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validation
changes, 100
column property analysis, 155
complex data rule output, 240
data model, 210
data monitoring, 100
range of values, 161
simple data rule output, 225
valid value properties, 160-165
discrete value list, 160-161
list of, 160
mapping and, 168
multiple conflicting rules, 164
patterns, 164
range of values, 161
skip-over rules, 162
special domains, 164-165
text column rules, 162-163
See also column properties
value correlation analysis, 38-39
defined, 38
use of, 39
value-level remedies, 169-171
data checkers, 170
data cleansing, 171
intended use decisions, 169
source systems improvement, 169-170
standardized data representation, 170
transformations for moving data, 170-171
See also column property analysis
value mapping, 204-205
value rule analysis, 135, 246-254
definitions, 246-249
evaluation step, 248-249
execution step, 248
gathering step, 247
process, 247-249
process illustration, 247
summary, 253-254
value rules
cardinality, 249-250
data profiling repository, 277-278
defined, 246-247
evaluating, 248-249
example, 271
executing, 248
extreme values, 251-252
frequency distributions, 250-251
gathering, 247
group comparisons, 252
types of, 249-252
values
column, 144, 148
consistency and, 29-30
distribution of, 39
extreme, 251-252
inaccurate, finding, 35-40
indicators, 46
inspection, 39
missing, 30-31
range of, 161
valid, 30
See also data elements
verification
column property analysis results, 154-155
data capture information, 91
metadata, 139
structure analysis results, 192-193
visual inspection, 138, 247
VSAM data source, 125
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