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-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-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-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-63218	TPA	Terry Cunningham	2007-03-21	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63219	TPA	Terry Cunningham	2007-03-21	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50525	TPA	John Powell	1942-04-22	—	—	2053 Canyon Rd, Los Angeles, CA, 90049	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51523	TPA	Pamela Fuller	1946-11-06	UHC-53055-98	7728959546	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-62668	TPA	Melissa Y Phillips	2008-08-03	—	—	9369 Sage Ct, Seattle, WA, 98167	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60410	TPA	Eugene Morales	1976-03-11	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-64080	TPA	Zachary Ramos	2005-02-23	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62537	TPA	Dennis Kelley	1978-04-18	—	7932220150	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55402	TPA	Theresa Murphy	1949-04-01	—	6405667718	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50265	TPA	Russell J Carlson	1972-11-07	UHC-54250-93	—	1405 Valley View Dr, Orlando, FL, 32863	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-64293	TPA	Walter Santos	1946-09-15	—	6715910608	8694 Baseline Rd, Nashville, TN, 37234	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-57076	TPA	Harold Greene	1994-12-16	—	—	7545 Ocean Ave, Seattle, WA, 98132	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63827	TPA	Douglas Ruiz	1940-12-19	—	4684469396	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58781	TPA	Ommar P Bell	1999-04-03	—	—	—	0.94	Name re-cased Whitespace trimmed 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-56306	TPA	Paul Nguyen	1997-03-08	—	—	5411 Bayshore Dr, Mesa, AZ, 85203	0.94	Name re-cased Whitespace trimmed 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-63549	TPA	Kennteh Long	1959-02-25	—	—	8425 River Rd, Plano, TX, 75009	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52587	TPA	Linda Washington	1995-04-16	—	4466940620	1249 Union St, Scottsdale, AZ, 85267	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51122	TPA	Gregory U Hudson	1972-10-10	—	6077518762	—	0.94	Name re-cased Whitespace trimmed 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-56084	TPA	Mei Lee	1978-12-15	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-55917	TPA	Hiroshi S Black	1965-05-07	—	—	4931 Forest Ave, Mesa, AZ, 85267	0.94	Name re-cased 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-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-62206	TPA	Frances Morrison	2003-12-12	UHC-80015-75	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55800	TPA	Nathan Fernandez	1993-03-22	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61442	TPA	Maria Rojas	1943-08-21	—	5245561709	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60217	TPA	Lisa S Anderson	1951-12-09	—	—	2347 Market St, Jacksonville, FL, 32216	0.94	Name re-cased 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-61154	TPA	Diane S Moore	1940-11-02	—	4906470638	3407 Desert Sky Blvd, Chandler, AZ, 85296	0.94	Name re-cased Phone reformatted 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-52957	TPA	Madison Hamilton	1990-02-09	—	2217902733	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-50600	TPA	Eric Cole	1992-11-06	—	6123891797	360 Apache Blvd, Tempe, AZ, 85296	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51212	TPA	Joyce P Guerrero	1962-03-27	—	8584789486	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-55414	TPA	Jnice Cook	1946-04-28	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57267	TPA	Martha Hawins	2004-12-04	—	—	3240 Baseline Rd, Houston, TX, 77021	0.94	Name re-cased Whitespace trimmed 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-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-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-51414	TPA	Jacqueline Allen	1974-05-11	UHC-41153-69	—	7384 Palm Dr, Plano, TX, 75039	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63056	TPA	Valentina Duncan	2007-12-15	—	—	5071 Maple Ave, Minneapolis, MN, 55411	0.94	Name re-cased Whitespace trimmed 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-62981	TPA	Beverly Howell	1988-10-22	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62369	TPA	Sophiia Johnston	1970-05-28	—	—	5765 Grand Ave, Minneapolis, MN, 55415	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,750 rows, page 108 of 115Previous Next