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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414758	CLM	Alice Marquez	—	UHC-69942-61	—	664 Oak St, Jacksonville, FL, 32229	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-401764	CLM	Walter Wang	—	UHC-97777-83	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-432693	CLM	Kimberly Lynch	—	UHC-86014-86	—	8359 Mountain View Dr, Jacksonville, FL, 32214	0.82	Date of birth unreadable City re-cased Placeholder values cleared
CLM-428987	CLM	Alan Nunez	—	UHC-39174-66	8023823575	1713 Sage Ct, Columbus, OH, 43220	0.82	Date of birth unreadable Phone reformatted Whitespace trimmed
CLM-413637	CLM	Teresa Walsh	—	—	—	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-430628	CLM	Barbara Stevens	—	UHC-77280-77	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-426996	CLM	Harold Matthews	—	UHC-47451-76	—	1371 Elm St, Nashville, TN, 37212	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-423357	CLM	Billy Fisher	—	UHC-80053-21	9354351554	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-420569	CLM	Willie Broosk	—	UHC-95252-31	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-405513	CLM	Kathryn Y Lawson	—	UHC-96469-23	4396118559	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-416584	CLM	Larwence Morgan	—	UHC-20131-53	8245494912	—	0.82	Name re-cased Date of birth unreadable Phone reformatted
CLM-422696	CLM	Arthur Rios	—	UHC-05334-77	4303402335	8018 Elm St, Glendale, AZ, 85335	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-409067	CLM	Stephen U Scott	—	—	2312946332	3297 Forest Ave, Austin, TX, 78798	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-411128	CLM	Nicole Hughes	—	UHC-13273-39	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-402250	CLM	Charlotte W Alvarez	—	UHC-27907-28	2463806005	5621 Pine Dr, Sacramento, CA, 95827	0.82	Date of birth unreadable Phone reformatted Member ID reformatted
CLM-409873	CLM	Diane Johnson	—	UHC-39148-39	—	2253 Broadway, Tucson, AZ, 85745	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-410314	CLM	Donna O Hoffman	—	UHC-23819-12	—	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-403048	CLM	Elizabeth Martin	—	UHC-63125-78	—	1405 Canyon Rd, Jacksonville, FL, 32268	0.82	Date of birth unreadable City re-cased Placeholder values cleared
CLM-400898	CLM	Dennis K Kelley	—	UHC-12201-17	5575234001	9006 Main St, San Diego, CA, 92112	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-431013	CLM	Elizabeth Ross	—	UHC-90424-31	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-404359	CLM	Rachel Payne	—	—	—	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-407066	CLM	Brenda Wells	—	—	3667773249	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-414607	CLM	Bobby V Myers	—	—	—	1221 Park Pl, Tucson, AZ, 85707	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-424366	CLM	Betty Scott	—	UHC-50628-36	2746697839	3319 Washington St, Plano, TX, 75006	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-420745	CLM	Susan Vazquez	—	UHC-65517-83	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-420746	CLM	Susan Vazquez	—	UHC-65517-83	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-413511	CLM	William Fowler	—	UHC-89221-28	—	9182 Bayshore Dr, San Diego, CA, 92186	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-408507	CLM	Evelyn Valdez	—	UHC-12756-19	2987547342	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-408964	CLM	Gerald Sanders	—	UHC-66151-99	7664726420	—	0.82	Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-430080	CLM	Andrea Lee	—	—	5646999730	—	0.82	Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-425087	CLM	Joan Z Bennett	—	—	6647783668	6070 Union St, San Diego, CA, 92146	0.84	Date of birth unreadable Placeholder values cleared
CLM-412115	CLM	Jean Hamilton	—	UHC-77149-18	—	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-403744	CLM	Jennifer Perez	—	—	—	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-425555	CLM	Kelly Wallace	—	—	5699468855	9436 Oak St, Scottsdale, AZ, 85287	0.84	Date of birth unreadable Placeholder values cleared
CLM-404114	CLM	Marcus Espinoza	—	—	5416345250	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-416195	CLM	Austin Nelson	—	UHC-36547-42	—	9020 Maple Ave, Seattle, WA, 98127	0.84	Date of birth unreadable Placeholder values cleared
CLM-422856	CLM	Jeffrey Fields	—	—	—	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-402367	CLM	Abigail Ellis	—	UHC-68582-42	—	4371 Camelback Rd, Austin, TX, 78766	0.84	Date of birth unreadable Placeholder values cleared
CLM-432315	CLM	Gregory Hart	—	UHC-92794-69	—	859 Palm Dr, Chandler, AZ, 85286	0.84	Date of birth unreadable Placeholder values cleared
CLM-422580	CLM	Kayla Contreras	—	—	—	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-426894	CLM	Alexis Henry	—	UHC-60956-74	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.84	Date of birth unreadable Placeholder values cleared
CLM-409102	CLM	Gloria Hoffman	—	UHC-25518-91	—	9333 Hillcrest Rd, Minneapolis, MN, 55493	0.84	Date of birth unreadable Placeholder values cleared
CLM-429925	CLM	Stephen Freeman	—	—	—	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-400091	CLM	Peer Jordan	—	—	—	9501 Spring St, Fresno, CA, 93744	0.84	Date of birth unreadable Placeholder values cleared
CLM-425616	CLM	Aaron Nunez	—	—	—	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-420922	CLM	Denise Lucas	—	UHC-21721-41	—	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-427570	CLM	Donald Adams	—	UHC-26650-54	—	9804 Sunset Blvd, Plano, TX, 75003	0.84	Date of birth unreadable Placeholder values cleared
CLM-406040	CLM	Larry Barnes	—	UHC-76599-05	—	—	0.84	Date of birth unreadable Placeholder values cleared
CLM-412252	CLM	Jordan Wheeler	—	UHC-10993-15	—	9746 Mesa Dr, Mesa, AZ, 85258	0.84	Date of birth unreadable Placeholder values cleared
CLM-422255	CLM	Bobby Santos	—	UHC-83369-97	—	7250 Apache Blvd, Dallas, TX, 75217	0.84	Date of birth unreadable Placeholder values cleared

753 rows, page 15 of 16Previous Next