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13	13	=== The openMINDS umbrella ===
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16		-openMINDS is the overall umbrella for a set of integrated metadata models for describing neuroscience research products in graph databases. The correct integration of these metadata models as well as the provision of a central access point is handled by an integration pipeline. All metadata models are developed on separate GitHub repositories, in order to facilitate extensions and maintenance of existing, as well as development and integration of new openMINDS metadata models and schemas. The integration pipeline ensures that the central openMINDS GitHub repository ingests all these GitHub repositories as [[git-submodules>>https://git-scm.com/docs/git-submodule||rel="noopener noreferrer" target="_blank"]], integrates the respective metadata models and builds the openMINDS GitHub pages, as well as ZIP files containing the respective openMINDS schemas in the supported formats, such as the openMINDS syntax (cf. below), JSON-Schema, or HTML. In the following we will summarize the contents and requirements for the central openMINDS GitHub repository as well as all metadata model git-submodules. The openMINDS integration pipeline will be handled in a separate chapter (cf. below).
	16	+In summary, openMINDS is the overall umbrella for a set of distributed GitHub repositories, each defining a particular metadata model for neuroscience research products.
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19		-Let us start with the [[central openMINDS GitHub repository>>https://github.com/HumanBrainProject/openMINDS||rel=" noopener noreferrer" target="_blank"]] which has a **main branch**, a **documentation branch**, and **version branches** (naming convention: vX; e.g., v1). Official releases (naming convention: vX.Y; e.g., v1.0) are tagged and provided as release packages.
	19	+The main (or central) [[openMINDS GitHub repository>>https://github.com/HumanBrainProject/openMINDS||rel="noopener noreferrer" target="_blank"]] ingests all these GitHub repositories as [[git-submodules>>https://git-scm.com/docs/git-submodule||rel="noopener noreferrer" target="_blank"]]. Furthermore it stores the openMINDS vocabulary (**##vocab##**), providing general definitions and references for **types** and **properties** used in schemas across all openMINDS repositories (cf. below). And last but not least, it holds the schema representations for all supported metadata formats created by the openMINDS integration pipeline (cf. below).
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22		-The **main branch** hosts the general README, the LICENSE document, the CONTRIBUTING document, and the general openMINDS logo. In addition, it maintains the openMINDS vocabulary (vocab; cf. below) which provides general definitions and references for schema types and properties used across all openMINDS metadata models and their versions, as well as the bash script that builds the content of the documentation and version branches.
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25		-The **documentation** branch hosts the HTML files that build the [[openMINDS GitHub pages>>https://humanbrainproject.github.io/openMINDS/||rel=" noopener noreferrer" target="_blank"]], as well as a ZIP file for each version branch and official release containing the respective openMINDS schemas in the currently supported formats, such as the openMINDS syntax (`.schema.tpl.json`; cf. below), JSON-Schema (`.schema.json`), or HTML (`.html`).
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28		-The **version** branches host the respective openMINDS schemas of a major version by ingesting the corresponding metadata models as git-submodules. Note that these version branches can have official release tags. If a version branch has an official release tag, only backwards compatible changes can be merged on this branch. This can include corrections of typos in instructions, introduction of additional properties to schemas, loosening constraints on expected value numbers or formats, granting additional relations between schemas, and adding new schemas (if they do not require relational changes in existing schemas). Except for typo corrections, these changes are typically tagged as sub-releases for the respective major version (e.g., v1.1). If a version branch does not have an official release tag, yet, also non-backwards compatible changes can be merged on this branch. This can include renaming of existing properties, increasing constraints on expected value numbers or formats, removing relations between schemas and adding new schemas, if they cause relational changes in existing schemas. In case all version branches have official release tags, a new non-backwards compatible change would lead to the creation of a new version branch (with a respectively increased major version number).
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31		-As mentioned already above, the setup of the central openMINDS GitHub repository is maintained by the openMINDS integration pipeline (cf. [openMINDS_generator](https:~/~/github.com/HumanBrainProject/openMINDS_generator) GitHub repository). Note that the pipeline is configured in such a way, that each commit on one of the openMINDS submodules will trigger a new build of the central openMINDS repository ensuring that its content is always up-to-date.
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34	34	For this to work smoothly for the existing, but also for all new openMINDS metadata models, the corresponding openMINDS submodules (GitHub repositories) have to meet the following requirements:
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69	69	=== The openMINDS vocabulary ===
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72		-Located under the folder **##vocab##** in the main openMINDS GitHub directory, the openMINDS vocabulary is semi-automatically gathered and stored in dedicated JSON files ([[**##types.json##**>>https://raw.githubusercontent.com/HumanBrainProject/openMINDS/v2/vocab/types.json||rel="noopener noreferrer" target="_blank"]] and [[**##properties.json##**>>https://raw.githubusercontent.com/HumanBrainProject/openMINDS/v2/vocab/properties.json||rel="noopener noreferrer" target="_blank"]]). The openMINDS integration pipeline makes sure that both files are updated with each commit to any of the GitHub repositories for the openMINDS metadata models. With that, the openMINDS vocab reflects always an up-to-date status of the general attributes of existing **schemas** and **properties** across all openMINDS metadata models, while providing the opportunity to centrally review and maintain their consistency. In addition, this design allows us to centrally define and maintain multiple references to related schemas and matching schema properties of other metadata initiatives. How this works in detail is explained in the following.
	60	+Located under the folder **##vocab##** in the main openMINDS GitHub directory, the openMINDS vocabulary is semi-automatically gathered and stored in dedicated JSON files (**##types.json##** and **##properties.json##**). The openMINDS integration pipeline makes sure that both files are updated with each commit to any of the GitHub repositories for the openMINDS metadata models. For this reason, the files always contain an up-to-date list of all schemas and properties in use. This setup not only allows us to centrally maintain general definitions and references for schema **types** and **properties** across all openMINDS metadata models, but also to keep several technical aspects for the openMINDS schemas hidden from the naive user. How this works is explained in the following.
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75		-The **##types.json##** file is an associative array listing all existing openMINDS schemas (via their type). For each openMINDS schema, a small list of general attributes are provided in a nested associative array. Currently, the following attributes are captured:
	63	+The **##types.json##** file is an associative array listing all existing openMINDS schemas. For each openMINDS schema a nested associative array is created providing the respective display label, the general description, and a list of references to corresponding schemas of other initiatives:
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77	77	{{code language="json"}}
78	78	{
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87	87	{{/code}}
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90		-With each new schema committed to one of the openMINDS metadata models, a new entry is appended to the **##types.json##** file, with the display label automatically derived from the respective schema type and the remaining attributes predefined with a null value. Once an entry for a schema is made in the **##types.json##** file, the values of all attributes (**##"name"##**, **##"description"##**, and **##"translatableTo"##**) can be manually edited. All manual editions will be preserved and not overwritten when the file is updated again with a new commit. In case a schema is deleted from the openMINDS metadata models, the corresponding entry in the **##types.json##** file is marked as being deprecated (additional attribute-value pair; **##"deprecated": true##**). It only can be permanently removed from the **##types.json##** file, if the entry is manually deleted.
	78	+With each new schema committed to one of the openMINDS metadata models, a new entry is appended to the **##types.json##** file, with the display label automatically derived from the respective schema type and the remaining attributes provided with a null value. Once an entry for a schema is made in the **##types.json##** file, all attributes (**##name##**, **##description##**, and **##translatableTo##**) can be manually edited. All manual editions will be preserved and not overwritten when the file is updated again with a new commit. In case a schema is deleted from the openMINDS metadata models, the corresponding entry in the types.json is marked as being deprecated (additional attribute; ##"deprecated": true##). It only can be permanently removed from the **##types.json##** file, if the entry is manually deleted.
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93		-Similar to the **##types.json##** file, the **##properties.json##** file is an associative array listing all properties across all existing openMINDS schemas (via the property name). For each openMINDS property, a small list of general attributes are provided in a nested associative array. Currently, the following attributes are captured:
	81	+Similar to the **##types.json##** file, the **##properties.json##** file is an associative array listing all properties across all existing openMINDS schemas. For each openMINDS property a nested associative array is created providing the respective display label, the general description, the label for displaying the reversed link of that property, the list of schemas in which the property is used, and a list of references to matching schema properties of other initiatives:
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95	95	{{code language="json"}}
96	96	{
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102	102	"REFERENCE_TO_MATCHING_SCHEMA-PROPERTY_OF_OTHER_INITIATIVE"
103	103	],
104	104	"schemas": [
105		- "RELATIVE_PATH_TO_OPENMINDS-SCHEMA_USING_THIS_PROPERTY"
	93	+ "RELATIVE_PATH_TO_SCHEMA_USING_THIS_PROPERTY"
106	106	]
107		- }
	95	+ }
108	108	}
109	109	{{/code}}
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112		-With each new property committed to a schema of one of the openMINDS metadata models, a new entry is appended to the **##properties.json##** file, with the display label and list of schemas in which this property occurs automatically derived. The remaining attributes are initially provided with a null value. Once an entry for a property is made in the **##properties.json##** file, the values of all attributes (**##"name"##**, **##"description"##**, **##"nameForReversedLink"##**, and **##"sameAs"##**) can be manually edited, except for **##"schemas"##** which will be always automatically updated. All those manual editions will be preserved and not overwritten when the file is updated again with a new commit. In case a property is not used anymore in any of the schemas from the openMINDS metadata models, the corresponding entry in the **##properties.json##** file is marked as being deprecated (additional attribute-value pair; **##"deprecated": true##**). It only can be permanently removed from the **##properties.json##** file, if the entry is manually deleted.
	100	+The keywords of those nested dictionaries are pre-defined to consistently capture for all schema types and properties their namespace, their occurrence (cf. **##"schemas"##** in **##properties.json##**), their general description (cf. **##"description"##** in **##types.json##** and **##properties.json##**), and possible references to related or matching schema types (cf. **##"translatableTo"##** in **##types.json##**) and properties (cf. **##""sameAs""##** in **##properties.json##**) of other metadata initiatives (e.g., schema.org).
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114		-=== The openMINDS syntax ===
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	103	+This setup also allows us to define some values/entries to be automatically filled in by the openMINDS integration pipeline with each commit to one of the openMINDS repositories (**##"name"##**, **##"schemas"##**) and others to be manually editable later on (**##"description"##**, **##"translatableTo"##**, **##"sameAs"##**, **##"nameForReverseLink"##**).
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117		-All openMINDS metadata models are defined using a light-weighted schema syntax. Although this schema syntax is inspired by JSON-Schema, it outsources most schema technicalities to be handled by the openMINDS integration pipeline, making the openMINDS schemas more human-readable, especially for untrained eyes.
	106	+For security, outdated entries in those openMINDS vocabulary files (e.g., because the namespace of the schema type or property changed or the schema type or property was deleted) are not automatically deleted, but kept and marked as being deprecated. After evaluation, deprecated schema types or properties can be deleted manually from openMINDS vocabulary.
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120		-The few remaining customized technical properties which need additional interpretation or translation to a formal schema languages (e.g. JSON-Schema) have an underscore as prefix (e.g., **##"_type"##**). Within the openMINDS integration pipeline (cf. below), the schema template syntax is interpreted, extended and flexibly translated to various formal schema languages. All further specifications of the openMINDS schema template syntax are described below.
	109	+With that, the openMINDS vocab reflects always an up-to-date status of the schema types and properties in use across all openMINDS metadata models, while providing the opportunity to centrally review and maintain their consistency and references.
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	111	+=== The openMINDS schema template syntax ===
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123		-==== Basic openMINDS schema structure ====
	114	+All openMINDS metadata models are defined using a light-weighted schema template syntax. Although this schema template syntax is inspired by JSON-Schema, it outsources most schema technicalities to be handled in the openMINDS integration pipeline, making the openMINDS schemas more human-readable, especially for untrained eyes.
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	117	+The few remaining customized technical properties which need additional interpretation or translation to a formal schema languages (e.g. JSON-Schema) have an underscore as prefix (e.g., **##"_type"##**). Within the openMINDS integration pipeline (cf. below), the schema template syntax is interpreted, extended and flexibly translated to various formal schema languages. All further specifications of the openMINDS schema template syntax are described below.
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126	126	All openMINDS schemas need to have the extension **##.schema.tpl.json##** and each schema is defined as a nested associative array (dictionary) with the following conceptual structure:
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128	128	{{code language="json"}}
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140	140	{{/code}}
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143		-**##"_type"##** defines the schema type (or namespace) with the depicted naming convention, where the label of the respective openMINDS metadata model (e.g., **##"core"##**) and the schema name (format: UpperCamelCase; e.g. **##"ContactInformation"##**) have to be specified. Obviously, the schema name should be meaningful and provide some insides into what metadata content the schema covers.
	137	+**##"_type"##** defines the schema type (or namespace) with the depicted naming convention, where the label of the respective openMINDS metadata model (e.g., **##"core"##**) and the schema name (format: UpperCamelCase; e.g. **##"Person"##**) have to be specified. Obviously, the schema name should be meaningful and provide some insides into what metadata content the schema covers.
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146	146	Under **##"properties"##** a nested associative array is defined, where each key defines the property name (format: lowerCamelCase; e.g. **##"givenName"##**). The corresponding value is again a nested associative array defining the expected data **##"type"##** (cf. below) and the **##"_instructions"##** for entering the correct metadata for the respective property.
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149	149	Under **##"required"##** a list of property names can be provided that are obligatory to be present in a correctly instantiated metadata instance of the respective schema. If none of the properties are required, this key-value pair does not have to be specified.
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152		-==== Schemas extending a context-schema ====
	146	+Now, depending on the expected data type additional constraints can be made for the metadata entry of a respective property. Currently, the openMINDS schema template syntax supports the following data types: **##"string"##**, ##**"integer"**##, **##"float"##**, **##"boolean"##**, **##"array"##** and **##"object"##**.
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155		-In the case that several schemas are highly related and contain a common set of properties, it is possible to define a non-type context-schema with these common properties that can be extended and modified by the group of related schemas.
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158		-All properties and constraints (e.g. required properties, expected data types) defined in the context-schema are passed on to the schemas extending this context-schema. Each of these schemas can define additional properties, or (if necessary) can overwrite the constraints of the context-schema (incl. **##"_instructions"##**). In order to state that a schema is extending a context-schema, the following additional key-value pair has to be added to the schema template above:
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161		-**##"_extends": "RELATIVE_PATH_TO_OPENMINDS-CONTEXT-SCHEMA"##**
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164		-This design not only makes it easier to identify highly related schemas, but also facilitates the maintenance of the commonly used properties. A good hands-on example, is the context-schema [[ResearchProduct>>https://raw.githubusercontent.com/HumanBrainProject/openMINDS_core/v3/schemas/products/researchProduct.schema.tpl.json||rel="noopener noreferrer" target="_blank"]] which is extended by the following schema set: [[Dataset>>https://raw.githubusercontent.com/HumanBrainProject/openMINDS_core/v3/schemas/products/dataset.schema.tpl.json||rel="noopener noreferrer" target="_blank"]], [[MetaDataModel>>https://raw.githubusercontent.com/HumanBrainProject/openMINDS_core/v3/schemas/products/metaDataModel.schema.tpl.json]], [[Model>>https://raw.githubusercontent.com/HumanBrainProject/openMINDS_core/v3/schemas/products/model.schema.tpl.json||rel="noopener noreferrer" target="_blank"]], and [[Software>>https://raw.githubusercontent.com/HumanBrainProject/openMINDS_core/v3/schemas/products/software.schema.tpl.json||rel="noopener noreferrer" target="_blank"]].
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167		-==== Data type depending constraints ====
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170		-Depending on the expected data **##"type"##** additional constraints can be made for the metadata entry of a respective property. Currently, the openMINDS schema template syntax supports the following data types: **##"string"##**, ##**"integer"**##, **##"float"##**, **##"boolean"##**, **##"array"##** and **##"object"##**.
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173		-If the expected data **##"type"##** is a **##"string"##** the expected number of characters, the format or a regular expression pattern of the string can be further defined.
174		-
175	175	=== The openMINDS integration pipeline ===
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177	177	(//**coming soon**//) If you'd like to learn more about the openMINDS integration pipeline, especially if you'd like to contribute to it, please get in touch with us (the openMINDS development team) via the issues on the openMINDS or openMINDS_generator GitHub or the support email: openminds@ebrains.eu