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Real World Data Quality Examples
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Battleship Game as Integrity Illustration
Validity
Integrity
Referential Integrity
Uniqueness
Cardinality
Domain of Predefined Values
Bottom-up Approach to Data Quality with Conformed Dimensions
Completeness
Existence
Lineage
Source Documentation
Segment Documentation
Target Documentation
End-to-End Graphical Documentation
Validity
Values in Specified Range
Values Conform to Business Rule
Domain of Predefined Values
Values Conform to Data Type
Values Conform to Format
Integrity
Referential Integrity
consistency
Format Consistency
Logical Consistency
accuracy
Match to Agreed Source
Equivalence of Redundant or Distributed Data
Temporal Consistency
representation
Metadata Availability
Top-down Data Quality Approach with Conformed Dimensions
Validity
Completeness
Attribute Population
Lineage
Source Documentation
representation
Metadata Availability
Smiley Face Corrupted USPS Scanner Data
Media Appropriate
Presentation Language
representation
barcode
QR Code
Dealing with Domain Precision and Granularity
Precision Granularity Domain Precision
Finding the Right Data Required of Machine Learning
Record Population
Completeness
Coverage
Representation and Spatial Data Quality Issues Found on San Diego Beach
Completeness
Existence
representation
Media Appropriate
Currency
Current with World it ModelsSpatial
Timeliness
Time Expectation for Availability
Electronic Float
Lady Time at the Bus Stop
Timeliness Currency Time
Homeless Count Offers Great Example of Data Quality Principles
Reference Data
Timeliness
precision
Completeness
Validity
Values in Specified Range
Values Conform to Business Rule
Domain of Predefined Values
Values Conform to Data Type
Values Conform to Format
Logical Consistency
Temporal Consistency
Pagination
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Real World Data Quality Examples
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