SurveyData/results-survey197421_alledaten1.csv

"Response ID","Date submitted","Last page","Start language","Seed","I work at / I am affiliated with:","I work at / I am affiliated with: [Other]","My current (primary) position is:","My current (primary) position is: [Other]","Which neuroscience discipline(s) describe(s) your work or research best? [Systems and behavioral neuroscience (e.g. electrophysiological recording, behavior tracking)]","Which neuroscience discipline(s) describe(s) your work or research best? [Cognitive neuroscience]","Which neuroscience discipline(s) describe(s) your work or research best? [Cellular / Molecular Neuroscience ]","Which neuroscience discipline(s) describe(s) your work or research best? [Clinical Neuroscience (e.g., patient involvement, clinical trials) ]","Which neuroscience discipline(s) describe(s) your work or research best? [Brain imaging]","Which neuroscience discipline(s) describe(s) your work or research best? [Computational / Theoretical Neuroscience (e.g., modeling, simulation)]","Which neuroscience discipline(s) describe(s) your work or research best? [Neuroinformatics]","Which neuroscience discipline(s) describe(s) your work or research best? [Data science]","Which neuroscience discipline(s) describe(s) your work or research best? [Other]","Please state if your work includes one or several of the following recording methods or data types:  [Radiological imaging (CT, MRI, fMRI, PET, NIRS)]","Please state if your work includes one or several of the following recording methods or data types:  [Human electrophysiology (EEG, MEG, ECoG, iEEG)]","Please state if your work includes one or several of the following recording methods or data types:  [Animal electrophysiology]","Please state if your work includes one or several of the following recording methods or data types:  [Behavioral data (video, audio sequences, eye tracking, kinematics, ...)]","Please state if your work includes one or several of the following recording methods or data types:  [Cellular imaging (intrinsic signals, Ca2+ , VSD, ...)]","Please state if your work includes one or several of the following recording methods or data types:  [Genomics, proteomics, metabolomics]","Please state if your work includes one or several of the following recording methods or data types:  [Algorithms, analysis workflows and simulation scripts]","Please state if your work includes one or several of the following recording methods or data types:  [Clinical and health data]","Please state if your work includes one or several of the following recording methods or data types:  [Other]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Metadata collection and management]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Metadata collection and management][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Data formats]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Data formats][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Data workflow management]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Data workflow management][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Data preprocessing]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Data preprocessing][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Data analysis]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Data analysis][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Provenance tracking]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Provenance tracking][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Version control]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Version control][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Exchange of data with collaborators]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Exchange of data with collaborators][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Sharing data openly]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Sharing data openly][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Simulation]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Simulation][Comment]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Other]","For which of these tasks do you use available tools or standards? Please indicate which tools: [Other][Comment]","For which tasks would you wish to have a tool or standard?","To what degree do you use available tools or standards? [Metadata collection and management]","To what degree do you use available tools or standards? [Data formats]","To what degree do you use available tools or standards? [Data workflow management]","To what degree do you use available tools or standards? [Data preprocessing]","To what degree do you use available tools or standards? [Data analysis]","To what degree do you use available tools or standards? [Provenance tracking]","To what degree do you use available tools or standards? [Version control]","To what degree do you use available tools or standards? [Exchange of data with collaborators]","To what degree do you use available tools or standards? [Sharing data openly]","To what degree do you use available tools or standards? [Simulation]","To what degree do you use available tools or standards? [Other]","Have you shared data with... [Collaborators within your institution]","Have you shared data with... [External collaborators]","Have you shared data with... [Publicly]","Have you shared data with... [I have not shared data yet]","Do you have existing data sets (experiments) that should be kept alive by making them available for reuse?","Think of re-using data from repositories. Please indicate: [ My research involves the re-use of publicly available data]","Think of re-using data from repositories. Please indicate: [I have previously experienced problems in understanding and/or reproducing steps in data analysis when using data sets from other researchers]","Think of re-using data from repositories. Please indicate: [ Re-use of data from public repositories might help answering my research questions]","Think of data sharing with researchers who are NOT direct collaborators. Please indicate: [Other researchers could answer their own research questions by re-using data from my research ]","Think of data sharing with researchers who are NOT direct collaborators. Please indicate: [Analysis steps performed with my data can be easily reproduced by others on the basis of my documentation]","Think of data sharing with researchers who are NOT direct collaborators. Please indicate: [Publishing my data independent of a paper publication benefits my research output ]","Think of data sharing with researchers who are NOT direct collaborators. Please indicate: [Publishing my data independent of a paper publication benefits my career in science ]","Please indicate: [There is sufficient guidance towards choosing an appropriate repository for my data]","Please indicate: [There is a lack of time to deposit data in a repository ]","Please indicate: [ There is a lack of expertise and human resources to deposit data in a repository]","Please indicate: [Technical hurdles are too high to upload to a repository (large data transfer, lack of requested metadata,...) ]","Please indicate: [I do not want to use a public repository because my data ownership / intellectual property might be violated ]","Please indicate: [Access management in repositories is unsuitable to my needs (restricted usage, type of user, confidentiality, purpose,...) ]","Please indicate: [ My institutional policy allows to upload data to a public repository]","Please indicate: [For my research project(s), I am unsure if I own the rights to upload the data to a public repository ]","Please indicate: [Legal aspects (licensing, national laws, ...) are significant hurdles for public repository usage]","How do you process and analyze your data?   [Manual inspection and analysis]","How do you process and analyze your data?   [Partially automated (e.g. using macros, scripts, ...) ]","How do you process and analyze your data?   [Highly automated pipelines (might include several programs)     ]","How do you process and analyze your data?   [Other]","Please indicate: [I know how to publish my data analysis workflows in a reproducible manner]","Please indicate: [I find it easy share code and data analysis results in a collaboration]","What is your opinion on the following statements? [Overall, I am highly knowledgeable about research data management in my research field]","What is your opinion on the following statements? [I know well which research data management methods are available]","What is your opinion on the following statements? [I can handle my research data according to community standards]","What is your opinion on the following statements? [I have proficiency in research data management]","What is your opinion on the following statements? [I feel that my research data must be handled my very own, individual way]","What is your opinion on the following statements? [I would share (more of) my data if I had better data management]","What is your opinion on the following statements? [I would have more collaborative projects if I had better data management]","Applying research data management.... [is necessary only because funding agencies demand it]","Applying research data management.... [increases the quality of my research output]","Applying research data management.... [enhances my career chances in science]","Applying research data management.... [is an outcome of my education during undergraduate studies]","Applying research data management.... [is very hard, because demands are deviating and confusing]","Applying research data management.... [is very time-consuming]","When do you employ research data management tools and services in your research?","Do you have dedicated personnel with research data management or data curation expertise?","How much time do you currently need to ready a dataset from your lab for publication and re-use?","Please rank the top 5 most pressing issues: [Rank 1]","Please rank the top 5 most pressing issues: [Rank 2]","Please rank the top 5 most pressing issues: [Rank 3]","Please rank the top 5 most pressing issues: [Rank 4]","Please rank the top 5 most pressing issues: [Rank 5]","Please rank the top 5 most pressing issues: [Rank 6]","Please rank the top 5 most pressing issues: [Rank 7]","Please rank the top 5 most pressing issues: [Rank 8]","Please rank the top 5 most pressing issues: [Rank 9]","Are you member of, or otherwise involved in, other NFDI consortia or initiatives?","If yes, which ones?","If you have any further comments, suggestions or remarks, please comment here:"
"12","","1","en","6206978","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"13","","1","en","4243878","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"14","1980-01-01 00:00:00","7","en","2598454","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","No","No","Yes","No","No","No","","Yes","No","No","No","No","No","No","No","","No","","Yes","DICOM BIDS Nifti","No","","Yes","SPM, FreeSurfer, AFNI, FSL","No","","Yes","DataLad","Yes","Git","No","","Yes","library service","No","","No","","Metadata extraction, collection and management
Data sharing
GDPR conformity (support)","Not at all - I use my own costum solutions","As much as possible","Not at all - I use my own costum solutions","Mostly","Occasionally","Occasionally","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","Yes","Undecided","Yes","Yes","Yes","Undecided","Undecided","Rather disagree","Fully agree","Rather agree","Fully disagree","Rather disagree","Rather disagree","Fully agree","Rather disagree","Rather agree","Yes","Yes","Yes","","Undecided","Yes","Rather disagree","Rather disagree","Rather agree","Undecided","Fully disagree","Rather agree","Rather agree","Rather disagree","Rather agree","Undecided","Fully disagree","Rather agree","Fully agree","Just before/at publication time","No","More than a week","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","Data security issues in data exchange with other institutions","","","","","Yes","this NDFI",""
"15","","","en","260638","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"16","","-1","en","3507826","A public university or state research institution","","Scientific support staff","","Yes","Yes","No","No","Yes","No","No","No","","No","Yes","No","Yes","No","No","Yes","No","","No","","Yes","BIDS","No","","No","","No","","No","","Yes","Git","No","","Yes","OSF","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"17","1980-01-01 00:00:00","7","en","6757216","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","Yes","No","No","Yes","No","No","","No","No","Yes","Yes","Yes","No","No","No","","Yes","","Yes","","No","","Yes","","Yes","","No","","No","","No","","No","","No","","No","","","Mostly","As much as possible","Not at all - I use my own costum solutions","Occasionally","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","No","No","No","","No","No","No","Undecided","Undecided","Undecided","Undecided","Rather disagree","Fully agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Rather agree","Undecided","Yes","Yes","Yes","","Undecided","No","Rather disagree","Undecided","Rather agree","Undecided","Undecided","Rather agree","Undecided","Undecided","Rather agree","Undecided","Rather disagree","Rather agree","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","I don't know","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"18","","","en","3262605","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"19","1980-01-01 00:00:00","7","en","6041378","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","No","No","No","No","Yes","","No","","Yes","DICOM","No","","Yes","Fieldtrip, SPM, FastICA, EEGLAB","Yes","Matlab, SPSS","No","","No","","No","","No","","No","","No","","","Occasionally","Occasionally","This is not relevant for my scientific work","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","As much as possible","Occasionally","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Undecided","Yes","Yes","Yes","Yes","Undecided","Rather agree","Rather disagree","Undecided","Undecided","Fully disagree","Rather disagree","Fully agree","Rather disagree","Undecided","Yes","Yes","Yes","","Yes","Yes","Undecided","Undecided","Rather agree","Undecided","Rather disagree","Rather disagree","Undecided","Fully disagree","Rather agree","Undecided","Undecided","Rather disagree","Rather disagree","Right from the start/during data acquisition","Yes, in my lab","A day","Harmonization and fusion of data from multiple sites and/or studies","Data security issues in data exchange with other institutions","Lack of automatic data quality control","Poor standardization of metadata and derived data","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"20","1980-01-01 00:00:00","7","en","419075","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","No","Yes","Yes","No","Yes","","Yes","Yes","No","Yes","No","No","Yes","No","","Yes","vim","Yes","fif, nifti, snirf, tsv, json, xml, ","No","","Yes","mriqc, mne, fieldtrip, spm, freesurfer, homer","Yes","mne, fieldtrip, spm, freesurfer, homer","Yes","file system","Yes","git","Yes","owncloud","Yes","OpenNeuro","No","","Yes","BIDS ","Metadata collection and augmentation of datasets 
Metadata description terms
A provenance description standard
Provenance tracking in form of e,g, a graph 
Automated data quality control beyond MRI  
I/O from-to toolboxes based on BIDS 
","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","Mostly","Mostly","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","Occasionally","","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather disagree","Rather agree","Rather agree","Undecided","Rather disagree","Rather disagree","Rather agree","Fully disagree","Rather agree","Yes","Yes","Yes","","Undecided","Yes","Rather agree","Rather agree","Fully agree","Rather agree","Fully disagree","Rather agree","Undecided","Fully disagree","Fully agree","Rather agree","Fully disagree","Fully disagree","Rather agree","Right from the start/during data acquisition","Yes, in my lab","Few hours or less","Fragmented data storage","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","","Important survey! I would be very interested in the results. Pls. consider publishing. Such data are missing in the field."
"21","1980-01-01 00:00:00","7","en","3971239","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Research data management focused staff","","No","No","No","No","No","No","No","Yes","Research Data Management","No","No","No","No","No","No","Yes","No","Generic/Multi-Disciplinary Research Data, HPC Data","Yes","InvenioRDM","Yes","HDF5, NetCDF","Yes","TOSCA","Yes","Python","Yes","Python/Scipy, FORTRAN","No","","Yes","GitLab, GitHUB, Git, Mercurial, SVN","Yes","GLOBUS, SCP, SSHFS, FTP","Yes","InvenioRDM, GLOBUS","Yes","FORTRAN","No","","","Mostly","As much as possible","Mostly","Occasionally","Mostly","Mostly","As much as possible","As much as possible","As much as possible","Mostly","Mostly","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Yes","Undecided","Undecided","Yes","Undecided","Rather disagree","Fully agree","Rather agree","Rather agree","Undecided","Undecided","Fully agree","Rather agree","Undecided","Yes","Yes","Yes","","Yes","Yes","Rather agree","Fully agree","Fully agree","Rather agree","Rather disagree","Rather agree","Rather agree","Rather agree","Fully agree","Rather disagree","Fully disagree","Undecided","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","More than a week","Fragmented data storage","Inappropriately documented custom code in non-reproducible computational environments","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","Yes","    BERD@NFDI
    FAIRmat
    NFDI4Earth
    PUNCH4NFDI
    GHGA
    NFDI4Ing
    NFDI4Text+",""
"22","1980-01-01 00:00:00","7","en","8598972","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","Yes","No","No","Yes","No","No","","No","No","Yes","Yes","Yes","No","No","No","","No","","Yes","Imaging (scanimage), ephys (HEKA corp.)","No","","No","","Yes","Matlab, own scripts","No","","Yes","SVN","Yes","sciebo, google, nextcloud, microsoft","No","","Yes","NEURON","No","","Data management and provenance control
elab book
better interaction platforms, alternative to Google drive but with own servers, apps etc.","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Undecided","Yes","Undecided","Fully disagree","Rather agree","Fully agree","Rather agree","Rather disagree","Undecided","Rather agree","Rather disagree","Rather disagree","No","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Fully agree","Fully agree","Fully disagree","Fully agree","Undecided","Fully disagree","Rather agree","Fully agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","Fragmented data storage","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Harmonization and fusion of data from multiple sites and/or studies","","","","","Yes","NFDI neuroscience ",""
"23","","1","en","1081142","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","Yes","No","No","Yes","No","Yes","No","","Yes","Yes","No","No","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"24","1980-01-01 00:00:00","7","en","9608795","A public university or state research institution","","Scientist","","No","No","No","Yes","No","No","Yes","Yes","","Yes","Yes","No","Yes","No","No","Yes","Yes","","Yes","data: xnat+physionet, algorithms: github","Yes","DICOM, EDF","Yes","common workflow language","Yes","matlab, python","Yes","matlab, python, R","No","","Yes","github","Yes","xnat","Yes","physionet","No","","No","","","As much as possible","As much as possible","Occasionally","As much as possible","As much as possible","Not at all - I use my own costum solutions","As much as possible","As much as possible","Mostly","This is not relevant for my scientific work","","Yes","Yes","Yes","No","I have no datasets","Yes","Undecided","Yes","Undecided","Yes","Undecided","Undecided","Rather agree","Fully agree","Rather agree","Undecided","Fully disagree","Fully disagree","Fully agree","Fully agree","Undecided","Yes","Yes","Yes","","Yes","Yes","Fully agree","Rather agree","Fully agree","Fully agree","Rather disagree","Rather agree","Rather disagree","Fully disagree","Fully agree","Rather disagree","","Rather agree","Fully agree","Right from the start/during data acquisition","Yes, in my lab","I don't know","","","","","","","","","","Yes","NFDI4Health",""
"25","","1","en","4800548","A public university or state research institution","","Scientist","","No","Yes","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"26","","4","en","5176355","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","No","No","Yes","No","No","","No","","No","","Yes","datalad","Yes","freesurfer, fsl","Yes","SurfStat (Matlab)","No","","Yes","git","No","","Yes","GitHub","No","","No","","Further organising my folders","Occasionally","Occasionally","Mostly","As much as possible","Mostly","This is not relevant for my scientific work","Mostly","Occasionally","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Rather agree","Undecided","Rather agree","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"27","1980-01-01 00:00:00","7","en","1480131","A public university or state research institution","","Scientist","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","No","","Yes","datalad","No","","No","","Yes","SPM, FSL, matlab","Yes","SPM, FSL, matlab","No","","Yes","datalad","No","","No","","No","","No","","","Occasionally","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Mostly","Mostly","This is not relevant for my scientific work","Occasionally","Occasionally","Occasionally","This is not relevant for my scientific work","","Yes","Yes","Yes","No","I have no datasets","Yes","Yes","Yes","","","","","Undecided","Rather agree","Undecided","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Rather agree","Yes","No","Yes","","Undecided","No","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Undecided","Rather disagree","Undecided","Rather agree","Undecided","Fully disagree","Undecided","Rather agree","After some (exploratory) analysis","Yes, in my lab","I don't know","Harmonization and fusion of data from multiple sites and/or studies","Data security issues in data exchange with other institutions","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","","","","","","No","",""
"28","","1","en","1871592","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","Yes","No","No","Yes","No","Yes","No","","Yes","No","No","No","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"29","1980-01-01 00:00:00","7","en","4917567","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","Yes","No","No","No","No","No","Yes","","Yes","No","No","No","No","No","Yes","Yes","","No","","Yes","nifti, cifti, gifti, tsv, csv","Yes","DataLad","Yes","fMRIPrep, dMRIPrep, QSIPrep, CAT, FSL","Yes","scikit-learn, julearn","Yes","DataLad","Yes","git, DataLad","No","","No","","No","","No","","","Occasionally","As much as possible","Mostly","As much as possible","As much as possible","As much as possible","As much as possible","Occasionally","Occasionally","Occasionally","","Yes","No","No","No","I have no datasets","Yes","Yes","Yes","Undecided","Undecided","Undecided","Undecided","Rather disagree","Undecided","Rather agree","Rather agree","Rather disagree","Rather disagree","Undecided","Rather disagree","Undecided","No","Yes","No","","No","No","Rather disagree","Undecided","Rather disagree","Rather disagree","Fully disagree","Rather agree","Fully agree","Rather disagree","Fully agree","Fully agree","Fully disagree","Rather agree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","I don't know","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Data security issues in data exchange with other institutions","","","","","No","",""
"30","","1","en","8973061","A public university or state research institution","","Student or early career researcher","","Yes","No","No","No","No","Yes","No","No","","Yes","No","No","No","No","No","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"31","1980-01-01 00:00:00","7","en","112601","A public university or state research institution","","Scientist","","No","Yes","No","Yes","Yes","No","No","No","","Yes","No","No","Yes","No","No","Yes","Yes","","No","","Yes","FIFF, NIFTI, DICOM, dcm2niix","Yes","Snakemake, Datalad","Yes","Python, R, Make, MatLab, SPM, Freesurfer, fmriprep,","Yes","Scripting languages","Yes","datalad","Yes","Git, datalad","Yes","Gin, Github, datalad, dropbox/gdrive, weshare","Yes","Gin, Zenodo","No","","No","","","This is not relevant for my scientific work","Mostly","Mostly","Mostly","Mostly","Mostly","Mostly","Mostly","Mostly","This is not relevant for my scientific work","Mostly","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Rather disagree","Undecided","Undecided","Rather disagree","Undecided","Undecided","Undecided","Undecided","Yes","Yes","No","","Yes","No","Undecided","Undecided","Undecided","Rather agree","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather agree","Undecided","Rather agree","Rather agree","Rather disagree","After some (exploratory) analysis","No","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","Other (as described above)","","","","","No","","The question ""To what degree do you use available tools or standards? "" confused me. Tools are used for all of these tasks, what else would I perform them with?"
"32","1980-01-01 00:00:00","7","en","3643824","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","Yes","No","Yes","Yes","No","Yes","Yes","","Yes","Yes","No","Yes","No","No","Yes","Yes","","No","","Yes","dcm2niix conversion Dicom to Nifti, Python libaries to convert closed source files (matlab, eyelink eyetracking files, xlsx, ...) to open formats","Yes","DataLad, Make","Yes","Bash, Python, Nipype, Freesurfer","Yes","Python libraries (sklearn, nipy, mne-python, ...) FSL, ","Yes","DataLad, Git","Yes","DataLad, Git, git-annex","Yes","datalad, gin.g-node.org and other repo hosting, OSF","Yes","OSF, gin.g.node.org, Figshare, Zenodo, Github+datalad special remote","No","","No","","BIDS standard for MEG derivatives","Occasionally","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","Occasionally","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Fully disagree","Rather disagree","Undecided","Rather disagree","Rather agree","Fully agree","Rather disagree","Undecided","Yes","Yes","Yes","all of the above","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Fully disagree","Fully agree","Fully agree","Rather disagree","Rather agree","Undecided","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","Few hours or less","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","","","","","No","",""
"33","","5","en","7881316","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"34","1980-01-01 00:00:00","7","en","8475110","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","Yes","Yes","No","No","Yes","No","Yes","No","","Yes","Yes","No","Yes","No","No","Yes","No","","Yes","DataLad","Yes","Heudiconv, dcm2niix","Yes","DataLad","Yes","fmriprep","Yes","FSL, nilearn","Yes","DataLad","Yes","DataLad","Yes","DataLad, GIN, Sciebo","Yes","DataLad","No","","No","","","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather disagree","Undecided","Rather agree","Rather disagree","Fully disagree","Fully disagree","Fully agree","Fully disagree","Rather agree","Yes","Yes","Yes","","Yes","Yes","Fully agree","Rather agree","Fully agree","Fully agree","Rather disagree","Rather agree","Rather agree","Fully disagree","Fully agree","Fully agree","Fully disagree","Rather agree","Undecided","Right from the start/during data acquisition","Yes, in my lab","More than a week","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Fragmented data storage","Lack of automatic data quality control","","","","","","No","",""
"35","","","en","8731601","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"36","1980-01-01 00:00:00","7","en","8232676","A public university or state research institution","","Other","Research engineer","Yes","Yes","No","No","Yes","Yes","No","Yes","","Yes","Yes","Yes","Yes","No","No","Yes","No","","No","","Yes","BIDS","No","","No","","No","","No","","Yes","Git","Yes","Sciebo","Yes","OSF","No","","No","","A standardized data format similar to BIDS for single cell recordings","Occasionally","Occasionally","Not at all - I use my own costum solutions","Occasionally","Mostly","This is not relevant for my scientific work","As much as possible","As much as possible","As much as possible","Mostly","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have no datasets","No","Yes","Undecided","Undecided","Undecided","Undecided","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Fully disagree","Rather disagree","Fully agree","Undecided","Undecided","No","Yes","No","","No","Yes","Undecided","Undecided","Fully agree","Rather agree","Rather disagree","Rather disagree","Fully disagree","Fully disagree","Rather agree","Fully agree","Rather disagree","Rather disagree","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","I don't know","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","","","","","No","",""
"37","","1","en","4968578","A public university or state research institution","","Student or early career researcher","","No","No","No","No","Yes","Yes","No","No","","Yes","No","No","Yes","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"38","","","en","144861","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"39","1980-01-01 00:00:00","7","en","5818570","A public university or state research institution","","Research data management focused staff","","No","No","No","No","No","No","No","Yes","","Yes","Yes","No","Yes","No","No","Yes","No","","Yes","datalad + metalad-extension","No","","No","","No","","No","","Yes","datalad","Yes","datalad","Yes","datalad, github","Yes","datalad, github gin","No","","No","","","Mostly","Mostly","Occasionally","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","Mostly","Yes","Yes","Yes","No","I have no datasets","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Rather agree","Undecided","Undecided","Undecided","Fully agree","Undecided","Rather agree","No","Yes","Yes","","Yes","Undecided","Undecided","Undecided","Rather agree","Rather agree","Fully disagree","Undecided","Fully agree","Fully disagree","Fully agree","Fully agree","Undecided","Rather disagree","Fully disagree","Right from the start/during data acquisition","No","I don't know","","","","","","","","","","No","",""
"40","1980-01-01 00:00:00","7","en","8658270","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","No","No","No","Yes","Yes","No","No","","Yes","No","No","No","No","No","Yes","No","","Yes","DataLad","No","","No","","Yes","Matlab; SPM (statistical parametric mapping)","Yes","R; SPM; FSL (FMRIB Software Library v6.0)","Yes","Git; DataLad","Yes","Git; DataLad","No","","Yes","Zenodo","No","","No","","","As much as possible","","","As much as possible","Occasionally","Mostly","As much as possible","","As much as possible","","","Yes","No","Yes","No","I have no datasets","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Rather disagree","Undecided","Rather disagree","Rather disagree","Undecided","Rather agree","Rather agree","Rather disagree","No","Yes","Yes","","Yes","Yes","Undecided","Rather agree","Rather agree","Rather disagree","Rather disagree","Undecided","Rather agree","Rather disagree","Rather agree","Rather agree","Undecided","Rather disagree","Rather disagree","After some (exploratory) analysis","Yes, in my lab","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"41","1980-01-01 00:00:00","7","en","5835640","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","No","","Yes","DataLad, BIDS","Yes","DataLad, BIDS","Yes","DataLad, BIDS","Yes","fMRIprep","Yes","Python, JASP, FSL","Yes","DataLad","Yes","DataLad","Yes","Sciebo, DataLad","Yes","DataLad","No","","No","","","Mostly","Mostly","Mostly","As much as possible","As much as possible","As much as possible","As much as possible","Mostly","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","No","No","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Undecided","Undecided","Undecided","Rather disagree","Rather disagree","Fully disagree","Fully disagree","Undecided","Fully agree","Fully disagree","Rather agree","Yes","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Fully agree","Rather agree","Fully disagree","Rather agree","Rather agree","Fully disagree","Fully agree","Rather agree","Rather disagree","Rather agree","Rather agree","Right from the start/during data acquisition","Yes, in my lab","More than a week","Data security issues in data exchange with other institutions","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Inappropriately documented custom code in non-reproducible computational environments","","","","","","","No","",""
"42","","3","en","3203391","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","Yes","No","No","No","No","No","No","","Yes","No","No","No","No","No","No","No","","No","","No","","Yes","bash, datalad","Yes","fsl, freesurfer ","Yes","SurfStat","No","","No","","No","","No","","No","","No","","","Mostly","Mostly","Mostly","Mostly","Occasionally","This is not relevant for my scientific work","Mostly","Mostly","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"43","","","en","8510033","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"44","1980-01-01 00:00:00","7","en","2939995","A public university or state research institution","","Scientist","","No","No","No","No","Yes","No","No","No","","Yes","No","No","No","No","No","No","No","","No","","Yes","BIDS","No","","Yes","SPM, CAT, FSL, ANTs","Yes","SciKit learn","No","","Yes","Git","No","","Yes","OpenNeuro","No","","No","","","","Mostly","","As much as possible","As much as possible","","As much as possible","","Occasionally","","","Yes","No","No","No","I have no datasets","Yes","Yes","Yes","Yes","Yes","Undecided","Yes","Undecided","Rather disagree","Rather agree","Rather agree","Rather disagree","Undecided","Undecided","Fully disagree","Undecided","No","Yes","Yes","","Yes","Undecided","Rather disagree","Rather disagree","Rather agree","Fully disagree","Fully disagree","Fully agree","Rather disagree","Fully disagree","Fully agree","Rather agree","Fully disagree","Rather agree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","I don't know","","","","","","","","","","No","",""
"45","","5","en","9169875","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"46","1980-01-01 00:00:00","7","en","7029389","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","No","No","No","No","No","No","Yes","","Yes","No","No","Yes","No","Yes","Yes","Yes","","No","","No","","No","","Yes","fmriprep, dpabi, spm, fsl","Yes","spss, R, python","No","","No","","Yes","owncloud","Yes","github, datalad","No","","No","","data collection","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","Not at all - I use my own costum solutions","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Undecided","Undecided","Undecided","Rather agree","Rather disagree","Rather disagree","Undecided","Undecided","Rather disagree","Rather agree","Undecided","Undecided","No","Yes","Yes","","Undecided","Yes","Undecided","Undecided","Undecided","Undecided","Undecided","Rather agree","Rather agree","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Only to archive data after publication","Yes, in my institution (shared with other groups)","Less then a week","Poor standardization of metadata and derived data","Data security issues in data exchange with other institutions","Inappropriately documented custom code in non-reproducible computational environments","","","","","","","No","","no"
"47","1980-01-01 00:00:00","7","en","7637320","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientific support staff","","No","No","No","No","No","No","Yes","No","","Yes","Yes","No","Yes","No","Yes","Yes","Yes","","Yes","BIDS, datalad","Yes","datalad","Yes","datalad","Yes","containerized pipelines, datalad","Yes","julearn","Yes","datalad","Yes","git, datalad","No","","No","","No","","No","","data access, pre-processing, and feature extraction in a toolbox. 
Standards for raw, processed and derivatives data archiving and sharing ","As much as possible","As much as possible","As much as possible","As much as possible","Mostly","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","","No","No","Yes","No","I have no datasets","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather disagree","Rather agree","Rather agree","Rather agree","Fully disagree","Undecided","Rather agree","Undecided","Undecided","No","Yes","Yes","","No","Yes","Undecided","Rather disagree","Undecided","Rather disagree","Fully agree","Fully agree","Rather agree","Rather disagree","Fully agree","Fully agree","Fully disagree","Rather agree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","Less then a week","Harmonization and fusion of data from multiple sites and/or studies","Fragmented data storage","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","","","","","No","",""
"48","1980-01-01 00:00:00","7","en","7098436","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientist","","No","No","No","No","No","No","Yes","Yes","","Yes","No","No","No","No","No","Yes","Yes","","No","","No","","Yes","DataLad","Yes","Python","Yes","Python, Julearn","No","","Yes","git & DataLad ","Yes","DataLad","No","","No","","No","","","Mostly","Mostly","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","As much as possible","Mostly","Mostly","Occasionally","Mostly","Yes","No","No","No","I have no datasets","Yes","Yes","Yes","Yes","Yes","No","No","Undecided","Rather agree","Rather disagree","Undecided","Fully disagree","Rather disagree","Undecided","Undecided","Rather agree","Yes","Yes","No","","Yes","Yes","Rather disagree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Undecided","Undecided","","Undecided","Rather disagree","Rather disagree","Fully agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","Few hours or less","Lack of automatic data quality control","Data security issues in data exchange with other institutions","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"49","1980-01-01 00:00:00","7","en","2580220","A public university or state research institution","","Student or early career researcher","","No","No","No","No","Yes","No","Yes","Yes","","Yes","No","No","No","No","No","Yes","Yes","","Yes","Datalad","No","","Yes","Datalad","Yes","Nilearn, Freesurfer, fmriprep","Yes","scikit-learn, nilearn, Julearn, pingouin, statsmodels, scipy, numpy, pandas","No","","Yes","git","No","","No","","No","","No","","","Occasionally","As much as possible","Occasionally","Mostly","As much as possible","This is not relevant for my scientific work","As much as possible","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","Yes","No","No","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","No","Yes","Yes","Yes","Rather disagree","Rather agree","Rather disagree","Rather agree","Rather agree","Rather disagree","Undecided","Fully agree","Rather agree","Yes","Yes","No","","Yes","Yes","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Fully disagree","Fully agree","Rather agree","Fully disagree","Fully agree","Fully agree","Rather disagree","Undecided","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","I don't know","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","Data security issues in data exchange with other institutions","Lack of automatic data quality control","Other (as described above)","","","","","No","",""
"50","","1","en","1605794","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","No","No","Yes","","No","No","No","No","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"51","1980-01-01 00:00:00","7","en","288308","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","No","No","Yes","No","Yes","No","","Yes","No","No","Yes","No","No","Yes","Yes","","Yes","DataLad","No","","Yes","DataLad","Yes","fmriPrep, FSL, SPM","Yes","FSL, SPM","Yes","","No","","No","","No","","No","","No","","","As much as possible","As much as possible","As much as possible","Mostly","Occasionally","As much as possible","Occasionally","Occasionally","Not at all - I use my own costum solutions","Mostly","","Yes","No","No","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Yes","Yes","Undecided","Yes","Undecided","Rather disagree","Fully agree","Fully agree","Rather agree","Undecided","Fully agree","Rather agree","Rather agree","Rather agree","No","No","Yes","","Yes","Yes","Rather agree","Fully agree","Fully agree","Rather agree","Undecided","Rather disagree","Rather disagree","Fully disagree","Rather agree","Rather disagree","Fully disagree","Rather disagree","Rather disagree","Right from the start/during data acquisition","Yes, in my lab","A day","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Fragmented data storage","Inappropriately documented custom code in non-reproducible computational environments","","","","","No","",""
"52","","1","en","6624158","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","Yes","No","No","No","No","Yes","No","No","","No","No","No","No","No","No","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"53","1980-01-01 00:00:00","7","en","2255866","A public university or state research institution","","Research data management focused staff","","No","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","Yes","","Yes","DataLad","Yes","BIDS","Yes","DataLad","No","","No","","Yes","DataLad","Yes","DataLad","Yes","DataLad, GIN, GitHub","Yes","DataLad, GIN","No","","No","","","Mostly","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","As much as possible","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather disagree","Fully agree","No","No","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather agree","Rather disagree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","Data security issues in data exchange with other institutions","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","","","","","No","",""
"54","1980-01-01 00:00:00","7","en","1406856","A public university or state research institution","","Scientist","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","No","","No","","Yes","","No","","Yes","","Yes","","No","","No","","Yes","","Yes","","No","","No","","","This is not relevant for my scientific work","As much as possible","This is not relevant for my scientific work","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Yes","Yes","Yes","Undecided","No","No","Fully disagree","Fully agree","Fully agree","Fully agree","Rather agree","Undecided","Undecided","Rather agree","Fully agree","Yes","Yes","Yes","","Undecided","No","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Undecided","Rather agree","Rather agree","Rather agree","Rather disagree","Fully disagree","Fully disagree","Rather agree","Fully agree","Only to archive data after publication","No","More than a week","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","","","","","","","No","",""
"55","","1","en","266682","A public university or state research institution","","Student or early career researcher","","Yes","Yes","No","No","No","No","No","No","","Yes","Yes","No","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"56","","6","en","7112843","A public university or state research institution","","Student or early career researcher","","Yes","Yes","No","No","No","No","No","No","","Yes","No","Yes","Yes","No","No","Yes","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"57","","-1","en","4764168","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"58","1980-01-01 00:00:00","7","en","2482313","A public university or state research institution","","Scientist","","Yes","Yes","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","Yes","","Yes","","Yes","","No","","Yes","","Yes","","No","","No","","No","","No","","No","","No","","","Mostly","Occasionally","Mostly","As much as possible","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","No","Yes","Yes","Yes","Undecided","Undecided","Rather agree","Fully agree","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather agree","Rather disagree","Undecided","Yes","Yes","No","","Yes","Yes","Rather disagree","Undecided","Rather agree","Rather disagree","Undecided","Rather agree","Rather agree","Rather disagree","Rather agree","Rather agree","Fully disagree","Undecided","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","Data security issues in data exchange with other institutions","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Fragmented data storage","Lack of automatic data quality control","Poor standardization of metadata and derived data","","","","","No","",""
"59","1980-01-01 00:00:00","7","en","8119059","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","No","No","No","No","No","","No","No","Yes","Yes","Yes","No","No","No","","No","","No","","No","","No","","Yes","matlab, excel, sigma plot, ethovision","No","","No","","No","","No","","No","","No","","behavior","This is not relevant for my scientific work","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","","No","No","Yes","No","No","Rather disagree","Rather agree","Fully agree","Fully agree","Undecided","Undecided","Rather disagree","Rather agree","Undecided","Yes","Yes","No","","Yes","Yes","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Rather disagree","Fully agree","Rather disagree","Rather agree","Rather disagree","Rather disagree","Fully disagree","Fully agree","Fully agree","Just before/at publication time","No","I don't know","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Fragmented data storage","","","","","No","",""
"60","","1","en","3148360","A public university or state research institution","","Scientist","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"61","","1","en","1384620","A public university or state research institution","","Student or early career researcher","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","Yes","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"62","","1","en","7478021","A public university or state research institution","","Scientist","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","Yes","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"63","1980-01-01 00:00:00","7","en","3236245","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","No","No","No","Yes","Yes","No","Yes","","Yes","No","No","Yes","No","No","Yes","Yes","","Yes","Datalad","No","","No","","Yes","Python","Yes","Python","Yes","Datalad","Yes","git","Yes","Datalad","No","","No","","No","","Data workflow management","Occasionally","Mostly","Not at all - I use my own costum solutions","As much as possible","As much as possible","Mostly","As much as possible","As much as possible","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","No","No","No","I have no datasets","Yes","Yes","Yes","Undecided","Undecided","Yes","No","Undecided","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Rather agree","Undecided","Yes","Yes","Yes","","No","No","Rather disagree","Rather disagree","Undecided","Fully disagree","Rather disagree","Undecided","Undecided","Fully disagree","Fully agree","Undecided","Undecided","Rather agree","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","I don't know","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","Data security issues in data exchange with other institutions","Inappropriately documented custom code in non-reproducible computational environments","","","","","No","",""
"64","","1","en","3747163","A public university or state research institution","","Other","Therapist","No","No","No","Yes","No","No","No","No","","No","No","No","No","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"65","1980-01-01 00:00:00","7","en","9027080","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","No","No","No","No","No","No","No","","Yes","No","No","No","No","No","No","No","","No","","No","","Yes","datalad","Yes","fsl freesurfer ","Yes","Matlab ","No","","Yes","git and datalad","Yes","datalad","Yes","GitHub","No","","No","","","Occasionally","Occasionally","Occasionally","Occasionally","Occasionally","This is not relevant for my scientific work","Occasionally","Occasionally","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Fully agree","","Undecided","Undecided","Undecided","Undecided","Rather agree","Rather agree","Rather agree","Yes","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Undecided","Undecided","Rather disagree","Fully agree","Fully agree","Rather disagree","Undecided","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","A day","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Fragmented data storage","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","","No","",""
"66","1980-01-01 00:00:00","7","en","3893912","A public university or state research institution","","Student or early career researcher","","Yes","Yes","No","No","Yes","Yes","Yes","Yes","","Yes","Yes","No","Yes","No","No","Yes","Yes","","No","","Yes","BIDS","No","","Yes","Freesurfer, FSL","No","","No","","Yes","Git","Yes","sciebo","Yes","osf","No","","No","","","This is not relevant for my scientific work","As much as possible","This is not relevant for my scientific work","As much as possible","Not at all - I use my own costum solutions","This is not relevant for my scientific work","As much as possible","As much as possible","As much as possible","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","No","Yes","Yes","Rather disagree","Fully agree","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather disagree","Fully agree","Undecided","Yes","Yes","No","","No","No","Rather disagree","Rather disagree","Undecided","Undecided","Fully disagree","Fully agree","Undecided","Fully disagree","Fully agree","Fully agree","Undecided","Rather disagree","Rather agree","After some (exploratory) analysis","No","A day","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","Fragmented data storage","Lack of automatic data quality control","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"67","1980-01-01 00:00:00","7","en","2388321","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","Yes","No","No","No","No","No","No","","Yes","No","No","No","No","No","Yes","No","","No","","No","","No","","No","","Yes","matlab, python, datalad","No","","Yes","datalad","No","","No","","No","","No","","","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","As much as possible","As much as possible","Mostly","As much as possible","Mostly","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","No","No","I have no datasets","Yes","Yes","Yes","Undecided","No","Undecided","Undecided","Rather disagree","Undecided","Undecided","Undecided","Rather disagree","Rather disagree","Undecided","Rather agree","Undecided","Yes","Yes","Yes","","No","No","Rather disagree","Rather disagree","Fully agree","Rather disagree","Fully disagree","Undecided","Undecided","Undecided","Fully agree","Undecided","Rather disagree","Rather agree","Fully agree","After some (exploratory) analysis","Yes, in my lab","I don't know","","","","","","","","","","","",""
"68","1980-01-01 00:00:00","7","en","259868","A public university or state research institution","","Scientific support staff","","No","No","No","No","No","No","Yes","Yes","","Yes","Yes","No","Yes","No","No","Yes","Yes","","Yes","DataLad","Yes","nifti, JSON","Yes","Nipype, HTCondor","Yes","fmriprep, FSL, CAT","No","","Yes","DataLad, git","Yes","git","Yes","DataLad with private-infra","Yes","DataLad with Gin/OpenfMRI","No","","No","","","As much as possible","As much as possible","As much as possible","As much as possible","Mostly","As much as possible","As much as possible","Mostly","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Undecided","Rather disagree","Rather disagree","Rather disagree","Fully disagree","Rather disagree","Fully agree","Fully disagree","Rather agree","No","No","Yes","","Yes","Yes","Fully agree","Fully agree","Fully agree","Fully agree","Undecided","Rather disagree","Rather disagree","Fully disagree","Fully agree","Fully agree","Rather disagree","Rather disagree","Fully disagree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","Few hours or less","Inappropriately documented custom code in non-reproducible computational environments","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","","","","","","","No","",""
"69","1980-01-01 00:00:00","7","en","4134376","A public university or state research institution","","Scientist","","No","No","No","Yes","No","Yes","Yes","No","","Yes","Yes","No","No","No","No","Yes","Yes","","No","","No","","No","","Yes","TVB-pipeline","Yes","Python, Matlab","No","","No","","Yes","University-specific drive, Google drive, Dropbox ","No","","Yes","TVB","No","","Data-preprocessing 
Simulation ","This is not relevant for my scientific work","As much as possible","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","As much as possible","","As much as possible","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Yes","No","Yes","Yes","No","Undecided","Fully disagree","Fully disagree","Fully disagree","Fully agree","Rather agree","Rather agree","Fully disagree","Fully disagree","Fully agree","Yes","No","Yes","","Yes","No","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Rather disagree","Rather disagree","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Rather agree","Rather agree","Undecided","Right from the start/during data acquisition","No","Few hours or less","Lack of automatic data quality control","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","","","","","No","",""
"70","1980-01-01 00:00:00","7","en","9892276","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientist","","No","Yes","No","No","Yes","No","No","Yes","","Yes","Yes","No","Yes","No","No","Yes","Yes","","No","","Yes","BIDS","Yes","Datalad","Yes","SPM, CONN, FMRIPREP, MNE-Python","Yes","MNE-Python, NICE, Scikit-Learn, Nilearn","No","","Yes","GIT, GITLAB, GITHUB","No","","No","","No","","No","","Data Management, including Metadata","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","","As much as possible","As much as possible","As much as possible","","","Yes","Yes","No","No","I have no datasets","Yes","Yes","Yes","Yes","Yes","No","No","Undecided","Rather agree","Rather agree","Rather agree","Undecided","Rather disagree","Rather agree","Fully agree","Rather agree","No","Yes","Yes","","Yes","No","Undecided","Rather agree","Rather agree","Undecided","Fully disagree","Rather agree","Fully agree","Fully disagree","Rather agree","Undecided","Undecided","Fully agree","Fully agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Inappropriately documented custom code in non-reproducible computational environments","","","","","No","",""
"71","","","en","7058251","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"72","","6","en","5614430","A private sector company / industry vendor","","Independent scientist and group leader / professor","","No","No","No","Yes","Yes","No","Yes","Yes","","No","Yes","Yes","Yes","No","No","Yes","Yes","","No","","Yes","EDF","No","","Yes","MNE","Yes","MNE, sci-kit, tensorflow","No","","Yes","GIT","No","","Yes","zenoodo","No","","No","","almost all of them","Occasionally","As much as possible","Not at all - I use my own costum solutions","Mostly","Mostly","This is not relevant for my scientific work","As much as possible","Not at all - I use my own costum solutions","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Rather agree","Rather disagree","Fully disagree","Rather agree","Undecided","Rather agree","Undecided","Fully disagree","Yes","Yes","No","","No","Undecided","Fully agree","Rather agree","Undecided","Rather agree","Fully disagree","Rather disagree","Undecided","Rather disagree","Fully agree","Rather agree","Fully disagree","Rather disagree","Undecided","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","","","","","","","","","","","",""
"73","","1","en","6897398","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","No","No","No","Yes","No","No","Yes","","Yes","No","No","Yes","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"74","1980-01-01 00:00:00","7","en","7643701","A public university or state research institution","","Student or early career researcher","","Yes","No","No","Yes","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","Occasionally","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Occasionally","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","No","No","No","Yes","I have a multiple data sets that should be made available with sufficient information for reuse","No","Yes","Undecided","Yes","Undecided","Undecided","Undecided","Rather disagree","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Rather agree","Rather agree","Yes","Yes","No","","No","No","Rather disagree","Rather disagree","Rather agree","Undecided","Rather disagree","Rather agree","Rather agree","Undecided","Rather agree","Rather agree","Rather disagree","Rather agree","Fully agree","After some (exploratory) analysis","No","I don't know","Data security issues in data exchange with other institutions","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"75","","2","en","7526311","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","No","No","No","Yes","No","No","No","","Yes","No","No","No","No","No","Yes","Yes","","No","","No","","No","","No","","Yes","FreeSurfer, FSL, SPM etc. ","No","","Yes","Git, Docker, Travis","No","","No","","No","","No","","We develop tools (FreeSurfer, FastSurfer, image registration, segmentation, classification etc). ","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","Mostly","This is not relevant for my scientific work","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"76","","1","en","4700451","A public university or state research institution","","Student or early career researcher","","Yes","Yes","No","No","No","No","No","No","","No","No","Yes","Yes","No","No","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"77","","1","en","923324","Other","the first two","Independent scientist and group leader / professor","","No","No","No","No","Yes","No","No","Yes","","Yes","No","No","Yes","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"78","1980-01-01 00:00:00","7","en","515267","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"79","1980-01-01 00:00:00","7","en","9806361","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","No","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","No","","No","","Yes","BIDS","No","","Yes","MNE, Fieldtrip, freesurfer, SPM","Yes","MNE, Fieldtrip, freesurfer, SPM","No","","Yes","GitHub","Yes","XNAT","Yes","XNAT","No","","No","","metadata, provenance tracking, data workflow management","Occasionally","Occasionally","","Occasionally","Occasionally","","","","","","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","No","Yes","Yes","Rather disagree","Rather agree","Rather agree","Rather agree","Undecided","Rather agree","Undecided","Rather agree","Fully agree","Yes","Yes","No","","No","No","Undecided","Undecided","Undecided","Undecided","Rather disagree","Fully agree","Fully agree","Rather disagree","Rather agree","Undecided","Undecided","Rather agree","Fully agree","Right from the start/during data acquisition","No","I don't know","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"80","1980-01-01 00:00:00","7","en","7486005","A public university or state research institution","","Student or early career researcher","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","No","No","No","No","No","","No","","No","","Yes","Datalad","Yes","Datalad","Yes","Datalad","No","","No","","No","","No","","No","","No","","","Mostly","Mostly","Mostly","Mostly","Mostly","Mostly","Mostly","This is not relevant for my scientific work","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","No","No","Yes","No","I have no datasets","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Fully agree","Fully disagree","Fully agree","Rather disagree","Fully disagree","Undecided","Fully agree","Undecided","Undecided","No","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Fully disagree","Fully agree","Undecided","Undecided","Fully agree","Fully agree","Fully disagree","Undecided","Undecided","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","Few hours or less","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","Fragmented data storage","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","","No","",""
"81","","","en","8010944","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"82","","3","en","7596703","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","No","No","No","Yes","Yes","","No","No","No","Yes","No","Yes","Yes","No","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","No","","Yes","","Yes","","Yes","","Yes","","","Not at all - I use my own costum solutions","Mostly","Mostly","Mostly","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"83","1980-01-01 00:00:00","7","en","3950686","A public university or state research institution","","Student or early career researcher","","Yes","Yes","No","No","No","No","No","No","","No","No","Yes","Yes","No","No","No","No","","No","","Yes","NEO (python)","No","","Yes","Klusta, phy-gui","Yes","Multiple python toolboxes (elegant, scikit-learn, fieldtrip)","No","","Yes","Gitlab, github","No","","Yes","EBRAINS","No","","No","","","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","As much as possible","As much as possible","Not at all - I use my own costum solutions","As much as possible","Occasionally","Mostly","This is not relevant for my scientific work","Mostly","No","Yes","Yes","No","I have a one gold data set that should be made available with sufficient information for reuse","No","Undecided","Undecided","Yes","No","Undecided","Yes","Rather disagree","Fully agree","Fully agree","Fully agree","Undecided","Undecided","Rather agree","Rather agree","Rather agree","No","No","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Rather disagree","Fully disagree","Fully disagree","Fully agree","Rather agree","Rather agree","Rather agree","Fully agree","After some (exploratory) analysis","No","I don't know","","","","","","","","","","No","","As a PhD students I encounter the issue that my phd is funded by an EU institution which demands to publish data in an publicly available ripository. However, I often see that PI's dont want to do this, but instead als to curator an older dataset from much earlier work instead, collected by someone else. This is very time consuming when you are not familiar with the data - and not rewarding in terms of career output. I feel the issues are more political, not so much technological."
"84","1980-01-01 00:00:00","7","en","6963319","A public university or state research institution","","Research data management focused staff","","Yes","Yes","Yes","Yes","Yes","No","Yes","Yes","","Yes","Yes","Yes","Yes","Yes","Yes","No","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","No","","Yes","","Yes","","Yes","","No","","Yes","","Data Sharing and Standardisation ","As much as possible","As much as possible","As much as possible","As much as possible","Mostly","Mostly","As much as possible","As much as possible","As much as possible","Occasionally","As much as possible","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Rather disagree","Rather disagree","Rather agree","Undecided","Fully agree","Fully agree","Undecided","Rather disagree","Yes","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Fully agree","Rather disagree","Rather agree","Rather agree","Fully agree","Fully agree","Fully agree","Rather agree","Rather agree","Rather agree","Right from the start/during data acquisition","Yes, in my lab","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Data security issues in data exchange with other institutions","","","","","Yes","NFDI neuroscience 
NFDI4BIOIMAGE",""
"85","1980-01-01 00:00:00","7","en","2964539","A public university or state research institution","","Tenured research staff","","No","No","Yes","No","No","No","No","No","","No","No","Yes","No","Yes","No","Yes","No","","Yes","","No","","No","","Yes","","Yes","","No","","No","","Yes","","Yes","","Yes","","No","","","As much as possible","Occasionally","Not at all - I use my own costum solutions","Mostly","As much as possible","Occasionally","Occasionally","As much as possible","Mostly","Mostly","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Yes","Yes","Yes","Undecided","Yes","Undecided","Undecided","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather disagree","Undecided","No","Yes","No","","Yes","Yes","Undecided","Rather agree","Undecided","Undecided","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather agree","Undecided","Rather disagree","Undecided","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","Fragmented data storage","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Data security issues in data exchange with other institutions","","","","","No","",""
"86","","1","en","120586253","A public university or state research institution","","Scientist","","Yes","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"87","1980-01-01 00:00:00","7","en","1687130642","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Research data management focused staff","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"88","1980-01-01 00:00:00","7","en","841395704","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","No","No","No","Yes","No","No","","No","No","Yes","Yes","No","No","No","No","","No","","No","","No","","No","","No","","No","","Yes","git","No","","Yes","university's platform","Yes","python","No","","","Occasionally","As much as possible","This is not relevant for my scientific work","Mostly","As much as possible","Not at all - I use my own costum solutions","As much as possible","Mostly","As much as possible","As much as possible","","Yes","No","Yes","No","I have no datasets","Yes","Yes","Yes","Yes","Yes","Undecided","Undecided","Fully agree","Fully disagree","Rather disagree","Fully disagree","Undecided","Rather agree","Fully agree","Rather disagree","Rather disagree","No","Yes","Yes","","Yes","Yes","Undecided","Undecided","Undecided","","Rather agree","Rather agree","Rather agree","Fully agree","Fully agree","Undecided","Fully disagree","Rather agree","Rather agree","Just before/at publication time","Yes, in my institution (shared with other groups)","Less then a week","Fragmented data storage","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","","","No","",""
"89","1980-01-01 00:00:00","7","en","1362289172","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","Yes","","No","","No","","No","","Yes","SPM","Yes","SPM","No","","No","","No","","Yes","OSF zenodo","No","","No","","","Occasionally","Mostly","Not at all - I use my own costum solutions","As much as possible","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","As much as possible","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Undecided","Undecided","Yes","Undecided","Undecided","Undecided","Undecided","Fully agree","Fully agree","Rather agree","Undecided","Rather disagree","Undecided","Fully agree","Fully agree","Yes","No","Yes","","Undecided","No","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Rather agree","Rather agree","Undecided","Fully disagree","Undecided","Fully agree","Only to archive data after publication","No","Less then a week","Data security issues in data exchange with other institutions","Other (as described above)","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"90","1980-01-01 00:00:00","7","en","2131491078","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","Yes","No","No","","Yes","ENIGMA","No","","No","","Yes","MRI: SPM, etc. ","Yes","MRI: SPM, etc.","No","","No","","Yes","","Yes","","No","","No","","","Mostly","As much as possible","Not at all - I use my own costum solutions","As much as possible","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","As much as possible","As much as possible","This is not relevant for my scientific work","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","No","Rather disagree","Fully agree","Rather agree","Fully agree","Rather disagree","Rather disagree","Fully agree","Fully disagree","Fully agree","Yes","Yes","Yes","","Undecided","Yes","Rather disagree","Fully disagree","Fully agree","Undecided","Fully disagree","Rather agree","Rather disagree","Fully disagree","Fully agree","Fully agree","Fully disagree","Rather agree","Fully agree","Right from the start/during data acquisition","Yes, in my lab","More than a week","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Fragmented data storage","","","","","","","Yes","The Adaptive Mind, SFBs",""
"92","1980-01-01 00:00:00","7","en","1132996094","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","Yes","No","No","Yes","Yes","No","No","","Yes","No","No","Yes","No","No","No","No","","Yes","Datalad","Yes",".nii, BIDS","Yes","Datalad","Yes","FSL, Nipype, Nilearn","Yes","FSL, Nipype, Nilearn","No","","Yes","Datalad","No","","No","","No","","No","","","Occasionally","As much as possible","Mostly","As much as possible","As much as possible","Mostly","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","No","No","No","I have no datasets","Yes","No","Yes","Yes","Yes","Yes","Yes","Rather agree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Undecided","Undecided","Undecided","Undecided","No","No","Yes","","Yes","Yes","Rather disagree","Rather agree","Undecided","Rather disagree","Fully disagree","Rather disagree","Fully disagree","Fully disagree","Fully agree","Fully agree","Fully agree","Rather disagree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","I don't know","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","","","No","",""
"93","1980-01-01 00:00:00","7","en","2041885080","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","Yes","No","Yes","No","Yes","No","","Yes","No","Yes","Yes","No","No","No","No","","No","","Yes","NIfTI","No","","Yes","FSL (used in own pipeline: AIDAmri)","Yes","FSL (used in own pipeline: AIDAmri)","No","","Yes","Github","No","","Yes","GIN, Github","No","","No","","","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","Mostly","Mostly","Occasionally","Mostly","Mostly","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","No","No","Yes","No","My datasets are all available with sufficient information for reuse","No","Yes","Yes","Yes","Undecided","Undecided","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","No","No","Yes","","Yes","Undecided","Rather agree","Rather agree","Rather agree","Undecided","Rather disagree","Rather disagree","Rather disagree","Fully disagree","Rather agree","Undecided","Fully disagree","Rather disagree","Rather disagree","After some (exploratory) analysis","No","A day","Poor standardization of metadata and derived data","Lack of automatic data quality control","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"94","","1","en","993432106","A public university or state research institution","","Student or early career researcher","","No","No","No","No","Yes","No","No","No","","Yes","No","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"95","","1","en","1277980126","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","Yes","Yes","No","Yes","Yes","Yes","No","No","","Yes","Yes","No","Yes","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"96","","2","en","1578391136","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"97","","1","en","790666637","A public university or state research institution","","Other","coodinator ","No","No","Yes","No","No","No","No","No","","No","No","Yes","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"98","1980-01-01 00:00:00","7","en","345565977","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"99","1980-01-01 00:00:00","7","en","155704977","A public university or state research institution","","Scientist","","No","Yes","No","Yes","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","Yes","","No","","No","","No","","Yes","Matlab, SPM","Yes","Matlab, SPM, SPSS","No","","No","","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","Occasionally","This is not relevant for my scientific work","","Yes","Yes","No","No","My datasets are all available with sufficient information for reuse","No","Yes","Yes","Yes","Yes","No","No","Rather agree","Fully agree","Fully agree","Fully agree","Rather agree","Rather disagree","Fully agree","Rather agree","Rather agree","No","Yes","Yes","","Yes","Yes","Rather agree","Rather disagree","Rather agree","Rather disagree","Fully agree","Rather agree","Rather agree","Rather disagree","Rather agree","Rather disagree","Fully disagree","Fully agree","Fully agree","Only to archive data after publication","No","More than a week","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Data security issues in data exchange with other institutions","","","","","No","",""
"100","","2","en","935653017","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","No","No","No","No","","Yes","No","No","Yes","No","No","No","No","","No","","No","","No","","Yes","","Yes","","No","","No","","Yes","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"101","1980-01-01 00:00:00","7","en","497951738","A public university or state research institution","","Tenured research staff","","No","No","Yes","No","Yes","No","No","No","","No","No","Yes","Yes","Yes","No","No","No","","No","","No","","No","","Yes","MatLab","Yes","Matlab, GraphPad","No","","No","","Yes","Cloud","No","","No","","No","","IHC cell counting/analyis","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Mostly","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","","Yes","No","No","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Undecided","Undecided","Undecided","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Rather agree","Rather agree","Yes","Yes","Yes","","Yes","Undecided","Rather agree","Undecided","Rather agree","Rather disagree","Undecided","Rather agree","Rather agree","Rather disagree","Rather agree","Undecided","Rather disagree","Rather agree","Fully agree","After some (exploratory) analysis","No","More than a week","Poor standardization of metadata and derived data","Fragmented data storage","Lack of automatic data quality control","Inappropriately documented custom code in non-reproducible computational environments","Data security issues in data exchange with other institutions","","","","","No","",""
"102","","1","en","1274462156","Other","registered association for networking in science","Scientific support staff","","No","No","No","No","No","No","No","No","science management","No","No","No","No","No","No","No","No","applications/funding","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"103","1980-01-01 00:00:00","7","en","125713890","A public university or state research institution","","Research data management focused staff","","Yes","No","Yes","No","No","No","No","Yes","","No","No","Yes","Yes","Yes","No","Yes","No","","No","","Yes","Neurodata without borders","No","","No","","No","","No","","No","","Yes","GigaMove2","Yes","Data repository (Datadryad)","No","","No","","","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","Occasionally","This is not relevant for my scientific work","","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","Yes","No","Yes","Yes","Undecided","Yes","Yes","Rather disagree","Rather agree","Rather agree","Rather disagree","Fully disagree","Fully disagree","Fully agree","Rather agree","Undecided","Yes","Yes","Yes","","No","Yes","Rather disagree","Rather disagree","Rather agree","Undecided","Fully disagree","Undecided","Undecided","Fully disagree","Fully agree","Fully agree","Rather agree","Rather disagree","Rather agree","After some (exploratory) analysis","Yes, in my lab","More than a week","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","Other (as described above)","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","","No","",""
"104","","4","en","753508950","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","Yes","No","No","No","No","No","","No","No","Yes","No","Yes","No","No","No","","Yes","","No","","No","","No","","Yes","","No","","No","","Yes","","Yes","","No","","No","","","","","","","As much as possible","","","","","","","Yes","Yes","No","No","My datasets are all available with sufficient information for reuse","No","No","Undecided","Yes","Yes","No","No","Undecided","Rather agree","Rather disagree","Undecided","Undecided","Rather disagree","Rather agree","Rather disagree","Rather agree","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"105","1980-01-01 00:00:00","7","en","572223554","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientist","","No","Yes","No","Yes","Yes","Yes","Yes","No","","Yes","No","No","Yes","No","No","Yes","Yes","","Yes","Datalad","Yes","BIDS, Nifti, json, csv","Yes","Datalad","Yes","various","Yes","various","Yes","Datalad","Yes","Datalad","Yes","Datalad","No","","No","","No","","","Mostly","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","Occasionally","Occasionally","","No","Yes","No","No","I have no datasets","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Undecided","Rather disagree","Undecided","Rather agree","Rather agree","Rather agree","Rather disagree","Undecided","No","No","Yes","","Yes","Undecided","Rather agree","Undecided","Rather agree","Undecided","Fully disagree","Rather agree","Rather agree","Fully disagree","Fully agree","Fully agree","Rather disagree","Undecided","Undecided","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","Less then a week","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","No","",""
"106","","","en","1176493742","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"107","1980-01-01 00:00:00","7","en","505491489","A public university or state research institution","","Student or early career researcher","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","No","No","No","Yes","No","","No","","No","","No","","Yes","fMRIprep","Yes","Matlab, SPM, RStudio ","Yes","datalad / git","Yes","datalad / git ","No","","No","","No","","No","","","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","Mostly","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","No","No","No","Yes","I have no datasets","Yes","Yes","Yes","Undecided","Yes","Yes","Yes","Undecided","Undecided","Rather agree","Rather agree","Rather disagree","Undecided","Undecided","Rather agree","Undecided","No","No","Yes","","No","No","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Undecided","Rather agree","Rather disagree","Rather agree","Rather agree","Undecided","Rather agree","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","I don't know","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","Inappropriately documented custom code in non-reproducible computational environments","","","","","","","No","",""
"108","1980-01-01 00:00:00","7","en","430521484","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","Yes","No","No","No","No","No","","No","No","Yes","No","Yes","No","No","No","","Yes","","No","","No","","Yes","","Yes","","No","","No","","Yes","","No","","No","","No","","","Mostly","","","As much as possible","As much as possible","","","Mostly","","","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Undecided","Undecided","Undecided","No","Yes","Undecided","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Rather agree","Undecided","Fully agree","Fully agree","Rather agree","Yes","Yes","No","","Yes","Yes","Rather disagree","Fully disagree","Rather disagree","Fully disagree","Undecided","Undecided","Undecided","Rather agree","Undecided","Rather disagree","Fully disagree","Rather agree","Fully agree","Right from the start/during data acquisition","No","I don't know","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","","","","","","","Yes","",""
"109","1980-01-01 00:00:00","7","en","1130739120","A private sector company / industry vendor","","Scientist","","No","Yes","No","No","No","No","No","No","","No","Yes","No","No","No","No","No","No","","No","","No","","No","","Yes","Python and Matlab ","Yes","Python and Matlab ","No","","Yes","Gitlab","Yes","Filezilla ","No","","No","","No","","Data formats, data workflow management, metadata collection ","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","As much as possible","As much as possible","This is not relevant for my scientific work","Occasionally","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","No","Yes","Yes","Yes","Undecided","Undecided","Fully agree","Rather agree","Rather agree","Rather disagree","Rather agree","Undecided","Undecided","Rather agree","Rather agree","No","Yes","No","","No","No","Rather disagree","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Rather agree","Rather agree","Fully disagree","Fully agree","Fully agree","Undecided","Rather disagree","Rather disagree","Only to archive data after publication","No","I don't know","Data security issues in data exchange with other institutions","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","","","","","No","",""
"110","","1","en","1574990097","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","Yes","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"111","1980-01-01 00:00:00","7","en","1814106867","A public university or state research institution","","Research data management focused staff","","Yes","No","No","No","No","No","Yes","No","","No","No","Yes","No","No","No","No","No","","Yes","RedCap, odML, odMLtables","Yes","proprietary file formats, NIX, NWB","Yes","snakemake","Yes","Neo","Yes","Elephant","No","","Yes","git, git-annex, gin-cli","Yes","mattermost","Yes","GIN","Yes","nest-desktop","No","","","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","","Yes","Yes","Yes","No","I have no datasets","Undecided","Yes","Undecided","Undecided","Yes","Yes","Yes","Undecided","Fully agree","Rather agree","Rather agree","Fully disagree","Undecided","Rather agree","Undecided","Rather agree","Yes","Yes","No","","Yes","No","Fully agree","Fully agree","Fully agree","Fully agree","Rather agree","Undecided","Undecided","Fully disagree","Fully agree","Rather agree","Rather disagree","Undecided","Fully agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","Fragmented data storage","","","","","No","",""
"112","","5","en","1882048678","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"113","","1","en","1196898598","A public university or state research institution","","Student or early career researcher","","No","No","Yes","No","No","No","No","No","","No","No","Yes","No","Yes","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"114","","1","en","1179045399","A public university or state research institution","","Scientist","","No","Yes","No","No","Yes","No","No","No","","No","Yes","No","Yes","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"115","1980-01-01 00:00:00","7","en","1188773300","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientist","","Yes","No","No","No","No","No","No","No","","No","Yes","Yes","Yes","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","No","Yes","Yes","No","Undecided","Undecided","Undecided","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Undecided","Undecided","No","Yes","No","","Undecided","Undecided","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Undecided","Rather agree","Rather agree","Fully agree","Fully agree","Fully agree","Undecided","Rather agree","Rather agree","Only to archive data after publication","No","I don't know","Inappropriately documented custom code in non-reproducible computational environments","Data security issues in data exchange with other institutions","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","","","","","No","",""
"116","1980-01-01 00:00:00","7","en","701177195","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","No","No","Yes","No","No","","No","No","Yes","Yes","No","No","No","No","","Yes","datajoint","No","","Yes","datajoint","Yes","kilosort, spyke","Yes","elephant, datajoint","No","","Yes","gitlab","No","","Yes","gin","No","","No","","","As much as possible","Not at all - I use my own costum solutions","As much as possible","As much as possible","As much as possible","","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","As much as possible","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Undecided","Yes","Yes","Yes","Yes","Yes","Rather agree","Undecided","Undecided","Fully disagree","Fully disagree","Fully disagree","Undecided","Undecided","Undecided","Yes","Yes","Yes","","Yes","Yes","Rather agree","Undecided","Fully agree","Fully agree","Rather disagree","Fully disagree","Fully disagree","Rather disagree","Fully agree","Rather agree","Rather disagree","Undecided","Rather agree","Right from the start/during data acquisition","No","A day","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","Lack of automatic data quality control","","","","","No","",""
"117","1980-01-01 00:00:00","7","en","102566383","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientist","","Yes","No","No","No","No","No","No","No","","No","No","Yes","Yes","No","No","No","No","","No","","No","","No","","No","","Yes","MATLAB","No","","Yes","GitHub","Yes","Box, Dropbox, Google Drive","Yes","Dryad","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","Mostly","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","Yes","Yes","No","I have a one gold data set that should be made available with sufficient information for reuse","No","Yes","Yes","Yes","No","Yes","Yes","Fully disagree","Fully agree","Fully agree","Rather agree","Fully disagree","Fully disagree","Rather agree","Rather agree","Rather agree","Yes","No","Yes","","No","No","Rather disagree","Rather disagree","Fully disagree","Fully disagree","Fully disagree","Fully agree","Fully agree","Fully disagree","Fully agree","Fully agree","Fully disagree","Rather disagree","Fully agree","Just before/at publication time","No","More than a week","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","Fragmented data storage","","","","","No","",""
"118","1980-01-01 00:00:00","7","en","1336263902","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","No","No","Yes","","Yes","No","No","No","No","No","No","No","","No","","No","","No","","Yes","SPM and CAT12","Yes","SPM and CAt12","Yes","Datalad","Yes","Datalad","No","","No","","No","","No","","","","","","Mostly","Mostly","As much as possible","As much as possible","","","","","No","No","No","Yes","I have no datasets","Yes","Undecided","Yes","Undecided","Undecided","Yes","Undecided","Rather disagree","Undecided","Undecided","Rather agree","Rather disagree","Undecided","Undecided","Rather agree","Rather agree","No","Yes","No","","No","No","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather agree","Fully agree","Rather agree","Rather disagree","Rather agree","Undecided","Rather disagree","Undecided","Undecided","After some (exploratory) analysis","No","I don't know","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Fragmented data storage","","","","","No","",""
"119","1980-01-01 00:00:00","7","en","1721533","A public university or state research institution","","Student or early career researcher","","Yes","No","No","No","No","Yes","No","No","","No","No","Yes","No","No","No","Yes","No","","Yes","relacs","Yes","nixio","No","","Yes","python","Yes","python","No","","Yes","github","Yes","github","Yes","github","Yes","python","No","","","Occasionally","Occasionally","Not at all - I use my own costum solutions","As much as possible","As much as possible","Not at all - I use my own costum solutions","Occasionally","Occasionally","Mostly","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Yes","No","Yes","No","I have no datasets","Yes","Yes","Yes","Yes","Undecided","Yes","Yes","Fully agree","Fully disagree","Fully disagree","Rather disagree","Fully disagree","Rather disagree","Fully agree","Fully disagree","Undecided","No","Yes","No","","Yes","Yes","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Undecided","Undecided","Fully disagree","Fully agree","Fully agree","Fully agree","Rather disagree","Fully disagree","Right from the start/during data acquisition","Yes, in my lab","I don't know","Inappropriately documented custom code in non-reproducible computational environments","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Fragmented data storage","Lack of automatic data quality control","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"120","","","en","1873390906","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"121","1980-01-01 00:00:00","7","en","1895207695","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","Yes","HessenBox, JLUBox, DropBox","Yes","OSF, Zenodo","No","","No","","Metadata collection and management, Data formats, Version Control","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Occasionally","Mostly","As much as possible","This is not relevant for my scientific work","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Undecided","Undecided","Yes","Undecided","Yes","Yes","Rather disagree","Rather agree","Rather agree","Undecided","Rather disagree","Undecided","Fully agree","Rather disagree","Undecided","Yes","Yes","Yes","","Undecided","No","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Rather agree","Undecided","Fully disagree","Undecided","Rather agree","Just before/at publication time","No","I don't know","Fragmented data storage","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"122","1980-01-01 00:00:00","7","en","1358161818","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","No","No","Yes","No","No","","No","Yes","No","Yes","No","No","Yes","No","","No","","No","","No","","Yes","Matlab","Yes","Matlab, R, SPSS","No","","Yes","Git","Yes","Dropbox","Yes","Zenodo","No","","No","","Metadata collection and management","Not at all - I use my own costum solutions","As much as possible","Not at all - I use my own costum solutions","Mostly","Occasionally","This is not relevant for my scientific work","As much as possible","As much as possible","As much as possible","Occasionally","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","No","Undecided","Yes","No","Undecided","Undecided","Rather disagree","Rather agree","Rather disagree","Rather disagree","Fully disagree","Fully disagree","Fully agree","Fully disagree","Rather disagree","Yes","Yes","No","","Undecided","No","Rather agree","Undecided","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather agree","Fully disagree","Rather disagree","Undecided","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","Less then a week","Lack of automatic data quality control","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","","","","","","","No","",""
"123","1980-01-01 00:00:00","7","en","1374184615","A public university or state research institution","","Scientist","","Yes","No","No","No","No","No","No","No","","No","Yes","Yes","Yes","No","No","No","No","","No","","No","","No","","Yes","MATLAB","Yes","MATLAB, SPSS","No","","No","","Yes","Dropbox","Yes","Zenodo","Yes","MATLAB","No","","","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Not at all - I use my own costum solutions","As much as possible","As much as possible","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Mostly","Mostly","Mostly","This is not relevant for my scientific work","Yes","No","Yes","No","My datasets are all available with sufficient information for reuse","No","No","Undecided","Undecided","Undecided","No","No","Rather agree","Undecided","Rather agree","Rather disagree","Rather disagree","Rather agree","Fully agree","Fully disagree","Undecided","Yes","Yes","No","","No","No","Undecided","Undecided","Rather agree","Undecided","Rather agree","Undecided","Fully disagree","Fully agree","Undecided","Fully disagree","Fully disagree","Undecided","Rather agree","Only to archive data after publication","No","A day","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","","","","","Yes","",""
"124","","1","en","609233732","A public university or state research institution","","Research data management focused staff","","Yes","No","No","No","No","Yes","No","No","","No","Yes","No","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"125","1980-01-01 00:00:00","7","en","861141107","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","No","","No","","Yes","BIDS","No","","No","","No","","No","","Yes","git","No","","No","","No","","No","","","Not at all - I use my own costum solutions","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","","Yes","Yes","Yes","No","I have no datasets","No","Undecided","Undecided","No","No","No","No","Rather agree","Undecided","Rather agree","Undecided","Undecided","Fully disagree","Rather agree","Rather disagree","Rather disagree","Yes","Yes","No","","No","No","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Rather disagree","Rather disagree","Fully disagree","Rather agree","Fully disagree","Fully disagree","Fully disagree","Rather agree","Fully agree","Just before/at publication time","No","I don't know","","","","","","","","","","No","",""
"126","1980-01-01 00:00:00","7","en","96163304","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientist","","No","Yes","No","No","No","No","No","No","","Yes","No","No","Yes","No","No","Yes","Yes","","No","","No","","Yes","Datalad","Yes","","Yes","","Yes","Datalad","Yes","Datalad","Yes","","Yes","","No","","No","","","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","","Yes","Yes","No","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Undecided","Rather agree","Rather agree","Rather disagree","Fully disagree","Rather disagree","Rather agree","Rather disagree","Undecided","No","Yes","No","","Yes","Undecided","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Rather disagree","Fully disagree","Fully disagree","Fully agree","Fully agree","Rather disagree","Rather disagree","Rather disagree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","I don't know","","","","","","","","","","No","",""
"127","","1","en","887694714","A public university or state research institution","","Student or early career researcher","","No","No","Yes","No","No","No","No","No","","No","No","No","Yes","No","Yes","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"128","1980-01-01 00:00:00","7","en","1471376468","A public university or state research institution","","Scientist","","No","Yes","No","Yes","Yes","No","No","No","","Yes","No","No","No","No","No","No","No","","No","","No","","No","","Yes","","Yes","","No","","No","","No","","No","","No","","No","","","","","Occasionally","Occasionally","Occasionally","","","As much as possible","","","","Yes","Yes","No","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","No","No","Rather disagree","Rather agree","Fully agree","Fully agree","Rather agree","Rather disagree","Fully agree","Fully agree","Fully agree","No","Yes","No","","No","Undecided","Fully agree","Rather disagree","Rather disagree","","Rather disagree","Fully agree","Fully agree","Fully agree","Fully agree","Fully agree","Fully agree","Fully agree","Fully agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","","","","","","","","","","No","",""
"129","1980-01-01 00:00:00","7","en","435254992","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","Yes","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","Yes","","Yes","DataLad","Yes","nifti, csv, mat, jpg, png, dicom","No","","Yes","SPM, FSL, fMRIprep","Yes","SPM, FSL, R, Matlab, SPSS, Visual Studio Code","Yes","DataLad","No","","Yes","sciebo","Yes","GitHub, GitLab","No","","No","","","Mostly","As much as possible","As much as possible","As much as possible","As much as possible","Mostly","Mostly","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","No","No","I have a one gold data set that should be made available with sufficient information for reuse","Undecided","Yes","Yes","Yes","Undecided","Yes","Yes","Fully disagree","Rather agree","Fully agree","Rather agree","Fully disagree","Undecided","Rather disagree","Fully agree","Rather agree","Yes","Yes","Yes","","Undecided","No","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Rather disagree","Rather agree","Fully disagree","Fully agree","Fully agree","Fully agree","Rather agree","Fully agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","Less then a week","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","Poor standardization of metadata and derived data","","","","","","No","",""
"130","1980-01-01 00:00:00","7","en","310517943","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","No","No","No","Yes","No","No","Yes","","No","No","No","No","No","No","Yes","No","","No","","No","","No","","Yes","","Yes","","No","","No","","No","","No","","No","","No","","None, we develop tools.","This is not relevant for my scientific work","As much as possible","This is not relevant for my scientific work","Mostly","Mostly","This is not relevant for my scientific work","As much as possible","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","No","No","No","I have no datasets","Yes","No","Yes","Yes","Yes","Yes","Yes","Undecided","Rather agree","Rather agree","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather agree","Rather agree","No","No","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Fully disagree","Rather agree","Rather agree","Rather disagree","Undecided","Undecided","After some (exploratory) analysis","No","More than a week","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","Poor standardization of metadata and derived data","","","","","","Yes","NFDI Neuroscience",""
"131","","3","en","515685842","A public university or state research institution","","Student or early career researcher","","No","Yes","No","No","Yes","Yes","No","No","","Yes","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","Yes","I have no datasets","No","No","Undecided","Undecided","Undecided","No","No","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"132","","","en","105849555","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"133","1980-01-01 00:00:00","7","en","1345860748","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","No","","Yes","DataLad","Yes","BIDS","Yes","DataLad","Yes","SPM, FSL","Yes","SPM","No","","No","","No","","No","","No","","No","","","Occasionally","Mostly","Occasionally","As much as possible","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","This is not relevant for my scientific work","","No","No","No","Yes","I have no datasets","Yes","No","Yes","Yes","Undecided","Undecided","No","Rather disagree","Undecided","Rather agree","Rather agree","Undecided","Rather agree","Rather agree","Fully agree","Undecided","No","Yes","No","","Undecided","No","Undecided","Rather disagree","Rather agree","Undecided","Rather disagree","Undecided","Rather disagree","Fully disagree","Rather agree","Rather disagree","Fully disagree","Rather agree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","Fragmented data storage","","","","","No","",""
"134","1980-01-01 00:00:00","7","en","241565230","A public university or state research institution","","Tenured research staff","","No","Yes","No","No","No","No","No","No","","No","No","No","Yes","No","No","Yes","No","","No","","Yes","Not sure what this is referring to, probably all common data formats used in Microsoft Office, Images, Videos plus those from tools below","No","","Yes","Matlab, Python","Yes","Matlab, Python, SPSS","No","","Yes","Dropbox","Yes","Dropbox, Slack, Google Drive","Yes","zenodo","Yes","RealFlow, Blender, Matlab, Python","No","","","","As much as possible","","Mostly","Mostly","","Occasionally","Mostly","Mostly","Mostly","","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","Yes","No","Yes","Undecided","No","Yes","Yes","Rather agree","Rather disagree","Fully disagree","Fully disagree","Rather disagree","Rather disagree","Fully agree","Undecided","Rather agree","No","Yes","Yes","","No","No","Rather disagree","Rather disagree","Rather agree","Rather disagree","Undecided","Undecided","Rather agree","Rather disagree","Undecided","Undecided","Rather disagree","Rather agree","Rather agree","Just before/at publication time","No","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Fragmented data storage","Poor standardization of metadata and derived data","","","","","No","",""
"137","1980-01-01 00:00:00","7","en","842334723","A public university or state research institution","","Scientist","","No","Yes","No","No","Yes","No","No","No","","Yes","No","No","No","No","No","No","No","","Yes","DataLad","No","","No","","Yes","SPM","Yes","SPM","No","","Yes","DataLad","No","","No","","No","","No","","","","","","As much as possible","Mostly","","","","","","","Yes","Yes","No","No","I have no datasets","Yes","Yes","Yes","Yes","Undecided","Undecided","Yes","Rather agree","Undecided","Undecided","Undecided","Rather disagree","Fully disagree","Fully agree","Fully disagree","Rather disagree","Yes","Yes","No","","Undecided","Undecided","Undecided","Rather agree","Rather agree","Undecided","Rather disagree","Undecided","Rather disagree","Fully disagree","Fully agree","Rather agree","Rather disagree","Rather disagree","Undecided","Right from the start/during data acquisition","Yes, in my lab","I don't know","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","Fragmented data storage","Harmonization and fusion of data from multiple sites and/or studies","Data security issues in data exchange with other institutions","","","","","No","",""
"138","","6","en","1523342883","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","Rather agree","Rather agree","Rather agree","","","","","","","","","","","","","","","","","","","","",""
"139","1980-01-01 00:00:00","7","en","2120007471","A public university or state research institution","","Scientific support staff","","No","No","No","No","No","No","Yes","Yes","","Yes","No","No","Yes","No","No","Yes","No","","Yes","datalad","No","","Yes","datalad","No","","No","","No","","Yes","github","Yes","sciebo","No","","No","","No","","","As much as possible","","","Occasionally","","","As much as possible","","","","","Yes","Yes","No","No","I have no datasets","Yes","Yes","Yes","No","Yes","No","Yes","Undecided","Rather agree","Fully agree","Fully agree","Fully disagree","Undecided","Fully agree","Fully disagree","Rather agree","No","No","Yes","","Yes","Yes","Fully agree","Undecided","Rather agree","Fully agree","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Fully agree","Rather agree","Fully agree","Undecided","Fully disagree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Data security issues in data exchange with other institutions","","","","","No","",""
"140","","1","en","1871318809","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","Yes","No","No","","Yes","Yes","No","No","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"141","","1","en","1402216064","A public university or state research institution","","Research data management focused staff","","Yes","No","Yes","Yes","Yes","No","No","Yes","","Yes","No","Yes","Yes","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"142","","1","en","139132","A public university or state research institution","","Other","","No","Yes","No","No","Yes","No","Yes","No","","Yes","Yes","No","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"143","1980-01-01 00:00:00","7","en","1298118021","A public university or state research institution","","Scientific support staff","","Yes","Yes","Yes","Yes","Yes","Yes","No","No","","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"144","","6","en","1876307157","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"145","","","en","926499164","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"146","","","en","1664571242","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"147","","1","en","1440717102","A public university or state research institution","","Student or early career researcher","","Yes","Yes","No","No","No","No","No","No","","No","No","Yes","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"148","","6","en","1522975238","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"149","","","en","1026630969","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"150","1980-01-01 00:00:00","7","en","1944829264","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","Yes","No","No","No","No","","No","Yes","No","Yes","No","No","Yes","Yes","","No","","No","","No","","No","","No","","No","","No","","Yes","(decided ad hoc)","Yes","Figshare","No","","No","","","This is not relevant for my scientific work","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Occasionally","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","No","Yes","Yes","No","Undecided","Undecided","Rather agree","Fully agree","Rather agree","Rather agree","Rather disagree","Undecided","Fully agree","Fully disagree","Rather disagree","Yes","Yes","Yes","","Undecided","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Undecided","Undecided","Rather disagree","Undecided","Undecided","Undecided","Rather disagree","Rather agree","Fully agree","Just before/at publication time","No","Less then a week","Other (as described above)","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Inappropriately documented custom code in non-reproducible computational environments","","","","","No","",""
"151","","","en","1074704913","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"152","","2","en","1202181390","A private sector company / industry vendor","","Other","","Yes","No","No","No","No","Yes","No","No","","No","Yes","No","No","No","No","No","No","","No","","Yes","EDF","No","","No","","Yes","Seer Cloud","No","","No","","Yes","Seer Cloud","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"153","","2","en","1502992036","A public university or state research institution","","Student or early career researcher","","No","Yes","No","Yes","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","Yes","","No","","No","","No","","Yes","Matlab, SPM","Yes","Matlab, SPM, SPSS","No","","Yes","Github","Yes","bwSync&Share","Yes","OSF","No","","No","","I'd like to have a tool that helps to make my data and scripts easier to share (e.g., a tool that prompts me to keep my code structured in an easy-to-understand way or suggestions on how to name variables); I can look it up in best-practice guidelines but it would be easier if everything would be in one single tool (maybe as a Matlab add-on?)","This is not relevant for my scientific work","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Mostly","Mostly","Not at all - I use my own costum solutions","Mostly","Mostly","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"154","","2","en","1718011440","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","Yes","Yes","","Yes","BIDS","Yes","BIDS ","Yes","Microsoft Teams and tasks","Yes","Mne-Python, FieldTrip, SPM, Lead-DBS","Yes","Mne-Python, FieldTrip, SPM, Lead-DBS","No","","Yes","Github for code ","No","","No","","No","","No","","Data sharing with collaborators
Open sharing ","As much as possible","As much as possible","Occasionally","As much as possible","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"155","1980-01-01 00:00:00","7","en","154842674","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","No","No","No","No","No","","No","No","Yes","Yes","No","No","Yes","No","","No","","No","","No","","Yes","kilosort, phy","Yes","various matlab toolboxes","No","","No","","No","","No","","No","","No","","version control - on the todo list, we know there is good ones out there
data exchange and a striaghtforward, non-convoluted standard data-format (with metadata ideally)","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Mostly","Occasionally","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","No","Yes","No","Undecided","Undecided","Rather disagree","Fully agree","Fully agree","Undecided","Rather disagree","Rather disagree","Rather agree","Fully disagree","Fully disagree","No","No","Yes","","No","Undecided","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather agree","Fully agree","Rather agree","Fully disagree","Rather agree","Rather agree","Undecided","Rather agree","Rather agree","Only to archive data after publication","No","A day","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","","","","","","","No","",""
"156","","1","en","971314138","A public university or state research institution","","Scientist","","No","No","Yes","No","No","No","No","No","","No","No","No","No","No","Yes","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"157","","","en","615892504","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"158","1980-01-01 00:00:00","7","en","1440428448","Other","Both point 1 and 2 apply for me","Independent scientist and group leader / professor","","Yes","Yes","No","Yes","Yes","Yes","No","No","","Yes","Yes","No","Yes","No","No","No","Yes","","No","","Yes","Igor Pro (Wavemetrics), Phyton, R, ","No","","Yes","Igor Pro (Wavemetrics), Phyton, R, ","Yes","Igor Pro (Wavemetrics), Phyton, R, SPSS","No","","No","","Yes","Nextcloud, Figshare","Yes","Figshare","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","","Occasionally","Occasionally","","","Occasionally","Mostly","","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Undecided","Yes","Yes","Yes","Undecided","Undecided","Undecided","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather agree","Yes","Yes","Yes","","Undecided","Undecided","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Fully disagree","Rather agree","Undecided","Fully disagree","Rather agree","Rather agree","Just before/at publication time","No","More than a week","Data security issues in data exchange with other institutions","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Fragmented data storage","","","","","","","","",""
"159","1980-01-01 00:00:00","7","en","1798687163","A public university or state research institution","","Other","Emeritus Professor","Yes","No","No","No","No","Yes","Yes","Yes","","No","No","Yes","Yes","No","No","Yes","No","network models","No","","No","","No","","Yes","Matlab, Python","Yes","Matlab, Python","No","","No","","No","","No","","Yes","Nest, GitHub","No","","For all","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","","Not at all - I use my own costum solutions","","As much as possible","As much as possible","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","No","Undecided","Undecided","Yes","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Rather disagree","Undecided","Undecided","Yes","Yes","Yes","visual inspection of intermediate and final results","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","After some (exploratory) analysis","Yes, in my lab","A day","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","Yes","Bernstein Network","I saw nothing in this survey on teaching and training on Data Management for young researchers.
I consider this considerably more important and essential for the future than any of your questions in this survey!"
"160","1980-01-01 00:00:00","7","en","1616394682","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","Yes","No","No","Yes","No","No","","No","No","No","Yes","Yes","Yes","Yes","No","","Yes","postgres","Yes","mkv for video","No","","No","","Yes","scipy stack","No","","Yes","git","No","","Yes","zenodo, data dryad, g-node","Yes","scipy stack","No","","synchronized high frame-rate multi-camera video, microscopy video data from Ca2+ imaging","Not at all - I use my own costum solutions","Occasionally","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","As much as possible","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","This is not relevant for my scientific work","No","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","No","Yes","Yes","Fully agree","Undecided","Fully agree","Undecided","Rather disagree","Rather disagree","Rather agree","Fully disagree","Fully disagree","Yes","Yes","Yes","","No","Undecided","Rather agree","Undecided","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Rather agree","Rather agree","Rather agree","Fully disagree","Rather agree","Rather agree","Right from the start/during data acquisition","No","Less then a week","Poor standardization of metadata and derived data","","","","","","","","","No","",""
"161","","1","en","1999888263","A public university or state research institution","","Scientist","","No","Yes","No","Yes","Yes","No","No","No","","Yes","No","No","Yes","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"162","1980-01-01 00:00:00","7","en","1196658945","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","No","No","No","No","Yes","No","Yes","","Yes","Yes","Yes","Yes","No","No","Yes","Yes","","No","","No","","No","","No","","No","","No","","Yes","GitHub","No","","No","","Yes","Brian2, PyTorch, TensorFlow","No","","","","","","","","","As much as possible","","","As much as possible","","No","No","No","Yes","I have no datasets","Yes","Yes","Yes","Undecided","Undecided","Undecided","Undecided","Undecided","Fully disagree","Undecided","Rather disagree","Fully disagree","Undecided","Undecided","Undecided","Rather disagree","No","No","Yes","","Yes","Yes","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Undecided","Undecided","Undecided","Fully disagree","Rather agree","Undecided","Fully disagree","Rather agree","Rather disagree","Only to archive data after publication","No","I don't know","Harmonization and fusion of data from multiple sites and/or studies","Fragmented data storage","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","No","",""
"163","","1","en","931335383","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"164","","5","en","1714765206","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","Yes","Yes","No","No","No","No","","Yes","No","Yes","Yes","Yes","No","No","No","","No","","No","","No","","No","","No","","No","","No","","Yes","via servers and bilateral connections using e.g. WinSCP","Yes","Dryad Data Upload","No","","No","","For data preprocessing, data analysis, and data formats","","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","","As much as possible","Mostly","Occasionally","","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Undecided","No","Undecided","Yes","Undecided","Undecided","Rather disagree","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Rather disagree","Undecided","Yes","Yes","Yes","","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"165","","1","en","641777157","A public university or state research institution","","Scientist","","No","No","No","Yes","No","No","No","Yes","","No","Yes","No","Yes","No","No","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"166","1980-01-01 00:00:00","7","en","427458557","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","No","No","No","No","","No","Yes","No","Yes","No","No","Yes","No","","No","","No","","No","","Yes","Matlab","Yes","Matlab","No","","Yes","Git","No","","No","","Yes","Matlab","No","","","","","","Mostly","Mostly","","Occasionally","","","As much as possible","","Yes","No","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Undecided","Yes","Undecided","Yes","Yes","Undecided","Rather disagree","Rather agree","Undecided","Rather disagree","Rather disagree","Undecided","Fully agree","Undecided","Undecided","Yes","Yes","Yes","","Undecided","Undecided","Rather disagree","Rather disagree","Undecided","Undecided","Undecided","Undecided","Rather agree","Rather disagree","Rather agree","Undecided","Fully disagree","Undecided","Rather agree","After some (exploratory) analysis","Yes, in my lab","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","","","","","","","","No","",""
"167","1980-01-01 00:00:00","7","en","121203708","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","Yes","No","No","No","No","No","Yes","No","","No","No","Yes","Yes","No","No","Yes","No","","Yes","odML","Yes","NIX","Yes","Snakemake","No","","Yes","Elephant","No","","Yes","Git","No","","No","","No","","No","","","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","Not at all - I use my own costum solutions","As much as possible","Mostly","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","No","No","No","I have no datasets","Yes","No","Yes","Undecided","Yes","Yes","Yes","Rather agree","Rather disagree","Rather disagree","Rather disagree","Fully disagree","Fully disagree","Undecided","Undecided","Rather agree","Yes","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Undecided","Fully disagree","Fully disagree","Rather agree","Fully disagree","Fully agree","Fully agree","Rather agree","Rather agree","Rather agree","Right from the start/during data acquisition","Yes, in my lab","I don't know","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"168","1980-01-01 00:00:00","7","en","2043163894","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","Yes","No","Yes","","No","No","No","No","No","No","Yes","No","","No","","No","","No","","No","","Yes","","No","","No","","No","","No","","Yes","","No","","","","","","","As much as possible","","","","","Mostly","","Yes","No","No","No","My datasets are all available with sufficient information for reuse","No","Yes","Undecided","Yes","Yes","Yes","Undecided","Rather disagree","Rather agree","Undecided","Rather disagree","Undecided","Undecided","Rather agree","Rather disagree","Undecided","No","No","No","I wrote the script myself to collect, process and analyze my data","Yes","Undecided","Rather disagree","Undecided","Undecided","Rather disagree","Rather agree","Undecided","Fully disagree","Rather disagree","Rather agree","Undecided","Rather agree","Rather agree","Fully agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","A day","Fragmented data storage","Lack of automatic data quality control","Inappropriately documented custom code in non-reproducible computational environments","","","","","","","No","",""
"169","1980-01-01 00:00:00","7","en","75573546","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","No","No","No","Neuroepigenetics","No","No","No","No","No","Yes","No","No","Fluorescence microscopy","No","","Yes","TIFF, CZI, PNG","No","","Yes","Zeiss software","Yes","GraphPad Prism, JASP ","No","","No","","No","","No","","No","","No","","Cell counting - smFISH, immunohistochemistry","","As much as possible","As much as possible","As much as possible","As much as possible","","","","","","","No","No","No","Yes","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Undecided","No","No","Rather disagree","Rather agree","Rather agree","Rather agree","Undecided","Rather agree","Fully disagree","Fully agree","Rather agree","No","Yes","No","","Yes","No","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather agree","Undecided","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Right from the start/during data acquisition","Yes, in my lab","More than a week","Inappropriately documented custom code in non-reproducible computational environments","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","Data security issues in data exchange with other institutions","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","No","",""
"170","1980-01-01 00:00:00","7","en","90605640","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","Yes","No","No","","Yes","No","No","No","No","No","Yes","Yes","","No","","No","","Yes","DataLad","No","","No","","Yes","DataLad","Yes","Git & DataLad","Yes","DataLad","No","","No","","No","","","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","As much as possible","As much as possible","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","","Yes","No","No","No","I have a one gold data set that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Undecided","Yes","Yes","Rather disagree","Rather disagree","Undecided","Rather agree","Fully disagree","Rather agree","Undecided","Fully agree","Fully agree","No","Yes","No","","Undecided","Undecided","Rather disagree","Undecided","Rather agree","Undecided","Rather disagree","Fully agree","Undecided","Fully disagree","Fully agree","Fully agree","Rather disagree","Rather agree","Undecided","Just before/at publication time","Yes, in my institution (shared with other groups)","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","","","","","No","",""
"171","","","en","1729051331","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"172","","1","en","1103024378","A public university or state research institution","","Tenured research staff","","No","No","No","No","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"173","","","en","2038410635","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"174","1980-01-01 00:00:00","7","en","341372838","A public university or state research institution","","Student or early career researcher","","Yes","No","No","Yes","Yes","No","No","Yes","","Yes","Yes","No","No","No","No","No","Yes","","No","","No","","No","","Yes","SPM FSL","Yes","Matlab Python","No","","No","","No","","No","","No","","No","","","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","Mostly","Mostly","","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","No","No","No","Yes","I have no datasets","Yes","Undecided","Undecided","Undecided","Yes","Undecided","Undecided","Undecided","Rather agree","Rather agree","Undecided","Fully disagree","Undecided","Undecided","Undecided","Undecided","Yes","Yes","No","","No","Undecided","Rather disagree","Undecided","Undecided","Rather disagree","Undecided","Rather agree","Rather agree","Rather disagree","Undecided","Rather agree","Fully disagree","Rather disagree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","I don't know","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","","","","","","","","No","",""
"175","1980-01-01 00:00:00","7","en","2061516049","A public university or state research institution","","Scientist","","Yes","No","No","No","No","No","No","No","","No","Yes","No","Yes","No","No","No","No","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","I don't understand the question. What else should I use but available tools or standards? Unavailable tools and standards?
The next question is even more confusing. ""To what degree"" do I use tools and standards? Compared to the degree that I use unavailable tools and standards?","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather agree","Rather disagree","Rather disagree","Undecided","Rather disagree","Undecided","Rather agree","Rather disagree","Rather disagree","Yes","Yes","Yes","","Undecided","Undecided","Undecided","Undecided","Rather agree","Undecided","Undecided","Undecided","Undecided","Undecided","Rather agree","Rather agree","Rather disagree","Undecided","Undecided","Right from the start/during data acquisition","No","I don't know","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","Poor standardization of metadata and derived data","","","","","","No","","I was very confused by most questions in this survey."
"176","","1","en","1642259014","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","Yes","Yes","No","No","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"177","","1","en","1007205783","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","Yes","No","Yes","No","No","No","","Yes","No","Yes","Yes","Yes","Yes","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"178","1980-01-01 00:00:00","7","en","1912227512","A public university or state research institution","","Student or early career researcher","","Yes","Yes","No","Yes","Yes","No","Yes","Yes","","Yes","No","No","Yes","No","No","Yes","Yes","","No","","No","","Yes","Datalad","No","","No","","No","","Yes","Datalad","Yes","Datalad","Yes","Datalad","No","","No","","","","","As much as possible","As much as possible","As much as possible","","As much as possible","As much as possible","As much as possible","","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Fully agree","Rather disagree","Rather disagree","Rather disagree","Fully disagree","Rather disagree","Rather agree","Fully disagree","Rather disagree","No","Yes","No","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Fully agree","Fully agree","Fully disagree","Fully agree","Fully agree","Rather agree","Rather disagree","Undecided","Right from the start/during data acquisition","Yes, in my lab","A day","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","","For almost all of the most pressing issues I find Datalad to be a more than suitable option!"
"179","1980-01-01 00:00:00","7","en","1118520925","A public university or state research institution","","Scientist","","Yes","No","No","Yes","No","No","No","No","","No","No","Yes","Yes","No","No","No","Yes","","Yes","GitLab","No","","No","","No","","Yes","Matlab/Python code from GitHub","No","","No","","No","","No","","No","","No","","-","Mostly","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","No","Yes","Yes","Undecided","No","No","Rather disagree","Fully agree","Fully agree","Undecided","Rather disagree","Rather disagree","Undecided","Rather disagree","Undecided","Yes","Yes","No","","Yes","No","Fully disagree","Undecided","Rather agree","Fully disagree","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather agree","Rather disagree","Fully disagree","Undecided","Rather agree","Just before/at publication time","Yes, in my institution (shared with other groups)","Less then a week","Data security issues in data exchange with other institutions","Poor standardization of metadata and derived data","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","","","","","No","",""
"180","1980-01-01 00:00:00","7","en","714202591","A public university or state research institution","","Student or early career researcher","","No","Yes","No","Yes","Yes","No","No","No","","Yes","No","No","No","No","No","No","Yes","","No","","No","","No","","Yes","SPM, CONN","No","","No","","No","","No","","No","","No","","No","","","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","No","No","No","Yes","I have no datasets","Yes","Undecided","Yes","Yes","Yes","Yes","Yes","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","No","Yes","No","","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","","","","","","","","","","","","","No","",""
"181","1980-01-01 00:00:00","7","en","66453165","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","No","No","Yes","No","No","","No","No","Yes","Yes","Yes","No","Yes","No","","No","","Yes","yaml for a few analyses and simulations","No","","Yes","Matlab, Python","Yes","Matlab, Python","No","","Yes","GIT","Yes","dropbox","Yes","zenodo","Yes","Matlab, Python","No","","Workflow management integrated with experimental preparation, data acquisition (ephys, imaging, morphometric), data analysis and data management (tracking of data through the workflow). Important: such tools must be MS-Windows compatible. They should be designed such that students can learn to use them during curricular research projects (lab rotations, BSc/MSc theses, block courses). Using a workflow perspective would make it easier to convince beginners that data management is useful and lower the bar.","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","","No","Yes","Yes","No","","No","No","Undecided","Undecided","Undecided","No","No","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Fully disagree","No","Yes","Yes","","No","Yes","Rather agree","Rather agree","Undecided","Rather agree","Rather disagree","Undecided","Undecided","Fully disagree","Fully agree","Rather agree","Fully disagree","Undecided","Rather agree","After some (exploratory) analysis","No","I don't know","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","Other (as described above)","","","","","No","","Data management systems for my field of research need to link very heterogeneous data and large sets created with different protocols, with a range of hardware and data formats. I've explored different strategies and typically hit a wall when trying to convince my co-workers because of the usually large overhead of workload associated with currently available tools, high entry level and incompatibilities of various data types with these tools. A workflow-oriented system with customizable graphical user interfaces that can be adapted to each step and location of the workflow is in my view the only way to balance effort and gain, in particular for beginners that do not yet know the long-term benefits of rigorous data management. We need introduce such tools on the student level, not on the level of experienced data analysis or simulation scientists that know at least 3 programming languages on Linux platforms. Data management needs to start along the interests and boundary conditions of researchers acquiring and (re-)analyzing their own data (BSc, MSc PhD students), not of scientists who want to use other scientist's data with minimal effort, investment and interaction with the experimentalists. How would one otherwise motivate a BSc student with 3 months time for their thesis to learn a complex data management system that has no short-term advantage for them. It needs to save time and improve the output."
"182","1980-01-01 00:00:00","7","en","1271864505","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","No","No","No","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","Yes","","No","","No","","No","","Yes","Matlab","Yes","Matlab, BrainVoyager, FreeSurfer, SPM","No","","No","","No","","No","","No","","No","","MRI preprocessing pipeline","This is not relevant for my scientific work","This is not relevant for my scientific work","","Occasionally","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","No","No","No","I have no datasets","Yes","Yes","Yes","Yes","Undecided","Undecided","Yes","Undecided","Rather agree","Rather agree","Rather agree","Rather disagree","Rather disagree","Undecided","Rather agree","Fully agree","Yes","Yes","No","","No","Undecided","Rather disagree","Rather disagree","Undecided","Undecided","Fully disagree","Fully agree","Undecided","Undecided","Rather agree","Rather agree","Rather agree","Rather agree","Fully agree","After some (exploratory) analysis","No","More than a week","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"183","","-1","en","113582458","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientific support staff","","No","No","No","No","No","Yes","Yes","Yes","","Yes","No","No","Yes","No","No","Yes","Yes","","No","","No","","No","","No","","No","","No","","Yes","git","Yes","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"184","1980-01-01 00:00:00","7","en","1230924235","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Research data management focused staff","","No","No","No","No","No","No","Yes","No","","Yes","No","No","Yes","No","No","No","No","","Yes","datalad","Yes","BIDS","No","","Yes","fmriPrep","No","","Yes","datalad","Yes","datalad","Yes","datalad","Yes","datalad","No","","No","","","Occasionally","Occasionally","Not at all - I use my own costum solutions","Occasionally","Occasionally","As much as possible","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","","Yes","No","Yes","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Undecided","Undecided","Undecided","Yes","Yes","Rather disagree","Undecided","Rather agree","Undecided","Fully disagree","Rather agree","Rather agree","Undecided","Rather agree","No","No","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Fully disagree","Rather disagree","Rather disagree","Fully disagree","Fully agree","Rather agree","Rather disagree","Rather disagree","Rather disagree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","Few hours or less","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","","","","","","","","No","",""
"185","1980-01-01 00:00:00","7","en","1660809501","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","No","Yes","No","No","Yes","Yes","No","No","","Yes","No","No","No","No","No","No","No","","No","","Yes","BIDS","No","","No","","No","","No","","No","","No","","No","","No","","No","","","This is not relevant for my scientific work","As much as possible","Not at all - I use my own costum solutions","Mostly","Mostly","This is not relevant for my scientific work","Occasionally","Occasionally","Occasionally","Mostly","This is not relevant for my scientific work","No","No","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Undecided","No","Undecided","Yes","Yes","Yes","Yes","Undecided","Undecided","Rather agree","Undecided","Rather disagree","Undecided","Rather agree","Rather disagree","Rather disagree","Yes","Yes","No","","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Rather disagree","Rather agree","Undecided","Rather disagree","Rather agree","Undecided","Rather disagree","Undecided","Undecided","Right from the start/during data acquisition","No","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","","","","","","","","No","",""
"186","","1","en","287620039","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","Yes","Yes","No","No","No","","Yes","No","No","Yes","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"187","","1","en","1126582907","A public university or state research institution","","Research data management focused staff","","Yes","No","No","No","No","No","No","Yes","","No","No","No","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"188","","","en","254438420","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"189","","","en","823618374","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"190","","","en","1219225013","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"191","1980-01-01 00:00:00","7","en","505628950","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","No","No","No","Yes","Yes","","Yes","Own DB","Yes","DICOM, NIFTI, EDF(+), EGI-MFF","Yes","Own DB","Yes","Matlab, Python, SPM, FSL, Freesurfer, AFNI","Yes","Matlab, Python, SPM, FSL, Freesurfer, AFNI","No","","No","","Yes","Owncloud","No","","No","","No","","","Not at all - I use my own costum solutions","As much as possible","Occasionally","Occasionally","Not at all - I use my own costum solutions","Occasionally","Occasionally","Occasionally","Occasionally","Occasionally","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Undecided","Undecided","Yes","Yes","Yes","No","No","Undecided","Fully agree","Rather agree","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather agree","Fully agree","Yes","Yes","Yes","","Undecided","Yes","Undecided","Undecided","Rather agree","Rather disagree","Rather disagree","Fully agree","Fully agree","Rather disagree","Fully disagree","Rather disagree","Undecided","Rather agree","Fully agree","Only to archive data after publication","No","I don't know","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","","No","",""
"192","","0","en","643019149","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"193","","","en","1198961245","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"194","1980-01-01 00:00:00","7","en","1437173196","A private sector company / industry vendor","","Research data management focused staff","","No","No","No","No","No","No","No","Yes","","No","Yes","No","No","No","No","No","No","","Yes","","Yes","","Yes","","Yes","","Yes","","No","","Yes","","Yes","","Yes","","Yes","","No","","","As much as possible","Mostly","As much as possible","As much as possible","As much as possible","Occasionally","As much as possible","As much as possible","As much as possible","As much as possible","","No","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Undecided","Yes","Yes","Yes","Undecided","Undecided","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","No","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","A day","Data security issues in data exchange with other institutions","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","No","",""
"195","","","en","955128977","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"196","1980-01-01 00:00:00","7","en","852239777","A public university or state research institution","","Other","Clinician","No","No","No","Yes","Yes","No","No","Yes","","Yes","Yes","No","No","No","No","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Undecided","No","Undecided","No","No","No","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Fully disagree","Rather disagree","Yes","Yes","No","","No","No","Rather disagree","Fully disagree","Rather agree","Rather disagree","Fully disagree","Rather agree","Undecided","Rather disagree","Rather disagree","Rather disagree","Undecided","Undecided","Rather agree","","No","I don't know","Poor standardization of metadata and derived data","Lack of automatic data quality control","Data security issues in data exchange with other institutions","","","","","","","No","",""
"197","","1","en","1063819251","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"198","1980-01-01 00:00:00","7","en","1924505278","A public university or state research institution","","Scientist","","No","Yes","No","No","No","No","No","No","","Yes","No","No","Yes","No","No","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","Yes","No","No","My datasets are all available with sufficient information for reuse","No","No","Yes","Yes","Yes","Yes","No","Rather disagree","Fully agree","Fully agree","Fully agree","Rather agree","Undecided","Undecided","Rather agree","Fully agree","Yes","No","No","","No","No","Undecided","Undecided","Undecided","Undecided","Undecided","Fully agree","Fully agree","Rather disagree","Rather agree","Undecided","Undecided","Undecided","Rather agree","Only to archive data after publication","No","I don't know","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","Poor standardization of metadata and derived data","","","","","No","",""
"199","","2","en","434171825","Other","Hospital","Other","child neurologist","Yes","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","Yes","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"200","","1","en","804642107","A public university or state research institution","","Scientist","","Yes","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","No","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"201","","","en","802764228","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"202","","1","en","1973038429","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","No","Yes","No","No","No","No","","Yes","Yes","No","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"203","1980-01-01 00:00:00","7","en","818409904","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","Yes","No","No","No","No","","No","Yes","No","No","No","Yes","No","Yes","","No","","Yes","EDF","No","","No","","No","","No","","No","","No","","No","","No","","No","","","Not at all - I use my own costum solutions","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","No","Yes","No","Yes","No","No","Fully disagree","Fully agree","Fully agree","Fully agree","Rather agree","Fully disagree","Undecided","Undecided","Rather agree","Yes","Yes","No","","Yes","Undecided","Rather disagree","Rather disagree","Fully agree","Rather agree","Fully disagree","Rather agree","Rather agree","Fully disagree","Rather agree","Rather agree","Fully disagree","Rather agree","Fully agree","Right from the start/during data acquisition","Yes, in my lab","More than a week","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Fragmented data storage","Data security issues in data exchange with other institutions","","","","","","","No","",""
"204","","2","en","1466686759","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","Yes","Yes","No","No","No","No","","No","Yes","Yes","Yes","No","Yes","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Occasionally","Occasionally","Not at all - I use my own costum solutions","Occasionally","Occasionally","Not at all - I use my own costum solutions","Occasionally","Occasionally","This is not relevant for my scientific work","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"205","1980-01-01 00:00:00","7","en","431704911","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","No","","No","","No","","No","","Yes","Matlab, R","Yes","Matlab, R, SPM","No","","No","","Yes","Cloud","Yes","","No","","No","","Data workflow management, provenance tracking","Occasionally","Occasionally","Not at all - I use my own costum solutions","Mostly","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","No","No","I have no datasets","No","Yes","Undecided","Undecided","Undecided","No","No","Rather disagree","Rather agree","Fully agree","Rather agree","Rather agree","Undecided","Rather agree","Fully agree","Rather agree","Yes","Yes","Yes","","No","Undecided","Undecided","Fully disagree","Rather agree","Undecided","Fully agree","Rather agree","Rather agree","Undecided","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather agree","Only to archive data after publication","No","I don't know","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Data security issues in data exchange with other institutions","Harmonization and fusion of data from multiple sites and/or studies","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","","","","","No","",""
"206","","2","en","741616425","Other","Private Clinic","Other","Physician","No","No","No","Yes","No","No","No","No","","No","Yes","No","No","No","No","Yes","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","Yes","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"207","1980-01-01 00:00:00","7","en","1336124584","Other","General Hospital","Scientist","","No","No","No","Yes","No","No","No","No","","No","Yes","No","Yes","No","No","No","No","","No","","No","","Yes","Excel","No","","Yes","Excel","No","","No","","Yes","SCIEBO","No","","No","","No","","","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","This is not relevant for my scientific work","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","No","Yes","Yes","No","Yes","Yes","Rather disagree","Rather agree","Fully agree","Rather disagree","Undecided","Rather agree","Undecided","Fully agree","Fully agree","Yes","No","No","","No","No","Fully disagree","Fully disagree","Rather disagree","Rather disagree","Rather agree","Undecided","Rather disagree","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","After some (exploratory) analysis","No","I don't know","","","","","","","","","","No","",""
"208","","2","en","476332900","A public university or state research institution","","Scientist","","No","No","No","Yes","No","No","No","No","","Yes","Yes","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"209","","","en","836335371","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"210","","","en","1434901705","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"211","","","en","1944390449","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"212","","1","en","333027467","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"213","","0","en","174874811","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"214","1980-01-01 00:00:00","7","en","1323166500","A public university or state research institution","","Tenured research staff","","Yes","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","No","No","No","No","Yes","","No","","No","","No","","Yes","Matlab","Yes","Matlab, Curry","No","","No","","No","","No","","No","","No","","","This is not relevant for my scientific work","Mostly","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","Occasionally","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Yes","Yes","No","No","I have a one gold data set that should be made available with sufficient information for reuse","Undecided","Yes","Yes","Yes","Undecided","Undecided","Undecided","Rather agree","Fully agree","Rather disagree","Undecided","Rather disagree","Undecided","Undecided","Fully agree","Rather agree","Yes","Yes","No","","No","No","Rather disagree","Undecided","Undecided","Undecided","Rather disagree","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Fully disagree","Undecided","Rather agree","Just before/at publication time","Yes, in my institution (shared with other groups)","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Poor standardization of metadata and derived data","Data security issues in data exchange with other institutions","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","No","",""
"215","","1","en","1556797010","A private sector company / industry vendor","","Scientist","","Yes","Yes","No","Yes","Yes","Yes","No","No","","Yes","Yes","Yes","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"216","1980-01-01 00:00:00","7","en","459182571","Other","","Other","","No","No","No","Yes","No","No","No","No","","Yes","Yes","No","No","No","Yes","No","Yes","","Yes","","No","","No","","No","","Yes","","No","","No","","No","","No","","No","","No","","","Mostly","","","","Mostly","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","Yes","No","No","","No","Undecided","Fully disagree","Rather disagree","Rather disagree","Rather disagree","Fully disagree","Rather agree","Fully agree","Rather disagree","Fully agree","Rather agree","Rather agree","Rather disagree","Rather agree","Right from the start/during data acquisition","No","A day","Poor standardization of metadata and derived data","Other (as described above)","","","","","","","","No","",""
"217","1980-01-01 00:00:00","7","en","79836656","A private sector company / industry vendor","","Scientist","","Yes","Yes","No","No","Yes","Yes","No","No","","Yes","Yes","No","Yes","No","No","Yes","No","","No","","No","","No","","No","","No","","No","","Yes","subversion","Yes","dropbox","No","","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","As much as possible","As much as possible","Occasionally","Not at all - I use my own costum solutions","","Yes","Yes","No","No","I have no datasets","Yes","Undecided","Yes","Undecided","Undecided","Undecided","Undecided","Undecided","Rather agree","Rather agree","Undecided","Rather agree","Undecided","Undecided","Rather agree","Rather agree","Yes","Yes","No","","Yes","Undecided","Undecided","Rather disagree","Rather disagree","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Only to archive data after publication","No","Few hours or less","Harmonization and fusion of data from multiple sites and/or studies","Data security issues in data exchange with other institutions","","","","","","","","No","",""
"218","","","en","1949239363","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"219","","2","en","1723443674","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Other","Doctor","No","No","No","Yes","No","No","No","No","","No","Yes","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"220","","","en","434133232","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"221","","3","en","672994997","A private sector company / industry vendor","","Independent scientist and group leader / professor","","No","No","No","Yes","No","No","No","No","","Yes","Yes","No","No","No","No","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","Yes","Yes","No","No","I have no datasets","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"222","1980-01-01 00:00:00","7","en","403491139","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","No","","No","","No","","No","","Yes","","Yes","","No","","No","","Yes","","No","","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","Mostly","This is not relevant for my scientific work","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Yes","Yes","Yes","Yes","Yes","Yes","Rather disagree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Yes","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Undecided","Rather agree","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","Less then a week","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","","","","","No","",""
"223","1980-01-01 00:00:00","7","en","598975019","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","Yes","Yes","No","No","No","No","","No","No","Yes","No","No","No","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","This is not relevant for my scientific work","Yes","Yes","No","No","I have no datasets","No","No","No","No","Yes","No","No","Rather disagree","Rather agree","Rather agree","Undecided","Rather disagree","Rather disagree","Rather agree","Rather agree","Rather agree","Yes","No","No","","Yes","No","Rather disagree","Rather disagree","Rather agree","Rather disagree","Rather agree","Rather disagree","Rather disagree","Rather agree","Undecided","Rather disagree","Fully disagree","Rather agree","Undecided","Only to archive data after publication","No","I don't know","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","","","","","No","",""
"224","1980-01-01 00:00:00","7","en","817442842","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","Yes","Yes","No","No","Yes","","Yes","Yes","No","No","No","No","No","No","","Yes","","Yes","","Yes","","Yes","","Yes","","No","","Yes","","Yes","","Yes","","No","","No","","","Occasionally","As much as possible","As much as possible","As much as possible","As much as possible","","Mostly","Occasionally","Occasionally","","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Undecided","Yes","Yes","Yes","Undecided","No","Rather agree","Fully agree","Rather disagree","Rather agree","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather agree","No","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Fully agree","Fully agree","Rather agree","Fully agree","Rather agree","Rather agree","Rather agree","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","Lack of automatic data quality control","Harmonization and fusion of data from multiple sites and/or studies","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Poor standardization of metadata and derived data","Fragmented data storage","","","","","No","",""
"225","","1","en","408742120","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","Yes","No","No","No","No","Yes","","No","No","No","Yes","Yes","Yes","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"226","","5","en","1793684947","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Independent scientist and group leader / professor","","Yes","Yes","No","No","No","Yes","No","Yes","","No","No","Yes","Yes","No","No","Yes","No","","Yes","","Yes","","Yes","","No","","Yes","","No","","Yes","","Yes","","Yes","","Yes","","No","","provenance; artefact detection and removal","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","Occasionally","As much as possible","As much as possible","Mostly","As much as possible","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Undecided","Yes","Yes","Undecided","Undecided","Rather disagree","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Rather agree","Rather agree","Yes","Yes","Yes","","Yes","Yes","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"227","","","en","1883398835","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"228","1980-01-01 00:00:00","7","en","305733500","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","Yes","No","No","Yes","No","No","","No","No","Yes","Yes","No","No","Yes","No","","Yes","odml, nix, relacs","Yes","nix","No","","No","","Yes","numpy,scipy,sklearn","No","","Yes","git","Yes","owncloud","Yes","g-node","Yes","python","No","","data sharing","Mostly","Mostly","Not at all - I use my own costum solutions","Occasionally","Occasionally","This is not relevant for my scientific work","As much as possible","Occasionally","Mostly","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Undecided","Yes","Yes","Yes","Undecided","Undecided","Undecided","Undecided","Rather disagree","Rather agree","Rather disagree","Fully disagree","Undecided","Fully agree","Fully disagree","Rather disagree","No","Yes","Yes","","Yes","No","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather agree","Fully disagree","Fully disagree","Rather disagree","Undecided","Right from the start/during data acquisition","No","A day","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","","","","","No","",""
"229","","1","en","1259675037","A public university or state research institution","","Other","Physician","No","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","No","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"230","","1","en","574103653","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","No","No","No","Yes","No","No","","Yes","No","Yes","No","Yes","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"231","1980-01-01 00:00:00","7","en","116610517","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","No","No","No","No","No","","No","No","Yes","Yes","No","No","No","No","","No","","No","","No","","No","","Yes","Python","No","","No","","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","","Yes","Yes","Yes","No","I have a one gold data set that should be made available with sufficient information for reuse","Undecided","Undecided","Yes","Yes","Undecided","Undecided","Undecided","Undecided","Rather agree","Rather agree","Rather agree","Undecided","Rather disagree","Fully agree","Fully disagree","Rather disagree","Yes","Yes","Yes","","No","Undecided","Rather disagree","Rather disagree","Rather agree","Undecided","Rather disagree","Undecided","Rather disagree","Rather agree","Undecided","Undecided","Fully disagree","Undecided","Rather agree","Only to archive data after publication","No","I don't know","","","","","","","","","","","",""
"232","","","en","1938541162","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"233","","1","en","1155126205","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","Yes","Yes","No","No","Yes","No","No","No","","Yes","Yes","Yes","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"234","","","en","91863527","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"235","","1","en","1672286202","A private sector company / industry vendor","","Other","medical doctor","No","No","No","No","No","No","No","No","","No","Yes","No","No","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"236","1980-01-01 00:00:00","7","en","921160163","A public university or state research institution","","Scientist","","Yes","No","No","No","No","No","No","No","","No","No","No","Yes","Yes","No","No","No","","No","","No","","No","","No","","No","","No","","Yes","git","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Mostly","Occasionally","Occasionally","Occasionally","","","","","","","Yes","No","No","No","I have no datasets","No","Yes","Undecided","Yes","Undecided","Undecided","Undecided","Fully disagree","Rather agree","Rather agree","Rather agree","Undecided","","Rather agree","","","Yes","Yes","No","","Undecided","No","Fully disagree","Fully disagree","Rather disagree","Fully disagree","Rather disagree","Fully agree","Fully agree","Rather disagree","Rather agree","Undecided","Fully disagree","Rather agree","Rather agree","Only to archive data after publication","No","Less then a week","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","","","","","","No","",""
"237","","6","en","956921411","Other","Krankenhaus in kommunaler Trägerschaft","Other","Oberarzt","No","No","No","Yes","No","No","No","No","","No","Yes","No","No","No","No","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","Yes","","","This is not relevant for my scientific work","This is not relevant for my scientific work","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"238","","1","en","45402347","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","Yes","Yes","No","No","No","","Yes","Yes","No","Yes","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"239","1980-01-01 00:00:00","7","en","1008179280","A public university or state research institution","","Independent scientist and group leader / professor","","No","No","No","Yes","No","No","No","No","","No","Yes","No","Yes","No","No","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Not at all - I use my own costum solutions","This is not relevant for my scientific work","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Yes","Yes","No","No","I have no datasets","No","No","No","No","Yes","No","No","Rather agree","Rather agree","Fully agree","Undecided","Rather agree","Rather agree","Undecided","Rather disagree","Undecided","Yes","No","No","","No","No","Rather disagree","Rather disagree","Undecided","Fully disagree","Rather agree","Undecided","Rather agree","Undecided","Rather disagree","Rather disagree","Fully disagree","Rather agree","Rather agree","Only to archive data after publication","No","I don't know","Data security issues in data exchange with other institutions","Harmonization and fusion of data from multiple sites and/or studies","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"240","","","en","2020929387","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"241","1980-01-01 00:00:00","7","en","422880683","Other","Private University","Tenured research staff","","No","No","No","No","No","No","No","No","Neuromuscular Disorders","Yes","Yes","No","No","No","No","No","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","Occasionally","","","","As much as possible","","","As much as possible","Mostly","","","Yes","Yes","Yes","No","I have no datasets","No","","","Undecided","Undecided","No","No","Fully disagree","Fully agree","Fully agree","Fully agree","Fully agree","Undecided","Undecided","Undecided","Undecided","Yes","No","No","","Undecided","Undecided","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Fully disagree","Rather agree","Rather agree","Fully disagree","Rather agree","Fully disagree","Undecided","Undecided","Rather agree","Only to archive data after publication","No","Few hours or less","","","","","","","","","","No","",""
"242","","","en","1531891051","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"243","","","en","521042834","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"244","","","en","1519470651","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"245","","1","en","1787481723","A private sector company / industry vendor","","Independent scientist and group leader / professor","","Yes","No","No","No","No","No","No","No","","Yes","Yes","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"246","1980-01-01 00:00:00","7","en","1435582699","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Scientist","","Yes","No","Yes","No","No","No","No","No","","No","No","No","No","Yes","No","Yes","No","","Yes","paper lab book","No","","Yes","excel","Yes","excel, spss, GraphPad prism","Yes","excel, spss, GraphPad prism","No","","No","","No","","No","","No","","No","","Metadata collection and management, provenance tracking","As much as possible","","As much as possible","As much as possible","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","This is not relevant for my scientific work","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Undecided","Undecided","Undecided","Rather disagree","Rather agree","Fully agree","Rather agree","Rather agree","Undecided","Undecided","Fully agree","Undecided","Yes","Yes","Yes","","No","No","Rather disagree","Rather disagree","Rather agree","Undecided","Rather disagree","Rather agree","Rather agree","Rather disagree","Fully agree","Fully agree","Rather disagree","Rather agree","Undecided","Just before/at publication time","No","More than a week","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Fragmented data storage","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","","","","","Yes","NanoS-QM/InnoMatSafety",""
"247","","","en","1184823448","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"248","1980-01-01 00:00:00","7","en","2005261174","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","No","Yes","No","No","","No","Yes","Yes","Yes","No","No","Yes","No","","No","","Yes","HDF","No","","Yes","various Python/Matlab tools","Yes","various Python/Matlab tools","No","","No","","No","","No","","Yes","various Python/Matlab tools","No","","","Not at all - I use my own costum solutions","","This is not relevant for my scientific work","Occasionally","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","This is not relevant for my scientific work","Occasionally","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have no datasets","Undecided","Yes","Yes","Yes","Yes","Undecided","Undecided","Rather disagree","Fully agree","Fully agree","Rather disagree","Rather disagree","Undecided","Undecided","Undecided","Undecided","Yes","Yes","No","","Yes","Undecided","Undecided","Rather disagree","Fully agree","Rather agree","Rather disagree","Undecided","Undecided","Fully disagree","Rather agree","Fully disagree","Rather disagree","Rather agree","Rather agree","After some (exploratory) analysis","No","More than a week","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Fragmented data storage","","","","","","","Yes","NFDI4Phys",""
"249","","","en","276197867","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"250","","","en","2054174179","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"251","","1","en","669090049","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"252","","1","en","719556117","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","Yes","No","No","No","No","","No","Yes","Yes","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"253","1980-01-01 00:00:00","7","en","2141896210","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","Yes","No","Yes","No","Yes","","No","Yes","Yes","No","No","No","No","Yes","","Yes","odml","Yes","spike2, dapsys, edf+, hdf5, csv","No","","Yes","eeglab, python, matlab","Yes","python, matlab","No","","Yes","github, bitbucket","No","","No","","Yes","neuron","No","","Metadata, legal templates for sharing, ""marketplace"" for sharing, distributed computing","As much as possible","As much as possible","Occasionally","Occasionally","Occasionally","Not at all - I use my own costum solutions","As much as possible","Occasionally","Not at all - I use my own costum solutions","Mostly","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Undecided","Yes","Yes","Fully disagree","Rather disagree","Rather disagree","Rather disagree","Undecided","Rather agree","Fully disagree","Fully agree","Fully agree","Yes","Yes","Yes","","Yes","Yes","Undecided","Rather agree","Rather agree","Undecided","Fully disagree","Fully disagree","Rather disagree","Fully disagree","Fully agree","Fully agree","Fully disagree","Rather agree","Undecided","After some (exploratory) analysis","No","More than a week","Data security issues in data exchange with other institutions","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Inappropriately documented custom code in non-reproducible computational environments","","","","","No","",""
"254","","","en","2047566131","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"255","","2","en","914878739","Other","both public university and private sector","Student or early career researcher","","Yes","No","No","Yes","Yes","No","Yes","Yes","","No","Yes","No","No","No","No","Yes","Yes","","No","","Yes","edf, npy, json, ","No","","Yes","mne, numpy, scipy","Yes","mne, numpy, scipy, tensorflow, scikit-learn","No","","Yes","git","No","","No","","No","","No","","public data storage, data management and metadata management (incl. data formats, data structure, data documentation etc.)","Not at all - I use my own costum solutions","As much as possible","Not at all - I use my own costum solutions","Mostly","Mostly","This is not relevant for my scientific work","As much as possible","Not at all - I use my own costum solutions","This is not relevant for my scientific work","Not at all - I use my own costum solutions","","Yes","No","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"256","1980-01-01 00:00:00","7","en","360540369","Other","both a private company and a public university","Scientist","","Yes","No","No","No","No","No","No","No","","No","No","Yes","Yes","No","No","No","Yes","","No","","No","","No","","Yes","matlab","Yes","matlab","No","","Yes","git","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","As much as possible","As much as possible","Not at all - I use my own costum solutions","As much as possible","Mostly","Occasionally","This is not relevant for my scientific work","Occasionally","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Yes","Undecided","Undecided","Undecided","Undecided","Yes","Rather disagree","Rather agree","Undecided","Rather agree","Undecided","Rather agree","Fully agree","Rather agree","Undecided","No","No","Yes","","Yes","Yes","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Undecided","Rather agree","Rather disagree","Fully agree","Rather agree","Fully disagree","Rather agree","Rather agree","After some (exploratory) analysis","No","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","","","","","","","No","",""
"257","1980-01-01 00:00:00","7","en","1275879970","A public university or state research institution","","Scientist","","No","Yes","No","Yes","Yes","Yes","Yes","No","","Yes","Yes","No","No","No","Yes","Yes","Yes","","Yes","BIDS","No","","No","","Yes","HCP","Yes","MATLAB, Python","No","","No","","Yes","FTAPI","No","","Yes","TVB","No","","","As much as possible","Occasionally","Occasionally","Mostly","Mostly","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Mostly","Mostly","As much as possible","This is not relevant for my scientific work","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Undecided","Undecided","Undecided","Rather agree","Rather agree","Fully agree","Rather agree","Fully disagree","Undecided","Rather agree","Rather agree","Fully agree","Yes","Yes","No","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Rather agree","Fully disagree","Fully disagree","Rather agree","Undecided","Undecided","Rather disagree","Rather agree","Just before/at publication time","Yes, in my lab","More than a week","Inappropriately documented custom code in non-reproducible computational environments","Data security issues in data exchange with other institutions","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","","","","","No","",""
"258","","1","en","1490379024","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","Yes","No","No","","Yes","No","No","No","No","No","Yes","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"259","1980-01-01 00:00:00","7","en","1833726995","A public university or state research institution","","Scientist","","No","No","No","Yes","Yes","Yes","No","No","","Yes","Yes","No","Yes","No","No","Yes","No","","No","","Yes","BIDs","No","","Yes","FSL, Mrtrix","Yes","AFNI, SAS","No","","Yes","github","No","","No","","Yes","TVB","No","","","Mostly","Mostly","Mostly","Mostly","Not at all - I use my own costum solutions","","Mostly","As much as possible","As much as possible","Not at all - I use my own costum solutions","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Undecided","Rather agree","Rather agree","Rather disagree","Fully disagree","Rather disagree","Fully agree","Rather agree","Rather agree","Yes","Yes","Yes","","Yes","No","Undecided","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather agree","Rather agree","Fully disagree","Fully agree","Fully agree","Undecided","Rather agree","Fully agree","Just before/at publication time","Yes, in my lab","Less then a week","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Lack of automatic data quality control","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","","","","","No","",""
"260","1980-01-01 00:00:00","7","en","2084378020","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","Yes","No","No","","Yes","Yes","Yes","Yes","No","No","Yes","Yes","","No","","No","","No","","No","","Yes","Matlab, Python","No","","No","","No","","No","","Yes","The Virtual Brain, ANNarchy, NEST","No","","","","","","","Occasionally","","","","As much as possible","As much as possible","","No","No","No","Yes","I have no datasets","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather disagree","Fully agree","Fully agree","Fully agree","Rather disagree","Rather disagree","Rather agree","Fully agree","Fully agree","Yes","Yes","Yes","","Yes","Yes","Rather disagree","Undecided","Rather agree","Rather disagree","Rather disagree","Undecided","Fully agree","Fully agree","Fully agree","Rather disagree","Fully disagree","Rather agree","Fully agree","Just before/at publication time","No","More than a week","Fragmented data storage","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","","","","No","","It should be made obligatory to share the data analysis code of one's study."
"261","","","en","2056399639","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"262","","2","en","1284069812","A public university or state research institution","","Student or early career researcher","","No","No","No","Yes","Yes","Yes","No","No","","Yes","No","No","No","Yes","No","Yes","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"263","","5","en","1770356548","A public university or state research institution","","Student or early career researcher","","Yes","Yes","No","No","No","No","No","No","","No","Yes","No","Yes","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","Yes","I have no datasets","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","No","No","No","","Undecided","Undecided","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"264","1980-01-01 00:00:00","7","en","1472838567","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","Yes","No","No","Yes","No","No","","No","No","Yes","Yes","No","No","Yes","No","","Yes","ElabFTW","Yes","NWB","No","","Yes","SpikeInterface","Yes","Matlab, Python Neo/Elephant","No","","Yes","git","Yes","Scientific Data Storage (Heidelberg University)","No","","Yes","Neuron","No","","Metadata for electrophysiology and behavior could be much improved; we also eventually want to use standardized workflows e.g. DataJoint","Occasionally","Mostly","","Mostly","Occasionally","","Mostly","Occasionally","Occasionally","Occasionally","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Yes","Undecided","Yes","Undecided","Yes","Yes","Fully agree","Fully agree","Rather agree","Rather agree","Rather disagree","Rather disagree","Fully agree","Fully disagree","Fully disagree","Yes","Yes","Yes","","Undecided","Yes","Undecided","Undecided","Rather agree","Undecided","Rather agree","Rather agree","Undecided","Fully disagree","Fully agree","Rather agree","Fully disagree","Rather disagree","Fully agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Inappropriately documented custom code in non-reproducible computational environments","","","","","","Yes","NFDI Neuro",""
"265","1980-01-01 00:00:00","7","en","1994906044","A public university or state research institution","","Scientist","","No","No","No","No","Yes","Yes","No","No","","Yes","Yes","No","Yes","No","No","Yes","No","","No","","Yes","BIDS","No","","Yes","PYTHON MATLAB","No","","No","","No","","No","","No","","Yes","PYTHON MATLAB","No","","","Not at all - I use my own costum solutions","Mostly","Not at all - I use my own costum solutions","Occasionally","Occasionally","This is not relevant for my scientific work","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Occasionally","Mostly","","Yes","Yes","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Undecided","No","Undecided","Yes","Yes","Undecided","Undecided","Fully disagree","Undecided","Fully agree","Fully agree","Rather disagree","Rather agree","Undecided","Rather disagree","Rather disagree","Yes","Yes","Yes","","No","Yes","Rather disagree","Rather disagree","Undecided","Rather disagree","Rather disagree","Fully agree","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","Few hours or less","Lack of automatic data quality control","Harmonization and fusion of data from multiple sites and/or studies","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"266","","","en","322018268","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"267","","1","en","1085970725","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","No","No","No","No","No","","No","No","Yes","Yes","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"268","1980-01-01 00:00:00","7","en","1850112000","A public university or state research institution","","Student or early career researcher","","No","Yes","No","No","No","Yes","No","No","","Yes","Yes","No","No","No","No","Yes","No","","No","","No","","No","","Yes","MNE","Yes","MNE","No","","Yes","Git, Bitbucket","No","","No","","Yes","TVB, Python, Matlab","No","","","This is not relevant for my scientific work","This is not relevant for my scientific work","Not at all - I use my own costum solutions","As much as possible","As much as possible","This is not relevant for my scientific work","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Occasionally","","No","No","No","Yes","I have no datasets","Yes","Yes","Yes","Undecided","Yes","Yes","Yes","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Rather agree","Rather agree","Undecided","Yes","Yes","Yes","","Undecided","Undecided","Rather disagree","Rather disagree","Rather disagree","Fully disagree","Undecided","Undecided","Undecided","Fully disagree","Fully agree","Fully agree","Fully disagree","Undecided","Undecided","Right from the start/during data acquisition","Yes, in my lab","I don't know","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Harmonization and fusion of data from multiple sites and/or studies","Fragmented data storage","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","","","","","No","",""
"269","1980-01-01 00:00:00","7","en","936256286","A public university or state research institution","","Scientist","","No","No","No","No","Yes","Yes","No","Yes","","Yes","Yes","No","No","No","No","Yes","Yes","","Yes","BIDS, openMINDS","Yes","nifti","No","","Yes","fsl,mrtrix,ants,python","No","","Yes","datalad","Yes","git","No","","No","","Yes","TVB","No","","","Mostly","As much as possible","This is not relevant for my scientific work","Mostly","Occasionally","Occasionally","Mostly","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","This is not relevant for my scientific work","No","Yes","No","No","I have no datasets","Undecided","Yes","Yes","Undecided","Yes","Undecided","Undecided","Rather disagree","Rather agree","Undecided","Undecided","Fully agree","Rather agree","Undecided","Rather agree","Fully agree","No","No","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather agree","Fully disagree","Rather agree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","Less then a week","Lack of automatic data quality control","Data security issues in data exchange with other institutions","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"270","1980-01-01 00:00:00","7","en","1679732084","A public university or state research institution","","Student or early career researcher","","No","No","No","No","Yes","No","No","Yes","","Yes","No","No","No","No","No","No","No","","No","","No","","No","","Yes","Python scripts","Yes","Python scripts","No","","Yes","Git","No","","No","","No","","No","","","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","","Yes","No","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Undecided","Fully agree","Fully agree","Fully agree","Undecided","Fully agree","Fully disagree","Fully agree","Fully agree","No","No","Yes","","Yes","Yes","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather agree","Fully agree","Fully agree","Undecided","Fully agree","Fully agree","Fully disagree","Fully agree","Fully agree","Right from the start/during data acquisition","No","I don't know","Harmonization and fusion of data from multiple sites and/or studies","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Inappropriately documented custom code in non-reproducible computational environments","","","","","No","",""
"271","","1","en","1255369486","A public university or state research institution","","Scientist","","Yes","Yes","No","No","Yes","Yes","Yes","Yes","","Yes","Yes","No","No","No","Yes","Yes","Yes","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"272","1980-01-01 00:00:00","7","en","1320396423","A public university or state research institution","","Scientist","","No","No","No","No","No","Yes","Yes","Yes","","Yes","Yes","No","Yes","No","No","Yes","Yes","","No","","Yes","","Yes","","Yes","","Yes","","No","","Yes","","No","","Yes","","Yes","","No","","","Occasionally","As much as possible","Mostly","As much as possible","As much as possible","Not at all - I use my own costum solutions","Mostly","This is not relevant for my scientific work","As much as possible","As much as possible","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","No","No","Rather disagree","Rather agree","Rather agree","Rather agree","Undecided","Undecided","Undecided","Undecided","Rather agree","Yes","Yes","Yes","","Yes","Yes","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Undecided","Fully disagree","Rather agree","Rather agree","Fully disagree","Fully agree","Fully agree","Just before/at publication time","Yes, in my lab","I don't know","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","","","","","No","",""
"273","","","en","248030876","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"274","","1","en","432521378","A private sector company / industry vendor","","Scientific support staff","","No","No","No","No","No","No","Yes","No","","No","No","No","No","No","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"275","1980-01-01 00:00:00","7","en","299911741","A public university or state research institution","","Research data management focused staff","","Yes","No","No","No","Yes","No","No","Yes","","Yes","Yes","No","No","No","No","Yes","No","","No","","Yes","BIDS","Yes","nipype","Yes","fMRIPrep","Yes","nilearn","No","","Yes","git","No","","Yes","Github, OSF","No","","No","","Metadata collection and management,
","Occasionally","As much as possible","Occasionally","As much as possible","As much as possible","","Mostly","Mostly","Mostly","","","No","No","No","Yes","I have a one gold data set that should be made available with sufficient information for reuse","Undecided","Yes","Yes","Undecided","Yes","Yes","Undecided","Undecided","Rather disagree","Rather agree","Rather disagree","Fully disagree","Fully disagree","Undecided","Fully agree","Undecided","No","Yes","Yes","","Yes","Yes","Rather agree","Rather agree","Rather agree","Undecided","Fully disagree","Undecided","Undecided","Fully disagree","Fully agree","Undecided","Rather agree","Rather disagree","Rather agree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","I don't know","Inappropriately documented custom code in non-reproducible computational environments","Fragmented data storage","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","","","","","No","",""
"276","","","en","131094496","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"277","1980-01-01 00:00:00","7","en","2090339810","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","Yes","No","Yes","No","No","No","Yes","","No","Yes","No","No","No","No","No","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","Yes","","No","","No","","simulation","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","As much as possible","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Undecided","Yes","Fully agree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather disagree","Rather disagree","No","No","Yes","","Yes","Yes","Fully agree","Undecided","Fully agree","Fully agree","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Fully agree","Fully agree","Rather disagree","Rather disagree","Rather disagree","Right from the start/during data acquisition","Yes, in my institution (shared with other groups)","More than a week","Fragmented data storage","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","Data security issues in data exchange with other institutions","","","","","","No","",""
"278","1980-01-01 00:00:00","7","en","1298057787","A public university or state research institution","","Scientist","","No","No","No","Yes","Yes","No","No","No","","Yes","No","No","No","No","No","No","Yes","","Yes","REDCap, PACS","No","","No","","Yes","dcm2niix, SPM12, ANTS, FSLtools","Yes","FSLtools, SPM12, MATLAB, MRtrix, R, ITK-SNAP","No","","No","","No","","No","","No","","No","","Metadata collection & management, data workflow management, data preprocessing & analysis, exchange of data with collaborators","As much as possible","As much as possible","Not at all - I use my own costum solutions","As much as possible","As much as possible","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","Not at all - I use my own costum solutions","This is not relevant for my scientific work","This is not relevant for my scientific work","","Yes","Yes","No","No","My datasets are all available with sufficient information for reuse","Yes","Yes","Yes","Yes","Yes","Yes","Yes","Rather disagree","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Fully disagree","Rather disagree","Fully agree","Yes","Yes","Yes","","Yes","No","Rather agree","Rather agree","Rather agree","Rather agree","Undecided","Rather disagree","Rather disagree","Rather disagree","Rather agree","Rather agree","Rather agree","Rather agree","Rather agree","After some (exploratory) analysis","Yes, in my institution (shared with other groups)","More than a week","Fragmented data storage","Inappropriately documented custom code in non-reproducible computational environments","Lack of automatic data quality control","Poor standardization of metadata and derived data","Data security issues in data exchange with other institutions","","","","","No","",""
"279","1980-01-01 00:00:00","7","en","1043983056","A public university or state research institution","","Student or early career researcher","","No","No","No","Yes","Yes","No","No","No","","Yes","No","No","No","No","No","Yes","Yes","","Yes","RedCap","Yes","bids","No","","Yes","bash, python, R, mrtrix, fsl","Yes","R","No","","Yes","git","Yes","osf.io","Yes","osf.io, github","No","","No","","Image Storage","Occasionally","Occasionally","Occasionally","Mostly","As much as possible","This is not relevant for my scientific work","As much as possible","Occasionally","Occasionally","This is not relevant for my scientific work","This is not relevant for my scientific work","No","Yes","No","No","I have no datasets","Yes","Yes","Yes","Yes","No","No","No","Fully disagree","Rather agree","Rather agree","Rather agree","Undecided","Rather disagree","Undecided","Fully agree","Rather agree","Yes","Yes","Yes","","Yes","Undecided","Rather disagree","Rather disagree","Rather disagree","Rather disagree","Fully disagree","Undecided","Rather agree","Fully disagree","Fully agree","Undecided","Fully disagree","Undecided","Undecided","Just before/at publication time","Yes, in my institution (shared with other groups)","","Fragmented data storage","Harmonization and fusion of data from multiple sites and/or studies","Lack of automatic data quality control","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","","","","","No","",""
"280","","1","en","1217124744","A private sector company / industry vendor","","Scientific support staff","","Yes","Yes","No","Yes","Yes","Yes","Yes","No","","Yes","Yes","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"281","","1","en","768383418","A public university or state research institution","","Research data management focused staff","","No","Yes","Yes","No","Yes","No","No","No","","Yes","Yes","Yes","Yes","Yes","No","No","Yes","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"282","","1","en","1374535931","A public university or state research institution","","Student or early career researcher","","No","No","No","No","No","Yes","No","No","","Yes","Yes","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"283","","1","en","1292925157","A public university or state research institution","","Student or early career researcher","","No","No","No","Yes","Yes","Yes","No","Yes","","Yes","Yes","No","Yes","No","No","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"284","1980-01-01 00:00:00","7","en","330882957","A public university or state research institution","","Student or early career researcher","","No","Yes","No","No","Yes","No","No","No","","No","Yes","No","No","No","No","No","No","","No","","No","","No","","Yes","Matlab tool boxes, python","Yes","Matlab tool boxes, python","No","","No","","No","","No","","No","","No","","Data formats","","","","As much as possible","As much as possible","","","","","","","Yes","No","No","No","I have no datasets","Yes","No","Yes","Yes","Yes","No","No","Rather disagree","Rather disagree","Undecided","Rather disagree","Undecided","Fully agree","Undecided","Fully agree","Undecided","Yes","Yes","No","","No","Yes","Rather agree","Undecided","Undecided","Rather agree","Undecided","Fully agree","Undecided","Undecided","Undecided","Rather agree","Rather agree","Undecided","Undecided","Right from the start/during data acquisition","Yes, in my lab","More than a week","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","Lack of automatic data quality control","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","","","","","Yes","NFDI-Neuro",""
"285","","1","en","316313343","A public university or state research institution","","Scientist","","No","Yes","No","No","Yes","No","No","No","","Yes","Yes","No","No","No","No","No","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"286","1980-01-01 00:00:00","7","en","1102623366","A public university or state research institution","","Independent scientist and group leader / professor","","Yes","No","No","No","No","No","No","No","","Yes","Yes","No","Yes","No","No","No","No","","Yes","BIDS","No","","No","","Yes","Matlab","Yes","Matlab, R","No","","Yes","github, gitlab","Yes","university cloud servie","Yes","figshare, osm","No","","No","","","As much as possible","Mostly","This is not relevant for my scientific work","Mostly","Mostly","This is not relevant for my scientific work","As much as possible","As much as possible","As much as possible","This is not relevant for my scientific work","","Yes","Yes","Yes","No","My datasets are all available with sufficient information for reuse","No","Yes","Yes","Yes","Yes","No","No","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather agree","Undecided","Rather agree","Fully agree","Yes","Yes","No","","Undecided","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Rather disagree","Rather agree","Rather agree","Rather disagree","Rather agree","Undecided","Rather disagree","Rather agree","Rather agree","Just before/at publication time","No","Few hours or less","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","Data security issues in data exchange with other institutions","Fragmented data storage","Lack of automatic data quality control","Poor standardization of metadata and derived data","","","","","No","",""
"287","","","en","1338412700","","","","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","N/A","N/A","N/A","N/A","N/A","N/A","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"288","","1","en","897420317","Other","Student at public university","Student or early career researcher","","No","Yes","No","No","Yes","No","No","Yes","","Yes","Yes","No","No","No","No","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"289","1980-01-01 00:00:00","7","en","1076058434","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","No","No","No","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"290","","3","en","566294725","","","","","No","No","No","No","No","No","No","No","","No","No","No","No","No","No","No","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","No","","","","","","","","","","","","","","No","No","No","No","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"291","","1","en","598892531","A non-profit research institute or association (e.g., Max-Planck-Institute, Fraunhofer Institute, Helmholtz Center)","","Student or early career researcher","","No","Yes","No","No","No","No","No","No","","Yes","No","No","Yes","No","No","Yes","No","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","N/A","","","","","","","","","","","","","","N/A","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","N/A","N/A","N/A","","","","","","","","","","","","","","","","","","","","","","","","","","","","","","",""
"292","1980-01-01 00:00:00","7","en","1384441993","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","No","No","No","No","","Yes","No","No","No","No","No","No","No","","No","","Yes","BIDS","No","","Yes","SPM ","Yes","SPM","No","","No","","No","","Yes","OSF and others","No","","No","","","This is not relevant for my scientific work","As much as possible","This is not relevant for my scientific work","As much as possible","As much as possible","This is not relevant for my scientific work","This is not relevant for my scientific work","Mostly","Mostly","This is not relevant for my scientific work","","Yes","Yes","Yes","No","I have a multiple data sets that should be made available with sufficient information for reuse","Yes","No","Yes","Yes","Undecided","Undecided","No","Rather agree","Rather agree","Rather disagree","Rather disagree","Rather disagree","Rather agree","Undecided","Undecided","Rather agree","No","Yes","No","","Yes","Undecided","Rather agree","Rather agree","Rather agree","Rather agree","Fully disagree","Fully disagree","Fully disagree","Fully agree","Rather agree","Undecided","Fully disagree","Rather disagree","Fully agree","Right from the start/during data acquisition","No","I don't know","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","Harmonization and fusion of data from multiple sites and/or studies","Data security issues in data exchange with other institutions","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"293","1980-01-01 00:00:00","7","en","2124614047","A public university or state research institution","","Scientist","","No","Yes","No","No","Yes","No","No","No","","No","Yes","No","Yes","No","No","Yes","No","","Yes","BIDS","Yes","XDF","No","","Yes","MATLAB, EEGLAB","Yes","MATLAB, EEGLAB","No","","Yes","GITHUB, GITLAB","No","","Yes","OPENNEURO","No","","No","","","Occasionally","Mostly","Not at all - I use my own costum solutions","Occasionally","Occasionally","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","Occasionally","Not at all - I use my own costum solutions","","No","No","Yes","No","My datasets are all available with sufficient information for reuse","No","No","Yes","Yes","Undecided","No","No","Rather disagree","Rather disagree","Undecided","Rather agree","Rather disagree","Undecided","Undecided","Rather agree","Rather agree","Yes","Yes","No","","Yes","Undecided","Undecided","Rather disagree","Undecided","Rather disagree","Rather disagree","Rather agree","Rather agree","Rather disagree","Fully agree","Rather agree","Undecided","Rather agree","Rather agree","Just before/at publication time","No","Less then a week","Data security issues in data exchange with other institutions","Poor standardization of metadata and derived data","Inappropriately documented custom code in non-reproducible computational environments","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","No public repositories exist supporting controlled access to institutionally hosted, sensitive data","","","","","No","",""
"294","1980-01-01 00:00:00","7","en","1273972169","A public university or state research institution","","Independent scientist and group leader / professor","","No","Yes","No","No","No","No","No","No","","No","Yes","No","Yes","No","No","No","No","","No","","No","","No","","Yes","Fieldtrip","Yes","R","No","","No","","No","","No","","Yes","SimNIBS, roast","No","","","This is not relevant for my scientific work","Mostly","Occasionally","As much as possible","As much as possible","Occasionally","Occasionally","Occasionally","","Mostly","","Yes","No","No","No","I have a multiple data sets that should be made available with sufficient information for reuse","No","Undecided","Yes","Undecided","Yes","Yes","Undecided","Rather agree","Undecided","Rather agree","Rather disagree","Rather disagree","Undecided","Undecided","Fully disagree","Rather disagree","Yes","No","No","","Yes","Yes","Rather agree","Rather agree","Rather agree","Rather agree","Fully agree","Fully agree","Undecided","Rather disagree","Fully agree","Rather agree","Fully agree","Undecided","Rather agree","Only to archive data after publication","No","I don't know","Inappropriately documented custom code in non-reproducible computational environments","Poor standardization of metadata and derived data","No standardized support for concerted study data and metadata extraction from multiple devices and data linking","Data security issues in data exchange with other institutions","Fragmented data storage","","","","","No","",""