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

Enrollment, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125482	ENR	Wei Fisher	2004-10-11	UHC-92510-48	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125483	ENR	Wei Fisher	2004-10-11	UHC-92510-48	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134472	ENR	Henry Jimenez	1985-10-23	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133079	ENR	Craolyn D Florees	1999-05-06	UHC-73681-40	8437533164	3976 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113368	ENR	Matthew Mason	1975-11-09	UHC-38038-76	—	1967 Indian School Rd, Fresno, CA, 93738	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104366	ENR	Rachel Hart	1963-10-16	UHC-02912-42	—	8973 Indian School Rd, Houston, TX, 77055	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-138543	ENR	Andrew Brown	1975-10-17	UHC-87271-63	6199336966	7476 Apache Blvd, San Diego, CA, 92144	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124594	ENR	Sam J Oliver	1968-03-01	UHC-41801-41	—	3743 Church St, Houston, TX, 77089	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110370	ENR	Denise Cooper	1980-04-10	UHC-73125-42	7233152570	974 Washington St, Tampa, FL, 33612	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128938	ENR	Vinkent J Lewis	1974-01-22	UHC-03258-65	8502838908	9102 Grand Ave, Charlotte, NC, 28239	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132543	ENR	Alan Obrien	1961-03-02	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124261	ENR	Carlos J Singh	1970-03-06	UHC-46865-24	7497157066	6180 Park Pl, Phoenix, AZ, 85085	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108705	ENR	Harrison Elizabeth	1965-09-25	UHC-17943-36	4235550063	1400 Lake View Rd, Austin, TX, 78788	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110384	ENR	Noah Edwards	1972-07-04	UHC-12310-14	9478814147	7980 Baseline Rd, Houston, TX, 77075	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132634	ENR	John Z Le	1992-12-27	UHC-50789-41	3889672869	6398 Church St # 867, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-137822	ENR	Peter Valdez	1939-10-02	UHC-67988-31	3224704354	4179 River Rd, Charlotte, NC, 28202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103007	ENR	Edward B Phillips	1958-07-15	UHC-27722-99	5498414449	8139 Sage Ct, San Diego, CA, 92192	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108486	ENR	Eric T Long	1956-11-04	UHC-21628-91	6068197313	4296 River Rd, San Antonio, TX, 78273	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118627	ENR	Benjamin G Smith	1981-08-28	UHC-44653-98	4526151935	8827 Apache Blvd, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125320	ENR	Daniel C Shaw	1959-08-15	UHC-67570-57	3584590787	9881 Pine Dr, Scottsdale, AZ, 85259	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120877	ENR	Christopher O Freeman	1977-06-08	UHC-34571-07	3706933421	8397 Oak St, Chandler, AZ, 85260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105408	ENR	Maria Dunn	1964-08-17	UHC-04782-32	—	3948 Hillcrest Rd, Fresno, CA, 93772	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134618	ENR	Hulmes U Arthur	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131914	ENR	Isabella V Adams	—	—	5678714566	5521 Church St, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-130708	ENR	Lauren Coooper	1986-09-13	UHC-35857-72	4182089953	5928 Church St, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133380	ENR	Daniel G Wallace	1940-04-15	UHC-64775-97	9793286812	8459 Lake View Rd, Orlando, FL, 32853	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114244	ENR	Jacqueline F Florres	1938-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110314	ENR	Ahmed Vea	1991-05-16	UHC-71140-57	3914332193	1975 Jefferson Ave Apt 1, San Diego, CA, 92114	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-111013	ENR	Maria Gonzales	2000-01-19	UHC-95621-18	—	1866 Ridge Rd, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103424	ENR	Yuki J Herrera	1996-01-20	UHC-52366-24	8004292011	301 Elm St Apt 4, San Diego, CA, 92148	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-136897	ENR	Virginia Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA, 98194	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111101	ENR	Zachary E Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135435	ENR	Edward Y Price	1962-04-01	UHC-03850-62	—	5897 Elm St, Seattle, WA, 98155	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104493	ENR	Arthur W Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX, 78220	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-138030	ENR	Peter F Garrett	1989-03-09	UHC-36432-76	6724364168	6303 Church St, Orlando, FL, 32831	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100438	ENR	Christtine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.62	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-113559	ENR	Gabriel Padilla	2007-08-22	UHC-42797-52	4564186944	7856 Ocean Ave, Fresno, CA, 93786	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113560	ENR	Kelly H Austin	1968-02-12	UHC-69850-74	6125634758	5716 Baseline Rd Apt 2, Mesa, AZ, 85214	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117294	ENR	Susan C Thompson	1978-07-14	UHC-86388-83	5223831255	3690 Cedar Ln, Mesa, AZ, 85291	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127428	ENR	Marilyn L Guerrero	1961-03-04	UHC-39266-24	4427188502	5766 Market St, Fresno, CA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-110747	ENR	Amy Freeman	1944-10-01	—	4677603920	2009 Elm St, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101349	ENR	Mateo Mendoza	1960-04-22	UHC-72923-14	9196595706	4100 Main St, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115945	ENR	Austin Menoza	1981-06-10	UHC-84847-46	7504889876	7071 Indian School Rd, Fresno, CA, 93734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133928	ENR	Stephanie Hayes	1946-07-03	UHC-97533-26	3083783244	2981 Park Pl, Charlotte, NC, 28247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119857	ENR	James Franklin	1944-05-27	UHC-76216-09	—	4677 Harbor Blvd, Eden Prairie, MN, 55342	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-129183	ENR	Omar C Obrien	1976-06-22	UHC-15358-31	5864108616	3990 Meadow Ln, Chandler, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-135179	ENR	Lori R Guzman	1957-01-14	UHC-40801-21	9249716506	8493 Washington St, San Diego, CA, 92122	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117161	ENR	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106475	ENR	Kathryn Carpenter	1943-01-12	UHC-20206-20	—	9041 Palm Dr, Gilbert, AZ, 85216	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-102940	ENR	Julie Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more

16,916 rows, page 77 of 339Previous Next