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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50158	TPA	Larry Thomas	1966-10-23	UHC-34933-36	—	697 Meadow Ln # 666, Chandler, AZ, 85227	0.82	Unit split from street Email lower-cased Placeholder values cleared
ENR-122838	ENR	Judy Z Pierce	1991-02-15	UHC-76830-07	7106410167	2875 Maple Ave # 757, San Antonio, TX, 78239	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-430507	CLM	Kevin Andrews	1982-03-06	UHC-78632-10	—	7867 Ocean Ave Apt 32, San Diego, CA, 92114	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-418082	CLM	Charles Ross	1992-12-15	UHC-90074-48	—	8583 Elm St # 675, Fresno, CA, 93771	0.82	Unit split from street State code upper-cased Placeholder values cleared
CLM-407990	CLM	Samantha D Nunez	1990-02-28	—	—	3542 Hillcrest Rd Apt 2, Los Angeles, CA, 90035	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-133874	ENR	Maria Freeman	2004-03-22	UHC-32653-89	9403892019	8019 Harbor Blvd # 763, Tampa, FL, 33686	0.82	Date of birth reformatted Phone reformatted Unit split from street
CLM-411225	CLM	Don Russell	1974-02-22	—	—	5913 Maple Ave # 705, Houston, TX, 77046	0.82	Unit split from street City re-cased Placeholder values cleared
ENR-113301	ENR	Amy C Stone	1989-03-19	UHC-89211-51	6737232943	5009 Central Ave # 689, Columbus, OH, 43209	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-141803	ENR	Crlos Tucker	1981-10-07	UHC-87861-85	3334630761	344 Elm St Apt 16, Columbus, OH, 43294	0.82	Phone reformatted Unit split from street Whitespace trimmed
ENR-111679	ENR	Carolyn Clark	2000-02-04	UHC-25927-01	6964068014	7512 Meadow Ln Apt 39, Tampa, FL, 33629	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-130404	ENR	Larry Campbell	1950-10-28	UHC-12054-79	4665699102	5628 Ridge Rd Apt 7, Nashville, TN, 37223	0.82	Date of birth reformatted Phone reformatted Unit split from street
CLM-419795	CLM	Patricia Fox	1959-03-21	—	—	2227 Mountain View Dr Apt 15, Phoenix, AZ, 85020	0.82	Name re-cased Unit split from street Whitespace trimmed
TPA-51783	TPA	Emily Jenkins	2001-03-17	—	—	7216 Canyon Rd # 636, Austin, TX, 78700	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-427359	CLM	Evelyn S Walsh	1945-11-12	—	—	472 Apache Blvd Apt 35, San Antonio, TX, 78224	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-407345	CLM	Josh Nelson	1975-02-24	UHC-27770-85	—	1628 Camelback Rd # 816, Denver, CO, 80238	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420011	CLM	Gloria X Torres	1991-11-21	UHC-65880-12	—	156 Sunset Blvd # 806, Charlotte, NC, 28268	0.82	Member ID reformatted Unit split from street Whitespace trimmed
CLM-407891	CLM	Stephen Morrison	1955-04-04	UHC-13609-37	—	8567 Spring St Apt 25, San Diego, CA, 92111	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-425395	CLM	Wayne Bennett	1948-01-25	—	—	4348 Maple Ave Apt 32, Tampa, FL, 33602	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-104387	ENR	Sofia M Nelson	1994-05-13	UHC-95695-84	5243131477	2083 Forest Ave Apt 12, Los Angeles, CA, 90048	0.82	Unit split from street Email lower-cased Whitespace trimmed
ENR-129441	ENR	Hannah G Gonzales	1987-11-27	UHC-27871-29	3166702227	6139 Central Ave # 311, Eden Prairie, MN, 55394	0.82	Name re-cased Phone reformatted Unit split from street
ENR-101083	ENR	Andrea Bishop	2005-12-15	UHC-45947-89	7108256801	6243 Ridge Rd Apt 38, San Diego, CA, 92151	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
CLM-402369	CLM	Hiroshi Lawrence	2005-09-10	UHC-75535-02	—	8338 Cedar Ln Apt 1, Tucson, AZ, 85797	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
ENR-136345	ENR	Alan E Pean	1983-03-03	UHC-57200-55	5224379332	9847 Grand Ave # 826, Glendale, AZ, 85336	0.82	Name re-cased Unit split from street Whitespace trimmed
ENR-126781	ENR	Gabriel Thompson	1953-09-15	UHC-78892-70	4973179802	1380 Washington St # 674, Nashville, TN, 37220	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-424711	CLM	Dylan Parker	1988-11-15	—	6986161786	539 Harbor Blvd # 288, San Diego, CA, 92160	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-413279	CLM	Abigail Dunn	1965-01-06	—	—	5392 Union St Apt 26, Tampa, FL, 33688	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-414074	CLM	Roy Vega	1970-07-13	UHC-75367-91	—	301 Oak St Apt 19, Tampa, FL, 33678	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-127528	ENR	Frances K Hudson	1954-05-17	UHC-60488-02	8374831360	9405 Willow Ct Apt 15, Nashville, TN, 37246	0.82	Phone reformatted Unit split from street Email lower-cased
ENR-116914	ENR	Kayla Mitchell	1972-05-03	UHC-33883-90	2319458898	178 Forest Ave Apt 15, Charlotte, NC, 28265	0.82	Name re-cased Phone reformatted Unit split from street
CLM-430699	CLM	Alaxander Le	2005-11-18	—	—	5252 Lake View Rd # 918, Plano, TX, 75032	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
PRV-27960	PRV	Julia Brown	1989-05-17	—	9502303813	8084 Main St # 202, Sacramento, CA, 95885	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-414285	CLM	Megan Watson	1975-04-10	—	—	257 Pine Dr Apt 10, Miami, FL, 33164	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60132	TPA	Benjamin C Barrnes	1943-11-28	UHC-74392-69	—	8722 Ridge Rd Apt 28, Sacramento, CA, 95862	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-406923	CLM	Samuel Williamson	2003-01-11	UHC-27141-39	—	8488 Valley View Dr # 297, Austin, TX, 78798	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-139639	ENR	Austin T Miller	2000-11-16	UHC-05857-13	—	1627 Church St # 885, Minneapolis, MN, 55476	0.82	Name re-cased Unit split from street Placeholder values cleared
ENR-128058	ENR	Yuki M Contreras	1997-03-01	UHC-09033-92	4418973996	4549 Broadway Apt 34, Phoenix, AZ, 85046	0.82	Unit split from street City re-cased Whitespace trimmed
CLM-412927	CLM	Sharon Cooper	1985-01-14	UHC-81455-82	8854771235	2375 Lincoln Way # 430, Fresno, CA, 93771	0.82	Phone reformatted Unit split from street Placeholder values cleared
TPA-50682	TPA	Megan Peters	1991-08-14	—	—	5630 Park Pl Apt 36, Tucson, AZ, 85758	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-424680	CLM	David N Ortiz	1976-07-04	UHC-76176-84	—	80 Lake View Rd # 855, Dallas, TX, 75289	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-411792	CLM	Donald Vazquez	2006-12-21	UHC-90411-84	—	4164 Palm Dr Apt 18, Chandler, AZ, 85266	0.82	Name re-cased Unit split from street Placeholder values cleared
PRV-26318	PRV	Katherine Hughes	1964-08-18	—	9573748697	3745 Maple Ave Apt 17, San Diego, CA, 92114	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-116536	ENR	Nancy Kim	1943-04-16	UHC-15815-64	5275785979	3661 Hillcrest Rd # 731, Jacksonville, FL, 32227	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-430159	CLM	Yuki Yang	1977-09-21	UHC-26988-86	3709198884	7745 Broadway # 557, San Diego, CA, 92191	0.82	Phone reformatted Unit split from street Placeholder values cleared
ENR-108437	ENR	Ashley B Mason	1971-10-05	UHC-45542-39	6759693063	8239 Mesa Dr Apt 7, Los Angeles, CA, 90068	0.82	Member ID reformatted Unit split from street Placeholder values cleared
ENR-140784	ENR	Sophia Wang	1950-01-28	UHC-09006-65	6203519167	6636 Spring St Apt 28, Jacksonville, FL, 32277	0.82	Date of birth reformatted Phone reformatted Unit split from street
TPA-58957	TPA	Mary Wheeler	1975-09-27	—	—	4043 Pine Dr Apt 6, Seattle, WA, 98133	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-117781	ENR	Mary Cox	1990-08-03	UHC-62283-37	7173668430	6931 Canyon Rd # 358, Glendale, AZ, 85389	0.82	Name re-cased Unit split from street Email lower-cased
ENR-100978	ENR	Wayne U Duncan	1946-04-15	UHC-81346-56	3663589837	7593 Market St Apt 32, Mesa, AZ, 85293	0.82	Name re-cased Date of birth reformatted Unit split from street
ENR-133948	ENR	Ralph Andrews	1953-09-20	UHC-85599-20	—	8747 Desert Sky Blvd # 928, Miami, FL, 33144	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
ENR-117868	ENR	Jessica V Coleman	1965-01-19	UHC-45899-47	5672811041	1283 Cedar Ln Apt 1, Austin, TX, 78757	0.82	Name re-cased Date of birth reformatted Unit split from street

6,994 rows, page 135 of 140Previous Next