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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124644	ENR	Ann Garrett	1977-01-19	UHC-36257-71	4865700176	6583 Oak St, Houston, TX, 77084	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125286	ENR	Gerald Banks	1998-10-17	UHC-54196-42	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133394	ENR	Lauren X Simmons	1991-10-26	UHC-04808-71	8782236703	2970 Willow Ct, Chandler, AZ, 85283	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138716	ENR	Russell Torres	1984-12-02	UHC-27828-45	4887441353	4623 Lake View Rd, Nashville, TN, 37205	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-101588	ENR	Maria H Warren	1982-03-24	UHC-60350-58	6485139927	5611 Hillcrest Rd, Plano, TX, 75062	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141825	ENR	Donna Mason	2002-04-14	UHC-93710-92	9678261186	1781 Forest Ave, San Antonio, TX, 78245	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137166	ENR	Laurren F Fox	1996-02-25	UHC-96438-76	8746174711	7694 Cedar Ln, San Diego, CA, 92165	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105028	ENR	Donald Garrett	1953-09-19	UHC-03929-65	—	6376 Washington St, Tampa, FL, 33656	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-131934	ENR	Rebecca H Sanchez	1967-12-12	UHC-93661-89	6468231472	2536 Indian School Rd, Atlanta, GA, 30378	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124355	ENR	Brittany Estrada	1947-09-22	UHC-93844-26	3337863966	2434 Desert Sky Blvd, Fresno, CA, 93733	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-136288	ENR	Timothy Pena	1965-11-13	UHC-78757-55	7506967293	1439 Park Pl, Sacramento, CA, 95887	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117282	ENR	Zachery P Morales	1995-08-08	UHC-95210-09	5612126194	9060 Washington St, Tampa, FL, 33656	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136023	ENR	Sandra Murraay	1978-12-18	UHC-66640-84	4139194752	6299 Cedar Ln, Houston, TX, 77007	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138956	ENR	Emma E Chavez	2002-09-10	UHC-67167-33	6217846732	925 Forest Ave, Tampa, FL, 33634	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124895	ENR	Austin K Bryat	1970-09-14	UHC-53540-32	9434142190	7242 Camelback Rd, Eden Prairie, MN, 55312	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109257	ENR	Christian Burke	1965-03-07	UHC-53263-58	7704580115	1128 Canyon Rd # 361, Tampa, FL, 33655	0.64	Two-digit birth year Phone reformatted Unit split from street Email lower-cased+2 more
ENR-138766	ENR	Linda Williamson	1953-09-01	UHC-17134-72	4996033102	4923 Pine Dr, Scottsdale, AZ, 85282	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112412	ENR	Jonathan Stevens	1972-10-16	UHC-88071-23	7514154484	435 Grand Ave, Atlanta, GA, 30304	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139793	ENR	Mark Ruiz	1972-08-23	UHC-90362-45	8484182772	2544 Main St, Jacksonville, FL, 32232	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-135370	ENR	Jeffrey Jones	1985-10-03	UHC-66750-25	8283974023	7112 Broadway, Jacksonville, FL, 32251	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-139058	ENR	Carolyn Rose	1980-04-07	UHC-19714-91	9335486321	6101 Park Pl, Gilbert, AZ, 85286	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121144	ENR	Jake V Ramirez	1982-03-25	UHC-31142-43	5264883584	4664 Meadow Ln, Columbus, OH, 43236	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121125	ENR	Brian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St, Tempe, AZ, 85286	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-133637	ENR	Kimberly Bell	1938-02-18	UHC-35960-58	5787019905	9241 Elm St, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-103328	ENR	Michelle N Medina	2006-03-15	UHC-20779-23	4713390533	2223 Spring St, Austin, TX, 78785	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
ENR-136453	ENR	Frances E Miller	1940-08-06	UHC-26918-94	5412059842	1684 Broadway, Gilbert, AZ, 85287	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-110200	ENR	Glria N Black	1994-12-14	UHC-21146-15	7948045970	509 Camelback Rd, Fresno, CA, 93715	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134830	ENR	Julie Hughes	1979-02-24	UHC-21646-21	6147008135	3488 Grand Ave, Minneapolis, MN, 55427	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127460	ENR	Daniel K Hernandez	1951-02-04	UHC-42476-16	8966821351	2788 Ocean Ave, Minneapolis, MN, 55423	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128734	ENR	Larry Patel	1955-07-27	UHC-83681-38	2774072746	8603 Meadow Ln, Tampa, FL, 33643	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-131501	ENR	Katherine D Warren	1975-08-08	UHC-61644-88	5057801963	8205 Willow Ct, Mesa, AZ, 85201	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135952	ENR	Michelle Gray	2008-09-10	UHC-05375-73	5926282705	3840 Hillcrest Rd # 419, Los Angeles, CA, 90010	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-120550	ENR	Kyle L Peters	2007-09-05	UHC-11956-50	—	4340 Union St, Jacksonville, FL, 32267	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129504	ENR	Jerry X Reed	1953-05-08	UHC-79353-44	2132362722	9153 Pine Dr, Miami, FL	0.64	Two-digit birth year Phone reformatted City re-cased ZIP missing+2 more
ENR-111615	ENR	Jim Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St, Seattle, WA, 98113	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-116830	ENR	Madison C Riichards	1946-11-09	UHC-62417-20	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-119202	ENR	Isabella Perkins	1965-05-25	UHC-41872-98	4744684845	566 Church St, Phoenix, AZ, 85099	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-138062	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.64	Middle initial moved out of first name Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-114744	ENR	Hellen Robinson	1996-03-10	UHC-80098-32	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110043	ENR	Ema Graham	1978-09-13	UHC-94336-44	2464621374	6542 Central Ave, Glendale, AZ, 85306	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128896	ENR	Brandon S Martin	2004-12-15	UHC-74333-50	8935675058	3900 Bayshore Dr, Charlotte, NC, 28246	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137996	ENR	Alan A Nunez	1952-01-27	UHC-39174-66	8023823575	1713 Sage Ct, Columbus, OH, 43220	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104092	ENR	Luis Johnston	1953-02-17	UHC-78938-09	8338888123	5175 Washington St, Los Angeles, CA, 90092	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-101038	ENR	Sara K Phillips	2002-08-13	UHC-60451-51	—	5025 Desert Sky Blvd, Orlando, FL, 32803	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101039	ENR	Sara K Phillips	2002-08-13	UHC-60451-51	—	5025 Desert Sky Blvd, Orlando, FL, 32803	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136905	ENR	Jerry A Williamson	1992-08-09	UHC-31382-25	3624722123	4925 Jefferson Ave, Chandler, AZ, 85233	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112023	ENR	Ashley Marquez	1974-06-24	UHC-60528-22	5198953939	3704 Cedar Ln, Eden Prairie, MN, 55376	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125424	ENR	Diane N Yang	2001-09-09	UHC-11444-52	2616069814	77 Main St, San Antonio, TX, 78208	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107675	ENR	Ruth Y Stephens	1956-11-26	UHC-49733-39	4162881086	3218 Grand Ave, Denver, CO, 80292	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101180	ENR	Amber C Johnston	1946-08-06	UHC-11140-30	2523126659	1914 Maple Ave, Atlanta, GA, 30303	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

2,874 rows, page 32 of 58Previous Next