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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128213	ENR	Jesse P Castillo	1947-02-15	UHC-64582-82	9509293843	1838 Palm Dr, Plano, TX, 75086	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+2 more
PRV-22518	PRV	Larry Spencer	1961-04-01	UHC-08518-76	—	3145 Sunset Blvd, Austin, TX, 78795	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-406112	CLM	Daniel Thomas	1968-10-19	UHC-78647-56	—	6862 Apache Blvd, Nashville, TN, 37254	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-138947	ENR	Ana I Bryant	1955-12-02	UHC-65119-98	6823628657	7371 Central Ave, Tempe, AZ, 85209	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135353	ENR	Elizabeth Vasquez	1976-02-27	UHC-93180-18	—	2167 Mountain View Dr, Eden Prairie, MN, 55329	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104527	ENR	Raymond Padilla	1975-03-11	UHC-65779-36	5489093602	8698 Valley View Dr, Tampa, FL, 33604	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400133	CLM	Paul Russell	1988-05-04	UHC-55726-01	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117569	ENR	Philip S Harvey	1960-11-20	UHC-90036-44	7964360147	7673 Union St, Dallas, TX, 75200	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126324	ENR	Dorotyh J Alvarado	1954-03-14	UHC-59713-55	8917234380	6812 Park Pl, Jacksonville, FL, 32212	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126325	ENR	Dorotyh J Alvarado	1954-03-14	UHC-59713-55	8917234380	6812 Park Pl, Jacksonville, FL, 32212	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-140529	ENR	Russell Brooks	1971-11-18	UHC-32148-92	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-405138	CLM	Samantha T Robertson	2000-01-20	UHC-20604-49	3308850380	3875 Ocean Ave, Houston, TX, 77045	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-400779	CLM	Sara Johnston	1959-10-28	UHC-62612-57	8925788246	8648 Ocean Ave, Plano, TX, 75092	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428589	CLM	Ana Carr	1981-08-17	UHC-99021-58	—	—	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
ENR-137327	ENR	Andrew Willis	1973-09-13	UHC-17110-53	—	7610 Washington St, Columbus, OH, 43241	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102824	ENR	Dennis M Stewart	1976-03-23	UHC-54198-75	3769914743	276 Palm Dr, Gilbert, AZ, 85261	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118167	ENR	Aisha Moore	1967-04-23	UHC-86816-93	2898679169	1722 Market St, Chandler, AZ, 85204	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421506	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+2 more
ENR-136906	ENR	Jerry A Williamson	—	UHC-31382-25	3624722123	4925 Jefferson Ave, Chandler, AZ, 85233	0.76	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-418092	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	4104585436	5752 Camelback Rd, Austin, TX, 78731	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-101386	ENR	Debra Weaver	1964-12-08	UHC-98417-45	7152227119	9635 Park Pl, Atlanta, GA, 30391	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-112903	ENR	Christian W Weber	2008-09-04	UHC-95154-03	6817721398	1050 River Rd, Gilbert, AZ, 85213	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116786	ENR	Eric K Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA, 90027	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108945	ENR	Deise Ryan	1976-07-02	UHC-47417-64	—	5141 Baseline Rd, Eden Prairie, MN, 55314	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122570	ENR	Lucia White	1991-07-18	UHC-66434-91	8294112742	4563 Lincoln Way, Sacramento, CA, 95853	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-423378	CLM	Emma Garrett	1972-05-20	UHC-15927-63	2863793586	4651 Pine Dr, Plano, TX, 75019	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22741	PRV	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
ENR-108751	ENR	Kelly I Richardson	1998-06-13	UHC-69622-24	5885924842	4541 Baseline Rd, Chandler, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-407786	CLM	Scott Cooper	2008-02-08	UHC-57705-65	—	9015 Church St, Glendale, AZ, 85352	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-420831	CLM	Sean Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN, 55483	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-423812	CLM	Jack Y Hoffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141570	ENR	Jacqueline Singh	2006-02-07	UHC-97988-09	5796103169	4215 Church St, Tampa, FL, 33693	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-419718	CLM	Hiroshi Fowler	1947-09-07	UHC-09603-43	—	—	0.76	Name re-cased Phone missing area code Member ID reformatted Email lower-cased+2 more
ENR-107072	ENR	Sam D Torres	1941-05-04	UHC-15034-85	5824102106	4323 Maple Ave, Los Angeles, CA, 90079	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408610	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-408611	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
PRV-27403	PRV	Grace Dixon	1983-09-19	UHC-62535-51	8104551642	5204 Palm Dr, Miami, FL, 33134	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
ENR-132609	ENR	Douglas U Wood	1993-03-05	UHC-08504-80	6717122378	519 Sunset Blvd, Columbus, OH, 43223	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-415207	CLM	Dylan Butler	2003-09-07	UHC-22460-47	5095558465	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-113491	ENR	Jessica X Banks	1957-06-23	UHC-19304-45	7985022587	3397 Bayshore Dr, Seattle, WA, 98151	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411171	CLM	Jonathan Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111699	ENR	Susan F Ramos	1956-05-03	UHC-75057-04	9329504277	7939 Forest Ave, Mesa, AZ, 85276	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109255	ENR	Alexandr Allen	1948-08-01	UHC-46570-79	3939957465	6664 Forest Ave, Dallas, TX, 75221	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-104215	ENR	Harold Daniels	1968-01-24	UHC-47375-62	3845581077	6081 Hillcrest Rd, Jacksonville, FL, 32261	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-424044	CLM	Alexander Robertson	1986-05-01	UHC-20832-08	5566865045	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-129818	ENR	Eric Y Hunt	1962-09-19	UHC-14805-65	7958846602	8930 Union St, Glendale, AZ, 85301	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-136352	ENR	Harold I Berry	1956-02-23	UHC-87727-31	—	8824 Meadow Ln, San Antonio, TX, 78234	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116606	ENR	Rebecca W Andrews	1990-08-03	UHC-25037-12	4398961633	4917 Jefferson Ave, Dallas, TX, 75232	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-116141	ENR	Jonathan C Greene	2007-01-11	UHC-77389-97	7909765607	5454 Market St, Eden Prairie, MN, 55368	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-129513	ENR	Sofia J Hicks	1952-05-23	UHC-80393-05	9537066447	1685 Church St, Phoenix, AZ, 85060	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more

7,723 rows, page 92 of 155Previous Next