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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129893	ENR	Julia Z Baker	1975-07-01	UHC-87121-87	4634874714	659 Central Ave, Glendale, AZ, 85321	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-135769	ENR	Vincent S Graham	1998-05-26	—	9733688954	2048 Hillcrest Rd, Jacksonville, FL, 32208	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-132716	ENR	Ruth Arnold	1992-11-16	UHC-20192-12	7338076770	1369 Hillcrest Rd, San Antonio, TX, 78222	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-124284	ENR	Bradley Y Powell	1988-12-02	UHC-00538-61	—	5426 Camelback Rd, Plano, TX, 75059	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-112275	ENR	Henry Z Hawkins	1947-02-19	UHC-79208-06	6939881866	4306 River Rd, Mesa, AZ, 85267	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-130320	ENR	Brandon B Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-141020	ENR	Joshua M Gonzales	2001-03-06	UHC-38587-47	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.80	State name converted to code Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-114985	ENR	Pamela Rojas	1976-04-09	UHC-38278-60	7022490917	2815 Elm St, Plano, TX, 75010	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-131447	ENR	Jerry I Romero	1948-11-17	UHC-76822-18	4277625950	2347 Broadway, San Diego, CA, 92198	0.80	Phone reformatted Member ID reformatted Address re-cased State name converted to code
ENR-112459	ENR	Perez Bobby	2005-01-26	UHC-66145-46	6677276081	669 Ridge Rd, Plano, TX, 75086	0.80	Name re-cased Date of birth reformatted City re-cased State name converted to code
ENR-135103	ENR	Sandra Patel	2000-10-27	UHC-42242-89	8219423767	1212 Lake View Rd, Austin, TX, 78746	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-137625	ENR	Virginia Z Bowman	1957-09-20	UHC-68875-26	3187669881	5826 Hillcrest Rd, Atlanta, GA, 30346	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-132346	ENR	Amanda Chavez	2007-12-24	UHC-50326-82	2737051645	4880 Main St, Orlando, FL, 32813	0.80	Phone reformatted Member ID reformatted State name converted to code Email lower-cased
ENR-119766	ENR	Arjun Rojas	1996-08-22	UHC-54131-59	4763992693	6172 Market St, Nashville, TN, 37286	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-116039	ENR	Ahmed B Lopez	2008-07-12	UHC-75764-16	6354529176	7780 Church St, Tempe, AZ, 85208	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-140968	ENR	Timothy J Long	2003-10-01	UHC-46380-98	2673602144	994 Broadway, Glendale, AZ, 85304	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-136661	ENR	Lucia V Banks	1949-12-13	UHC-18333-25	4135618026	6443 Lake View Rd, Nashville, TN, 37202	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-102428	ENR	Carl Boyd	1943-03-19	UHC-14674-10	8078821043	8732 Jefferson Ave, Fresno, CA, 93797	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-142676	ENR	Judy R Daniels	2005-06-30	UHC-29533-54	3008288144	6141 Sunset Blvd, Fresno, CA, 93709	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-122243	ENR	Thomas R King	1942-07-10	UHC-27712-67	7787200003	8575 Maple Ave, San Diego, CA, 92101	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-100531	ENR	Cherles Willis	1954-04-17	UHC-75469-91	7783270021	2631 Lincoln Way, Austin, TX, 78745	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-112060	ENR	Jcaqueline E Turner	2000-11-12	UHC-69964-16	9505118619	898 Lincoln Way, Austin, TX, 78789	0.80	Name re-cased Date of birth reformatted State name converted to code Email lower-cased
ENR-109569	ENR	Thomas H Espinoza	2002-10-08	UHC-00130-55	8288912604	1690 Willow Ct, Nashville, TN, 37229	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-110600	ENR	Kimberly M Maldonado	1991-02-08	UHC-31463-85	8134150383	8564 Washington St, Columbus, OH, 43255	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-125504	ENR	Jeffrey T Halll	1945-02-06	UHC-39370-03	8393593517	8051 Elm St, Scottsdale, AZ, 85214	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-113199	ENR	Roy Carlson	1981-10-05	UHC-80308-05	6415052452	1263 Harbor Blvd, Gilbert, AZ, 85277	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-102495	ENR	Gerald Davis	2002-05-16	UHC-43898-61	8984126038	1747 Church St, Los Angeles, CA, 90086	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-118949	ENR	Gregory Cruz	2004-09-18	UHC-59269-27	6396616977	5830 Baseline Rd, Mesa, AZ, 85227	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-134051	ENR	Jaqcueline Roberts	1953-06-10	UHC-92965-90	7942448794	8204 Forest Ave, Nashville, TN, 37236	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-104660	ENR	Luis W Ramos	2006-08-19	UHC-23311-92	7167034310	3844 Ridge Rd, San Antonio, TX, 78248	0.80	Date of birth reformatted Phone reformatted City re-cased State name converted to code
ENR-116772	ENR	Alan A Morgan	1943-03-07	UHC-86110-59	2375969383	1779 Pine Dr, Tucson, AZ, 85744	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-126233	ENR	Fatima P Williams	1997-02-20	UHC-81189-01	5845144627	6965 Sunset Blvd, Dallas, TX, 75297	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-103874	ENR	Roger Y Park	1997-06-19	UHC-41871-10	9572858163	5591 Jefferson Ave, Eden Prairie, MN, 55340	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-110738	ENR	Dunn Emma	1944-10-28	UHC-06624-87	5116019461	1261 Highland Ave, Denver, CO, 80272	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-122176	ENR	Matthew Green	1993-09-16	UHC-02834-66	—	1531 Oak St, Gilbert, AZ, 85291	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-109900	ENR	Bobby X Clark	1949-08-03	UHC-74673-94	8324835296	9785 Indian School Rd, Seattle, WA, 98194	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-122139	ENR	Jean Z Collins	1971-03-07	UHC-75899-09	3415528863	4646 Main St, Tucson, AZ, 85755	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-108609	ENR	Scott T Harris	2008-05-03	UHC-17087-13	6058537876	6690 Oak St, Columbus, OH, 43227	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-120962	ENR	Richard I Bell	1966-10-16	UHC-43264-73	5218517205	5962 Main St, Austin, TX, 78726	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
ENR-141143	ENR	Alan Ford	1954-02-06	UHC-28968-71	4964408361	3276 Lincoln Way, Chandler, AZ, 85268	0.80	Name re-cased Phone reformatted State name converted to code Email lower-cased
ENR-119953	ENR	Anthony U Hayes	1946-09-03	UHC-47136-42	9296420529	1648 Baseline Rd, Houston, TX, 77003	0.80	Name re-cased City re-cased State name converted to code Whitespace trimmed
ENR-111446	ENR	Grace Padilla	1956-02-27	UHC-44270-79	9179541768	9820 Jefferson Ave, Dallas, TX, 75266	0.80	Name re-cased Phone reformatted City re-cased State name converted to code
ENR-124108	ENR	Dennis C Flores	1954-01-08	UHC-39982-50	5627481899	4971 Lincoln Way, Fresno, CA, 93716	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-117061	ENR	Laura C Hill	1985-12-11	UHC-61295-39	8854025052	3213 Sunset Blvd, Sacramento, CA, 95897	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-122162	ENR	Victoria K Dominguez	1954-09-11	UHC-36954-59	2943653045	1165 Canyon Rd, Phoenix, AZ, 85066	0.80	Name re-cased State name converted to code Email lower-cased Placeholder values cleared
ENR-129680	ENR	Gary Myers	1981-04-13	UHC-24954-02	5292239926	5636 Ridge Rd, Fresno, CA, 93701	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-129110	ENR	Aaron Coleman	1950-11-02	UHC-13209-74	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-119228	ENR	Logan Bans	1938-12-17	UHC-24747-10	8369589018	135 Harbor Blvd, Scottsdale, AZ, 85212	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-101535	ENR	Dennis B Li	1967-06-16	UHC-05445-31	3619922646	5730 Park Pl, Atlanta, GA, 30346	0.80	Name re-cased State name converted to code Email lower-cased Whitespace trimmed
ENR-102730	ENR	Maria Dxon	1949-04-21	UHC-50948-07	6903050825	7768 Grand Ave, Minneapolis, MN, 55490	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed

4,296 rows, page 78 of 86Previous Next