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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-113522	ENR	Jasno N Wagner	2006-07-13	UHC-81077-69	2504925722	245 Elm St, San Antonio, TX, 78217	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126545	ENR	Roy Long	1951-05-11	UHC-57307-27	—	2684 Apache Blvd, Los Angeles, CA, 90039	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-105040	ENR	Janet G Peterson	1944-10-01	UHC-85667-88	6024639499	5242 Harbor Blvd, Minneapolis, MN, 55430	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-142314	ENR	Nicole Coleman	1951-12-17	UHC-99920-82	5675448071	4557 Ridge Rd, Scottsdale, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-103975	ENR	Jesse Gordon	1967-07-08	UHC-42536-05	2642522103	4006 Forest Ave, Nashville, TN, 37258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139773	ENR	Jon J Thompson	1998-06-14	UHC-64805-11	9295160094	1536 Washington St, San Diego, CA, 92157	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108417	ENR	Jack E Contreras	1981-12-13	UHC-94998-09	2702952794	3703 Pine Dr Apt 28, Atlanta, GA, 30314	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133812	ENR	Alan V Gordon	1982-10-20	UHC-56291-44	5662652030	1254 Baseline Rd, Sacramento, CA, 95894	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-122521	ENR	Jerry A Thompson	1999-10-16	UHC-09925-69	3374655040	3270 Ocean Ave # 634, Jacksonville, FL, 32246	0.64	Phone reformatted Unit split from street 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-108777	ENR	Anna Adams	2003-09-24	UHC-72517-80	6932030709	504 Ridge Rd, Minneapolis, MN, 55488	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-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-116697	ENR	Donald Stephens	1972-04-02	UHC-75807-90	3615036600	4324 Market St, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132748	ENR	Doris Nguyen	1987-05-23	UHC-88200-92	8156584722	5958 Church St, Seattle, WA, 98170	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-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-118139	ENR	Roger Perkins	1990-12-09	UHC-42079-03	—	9858 Camelback Rd, Miami, FL, 33130	0.64	Date of birth reformatted SSN last four extracted 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-141018	ENR	Nicholas Holmes	1951-03-17	UHC-73414-91	9767401116	6938 Bayshore Dr # 941, Eden Prairie, MN, 55373	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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-118822	ENR	Ann Y Castro	1950-02-10	UHC-97459-85	2719396201	9658 Willow Ct, Denver, CO, 80246	0.64	Middle initial moved out of first name 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-135148	ENR	Ralph Park	1955-07-07	UHC-66680-80	6384418156	6166 Camelback Rd, Nashville, TN, 37250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115682	ENR	Olivia I Anerson	1990-05-17	—	—	4847 Bayshore Dr Apt 23, Tucson, AZ, 85760	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-105237	ENR	Sean Z Hart	1960-08-15	UHC-92413-97	2397133489	5299 Lake View Rd, Eden Prairie, MN, 55364	0.64	Middle initial moved out of first name 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-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-122438	ENR	Cynthia G Wells	1959-08-17	UHC-58875-36	6892883120	4680 Desert Sky Blvd, Eden Prairie, MN, 55352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102591	ENR	Andrew J Munoz	1991-03-07	UHC-13020-18	8024952729	5572 Ridge Rd, Orlando, FL, 32811	0.64	Phone reformatted Street suffix standardised Address 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
ENR-121915	ENR	Nathan Ried	2008-12-27	UHC-64789-70	7248086884	7259 Mesa Dr, Glendale, AZ, 85373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101607	ENR	Frances S Espinoza	1952-10-13	UHC-41544-16	5162286927	3576 Highland Ave, Dallas, TX, 75226	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122639	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124190	ENR	Rebecca Fuller	1939-08-19	UHC-58010-49	—	3291 Valley View Dr, Las Vegas, NV, 89143	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115858	ENR	Juan A Garcia	1984-04-24	UHC-22964-09	8295068162	3436 Lake View Rd, Plano, TX, 75042	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116955	ENR	Mark K Foster	2008-06-21	UHC-60889-94	9626956927	1935 Baseline Rd, Jacksonville, FL, 32264	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-102996	ENR	Ana P Singh	1965-06-17	UHC-90751-15	—	1586 Park Pl, Sacramento, CA, 95875	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-140236	ENR	Helen Z Dixon	1969-08-16	UHC-07528-88	—	5086 Harbor Blvd, Sacramento, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125246	ENR	Laura M Price	1977-09-21	UHC-86279-58	5088657931	6260 Valley View Dr # 308, Sacramento, CA, 95827	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133229	ENR	Jeremy Cruz	1952-07-06	UHC-05311-82	3644865549	6553 River Rd # 231, Orlando, FL, 32829	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112595	ENR	Megan M Simpson	1996-02-28	UHC-32074-70	4798707852	9117 Market St, Los Angeles, CA, 90091	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101333	ENR	Frances S Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

26,564 rows, page 200 of 532Previous Next