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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104949	ENR	Rachel M Johnson	1946-02-26	UHC-50862-88	3108253339	5094 Jefferson Ave, Minneapolis, MN, 55426	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-60546	TPA	Diego Ramos	2004-03-13	—	4076007554	6810 Highland Ave, Tucson, AZ, 85725	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-410497	CLM	Alexiis Hunter	1944-06-08	UHC-40933-61	—	8843 Jefferson Ave, Seattle, WA, 98169	0.76	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-413955	CLM	Noah Espinoza	1942-02-16	UHC-52234-98	7134800467	6389 Camelback Rd, Sacramento, CA, 95856	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121896	ENR	Benjamin Y Yang	1944-10-04	UHC-43975-07	7059092295	—	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-117729	ENR	Thomas Harvey	1992-07-03	UHC-73538-47	4002935315	2745 Mesa Dr, San Diego, CA, 92169	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-118636	ENR	Danielle V Andrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-131788	ENR	Alan Powell	1998-03-04	UHC-25780-72	9346054319	3127 Washington St, Phoenix, AZ, 85083	0.76	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
ENR-135719	ENR	Stephen X Carter	1945-09-16	UHC-47675-96	4782268064	8200 Pine Dr, Tempe, AZ, 85245	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
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
TPA-51101	TPA	Janet A Graham	1965-01-05	—	2075643692	7239 Lincoln Way, Phoenix, AZ, 85034	0.76	Name split from “Last, First”Date of birth reformatted Phone 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-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
CLM-416730	CLM	Thomas D Black	1962-10-13	UHC-99272-93	3425569863	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+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
PRV-26041	PRV	Donna Greene	1989-01-17	—	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-137229	ENR	Roy C McCoy	1947-11-12	UHC-81798-84	5895381300	4969 Central Ave, Jacksonville, FL, 32285	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-107141	ENR	Betty S Wallace	1952-03-11	UHC-44888-61	8685377506	3223 Central Ave, Sacramento, CA, 95879	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23561	PRV	Keith McDonald	1941-01-01	UHC-82124-06	4165913789	1076 Apache Blvd, Sacramento, CA, 95814	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-55644	TPA	Eric Phillips	1951-12-09	—	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-108568	ENR	Mari Marshall	1971-11-11	UHC-75130-07	9048769322	2493 Camelback Rd, Mesa, AZ, 85265	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-100291	ENR	Nathan Reyes	1958-02-28	UHC-33555-36	6456433521	3880 Market St, Los Angeles, CA, 90015	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-22978	PRV	Rebecac G Elliott	1951-07-04	—	—	1001 Lincoln Way, Columbus, OH, 43213	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-120602	ENR	Gloria B Martiez	1967-11-21	UHC-13095-05	2719937627	9425 Canyon Rd, Las Vegas, NV, 89118	0.78	Name split from “Last, First”Member ID reformatted City re-cased Plan code upper-cased+1 more
ENR-103555	ENR	Fraank K Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
TPA-60886	TPA	Alna Dminguez	1990-07-24	UHC-26620-07	2643157691	690 Valley View Dr, Houston, TX, 77006	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-23739	PRV	Dorothy Bishop	1975-12-12	—	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426813	CLM	Sara Baker	1979-12-05	UHC-35017-70	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-107325	ENR	Abigail E Fowler	1985-06-21	UHC-76405-98	2499568755	4013 Broadway, Charlotte, NC, 28240	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-115038	ENR	Anthony M Dominguez	1940-10-12	UHC-72960-77	6149146586	4090 Hillcrest Rd, Minneapolis, MN, 55462	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-403757	CLM	Justin Hansen	1988-07-23	—	2374928581	7600 Cedar Ln, Phoenix, AZ, 85021	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27154	PRV	Katherine Cox	2008-07-13	—	4399238866	4094 Washington St, Denver, CO, 80226	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21830	PRV	Andrea Sanchez	1951-01-03	UHC-98290-98	3128975630	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-107355	ENR	Catherine Morrison	2008-01-27	UHC-23703-76	2789883843	4880 Ocean Ave, Charlotte, NC, 28273	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-126696	ENR	Sanda P Jackson	1964-01-25	UHC-78773-38	6288326945	2200 Hillcrest Rd, Denver, CO, 80269	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-411655	CLM	Ann Williamson	1963-04-10	—	5353523822	402 Elm St, Miami, FL, 33107	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-134484	ENR	Cheryl H Perez	1963-04-01	UHC-28681-13	6088639791	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
ENR-129398	ENR	Aaron Vasquez	1975-02-23	UHC-95883-06	3673218992	9380 Broadway, Houston, TX, 77046	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-27248	PRV	Helen G Weclh	1953-04-03	—	8955709808	2008 Jefferson Ave, Tucson, AZ, 85766	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-102883	ENR	Hiroshi Banks	1990-07-07	UHC-81094-40	4195819399	3319 Ocean Ave, Las Vegas, NV, 89119	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-421322	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-421323	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	2613 Cedar Ln, Austin, TX, 78739	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-117595	ENR	Christine Q Ray	2001-09-20	UHC-79756-16	8399892244	6676 Maple Ave, Atlanta, GA, 30383	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-56863	TPA	Theresa Young	1940-01-10	—	—	97 Broadway, Sacramento, CA, 95843	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-421736	CLM	Luuis Singh	1964-03-23	UHC-80133-34	5733563977	3450 Indian School Rd, Orlando, FL, 32856	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-117016	ENR	David Gibson	2008-11-20	UHC-69693-06	7672481233	1598 Palm Dr, Scottsdale, AZ, 85268	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-422722	CLM	Sharon Cruz	1950-07-28	UHC-31927-16	7053017850	3056 Desert Sky Blvd, Glendale, AZ, 85332	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-135472	ENR	Angela Young	1993-06-28	UHC-29037-85	8746117585	2711 Sunset Blvd, San Antonio, TX, 78207	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51290	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr, Phoenix, AZ, 85067	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more
ENR-110872	ENR	Sam Kennedy	2001-10-07	UHC-13635-82	8388366336	3167 Church St, Tempe, AZ, 85231	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more

9,980 rows, page 155 of 200Previous Next