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-128959	ENR	Karen I Myesr	1987-11-16	UHC-84098-18	9258330717	9793 Highland Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129408	ENR	Martha I Hayes	1966-04-09	UHC-66309-25	2317348464	873 Bayshore Dr Apt 30, Plano, TX, 75002	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-101308	ENR	Beverly X Dominguez	1963-06-01	UHC-31657-36	9233500104	2507 Cedar Ln, San Diego, CA, 92172	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-113945	ENR	Joan Ford	1950-10-28	UHC-21698-74	4242089825	1737 Sage Ct, Eden Prairie, MN, 55305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131853	ENR	Helen E Patel	1998-06-19	UHC-28883-81	7446562319	2454 Apache Blvd, Scottsdale, AZ, 85291	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-100621	ENR	Nicole Chen	1978-03-01	UHC-32643-30	9148064077	4532 Apache Blvd, Tempe, AZ, 85240	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140610	ENR	Jose F Alexander	1974-01-13	UHC-74261-41	5096583189	3114 Highland Ave, Nashville, TN, 37277	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137505	ENR	Lawrence C Payne	2004-07-14	UHC-92961-16	—	7040 Mesa Dr, San Diego, CA, 92123	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125138	ENR	Wayne Lopez	1988-09-08	UHC-44726-52	4846326261	1771 Canyon Rd, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128738	ENR	Carol Daniels	1943-12-28	UHC-99926-99	9794199053	4131 Ridge Rd, Los Angeles, CA, 90056	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112301	ENR	Ryan Webb	1948-09-17	UHC-74733-63	9635849000	1242 Main St, Tempe, AZ, 85274	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-115562	ENR	Andy Evans	1988-10-25	UHC-10411-09	9077744026	4471 Desert Sky Blvd, Nashville, TN, 37243	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-134977	ENR	Sean Black	—	UHC-29465-84	5715033382	2110 Sage Ct, Minneapolis, MN, 55488	0.64	Name re-cased Date of birth unreadable Member ID reformatted Email lower-cased+2 more
ENR-104706	ENR	Jack M Knight	1955-10-20	UHC-49193-58	9868685310	252 Sage Ct, Nashville, TN, 37219	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131211	ENR	Bryan I Fowler	1948-06-15	UHC-45894-30	3066782087	8770 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
ENR-108216	ENR	Michelle Garza	1964-01-08	UHC-34895-65	8537285666	6394 Indian School Rd, Tucson, AZ, 85740	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129772	ENR	Omar J Marquez	1993-05-23	UHC-55399-98	5175410345	1963 Highland Ave, Miami, FL, 33175	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109799	ENR	Olivia Turner	1961-10-26	UHC-63166-79	8959091783	3240 Sunset Blvd, Eden Prairie, MN, 55314	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130808	ENR	Scott Marshall	1985-02-16	UHC-57608-82	7816414872	—	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-127174	ENR	Nathan Murray	1947-07-27	UHC-10822-60	—	1602 Forest Ave, Minneapolis, MN, 55469	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-135112	ENR	Angela Alvarado	1959-12-04	UHC-73919-18	9435286478	8517 Valley View Dr Apt 27, Jacksonville, FL, 32248	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-118503	ENR	Melissa Q Reed	2002-06-23	UHC-35854-27	—	5544 Cedar Ln, Dallas, TX, 75272	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-137301	ENR	Hannaah Taylor	1956-09-14	UHC-49582-39	4748538894	6227 Palm Dr, Sacramento, CA, 95872	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129662	ENR	Deborah W Willis	1975-02-17	UHC-78282-13	2116727261	2399 Harbor Blvd, Miami, FL, 33157	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120066	ENR	Philip A Grant	1990-09-27	UHC-64888-16	2138635170	5762 Main St, Mesa, AZ, 85227	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-132455	ENR	Martha Russell	1986-09-26	UHC-05709-13	5532736503	8647 Desert Sky Blvd, Orlando, FL, 32896	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-123742	ENR	Samantha Olson	1980-08-18	UHC-70649-18	8876555252	23 Desert Sky Blvd, Fresno, CA, 93768	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138708	ENR	Payne Wayne	1975-03-16	UHC-38229-70	2405843306	4120 River Rd, Jacksonville, FL, 32230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111474	ENR	Emily Y Martin	2000-10-02	UHC-21382-50	6297192327	7853 Valley View Dr, Tucson, AZ, 85746	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138101	ENR	Sara I Mendoza	2008-09-04	UHC-25103-57	7414802615	8016 Camelback Rd, Gilbert, AZ, 85257	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138046	ENR	Kayla Mitchell	1985-01-11	UHC-33941-54	9583016221	5324 Desert Sky Blvd, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142522	ENR	Alan Etrada	1981-01-01	UHC-27147-66	5823011657	7463 Canyon Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120006	ENR	Ahmed Salazar	2001-10-10	UHC-70661-98	—	7568 Washington St, Los Angeles, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103645	ENR	Maria H Clark	1994-08-10	UHC-79357-13	4867624492	6838 Central Ave, Tempe, AZ, 85268	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-129924	ENR	Ramos P Hannah	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd, Dallas, TX, 75207	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119932	ENR	Samuel F Baker	1985-10-08	UHC-92641-95	8027236891	2871 Ocean Ave, Fresno, CA, 93758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109761	ENR	Elizabeth I Alexander	2005-04-28	UHC-66996-44	6048220394	7990 Spring St, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116954	ENR	Wei R Torres	1979-05-09	UHC-56088-15	6752806109	983 Desert Sky Blvd, Miami, FL, 33180	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-128866	ENR	Alex E Snyder	1992-07-21	UHC-73516-09	3486850678	9767 Union St, Atlanta, GA, 30313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141823	ENR	Doris H Espinoza	1965-01-18	UHC-94052-91	7234821211	5805 Meadow Ln, Scottsdale, AZ, 85244	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104287	ENR	Omar Murray	1960-02-04	UHC-31124-86	9364445295	8437 River Rd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117811	ENR	Henry Castillo	2006-10-04	UHC-37470-27	4092756281	1105 Valley View Dr, San Diego, CA, 92134	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101994	ENR	Gloria I Perrry	1954-11-27	UHC-93729-34	—	4828 Apache Blvd, Tampa, FL, 33603	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-130235	ENR	Adam D Boyd	1953-08-23	UHC-70010-26	8982668218	6921 River Rd, Eden Prairie, MN, 55349	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122603	ENR	Meria Lawrence	—	UHC-04447-22	2466770094	2940 River Rd, Mesa, AZ, 85264	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-118358	ENR	Doris A Li	1999-01-07	UHC-88009-26	4665883054	5308 Indian School Rd, Atlanta, GA, 30334	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-119256	ENR	Cynthia Chavez	2008-06-17	UHC-42338-82	—	4829 Willow Ct, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107513	ENR	Roy Stephens	—	UHC-69885-63	—	—	0.64	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+2 more
ENR-109069	ENR	Rebecca Richardson	1998-09-23	UHC-74913-63	—	5170 Lake View Rd, Eden Prairie, MN, 55316	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111636	ENR	Mary J Burton	2008-01-03	UHC-12996-17	5543013548	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 101 of 347Previous Next