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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420013	CLM	Terry Burns	1971-09-12	UHC-17911-64	—	8343 Main St, Tampa, FL, 33601	0.62	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-430795	CLM	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.62	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405999	CLM	Wayne Santos	1967-08-04	—	—	9077 Lake View Rd, Nashville, TN, 37234	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-400826	CLM	Donald Morrison	1970-11-26	—	—	6285 Park Pl, Denver, CO, 80283	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-409372	CLM	Gerald Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-420937	CLM	Judith N Soto	1995-03-06	—	—	580 Jefferson Ave, San Antonio, TX, 78224	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-428763	CLM	Elizabeth Roose	2006-10-22	UHC-27150-81	—	4365 Baseline Rd, San Antonio, TX, 78235	0.62	Name re-cased Phone missing area code City re-cased State code upper-cased+3 more
CLM-406720	CLM	Martha Parker	1947-12-24	—	—	9880 Forest Ave, Phoenix, AZ, 85095	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-425894	CLM	Samantha Murphy	1977-09-03	—	—	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-409933	CLM	Jeffrey Collins	1963-05-16	—	—	3872 Mountain View Dr, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-416353	CLM	Bruce Phillips	1989-05-28	UHC-32256-98	—	5407 Hillcrest Rd, Las Vegas, NV, 89110	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-425717	CLM	Teresa Fisher	1959-04-26	—	—	5150 Main St, Scottsdale, AZ, 85299	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-415501	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	—	2824 Valley View Dr, Jacksonville, FL, 32252	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-403324	CLM	Helen Snyder	1982-06-03	UHC-87519-98	—	455 Grand Ave, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-405592	CLM	Rachel Hansen	1985-08-15	—	—	2713 Sunset Blvd, Gilbert, AZ, 85244	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-403472	CLM	Andrea K Scott	1947-02-12	UHC-70977-09	—	4760 Mesa Dr, Glendale, AZ, 85348	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-430970	CLM	Sharon Webb	1974-10-26	UHC-86487-27	—	6290 Cedar Ln, Denver, CO, 80269	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-422108	CLM	Megan Park	1948-12-04	—	—	3187 Maple Ave, Seattle, WA, 98184	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-423100	CLM	Arthur Jimenez	2001-02-01	UHC-75581-43	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427082	CLM	Sofia Andrews	1996-02-17	UHC-65628-97	—	377 Spring St, Charlotte, NC, 28218	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410751	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St, Mesa, AZ, 85283	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420350	CLM	Helen Wright	1968-04-24	—	—	1666 Sunset Blvd, Phoenix, AZ, 85019	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-408337	CLM	Gary Q West	1998-01-17	UHC-19798-12	—	6358 Ocean Ave, Columbus, OH, 43278	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-408601	CLM	Arthur Lucas	1983-09-11	UHC-03901-28	—	2547 Ocean Ave, Nashville, TN, 37228	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427390	CLM	Elijah Wood	1984-09-24	UHC-55725-25	—	3073 Main St, Scottsdale, AZ, 85282	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-410755	CLM	Mateo Cook	—	UHC-41125-17	—	—	0.64	Name re-cased Date of birth missing Phone missing area code Member ID reformatted+2 more
CLM-423911	CLM	Russell Ward	1968-09-05	UHC-88290-82	—	1653 Maple Ave, Glendale, AZ, 85323	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-404619	CLM	Christopher Mendez	1967-07-10	UHC-51704-12	—	2371 Union St, Gilbert, AZ	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
CLM-430318	CLM	Ethan Peters	1971-06-14	UHC-28291-35	—	4909 Meadow Ln, Seattle, WA, 98152	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-413981	CLM	Kayla H Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-425629	CLM	Lius Green	1964-04-24	UHC-57723-18	—	873 Indian School Rd, Fresno, CA, 93783	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-402881	CLM	Eugene Tran	1985-09-05	UHC-63592-24	—	7045 Forest Ave, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-409010	CLM	Jennifer Scott	1999-04-26	—	—	4552 Apache Blvd, Plano, TX, 75006	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
CLM-429401	CLM	Terry Z Fernandez	1991-06-18	UHC-71155-96	—	2920 Pine Dr, Atlanta, GA, 30330	0.64	Date of birth reformatted Phone missing area code Member ID reformatted State code upper-cased+2 more
CLM-423879	CLM	Diane Austn	1955-11-21	UHC-03189-68	—	2127 Maple Ave, Eden Prairie, MN, 55302	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-413821	CLM	Logan T Phillips	1962-04-09	UHC-41116-08	—	2237 Market St, Seattle, WA, 98118	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-417946	CLM	Kevin Cunningham	1962-09-09	—	—	9629 Cedar Ln, Gilbert, AZ, 85264	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-410879	CLM	Knight Ryan	1952-11-19	UHC-97617-12	—	—	0.64	Name re-cased Date of birth reformatted Phone missing area code Gender normalised+2 more
CLM-428410	CLM	Luaren K Phillips	1966-01-01	UHC-19206-41	—	8819 Sunset Blvd, Seattle, WA, 98177	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-413927	CLM	Sean Tucker	1984-10-08	—	—	4906 Sage Ct, Gilbert, AZ, 85263	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-421490	CLM	Eugene Diaz	2001-07-02	UHC-33392-38	—	6968 Main St, Atlanta, GA, 30367	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427685	CLM	Jesse Peterson	1963-11-24	—	—	3424 Maple Ave, Los Angeles, CA, 90098	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-425517	CLM	Grace Garza	1949-03-05	—	—	63 Elm St, Scottsdale, AZ, 85201	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-423351	CLM	Martha Z Elliott	1939-10-21	UHC-66010-71	—	2668 Ridge Rd, Orlando, FL, 32809	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-422819	CLM	Kathleen Fowler	2000-06-27	—	—	6825 Canyon Rd, Minneapolis, MN, 55499	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429959	CLM	Jerry Dean	1977-11-14	—	—	5719 Lincoln Way, Charlotte, NC	0.64	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
CLM-431164	CLM	Rachel Walker	1993-07-16	UHC-21829-60	—	5745 Willow Ct, Denver, CO, 80251	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-430851	CLM	Gabriel Snyder	1939-07-15	—	—	3508 Broadway, Miami, FL	0.64	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-414294	CLM	Camila I Ortiz	2008-06-21	—	—	8674 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone missing area code City re-cased ZIP missing+2 more
CLM-408460	CLM	Brenda Garrett	1985-09-28	—	—	3668 Ridge Rd, Phoenix, AZ, 85018	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more

505 rows, page 5 of 11Previous Next