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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107849	ENR	Donald Moreno	1995-11-03	UHC-24900-28	—	5093 Pine Dr, Tucson, AZ, 85796	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-125429	ENR	Austin R Cunningham	2004-12-11	UHC-71262-56	—	4366 Forest Ave, Phoenix, AZ, 85002	0.80	Phone missing area code Member ID reformatted City re-cased Whitespace trimmed
ENR-135438	ENR	Madison Dean	1972-12-12	UHC-34653-59	—	4118 Ridge Rd, Chandler, AZ, 85287	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-128843	ENR	Christina Graham	2000-01-21	UHC-41760-03	—	6748 Camelback Rd, Jacksonville, FL, 32250	0.80	Name re-cased Phone missing area code Email lower-cased Placeholder values cleared
ENR-142252	ENR	Omar Torres	1946-09-11	UHC-30187-28	—	3160 Cedar Ln, Seattle, WA, 98161	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-114218	ENR	Cheryl W Jacobs	1994-05-14	UHC-67154-71	—	146 Spring St, Austin, TX, 78733	0.80	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-112666	ENR	Bradley W Lynch	1964-05-22	UHC-08899-36	—	—	0.80	Phone missing area code Member ID reformatted Email lower-cased Placeholder values cleared
ENR-139440	ENR	Maria A Williamson	1992-07-22	UHC-91254-21	—	8729 Central Ave, Nashville, TN, 37226	0.80	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed
ENR-101069	ENR	Mary A Morrison	1939-05-07	UHC-06167-66	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
ENR-134590	ENR	Danny Harvey	1938-03-15	UHC-38455-93	—	1398 Valley View Dr, Eden Prairie, MN, 55378	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-135810	ENR	Janet Welch	1967-06-06	UHC-62693-06	—	3614 Forest Ave, Gilbert, AZ, 85281	0.80	Date of birth reformatted Phone missing area code State code upper-cased Whitespace trimmed
ENR-119184	ENR	Laura Cox	1989-04-12	UHC-88581-39	—	5186 Desert Sky Blvd, Dallas, TX, 75208	0.80	Date of birth reformatted Phone missing area code Member ID reformatted Placeholder values cleared
ENR-105214	ENR	Richard Z Bradley	1994-10-22	UHC-16054-13	—	3775 Highland Ave, Plano, TX, 75085	0.80	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed
ENR-111769	ENR	Adma Schmidt	1993-07-24	UHC-60017-86	—	7560 Baseline Rd, Charlotte, NC, 28216	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-100087	ENR	Armstrong Vincent	1980-04-15	UHC-92198-01	—	2765 Bayshore Dr, Fresno, CA, 93752	0.80	Name re-cased Phone missing area code State code upper-cased Whitespace trimmed
ENR-104964	ENR	Doris Matthews	1944-07-09	UHC-22585-01	—	8753 Pine Dr, Orlando, FL, 32880	0.80	Phone missing area code Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-112237	ENR	Raymond I Campbell	2002-11-15	UHC-88385-96	—	5500 Ocean Ave, Glendale, AZ, 85328	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129626	ENR	Beverly Nunez	2004-02-22	UHC-70757-60	—	9033 Washington St, Minneapolis, MN, 55439	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-103070	ENR	Hannah L Ryan	1983-12-26	UHC-29381-35	—	406 Palm Dr, Mesa, AZ, 85212	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-113236	ENR	Isabella R Chen	2002-12-23	UHC-47581-86	—	5386 Hillcrest Rd, Chandler, AZ, 85282	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-101011	ENR	Michelle C Romero	1977-06-07	UHC-13708-40	—	923 Church St, Tampa, FL, 33681	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-126723	ENR	Mariana A Black	1969-09-18	UHC-20181-42	—	6152 Sunset Blvd, Houston, TX, 77078	0.80	Date of birth reformatted Phone missing area code Email lower-cased Placeholder values cleared
ENR-134285	ENR	Bruce Y Walsh	1968-01-14	UHC-67693-85	—	8801 Grand Ave, Eden Prairie, MN, 55309	0.80	Phone missing area code Member ID reformatted Email lower-cased Whitespace trimmed
ENR-100883	ENR	Juditth Clark	2005-08-21	UHC-45844-31	—	1289 Elm St, Jacksonville, FL, 32201	0.80	Name re-cased Phone missing area code City re-cased Placeholder values cleared
ENR-101889	ENR	Amanda B Mashall	1952-06-22	UHC-03865-31	—	1064 Ocean Ave, Gilbert, AZ, 85283	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-112950	ENR	Diego Williamson	1955-06-17	UHC-93540-35	—	1734 Oak St, Austin, TX, 78769	0.80	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed
ENR-117883	ENR	Ana F Moore	1962-03-02	UHC-21546-91	—	7032 Main St, Los Angeles, CA, 90017	0.80	Date of birth reformatted Phone missing area code State code upper-cased Email lower-cased
ENR-109084	ENR	Vinecnt F Torres	1943-05-28	UHC-83147-93	—	867 Spring St, Minneapolis, MN, 55437	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-125400	ENR	Nicole D Hudson	1939-09-01	UHC-10142-51	—	—	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-111696	ENR	Alex Kennady	1979-10-05	UHC-14141-31	—	5930 River Rd, Nashville, TN, 37263	0.80	Phone missing area code State code upper-cased Email lower-cased Whitespace trimmed
ENR-114454	ENR	Julie X Flores	1953-09-21	UHC-04097-63	—	3591 Grand Ave, Chandler, AZ, 85260	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-110116	ENR	Natalie Singh	1946-01-04	UHC-94046-18	—	1116 Market St, Chandler, AZ, 85260	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-137949	ENR	Billy P Lynch	1987-11-08	—	—	1768 Washington St, Sacramento, CA, 95896	0.80	Name re-cased Phone missing area code City re-cased Whitespace trimmed
ENR-101789	ENR	Arthur B Banks	1955-09-13	UHC-07479-38	—	5876 Bayshore Dr, Seattle, WA, 98111	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-137525	ENR	Martha Romero	1945-11-16	UHC-40166-04	—	1134 Lake View Rd, Glendale, AZ, 85345	0.80	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased
ENR-135219	ENR	Dylan N Warren	2003-08-01	UHC-52019-46	—	2300 Sunset Blvd, Austin, TX, 78768	0.80	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed
ENR-142395	ENR	Jesse Hill	1960-10-07	UHC-84855-30	—	9848 Indian School Rd, Jacksonville, FL, 32219	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-116623	ENR	Katherine B Snyder	1982-05-12	UHC-79450-77	—	9191 Broadway, Fresno, CA, 93754	0.80	Name re-cased Date of birth reformatted Phone missing area code City re-cased
ENR-118306	ENR	Rachel X Smyth	1969-06-15	UHC-82124-92	—	7163 Market St, Seattle, WA, 98180	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-119216	ENR	Martha Bell	1998-07-10	UHC-16336-86	—	8795 Cedar Ln, San Diego, CA, 92145	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-122763	ENR	Elijah Smith	1982-08-13	UHC-57936-14	—	518 Desert Sky Blvd, Seattle, WA, 98134	0.80	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed
ENR-118115	ENR	Carl N Cooper	1961-11-02	UHC-39164-14	—	7817 Maple Ave, Denver, CO, 80294	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-136974	ENR	Marilyn H Castro	1987-10-05	UHC-38734-29	—	4304 Park Pl, Gilbert, AZ, 85295	0.82	Phone missing area code City re-cased Whitespace trimmed
ENR-101040	ENR	Alex K Murphy	1960-08-22	UHC-07023-35	—	2012 Palm Dr, Eden Prairie, MN, 55302	0.82	Date of birth reformatted Phone missing area code Email lower-cased
ENR-131428	ENR	Andrew Walsh	2004-11-02	—	—	6627 Broadway, Charlotte, NC, 28253	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-117585	ENR	Sarah Hunt	1998-07-09	UHC-87592-42	—	3523 Market St, Houston, TX, 77046	0.82	Phone missing area code City re-cased Placeholder values cleared
ENR-116307	ENR	Catherine Tucker	1967-02-09	UHC-26599-42	—	7520 Ridge Rd, Austin, TX, 78746	0.82	Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-107256	ENR	Madison X Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway, Gilbert, AZ, 85219	0.82	Phone missing area code Address re-cased Whitespace trimmed
ENR-123315	ENR	Camila N Andrews	1983-02-08	UHC-90086-43	—	6518 Mesa Dr, Houston, TX, 77024	0.82	Phone missing area code Email lower-cased Whitespace trimmed
ENR-121322	ENR	Alexander Henderson	1944-12-26	UHC-77798-88	—	—	0.82	Name re-cased Phone missing area code Whitespace trimmed

1,095 rows, page 20 of 22Previous Next