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-63952	TPA	Sarah Cook	2000-11-01	—	—	103 Grand Ave, Dallas, TX, 75219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52718	TPA	Michelle Nelsno	1947-08-08	—	—	2704 Lincoln Way, Nashville, TN, 37286	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-59873	TPA	Zachary George	1982-02-19	—	—	8626 Ridge Rd, Seattle, WA, 98123	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51749	TPA	Jeremy Snyder	1997-11-27	—	—	4178 Park Pl, Jacksonville, FL, 32209	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50586	TPA	Catherine Ellis	1939-12-19	—	7513768712	3991 Park Pl, Chandler, AZ, 85202	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55619	TPA	Bradley W Bradley	1955-04-08	UHC-50612-81	—	4906 Lake View Rd, Los Angeles, CA, 90017	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56021	TPA	Priya Williams	2001-04-12	—	—	7123 Ocean Ave, Glendale, AZ, 85372	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54005	TPA	Megan Meyer	1945-04-12	—	—	4769 Park Pl, Atlanta, GA, 30330	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54004	TPA	Megan Meyer	1945-04-12	—	—	4769 Park Pl, Atlanta, GA, 30330	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52450	TPA	Harold Little	1943-05-17	—	—	298 Mountain View Dr, Austin, TX, 78782	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52451	TPA	Harold Little	1943-05-17	—	—	298 Mountain View Dr, Austin, TX, 78782	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59636	TPA	Bevrely Vasquez	—	UHC-14586-30	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-63195	TPA	Brenda Henderson	1966-09-27	UHC-12811-60	—	4171 Ridge Rd, Plano, TX, 75050	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57626	TPA	Adam Dunn	2005-09-13	—	9466266907	232 Lincoln Way, Atlanta, GA, 30366	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
TPA-57625	TPA	Adam Dunn	2005-09-13	—	9466266907	232 Lincoln Way, Atlanta, GA, 30366	0.80	Name re-cased Email lower-cased Gender normalised Whitespace trimmed
TPA-60794	TPA	Abigail Luna	1940-11-08	UHC-74464-69	—	4651 Hillcrest Rd, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-51483	TPA	Theresa Phillips	1968-10-22	UHC-72370-07	—	7237 Church St, San Antonio, TX, 78251	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50582	TPA	Mateo Weaver	1952-04-01	UHC-06209-31	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
TPA-52712	TPA	Luis Porter	2006-06-17	—	6658578571	2013 Lake View Rd, Jacksonville, FL, 32286	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
TPA-62808	TPA	Helen Bishop	1992-01-16	—	—	1149 Forest Ave, Chandler, AZ, 85253	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62925	TPA	Amy Bryant	1959-06-18	—	5296876883	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54600	TPA	Austin Herrera	2002-09-12	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58272	TPA	Russell Luna	1991-11-16	—	—	3367 Elm St, Columbus, OH, 43218	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52489	TPA	Stephen Chavez	1993-06-01	—	—	3236 Jefferson Ave, San Antonio, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-63989	TPA	Jason S Bailey	1938-02-16	UHC-32640-85	—	4995 Harbor Blvd, Minneapolis, MN, 55463	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51285	TPA	Yuki White	—	—	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-56580	TPA	Stephen Nichols	1945-05-04	—	—	3615 Sunset Blvd, Los Angeles, CA, 90038	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-58719	TPA	Roger Ferguson	1960-04-12	UHC-15165-36	—	4199 Church St, Glendale, AZ, 85349	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-52456	TPA	Raymond Burns	1943-08-03	—	—	2658 Hillcrest Rd, Austin, TX, 78700	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60963	TPA	Jesse N Dunn	1939-01-26	—	4098322813	7126 Sage Ct, Phoenix, AZ, 85029	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-59280	TPA	Scott Hansen	1943-04-11	—	3289783314	212 Meadow Ln, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
TPA-62153	TPA	Emma X Diaz	1978-08-04	—	2024759767	3374 Spring St, Fresno, CA, 93773	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53546	TPA	Stephanie Ryan	1999-09-22	—	3037525432	4072 Market St, Miami, FL, 33185	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
TPA-56470	TPA	Mariana Z Luna	1951-12-20	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-55167	TPA	Amy Wong	1962-10-13	—	—	336 Market St, Chandler, AZ, 85254	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-63179	TPA	Jeffrey Cox	1998-05-27	—	—	2169 Desert Sky Blvd, Sacramento, CA, 95842	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61393	TPA	Robert Guerrero	1947-06-24	—	—	8843 Ocean Ave, Seattle, WA, 98184	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50216	TPA	Lawrence Lawrence	1958-03-28	UHC-77463-23	—	8284 Palm Dr, Tempe, AZ, 85286	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54098	TPA	Teresa U Greene	1966-10-05	—	8096719727	6237 Oak St, San Diego, CA, 92178	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-60557	TPA	Danielle Lee	1963-06-15	—	—	5751 Desert Sky Blvd, Dallas, TX, 75213	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62642	TPA	Nancy G Harvey	1994-03-19	—	—	4513 Palm Dr, San Diego, CA, 92169	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51094	TPA	Jacob Wilson	1964-02-09	UHC-87096-71	—	1598 Lincoln Way, Atlanta, GA, 30322	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
TPA-52148	TPA	Cerlos Lawrence	1949-08-04	—	3884900900	9012 Mesa Dr # 931, Plano, TX, 75035	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-55319	TPA	Greg Moreno	1991-02-06	—	2103692644	2887 Apache Blvd, Fresno, CA, 93727	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-54091	TPA	Sophai I Jenkins	1960-06-23	—	6293895354	1604 River Rd, Orlando, FL, 32822	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57437	TPA	Andrea Casitllo	1989-08-21	—	—	6085 Camelback Rd, Phoenix, AZ, 85044	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63009	TPA	Austin Rogers	—	—	—	7743 Sage Ct, San Antonio, TX, 78273	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-61133	TPA	Billy Peterson	1983-03-22	UHC-37115-86	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-56981	TPA	Noah Castro	1985-09-07	—	—	5592 Apache Blvd, Tempe, AZ, 85266	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61579	TPA	Samantha Morris	2004-09-22	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared

5,750 rows, page 78 of 115Previous Next