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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>>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"]], 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		-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).
	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	22	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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57	57	=== The openMINDS vocabulary ===
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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##**>>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	+Through the integration pipeline of the openMINDS generator, the openMINDS vocabulary is automatically gathered and stored in the main openMINDS GitHub in order to centrally maintain general definitions and references for **types** and **properties** used in schemas across all openMINDS repositories. How this works is explained in the following.
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63		-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	+Schema types and properties are stored in dedicated JSON files (**##types.json##** and **##properties.json##**) under the folder **##vocab##** located in the main openMINDS GitHub directory. Each schema type and property occurring in the openMINDS metadata models is automatically represented in those files as nested dictionaries. Here a cutout of the **##types.json##** and **##properties.json##**:
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65		-{{code language="json"}}
	65	+{{code language="json" title="Cutout of the openMINDS/vocab/types.json"}}
66	66	{
67		- "OPENMINDS_SCHEMA_TYPE": {
68		- "description": "GENERAL_DESCRIPTION",
69		- "name": "DISPLAY_LABEL",
	67	+ ...,
	68	+ "https://openminds.ebrains.eu/core/Person": {
	69	+ "deprecated": false,
	70	+ "description": "Structured information on a person (alive or dead).",
	71	+ "name": "Person",
70	70	"translatableTo": [
71		- "REFERENCE_TO_RELATED_SCHEMA_OF_OTHER_INITIATIVE"
	73	+ "https://schema.org/Person"
72	72	]
73		- }
74		-}
75		-{{/code}}
76		-
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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 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.
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81		-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:
82		-
83		-{{code language="json"}}
84		-{
85		- "PROPERTY_NAME": {
86		- "description": "GENERAL_DESCRIPTION",
87		- "name": "DISPLAY_LABEL",
88		- "nameForReverseLink": "DISPLAY_LABEL_OF_REVERSED_LINK",
89		- "sameAs": [
90		- "REFERENCE_TO_MATCHING_SCHEMA-PROPERTY_OF_OTHER_INITIATIVE"
91		- ],
92		- "schemas": [
93		- "RELATIVE_PATH_TO_OPENMINDS-SCHEMA_USING_THIS_PROPERTY"
94		- ]
95		- }
96		-}
97		-{{/code}}
98		-
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100		-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.
101		-
102		-=== The openMINDS syntax ===
103		-
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105		-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.
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108		-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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111		-==== Basic openMINDS schema structure ====
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114		-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:
115		-
116		-{{code language="json"}}
117		-{
118		- "_type": "https://openminds.ebrains.eu/LABEL_OF_METADATA_MODEL/SCHEMA_NAME",
119		- "properties": {
120		- "PROPERTY_NAME": {
121		- "type": "DATA_TYPE",
122		- "_instruction": "METADATA_ENTRY_INSTRUCTION"
123	123	},
124		- "required": [
125		- "PROPERTY_NAME"
126		- ]
	76	+ ...
127	127	}
128	128	{{/code}}
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131		-**##"_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.
	81	+The keywords of those nested dictionaries are pre-defined to consistently capture for all schema types and properties their namespace, their occurrence, their general description, and possible references to related or matching schema types and properties of other metadata initiatives (e.g., schema.org). 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 (e.g., the namespace and occurrence) and others to be manually editable later on (e.g., the general description and references).
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134		-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.
	84	+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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137		-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.
	87	+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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140		-==== Schemas extending a context-schema ====
	89	+=== The openMINDS schema template syntax ===
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143		-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.
	92	+All openMINDS metadata models use a light-weighted schema template syntax for defining the expected metadata. The correspondingly formatted schema files use the extension: **##.schema.tpl.json##**.
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146		-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:
	95	+Although, as the file extension suggests, this openMINDS schema template syntax is inspired by JSON-Schema, it facilitates or even excludes technical aspects that are generally expected for the openMINDS schemas making them more human-readable, especially for untrained eyes. Behind the scenes, within the openMINDS integration pipeline (cf. below), this schema template syntax is then interpreted and flexibly translated to various formal metadata formats (e.g., JSON-Schema).
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149		-**##"_extends": "RELATIVE_PATH_TO_OPENMINDS-CONTEXT-SCHEMA"##**
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152		-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"]].
	98	+Despite the simplification in comparison to JSON-Schema, the openMINDS schema templates are also, at the core, specially formatted JSON files using a particular syntax, meaning special key-value pairs that define the validation rules of a schema.
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155		-==== Data type depending constraints ====
	101	+Please find in the following a full documentation of the openMINDS schema template syntax and how it's key-value pairs need to be defined and interpreted.
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158		-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"##**.
	104	+(//**coming soon**//)
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161		-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.
162		-
163	163	=== The openMINDS integration pipeline ===
164	164
165		-(//**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
166		-
167		-{{putFootnotes/}}
	108	+(//**coming soon**//)