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

All sources, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52226	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-416534	CLM	Yuki Ward	1948-12-23	UHC-49692-58	—	4400 Central Ave, Miami, FL, 33132	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-130740	ENR	Jesse Thompson	1963-09-17	UHC-41852-91	2874705157	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-424533	CLM	Bryan Hanson	2007-11-19	UHC-44026-65	5988138737	6628 Church St, Eden Prairie, MN, 55389	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-104801	ENR	Hannah A Little	1979-02-09	UHC-08897-80	2198387355	9146 Lake View Rd, Seattle, WA, 98175	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-127056	ENR	Dorothy Fowler	1990-02-06	UHC-10722-65	5363592077	2653 Lincoln Way, Phoenix, AZ, 85079	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26519	PRV	Matthew Schmidt	1990-04-09	—	7876960213	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416192	CLM	Steven Brooks	1991-05-11	—	3534980855	6614 Camelback Rd, Tampa, FL, 33699	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-112215	ENR	Doris Jackson	1992-09-03	UHC-02898-44	8143022671	6227 Desert Sky Blvd, Las Vegas, NV, 89148	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-401219	CLM	Mateo Snyder	1984-08-13	UHC-26840-16	7647397988	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-115755	ENR	Sean P Morris	1981-12-19	UHC-34916-58	—	3635 Canyon Rd, Atlanta, GA, 30349	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-101711	ENR	Adam Sanders	1998-12-16	UHC-10599-86	9013968821	8671 Valley View Dr, Fresno, CA, 93713	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406400	CLM	Andrea Stone	1993-07-09	UHC-78915-54	6978621181	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409991	CLM	Mark Washington	1964-09-02	—	9122515141	4833 Grand Ave, Phoenix, AZ, 85062	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405220	CLM	Nathan X Dixon	1966-02-20	UHC-50338-25	6972138335	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-126183	ENR	Bryan G Banks	1985-07-06	UHC-29398-59	4117616199	1805 Palm Dr, Phoenix, AZ, 85090	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401781	CLM	Brenda Hoffman	1938-12-27	UHC-56523-95	—	9299 Sunset Blvd, Plano, TX, 75078	0.80	Name split from “Last, First”Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-108666	ENR	Jacob S Coleman	1963-06-15	UHC-92202-30	3637787263	1605 Broadway, Fresno, CA, 93786	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased
TPA-60947	TPA	Amy Oliver	1964-04-19	—	7425585921	6412 Meadow Ln, Columbus, OH, 43278	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419025	CLM	Gregory Pierce	1951-01-12	UHC-34020-29	—	807 Mesa Dr, Dallas, TX, 75244	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-52079	TPA	Katherine Knight	2001-03-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55094	TPA	Alice Harrison	1996-04-08	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62352	TPA	Ruth X Jacobs	2004-07-10	—	5176505849	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-416602	CLM	Logan Bailey	2001-10-07	UHC-62349-08	2186812804	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400202	CLM	Isabella Fernandez	1959-07-24	—	2749908588	9875 Forest Ave, Eden Prairie, MN, 55304	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
ENR-106088	ENR	Steven Simmons	1963-06-11	UHC-96815-08	4959485679	6837 Elm St, Las Vegas, NV, 89122	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
TPA-61634	TPA	Eugene Grant	1972-01-10	—	2748187226	3969 Palm Dr, Eden Prairie, MN, 55395	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25467	PRV	Bruce S Dunn	1962-11-25	UHC-09543-24	6733786713	805 Grand Ave, Gilbert, AZ, 85235	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-420593	CLM	Beverly Chapman	1975-07-20	UHC-43755-58	6443071954	2771 Lake View Rd, Las Vegas, NV, 89180	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427724	CLM	Mark Reid	2001-09-25	UHC-02756-65	—	4841 Union St, Eden Prairie, MN, 55317	0.80	Name split from “Last, First”Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-60964	TPA	Maria Weaver	1980-05-17	—	4365975469	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-108854	ENR	Evelyn D Soto	1987-11-24	UHC-05804-38	5368776699	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26215	PRV	David C Ray	2006-09-26	UHC-63175-31	5379777346	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429298	CLM	Arthur Smith	1975-09-02	UHC-18016-81	8772636178	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27449	PRV	Roger Z Le	1987-12-14	—	4346333773	9800 Cedar Ln, Austin, TX, 78739	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408133	CLM	Andrea C Coleman	1998-03-17	—	5059686150	7471 Washington St, Tempe, AZ, 85232	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-103862	ENR	Kevin K Henderson	1962-05-24	UHC-22125-14	5044439757	3850 Ocean Ave, Los Angeles, CA, 90057	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-141800	ENR	Jeremy Carroll	1981-07-04	UHC-32516-38	3463307896	9384 Church St, Las Vegas, NV, 89118	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-57225	TPA	Lori Lee	1943-09-07	—	—	7843 Sunset Blvd, Scottsdale, AZ, 85261	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-61792	TPA	Kelly Richardson	1957-03-09	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420875	CLM	Sandra Carlson	1941-04-05	—	—	990 Ocean Ave, Charlotte, NC, 28213	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420876	CLM	Sandra Carlson	1941-04-05	—	—	990 Ocean Ave, Charlotte, NC, 28213	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404698	CLM	Brenda L Stephens	2000-03-02	—	8762196814	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404697	CLM	Brenda L Stephens	2000-03-02	—	8762196814	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424042	CLM	Ruth Fox	1997-01-01	UHC-51091-44	4542466460	339 Baseline Rd, Austin, TX, 78765	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58780	TPA	John Mendez	1971-06-11	—	—	4815 Pine Dr, Chandler, AZ, 85280	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-131067	ENR	Sarah Torres	1984-06-01	UHC-53323-39	3167161936	6112 Valley View Dr, Scottsdale, AZ, 85248	0.80	Name split from “Last, First”Member ID reformatted Email lower-cased Whitespace trimmed
ENR-107962	ENR	Barbara P Black	1963-04-19	UHC-91522-50	6056582920	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23768	PRV	Camila E Weaver	1976-10-02	—	5518171644	1120 Spring St, Tempe, AZ, 85298	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-136619	ENR	Kevin T Guerrero	1956-03-23	UHC-55296-65	3795891436	4927 River Rd, Fresno, CA, 93783	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

9,980 rows, page 162 of 200Previous Next