{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Jupyter Notebooks can sometime hard to work with. Some magic methods will be really handy when things don't seem to work out. The following cell reloads all changed modules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:11.310536497Z",
     "start_time": "2024-02-05T15:34:11.281214845Z"
    }
   },
   "outputs": [],
   "source": [
    "import tempfile\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Table of Contents\n",
    "1. [Installation](#installation)\n",
    "2. [Motivation](#motivation)\n",
    "3. [Importing a dataset](#importing)\n",
    "4. [Attributes](#attributes)\n",
    "5. [Accessing Samples](#accessing)\n",
    "6. [Iteration over samples](#iteration)\n",
    "7. [Subset selection](#subset)\n",
    "8. [Saving/Loading a dataset](#saving)\n",
    "9. [Combining datasets](#merging)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Installation<a name=\"installation\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:11.517603115Z",
     "start_time": "2024-02-05T15:34:11.306590560Z"
    }
   },
   "outputs": [],
   "source": [
    "# !pip install MRdataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:12.053074007Z",
     "start_time": "2024-02-05T15:34:11.517867297Z"
    }
   },
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "from MRdataset import import_dataset\n",
    "# check if install worked\n",
    "# check version\n",
    "# upgrade command\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Motivation<a name=\"motivation\"></a>\n",
    "Large scale neuroimaging datasets play an essential role in brain-behavior relationships. While neuroimaging studies have shown promising results, reproducibility can be affected by differences in acquisition parameters at the scanner level. The motivation behind creating MRdataset is to provide a unified interface to access image acquisition data, across various formats such as XNAT, BIDS, LONI etc.\n",
    "\n",
    "Having a unified interface to access image acquisition data is important because it allows users to easily and consistently access and manipulate the data, regardless of the specific format or source of the data. This can save time and reduce the potential for errors, as users do not need to worry about dealing with the nuances of different data formats or sources. In addition, a unified interface can make it easier to integrate image acquisition data with other systems and processes, allowing for more efficient and effective analysis and use of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing a dataset<a name=\"importing\"></a>\n",
    "To provide concrete examples, let's jump to an example right away. We will use an example dicom dataset to provide an example. Note that the outputs will be quite different based on your data. We will complete this tutorial using a dicom dataset. However, the libraries also support BIDS datasets. Example code for BIDS dataset would be discussed later in this tutorial\n",
    "\n",
    "Let's get started!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A dataset can be imported from disk, simply using the function `import_dataset`. Observe that it includes the functionality to add a `name` to the dataset, and also `ds_format` is specified which can be one of either `dicom` or `bids`. As of now, we have an empty dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:12.715497505Z",
     "start_time": "2024-02-05T15:34:12.030045005Z"
    }
   },
   "outputs": [],
   "source": [
    "import zipfile\n",
    "MRdataset_root = Path(__name__).resolve().parents[1]\n",
    "DATA_ARCHIVE = MRdataset_root / 'MRdataset/tests/resources/example_dicom_data.zip'\n",
    "DATA_ROOT = Path('/tmp/')\n",
    "with zipfile.ZipFile(DATA_ARCHIVE, 'r') as zip_ref:\n",
    "    zip_ref.extractall(DATA_ROOT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DATA_ARCHIVE.is_file()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:12.951081112Z",
     "start_time": "2024-02-05T15:34:12.716794840Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:17.740041510Z",
     "start_time": "2024-02-05T15:34:12.733200090Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Sag_locator/14733/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-1-1-1jxw3tm.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Axial_T1/19598/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-3-11-frf7eo.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Axial_T1/14733/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-3-10-ak34gh.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Axial_T1/18710/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-3-1-15kfeg8.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Axial_T1/18941/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-3-9-1ta4bq7.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Axial_T1/18489/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-3-2-7spqk1.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Axial_T1/16756/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-3-4-6h7u6i.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Axial_T1/16756/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-3-7-v6x0fz.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/ACR_Axial_T1/16756/1.3.12.2.1107.5.2.43.67078.30000022050512154672800000004-3-8-22bzep.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/2D_GRE-MT/14733/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-9-4-749od9.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/2D_GRE-MT/17251/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-9-11-1ays6ks.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/2D_GRE-MT/15132/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-9-5-14heqdq.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/2D_GRE-MT/10995/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-9-16-51cs46.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/2D_GRE-MT/10995/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-9-7-amnpkv.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/rsfMRI_LR/19598/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-5-3-1i3c4sc.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/rsfMRI_LR/18941/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-5-2-1lpcrw0.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/rsfMRI_LR/18489/1.3.12.2.1107.5.2.43.167092.30000022021513453269300000010-5-5-16awvra.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/rsfMRI_LR/15132/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-5-1-um2u9l.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/rsfMRI_LR/10995/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-5-7-r6rvg4.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/rsfMRI_LR/10995/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-5-8-81semt.dcm\n",
      "dicom.py:MRdataset:_process_slice_collection:278: Inconsistent session info for /tmp/example_dicom_data/rsfMRI_LR/16756/1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001-5-10-5azz3n.dcm\n"
     ]
    }
   ],
   "source": [
    "import tempfile\n",
    "tmp_output_dir = tempfile.gettempdir()\n",
    "config_filepath = MRdataset_root / 'MRdataset/tests/resources/mri-config.json'\n",
    "dicom_dataset = import_dataset(data_source=DATA_ROOT/'example_dicom_data',\n",
    "                               ds_format='dicom',\n",
    "                               name='dummy_study_experiment',\n",
    "                               config_path=config_filepath,\n",
    "                               output_dir=tmp_output_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If a dataset is empty, it means that there is no data stored in it. This can be a problem if the dataset is supposed to contain data that is needed for a particular analysis or task. In such cases, the absence of data can prevent the analysis or task from being performed, or it can lead to incorrect or incomplete results.\n",
    "\n",
    "Using the `print()` method to see the contents of a dataset can be beneficial because it allows the user to quickly and easily view the data, without having to write additional code to extract and display the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:17.755914999Z",
     "start_time": "2024-02-05T15:34:17.741545864Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 subjects with 103 sessions in total\n"
     ]
    }
   ],
   "source": [
    "print(dicom_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It prints concise information about the dataset, i.e. the number of subjects inside dataset (10). It also mentions the number of sessions in the dataset. Any file which identified as a localizer is skipped. In general, these are not required, but you still want to include them in your dataset, you can specify in config file."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Structure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Going further, lets dig deeper what are the elements present in our dataset. It is essential to describe the elements of a dataset because it helps to provide context and information about the data that is contained in the dataset. This can be useful for other users or researchers who are working with the MRdataset, as it allows them to understand the structure and how it should be interpreted. In addition, describing the elements of a dataset can help to ensure that the data structure is being used correctly and consistently, and it can also facilitate the integration of the dataset with other data sources or systems.\n",
    "\n",
    "The library has hierarchichal structure as displayed below:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![alt text](images/hierarchy.jpg \"Title\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above figure shows a simple schematic to depict the structure of MRdataset object.\n",
    "\n",
    "Different MRI modalities, such as T1-weighted, T2-weighted, and diffusion-weighted imaging, can provide different types of information about the structure and composition of tissues in the body. Additionally, MRI scans are often performed on multiple subjects, such as healthy individuals and patients with a specific condition, in order to compare and contrast the differences in their anatomy and physiology. This can help researchers to better understand the underlying mechanisms of a particular condition or disease, and to develop more effective treatments.\n",
    "\n",
    "Similarly, the MRdataset object is a hierarchical data structure that is made up of different elements of a neuroimaging experiment, such as modalities, subjects, sessions and runs. Each element is represented as a node in a tree, and the edges connect the nodes to show hierarchical relationship between data elements.\n",
    "\n",
    "So, the **dataset** is at the top of the tree, and the various modalities beneath it, like T1-weighted, T2-weighted and diffusion-weighted are branching out of the dataset. The term **modality/sequence** refers to the specific technique that is used to acquire the imaging data. Each modality contains several subjects, which are part of the experiments. Observe that different modalities may typically have common subjects, in order to compare and contrast the differences in their brain anatomy and function.\n",
    "\n",
    "Each **subject** may have one or more sessions for a modality. The term **session** refers to a specific imaging session that is performed on a given subject. Typically, there would be multiple sessions in order to obtain multiple sets of data for a given subject. Often, a subject return to MR Research center several time during a span of 1-2 years, which helps in tracking longitudnal changes in the brain.\n",
    "\n",
    "Finally, **run** refers to a specific set if imaging data that is acquired during a given session. Often, a single session will involve multiple runs to obtain a comprehensive acquisition. For example, an fMRI experiment involves multiple runs, each of which acquires information about particular brain region or might even have a different behavioral task."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We follow this hierarchical structure in our dataset `dicom_dataset` object. And we provide methods for accessing each of these elements. These methods are `traverse_horizontal` and `traverse_vertical2`. For example, we can traverse through all the subjects for a given sequence/modality using `traverse_horizontal` method. Similarly, we can traverse through all the sequences/modality for a given subject using `traverse_vertical2` method. Let's see an example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:17.849830095Z",
     "start_time": "2024-02-05T15:34:17.753602020Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dummy_study_experiment dataset contains following modalities:\n",
      "\t 2D_GRE-MT\n",
      "\t 3D_T1-weighted\n",
      "\t 3D_T2_FLAIR\n",
      "\t ACR_Axial_T1\n",
      "\t ACR_Sag_locator\n",
      "\t DTI_LR\n",
      "\t DTI_LR_repeat\n",
      "\t DTI_RL\n",
      "\t me_FieldMap_GRE\n",
      "\t me_fMRI\n",
      "\t rsfMRI_LR\n",
      "\t rsfMRI_RL\n"
     ]
    }
   ],
   "source": [
    "print(f\"{dicom_dataset.name} dataset contains following modalities:\")\n",
    "for sequence in dicom_dataset.get_sequence_ids():\n",
    "    print('\\t',sequence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can browse through each one of modalities, to see that they contain several subjects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:18.006366626Z",
     "start_time": "2024-02-05T15:34:17.845293978Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subject: 19598,\n",
      "Session: 1.3.12.2.1107.5.2.43.167092.30000022041112264816000000001,\n",
      "Run: 1.3.12.2.1107.5.2.43.167092.2022041109170424474564662.0.0.0,\n",
      "Sequence: 3D_T2_FLAIR(GM=FAST,FA=120.0,WW=346.0,MFS=3.0,PPCSD=+LPH,PPFOV=100.0,PHPL=1,SV=SYNGOMRE11,SMD=408177.5,CD=1900-01-01 00:00:00,PED=ROW,PS=[1.0, 1.0],TI=1550.0,C=256.0,TR=4800.0,TCN=BODY,BPE=BRAIN,LIPV=297.0,PR=0.0,SAR=0.13384320005333,IT=['ORIGINAL', 'PRIMARY', 'M', 'NORM', 'DIS3D', 'DIS2D'],PS=100.0,PBW=750.0,IF=123.258318,ST=1.0,IN=1H,SEQV=['SK', 'SP', 'MP'],SL=-37.5,CT=91706.692,EN=[1.0],SSEQ=['SE','IR'],SHM=2.0,TE=[439.0],MSM=1.0,PP=HFS,RCAE={'HC': [1, 2, 3, 4, 5, 6, 7], 'NC': [1, 2]},VFAF=Y,BS=12.0,IOP=[0.0, 1.0, 0.0, 0.0, 0.0, -1.0],PATM=P2,FC=NO,AF=N,CS=HC1-7;NC1,2,ACQM=[0.0, 0.0, 256.0, 256.0],SR=1.0,FOV=FOV256*256,NAV=1.0,SPP=1.0,MRAT=3D,BA=16.0,ETL=284.0,MMN=PRISMA_FIT,R=256.0,MFR=SIEMENS,SCOP=['IR','PFP','FS'],SIPV=0.0,OPNM=GINA,DT=2600.0,IPP=[-141.63680362701, -37.5, 72.832931518555],PAT=2.0,WC=146.0,HB=11.0,PI=MONOCHROME2,SQNM=*SPCIR_315NS,SSNM=13.0,WCWE=ALGO1,SHS=[2869.0, -10999.0, 11852.0, -265.0, 89.0, -323.0, 124.0, 22.0],PES=229.0)\n"
     ]
    }
   ],
   "source": [
    "seq_name = '3D_T2_FLAIR'\n",
    "for subject, session, run, sequence in dicom_dataset.traverse_horizontal(seq_name):\n",
    "    print(f\"Subject: {subject},\\nSession: {session},\\nRun: {run},\\nSequence: {sequence}\")\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "Note that it returns a protocol.BaseSequence object. This object contains information about the sequence, such as the name of the sequence, and the various acquisition parameters that were used to acquire the data.  For more details about the Sequence object, please refer to the documentation for protocol library.\n",
    "\n",
    "Similarly we can use `traverse_vertical2` method to traverse through all the pair of sequences for a given subject. It is helpful for retrieving epi and fieldmaps for a given subject. Let's see an example."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "me_fMRI(FA=79.0,WW=19544.0,MFS=3.0,PPCSD=+LPH,PPFOV=100.0,PHPL=0,SV=SYNGOMRD13D,SMD=15.0,CD=1900-01-01 00:00:00,PED=COL,PS=[3.0, 3.0],C=384.0,TR=2000.0,TCN=BODY,BPE=BRAIN,LIPV=29830.0,PR=0.0,SAR=0.04088451623671,IT=['ORIGINAL', 'PRIMARY', 'M', 'TE1', 'ND', 'MOSAIC'],PS=100.0,PBW=2300.0,IF=123.25575,ST=3.0,IN=1H,SEQV=['SK', 'SS'],SL=-33.772078200474,CT=123739.687,EN=[1.0, 2.0],SSEQ=EP,SHM=2.0,TE=[20.0, 37.83],MSM=2.0,PP=HFS,RCAE={'HEA': [], 'HEP': []},VFAF=N,BS=16.0,IOP=[1.0, 0.0, 0.0, 0.0, 0.99844076416615, -0.0558215052763],PATM=P2,FC=NO,AF=N,CS=HEA;HEP,ACQM=[0.0, 0.0, 64.0, 64.0],SR=1.0,FOV=FOV1152*1152,NAV=1.0,SPP=1.0,MRAT=2D,BA=16.0,ETL=32.0,MMN=PRISMA_FIT,R=384.0,MFR=SIEMENS,SCOP=FS,SIPV=0.0,OPNM=AEM,DT=3400.0,IPP=[-594.35958775553, -576.0, -0.5949590179887],PAT=2.0,WC=9328.0,HB=15.0,PI=MONOCHROME2,SQNM=EPFID2D2_64,SSNM=4.0,SBS=3.5999999077321,WCWE=ALGO1,SHS=[-1.0, -1.0, -1.0, 308.0, -22.0, -206.0, 209.0, 64.0],PES=64.0)\n",
      "me_FieldMap_GRE(GM=NORMAL,FA=60.0,WW=5702.0,MFS=3.0,PPCSD=+LPH,PPFOV=100.0,PHPL=1,SV=SYNGOMRD13D,SMD=50400.0,CD=1900-01-01 00:00:00,PED=COL,PS=[3.0, 3.0],C=64.0,TR=400.0,TCN=BODY,BPE=BRAIN,LIPV=4089.0,PR=0.0,SAR=0.06507389510168,IT=['ORIGINAL', 'PRIMARY', 'P', 'ND'],PS=100.0,PBW=260.0,IF=123.255762,ST=3.0,IN=1H,SEQV=['SP'],SL=2.2279200009247,CT=123627.467,EN=[2.0],SSEQ=GR,SHM=2.0,TE=[7.65],MSM=2.0,PP=HFS,RCAE={'HEA': [], 'HEP': []},VFAF=N,BS=12.0,IOP=[1.0, 0.0, 0.0, 0.0, 0.99844076416615, -0.0558215052763],FC=YES,AF=N,CS=HEA;HEP,ACQM=[0.0, 0.0, 64.0, 64.0],SR=1.0,FOV=FOV192*192,NAV=1.0,SPP=1.0,MRAT=2D,BA=16.0,ETL=0.0,MMN=PRISMA_FIT,R=64.0,MFR=SIEMENS,SIPV=10.0,OPNM=AEM,DT=30000.0,IPP=[-113.09844797299, -96.0, 8.5545842254565],PAT=1.0,WC=-102.0,HB=11.0,PI=MONOCHROME2,SQNM=*FM2D2R,SSNM=3.0,SBS=3.6,WCWE=ALGO1,SHS=[-1.0, -1.0, -1.0, 318.0, -26.0, -183.0, 198.0, 63.0],PES=64.0)\n"
     ]
    }
   ],
   "source": [
    "seq_id1 = 'me_fMRI'\n",
    "seq_id2 = 'me_FieldMap_GRE'\n",
    "\n",
    "for subject, session, run1, run2, seq1, seq2 in dicom_dataset.traverse_vertical2(seq_id1, seq_id2):\n",
    "    print(seq1)\n",
    "    print(seq2)\n",
    "    break"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:18.161371050Z",
     "start_time": "2024-02-05T15:34:17.981766665Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## A similar example with BIDS dataset would be:"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "import zipfile\n",
    "MRdataset_root = Path(__name__).resolve().parents[1]\n",
    "DATA_ARCHIVE = MRdataset_root / 'MRdataset/tests/resources/example_bids_data.zip'\n",
    "DATA_ROOT = Path('/tmp/')\n",
    "with zipfile.ZipFile(DATA_ARCHIVE, 'r') as zip_ref:\n",
    "    zip_ref.extractall(DATA_ROOT)\n",
    "print((DATA_ROOT/'example_bids_dataset').exists())\n",
    "bids_dataset = import_dataset(data_source=DATA_ROOT/'example_bids_dataset',\n",
    "                               ds_format='bids')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:19.683811151Z",
     "start_time": "2024-02-05T15:34:18.150030819Z"
    }
   },
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6 subjects with 542 sessions in total\n"
     ]
    }
   ],
   "source": [
    "print(bids_dataset)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:19.697030860Z",
     "start_time": "2024-02-05T15:34:19.686290157Z"
    }
   },
   "execution_count": 12
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-11,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-12,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery04,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery04,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery04,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery04,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery04,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-04,\n",
      "Session: ses-imagery02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-11,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-12,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery03,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery03,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-03,\n",
      "Session: ses-imagery02,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-11,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-12,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery04,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery04,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery04,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery04,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery04,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-01,\n",
      "Session: ses-imagery02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-11,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-12,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-02,\n",
      "Session: ses-imagery02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-11,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-12,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-05,\n",
      "Session: ses-imagery02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-11,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionLetterImage01,\n",
      "Run: run-12,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificalImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage02,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery03,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery03,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificialImage01,\n",
      "Run: run-10,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionArtificalImage02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-perceptionNaturalImageTest03,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-01,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-02,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-03,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-04,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-05,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-06,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-07,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-08,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n",
      "Subject: sub-06,\n",
      "Session: ses-imagery02,\n",
      "Run: run-09,\n",
      "Sequence: func(MMN=VERIO,FA=80.0,MFR=SIEMENS,MFS=3.0,TR=2.0,TE=[0.043])\n"
     ]
    }
   ],
   "source": [
    "seq_name = 'func'\n",
    "for subject, session, run, sequence in bids_dataset.traverse_horizontal(seq_name):\n",
    "    print(f\"Subject: {subject},\\nSession: {session},\\nRun: {run},\\nSequence: {sequence}\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:19.835839334Z",
     "start_time": "2024-02-05T15:34:19.698564244Z"
    }
   },
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving and Loading a dataset<a name=\"saving\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Saving and loading a dataset is important because it allows you to store and retrieve your data for later use. This is especially useful when you have a large dataset that takes a long time to process or generate, or when you want to share your dataset with others.\n",
    "\n",
    "By saving your dataset, you can avoid having to recreate it each time you want to use it, which can save you a significant amount of time and resources. Additionally, storing your dataset in a structured and organized way can make it easier to analyze and manipulate later on.\n",
    "\n",
    "Overall, the ability to save and load a dataset is a valuable tool that can help you work more efficiently and effectively with your data.\n",
    "\n",
    "We use `save_mr_dataset` and `load_mr_dataset` to save and load MRdataset objects, respectively. Let's see an example. The function `save_mr_dataset` takes the filepath to which the dataset is to be saved. The dataset is saved with an extension *.mrds.pkl*\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:55.305851628Z",
     "start_time": "2024-02-05T15:34:55.197647263Z"
    }
   },
   "outputs": [],
   "source": [
    "from MRdataset import save_mr_dataset, load_mr_dataset\n",
    "save_mr_dataset(filepath=DATA_ROOT/'example_dicom.mrds.pkl',\n",
    "                mrds_obj=dicom_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "If you recieve a error something like this:\n",
    "```python\n",
    "    PicklingError: Can't pickle <class 'protocol.imaging.DwellTime'>: it's not the same object as protocol.imaging.DwellTime\n",
    "```\n",
    "The issue is due to the Jupyter Notebook environment. You can fix the problem by restarting the kernel and running the notebook again. This is a known issue with Jupyter Notebook. If you are using a python script, you won't face this issue."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can read back the dataset, we just saved to disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:57.037473279Z",
     "start_time": "2024-02-05T15:34:56.989792019Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 subjects with 103 sessions in total\n"
     ]
    }
   ],
   "source": [
    "saved_dataset = load_mr_dataset(filepath=DATA_ROOT/'example_dicom.mrds.pkl')\n",
    "print(saved_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thus, by cross-checking that the saved dataset is same as the original dataset ensures integrity of the data. It also verifies that while saving, the data has not been modified or corrupted in some way, thus improving reliability of your analysis and modeling."
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "The library is highly extensible, and a developer can extend it to their own neuroimaging formats. For example, to create an interface with a new format, say\n",
    "NID (NeuroImaging Dataset), inherit ``MRdataset.base.BaseDataset`` in a file ``NID_dataset.py``"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "from MRdataset import BaseDataset\n",
    "\n",
    "class NIDDataset(BaseDataset):\n",
    "    def __init__(data_source):\n",
    "        super().init(data_source)\n",
    "        pass\n",
    "\n",
    "    def load():\n",
    "        pass\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-02-05T15:34:59.524338478Z",
     "start_time": "2024-02-05T15:34:59.502835506Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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