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@chrisgorgo
Created April 12, 2018 17:50
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NIPY motion correction comparison
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"afni_params = np.loadtxt(\"D:/scratch/ds005/mriqc/work/workflow_enumerator/funcMRIQC/fMRI_HMC_afni/_in_file_....data..sub-01..func..sub-01_task-mixedgamblestask_run-01_bold.nii.gz/motion_correct_A/sub-01_task-mixedgamblestask_run-01_bold.1D\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fsl_params = np.loadtxt(\"D:/scratch/ds005/mriqc/work/workflow_enumerator/funcMRIQC/fMRI_HMC_mcflirt/_in_file_....data..sub-01..func..sub-01_task-mixedgamblestask_run-01_bold.nii.gz/MCFLIRT/sub-01_task-mixedgamblestask_run-01_bold_mcf.nii.gz.par\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(240, 6)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fsl_params.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(240, 6)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"afni_params.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pylab as plt\n",
"import seaborn as sns\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 240)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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45Hm3eEOhzhaGxybJWikkSZIkSVLDdbZ0cvKSkxp9GXP2s59toFDI89a3vqPqeHd3D0uX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cx64wsl8G7LiKodfW411KUb6vGNOzbhq7dvhKGI1u6FoLpcOc4fumwxbtzWPMXaQMpEiItEyI5U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\nxguIoegtAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x17e92275278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"plt.figure(figsize=(14,4))\n",
"plt.plot(np.sum(np.abs(np.diff(afni_params[:,0:3]*np.pi / 180)), axis=1), label=\"AFNI\")\n",
"plt.plot(np.sum(np.abs(np.diff(fsl_params[:,0:3])), axis=1), label=\"FSL\")\n",
"plt.legend()\n",
"plt.xlim(0,240)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 240)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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e2hzxnjrpT37MxPGZ5h1Gyp67fn4UACBLEi465yQAiGXqMKgzesRzhqaKjZKH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+3g957nYbdKr0EupaBjsbZJ0G0F16Jrdnk7rNc7cCIWnB3Wd2XUgeeZUoKJzdZOAxuFydvTdq0C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r2g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\ntl/VDAsXXLmx5iav7FUZsxsosgRNoheoA8e3CAPclgO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x85sX8O3VZ6CLNgVSbzYbqVJH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Gmd7gpMhMeRzdZzpYMFWZYQj4ea3of7icnwBJaLa3hl4xo/18/dzAAAjiQXkKtrqRh0vP7k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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x17e9230d0f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"plt.figure(figsize=(14,4))\n",
"plt.plot(np.sum(np.abs(np.diff(afni_params[:,3:], axis=0)), axis=1), label=\"AFNI\")\n",
"plt.plot(np.sum(np.abs(np.diff(fsl_params[:,3:],axis=0)), axis=1), label=\"FSL\")\n",
"plt.legend()\n",
"plt.xlim(0,240)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(240, 3)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"afni_params[:,0:3].shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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