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-132425	ENR	Lauren K James	1978-08-05	UHC-83197-90	4453468381	2435 Ocean Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted City re-cased Gender normalised+3 more
ENR-122326	ENR	Judy V Austin	1939-10-04	UHC-17058-34	6099709451	4873 Palm Dr, Jacksonville, FL, 32270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108799	ENR	Hannah N Stewart	1939-07-18	UHC-02990-02	9337409979	6620 Indian School Rd, Miami, FL, 33166	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128626	ENR	Amy Wood	2004-07-19	UHC-57521-60	—	8517 Apache Blvd, Columbus, OH, 43201	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102738	ENR	Patrick S Reed	1951-10-20	UHC-09722-24	5714888861	5033 Mountain View Dr, Sacramento, CA, 95801	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103440	ENR	Kenneth Perkins	1996-07-07	UHC-46973-89	9846081911	6141 Maple Ave, Glendale, AZ, 85301	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121545	ENR	Denise O Hayes	1991-04-12	UHC-10849-04	8325967288	3573 River Rd, Houston, TX, 77034	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120473	ENR	Raymond Martinez	1964-07-23	UHC-76339-68	—	5764 Desert Sky Blvd, Scottsdale, AZ, 85244	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102022	ENR	Santiago X Ford	1993-12-11	UHC-19531-20	8246440751	179 Apache Blvd, Tucson, AZ, 85720	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133493	ENR	Michael Baker	2003-07-12	UHC-14690-92	5117080718	3497 Oak St, Eden Prairie, MN, 55304	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124536	ENR	Peter E Gray	1964-10-26	UHC-04342-32	3376079810	3465 Church St, Glendale, AZ, 85332	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111109	ENR	Julia A Castillo	1979-03-28	—	5135664821	6225 Bayshore Dr, Eden Prairie, MN, 55382	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103408	ENR	Yuki T Wagner	1975-12-10	UHC-48477-20	—	2516 Maple Ave, Los Angeles, CA, 90069	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129084	ENR	Alexander Wlels	1997-01-06	UHC-49517-10	8596896809	5592 Broadway, Los Angeles, CA, 90067	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-124197	ENR	Kenneth Montgomery	1968-11-05	UHC-26811-47	7625508569	481 Ridge Rd, Scottsdale, AZ, 85255	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111043	ENR	Sofia Warren	1944-03-25	UHC-45832-74	4312860056	2017 Park Pl Apt 37, Jacksonville, FL, 32235	0.74	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-105785	ENR	Noah N Weber	1956-12-23	UHC-61800-97	2984654134	9454 Church St, Denver, CO, 80243	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129048	ENR	Amy L Davis	1987-11-28	—	6658721312	4547 Indian School Rd, Phoenix, AZ, 85062	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111487	ENR	Ronald U Alvarez	1994-03-19	UHC-65432-23	7483421406	1061 Spring St, Fresno, CA, 93709	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111322	ENR	Doris T West	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105601	ENR	Gabriel Watkins	1956-08-22	UHC-85652-25	4288028816	8784 Highland Ave, Glendale, AZ, 85302	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111406	ENR	Lauren V Weber	1976-08-19	UHC-10306-09	—	4452 Forest Ave, Miami, FL, 33151	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-118207	ENR	Diane R Taylor	1976-05-21	UHC-64723-69	2062494213	7365 Palm Dr, Plano, TX, 75079	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136146	ENR	Fatima C Warren	1943-01-18	UHC-57298-39	5983363300	9247 Oak St, Minneapolis, MN, 55453	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101817	ENR	Yuki X Green	1970-08-13	UHC-53218-39	7835620480	6180 Jefferson Ave, San Antonio, TX, 78223	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108532	ENR	Barbara R Lynch	1958-02-01	UHC-29653-61	2557232605	8824 Maple Ave, Austin, TX, 78742	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112413	ENR	Gabriel I Scott	1981-01-17	UHC-48883-22	—	8310 Main St, San Antonio, TX, 78235	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100788	ENR	Andrew H Mejia	2002-11-14	UHC-52603-70	4499926692	3353 Central Ave, Tampa, FL, 33675	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111583	ENR	Russell Delgado	1982-08-10	UHC-11581-57	3697111327	8347 Harbor Blvd, Atlanta, GA, 30379	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118022	ENR	Tyler L Vargas	1952-02-02	UHC-56719-66	8997938447	3827 Main St, Columbus, OH, 43218	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140278	ENR	Mason D Jimenez	1984-07-20	UHC-12368-64	5326649655	5361 Union St, Glendale, AZ, 85315	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115729	ENR	Janet E Sullivan	1964-11-13	UHC-57981-28	3934903035	1756 Lake View Rd, Phoenix, AZ, 85039	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131618	ENR	Teresa Y Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-131619	ENR	Teresa Y Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-107748	ENR	Aisha I Grant	1988-08-19	UHC-55008-70	5674201497	627 River Rd, Denver, CO, 80285	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114283	ENR	Charlotte Valdez	1991-05-01	UHC-15624-35	8302217698	1375 Canyon Rd, Columbus, OH, 43288	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109429	ENR	Bobby Rose	2003-06-22	UHC-53186-56	5736396353	3038 Indian School Rd, Seattle, WA, 98146	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141849	ENR	Olivia Sandoval	1946-07-09	UHC-10293-64	7374348196	4166 Ridge Rd, Orlando, FL, 32892	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109837	ENR	Evelyn Q Lopez	1979-04-27	UHC-68398-21	6677275853	8221 Meadow Ln, Eden Prairie, MN, 55347	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-107720	ENR	Ralph R Williamson	1987-07-26	UHC-12735-84	4805300172	1667 Palm Dr, Scottsdale, AZ, 85254	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136071	ENR	Santiago Morrison	2008-07-16	UHC-81496-47	2288468342	9033 Baseline Rd, Columbus, OH, 43282	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140196	ENR	Timothy Simmons	1970-01-17	UHC-23080-10	2297565731	1641 Washington St, Glendale, AZ, 85362	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-108852	ENR	Andrew Crawford	1945-10-27	—	—	5392 Grand Ave, Tempe, AZ, 85297	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101596	ENR	Sara W Stone	1964-02-27	UHC-23544-97	—	7258 Hillcrest Rd, Seattle, WA, 98154	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-136450	ENR	Debra Q Singh	1993-07-11	UHC-43089-48	4242360970	1303 Maple Ave, Mesa, AZ, 85264	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140542	ENR	John G Allen	1966-07-19	UHC-13241-71	6447531765	4795 Maple Ave, Fresno, CA, 93713	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106507	ENR	Denise Johnston	1952-02-12	UHC-20279-55	9125281888	5325 Baseline Rd, Jacksonville, FL, 32210	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109876	ENR	Lawrence J Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr, Denver, CO, 80281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126844	ENR	Carlos Owens	2002-03-21	UHC-15148-98	—	7466 Desert Sky Blvd, San Antonio, TX, 78278	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-133041	ENR	Mariana Campbell	2008-05-15	UHC-28563-63	7312895058	2470 Palm Dr, Minneapolis, MN, 55400	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more

16,916 rows, page 143 of 339Previous Next