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-62477	TPA	Rebecca C Hamilton	1954-02-23	—	2155193615	2665 Indian School Rd, Plano, TX, 75019	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59735	TPA	Doris Peters	1977-03-26	—	6796962488	2727 Lincoln Way, Dallas, TX, 75283	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-55302	TPA	Randy Sims	1983-10-01	UHC-91736-60	—	7983 Church St, Atlanta, GA, 30385	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54431	TPA	Karen Guerrero	1980-06-26	—	—	7928 Bayshore Dr, Orlando, FL, 32854	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50721	TPA	Christina Sandoval	1983-12-28	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51168	TPA	Ahmed Johnston	1952-10-26	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59567	TPA	Hannah Brooks	1990-02-06	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55161	TPA	Wei R Robinson	1985-07-06	—	2025315396	5506 Desert Sky Blvd, Los Angeles, CA, 90005	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-52632	TPA	Emily Peters	1962-08-09	—	—	—	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-64458	TPA	Santiiago Powell	1985-08-20	—	—	6590 Canyon Rd, Columbus, OH, 43254	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59827	TPA	Diane Evans	1960-08-13	—	3978918720	3144 Church St, Austin, TX, 78731	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62827	TPA	Ethan Ross	2004-07-19	—	—	6087 Highland Ave, Columbus, OH, 43206	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61811	TPA	Danyel Powelll	1981-10-07	UHC-81002-41	—	8638 Highland Ave, Glendale, AZ, 85365	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58462	TPA	Noah H Ramos	1947-04-23	—	—	5404 Highland Ave, Orlando, FL, 32817	0.94	Date of birth reformatted State code upper-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-54317	TPA	Charlotte Miills	1978-05-22	—	8927547567	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54541	TPA	Elijah Washington	1979-09-07	UHC-16414-38	—	959 Mesa Dr, Austin, TX, 78748	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50412	TPA	Fatima Kennedy	1989-05-07	—	—	8239 Central Ave, San Antonio, TX, 78293	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-56969	TPA	Natalie Murphy	1958-12-02	UHC-11747-32	—	9355 Meadow Ln, San Antonio, TX, 78215	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-58029	TPA	Albert Phillips	1952-09-27	UHC-14335-88	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58583	TPA	Kevin Welch	1994-10-21	—	—	7059 Main St, Austin, TX, 78749	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51899	TPA	Pamela Harvey	1942-08-04	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61508	TPA	Deborah Webb	1980-01-14	—	—	305 Desert Sky Blvd, Eden Prairie, MN, 55336	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50902	TPA	Philip White	1989-07-21	UHC-38610-80	—	8118 Palm Dr, Atlanta, GA, 30352	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64349	TPA	Joe Martin	2008-02-18	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63483	TPA	Rachel Turner	1990-04-03	—	—	3221 Central Ave, Phoenix, AZ, 85069	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63579	TPA	Bowman Fatima	1989-06-08	—	—	1185 Apache Blvd, Denver, CO, 80219	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55993	TPA	Theresa McDonald	1945-11-19	—	7229876265	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-63521	TPA	Peter Burton	1996-12-18	—	—	9727 Cedar Ln, Houston, TX, 77034	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-55728	TPA	Julia Jackson	1958-09-16	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53897	TPA	Vicky Garza	2000-02-07	—	—	6788 Spring St, Nashville, TN, 37205	0.94	Name re-cased Date of birth reformatted Whitespace trimmed
TPA-59137	TPA	Sean N Chapman	2002-02-14	UHC-35561-40	—	6702 Church St, Minneapolis, MN, 55483	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61775	TPA	Julie Hunter	1961-07-12	—	4372304228	5231 Harbor Blvd, Miami, FL, 33196	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-52217	TPA	Mark Palmer	1984-12-25	—	—	1818 Main St, Jacksonville, FL, 32208	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63257	TPA	Sharon B Diaz	1957-07-25	—	—	4651 Sage Ct, Nashville, TN, 37266	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-58904	TPA	Karen Ruiz	1943-08-01	—	—	5995 Sage Ct, Austin, TX, 78782	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51236	TPA	James A Pierce	1954-02-16	—	—	1034 Broadway, Scottsdale, AZ, 85215	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-61120	TPA	Reed Ronald	1957-07-28	—	—	—	0.94	Date of birth reformatted 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-51047	TPA	Philip Marshall	1939-03-28	—	—	7863 Washington St, Phoenix, AZ, 85083	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57291	TPA	Gregory Hayes	1975-07-20	—	—	1498 Forest Ave, Minneapolis, MN, 55452	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-62239	TPA	Hannah Ortega	1986-08-15	—	8974484660	8983 Sunset Blvd, Nashville, TN, 37253	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58556	TPA	Christine Duncan	2004-09-21	—	4579378079	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-60122	TPA	Carolyn Chavez	1951-11-10	UHC-58483-37	—	3210 Broadway, San Antonio, TX, 78271	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
TPA-56988	TPA	Arthur Kim	1948-09-28	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57257	TPA	Yuki Ward	1948-12-23	UHC-49692-58	3777108627	4400 Central Ave, Miami, FL, 33132	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-64335	TPA	Evelyn Franklin	1956-10-02	—	7313852638	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59066	TPA	Ralph Nichols	1962-06-14	—	—	5689 Lincoln Way, Chandler, AZ, 85269	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58959	TPA	Kayla Hawkins	1983-10-01	UHC-31044-99	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55672	TPA	Amy Dominguez	1976-03-19	UHC-21901-22	2472935550	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

4,728 rows, page 89 of 95Previous Next