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

Claims, 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
CLM-401875	CLM	Michael Harrison	1939-02-25	UHC-19556-29	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403488	CLM	Camila Olson	1938-06-17	UHC-51240-43	—	5990 Camelback Rd, Denver, CO, 80272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-419508	CLM	Ed P Montgomery	1953-05-27	UHC-32912-54	3934556474	1759 Camelback Rd, Fresno, CA, 93732	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-426818	CLM	Staphanie G Ward	1961-08-16	—	3893373742	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424589	CLM	Janice Jordan	1966-03-24	UHC-98712-15	—	774 Washington St, Nashville, TN, 37275	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424833	CLM	Joe Weaver	1989-10-27	—	—	7990 Jefferson Ave # 528, San Antonio, TX, 78245	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-413367	CLM	Rachel Marshall	1988-03-07	—	—	8677 Washington St, Gilbert, AZ, 85214	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402066	CLM	Mateo Carter	1973-08-09	UHC-96895-88	—	2383 Baseline Rd, Seattle, WA, 98132	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411616	CLM	Stephanie Lawson	—	UHC-93269-70	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-415140	CLM	Duoglas Baker	1971-02-25	—	7637732073	—	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
CLM-415887	CLM	Alice Brooks	1944-01-01	UHC-94428-70	—	1211 Lincoln Way, Atlanta, GA, 30398	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-413090	CLM	Natalie L Elliott	1978-11-20	UHC-09220-55	—	6038 Desert Sky Blvd, Miami, FL, 33177	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402667	CLM	Gray Ryan	1948-02-13	UHC-57701-74	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411466	CLM	Nicole K Elliott	1954-07-08	UHC-60817-81	—	2392 Spring St, Tucson, AZ, 85744	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
CLM-402560	CLM	Joshua Lane	2008-08-05	UHC-48874-40	—	3732 Maple Ave, Sacramento, CA, 95899	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-429838	CLM	Rachel Taylor	2001-03-12	—	4766929842	5103 Indian School Rd # 560, Atlanta, GA, 30347	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-422072	CLM	Elizabeth A Garza	2006-09-21	UHC-52036-07	2866960785	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413639	CLM	Maggie Taylor	2005-06-28	UHC-01930-43	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412797	CLM	Amanda Aguilar	1999-07-14	UHC-57660-55	—	4164 Broadway, Tampa, FL	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-406848	CLM	Abby Mason	2003-07-27	—	—	4544 Forest Ave, Jacksonville, FL, 32234	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429945	CLM	Joshua Y Hamilton	1988-05-22	UHC-67263-28	2073495742	56 Baseline Rd, Plano, TX, 75083	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-406073	CLM	Amy Morris	1950-01-21	UHC-22208-49	—	9661 Broadway, Minneapolis, MN	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-421616	CLM	Victoria Fields	1943-08-20	—	—	4522 Mesa Dr, Minneapolis, MN, 55473	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427135	CLM	Deborah Holmas	1955-02-13	UHC-69891-65	—	4331 Grand Ave, Nashville, TN, 37236	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405842	CLM	Frances Moore	2006-04-19	UHC-19353-75	—	5127 Baseline Rd # 877, Sacramento, CA, 95828	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-417790	CLM	Wayne Simpson	1996-12-17	—	—	1873 Ridge Rd, Chandler, AZ, 85208	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418862	CLM	Arthur Greene	1988-06-27	UHC-95001-21	9006830550	5078 Indian School Rd, Miami, FL, 33106	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411167	CLM	Jose Morrison	—	—	6242312131	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-431442	CLM	Emily Henderson	1966-08-08	—	8598035084	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-406491	CLM	Chris L Johnson	1960-01-06	—	6145329270	6104 Camelback Rd, Atlanta, GA, 30366	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-416643	CLM	Howerd Susan	1985-08-06	—	4784911931	6781 Forest Ave, Phoenix, AZ, 85059	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430125	CLM	Mariana C Nelson	1967-03-19	—	—	3855 Cedar Ln, Charlotte, NC, 28228	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428347	CLM	Christian A Mejia	1997-12-24	UHC-16395-85	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-426856	CLM	Larry Singh	2004-07-15	UHC-55360-97	—	3589 Main St, Los Angeles, CA	0.80	Name re-cased City re-cased ZIP missing Placeholder values cleared
CLM-414560	CLM	Jessica Walsh	1995-02-19	—	—	754 Harbor Blvd, Jacksonville, FL, 32290	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
CLM-411773	CLM	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-427648	CLM	Margaret Jensen	1955-12-27	—	—	8046 Sunset Blvd, Glendale, AZ, 85323	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-404665	CLM	Shirley Gomez	1997-05-20	UHC-68219-95	—	4826 Bayshore Dr, Glendale, AZ, 85383	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430573	CLM	Ruth Sanchez	1996-05-14	—	—	2653 Elm St, Columbus, OH, 43298	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-418398	CLM	Joshua Mldonado	1951-11-07	UHC-45475-17	5062740738	—	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-409485	CLM	Margaret Stone	1979-11-12	UHC-82032-35	—	5524 Pine Dr, Plano, TX, 75014	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418195	CLM	Peter Santiago	1962-08-17	—	—	8587 Valley View Dr, Eden Prairie, MN, 55337	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-426142	CLM	Terry Burns	1948-12-24	—	8913826248	3680 Ridge Rd, Dallas, TX, 75211	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-421514	CLM	Joe Stewart	1953-02-11	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-428666	CLM	Vincent Jordan	1980-03-11	UHC-23949-87	—	105 Lincoln Way, Tempe, AZ, 85219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412412	CLM	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-420689	CLM	Willie Robertson	1987-06-12	UHC-05897-83	—	7625 Union St, Fresno, CA, 93760	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411691	CLM	Emily Guzman	—	UHC-12345-16	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-415040	CLM	Danielle F Kelley	2003-01-07	—	9042489215	3285 Forest Ave, Fresno, CA, 93715	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427105	CLM	Lori Burke	1960-03-14	UHC-84726-80	9582986080	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared

13,120 rows, page 158 of 263Previous Next