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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424183	CLM	Michelle X Elliott	1945-01-28	UHC-58397-47	9889362333	3489 Highland Ave, Fresno, CA, 93701	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424184	CLM	Michelle X Elliott	1945-01-28	UHC-58397-47	9889362333	3489 Highland Ave, Fresno, CA, 93701	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405875	CLM	Evelyn Chavez	1955-01-09	UHC-31235-11	—	6106 Maple Ave, Nashville, TN, 37275	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-416478	CLM	Jean Lynnch	1996-12-23	UHC-03327-17	7358644371	5840 Spring St, Sacramento, CA, 95860	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-421652	CLM	Mark Washington	2006-12-27	—	—	8968 Willow Ct, Miami, FL, 33173	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406577	CLM	Kevin Boyd	2007-02-20	UHC-41277-68	4229242477	9379 Ridge Rd, Columbus, OH, 43253	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-432604	CLM	Kenneth Day	2008-07-12	UHC-80408-04	—	8020 Main St, Fresno, CA, 93787	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418451	CLM	Bradley Powell	1988-12-02	—	—	5426 Camelback Rd, Plano, TX, 75059	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420348	CLM	Evelyn Ramos	1989-05-05	—	6395603325	8644 Elm St, Plano, TX, 75019	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420136	CLM	Alexander Patterson	1965-06-14	UHC-10024-45	—	5599 Desert Sky Blvd, Glendale, AZ, 85346	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426448	CLM	Mason Z Jacobs	1988-12-28	—	3407729815	4277 River Rd # 316, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401815	CLM	Theresa Fowler	1979-04-14	—	—	6465 Broadway, Las Vegas, NV, 89188	0.76	Name re-cased Address re-cased City re-cased Gender normalised+2 more
CLM-419343	CLM	Jermey Gomez	1972-08-09	UHC-62554-77	6076441297	5315 Mesa Dr, Minneapolis, MN, 55462	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425216	CLM	Gary Delgado	1945-02-08	UHC-93041-31	—	8879 Valley View Dr, Fresno, CA, 93767	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-403241	CLM	Keith Cunningham	1962-05-22	UHC-21738-50	—	6316 Central Ave, Charlotte, NC, 28224	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-408352	CLM	Jack Williams	1945-08-05	UHC-49650-74	—	9245 Jefferson Ave, Nashville, TN, 37298	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417983	CLM	Christine Delgado	1941-08-20	UHC-74487-51	4209125213	6732 Elm St, Jacksonville, FL, 32237	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432706	CLM	Patrick Wells	1969-09-19	UHC-81827-11	—	8113 Church St, Nashville, TN, 37297	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-419432	CLM	Bobby Stewart	1957-03-15	—	—	133 Indian School Rd, Eden Prairie, MN, 55392	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-410887	CLM	Mateo Tucker	1949-09-09	—	—	2107 Bayshore Dr, Los Angeles, CA, 90018	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410886	CLM	Mateo Tucker	1949-09-09	—	—	2107 Bayshore Dr, Los Angeles, CA, 90018	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408933	CLM	Justin Bradley	2007-11-10	—	—	7735 Elm St, Scottsdale, AZ, 85225	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-426922	CLM	Gerald Hall	2000-02-25	UHC-53140-85	7916296845	4643 Sage Ct, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416952	CLM	Elijah Richardson	1951-04-02	—	8383667294	3875 Park Pl, Orlando, FL, 32864	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-403446	CLM	Stephen Padilla	1969-10-28	UHC-67817-88	2019169952	7260 Washington St, Scottsdale, AZ, 85255	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402170	CLM	Kathryn Stone	1968-08-16	UHC-92523-76	—	428 Central Ave, Eden Prairie, MN, 55304	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409310	CLM	Cheryl Kelly	1972-12-28	—	—	701 Valley View Dr, Las Vegas, NV, 89103	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427519	CLM	Emma Diaz	1979-08-04	UHC-52882-72	—	3374 Spring St, Fresno, CA, 93773	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428533	CLM	Richard Tran	1938-07-21	—	—	7877 Oak St, Plano, TX, 75003	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411902	CLM	Robert Bennett	2005-04-06	UHC-32983-28	4747754371	1054 Baseline Rd, Tampa, FL, 33687	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421389	CLM	Theresa Pena	2007-12-11	—	5299378500	3868 Sunset Blvd, Tempe, AZ, 85271	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406585	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd Apt 22, Los Angeles, CA, 90020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-427040	CLM	Chrristina Lynch	1942-03-08	—	5424481134	8964 Maple Ave, Charlotte, NC, 28230	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419562	CLM	Mary Lewis	1964-12-11	—	9214738912	801 Highland Ave Apt 29, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-400721	CLM	Gary O Arnold	1996-08-01	UHC-90858-30	—	4541 Baseline Rd, Dallas, TX, 75246	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409363	CLM	Sandra I Sandoval	1973-09-20	UHC-77343-46	—	3146 Indian School Rd, Tucson, AZ, 85793	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403251	CLM	Jack Fisher	1998-07-20	—	—	2171 Mountain View Dr, Charlotte, NC	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-431441	CLM	Stephen A Lee	1999-04-28	—	—	4004 Maple Ave, Columbus, OH, 43249	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427839	CLM	Patricia Z Lawson	1963-01-04	UHC-61632-44	—	2289 Broadway, San Antonio, TX, 78251	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted City re-cased+2 more
CLM-408713	CLM	Carlos Li	1979-07-08	—	9654796057	8294 Grand Ave, Jacksonville, FL, 32266	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402659	CLM	Nathan M McCoy	1970-12-06	—	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419463	CLM	Gerald A Rios	1976-08-18	UHC-08945-22	4202731541	8925 Market St, Mesa, AZ, 85253	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-406355	CLM	Alexis Robinson	1959-01-05	—	9708331418	8248 Cedar Ln, Minneapolis, MN, 55433	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403441	CLM	Mei Mitchell	1976-02-19	—	6125163897	3051 Camelback Rd, Seattle, WA	0.76	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-421688	CLM	Jonathan Murphy	1988-04-25	UHC-59517-51	—	1540 Canyon Rd, Mesa, AZ, 85299	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418772	CLM	Juan Lane	1965-04-02	UHC-46484-18	7112893968	7809 Lake View Rd, Mesa, AZ, 85200	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416086	CLM	Arjun Harris	1953-10-27	—	5147573995	777 Lake View Rd, Eden Prairie, MN, 55398	0.76	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
CLM-426806	CLM	Jessica Williamson	1963-09-19	—	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-403907	CLM	Dorothy Clark	1989-03-13	UHC-97273-05	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-412439	CLM	Bruce J Gilbbert	1999-12-14	UHC-15741-39	—	—	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more

18,771 rows, page 145 of 376Previous Next