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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111891	ENR	Jacqueline H Lynch	1986-06-13	UHC-82861-34	8542469399	9254 Mesa Dr Apt 17, Tucson, AZ, 85726	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-112734	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112733	ENR	Christopher Ruiz	1946-03-21	UHC-69936-01	9854404038	7578 Ocean Ave, Sacramento, CA, 95811	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126054	ENR	Joyce Singh	1981-04-16	UHC-91644-05	—	5268 Bayshore Dr, Austin, TX, 78767	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-103565	ENR	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109129	ENR	Brenda X Harrison	2004-05-28	UHC-33869-52	4884832239	7514 Willow Ct, Tempe, AZ, 85284	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129478	ENR	Rachle Garza	1978-11-27	UHC-97077-57	5313933194	3933 Sunset Blvd, Minneapolis, MN	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101706	ENR	Keith Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120135	ENR	Teresa Day	1944-02-07	UHC-03686-98	8856257840	3322 Cedar Ln Apt 24, San Diego, CA	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
ENR-132882	ENR	Randy C Jensen	2008-05-28	UHC-83435-92	4107448684	7270 Ridge Rd, Austin, TX, 78717	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-114240	ENR	Rachel M Porter	1945-10-07	UHC-27719-91	3962702662	3895 Cedar Ln, Jacksonville, FL, 32246	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121691	ENR	Ethan Ramos	1942-05-17	UHC-43094-43	—	8474 Harbor Blvd, Eden Prairie, MN, 55378	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109173	ENR	Anna T Turner	1974-02-09	UHC-90002-73	4577574672	6074 Willow Ct, Nashville, TN, 37250	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110109	ENR	Mark Bennett	1955-07-17	UHC-76706-46	3544335996	1506 Indian School Rd, Minneapolis, MN, 55473	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141234	ENR	Jack G Washington	1976-04-18	UHC-15231-06	7913336207	6824 Park Pl, Austin, TX, 78772	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-117059	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135917	ENR	Raymond E Fox	2005-05-06	UHC-79354-74	4352214969	9046 Desert Sky Blvd, Minneapolis, MN, 55484	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120559	ENR	Timothy Q Berry	—	UHC-15965-49	2184037704	3376 Spring St, Dallas, TX, 75284	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-137785	ENR	Lynch Dylan	1999-03-16	UHC-13247-56	8609209818	5219 Baseline Rd, Orlando, FL, 32866	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124838	ENR	Joey P Webb	2008-01-15	UHC-44238-24	9022505861	838 Washington St # 194, Minneapolis, MN, 55477	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123224	ENR	James D Bell	1982-06-24	UHC-41404-50	9536814112	1829 Mountain View Dr, Atlanta, GA, 30312	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128413	ENR	Thomas Rodriguez	1948-09-10	UHC-16493-55	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115342	ENR	Wayne Rice	1999-12-05	UHC-91100-19	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118153	ENR	Nikholas W Dixon	1948-06-27	UHC-09024-50	—	8495 Canyon Rd, Fresno, CA, 93705	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122057	ENR	Nichoals Jackson	1974-02-26	UHC-76666-47	8805933761	8911 Mountain View Dr, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110161	ENR	Laura C Hunt	1988-07-01	UHC-09969-91	—	8070 Market St, Tampa, FL, 33681	0.64	Name re-cased Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-108453	ENR	Priya Stone	1946-06-10	UHC-32131-64	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112469	ENR	Kyle Li	1946-05-20	UHC-25227-10	4228794927	1871 Ocean Ave, Charlotte, NC, 28217	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
ENR-138033	ENR	Henry Hoffman	2006-10-11	UHC-43838-09	5487211678	6294 Spring St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-123812	ENR	Ethan Bennett	1970-02-26	UHC-93687-51	—	1592 Palm Dr, San Diego, CA, 92167	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137878	ENR	Amber Sandoval	1965-06-05	UHC-51743-96	3339483396	6060 Sunset Blvd, Fresno, CA, 93764	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117819	ENR	Tyler M Medina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140686	ENR	Stephanie Berry	1985-10-04	UHC-59549-90	3814564568	5678 Union St, Scottsdale, AZ, 85207	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105051	ENR	Henry M Tran	1977-01-13	UHC-54488-12	9314824456	4058 Palm Dr # 607, Miami, FL, 33124	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132795	ENR	Palu G Luna	—	UHC-71549-96	9529945118	9143 Union St, Glendale, AZ, 85333	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-131680	ENR	Bobby Z Sanchez	2005-08-08	UHC-44876-72	8506258131	2041 Washington St, Columbus, OH, 43202	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-122341	ENR	Pamela Hill	1982-04-20	UHC-35732-33	9024253001	6733 Hillcrest Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted SSN last four extracted ZIP missing+2 more
ENR-107609	ENR	Amanda S Larson	1946-09-26	UHC-81514-74	—	1439 Desert Sky Blvd, Tempe, AZ, 85258	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-116222	ENR	Keith K McDonald	1941-01-01	UHC-82124-06	4165913789	1076 Apache Blvd, Sacramento, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139359	ENR	Theresa J Larson	1990-09-02	UHC-37103-24	9294128278	2845 Central Ave, Fresno, CA, 93773	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120141	ENR	Justin Perkins	1960-04-24	UHC-11422-31	4476065628	4260 Market St, Fresno, CA, 93714	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122822	ENR	Eric U Daniels	1979-07-24	UHC-60880-20	9567352427	5333 Indian School Rd, Plano, TX, 75088	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114796	ENR	Luis O Watson	2006-09-15	UHC-32214-62	—	265 Spring St Apt 19, Los Angeles, CA, 90034	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
ENR-135777	ENR	Kelly F Guzzman	1953-06-04	UHC-32090-31	4833704606	337 Church St # 300, Fresno, CA, 93721	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141530	ENR	Samantha R Meyer	1994-09-03	UHC-62039-46	4275526247	5138 Market St, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122777	ENR	Shirley Patterson	1946-10-07	UHC-26027-63	8335366506	9287 Maple Ave, San Antonio, TX, 78286	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118478	ENR	Mateo Singh	1954-05-17	UHC-58469-79	7512856743	739 Harbor Blvd, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-136557	ENR	Benjamin L Brown	1989-10-03	UHC-30055-77	—	3447 Sage Ct, Denver, CO, 80241	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-102327	ENR	Bobby P Kelly	1975-04-25	UHC-98988-55	3875832552	7032 Mesa Dr, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-109664	ENR	Santiago J Morales	2004-08-22	UHC-21518-10	6337632314	8916 Meadow Ln, Orlando, FL, 32851	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 95 of 347Previous Next