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-56916	TPA	Albert Daniels	1952-03-03	—	7882228939	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-64224	TPA	Alexis Nunez	1962-05-04	—	—	9582 Grand Ave, Denver, CO, 80210	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63511	TPA	Susan Larson	1966-04-24	—	—	8213 Indian School Rd, Orlando, FL, 32859	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50280	TPA	Jesse Price	1961-07-28	UHC-05475-09	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54771	TPA	Cheryl Kennedy	1982-09-19	—	—	2547 Washington St, Plano, TX, 75005	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-59825	TPA	Brian Baarnes	1984-10-09	—	3054498682	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-52625	TPA	Beverly Burns	1959-10-10	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56433	TPA	Tyler Lawson	1985-04-24	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60554	TPA	Luis Hunt	1946-03-12	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51653	TPA	Frances E Jacobs	1986-09-08	—	4924269107	9439 Baseline Rd, Atlanta, GA, 30373	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-56003	TPA	Jerry Phillips	1959-10-23	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-60462	TPA	Barbara Hudson	1946-06-16	UHC-71415-88	—	3512 Forest Ave, Fresno, CA, 93747	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59894	TPA	Harold Richards	1970-10-06	—	—	8479 Maple Ave, Dallas, TX, 75234	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51551	TPA	Donald Hill	1968-09-21	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63850	TPA	Cynthia Martinez	1996-09-25	—	—	7315 Broadway, Gilbert, AZ, 85227	0.94	Name re-cased Address re-cased Placeholder values cleared
TPA-54296	TPA	Steven Grya	1969-07-02	—	6799746630	8064 Desert Sky Blvd, Orlando, FL, 32870	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-51723	TPA	Jennifer B Schmidt	1952-01-28	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-61407	TPA	Nathan Martinez	1945-12-01	—	3559719683	3649 Central Ave, Los Angeles, CA, 90099	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63478	TPA	Tony Johnston	2005-11-28	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57889	TPA	Nathna Cole	1958-07-27	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52462	TPA	Mark Vargas	1982-06-13	UHC-25967-45	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-58119	TPA	Michelle Kennedy	1949-05-17	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59818	TPA	Amber Fowler	1984-10-25	UHC-68507-34	4546446908	455 Ridge Rd, Eden Prairie, MN, 55372	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-55832	TPA	Tom Mendoza	2007-04-23	—	—	4060 Grand Ave, Eden Prairie, MN, 55393	0.94	Name re-cased Plan code upper-cased Placeholder values cleared
TPA-54579	TPA	Jack Black	1940-05-11	—	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-58485	TPA	Daniel Cunningham	1979-11-09	—	2894334179	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-62110	TPA	Heather Coleman	1943-07-03	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53046	TPA	Emma Santiago	1995-03-17	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56015	TPA	Stephanie Castillo	1999-07-09	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63935	TPA	Mark Turner	1980-05-22	UHC-78211-24	—	8779 Church St, Eden Prairie, MN, 55319	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-61083	TPA	Brittany Rose	2003-08-03	UHC-64681-45	—	8817 Canyon Rd, Tucson, AZ, 85723	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59337	TPA	Stephen Pena	1993-04-03	—	6589992950	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-62762	TPA	Daniel Silva	1985-06-21	—	—	8847 Valley View Dr, Phoenix, AZ, 85042	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51733	TPA	Albert Sanders	1943-07-28	UHC-97542-95	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56878	TPA	Ahmed L Meyer	1981-10-19	—	2555211062	5017 Canyon Rd, Miami, FL, 33130	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-60024	TPA	Wlliam Kelly	2007-10-22	UHC-90416-44	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55762	TPA	Anthony Johnston	1976-01-26	—	—	6353 Cedar Ln, Tampa, FL, 33619	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63886	TPA	Jason Banks	1980-09-01	—	7354221150	5769 Park Pl, Sacramento, CA, 95810	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-55583	TPA	Jacqueline K Simpson	1977-08-11	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59743	TPA	Sharon E Rose	2004-02-27	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52189	TPA	Rachel Wheeler	1970-12-18	—	7482758148	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-63135	TPA	Barbara Rodriguez	1954-04-20	UHC-58424-93	—	8259 Sage Ct, Phoenix, AZ, 85014	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52654	TPA	Larry Bowman	1973-10-22	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-56343	TPA	Helen Miller	1943-07-10	UHC-95414-30	8158995654	6351 Lake View Rd, Tucson, AZ, 85764	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-61032	TPA	Willie Simmons	1960-04-04	—	4342808770	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61142	TPA	Michael Cole	1958-07-12	—	—	4135 Washington St, Minneapolis, MN, 55477	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58924	TPA	Amy Bishop	1981-06-26	UHC-03676-75	—	599 Highland Ave, Tucson, AZ, 85718	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-59967	TPA	Willie Gomez	1950-08-17	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54459	TPA	Charles Rice	1953-09-09	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58637	TPA	Peter Franklin	1976-07-04	UHC-08797-98	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,750 rows, page 104 of 115Previous Next