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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137388	ENR	Kimberly I Howard	2008-09-21	UHC-44964-12	2426604068	1953 Desert Sky Blvd, Chandler, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-127940	ENR	Douglas Padilla	1983-05-27	UHC-70673-95	6709213908	6987 Park Pl, Atlanta, GA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-112789	ENR	Elijah Castillo	1953-09-23	UHC-83539-81	4707023292	2305 Oak St, Chandler, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-110412	ENR	Gabriel F Castllo	1953-08-13	UHC-16590-33	6532814797	8696 Willow Ct, Phoenix, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-139688	ENR	Alice Daniels	1990-03-12	UHC-83756-81	4567062248	4225 Sunset Blvd, Tucson, AZ	0.82	ZIP missing Plan code upper-cased Whitespace trimmed
ENR-134111	ENR	Carol D Arnold	1994-11-22	UHC-29564-55	4317751242	8501 Central Ave, Minneapolis, MN	0.82	Date of birth reformatted ZIP missing Plan code upper-cased
ENR-115647	ENR	Timothy S Schultz	1993-09-18	UHC-38662-63	7964921643	3879 Hillcrest Rd, Atlanta, GA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-138280	ENR	Robert A Porter	2003-10-01	UHC-64616-58	4028565946	806 Jefferson Ave, Austin, TX	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-104419	ENR	Kenneth K Willis	2005-12-15	UHC-99627-93	9232227699	3549 Lincoln Way, Seattle, WA	0.82	Name re-cased Date of birth reformatted ZIP missing
ENR-115129	ENR	Jordan Bowman	1977-09-10	UHC-13738-33	3897491542	732 Bayshore Dr, Jacksonville, FL	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-138428	ENR	Ann Sims	1992-02-16	UHC-84909-39	4029507313	2701 Pine Dr, Gilbert, AZ	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-122919	ENR	Betty Z Mason	1987-07-19	UHC-13974-16	2442832551	4776 Hillcrest Rd, Tempe, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-117198	ENR	Donald Welch	1974-01-20	UHC-93865-27	2044459552	1646 Ocean Ave, Seattle, WA	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-139070	ENR	Carolyn Bennett	1940-02-08	UHC-56432-79	2295118147	8185 Lincoln Way, Houston, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-142447	ENR	Carol R Morrison	1948-01-27	UHC-77467-13	9794716665	246 Central Ave, Tempe, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-132398	ENR	Rebecca N Yang	1964-06-14	UHC-52938-04	6159991239	9739 Lake View Rd, San Diego, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-132399	ENR	Rebecca N Yang	1964-06-14	UHC-52938-04	6159991239	9739 Lake View Rd, San Diego, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-123353	ENR	Grace S Romero	1978-08-24	UHC-31170-76	6328209186	6656 Lincoln Way, Nashville, TN	0.82	Name re-cased Phone reformatted ZIP missing
ENR-138847	ENR	Marilyn A Scott	1944-11-18	UHC-04431-02	4604975293	1703 River Rd, Jacksonville, FL	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
ENR-101545	ENR	Pamela F Diaz	1967-12-02	UHC-10177-33	—	9808 Elm St, Atlanta, GA	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-125442	ENR	Marilyn Carr	1960-12-19	UHC-90566-07	4926232397	3588 Jefferson Ave, Tampa, FL	0.82	Name re-cased ZIP missing Email lower-cased
ENR-122637	ENR	Luis G Johnson	1965-07-02	UHC-05639-79	4345598784	6988 Valley View Dr, Jacksonville, FL	0.82	Date of birth reformatted Member ID reformatted ZIP missing
ENR-122677	ENR	Jack Campbell	1968-03-16	UHC-15180-41	3043260715	1440 Grand Ave, Las Vegas, NV	0.82	Date of birth reformatted Phone reformatted ZIP missing
ENR-128152	ENR	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-114957	ENR	Oilvia J Padilla	1995-03-16	UHC-81861-12	6108492831	8451 Camelback Rd, Austin, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-124541	ENR	Richard Carpenter	1947-07-14	UHC-12449-19	6106310010	7414 Pine Dr, Plano, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-129840	ENR	Terry U Padilla	1945-08-18	UHC-55722-08	5225569658	639 Maple Ave, San Antonio, TX	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-129994	ENR	Sean F Coleman	1964-01-06	UHC-78728-44	7242391756	7070 Maple Ave, Austin, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-123024	ENR	Henry Z Reid	1978-04-03	UHC-99272-22	5212512376	5672 Camelback Rd, Atlanta, GA	0.82	Name re-cased ZIP missing Email lower-cased
ENR-125244	ENR	Rebecca W Wheeler	1972-06-01	UHC-99980-37	—	1319 Elm St, Sacramento, CA	0.82	City re-cased ZIP missing Placeholder values cleared
ENR-132194	ENR	Gabriel Robertson	1982-10-12	UHC-41493-99	5452469704	788 Sage Ct, Gilbert, AZ	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-125116	ENR	Lori Hansen	1994-03-26	UHC-25477-77	4378201783	7679 Bayshore Dr, Chandler, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-128256	ENR	Gary F Rodryguez	2008-10-26	UHC-38044-13	6567775399	3031 Bayshore Dr, Tucson, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-103523	ENR	Emily F Rose	1979-09-06	UHC-71747-37	4764805595	887 Oak St, Atlanta, GA	0.82	Phone reformatted Member ID reformatted ZIP missing
ENR-127990	ENR	Jacqueline R Singh	1983-10-16	UHC-41910-36	—	8898 Forest Ave, Denver, CO	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-107197	ENR	Ethan Hill	1966-05-05	UHC-93821-06	4776422580	9861 Bayshore Dr, Mesa, AZ	0.84	Phone reformatted ZIP missing
ENR-123363	ENR	Christina R Howard	1958-07-15	UHC-88448-16	5656436864	5406 Main St, Columbus, OH	0.84	Name re-cased ZIP missing
ENR-110585	ENR	Ana T Hudson	2007-01-16	UHC-76915-75	9252236949	6569 Desert Sky Blvd, Dallas, TX	0.84	ZIP missing Whitespace trimmed
ENR-116980	ENR	Sharon L Cooper	1985-01-14	—	8854771235	2375 Lincoln Way, Fresno, CA	0.84	ZIP missing Email lower-cased
ENR-104152	ENR	Betty Allen	1956-09-12	UHC-46795-50	—	8596 Broadway, Tempe, AZ	0.84	ZIP missing Placeholder values cleared
ENR-100940	ENR	Yuki Nichols	2006-11-24	UHC-94092-96	—	2072 Lincoln Way, Denver, CO	0.84	ZIP missing Placeholder values cleared
ENR-127971	ENR	Anthony N Weber	1958-05-09	UHC-55390-78	—	5356 Indian School Rd, Phoenix, AZ	0.84	ZIP missing Placeholder values cleared
ENR-120198	ENR	Ronald Bowman	1959-06-09	UHC-77136-60	—	9501 Grand Ave, Columbus, OH	0.84	ZIP missing Placeholder values cleared
ENR-126364	ENR	John T Boyd	1973-11-24	UHC-71180-22	5614729516	1057 Grand Ave, Houston, TX	0.84	Name re-cased ZIP missing
ENR-104186	ENR	Megan Z Perkins	1985-09-03	UHC-28097-08	9665580892	3220 Camelback Rd, Seattle, WA	0.84	Date of birth reformatted ZIP missing
ENR-127774	ENR	Joyce Johnson	1989-12-12	—	—	5954 Central Ave, San Diego, CA	0.84	ZIP missing Placeholder values cleared
ENR-139101	ENR	Katherine Herrera	1945-05-12	UHC-75560-68	3895554600	3859 Forest Ave, San Antonio, TX	0.84	Phone reformatted ZIP missing
ENR-111526	ENR	Sean G Nelson	1952-06-24	UHC-62382-37	2583159047	8045 Lincoln Way, San Diego, CA	0.84	Phone reformatted ZIP missing
ENR-112099	ENR	Mark O Olson	1992-05-12	UHC-88222-95	4944559893	5874 Lake View Rd, Minneapolis, MN	0.84	ZIP missing Whitespace trimmed
ENR-104003	ENR	Brian Mason	1953-12-05	UHC-06425-88	3076574597	7544 Union St, Miami, FL	0.84	Phone reformatted ZIP missing

3,340 rows, page 66 of 67Previous Next