#dataschema 搜尋結果

I once worked on a project where schema changes were frequent but undocumented. It led to broken pipelines and lots of finger-pointing. From that point, I always ensure schemas are versioned and changes are well-documented. 🧩 #DataSchema #BestPractices

basitt's tweet image. I once worked on a project where schema changes were frequent but undocumented. It led to broken pipelines and lots of finger-pointing. From that point, I always ensure schemas are versioned and changes are well-documented. 🧩 #DataSchema #BestPractices

@COGorg's Peter Adamson: COG sites treat 90% of all #childhoodcancer cases in the US. We have a culture of collaboration. However, need more work on technology, #dataschema, accurate #genotyping AND #phenotyping (much harder) to enable the #data4childhoodcancer vision

WayneLiangMD's tweet image. @COGorg's Peter Adamson: COG sites treat 90% of all #childhoodcancer cases in the US. We have a culture of collaboration. However, need more work on technology, #dataschema, accurate #genotyping AND #phenotyping (much harder) to enable the #data4childhoodcancer vision

In BI, a schema is the database's structured layout, crucial for efficient data analysis. It organizes tables for optimal querying, like the star schema which separates facts and dimensions for clarity. #BusinessIntelligence #DataSchema #StarSchema #PowerBI #DataAnalysis

_paschalugwu's tweet image. In BI, a schema is the database's structured layout, crucial for efficient data analysis. It organizes tables for optimal querying, like the star schema which separates facts and dimensions for clarity. #BusinessIntelligence #DataSchema #StarSchema #PowerBI #DataAnalysis

"Semantic Objects Modeling Language" > motivates use of #SOML, describes tricky points of SOML usage & #GraphQL deficiencies and introduces tooling bit.ly/38usKKn github.com/VladimirAlexie… #dataSchema #SHACL #SHEX #OWL #RDF #DataManagement #DataFabric /cc #DataCatalog

semanticbeeng's tweet image. "Semantic Objects Modeling Language"

> motivates use of #SOML, describes tricky points of SOML usage & #GraphQL deficiencies and introduces tooling

bit.ly/38usKKn
github.com/VladimirAlexie…

#dataSchema #SHACL #SHEX #OWL #RDF
#DataManagement #DataFabric
/cc #DataCatalog
semanticbeeng's tweet image. "Semantic Objects Modeling Language"

> motivates use of #SOML, describes tricky points of SOML usage & #GraphQL deficiencies and introduces tooling

bit.ly/38usKKn
github.com/VladimirAlexie…

#dataSchema #SHACL #SHEX #OWL #RDF
#DataManagement #DataFabric
/cc #DataCatalog

"Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​" relational #dataSchema management on #Avro #typeSystem across multiple execution engines #DataFabric #DataGovernance #DataManagement /cc #FeatureStore #DAPI bit.ly/330ZBVt

semanticbeeng's tweet image. "Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​"

relational #dataSchema management on #Avro #typeSystem across multiple execution engines

#DataFabric #DataGovernance #DataManagement 
/cc #FeatureStore #DAPI 
bit.ly/330ZBVt
semanticbeeng's tweet image. "Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​"

relational #dataSchema management on #Avro #typeSystem across multiple execution engines

#DataFabric #DataGovernance #DataManagement 
/cc #FeatureStore #DAPI 
bit.ly/330ZBVt
semanticbeeng's tweet image. "Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​"

relational #dataSchema management on #Avro #typeSystem across multiple execution engines

#DataFabric #DataGovernance #DataManagement 
/cc #FeatureStore #DAPI 
bit.ly/330ZBVt
semanticbeeng's tweet image. "Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​"

relational #dataSchema management on #Avro #typeSystem across multiple execution engines

#DataFabric #DataGovernance #DataManagement 
/cc #FeatureStore #DAPI 
bit.ly/330ZBVt

Designing a comprehensive customer master data schema is crucial for personalized communications. Check out our suggested schema that goes beyond traditional AR data, leveraging Pretectum CMDM for richer insights. #DataSchema #CustomerCommunication pretectum.com/scale-your-rec…

pretectum's tweet image. Designing a comprehensive customer master data schema is crucial for personalized communications. Check out our suggested schema that goes beyond traditional AR data, leveraging Pretectum CMDM for richer insights. #DataSchema #CustomerCommunication

 pretectum.com/scale-your-rec…

Challenge of building integrations for Palo Alto & other security vendors due to different data formats from acquisitions. Integration complexity. #DataSchema #Acquisition #DataFormats #Cribl #PaloAlto #CrowdStrike #GrowthByAcquisition video.cube365.net/c/969808


Data stores often don't follow schema output, requiring normalization. Crogl offers optional data normalization due to widespread unnormalized data. #datamanagement #dataschema #datastorage #datalakes #datafootprints #dataintegration #Crogl video.cube365.net/c/971455


implement advance structured data schema for wordpress Exclusive! #structureddata #advancedata #dataschema bit.ly/2KFby7n

tanvirforever's tweet image. implement advance structured data schema for wordpress Exclusive! #structureddata #advancedata #dataschema bit.ly/2KFby7n

Create, convert and transform data schema from one system or website to another #dataschema transmitdata.com/how-it-works/

gotransmitdata's tweet image. Create, convert and transform data schema from one system or website to another #dataschema transmitdata.com/how-it-works/

Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL #TopBraid EDG #KnowledgeScience for #MLWorkflow /cc #MachineLearningEngineering #MLOps #DataOps

semanticbeeng's tweet image. Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL

#TopBraid EDG
#KnowledgeScience for #MLWorkflow

/cc #MachineLearningEngineering #MLOps #DataOps
semanticbeeng's tweet image. Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL

#TopBraid EDG
#KnowledgeScience for #MLWorkflow

/cc #MachineLearningEngineering #MLOps #DataOps
semanticbeeng's tweet image. Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL

#TopBraid EDG
#KnowledgeScience for #MLWorkflow

/cc #MachineLearningEngineering #MLOps #DataOps
semanticbeeng's tweet image. Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL

#TopBraid EDG
#KnowledgeScience for #MLWorkflow

/cc #MachineLearningEngineering #MLOps #DataOps

We are now offering our " Automating the Mapping of Data Elements to Business Terms" webinar to our European users. Join us on Jan 7th to learn how #TopBraid EDG can help automate the process of developing a #businessglossary. topquadrant.com/europe-automat…



"All our data types are units in disguise!" erikerlandson.github.io/blog/2020/04/2… #coulomb : #DataGovernance with refined #dataschema in #Scala

semanticbeeng's tweet image. "All our data types are units in disguise!"

erikerlandson.github.io/blog/2020/04/2…

#coulomb : #DataGovernance with refined #dataschema in #Scala
semanticbeeng's tweet image. "All our data types are units in disguise!"

erikerlandson.github.io/blog/2020/04/2…

#coulomb : #DataGovernance with refined #dataschema in #Scala

.@manyangled and his talk "Miles or Kilometers? Why your data schema should include units" are now to be found on YouTube via the following link: youtube.com/watch?v=qrQmB2…

berlinbuzzwords's tweet image. .@manyangled and his talk "Miles or Kilometers? Why your data schema should include units" are now to be found on YouTube via the following link: youtube.com/watch?v=qrQmB2…


Can I just pretend the XML schema datatype doesn't exist in my SPARQL query? Source: devhubby.com/thread/how-to-… #dataschema #dataengineering #sparql #bigdata #xml #remove


semanticbeeng's tweet image. Typed, technology independent, multi-language #dataSchema definition language 

PDSC linkedin.github.io/rest.li/pdsc_s…
PDL linkedin.github.io/rest.li/pdl_sc…

#DataFabric
/cc #DataCatalog "#AssetCatalog" for #FeatureEngineering, #FeatureStore & #DataMarketplace
semanticbeeng's tweet image. Typed, technology independent, multi-language #dataSchema definition language 

PDSC linkedin.github.io/rest.li/pdsc_s…
PDL linkedin.github.io/rest.li/pdl_sc…

#DataFabric
/cc #DataCatalog "#AssetCatalog" for #FeatureEngineering, #FeatureStore & #DataMarketplace
semanticbeeng's tweet image. Typed, technology independent, multi-language #dataSchema definition language 

PDSC linkedin.github.io/rest.li/pdsc_s…
PDL linkedin.github.io/rest.li/pdl_sc…

#DataFabric
/cc #DataCatalog "#AssetCatalog" for #FeatureEngineering, #FeatureStore & #DataMarketplace
semanticbeeng's tweet image. Typed, technology independent, multi-language #dataSchema definition language 

PDSC linkedin.github.io/rest.li/pdsc_s…
PDL linkedin.github.io/rest.li/pdl_sc…

#DataFabric
/cc #DataCatalog "#AssetCatalog" for #FeatureEngineering, #FeatureStore & #DataMarketplace

Now open sourced, Pegasus Data Language brings better readability, IDE support, and a smoother developer experience for data modeling with Rest.li. 😌engineering.linkedin.com/blog/2020/pega…



Data stores often don't follow schema output, requiring normalization. Crogl offers optional data normalization due to widespread unnormalized data. #datamanagement #dataschema #datastorage #datalakes #datafootprints #dataintegration #Crogl video.cube365.net/c/971455


Challenge of building integrations for Palo Alto & other security vendors due to different data formats from acquisitions. Integration complexity. #DataSchema #Acquisition #DataFormats #Cribl #PaloAlto #CrowdStrike #GrowthByAcquisition video.cube365.net/c/969808


In BI, a schema is the database's structured layout, crucial for efficient data analysis. It organizes tables for optimal querying, like the star schema which separates facts and dimensions for clarity. #BusinessIntelligence #DataSchema #StarSchema #PowerBI #DataAnalysis

_paschalugwu's tweet image. In BI, a schema is the database's structured layout, crucial for efficient data analysis. It organizes tables for optimal querying, like the star schema which separates facts and dimensions for clarity. #BusinessIntelligence #DataSchema #StarSchema #PowerBI #DataAnalysis

I once worked on a project where schema changes were frequent but undocumented. It led to broken pipelines and lots of finger-pointing. From that point, I always ensure schemas are versioned and changes are well-documented. 🧩 #DataSchema #BestPractices

basitt's tweet image. I once worked on a project where schema changes were frequent but undocumented. It led to broken pipelines and lots of finger-pointing. From that point, I always ensure schemas are versioned and changes are well-documented. 🧩 #DataSchema #BestPractices

Can I just pretend the XML schema datatype doesn't exist in my SPARQL query? Source: devhubby.com/thread/how-to-… #dataschema #dataengineering #sparql #bigdata #xml #remove


What can you expect when storing semi-structured data as VARIANT in Apache Doris for analysis? 1️⃣ Flexible schema 2️⃣ Efficient storage 3️⃣ High performance doris.apache.org/blog/variant-i… #semistructureddata #database #dataschema #JSON


🔧 L'outil utilise un système de 'migration' pour suivre les changements de schéma. Chaque modification est enregistrée et appliquée de manière contrôlée, assurant la cohérence de votre base de données. #DataSchema #DevOps


Designing a comprehensive customer master data schema is crucial for personalized communications. Check out our suggested schema that goes beyond traditional AR data, leveraging Pretectum CMDM for richer insights. #DataSchema #CustomerCommunication pretectum.com/scale-your-rec…

pretectum's tweet image. Designing a comprehensive customer master data schema is crucial for personalized communications. Check out our suggested schema that goes beyond traditional AR data, leveraging Pretectum CMDM for richer insights. #DataSchema #CustomerCommunication

 pretectum.com/scale-your-rec…

Simplify complex information and unlock the power of structured data. Explore Xtract.io's location data schema, designed to streamline your and spatial analysis process. #DataSchema #StructuredData zurl.co/ws50

xtract_io's tweet image. Simplify complex information and unlock the power of structured data. Explore Xtract.io's location data schema, designed to streamline your and spatial analysis process.
#DataSchema #StructuredData
zurl.co/ws50

Created a schema for the type of data I want to store, created the model and Now data will be properly structured! 💪 #DataSchema #AppDevelopment


JSON fields are great for storing raw data. Pros: + You can dump each JSON record into a single field + Schema changes in the JSON record do not affect ingestion Cons: - Size limitations - No type information (like protobuf, etc) #data #dataengineering #dataschema #database


Leading manufacturers have invested heavily in building a common #datamodel or #dataschema to bring together data from the shop floor & the enterprise systems that can feed analytics in the cloud, edge, or in on-premise systems. Learn More 👇


Learn how to convert a Parquet table to a Delta table! This command lists all the files in the directory, creates a #DeltaLake transaction log that tracks these files, and automatically infers the #dataschema by reading the footers of all Parquet files. ⬇️ docs.delta.io/2.1.0/delta-ut…


Nice. We need more about #DataSchema related conceptual bases to support #TypeLevel #DataLineage Unless we unify API and DAPI we cannot have #DataGovernance in ... code.

#TypeLevel #DataLineage tracking for #ApacheSpark data frames with #Scala #Shapeless "This further allows developers to put constraints on inputs to certain parts of the business logic which will be enforced at compile time" gist.github.com/izeigerman/d1f… #DataManagement #DataFabric

semanticbeeng's tweet image. #TypeLevel #DataLineage tracking for #ApacheSpark data frames with #Scala #Shapeless

"This further allows developers to put constraints on inputs to certain parts of the business logic which will be enforced at compile time"

gist.github.com/izeigerman/d1f…

#DataManagement #DataFabric
semanticbeeng's tweet image. #TypeLevel #DataLineage tracking for #ApacheSpark data frames with #Scala #Shapeless

"This further allows developers to put constraints on inputs to certain parts of the business logic which will be enforced at compile time"

gist.github.com/izeigerman/d1f…

#DataManagement #DataFabric


In BI, a schema is the database's structured layout, crucial for efficient data analysis. It organizes tables for optimal querying, like the star schema which separates facts and dimensions for clarity. #BusinessIntelligence #DataSchema #StarSchema #PowerBI #DataAnalysis

_paschalugwu's tweet image. In BI, a schema is the database's structured layout, crucial for efficient data analysis. It organizes tables for optimal querying, like the star schema which separates facts and dimensions for clarity. #BusinessIntelligence #DataSchema #StarSchema #PowerBI #DataAnalysis

@COGorg's Peter Adamson: COG sites treat 90% of all #childhoodcancer cases in the US. We have a culture of collaboration. However, need more work on technology, #dataschema, accurate #genotyping AND #phenotyping (much harder) to enable the #data4childhoodcancer vision

WayneLiangMD's tweet image. @COGorg's Peter Adamson: COG sites treat 90% of all #childhoodcancer cases in the US. We have a culture of collaboration. However, need more work on technology, #dataschema, accurate #genotyping AND #phenotyping (much harder) to enable the #data4childhoodcancer vision

I once worked on a project where schema changes were frequent but undocumented. It led to broken pipelines and lots of finger-pointing. From that point, I always ensure schemas are versioned and changes are well-documented. 🧩 #DataSchema #BestPractices

basitt's tweet image. I once worked on a project where schema changes were frequent but undocumented. It led to broken pipelines and lots of finger-pointing. From that point, I always ensure schemas are versioned and changes are well-documented. 🧩 #DataSchema #BestPractices

Simplify complex information and unlock the power of structured data. Explore Xtract.io's location data schema, designed to streamline your and spatial analysis process. #DataSchema #StructuredData zurl.co/ws50

xtract_io's tweet image. Simplify complex information and unlock the power of structured data. Explore Xtract.io's location data schema, designed to streamline your and spatial analysis process.
#DataSchema #StructuredData
zurl.co/ws50

Designing a comprehensive customer master data schema is crucial for personalized communications. Check out our suggested schema that goes beyond traditional AR data, leveraging Pretectum CMDM for richer insights. #DataSchema #CustomerCommunication pretectum.com/scale-your-rec…

pretectum's tweet image. Designing a comprehensive customer master data schema is crucial for personalized communications. Check out our suggested schema that goes beyond traditional AR data, leveraging Pretectum CMDM for richer insights. #DataSchema #CustomerCommunication

 pretectum.com/scale-your-rec…

implement advance structured data schema for wordpress Exclusive! #structureddata #advancedata #dataschema bit.ly/2KFby7n

tanvirforever's tweet image. implement advance structured data schema for wordpress Exclusive! #structureddata #advancedata #dataschema bit.ly/2KFby7n

Create, convert and transform data schema from one system or website to another #dataschema transmitdata.com/how-it-works/

gotransmitdata's tweet image. Create, convert and transform data schema from one system or website to another #dataschema transmitdata.com/how-it-works/

"Semantic Objects Modeling Language" > motivates use of #SOML, describes tricky points of SOML usage & #GraphQL deficiencies and introduces tooling bit.ly/38usKKn github.com/VladimirAlexie… #dataSchema #SHACL #SHEX #OWL #RDF #DataManagement #DataFabric /cc #DataCatalog

semanticbeeng's tweet image. "Semantic Objects Modeling Language"

> motivates use of #SOML, describes tricky points of SOML usage & #GraphQL deficiencies and introduces tooling

bit.ly/38usKKn
github.com/VladimirAlexie…

#dataSchema #SHACL #SHEX #OWL #RDF
#DataManagement #DataFabric
/cc #DataCatalog
semanticbeeng's tweet image. "Semantic Objects Modeling Language"

> motivates use of #SOML, describes tricky points of SOML usage & #GraphQL deficiencies and introduces tooling

bit.ly/38usKKn
github.com/VladimirAlexie…

#dataSchema #SHACL #SHEX #OWL #RDF
#DataManagement #DataFabric
/cc #DataCatalog

[Webinar] Join us on 9/22 to learn how complex #data integrations, paired with a #dataschema for #lifesciences reduces costs, improves #dataintegrity, and fuels innovation. hubs.li/H0WF1qH0

TetraScience's tweet image. [Webinar] Join us on 9/22 to learn how complex #data integrations, paired with a #dataschema for #lifesciences reduces costs, improves #dataintegrity, and fuels innovation.

hubs.li/H0WF1qH0

"Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​" relational #dataSchema management on #Avro #typeSystem across multiple execution engines #DataFabric #DataGovernance #DataManagement /cc #FeatureStore #DAPI bit.ly/330ZBVt

semanticbeeng's tweet image. "Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​"

relational #dataSchema management on #Avro #typeSystem across multiple execution engines

#DataFabric #DataGovernance #DataManagement 
/cc #FeatureStore #DAPI 
bit.ly/330ZBVt
semanticbeeng's tweet image. "Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​"

relational #dataSchema management on #Avro #typeSystem across multiple execution engines

#DataFabric #DataGovernance #DataManagement 
/cc #FeatureStore #DAPI 
bit.ly/330ZBVt
semanticbeeng's tweet image. "Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​"

relational #dataSchema management on #Avro #typeSystem across multiple execution engines

#DataFabric #DataGovernance #DataManagement 
/cc #FeatureStore #DAPI 
bit.ly/330ZBVt
semanticbeeng's tweet image. "Coral & Transport UDFs: Building Blocks of a Postmodern Data Warehouse​"

relational #dataSchema management on #Avro #typeSystem across multiple execution engines

#DataFabric #DataGovernance #DataManagement 
/cc #FeatureStore #DAPI 
bit.ly/330ZBVt

"All our data types are units in disguise!" erikerlandson.github.io/blog/2020/04/2… #coulomb : #DataGovernance with refined #dataschema in #Scala

semanticbeeng's tweet image. "All our data types are units in disguise!"

erikerlandson.github.io/blog/2020/04/2…

#coulomb : #DataGovernance with refined #dataschema in #Scala
semanticbeeng's tweet image. "All our data types are units in disguise!"

erikerlandson.github.io/blog/2020/04/2…

#coulomb : #DataGovernance with refined #dataschema in #Scala

.@manyangled and his talk "Miles or Kilometers? Why your data schema should include units" are now to be found on YouTube via the following link: youtube.com/watch?v=qrQmB2…

berlinbuzzwords's tweet image. .@manyangled and his talk "Miles or Kilometers? Why your data schema should include units" are now to be found on YouTube via the following link: youtube.com/watch?v=qrQmB2…


Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL #TopBraid EDG #KnowledgeScience for #MLWorkflow /cc #MachineLearningEngineering #MLOps #DataOps

semanticbeeng's tweet image. Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL

#TopBraid EDG
#KnowledgeScience for #MLWorkflow

/cc #MachineLearningEngineering #MLOps #DataOps
semanticbeeng's tweet image. Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL

#TopBraid EDG
#KnowledgeScience for #MLWorkflow

/cc #MachineLearningEngineering #MLOps #DataOps
semanticbeeng's tweet image. Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL

#TopBraid EDG
#KnowledgeScience for #MLWorkflow

/cc #MachineLearningEngineering #MLOps #DataOps
semanticbeeng's tweet image. Refining technical (relational) #dataSchema with #semantic and domain specific constraints for #dataGovernance using #controlledVocabulary-es and #SHACL

#TopBraid EDG
#KnowledgeScience for #MLWorkflow

/cc #MachineLearningEngineering #MLOps #DataOps

We are now offering our " Automating the Mapping of Data Elements to Business Terms" webinar to our European users. Join us on Jan 7th to learn how #TopBraid EDG can help automate the process of developing a #businessglossary. topquadrant.com/europe-automat…



semanticbeeng's tweet image. Typed, technology independent, multi-language #dataSchema definition language 

PDSC linkedin.github.io/rest.li/pdsc_s…
PDL linkedin.github.io/rest.li/pdl_sc…

#DataFabric
/cc #DataCatalog "#AssetCatalog" for #FeatureEngineering, #FeatureStore & #DataMarketplace
semanticbeeng's tweet image. Typed, technology independent, multi-language #dataSchema definition language 

PDSC linkedin.github.io/rest.li/pdsc_s…
PDL linkedin.github.io/rest.li/pdl_sc…

#DataFabric
/cc #DataCatalog "#AssetCatalog" for #FeatureEngineering, #FeatureStore & #DataMarketplace
semanticbeeng's tweet image. Typed, technology independent, multi-language #dataSchema definition language 

PDSC linkedin.github.io/rest.li/pdsc_s…
PDL linkedin.github.io/rest.li/pdl_sc…

#DataFabric
/cc #DataCatalog "#AssetCatalog" for #FeatureEngineering, #FeatureStore & #DataMarketplace
semanticbeeng's tweet image. Typed, technology independent, multi-language #dataSchema definition language 

PDSC linkedin.github.io/rest.li/pdsc_s…
PDL linkedin.github.io/rest.li/pdl_sc…

#DataFabric
/cc #DataCatalog "#AssetCatalog" for #FeatureEngineering, #FeatureStore & #DataMarketplace

Now open sourced, Pegasus Data Language brings better readability, IDE support, and a smoother developer experience for data modeling with Rest.li. 😌engineering.linkedin.com/blog/2020/pega…



> additional questions that arise when these schemas need to be managed in a large engineering organization > we are considering incorporating more #typeSystem-s beyond Avro into this framework #DataSchema management with #Dali and #Avro #DataManagement #DAPI

semanticbeeng's tweet image. > additional questions that arise when these schemas need to be managed in a large engineering organization
> we are considering incorporating more #typeSystem-s beyond Avro into this framework

#DataSchema management with #Dali and #Avro 
#DataManagement #DAPI
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