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

Claims, 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
CLM-416656	CLM	Judith G Simpson	1986-04-27	—	9284809622	2933 Pine Dr Apt 20, Tempe, AZ, 85207	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-412799	CLM	Aguilar Amanda	1999-07-14	UHC-57660-55	6564890302	4164 Broadway # 934, Tampa, FL, 33658	0.80	Name re-cased Date of birth reformatted Phone reformatted Unit split from street
CLM-405624	CLM	Timothy Y Howell	1953-09-28	—	5526915775	7581 Meadow Ln Apt 7, Dallas, TX, 75233	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-424203	CLM	Laura Z Le	2000-07-01	—	—	103 Harbor Blvd Apt 11, Scottsdale, AZ, 85293	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-432412	CLM	Judy Henry	1987-05-03	—	4822949035	1612 Forest Ave # 114, Tempe, AZ, 85263	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429234	CLM	Natalie Bennett	1981-07-06	—	—	2327 Palm Dr Apt 34, Nashville, TN, 37258	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421062	CLM	Jordan Murphy	1986-12-16	UHC-04857-22	—	621 Indian School Rd Apt 22, Gilbert, AZ, 85230	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-406128	CLM	Michelle Nelson	1947-08-08	—	—	2704 Lincoln Way Apt 15, Nashville, TN, 37286	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-432619	CLM	Carolyn Wright	1976-05-19	UHC-94808-34	8584728544	242 Park Pl # 972, Orlando, FL, 32850	0.80	Name re-cased Phone reformatted Unit split from street City re-cased
CLM-413055	CLM	Virginia F Dominguez	1997-03-24	UHC-47834-81	—	9376 Elm St Apt 25, Orlando, FL, 32846	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-424091	CLM	Katherine D Warren	1975-08-08	UHC-61644-88	—	8205 Willow Ct # 967, Mesa, AZ, 85201	0.80	Name re-cased Unit split from street Email lower-cased Placeholder values cleared
CLM-406160	CLM	Jennifer S Cook	1997-09-14	UHC-04591-39	—	4635 Camelback Rd Apt 39, Orlando, FL, 32860	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-425615	CLM	Andra McDonald	1964-07-03	UHC-21538-62	5134624801	323 Mountain View Dr # 112, Columbus, OH, 43281	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-411882	CLM	Ahmed D Hicks	1956-08-28	—	—	6618 Lincoln Way # 451, Sacramento, CA, 95893	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-407115	CLM	Anna Marshall	2004-09-25	UHC-40846-63	—	3775 Sunset Blvd Apt 39, Minneapolis, MN, 55452	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-428883	CLM	Austin Garcia	1972-07-16	UHC-61676-05	5404448463	8689 Meadow Ln Apt 33, Sacramento, CA, 95863	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429620	CLM	Robert Jacobs	1971-01-14	—	5938408570	7254 Central Ave Apt 6, Atlanta, GA, 30335	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-404847	CLM	Frank Richards	1949-06-20	UHC-87366-39	—	7427 Union St # 125, Chandler, AZ, 85261	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-420295	CLM	Susan Jackson	1985-02-10	—	5748993895	1342 Mountain View Dr # 681, Mesa, AZ, 85280	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-415411	CLM	Carolyn Schultz	1952-03-12	—	9566257981	5355 Harbor Blvd # 897, San Diego, CA, 92122	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
CLM-423850	CLM	Omar Nunez	1982-10-16	UHC-16297-37	—	518 Baseline Rd # 798, Mesa, AZ, 85227	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-415180	CLM	Bradly Oliver	1951-09-07	UHC-67161-27	—	5188 Union St # 888, Tampa, FL, 33656	0.80	Member ID reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-412355	CLM	Deborah Gilbert	1966-05-12	UHC-22494-09	—	5353 Church St # 186, Minneapolis, MN, 55412	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-425238	CLM	Sophia M White	1979-04-25	UHC-42195-58	7506415848	2873 Highland Ave # 647, San Antonio, TX, 78268	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-411805	CLM	Keith J Bell	1942-12-10	UHC-34516-56	—	2197 Oak St Apt 8, Eden Prairie, MN, 55370	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-424940	CLM	Noah P Allen	1981-06-27	UHC-20780-46	—	2225 Market St # 532, San Diego, CA, 92187	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
CLM-423630	CLM	Martha R Lewis	2005-07-20	UHC-83453-88	7503410732	9277 Bayshore Dr # 676, Columbus, OH, 43224	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-407735	CLM	Luis Crlson	1962-02-07	UHC-63765-77	—	8906 Meadow Ln Apt 37, Tempe, AZ, 85251	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421909	CLM	Tyler Morris	1966-01-12	UHC-22612-53	—	133 Washington St Apt 22, Atlanta, GA, 30300	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-417971	CLM	Gregory Henry	1975-02-12	UHC-22017-61	—	9087 Broadway # 243, Houston, TX, 77062	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-430600	CLM	Willie Sims	1959-05-14	—	3835495239	3094 Hillcrest Rd # 975, Plano, TX, 75032	0.82	Name re-cased Unit split from street Whitespace trimmed
CLM-416429	CLM	Raplh Dunn	2001-10-20	UHC-43474-82	—	8136 Union St Apt 14, Eden Prairie, MN, 55308	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-421965	CLM	Jeff Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd # 382, Las Vegas, NV, 89189	0.82	Phone reformatted Unit split from street Placeholder values cleared
CLM-410634	CLM	Benjamin Maldonado	1996-12-12	UHC-15233-04	—	3930 Apache Blvd # 131, Scottsdale, AZ, 85283	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-413057	CLM	Kathryn Henry	2002-02-12	UHC-13454-36	—	7738 Broadway Apt 24, Tampa, FL, 33657	0.82	Unit split from street Address re-cased Placeholder values cleared
CLM-402570	CLM	Andrew Cox	1987-11-22	—	—	830 Sunset Blvd Apt 11, Miami, FL, 33189	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-407205	CLM	Sara L Fields	2004-02-19	—	—	1134 Union St # 730, Austin, TX, 78707	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-420494	CLM	Kenneth R Hunter	1975-08-15	UHC-91822-44	—	6735 Broadway Apt 5, Miami, FL, 33130	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-420893	CLM	Benjamin H Collins	2004-03-16	—	—	1636 Apache Blvd Apt 29, Tucson, AZ, 85757	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-419510	CLM	Angela G Flores	1985-04-07	—	—	9795 Washington St # 636, Los Angeles, CA, 90021	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-400468	CLM	Virgina Gibson	1959-11-11	—	—	2972 Jefferson Ave Apt 16, Orlando, FL, 32886	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-431023	CLM	Aaron Freeman	1944-07-07	—	—	6995 Oak St Apt 8, Mesa, AZ, 85216	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-407501	CLM	Michelle T Andarson	1945-08-13	UHC-25845-07	5746379320	3733 Ocean Ave # 205, Los Angeles, CA, 90028	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-408506	CLM	Evelyn Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave Apt 13, San Antonio, TX, 78255	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-428125	CLM	Megan Marrquez	1990-06-14	UHC-86538-02	—	4790 Washington St # 137, Mesa, AZ, 85238	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-400396	CLM	Diana K Bailey	1972-05-02	UHC-17394-68	—	6467 Jefferson Ave # 606, Charlotte, NC, 28260	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429304	CLM	Kimberly Boyd	1994-11-10	—	—	5470 Central Ave Apt 34, Fresno, CA, 93751	0.82	Unit split from street Whitespace trimmed Placeholder values cleared
CLM-406070	CLM	Dorothy Olson	1969-01-05	UHC-97175-16	—	6538 Forest Ave Apt 31, San Antonio, TX, 78248	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-412796	CLM	Juan Carpenter	2000-06-11	UHC-33252-10	5269344155	5866 Church St # 339, Columbus, OH, 43237	0.82	Phone reformatted Unit split from street Whitespace trimmed
CLM-402875	CLM	Stephen U Ray	1957-01-19	UHC-90976-19	—	630 Lake View Rd # 175, San Antonio, TX, 78228	0.82	Name re-cased Unit split from street Placeholder values cleared

2,038 rows, page 39 of 41Previous Next