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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-56254	TPA	Sophia Cole	1991-04-15	—	4843702581	5112 Forest Ave, Columbus, OH, 43210	0.94	Phone reformatted City re-cased Placeholder values cleared
TPA-53003	TPA	Debbie Gomez	1947-08-07	—	—	7243 Lincoln Way, Las Vegas, NV, 89129	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-56215	TPA	Jeesse Ward	2002-03-04	—	2216734126	1208 Elm St, Nashville, TN, 37290	0.94	Phone reformatted City re-cased Placeholder values cleared
TPA-59699	TPA	Natalie Murphy	2002-12-24	—	—	2401 Union St, Austin, TX, 78739	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-64139	TPA	Timothy Bennett	1940-11-17	—	—	1538 Harbor Blvd, Tempe, AZ, 85234	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-53834	TPA	Noah K Carroll	1986-11-02	—	—	9547 Sage Ct, Austin, TX, 78758	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-63755	TPA	Betty Woods	1992-04-01	—	9419857185	3963 Lincoln Way, Gilbert, AZ, 85214	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-53049	TPA	Jean P Hudson	1964-09-02	—	—	2624 Elm St, Eden Prairie, MN, 55365	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-60506	TPA	Anna Carpenter	1976-07-20	—	2977720124	7255 Ridge Rd, Phoenix, AZ, 85098	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-61653	TPA	John Padilla	1991-03-22	—	—	6058 Ocean Ave, Tucson, AZ, 85798	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-64086	TPA	Ethan Gutierrez	1991-09-27	—	—	6400 Pine Dr, Fresno, CA, 93757	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-54827	TPA	Matthew Harper	1987-11-08	UHC-68492-17	—	1568 Central Ave, Gilbert, AZ, 85224	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-57459	TPA	Billy Ruiz	1994-10-09	—	—	4316 Broadway, Los Angeles, CA, 90030	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-50423	TPA	Betty Howard	1954-08-28	—	3852793684	7809 Sage Ct, Chandler, AZ, 85237	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-53480	TPA	Scott Santos	1961-03-20	—	—	3753 Pine Dr, Orlando, FL, 32864	0.94	City re-cased State code upper-cased Placeholder values cleared
TPA-50307	TPA	Raymond Mendoza	1943-05-14	UHC-34291-20	9404415757	6759 Canyon Rd, Columbus, OH, 43276	0.94	Phone reformatted City re-cased Placeholder values cleared
TPA-59172	TPA	Kenneth Gonzales	1994-09-09	UHC-22366-98	—	2617 Cedar Ln, Chandler, AZ, 85216	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-54583	TPA	Jery Alexander	1964-01-13	—	3143674702	4329 Cedar Ln, Phoenix, AZ, 85044	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-54584	TPA	Jery Alexander	1964-01-13	—	3143674702	4329 Cedar Ln, Phoenix, AZ, 85044	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-59987	TPA	Gerald Arnold	1960-12-28	UHC-27129-15	5026210058	2154 Bayshore Dr, Houston, TX, 77001	0.94	Phone reformatted City re-cased Placeholder values cleared
TPA-58080	TPA	Hannah Willis	1973-05-27	—	—	9616 Harbor Blvd, Phoenix, AZ, 85023	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-61399	TPA	Marcus Thompson	1996-04-15	—	—	4858 Apache Blvd, Atlanta, GA, 30307	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-62773	TPA	Keith Davis	1989-08-12	—	—	975 Bayshore Dr, Scottsdale, AZ, 85240	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-50353	TPA	Priya Collins	1938-07-18	—	2173713753	2440 Sage Ct, Houston, TX, 77014	0.94	Phone reformatted City re-cased 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-51349	TPA	Edward King	1959-11-13	UHC-04608-19	6485705403	183 Grand Ave, Sacramento, CA, 95860	0.94	Phone reformatted City re-cased Placeholder values cleared
TPA-54382	TPA	Tyler Carter	1997-10-16	—	—	7468 Lake View Rd, Los Angeles, CA, 90055	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-56373	TPA	Ashley Valdez	1999-02-10	UHC-62343-53	—	1058 Elm St, Glendale, AZ, 85342	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-53927	TPA	Andera Carroll	1988-07-02	—	—	6828 Oak St, Sacramento, CA, 95878	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-62092	TPA	Hiroshi Matthews	1980-11-17	—	—	3697 Sunset Blvd, Mesa, AZ, 85243	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-53959	TPA	Amy Herrera	2004-01-16	—	—	2998 Harbor Blvd, Nashville, TN, 37293	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-51874	TPA	Lawrence Clark	1996-12-10	—	—	6263 River Rd, Chandler, AZ, 85265	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-52408	TPA	Alice Kelley	1985-01-09	UHC-90765-03	—	666 Elm St, Tempe, AZ, 85286	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-52990	TPA	Martha Walker	1980-04-09	—	—	3756 Indian School Rd, Austin, TX, 78766	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-59644	TPA	Philip Tucker	1951-04-02	—	—	8795 Spring St, Glendale, AZ, 85359	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-59876	TPA	Shirley Fowler	1979-06-04	—	—	5090 Canyon Rd, Eden Prairie, MN, 55390	0.94	Name re-cased City re-cased 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-51075	TPA	James Dellgado	1977-12-02	—	—	6511 Harbor Blvd, Tampa, FL, 33608	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-63899	TPA	Jones Rebecca	1967-05-27	UHC-46908-53	—	7642 Lincoln Way, Seattle, WA, 98182	0.94	Date of birth reformatted City re-cased Whitespace trimmed
TPA-64135	TPA	Santiago Burton	1998-05-26	UHC-39291-32	—	3029 Willow Ct, Orlando, FL, 32897	0.94	City re-cased Whitespace trimmed Placeholder values cleared
TPA-60863	TPA	Estrada William	1978-11-07	—	4875434438	1710 Highland Ave, Tampa, FL, 33659	0.94	Phone reformatted City re-cased Placeholder values cleared
TPA-50274	TPA	Thompson Gary	2003-12-24	—	—	7150 Main St, Miami, FL, 33116	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-55920	TPA	Natalie Wang	1942-05-17	—	—	5516 Market St, Austin, TX, 78786	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-63126	TPA	Bob Walker	1988-05-09	—	—	1063 Mesa Dr, San Antonio, TX, 78249	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-50878	TPA	Michael Wihte	1955-07-18	—	—	8484 Spring St, Miami, FL, 33110	0.94	Date of birth reformatted City re-cased Placeholder values cleared
TPA-57301	TPA	Amy Hudson	1939-09-27	—	—	5584 Harbor Blvd, Tucson, AZ, 85715	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-57398	TPA	Bobby A Siilva	2007-01-07	—	—	5119 Hillcrest Rd, Houston, TX, 77093	0.94	Name re-cased City re-cased Placeholder values cleared
TPA-61277	TPA	Thomas Hansen	1944-03-03	—	—	1327 Union St, Tampa, FL, 33680	0.94	Date of birth reformatted City re-cased Placeholder values cleared

2,455 rows, page 48 of 50Previous Next