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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120728	ENR	Henry T Walsh	1949-08-27	UHC-89689-34	8319492219	7903 Meadow Ln, Gilbert, AZ, 85277	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-123747	ENR	Sharon M Ortiz	1984-09-16	UHC-66253-11	8153092596	8541 Main St, Miami, FL, 33150	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117955	ENR	Brittany Z Munoz	1959-04-02	UHC-87830-57	8025740413	8564 Meadow Ln, Orlando, FL, 32831	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117073	ENR	Kelly N Jimenez	1960-05-09	UHC-58960-59	—	9175 Forest Ave, Dallas, TX, 75256	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-115648	ENR	Dylan C Espinoza	1971-05-12	UHC-73048-76	5897583399	6787 Willow Ct, Tampa, FL	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-128770	ENR	Philip P Nunez	1946-04-18	UHC-24443-17	9748198631	2567 Main St, Tampa, FL, 33618	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116133	ENR	Jordan D Wheeler	1954-09-25	UHC-10993-15	8507786892	9746 Mesa Dr, Mesa, AZ, 85258	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-132680	ENR	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV	0.78	Phone reformatted City re-cased ZIP missing Whitespace trimmed+1 more
ENR-125528	ENR	Wei EJunk	1954-08-09	UHC-50630-18	9302993194	7711 Lincoln Way, Orlando, FL, 32886	0.78	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-102059	ENR	Hansen Teryr	1956-10-09	UHC-59896-66	4798898424	9836 Camelback Rd, Gilbert, AZ, 85294	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-142653	ENR	Frances Lawson	1961-12-07	UHC-49881-63	7106311557	6968 Washington St, Fresno, CA, 93772	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114686	ENR	Wei Carter	1957-07-01	UHC-20693-97	6314239543	3729 Jefferson Ave, Phoenix, AZ, 85007	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-102029	ENR	Nicole U Maldonado	1960-07-08	UHC-16949-67	7926618076	88 Meadow Ln, Tucson, AZ, 85788	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100542	ENR	Diana K Bailey	1972-05-02	—	7733179622	6467 Jefferson Ave, Charlotte, NC	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-128710	ENR	Ryan W Jordan	1998-05-21	UHC-77314-38	8588257642	3112 Broadway, Orlando, FL, 32821	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-116769	ENR	Joe Carpenter	1938-10-17	UHC-75768-91	—	9850 Highland Ave, Plano, TX, 75063	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-104412	ENR	Luis A Scott	1962-01-04	UHC-56780-23	2025413345	2804 Central Ave, Eden Prairie, MN, 55395	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-113730	ENR	Edward K Wood	1969-09-04	UHC-17187-04	2087057580	3821 Baseline Rd, Scottsdale, AZ, 85204	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142076	ENR	Carl G Rios	2007-05-20	UHC-20090-95	6892764410	180 Meadow Ln, Tucson, AZ, 85762	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-120743	ENR	Emily T Fuller	1975-06-24	UHC-91168-07	8832622974	5073 Sunset Blvd, Miami, FL, 33196	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129287	ENR	Jackson Andrew	1954-02-12	UHC-13427-89	7466543684	5915 Pine Dr, Sacramento, CA, 95821	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128720	ENR	Vincent Q Hart	1959-07-15	UHC-21987-76	4755130697	2540 Meadow Ln, Nashville, TN, 37236	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116078	ENR	Frances Harrison	1988-08-03	UHC-07662-30	2027216922	5983 Apache Blvd, Dallas, TX, 75292	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136154	ENR	Macr N Hoffman	1967-09-02	UHC-57280-21	2629207331	1328 Desert Sky Blvd, Tampa, FL, 33653	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-120497	ENR	Sophia N Austin	2000-01-04	UHC-39676-46	8263578275	6186 Willow Ct, Plano, TX, 75068	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-123858	ENR	Thomas Montgomery	1957-05-06	UHC-25544-41	4043746301	6635 Washington St, Miami, FL, 33118	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+1 more
ENR-128330	ENR	Willie B Wang	1997-12-05	UHC-59116-79	—	4970 Cedar Ln, San Antonio, TX, 78221	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-108766	ENR	Kenneth R Hunter	1970-02-17	UHC-04666-05	4315968454	7067 Indian School Rd, Fresno, CA, 93789	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138871	ENR	Matoe T Riley	1995-03-20	UHC-78610-28	6438338072	231 Cedar Ln, Eden Prairie, MN, 55313	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135342	ENR	Billy C Mills	1946-11-11	UHC-12680-16	9603095488	8661 Indian School Rd, Plano, TX, 75097	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116395	ENR	Wayne Jimenez	1947-09-19	UHC-99311-81	—	6566 Pine Dr, Nashville, TN, 37257	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
ENR-122118	ENR	Kimberly E Henry	1990-03-27	UHC-62023-38	7002144109	7749 Bayshore Dr, Jacksonville, FL, 32212	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105770	ENR	Martha P Aguilar	1985-04-15	UHC-54049-88	9349490071	289 Hillcrest Rd, San Antonio, TX, 78257	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126312	ENR	Stephen P Richardson	2001-05-28	UHC-35712-05	4352065878	9587 Meadow Ln, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-108128	ENR	Ronald U Reed	1947-10-26	UHC-65610-09	7372074862	9356 Forest Ave, Jacksonville, FL, 32254	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-102915	ENR	Steven Ruiz	1971-06-18	UHC-69104-20	—	860 Bayshore Dr, Tucson, AZ, 85734	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129351	ENR	Greg Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125454	ENR	Shirley Gibson	2007-07-14	UHC-43606-64	8834512728	7125 Pine Dr, Miami, FL, 33149	0.78	Date of birth reformatted City re-cased Email lower-cased Gender normalised+1 more
ENR-120427	ENR	Noah X Edwards	1938-02-24	UHC-63084-99	9224471201	8730 Valley View Dr, San Antonio, TX, 78206	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120428	ENR	Noah X Edwards	1938-02-24	UHC-63084-99	9224471201	8730 Valley View Dr, San Antonio, TX, 78206	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129006	ENR	Kathryn E Moore	1992-01-19	UHC-98895-13	8922893521	3479 Indian School Rd, Eden Prairie, MN, 55359	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117559	ENR	Nancy Kelley	1945-04-16	UHC-35134-70	8887128191	9887 Mountain View Dr, Orlando, FL, 32893	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-110304	ENR	Arjun Duncan	2001-11-28	UHC-57860-46	5367840849	5150 Cedar Ln, Eden Prairie, MN, 55338	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104901	ENR	Robert P Richardson	1979-01-15	UHC-08428-93	6862379601	2701 Meadow Ln, Los Angeles, CA, 90048	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-126436	ENR	Emma Ramos	1960-08-12	UHC-13976-98	9288762075	6476 Sunset Blvd, Charlotte, NC, 28260	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100056	ENR	Olivia Mejia	1996-01-27	UHC-99227-11	6248894352	1802 Forest Ave, Atlanta, GA	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-125642	ENR	Steven Holmes	1944-09-14	UHC-82541-14	4515378815	554 Bayshore Dr, San Diego, CA, 92185	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-129593	ENR	Jerry V Howward	1964-11-01	UHC-23716-07	7605309171	7324 Meadow Ln # 345, Los Angeles, CA, 90066	0.78	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-127929	ENR	Jacob U Hart	1991-08-10	UHC-54457-68	6649454000	8137 Oak St, San Diego, CA, 92190	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-107110	ENR	Jerry Franklin	1963-04-23	UHC-53023-13	3975339901	2170 Main St, Los Angeles, CA, 90048	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 111 of 169Previous Next