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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55724	TPA	Roger Holmes	1978-08-03	—	—	289 Grand Ave, Los Angeles, CA, 90087	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51989	TPA	Carlos Knight	2005-07-06	UHC-75286-40	—	1993 Forest Ave, Plano, TX, 75014	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61480	TPA	Arjun Fernadez	1950-04-22	—	9013075807	3885 Park Pl, Minneapolis, MN, 55436	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-62175	TPA	Randy Thomas	1978-09-10	—	3413584918	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63701	TPA	Fatima I Price	1945-11-18	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63685	TPA	Arthur Morrison	1995-07-18	—	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-51685	TPA	Keith Phllips	2003-05-13	—	3039137233	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61578	TPA	Dylan Maldonado	1994-07-14	UHC-83801-46	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
TPA-56251	TPA	Henry P Foster	1990-02-24	—	2919267600	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63814	TPA	Julie Martinez	1955-04-23	—	—	19 Maple Ave, Tampa, FL, 33635	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
TPA-54315	TPA	Vincent Bailey	1979-04-26	—	—	558 Cedar Ln, Los Angeles, CA, 90027	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-56903	TPA	Pamela Lucas	1941-05-22	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60448	TPA	Charles Wright	1994-03-21	—	—	3137 Camelback Rd, Atlanta, GA, 30339	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58908	TPA	Jesse Carlson	1971-01-13	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56948	TPA	Santiago Munoz	1974-11-16	—	—	2618 Broadway, Columbus, OH, 43228	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53611	TPA	Isabella Fernandez	1972-07-11	—	—	4521 Jefferson Ave, Orlando, FL, 32843	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-53802	TPA	Janice Burton	1955-04-03	—	—	5988 Baseline Rd, Seattle, WA, 98179	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55810	TPA	Danielle Peterson	1989-06-24	—	—	863 Camelback Rd, Nashville, TN, 37229	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54746	TPA	Albert Lucas	1979-10-06	—	—	8067 Lincoln Way, Eden Prairie, MN, 55337	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63019	TPA	Lucia Rivera	1998-01-04	—	4192230251	128 Oak St, Minneapolis, MN, 55490	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61040	TPA	Mark Hughes	1941-03-17	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51238	TPA	Nicole Pierce	2003-05-18	—	—	5141 Market St, Austin, TX, 78769	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62909	TPA	Lisa Taylor	1983-09-14	UHC-20686-86	2418473837	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61771	TPA	Kayla Gomez	2007-10-28	UHC-51906-01	9705218394	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63173	TPA	Gabriel Schmidt	1950-09-05	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62633	TPA	Maria Jackson	1958-12-04	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51224	TPA	Olivia Chpman	1975-01-18	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-56292	TPA	Ryan Duncan	1971-05-26	—	4465996390	6813 Spring St, Scottsdale, AZ, 85230	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53286	TPA	Mateo Henry	1970-07-04	UHC-87661-26	4738412596	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57345	TPA	Kelly Reed	1965-04-13	—	—	1750 Grand Ave, Minneapolis, MN, 55475	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57347	TPA	Matthew Munoz	1999-05-08	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63431	TPA	Bradlye Larson	1960-11-16	—	2033107296	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60029	TPA	Samuel Garcia	2006-02-21	—	7815273672	6719 Pine Dr, Minneapolis, MN, 55443	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53755	TPA	Benjamin Howard	1960-01-14	—	—	4281 Cedar Ln, Charlotte, NC, 28219	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-60801	TPA	Nick Burns	1982-06-07	—	—	2447 Grand Ave, Eden Prairie, MN, 55368	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52598	TPA	Alan Carr	1966-03-01	—	—	7594 Sage Ct, Glendale, AZ, 85373	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50102	TPA	Angela Ezpinoza	1979-07-09	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54176	TPA	Ryan Evans	1974-02-07	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55704	TPA	Arjun Owens	1962-06-08	—	—	7641 Broadway, Eden Prairie, MN, 55380	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57723	TPA	Christopher Guerrero	1990-08-04	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58699	TPA	Russell Hamilton	1974-01-01	—	—	5634 Hillcrest Rd, San Antonio, TX, 78232	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55742	TPA	Hannah Simmons	1981-12-04	—	5957911275	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-52329	TPA	Julia D Siimmons	1964-04-28	—	—	1215 Washington St, Phoenix, AZ, 85070	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-57743	TPA	Hiroshi Meyer	1988-10-03	—	—	3492 Willow Ct, Austin, TX, 78723	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51282	TPA	Patricia Delgado	1969-11-05	—	—	4110 Hillcrest Rd, Tampa, FL, 33667	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56272	TPA	Janet Wallace	1939-11-19	—	8588793971	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-55705	TPA	Gregory Schulz	1969-02-25	UHC-14832-94	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54865	TPA	Ann Garrett	1995-08-12	—	—	1339 Valley View Dr, Scottsdale, AZ, 85219	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58097	TPA	Paamela Pierce	1985-09-21	—	—	5981 Meadow Ln, Phoenix, AZ, 85037	0.96	Name re-cased Placeholder values cleared
TPA-58257	TPA	Aisha Snyder	1967-03-11	—	8303202486	7756 Hillcrest Rd, Atlanta, GA, 30333	0.96	Name re-cased Placeholder values cleared

5,750 rows, page 111 of 115Previous Next