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-55638	TPA	Charlotte E Wasshington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-59364	TPA	Jacqueline Berry	1949-03-17	—	4818094928	1043 Ocean Ave, Jacksonville, FL, 32201	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-53686	TPA	Ahmed H Wagner	1981-01-01	—	3142204944	212 Bayshore Dr # 636, Seattle, WA, 98121	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-59291	TPA	Denise Riley	1990-08-11	UHC-76596-67	—	4126 Bayshore Dr, Minneapolis, MN, 55435	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-52243	TPA	Carlo Fisher	1991-11-18	—	8314067611	5545 Park Pl, Scottsdale, AZ, 85285	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51750	TPA	Diego Washington	1945-11-12	—	—	7030 Willow Ct, San Diego, CA, 92111	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56429	TPA	Mason Weaver	1946-08-27	—	—	248 Palm Dr, Fresno, CA, 93706	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56010	TPA	Anthony Palmer	1953-06-21	—	6407435110	867 Elm St, Fresno, CA, 93755	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54141	TPA	Camila Nelson	1997-01-14	—	6132771924	1110 Sunset Blvd, Fresno, CA, 93747	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58876	TPA	Frank Lynch	1946-11-05	—	—	3708 Apache Blvd, Scottsdale, AZ, 85215	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52963	TPA	Gloria Nichols	1998-05-17	UHC-58730-81	4856129268	328 Willow Ct, Dallas, TX, 75202	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-51970	TPA	Heather Griffin	1987-08-11	—	—	8521 Palm Dr, Jacksonville, FL, 32278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56172	TPA	Kayla Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.78	Name re-cased City re-cased Gender normalised Plan code upper-cased+1 more
TPA-57601	TPA	Willie C Elliott	1943-01-20	—	—	9782 Ridge Rd, Tempe, AZ, 85289	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50022	TPA	Andrea Murphy	1945-01-09	—	—	3741 Spring St, Atlanta, GA, 30350	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50810	TPA	Jake Holmes	1993-04-12	—	—	9299 Apache Blvd, Austin, TX, 78764	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56859	TPA	Austin Johnson	2008-01-03	UHC-23041-70	3726102415	517 Mountain View Dr, Minneapolis, MN, 55440	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52944	TPA	Barbara Valdez	1962-04-05	UHC-84229-95	4492352839	2787 Church St, Houston, TX, 77031	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51444	TPA	Brruce Schultz	1995-08-09	—	7342515216	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50204	TPA	Carol Price	1952-02-15	—	8587886015	288 Mountain View Dr, Seattle, WA, 98167	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62252	TPA	Adam Webb	1998-12-15	—	—	8448 Meadow Ln, Seattle, WA, 98191	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62772	TPA	Janice Rose	1962-07-21	—	—	4623 Highland Ave, Chandler, AZ, 85234	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52154	TPA	Jason Delgado	1978-09-17	—	5004984982	3835 Spring St, Jacksonville, FL, 32294	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57072	TPA	Charles Marshall	1967-01-01	—	—	8778 Valley View Dr, San Antonio, TX, 78208	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63764	TPA	Shirley Lee	1955-01-13	UHC-46809-42	—	429 Camelback Rd, Chandler, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58582	TPA	Pamela Cunningham	1960-12-24	UHC-98605-98	8125987531	8681 Washington St, Scottsdale, AZ, 85294	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52327	TPA	Diana Hill	1999-04-05	—	8165362298	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50439	TPA	Justin Ortiz	1956-12-05	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-61029	TPA	Mark Weber	2004-03-02	—	—	7694 Central Ave, Scottsdale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-56018	TPA	Ryan Harvey	1976-06-26	UHC-08814-34	—	5411 Harbor Blvd, Mesa, AZ, 85272	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56204	TPA	Elijah Hudson	1967-07-17	—	—	4748 Apache Blvd, Nashville, TN, 37226	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60055	TPA	Dorotthy Price	2007-01-05	—	6098274604	1418 Sunset Blvd, San Diego, CA, 92153	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64432	TPA	Randy Riley	1975-07-01	UHC-06936-55	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
TPA-57648	TPA	Judith Castro	1946-06-18	—	3389249418	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-59445	TPA	Noah Torres	1979-09-16	—	—	2460 Grand Ave, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56635	TPA	Albert Hall	1981-10-24	—	—	8750 Central Ave, Tampa, FL, 33654	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-62736	TPA	Sandra B Stewart	1956-07-25	—	8257557553	7198 Harbor Blvd, Seattle, WA, 98140	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50651	TPA	Kimbberly Russell	1995-05-06	—	3322823386	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-55963	TPA	Stephen Miller	1973-09-12	—	—	800 Central Ave, Sacramento, CA, 95811	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62042	TPA	Olivia Lynch	1991-07-18	—	—	4811 Central Ave, Dallas, TX, 75243	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53948	TPA	Anthony Jackson	1943-11-05	—	9219517579	561 Main St, Los Angeles, CA, 90035	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50831	TPA	Sfoia P Jons	1996-10-20	—	2274115717	8631 Spring St, Miami, FL, 33139	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63926	TPA	Racehl Payne	1938-01-01	—	4677273440	6669 Ocean Ave, Orlando, FL, 32838	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61488	TPA	Lucia Alvarado	2005-01-16	—	—	1364 Palm Dr, Jacksonville, FL, 32284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55204	TPA	Tyler Ward	1972-08-16	—	—	421 Church St, Miami, FL, 33153	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50385	TPA	Crl Obrien	1976-10-12	—	—	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Whitespace trimmed+1 more
TPA-56908	TPA	Christina W Pierce	1964-06-24	—	—	4130 Maple Ave, Los Angeles, CA, 90060	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50259	TPA	Donald Morris	1942-04-15	—	—	8022 Elm St, San Antonio, TX, 78268	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63036	TPA	Carol Turner	1988-06-04	—	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-64010	TPA	Charlotte Jacobs	1947-07-01	—	—	2840 Cedar Ln, Scottsdale, AZ, 85266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,750 rows, page 70 of 115Previous Next