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-57336	TPA	Valentina Y Johnson	1952-12-16	—	—	9880 Canyon Rd, San Diego, CA, 92191	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53096	TPA	Christopher Duncan	2003-06-26	—	8705889502	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50841	TPA	Carl Young	1960-02-05	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62312	TPA	Susan Perez	1958-01-06	—	6854568255	434 River Rd, Columbus, OH, 43274	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50724	TPA	Danielle Hudson	1991-12-07	—	—	9173 Church St, San Antonio, TX, 78269	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56562	TPA	Ralph Owens	1982-06-19	—	—	5399 Mesa Dr, Charlotte, NC, 28262	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51643	TPA	Cheryl Collins	1973-08-10	—	—	4864 Jefferson Ave, Nashville, TN, 37244	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57547	TPA	Terry Snyder	2007-04-01	—	7849436459	5679 Park Pl, Denver, CO, 80201	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-59658	TPA	Jordan Bkaer	1961-06-17	—	—	5468 Broadway, Tempe, AZ, 85265	0.94	Name re-cased 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-56116	TPA	Jonathan Evans	1938-10-24	—	8563434896	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52585	TPA	Shirley Holmes	1961-04-17	—	4462889768	8316 Ocean Ave, Phoenix, AZ, 85014	0.94	Name re-cased Phone reformatted 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-63863	TPA	Albert Howard	2004-09-11	—	2426438010	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-60880	TPA	Arthur Wright	1982-02-07	—	—	8322 Main St, Tampa, FL, 33655	0.94	Name re-cased 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-55487	TPA	Victoria Perez	1978-03-07	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58702	TPA	Harold Peterson	2004-06-22	—	3279938860	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60285	TPA	Charles Li	1987-12-15	—	—	—	0.94	Name re-cased Whitespace trimmed 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-57243	TPA	Keith Henderson	2001-10-07	—	8589263470	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63184	TPA	Jason Ortega	1996-12-07	UHC-48110-72	—	—	0.94	Name re-cased Member ID reformatted Placeholder values cleared
TPA-64407	TPA	Richard Perry	1964-03-20	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59605	TPA	Donald P Boyd	1979-12-16	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-60772	TPA	Angela Wells	1985-07-25	UHC-29972-07	—	2563 Pine Dr, Fresno, CA, 93715	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56024	TPA	Roy U Li	2005-03-07	—	—	5854 Harbor Blvd, Las Vegas, NV, 89181	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59300	TPA	Scott Rogers	1975-04-10	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50577	TPA	Virginia Ruiz	2002-06-11	—	—	2822 Elm St, Las Vegas, NV, 89175	0.94	Name re-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-61227	TPA	Logan Hoffman	1944-05-19	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59547	TPA	Mason Murray	1956-08-08	—	—	4142 Meadow Ln, Tucson, AZ, 85783	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52950	TPA	Katherine Contreras	2008-08-11	—	—	5484 Mountain View Dr, San Diego, CA, 92100	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52349	TPA	Sophia Hughes	2006-11-23	—	7506300514	2143 Bayshore Dr, Tempe, AZ, 85230	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-52953	TPA	Sarah James	1984-12-20	—	3792469344	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58400	TPA	Emma Mitchell	1962-01-22	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59913	TPA	Walter Simmons	1964-10-06	—	—	434 Bayshore Dr, Austin, TX, 78729	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-56866	TPA	Kimberly Harvey	1986-05-25	—	5593519059	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61236	TPA	Amy Shaw	1958-10-24	—	7105020648	9177 Maple Ave, Scottsdale, AZ, 85200	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63809	TPA	Gregory Dean	1986-04-16	—	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-56931	TPA	Jean T Russell	1947-05-17	—	2777580393	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56865	TPA	Sharon Hanson	1981-04-25	—	6408796522	5577 Canyon Rd, Jacksonville, FL, 32204	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-60118	TPA	Linda Bishop	1982-07-25	UHC-08118-73	—	8313 Canyon Rd, Scottsdale, AZ, 85238	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57870	TPA	Lauren Nguyen	1990-07-16	—	—	1130 Broadway, Fresno, CA, 93704	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51120	TPA	Melissa Welch	1987-07-15	—	9893419033	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53729	TPA	Margaret Obrien	1966-02-24	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63995	TPA	Madison Lucas	2007-12-23	—	—	9850 Baseline Rd, Austin, TX, 78796	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54351	TPA	Teresa Hayes	1958-07-09	—	—	—	0.94	Name re-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-50125	TPA	Tommy Holmes	1959-01-24	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59868	TPA	Donna Miller	1941-04-07	—	—	4906 Canyon Rd, Jacksonville, FL, 32202	0.94	Name re-cased City re-cased Placeholder values cleared

5,750 rows, page 106 of 115Previous Next