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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103635	ENR	Stephanie L Mitcehll	1968-02-16	UHC-04952-68	7758470485	1081 Broadway, Tempe, AZ, 85283	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-102797	ENR	Lawrence H Morris	2007-08-11	UHC-57261-42	4032866679	4893 Broadway, Tampa, FL, 33646	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-136129	ENR	Sarah Lucas	2005-09-12	UHC-48919-22	6262014215	6352 Forest Ave, Jacksonville, FL, 32246	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-107965	ENR	Becky Morris	1987-08-19	UHC-90474-32	4377284574	9442 Maple Ave, Jacksonville, FL, 32265	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104375	ENR	Julie M Stephens	1945-12-10	UHC-77192-02	6194581058	9198 Camelback Rd, Atlanta, GA, 30331	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-102497	ENR	Christopher Thompson	1979-06-23	—	2906522763	3057 Bayshore Dr, Columbus, OH, 43261	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-100066	ENR	Russell M Padilla	2001-04-07	UHC-43371-65	7493661657	6519 Oak St, Nashville, TN, 37295	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-106554	ENR	Nicole Cox	1977-07-18	UHC-84835-10	4134752921	2762 Harbor Blvd, Gilbert, AZ, 85221	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-129474	ENR	Olivia S Vargas	1974-06-24	UHC-27440-43	8192418043	7357 Broadway, Plano, TX, 75055	0.80	Date of birth reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-129134	ENR	Henry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-104032	ENR	Nancy Morgan	1954-07-13	UHC-60076-22	5857370802	8601 Ocean Ave, San Diego, CA, 92177	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-140540	ENR	Dennis Brown	1944-05-22	UHC-22981-87	5062915317	5143 Cedar Ln, Minneapolis, MN, 55447	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-106570	ENR	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-102869	ENR	Nathan Gilbert	1957-09-27	UHC-09052-71	—	8342 Indian School Rd, Minneapolis, MN, 55427	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-112348	ENR	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	9570 Broadway, Charlotte, NC, 28269	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-104042	ENR	Tom M Harper	1963-08-11	UHC-63183-48	8419301504	1758 Elm St, Jacksonville, FL, 32212	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-113932	ENR	Stephen H Smith	1942-12-05	UHC-26563-91	7103129215	2624 Mountain View Dr, San Diego, CA, 92113	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-100899	ENR	Albert T Morales	1949-06-03	UHC-72455-23	5096353282	4504 Lake View Rd, Gilbert, AZ, 85215	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-116494	ENR	Ahmed Padilla	1971-10-25	UHC-34984-69	3842759097	1663 Apache Blvd, Mesa, AZ, 85297	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-136517	ENR	Catherine A Howard	1971-03-21	UHC-63375-90	2486726324	8486 Washington St, Glendale, AZ, 85325	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-113501	ENR	Jack Gisbon	1956-07-27	UHC-66507-33	—	7985 Sunset Blvd, San Antonio, TX, 78261	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-135245	ENR	Justin Salazar	2000-10-21	UHC-48165-59	4123794664	5286 Main St, Minneapolis, MN, 55414	0.80	Phone reformatted State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-128857	ENR	Scott Greene	1972-01-08	UHC-06398-49	2067495607	7702 Hillcrest Rd, Phoenix, AZ, 85056	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-120277	ENR	Evelyn Z Freeman	1958-03-22	UHC-35259-03	5744770213	1736 Mountain View Dr, Atlanta, GA, 30364	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-138322	ENR	Kenneth McDonald	2002-12-23	UHC-23880-38	2342356337	1501 River Rd, Tampa, FL, 33610	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-134782	ENR	Janice Spencer	1972-12-06	UHC-21439-47	6789422270	8186 Harbor Blvd, Phoenix, AZ, 85038	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-109581	ENR	Jean D Black	2006-07-24	UHC-16293-86	7765838904	7087 Lincoln Way, Nashville, TN, 37274	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-120677	ENR	Carol J Rodriguez	1982-02-25	UHC-29799-24	2149673595	9154 Elm St, Charlotte, NC, 28280	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-127572	ENR	Sara K Roberst	1973-03-18	UHC-37486-91	7328855620	2948 Broadway, Atlanta, GA, 30348	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-120071	ENR	Frank Green	1939-11-11	UHC-38051-71	3679155748	7747 Hillcrest Rd, San Antonio, TX, 78260	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-139339	ENR	Tyler G Moreno	1992-10-28	UHC-67882-42	2823271925	8882 Maple Ave, Orlando, FL, 32814	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-124144	ENR	Alice Montgomery	1952-11-26	UHC-50723-73	6712907253	1242 Oak St, Charlotte, NC, 28225	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-132654	ENR	Marilyn James	1952-06-17	UHC-01639-27	8354061542	1285 Palm Dr, Glendale, AZ, 85367	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
ENR-115907	ENR	Jennifer A Bowman	1963-09-02	—	—	2036 Sunset Blvd, Chandler, AZ, 85290	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-111839	ENR	John V Andrews	1960-09-20	UHC-04984-49	7879762265	8168 Lincoln Way, Dallas, TX, 75234	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-132222	ENR	Kelly West	2001-09-02	UHC-06746-22	9723716911	397 Mesa Dr, Atlanta, GA, 30334	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-112959	ENR	Lucia Santos	2005-05-25	UHC-15390-10	8768960897	1203 Baseline Rd, Tempe, AZ, 85211	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-130381	ENR	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA, 30375	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-125717	ENR	Abigail Black	2003-09-09	UHC-48689-98	8405843147	3527 Pine Dr, Scottsdale, AZ, 85270	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-110582	ENR	Beverly L Rios	1945-10-15	UHC-66895-93	8228619627	5655 Park Pl, Columbus, OH, 43210	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed
ENR-113537	ENR	Arjun J Carter	1967-06-05	UHC-36539-87	5525572886	761 Ridge Rd, Glendale, AZ, 85383	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-120225	ENR	Christina W Singh	1981-06-11	UHC-69052-70	—	9085 Baseline Rd, Eden Prairie, MN, 55394	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-140637	ENR	Jeremy Sanchez	1976-11-23	UHC-25412-94	9188513549	188 Mountain View Dr, Orlando, FL, 32858	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-114952	ENR	Elizabeth V Ray	1992-01-25	UHC-56495-72	6232037637	7416 Oak St, Las Vegas, NV, 89186	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
ENR-126023	ENR	Philip Jensen	1956-01-22	UHC-22462-56	6348124308	3876 Bayshore Dr, Chandler, AZ, 85266	0.80	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed
ENR-125720	ENR	Jack X Vazquez	2006-09-18	UHC-72930-75	7237437229	7549 Broadway, San Antonio, TX, 78282	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-134980	ENR	Jonathan Z Simmons	1990-07-27	UHC-73717-53	—	4237 Pine Dr, Tempe, AZ, 85222	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-137621	ENR	Joe Q Perry	1940-12-09	UHC-87923-85	5905279824	4480 Willow Ct, Denver, CO, 80275	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
ENR-113060	ENR	Marquez Mary	1939-02-15	UHC-79748-27	4065128962	2993 Central Ave, Charlotte, NC, 28296	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-140302	ENR	Hannah F Santos	1981-05-07	UHC-02117-08	7423349242	6923 Maple Ave, San Antonio, TX, 78249	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed

3,951 rows, page 73 of 80Previous Next