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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50809	TPA	Jack Smith	1961-09-09	—	—	6832 Meadow Ln, Dallas, TX, 75251	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50942	TPA	Joey R Willis	1943-06-27	—	—	7981 Apache Blvd, Chandler, AZ, 85260	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-60052	TPA	Scott Maldonado	1988-06-23	—	—	—	0.94	Date of birth reformatted Whitespace trimmed 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-50237	TPA	Debra Bishop	1939-08-24	—	—	6338 Grand Ave, Orlando, FL, 32862	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50530	TPA	Danielle Young	1954-06-21	—	6733814339	3852 Market St, Scottsdale, AZ, 85229	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52721	TPA	Diana Beerry	1978-03-11	UHC-53245-53	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56176	TPA	Julie Li	1986-01-24	—	9312746436	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58763	TPA	Samuel Marquez	1995-12-04	—	2459718161	927 Church St, Phoenix, AZ, 85093	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63160	TPA	Lawrence K Ortiz	2003-01-02	—	—	6260 Sage Ct, Tucson, AZ, 85780	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51915	TPA	Alexis V Day	1997-09-07	UHC-68769-03	6482209403	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-60184	TPA	Kelly Lucas	1947-12-15	UHC-15635-05	6199014927	6413 Meadow Ln, Seattle, WA, 98118	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54551	TPA	Theresa Fuster	1965-09-06	—	—	8878 Lincoln Way, San Antonio, TX, 78209	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-60272	TPA	Sarah Z Guzman	1994-09-06	—	—	2359 Canyon Rd, Minneapolis, MN, 55417	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60271	TPA	Sarah Z Guzman	1994-09-06	—	—	2359 Canyon Rd, Minneapolis, MN, 55417	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54604	TPA	Daniel Hawkins	2006-06-15	—	—	6882 Harbor Blvd, Gilbert, AZ, 85221	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-56317	TPA	Don Dixon	1950-02-22	—	—	2856 Union St, Glendale, AZ, 85376	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57116	TPA	Scott Caretr	1987-04-16	—	6548687293	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54983	TPA	Margaret Roberts	1962-05-20	—	—	6363 Highland Ave, Los Angeles, CA, 90039	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50689	TPA	Luis Mejia	1977-02-19	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52317	TPA	Ana White	1980-04-08	—	—	7235 Lake View Rd, Nashville, TN, 37290	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59877	TPA	Shirley Fowler	1979-06-04	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57156	TPA	Steven Guzman	1960-11-07	UHC-93254-06	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-55000	TPA	Wei Young	1944-09-03	UHC-83500-09	2738162623	940 Park Pl, Columbus, OH, 43268	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57951	TPA	Kenneth Q Fowler	1989-05-09	—	—	821 Bayshore Dr, Seattle, WA, 98134	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50985	TPA	Russell Jensen	1960-08-26	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62354	TPA	Kyle E Wilson	1956-10-22	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58222	TPA	John N Santiago	1958-10-20	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61038	TPA	Ashley Moore	1966-04-16	—	—	5502 River Rd, Nashville, TN, 37268	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54581	TPA	Catherine Washington	1944-06-24	—	—	386 Forest Ave, Dallas, TX, 75294	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52283	TPA	Katherine Lucas	2000-07-16	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58260	TPA	Sam Oliver	1968-03-01	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50665	TPA	Jean Bell	2006-05-09	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-56598	TPA	Gregory E Garza	1941-12-23	—	—	6168 Broadway, Jacksonville, FL, 32258	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63883	TPA	Philip Perry	1989-04-23	—	—	6786 Spring St, Austin, TX, 78708	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-57783	TPA	Jasno L Austin	1986-11-16	UHC-01733-48	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-55924	TPA	Camlia Marshall	1940-01-08	—	—	3494 Ridge Rd, Miami, FL, 33128	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64035	TPA	Jordan Vasquez	1957-10-19	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51677	TPA	Gerald Harris	2001-11-10	UHC-76132-83	—	2875 Mountain View Dr, Dallas, TX, 75275	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62672	TPA	Lawrence Little	1939-09-04	UHC-25242-06	—	8794 Harbor Blvd, Phoenix, AZ, 85094	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62351	TPA	Christine Young	1978-10-04	UHC-29927-75	—	6594 Sunset Blvd, Orlando, FL, 32870	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62552	TPA	Joyce Murray	1984-04-01	—	4663273964	3758 Jefferson Ave, Tempe, AZ, 85206	0.94	Date of birth reformatted Phone reformatted 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-50249	TPA	Joseph Alexander	1973-12-23	—	—	5383 Forest Ave, Plano, TX, 75098	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58818	TPA	Megan Richards	2007-12-04	—	—	5739 Oak St, Tempe, AZ, 85283	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59537	TPA	Larry Simpson	1973-01-25	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59538	TPA	Larry Simpson	1973-01-25	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53613	TPA	Jacqueline Moore	1995-03-14	—	7705662126	9435 Broadway, Houston, TX, 77087	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57592	TPA	Sarah Reed	1967-03-14	—	—	3831 Grand Ave, Seattle, WA, 98140	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61314	TPA	Samantha Bryant	1996-10-03	—	—	7358 Indian School Rd, Seattle, WA, 98163	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

4,728 rows, page 87 of 95Previous Next