[neutral#4_Coef]' \ + s10 adolescent neutral t5 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[neutral#5_Coef]' \ + s10 adolescent neutral t6 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[neutral#6_Coef]' \ + s10 adolescent neutral t7 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[neutral#7_Coef]' \ + s10 adolescent reward t0 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[reward#0_Coef]' \ + s10 adolescent reward t1 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[reward#1_Coef]' \ + s10 adolescent reward t2 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[reward#2_Coef]' \ + s10 adolescent reward t3 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[reward#3_Coef]' \ + s10 adolescent reward t4 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[reward#4_Coef]' \ + s10 adolescent reward t5 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[reward#5_Coef]' \ + s10 adolescent reward t6 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[reward#6_Coef]' \ + s10 adolescent reward t7 $level1_dir/sub-10/sub10.results/stats.sub10_REML+tlrc'[reward#7_Coef]' \ + s11 adolescent neutral t0 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[neutral#0_Coef]' \ + s11 adolescent neutral t1 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[neutral#1_Coef]' \ + s11 adolescent neutral t2 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[neutral#2_Coef]' \ + s11 adolescent neutral t3 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[neutral#3_Coef]' \ + s11 adolescent neutral t4 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[neutral#4_Coef]' \ + s11 adolescent neutral t5 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[neutral#5_Coef]' \ + s11 adolescent neutral t6 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[neutral#6_Coef]' \ + s11 adolescent neutral t7 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[neutral#7_Coef]' \ + s11 adolescent reward t0 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[reward#0_Coef]' \ + s11 adolescent reward t1 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[reward#1_Coef]' \ + s11 adolescent reward t2 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[reward#2_Coef]' \ + s11 adolescent reward t3 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[reward#3_Coef]' \ + s11 adolescent reward t4 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[reward#4_Coef]' \ + s11 adolescent reward t5 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[reward#5_Coef]' \ + s11 adolescent reward t6 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[reward#6_Coef]' \ + s11 adolescent reward t7 $level1_dir/sub-11/sub11.results/stats.sub11_REML+tlrc'[reward#7_Coef]' \ + s14 adolescent neutral t0 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[neutral#0_Coef]' \ + s14 adolescent neutral t1 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[neutral#1_Coef]' \ + s14 adolescent neutral t2 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[neutral#2_Coef]' \ + s14 adolescent neutral t3 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[neutral#3_Coef]' \ + s14 adolescent neutral t4 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[neutral#4_Coef]' \ + s14 adolescent neutral t5 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[neutral#5_Coef]' \ + s14 adolescent neutral t6 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[neutral#6_Coef]' \ + s14 adolescent neutral t7 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[neutral#7_Coef]' \ + s14 adolescent reward t0 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[reward#0_Coef]' \ + s14 adolescent reward t1 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[reward#1_Coef]' \ + s14 adolescent reward t2 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[reward#2_Coef]' \ + s14 adolescent reward t3 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[reward#3_Coef]' \ + s14 adolescent reward t4 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[reward#4_Coef]' \ + s14 adolescent reward t5 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[reward#5_Coef]' \ + s14 adolescent reward t6 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[reward#6_Coef]' \ + s14 adolescent reward t7 $level1_dir/sub-14/sub14.results/stats.sub14_REML+tlrc'[reward#7_Coef]' \ + s17 adolescent neutral t0 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[neutral#0_Coef]' \ + s17 adolescent neutral t1 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[neutral#1_Coef]' \ + s17 adolescent neutral t2 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[neutral#2_Coef]' \ + s17 adolescent neutral t3 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[neutral#3_Coef]' \ + s17 adolescent neutral t4 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[neutral#4_Coef]' \ + s17 adolescent neutral t5 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[neutral#5_Coef]' \ + s17 adolescent neutral t6 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[neutral#6_Coef]' \ + s17 adolescent neutral t7 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[neutral#7_Coef]' \ + s17 adolescent reward t0 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[reward#0_Coef]' \ + s17 adolescent reward t1 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[reward#1_Coef]' \ + s17 adolescent reward t2 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[reward#2_Coef]' \ + s17 adolescent reward t3 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[reward#3_Coef]' \ + s17 adolescent reward t4 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[reward#4_Coef]' \ + s17 adolescent reward t5 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[reward#5_Coef]' \ + s17 adolescent reward t6 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[reward#6_Coef]' \ + s17 adolescent reward t7 $level1_dir/sub-17/sub17.results/stats.sub17_REML+tlrc'[reward#7_Coef]' \ + s18 adult neutral t0 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[neutral#0_Coef]' \ + s18 adult neutral t1 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[neutral#1_Coef]' \ + s18 adult neutral t2 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[neutral#2_Coef]' \ + s18 adult neutral t3 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[neutral#3_Coef]' \ + s18 adult neutral t4 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[neutral#4_Coef]' \ + s18 adult neutral t5 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[neutral#5_Coef]' \ + s18 adult neutral t6 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[neutral#6_Coef]' \ + s18 adult neutral t7 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[neutral#7_Coef]' \ + s18 adult reward t0 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[reward#0_Coef]' \ + s18 adult reward t1 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[reward#1_Coef]' \ + s18 adult reward t2 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[reward#2_Coef]' \ + s18 adult reward t3 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[reward#3_Coef]' \ + s18 adult reward t4 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[reward#4_Coef]' \ + s18 adult reward t5 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[reward#5_Coef]' \ + s18 adult reward t6 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[reward#6_Coef]' \ + s18 adult reward t7 $level1_dir/sub-18/sub18.results/stats.sub18_REML+tlrc'[reward#7_Coef]' \ + s19 adult neutral t0 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[neutral#0_Coef]' \ + s19 adult neutral t1 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[neutral#1_Coef]' \ + s19 adult neutral t2 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[neutral#2_Coef]' \ + s19 adult neutral t3 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[neutral#3_Coef]' \ + s19 adult neutral t4 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[neutral#4_Coef]' \ + s19 adult neutral t5 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[neutral#5_Coef]' \ + s19 adult neutral t6 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[neutral#6_Coef]' \ + s19 adult neutral t7 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[neutral#7_Coef]' \ + s19 adult reward t0 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[reward#0_Coef]' \ + s19 adult reward t1 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[reward#1_Coef]' \ + s19 adult reward t2 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[reward#2_Coef]' \ + s19 adult reward t3 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[reward#3_Coef]' \ + s19 adult reward t4 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[reward#4_Coef]' \ + s19 adult reward t5 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[reward#5_Coef]' \ + s19 adult reward t6 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[reward#6_Coef]' \ + s19 adult reward t7 $level1_dir/sub-19/sub19.results/stats.sub19_REML+tlrc'[reward#7_Coef]' \ + s21 adult neutral t0 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[neutral#0_Coef]' \ + s21 adult neutral t1 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[neutral#1_Coef]' \ + s21 adult neutral t2 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[neutral#2_Coef]' \ + s21 adult neutral t3 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[neutral#3_Coef]' \ + s21 adult neutral t4 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[neutral#4_Coef]' \ + s21 adult neutral t5 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[neutral#5_Coef]' \ + s21 adult neutral t6 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[neutral#6_Coef]' \ + s21 adult neutral t7 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[neutral#7_Coef]' \ + s21 adult reward t0 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[reward#0_Coef]' \ + s21 adult reward t1 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[reward#1_Coef]' \ + s21 adult reward t2 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[reward#2_Coef]' \ + s21 adult reward t3 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[reward#3_Coef]' \ + s21 adult reward t4 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[reward#4_Coef]' \ + s21 adult reward t5 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[reward#5_Coef]' \ + s21 adult reward t6 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[reward#6_Coef]' \ + s21 adult reward t7 $level1_dir/sub-21/sub21.results/stats.sub21_REML+tlrc'[reward#7_Coef]' \ + s22 adult neutral t0 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[neutral#0_Coef]' \ + s22 adult neutral t1 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[neutral#1_Coef]' \ + s22 adult neutral t2 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[neutral#2_Coef]' \ + s22 adult neutral t3 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[neutral#3_Coef]' \ + s22 adult neutral t4 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[neutral#4_Coef]' \ + s22 adult neutral t5 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[neutral#5_Coef]' \ + s22 adult neutral t6 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[neutral#6_Coef]' \ + s22 adult neutral t7 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[neutral#7_Coef]' \ + s22 adult reward t0 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[reward#0_Coef]' \ + s22 adult reward t1 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[reward#1_Coef]' \ + s22 adult reward t2 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[reward#2_Coef]' \ + s22 adult reward t3 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[reward#3_Coef]' \ + s22 adult reward t4 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[reward#4_Coef]' \ + s22 adult reward t5 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[reward#5_Coef]' \ + s22 adult reward t6 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[reward#6_Coef]' \ + s22 adult reward t7 $level1_dir/sub-22/sub22.results/stats.sub22_REML+tlrc'[reward#7_Coef]' \ + s25 adult neutral t0 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[neutral#0_Coef]' \ + s25 adult neutral t1 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[neutral#1_Coef]' \ + s25 adult neutral t2 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[neutral#2_Coef]' \ + s25 adult neutral t3 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[neutral#3_Coef]' \ + s25 adult neutral t4 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[neutral#4_Coef]' \ + s25 adult neutral t5 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[neutral#5_Coef]' \ + s25 adult neutral t6 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[neutral#6_Coef]' \ + s25 adult neutral t7 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[neutral#7_Coef]' \ + s25 adult reward t0 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[reward#0_Coef]' \ + s25 adult reward t1 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[reward#1_Coef]' \ + s25 adult reward t2 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[reward#2_Coef]' \ + s25 adult reward t3 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[reward#3_Coef]' \ + s25 adult reward t4 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[reward#4_Coef]' \ + s25 adult reward t5 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[reward#5_Coef]' \ + s25 adult reward t6 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[reward#6_Coef]' \ + s25 adult reward t7 $level1_dir/sub-25/sub25.results/stats.sub25_REML+tlrc'[reward#7_Coef]' \ + s26 adult neutral t0 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[neutral#0_Coef]' \ + s26 adult neutral t1 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[neutral#1_Coef]' \ + s26 adult neutral t2 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[neutral#2_Coef]' \ + s26 adult neutral t3 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[neutral#3_Coef]' \ + s26 adult neutral t4 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[neutral#4_Coef]' \ + s26 adult neutral t5 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[neutral#5_Coef]' \ + s26 adult neutral t6 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[neutral#6_Coef]' \ + s26 adult neutral t7 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[neutral#7_Coef]' \ + s26 adult reward t0 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[reward#0_Coef]' \ + s26 adult reward t1 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[reward#1_Coef]' \ + s26 adult reward t2 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[reward#2_Coef]' \ + s26 adult reward t3 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[reward#3_Coef]' \ + s26 adult reward t4 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[reward#4_Coef]' \ + s26 adult reward t5 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[reward#5_Coef]' \ + s26 adult reward t6 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[reward#6_Coef]' \ + s26 adult reward t7 $level1_dir/sub-26/sub26.results/stats.sub26_REML+tlrc'[reward#7_Coef]' \ + s27 adult neutral t0 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[neutral#0_Coef]' \ + s27 adult neutral t1 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[neutral#1_Coef]' \ + s27 adult neutral t2 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[neutral#2_Coef]' \ + s27 adult neutral t3 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[neutral#3_Coef]' \ + s27 adult neutral t4 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[neutral#4_Coef]' \ + s27 adult neutral t5 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[neutral#5_Coef]' \ + s27 adult neutral t6 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[neutral#6_Coef]' \ + s27 adult neutral t7 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[neutral#7_Coef]' \ + s27 adult reward t0 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[reward#0_Coef]' \ + s27 adult reward t1 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[reward#1_Coef]' \ + s27 adult reward t2 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[reward#2_Coef]' \ + s27 adult reward t3 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[reward#3_Coef]' \ + s27 adult reward t4 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[reward#4_Coef]' \ + s27 adult reward t5 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[reward#5_Coef]' \ + s27 adult reward t6 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[reward#6_Coef]' \ + s27 adult reward t7 $level1_dir/sub-27/sub27.results/stats.sub27_REML+tlrc'[reward#7_Coef]' + +# Create a group mask +3dmask_tool \ + -prefix mask.nii.gz \ + -input `ls $level1_dir/sub-*/sub*/mask_epi_anat.*.HEAD` \ + -frac 1.0 + +# Obtaining the three group-level ACF parameters by averaging the subject-level ACF parameters in the blur_est.sub_xx.1D files +grep -h "err_reml ACF" $level1_dir/sub-*/sub*/blur_est* \ + | cut -d\ -f1-3 \ + > group_ACF_ests.1D + +blur_est=`3dTstat -mean -prefix - group_ACF_ests.1D\'` +echo "++ The group average ACF params are: $$blur_est" + +# Simulations for FWE corrected cluster-size inference +3dClustSim \ + -both \ + -mask mask.nii.gz \ + -acf $$blur_est \ + -prefix ClustSim + +# Obtaining cluster extent threshold from the ClustSim.*.1D table +clust_thrvol=`1d_tool.py -verb 0 \ + -infile ClustSim.NN1_2sided.1D \ + -csim_pthr 0.001 \ + -csim_alpha "0.05"` +echo "++ The final cluster volume threshold is: $$clust_thrvol" + +# Obtaining cluster-forming threshold +voxstat_thr=`p2dsetstat -quiet \ + -pval 0.001 \ + "-2sided" \ + -inset Group.nii.gz'[4]'` +echo "++ The voxelwise stat value threshold is: $$voxstat_thr" + +# Masking f-stat +3dcalc \ + -a Group.nii.gz \ + -b mask.nii.gz \ + -expr 'a*b' \ + -prefix Group_f_stat_masked_4d.nii.gz + +# Obtaining thresholded results +# Positive clusters +3dclust \ + -1Dformat -nosum -1tindex 4 -1dindex 4 \ + -2thresh -$$voxstat_thr $$voxstat_thr -dxyz=1 \ + -savemask Positive_clust_mask.nii.gz \ + 1.01 $${clust_thrvol} Group_f_stat_masked_4d.nii.gz + +# Binarizing +3dcalc \ + -a Positive_clust_mask.nii.gz \ + -b Group.nii.gz'[4]' \ + -expr "step(a)*b" \ + -prefix Positive_clustered_f_stat.nii.gz \ + -float + +# Obtain 3d volumes from 4d volume to upload to Neurovault + 3dTcat -prefix Group_f_stat_masked.nii.gz Group_f_stat_masked_4d.nii.gz'[4]' + 3dTcat -prefix Group_f_stat.nii.gz Group.nii.gz'[4]' + From 6ee33bcad27b033c20991cb5c3e5776095f51d47 Mon Sep 17 00:00:00 2001 From: AlexBowring Date: Sun, 8 Nov 2020 18:14:26 +0000 Subject: [PATCH 2/2] amended ds120 afni analysis script --- scripts/process_ds120_AFNI_AMENDED.py | 82 +++++++++++++++++++++++++++ 1 file changed, 82 insertions(+) create mode 100644 scripts/process_ds120_AFNI_AMENDED.py diff --git a/scripts/process_ds120_AFNI_AMENDED.py b/scripts/process_ds120_AFNI_AMENDED.py new file mode 100644 index 0000000..1c93fac --- /dev/null +++ b/scripts/process_ds120_AFNI_AMENDED.py @@ -0,0 +1,82 @@ +# Analysis of ds001 with AFNI + +import os +import shutil +from subprocess import check_call + +from lib.afni_processing import copy_raw, create_afni_onset_files +from lib.afni_processing import run_subject_level_analyses +from lib.afni_processing import run_group_level_analysis +from lib.afni_processing import run_permutation_test +from lib.afni_processing import mean_mni_images +from lib.afni_processing import run_SSWarper + +pre_raw_dir = '/home/maullz/NIDM-Ex/BIDS_Data/DATA/BIDS/ds120_R1.0.0' +results_dir = '/home/maullz/NIDM-Ex/BIDS_Data/RESULTS/SOFTWARE_COMPARISON/ds120' +raw_dir = os.path.join(pre_raw_dir, '..', 'ds120_R1.0.0_AMENDED') +afni_dir = os.path.join(results_dir, 'AFNI') + +if not os.path.isdir(afni_dir): + os.mkdir(afni_dir) + +preproc_dir = os.path.join(afni_dir, 'PREPROCESSING') +level1_dir = os.path.join(afni_dir, 'LEVEL1') +level2_dir = os.path.join(afni_dir, 'LEVEL2_AMENDED') +mni_dir = os.path.join(afni_dir, 'mean_mni_images') + +# The original event files are not compatible with Bidsto3col.sh, so we copy the raw data and amend the events +if not os.path.isdir(raw_dir): + shutil.copytree(pre_raw_dir, raw_dir) + cmd = "Amendds120tsv.sh " + raw_dir + check_call(cmd, shell=True) + +# Set default orientation to origin (instead of standardised space) for +# ambiguous NIfTi (required for ds001) +os.environ["AFNI_NIFTI_VIEW"] = "orig" + +# Specify the number of functional volumes ignored in the study +TR = 1.5 +num_ignored_volumes = 4 + +# Specify the TR that will be removed from onesets, equal to num_ignored_volumes*TR +removed_TR_time = num_ignored_volumes*TR + +# Specify the subjects of interest from the raw data +subject_ids = [1, 2, 3, 4, 6, 8, 10, 11, 14, 17, 18, 19, 21, 22, 25, 26, 27] +subject_ids = ['{num:02d}'.format(num=x) for x in subject_ids] + +cwd = os.path.dirname(os.path.realpath(__file__)) + +# Copy raw anatomical and functional data to the preprocessing directory and +# run BET on the anatomical images +#copy_raw(raw_dir, preproc_dir, subject_ids) + +# Directory to store the onset files +onset_dir = os.path.join(afni_dir, 'ONSETS') + +# Define conditions and parametric modulations (if any) +# FORMAT +# {VariableLabel,{TrialType,Durations}} +# {{VariableLabel,VariableModLabel},{TrialType,Duration,Amplitude}} +conditions = ( + ('neutral', ('neutral_resp', 'duration')), + ('reward', ('reward_resp', 'duration'))) + +# Create onset files based on BIDS tsv files +#cond_files = create_afni_onset_files(raw_dir, onset_dir, conditions, removed_TR_time, subject_ids) + +SSWarper_template = os.path.join(cwd, 'lib', 'template_AFNI_SSWarper') +sub_level_template = os.path.join(cwd, 'lib', 'template_ds120_AFNI_level1') +grp_level_template = os.path.join(cwd, 'lib', 'template_ds120_AFNI_level2_AMENDED') + +# Run SSWarper AFNI command on each subject to strip skull and warp to MNI template +#run_SSWarper(preproc_dir, SSWarper_template) + +# Run a GLM combining all the fMRI runs of each subject +#run_subject_level_analyses(preproc_dir, onset_dir, level1_dir, sub_level_template) + +# Run the group-level GLM +run_group_level_analysis(level1_dir, level2_dir, grp_level_template) + +# Create mean and standard deviations maps of the mean func and anat images in MNI space +#mean_mni_images(preproc_dir, level1_dir, mni_dir)