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Real World Data Quality Examples
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Special Characters in Passwords
Validity
Values in Specified Range
Domain of Predefined Values
Values Conform to Format
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
Top-down Versus Bottom-up Data Quality Approach
Methodology
Approach
Strategy
Bottom-up
Smiley Face Corrupted USPS Scanner Data
Media Appropriate
Presentation Language
representation
barcode
QR Code
Blog Search Click Analysis
blog search
dimension
underlying concept
analysis
chart
histogram
Dealing with Domain Precision and Granularity
Precision Granularity Domain Precision
Data Quality with Southwest
Completeness
Record Population
Validity
Format
Domain
Airlines
Finding the Right Data Required of Machine Learning
Record Population
Completeness
Coverage
Pagination
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