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

All sources, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407229	CLM	Bruce Wagner	1982-02-16	—	—	7740 Palm Dr, Seattle, WA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-105800	ENR	Denise Phillips	1994-05-27	UHC-88459-49	6666891220	8538 Spring St, Dallas, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-427356	CLM	Logan Henderson	1973-03-24	—	—	7798 Meadow Ln, Phoenix, AZ	0.82	City re-cased ZIP missing Placeholder values cleared
ENR-109859	ENR	Jacob G Hayes	1992-01-28	UHC-35487-72	9073283700	5016 Washington St, Chandler, AZ	0.82	Date of birth reformatted Phone reformatted ZIP missing
CLM-400971	CLM	Beverly Gonzales	1996-09-04	—	9725429556	8059 Church St, Minneapolis, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-401006	CLM	Joan Smith	1972-11-20	—	—	248 Oak St, Seattle, WA	0.82	State code upper-cased ZIP missing Placeholder values cleared
ENR-121468	ENR	Kathleen Johnston	1964-01-05	UHC-78882-41	6596069361	1204 Highland Ave, Los Angeles, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-103417	ENR	Susan Morrison	1940-07-02	UHC-72689-70	3189951317	8969 Apache Blvd, Dallas, TX	0.82	Name re-cased Phone reformatted ZIP missing
ENR-119183	ENR	Christian H Brown	1986-09-21	UHC-14944-66	4298330214	9487 Elm St, Plano, TX	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
CLM-409175	CLM	Barbara Ruiz	1942-03-19	—	—	8554 Ridge Rd, Tampa, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-61445	TPA	Diane Howard	1966-04-12	—	—	7592 Cedar Ln, San Diego, CA	0.82	State code upper-cased ZIP missing Placeholder values cleared
ENR-125584	ENR	Christine W Stevens	1983-06-13	UHC-87437-98	—	9540 Broadway, San Antonio, TX	0.82	Member ID reformatted ZIP missing Placeholder values cleared
ENR-118314	ENR	Alexis W Lucas	1946-08-10	UHC-20192-49	5502196323	9161 Maple Ave, Nashville, TN	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-412289	CLM	Noah Valdez	1989-04-25	—	—	2810 Camelback Rd, Tucson, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-109046	ENR	Bety H Stewart	1963-09-14	UHC-11232-80	7302207701	468 Highland Ave, Columbus, OH	0.82	Phone reformatted City re-cased ZIP missing
CLM-427585	CLM	William Mitchell	1996-10-02	UHC-36292-35	—	8631 Ridge Rd, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427584	CLM	William Mitchell	1996-10-02	UHC-36292-35	—	8631 Ridge Rd, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-127391	ENR	Julia McDonald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd, Plano, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-105493	ENR	Philip B Nichols	1988-04-04	UHC-60231-42	6144971756	5140 Park Pl, San Diego, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-407026	CLM	Andrew Woods	1973-11-16	—	—	872 Union St, Gilbert, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417430	CLM	Maria R Jenkins	1941-07-28	—	3763851298	771 Ridge Rd, Denver, CO	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57693	TPA	Hlen Wallace	2006-03-25	—	—	8344 Mountain View Dr, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-59835	TPA	Sarah U Kelley	1946-09-03	—	—	9831 Mountain View Dr, Orlando, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-128920	ENR	Randy O Hill	1960-06-02	UHC-78409-32	4766329036	9664 Washington St, Fresno, CA	0.82	Date of birth reformatted ZIP missing Email lower-cased
ENR-109312	ENR	Bradley H Weaver	1985-04-15	UHC-93569-57	5936633482	6249 Ridge Rd, Jacksonville, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-402999	CLM	Bruce Jones	1971-05-22	—	—	5240 Washington St, Charlotte, NC	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
TPA-52670	TPA	George Hawkins	1952-08-07	—	—	6268 Ridge Rd, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-139143	ENR	Samuel L Daniels	1977-11-16	UHC-29400-17	8727770271	8484 Meadow Ln, Tampa, FL	0.82	Phone reformatted ZIP missing Email lower-cased
CLM-410354	CLM	Katherine Simmons	1985-07-17	UHC-12054-24	3328713836	1289 Main St, Scottsdale, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-54608	TPA	Timothy Martin	1985-02-15	—	—	5826 Maple Ave, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-413078	CLM	Cheryl Ray	1946-11-05	UHC-15687-67	—	2287 Elm St, San Antonio, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-408478	CLM	Donald Fields	1981-05-24	—	—	7784 Broadway, Houston, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-134862	ENR	Roy A Powell	1980-11-27	UHC-17581-40	5032571479	482 Broadway, Plano, TX	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-114580	ENR	Jerry X Knight	1981-09-11	UHC-72184-17	2714526882	254 Lincoln Way, Houston, TX	0.82	Name re-cased ZIP missing Whitespace trimmed
TPA-64412	TPA	Ben Olson	1977-02-25	—	—	3921 Lincoln Way, Jacksonville, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-116369	ENR	Peter Bradley	1993-02-25	UHC-24216-20	4535943419	9274 Sunset Blvd, Tampa, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-132919	ENR	Brandon Rodrigeuz	1958-02-15	UHC-94100-85	—	2098 Mountain View Dr, Dallas, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-113548	ENR	Rachel J Santos	1994-01-24	UHC-46766-18	8706992372	3018 Elm St, Glendale, AZ	0.82	Member ID reformatted ZIP missing Whitespace trimmed
ENR-139160	ENR	Alexander L Meyer	1941-02-09	UHC-42512-93	3659405410	6820 Hillcrest Rd, Tucson, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-23637	PRV	Hiroshi S Mason	1963-11-06	—	8542356009	410 Cedar Ln, Eden Prairie, MN	0.82	Phone reformatted ZIP missing Placeholder values cleared
CLM-423413	CLM	Alex Warren	2002-04-27	UHC-79134-14	—	8072 Desert Sky Blvd, Columbus, OH	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-121361	ENR	Paul Cooper	1940-02-02	UHC-08763-59	2289358129	2296 Ocean Ave, Tempe, AZ	0.82	Date of birth reformatted ZIP missing Email lower-cased
ENR-139391	ENR	Dick S Murray	2000-05-02	UHC-12024-59	5989170581	958 Pine Dr, Seattle, WA	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-139390	ENR	Dick S Murray	2000-05-02	UHC-12024-59	5989170581	958 Pine Dr, Seattle, WA	0.82	Phone reformatted ZIP missing Whitespace trimmed
CLM-415985	CLM	Yuki Porter	1995-02-05	UHC-93362-68	—	8028 Mesa Dr, Fresno, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-402804	CLM	Kimberyl Ryan	2004-10-07	UHC-73887-22	—	8063 Broadway, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
PRV-24953	PRV	Mark Mills	1962-04-06	—	6477423538	5792 Broadway, Glendale, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-24952	PRV	Mark Mills	1962-04-06	—	6477423538	5792 Broadway, Glendale, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-20583	PRV	Catherine Robinson	1945-09-28	—	4729579668	1847 Willow Ct, San Diego, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408314	CLM	Tyler Ross	2000-01-22	—	—	8109 Camelback Rd, Tempe, AZ	0.82	City re-cased ZIP missing Placeholder values cleared

7,146 rows, page 136 of 143Previous Next