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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53111	TPA	Billy Delgado	1988-08-24	—	4876514980	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52602	TPA	Anna Gonzalez	1985-04-25	—	—	425 Elm St, Denver, CO, 80241	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61289	TPA	Kimberly Bryant	1999-01-19	—	5967351509	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
TPA-56819	TPA	Julia Watson	1995-01-16	—	—	1046 Grand Ave, Orlando, FL, 32883	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-62412	TPA	Kathleen Hudson	1949-01-18	—	—	7360 Church St, Miami, FL, 33100	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-57135	TPA	Christian Moreno	1942-07-05	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-58641	TPA	Nathen Robertson	1997-07-22	—	—	8063 Meadow Ln, Mesa, AZ, 85274	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-51425	TPA	Hiroshi Cunningham	1950-08-06	—	2743143055	590 Spring St, Glendale, AZ, 85378	0.94	City re-cased Email lower-cased Placeholder values cleared
TPA-56278	TPA	Christina Hoffman	1955-02-05	—	3623836863	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
TPA-57050	TPA	Raymond Duncan	1986-06-13	—	—	6849 Valley View Dr, Miami, FL, 33181	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61612	TPA	Ronald Li	1962-02-02	—	6577736336	7230 Lake View Rd, Houston, TX, 77031	0.94	Phone reformatted Email lower-cased Placeholder values cleared
TPA-57302	TPA	Abigail Palmer	2007-09-23	—	6482625506	5914 Palm Dr, Dallas, TX, 75235	0.94	Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-59332	TPA	Alexis B Payne	1960-09-09	—	—	309 Indian School Rd, Phoenix, AZ, 85062	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-54631	TPA	Jessica Matthews	1962-01-06	—	—	938 Park Pl, Chandler, AZ, 85206	0.94	Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-64019	TPA	Hiroshi Day	1998-11-02	—	—	9870 Apache Blvd, Mesa, AZ, 85278	0.94	Date of birth reformatted Email lower-cased Whitespace trimmed
TPA-51090	TPA	Amanda McDonald	1959-05-10	—	—	2036 Indian School Rd, Seattle, WA, 98106	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52065	TPA	Arthur Howell	1970-08-15	—	2558663037	5457 Meadow Ln, Los Angeles, CA, 90003	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-50372	TPA	Laura A Sullivan	1974-11-11	—	6567179083	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
TPA-54579	TPA	Jack Black	1940-05-11	—	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-60840	TPA	Elijah Cole	1967-10-25	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-62020	TPA	Juulie Franklin	1967-09-25	UHC-79652-17	8553416908	6590 Hillcrest Rd, Houston, TX, 77018	0.94	Phone reformatted Email lower-cased Placeholder values cleared
TPA-57512	TPA	Sofia Carter	1998-01-28	—	9024502387	9329 Broadway, Tucson, AZ, 85703	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-52037	TPA	Cathrine W Padilla	1967-06-11	UHC-52750-78	2318254845	8339 Lincoln Way, Columbus, OH, 43266	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-55056	TPA	Michelle Riley	1939-03-18	—	—	888 Cedar Ln, Tucson, AZ, 85741	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52111	TPA	Diane Banks	1988-03-16	—	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-53423	TPA	Sandra Yang	1961-10-20	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52676	TPA	Donald Luna	1955-01-09	—	—	8713 Main St, Scottsdale, AZ, 85205	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-57880	TPA	Roger Black	1992-07-21	—	—	929 Harbor Blvd, Dallas, TX, 75217	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-57380	TPA	Mark Y Sandoval	2006-03-22	—	—	6181 Mountain View Dr, Houston, TX, 77048	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-60188	TPA	Frances Wong	1997-11-20	UHC-71214-60	—	6245 Broadway, Denver, CO, 80235	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-63896	TPA	Walter Williamson	1967-02-23	—	4546184185	7659 Desert Sky Blvd, Plano, TX, 75042	0.94	Phone reformatted Email lower-cased Placeholder values cleared
TPA-52697	TPA	Mariana Peters	1948-07-02	UHC-46297-05	—	210 Highland Ave, Seattle, WA, 98129	0.94	City re-cased Email lower-cased Placeholder values cleared
TPA-53113	TPA	Frank K Bowman	1976-05-12	UHC-05898-40	8403412160	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
TPA-52493	TPA	James Rivera	1959-08-11	—	—	1090 Spring St, Glendale, AZ, 85375	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-52632	TPA	Emily Peters	1962-08-09	—	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-57591	TPA	Sarah Reed	1967-03-14	—	—	3831 Grand Ave, Seattle, WA, 98140	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-52050	TPA	Ashley Bowman	1978-06-17	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-50518	TPA	Larry Nguyen	1981-11-20	UHC-47290-57	—	7694 Jefferson Ave, Orlando, FL, 32879	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-51007	TPA	Austin Yang	1983-07-18	UHC-35695-44	8615822064	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-63992	TPA	Anna Rice	1938-09-07	—	—	7568 Elm St, Mesa, AZ, 85203	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52855	TPA	Cheryl Campbell	1989-09-23	—	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-57635	TPA	Michelle Walker	2003-08-05	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-58476	TPA	Sofia Weber	1987-11-14	—	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-59542	TPA	Larry Mendez	1941-10-16	UHC-28324-36	—	—	0.94	Member ID reformatted Email lower-cased Placeholder values cleared
TPA-58162	TPA	Keitth Simpson	2007-11-19	UHC-20710-22	—	6732 Church St, Fresno, CA, 93776	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-54590	TPA	Albert Henderson	1965-09-27	—	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-56069	TPA	Martha Henderson	2000-08-23	—	—	6304 Union St, Mesa, AZ, 85280	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-57181	TPA	Ruth Gray	1977-05-21	—	—	1523 River Rd, Denver, CO, 80212	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-62546	TPA	Douglas Santos	1942-02-21	—	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-51825	TPA	Matt Day	1949-03-08	—	—	—	0.94	Email lower-cased Whitespace trimmed Placeholder values cleared

832 rows, page 16 of 17Previous Next