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 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-53137	TPA	Jose Fuller	1988-04-27	—	4255450830	7713 Willow Ct, Denver, CO, 80223	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-50780	TPA	Amy Rice	1991-06-04	—	7905690744	—	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
TPA-58164	TPA	Lucia Guerrero	1979-04-01	UHC-85694-87	4469197984	8907 Mountain View Dr, Glendale, AZ, 85379	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58345	TPA	Camila Thompson	1939-01-12	—	—	5263 Broadway, Sacramento, CA, 95880	0.82	Name split from “Last, First”Address re-cased Placeholder values cleared
TPA-54006	TPA	Olivia Ramos	1998-07-18	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-53956	TPA	Hiroshi Dunn	1962-03-27	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-51657	TPA	Jesse Alvarez	1939-04-07	—	—	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-54555	TPA	Steven Scott	1953-04-17	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-54686	TPA	Ahmed Garza	1967-12-09	—	—	9602 Palm Dr, Nashville, TN, 37292	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58840	TPA	Olivia Campbell	1987-09-15	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62449	TPA	Kevin Matthews	1965-08-15	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-56414	TPA	Sofia Anderson	1984-01-21	—	3165778943	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-56006	TPA	Betty Simmons	1972-11-14	—	—	797 Maple Ave, San Diego, CA, 92170	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-53760	TPA	Yuki Gibson	2005-09-19	—	3084509405	4005 Main St, Glendale, AZ, 85346	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52145	TPA	Margaret Gonzalez	2005-07-08	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-52920	TPA	Joe Stephens	2008-02-05	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-57356	TPA	Jerry F Willis	1998-02-11	—	—	5985 Camelback Rd, Glendale, AZ, 85396	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58074	TPA	Denise Ward	1959-07-06	—	9694374772	8358 Lake View Rd, Miami, FL, 33113	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-59108	TPA	Roy Andrewws	1942-06-18	—	4702131669	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-54616	TPA	Bradley Perkins	2003-08-26	—	4055901924	616 Lincoln Way, Sacramento, CA, 95898	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-55989	TPA	Hannah Day	1991-08-23	—	—	914 Indian School Rd, Minneapolis, MN, 55469	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-50404	TPA	Brandon Munoz	1965-08-06	—	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-56416	TPA	Isabella Sanchez	1952-07-26	UHC-07904-91	9575266463	3413 Valley View Dr, San Antonio, TX, 78284	0.82	Name split from “Last, First”Phone reformatted Member ID reformatted
TPA-51382	TPA	Maria B Davis	1996-12-03	—	—	8013 Union St, Miami, FL, 33132	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-64059	TPA	Daniel Wright	1993-01-04	—	—	3838 Lincoln Way, Las Vegas, NV, 89167	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-62664	TPA	Austin Allen	1939-03-24	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-60355	TPA	Terry Wood	1938-04-05	—	3098066420	9822 Meadow Ln, Gilbert, AZ, 85264	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-52778	TPA	Arjun Sanders	1916-05-25	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-57371	TPA	Jesse Shaw	1948-02-21	—	—	3852 Palm Dr, Tampa, FL, 33676	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-64023	TPA	Marcus Coleman	1994-10-28	—	3907759461	304 Pine Dr, Plano, TX, 75045	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-56726	TPA	Brittny Kelley	1943-09-13	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-55972	TPA	Kyle Dunn	1951-12-01	—	7402838678	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-51506	TPA	Freeman W Joyce	1965-06-18	—	9458006271	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-55686	TPA	Mariana Sullivan	2006-01-04	—	—	1102 Central Ave, Glendale, AZ, 85365	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-61149	TPA	Mariana Campbell	2008-05-15	—	—	2470 Palm Dr, Minneapolis, MN, 55400	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-51199	TPA	Elijah Lopez	1963-03-01	—	—	9012 Lake View Rd, Columbus, OH, 43245	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-59548	TPA	Sean Lee	2001-11-20	—	5918709215	3969 Forest Ave, Charlotte, NC, 28231	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-57430	TPA	Terry Rychardson	1984-07-04	UHC-96410-44	—	6145 Park Pl, San Antonio, TX, 78286	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-64351	TPA	Steven Wagner	1975-01-28	—	—	4395 Central Ave, Eden Prairie, MN, 55388	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
TPA-51121	TPA	Grace Chapman	1971-05-12	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-52941	TPA	Donald Castillo	1942-07-26	—	5183424288	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-62496	TPA	Mark Guzman	1953-04-07	UHC-53643-04	—	9499 Forest Ave, Scottsdale, AZ, 85292	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-54732	TPA	Julie Stone	1998-01-11	—	6165079321	1065 Meadow Ln, Phoenix, AZ, 85080	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-50119	TPA	Walter Estrada	1987-03-07	—	—	1573 Indian School Rd, Eden Prairie, MN, 55304	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58312	TPA	Jacob Medina	1968-08-23	—	6954615616	8514 Park Pl, Tempe, AZ, 85243	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-56461	TPA	Albert Brooks	1974-06-08	—	—	3371 Elm St, Tempe, AZ, 85259	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-57070	TPA	Michelle P Taylor	2003-11-02	—	—	9367 Park Pl, Tucson, AZ, 85790	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
TPA-50819	TPA	Emma P Lopez	1982-07-16	UHC-06552-13	7443418913	932 Harbor Blvd, Tampa, FL, 33652	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
TPA-52858	TPA	Mateo Vazquez	1964-10-05	UHC-94454-99	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-51835	TPA	Dorys Welch	1950-07-19	—	4428915456	2676 Forest Ave, Houston, TX, 77070	0.82	Name split from “Last, First”City re-cased Placeholder values cleared

1,488 rows, page 28 of 30Previous Next