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 “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-120634	ENR	Sharon L Hanson	1981-04-25	UHC-31736-86	6408796522	8200 Oak St, Tampa, FL, 33685	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426837	CLM	Joe Bishop	1967-10-04	—	6258259436	3979 Elm St, Gilbert, AZ, 85264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431915	CLM	Juan Myers	2000-11-12	—	9623449518	5401 Park Pl, Dallas, TX, 75281	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-125223	ENR	Yuki Perkins	1967-05-28	UHC-55774-23	8818518156	5842 Jefferson Ave, Gilbert, AZ, 85263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407642	CLM	Edward Brouks	1938-02-01	UHC-00554-30	—	3916 Apache Blvd, Eden Prairie, MN, 55377	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-119969	ENR	Edward E Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138363	ENR	Alan McDonald	1978-06-07	UHC-93299-85	7688792119	775 Jefferson Ave, Orlando, FL, 32814	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52097	TPA	Jason Gomez	1945-04-03	—	3763780539	6458 Park Pl, Denver, CO, 80233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21833	PRV	Jason Morales	1947-11-11	—	7029978960	3993 Desert Sky Blvd, Charlotte, NC, 28246	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-27423	PRV	Arthur Greene	1942-11-16	—	4914654923	4951 Canyon Rd, Los Angeles, CA, 90085	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-64250	TPA	Aisha Lawrence	1987-04-07	—	6016693678	2297 Elm St, Scottsdale, AZ, 85236	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424571	CLM	Eugene Nichols	1980-03-11	UHC-77317-26	—	1911 Palm Dr, Phoenix, AZ, 85031	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-139830	ENR	Tomas Robinson	1986-01-11	UHC-59732-27	3229527203	8098 Sunset Blvd, Miami, FL, 33169	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
CLM-410035	CLM	Bruce Campbell	1973-08-02	UHC-19587-40	—	9246 Indian School Rd, Seattle, WA, 98145	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-142832	ENR	Sandra C Simpson	1957-03-28	UHC-38213-65	7935757379	6764 Apache Blvd, San Antonio, TX, 78226	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414092	CLM	Joseph S Freeman	1986-11-01	UHC-94064-09	7652221778	3239 Mesa Dr, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-426924	CLM	Sofia Gonzalez	1989-06-16	UHC-28733-52	5323619992	2628 Washington St, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134426	ENR	Alan O Greene	1944-11-23	UHC-55208-95	5397331749	9748 Oak St, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404563	CLM	Kathryn Burns	2002-02-02	UHC-66794-95	2498568696	933 Palm Dr, Glendale, AZ, 85340	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122814	ENR	George Mejia	1981-02-28	UHC-53320-70	3863246406	6007 Lake View Rd, Dallas, TX, 75257	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105712	ENR	Catherine A Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St, Seattle, WA, 98189	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110168	ENR	Ronald Harrison	2004-05-22	UHC-33242-35	6353281212	8077 Maple Ave, Denver, CO, 80267	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60571	TPA	Kenneth Piarce	1955-03-28	UHC-87501-90	9522879290	3947 Harbor Blvd, Dallas, TX, 75216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125960	ENR	Amber P Bradley	1985-11-09	UHC-76447-81	3997199626	61 Market St, Houston, TX, 77043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29375	PRV	Wei Rogers	1991-09-25	—	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102616	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St, Dallas, TX, 75296	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137194	ENR	Denise D Dominguez	1972-05-01	UHC-13081-73	8045114895	2833 Palm Dr, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119151	ENR	Jeffrey Morales	1946-12-07	UHC-24187-91	6006902413	6273 Harbor Blvd, Tempe, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
PRV-27380	PRV	Kaen Oliver	1961-01-25	UHC-08596-95	8316253695	532 Lincoln Way, Houston, TX, 77049	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20476	PRV	Julie Washington	1939-10-25	UHC-19375-27	4662015517	4718 Union St, Scottsdale, AZ, 85298	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20197	PRV	Linda Y Oliver	1945-06-19	—	9753209662	8742 Baseline Rd, Tampa, FL, 33609	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101432	ENR	Sandoval P Willie	2000-02-15	UHC-46612-21	—	5599 River Rd, Fresno, CA, 93749	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-24887	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24886	PRV	Megan R Lee	1974-08-11	UHC-53262-83	—	1493 Highland Ave, Denver, CO, 80254	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-430744	CLM	Larry Hansen	1999-08-13	—	—	5799 Union St, Tucson, AZ, 85752	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425077	CLM	Elijah Williams	1959-10-23	UHC-93427-23	—	1960 Apache Blvd, Houston, TX, 77066	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402535	CLM	Andrea S Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ, 85298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106405	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	—	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-26992	PRV	Juulie J Gomez	1941-06-07	UHC-08457-10	7508062634	5130 Bayshore Dr # 696, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408045	CLM	Richard Gonzalez	1948-08-23	UHC-95484-13	2816249712	3331 Church St, Eden Prairie, MN, 55396	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137815	ENR	Sharon F Martin	1946-05-10	UHC-49913-33	9199233370	2983 Forest Ave, Seattle, WA, 98144	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-417788	CLM	Wei F Shaw	1947-06-24	UHC-62420-46	—	5446 Market St, Plano, TX, 75099	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27547	PRV	Alexander James	1995-08-17	UHC-89597-44	7732849113	2877 Indian School Rd, Tempe, AZ, 85221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429137	CLM	Roger Lawrence	1963-10-28	UHC-53970-06	—	305 Pine Dr, Las Vegas, NV, 89108	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102640	ENR	Doris Owens	1976-10-07	UHC-50196-22	4906184510	3552 Highland Ave, Minneapolis, MN, 55408	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432387	CLM	Margaret Ramoos	1995-07-26	—	—	4658 Mesa Dr, Columbus, OH, 43222	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-135725	ENR	Charles M Wang	1994-02-03	UHC-35113-59	—	9780 Willow Ct, Los Angeles, CA, 90031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416496	CLM	Aisha Gibson	1942-12-19	—	8773634795	3743 Church St, Atlanta, GA, 30359	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62831	TPA	Emily Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137584	ENR	Margaret Bradley	1966-09-13	UHC-01772-13	6739750394	2445 Spring St, Glendale, AZ, 85314	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,263 rows, page 64 of 166Previous Next