Wiki source code of FAIR assessment of EBRAINS datasets
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1.1 | 1 | == == |
| 2 | |||
| 3 | ==== Or code ==== | ||
| 4 | |||
| 5 | Code blocks can be added by using the code macro: | ||
| 6 | |||
| 7 | {{code language="python"}} | ||
| 8 | x = 1 | ||
| 9 | if x == 1: | ||
| 10 | # indented four spaces | ||
| 11 | print("x is 1.") | ||
| 12 | {{/code}} | ||
| 13 | |||
| 14 | |||
| 15 | (% style="background-color:#ffffff; color:#444746; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration:none; white-space:pre-wrap" %)Neuroscientific datasets shared via EBRAINS go through a streamlined curation process, the openneurodata workflow, that ensures relevant annotation of the data using (%%)[[(% style="-webkit-text-decoration-skip:none; background-color:#ffffff; color:#1155cc; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration-skip-ink:none; text-decoration:underline; white-space:pre-wrap" %)__openMINDS__>>url:https://github.com/HumanBrainProject/openMINDS||style="text-decoration:none"]](% style="background-color:#ffffff; color:#444746; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration:none; white-space:pre-wrap" %), a metadata framework and their integration into (%%)[[(% style="-webkit-text-decoration-skip:none; background-color:#ffffff; color:#1155cc; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration-skip-ink:none; text-decoration:underline; white-space:pre-wrap" %)__EBRAINS Knowledge Graph__>>url:https://docs.kg.ebrains.eu/||style="text-decoration:none"]](% style="background-color:#ffffff; color:#444746; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration:none; white-space:pre-wrap" %), a metadata management system. The datasets are Findable and Accessible through (%%)[[(% style="-webkit-text-decoration-skip:none; background-color:#ffffff; color:#1155cc; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration-skip-ink:none; text-decoration:underline; white-space:pre-wrap" %)__Knowledge Graph Search__>>url:https://search.kg.ebrains.eu/?category=Dataset||style="text-decoration:none"]](% style="background-color:#ffffff; color:#444746; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration:none; white-space:pre-wrap" %) as a dataset card that displays information regarding dataset's Interoperability and Reusability. | ||
| 16 | |||
| 17 | |||
| 18 | (% style="line-height:1.38; text-align:justify" %) | ||
| 19 | (% style="background-color:#ffffff; color:#333333; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration:none; white-space:pre-wrap" %)This assessment highlights the ways in which EBRAINS fulfills the 17 core data FAIRness metrics proposed by (%%)[[(% style="-webkit-text-decoration-skip:none; background-color:#ffffff; color:#1155cc; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration-skip-ink:none; text-decoration:underline; white-space:pre-wrap" %)__FAIRsFAIR__>>url:https://zenodo.org/record/6461229||style="text-decoration:none"]](% style="background-color:#ffffff; color:#333333; font-family:Roboto,sans-serif; font-size:10.5pt; font-style:normal; font-variant:normal; font-weight:400; text-decoration:none; white-space:pre-wrap" %) for sharing datasets. | ||
| 20 | |||
| 21 | |||
| 22 | |(% style="width:365px" %)(% style="color:#000000; font-family:Arial,sans-serif; font-size:11pt; font-style:normal; font-variant:normal; font-weight:700; text-decoration:none; white-space:pre-wrap" %)**FINDABLE**|(% style="width:308px" %) | ||
| 23 | |(% style="width:365px" %)((( | ||
| 24 | (% style="line-height:1.38; text-align:justify" %) | ||
| 25 | (% style="background-color:#ffffff; color:#1f1f1f; font-family:Arial,sans-serif; font-size:10pt; font-style:normal; font-variant:normal; font-weight:700; text-decoration:none; white-space:pre-wrap" %)**FsF-F1-01D - Data is assigned a globally unique identifier** | ||
| 26 | )))|(% style="width:308px" %) ((( | ||
| 27 | (% style="line-height:1.38; text-align:justify" %) | ||
| 28 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)Information about access restrictions or rights, such as for sensitive human data, can be identified in the EBRAINS data card. | ||
| 29 | |||
| 30 | |||
| 31 | |||
| 32 | ))) | ||
| 33 | |(% style="width:365px" %) ((( | ||
| 34 | (% style="line-height:1.38; text-align:justify" %) | ||
| 35 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-A1-02M - Metadata is accessible through a standardized communication protocol** | ||
| 36 | |||
| 37 | \\ | ||
| 38 | )))|(% style="width:308px" %) ((( | ||
| 39 | (% style="line-height:1.38; text-align:justify" %) | ||
| 40 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)The URL for the EBRAINS data card is based on the https protocol. The EBRAINS KG is built on an open API not requiring registration. | ||
| 41 | |||
| 42 | |||
| 43 | |||
| 44 | ))) | ||
| 45 | |(% style="width:365px" %) ((( | ||
| 46 | (% style="line-height:1.38; text-align:justify" %) | ||
| 47 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-A1-03D - Data is accessible through a standardized communication protocol ** | ||
| 48 | |||
| 49 | |||
| 50 | |||
| 51 | )))|(% style="width:308px" %) ((( | ||
| 52 | (% style="line-height:1.38; text-align:justify" %) | ||
| 53 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)The URL for the EBRAINS data card is based on the https protocol. The EBRAINS KG is built on an open API not requiring registration. | ||
| 54 | |||
| 55 | |||
| 56 | |||
| 57 | ))) | ||
| 58 | |(% style="width:365px" %) ((( | ||
| 59 | (% style="line-height:1.38; text-align:justify" %) | ||
| 60 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-A2-01M - Metadata remains available, even if the data is no longer available. ** | ||
| 61 | )))|(% style="width:308px" %) ((( | ||
| 62 | (% style="line-height:1.38; text-align:justify" %) | ||
| 63 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)Metadata includes a resolvable link to data based on the https protocol. If this link is broken, the metadata will still be available (as ensured in the EBRAINS policies). | ||
| 64 | |||
| 65 | |||
| 66 | |||
| 67 | ))) | ||
| 68 | |(% style="width:365px" %) | ||
| 69 | (% style="font-size: 11pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**ACCESSIBLE**|(% style="width:308px" %) | ||
| 70 | |(% style="width:365px" %) ((( | ||
| 71 | (% style="line-height:1.38; text-align:justify" %) | ||
| 72 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-A1-01M - Metadata contains access level and access conditions of the data. ** | ||
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| 75 | |||
| 76 | )))|(% style="width:308px" %) ((( | ||
| 77 | (% style="line-height:1.38; text-align:justify" %) | ||
| 78 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)Information about access restrictions or rights, such as for sensitive human data, can be identified in the EBRAINS data card. | ||
| 79 | |||
| 80 | |||
| 81 | |||
| 82 | ))) | ||
| 83 | |(% style="width:365px" %) ((( | ||
| 84 | (% style="line-height:1.38; text-align:justify" %) | ||
| 85 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-A1-02M - Metadata is accessible through a standardized communication protocol** | ||
| 86 | |||
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| 88 | |||
| 89 | )))|(% style="width:308px" %) ((( | ||
| 90 | (% style="line-height:1.38; text-align:justify" %) | ||
| 91 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)The URL for the EBRAINS data card is based on the https protocol. The EBRAINS KG is built on an open API not requiring registration. | ||
| 92 | |||
| 93 | |||
| 94 | |||
| 95 | ))) | ||
| 96 | |(% style="width:365px" %) ((( | ||
| 97 | (% style="line-height:1.38; text-align:justify" %) | ||
| 98 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-A1-03D - Data is accessible through a standardized communication protocol ** | ||
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| 102 | )))|(% style="width:308px" %) ((( | ||
| 103 | (% style="line-height:1.38; text-align:justify" %) | ||
| 104 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)The URL for the EBRAINS data card is based on the https protocol. The EBRAINS KG is built on an open API not requiring registration. | ||
| 105 | |||
| 106 | |||
| 107 | |||
| 108 | ))) | ||
| 109 | |(% style="width:365px" %) ((( | ||
| 110 | (% style="line-height:1.38; text-align:justify" %) | ||
| 111 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-A2-01M - Metadata remains available, even if the data is no longer available. ** | ||
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| 115 | )))|(% style="width:308px" %) ((( | ||
| 116 | (% style="line-height:1.38; text-align:justify" %) | ||
| 117 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)Metadata includes a resolvable link to data based on the https protocol. If this link is broken, the metadata will still be available (as ensured in the EBRAINS policies). | ||
| 118 | |||
| 119 | |||
| 120 | |||
| 121 | ))) | ||
| 122 | |(% style="width:365px" %) | ||
| 123 | (% style="font-size: 11pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**INTEROPERABLE**|(% style="width:308px" %) | ||
| 124 | |(% style="width:365px" %) ((( | ||
| 125 | (% style="line-height:1.38; text-align:justify" %) | ||
| 126 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-I1-01M - Metadata is represented using a formal knowledge representation language. ** | ||
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| 130 | )))|(% style="width:308px" %) ((( | ||
| 131 | (% style="line-height:1.38; text-align:justify" %) | ||
| 132 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)openMINDS is an open and structured metadata language suited for neuroscience data structures. openMINDS metadata are defined in JSON and JSON-LD. | ||
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| 136 | ))) | ||
| 137 | |(% style="width:365px" %) ((( | ||
| 138 | (% style="line-height:1.38; text-align:justify" %) | ||
| 139 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-I1-02M - Metadata uses semantic resources. ** | ||
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| 143 | )))|(% style="width:308px" %) ((( | ||
| 144 | (% style="line-height:1.38; text-align:justify" %) | ||
| 145 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)openMINDS is a metadata framework that integrates community-wide accepted neuroscience ontologies, in close collaboration with the (%%)[[(% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(17, 85, 204); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: underline; -webkit-text-decoration-skip: none; text-decoration-skip-ink: none" %)__Interlex project__>>url:https://neuinfo.org/interlex/dashboard||style="text-decoration:none"]](% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %). | ||
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| 149 | ))) | ||
| 150 | |(% style="width:365px" %) ((( | ||
| 151 | (% style="line-height:1.38; text-align:justify" %) | ||
| 152 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-I3-01M -Metadata includes links between the data and its related entities. ** | ||
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| 156 | )))|(% style="width:308px" %) ((( | ||
| 157 | (% style="line-height:1.38; text-align:justify" %) | ||
| 158 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)openMINDS metadata schemas include references to internal (linked types) and external metadata (ontology identifier) through internationalized resource identifiers (IRI) | ||
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| 162 | ))) | ||
| 163 | |(% style="width:365px" %) | ||
| 164 | (% style="font-size: 11pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**REUSABLE**|(% style="width:308px" %) | ||
| 165 | |(% style="width:365px" %)((( | ||
| 166 | (% style="line-height:1.38; text-align:justify" %) | ||
| 167 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-R1-01MD - Metadata specifies the content of the data. ** | ||
| 168 | )))|(% style="width:308px" %)((( | ||
| 169 | (% style="line-height:1.38; text-align:justify" %) | ||
| 170 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)The content of the dataset is thoroughly described in the Data records section of the EBRAINS data descriptor, as well as via openMINDS terms. | ||
| 171 | ))) | ||
| 172 | |(% style="width:365px" %)((( | ||
| 173 | (% style="line-height:1.38; text-align:justify" %) | ||
| 174 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-R1.1-01M - Metadata includes license information under which data can be reused. ** | ||
| 175 | )))|(% style="width:308px" %) ((( | ||
| 176 | (% style="line-height:1.38; text-align:justify" %) | ||
| 177 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(0, 0, 0); font-weight: 400; font-style: normal; text-decoration: none" %)All datasets have a Creative Commons license that is added as an openMINDS term. | ||
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| 182 | |(% style="width:365px" %) ((( | ||
| 183 | (% style="line-height:1.38; text-align:justify" %) | ||
| 184 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-R1.2-01M - Metadata includes provenance information about data creation or generation. ** | ||
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| 188 | )))|(% style="width:308px" %) ((( | ||
| 189 | (% style="line-height:1.38; text-align:justify" %) | ||
| 190 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)A minimum level of data provenance must be described in the Methods section of the EBRAINS Data descriptor. Data provenance can also be captured in machine-readable metadata as openMINDS protocols and protocol executions, or other modality-specific schemas. | ||
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| 195 | |(% style="width:365px" %) ((( | ||
| 196 | (% style="line-height:1.38; text-align:justify" %) | ||
| 197 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-R1.3-01M - Metadata follows a standard recommended by the target research community of the data. ** | ||
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| 201 | )))|(% style="width:308px" %) ((( | ||
| 202 | (% style="line-height:1.38; text-align:justify" %) | ||
| 203 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)openMINDS is an open and community-driven metadata standard uniting knowledge from a number of research initiatives. | ||
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| 208 | |(% style="width:365px" %) ((( | ||
| 209 | (% style="line-height:1.38; text-align:justify" %) | ||
| 210 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 700; font-style: normal; text-decoration: none" %)**FsF-R1.3-02D - Data is available in a file format recommended by the target research community. ** | ||
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| 214 | )))|(% style="width:308px" %) ((( | ||
| 215 | (% style="line-height:1.38; text-align:justify" %) | ||
| 216 | (% style="font-size: 10pt; font-variant: normal; white-space: pre-wrap; font-family: Arial, sans-serif; color: rgb(31, 31, 31); background-color: rgb(255, 255, 255); font-weight: 400; font-style: normal; text-decoration: none" %)EBRAINS recommends data providers share data in open file formats. But, proprietary file formats are also accepted when necessary. | ||
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