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-102545	ENR	Omar X Dixon	1973-07-09	UHC-94376-27	5108418557	636 Meadow Ln Apt 29, Tempe, AZ, 85280	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132602	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-132603	ENR	Sara Davis	1977-04-06	UHC-11295-01	3144887525	8848 Willow Ct Apt 18, Las Vegas, NV, 89172	0.48	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-139180	ENR	Julie Pena	1994-12-14	UHC-64751-19	8296431839	9289 Ridge Rd, Atlanta, GA, 30309	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111527	ENR	Carolyn Bryant	1990-06-16	UHC-09342-45	7735473261	9240 Park Pl Apt 17, San Diego, CA	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-121719	ENR	Russell C Cunningham	1965-09-03	UHC-36791-67	9266008714	4129 Valley View Dr, Miami, FL	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127467	ENR	Grace N Patterson	1983-10-22	UHC-65183-74	9579054803	2433 Forest Ave, Jacksonville, FL, 32214	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-102075	ENR	Nancy E Harper	1959-06-26	—	5077890554	7991 Apache Blvd, Scottsdale, AZ, 85223	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-133181	ENR	Betty I Ortega	1952-05-09	UHC-77561-91	5036111315	4966 Highland Ave, Dallas, TX, 75208	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139642	ENR	Teresa A Anderson	1956-03-17	UHC-79731-73	5457376239	3024 Meadow Ln # 952, Seattle, WA, 98117	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107241	ENR	Rachel Wheeler	1968-04-06	UHC-03328-76	7983935087	3159 River Rd Apt 32, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-123492	ENR	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109964	ENR	Debra Burke	1991-04-23	UHC-64755-30	8818232393	3712 Bayshore Dr, Tampa, FL, 33619	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-103082	ENR	Santiago L Green	—	UHC-37513-76	8392941285	7039 Church St, Los Angeles, CA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-118555	ENR	Betty K Larson	1944-06-06	UHC-50271-71	6958636190	304 Baseline Rd, Orlando, FL, 32814	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100045	ENR	Ruth J Price	1978-12-03	UHC-48375-18	—	5458 Canyon Rd, Seattle, WA, 98144	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-106399	ENR	Sofai R Phillips	1978-12-26	UHC-88188-92	7139869065	6707 Camelback Rd, Chandler, AZ	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-105416	ENR	Betty Padilla	1979-09-12	UHC-00259-16	—	7491 Canyon Rd, Tampa, FL, 33609	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-127103	ENR	Benjamin B Weaver	1996-08-10	UHC-20232-99	—	3047 Willow Ct, Columbus, OH, 43204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131083	ENR	Brittany H Robertson	1974-04-20	UHC-97321-73	2553497492	4828 Union St, Sacramento, CA, 95893	0.48	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-138746	ENR	Mei Robertson	1987-02-22	UHC-47647-46	7328625172	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129855	ENR	Megan K Johnston	1999-09-12	UHC-38617-08	4864921881	6312 Ridge Rd, San Diego, CA	0.48	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-138806	ENR	Tyler H Holmes	1946-08-06	UHC-39697-41	6324444533	1884 Grand Ave, Houston, TX, 77052	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118511	ENR	Paul Gilbert	1952-08-21	UHC-18539-67	—	6577 Ridge Rd, Houston, TX, 77048	0.48	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-100033	ENR	Vincent L Oliver	1973-05-14	UHC-16577-40	7476422564	6938 Apache Blvd, San Diego, CA, 92161	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-113479	ENR	Vincent G Chapman	2001-08-26	UHC-05422-13	7213594201	694 Lake View Rd, Tampa, FL, 33609	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-143072	ENR	Valentina E Garrett	—	UHC-90419-92	9128759111	6804 Ocean Ave, Plano, TX, 75013	0.48	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127481	ENR	Noah J Mendez	1984-04-12	UHC-58028-49	2799312140	7772 Ridge Rd, Glendale, AZ	0.48	Phone reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-136190	ENR	Joe C Day	1948-02-19	UHC-72292-79	3588986299	6135 Apache Blvd, Miami, FL, 33133	0.48	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141661	ENR	William T Rodriguez	1993-05-23	UHC-66982-37	2477420627	2554 Market St, Columbus, OH, 43296	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117107	ENR	Judy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-118684	ENR	Bradley L Henry	2003-04-13	UHC-31206-71	6406003977	7362 Park Pl # 878, Chandler, AZ, 85294	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-131811	ENR	Luis G Perry	1946-06-14	UHC-22698-52	—	8902 Park Pl, Tucson, AZ, 85755	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-121709	ENR	Beverly Mendoza	2008-09-20	UHC-46120-86	4572721300	9052 Desert Sky Blvd, Tampa, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122588	ENR	Luis Nelson	1972-10-11	UHC-24502-41	—	7817 Sage Ct, Las Vegas, NV	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-142354	ENR	Judy M Lynch	1966-09-04	UHC-41671-34	—	5926 Mesa Dr # 463, Austin, TX, 78718	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-114465	ENR	Daniel Spencer	1988-07-25	UHC-34290-39	5803814153	738 Grand Ave, Tucson, AZ	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-142862	ENR	Robert T Ray	1986-11-19	UHC-38009-75	7018501011	9442 Pine Dr, Seattle, WA, 98128	0.48	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-136504	ENR	Ruh C Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-132937	ENR	Vincent Lee	1989-04-10	UHC-01286-91	—	6997 River Rd, Glendale, AZ, 85338	0.50	Phone missing area code SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-142745	ENR	Amanda Bennett	2004-01-08	UHC-35446-77	4827629839	6065 Union St # 946, Columbus, OH, 43251	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114825	ENR	Daniel X Austin	1967-05-16	UHC-34567-10	8624741477	1430 Pine Dr # 733, Denver, CO, 80262	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-138625	ENR	Luis Hicks	1963-12-07	UHC-24118-33	2258984724	7581 Lincoln Way, Tempe, AZ, 85219	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127584	ENR	Nicole Snyder	1988-07-06	UHC-47909-54	3302417673	6336 Spring St, San Antonio, TX, 78237	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107361	ENR	William Bradley	1964-03-20	UHC-33492-59	—	9247 Jefferson Ave, Glendale, AZ, 85349	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113893	ENR	Anthony Q Cox	—	UHC-21551-45	3513031223	8525 Willow Ct, Glendale, AZ	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-117697	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-117698	ENR	Marilyn E Long	1948-06-28	UHC-02319-99	5165112072	4006 Broadway, Eden Prairie, MN, 55374	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
ENR-103405	ENR	Aaron Munoz	1943-12-09	UHC-15982-66	7337486742	4673 Palm Dr # 119, Glendale, AZ	0.50	Name re-cased Phone reformatted Unit split from street State name converted to code+3 more
ENR-123354	ENR	Wayne T Garza	1990-11-24	UHC-17167-67	—	7840 Forest Ave # 508, Jacksonville, FL, 32295	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more

16,916 rows, page 19 of 339Previous Next