Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Claims, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406917	CLM	Gerald Davis	1959-07-13	—	—	7154 Pine Dr, Tempe, AZ, 85215	0.96	State code upper-cased Placeholder values cleared
CLM-416138	CLM	Dennis Ramirez	1966-07-12	UHC-34930-60	—	5215 Apache Blvd, Orlando, FL, 32814	0.96	State code upper-cased Placeholder values cleared
CLM-415566	CLM	Joan Simpson	1954-09-27	UHC-60353-59	—	2287 Central Ave, Scottsdale, AZ, 85223	0.96	State code upper-cased Placeholder values cleared
CLM-412852	CLM	Judith Vasquez	1995-12-01	—	3592911890	3739 Lake View Rd, Austin, TX, 78717	0.96	State code upper-cased Placeholder values cleared
CLM-423560	CLM	Gary Owens	1976-10-19	UHC-31774-69	4075179620	3992 Park Pl, Gilbert, AZ, 85205	0.96	Phone reformatted State code upper-cased
CLM-425061	CLM	Ashley Carr	1959-05-18	UHC-40523-42	9118717429	1946 Meadow Ln, Jacksonville, FL, 32253	0.96	Phone reformatted State code upper-cased

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