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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428446	CLM	Michael K Holmes	1999-05-15	—	—	6651 Broadway, Dallas, TX, 75263	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-412548	CLM	Rachel D Coleman	1949-10-19	—	—	935 Meadow Ln Apt 14, Atlanta, GA, 30376	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-429043	CLM	Raymond Mason	1997-01-09	—	—	2597 Mountain View Dr, Austin, TX, 78747	0.54	Name split from “Last, First”SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431970	CLM	John Wood	1978-07-17	UHC-22176-71	6953917643	2517 Park Pl, Mesa, AZ, 85213	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404469	CLM	Jesse Santos	1981-06-19	UHC-21978-49	—	8431 Palm Dr, Phoenix, AZ, 85086	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425288	CLM	Ana Banks	1964-10-09	UHC-54583-90	6217960533	2552 Union St, Houston, TX, 77045	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417410	CLM	Robert M Soto	1978-02-19	—	5966517237	1690 Church St, Miami, FL, 33132	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-403502	CLM	Lori Duncan	1965-10-18	UHC-77386-40	—	2740 Oak St, Plano, TX, 75093	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410152	CLM	Henry I Hunter	—	UHC-15194-32	—	—	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
CLM-429646	CLM	Megan Garrett	1944-02-14	UHC-79469-26	—	3207 Cedar Ln, Los Angeles, CA, 90037	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-422545	CLM	Edward Dunn	—	UHC-83791-65	—	4734 Cedar Ln, Los Angeles, CA, 90061	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
CLM-407677	CLM	Peter Kelly	—	UHC-28833-25	5439815708	—	0.56	Name split from “Last, First”Date of birth unreadable Gender normalised Placeholder values cleared
CLM-424393	CLM	Joyce Sandoval	1952-02-20	—	—	8989 Spring St, Chandler, AZ, 85224	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
CLM-413028	CLM	Peterson Marilyn	1942-12-11	UHC-78588-21	—	2853 River Rd, Phoenix, AZ, 85070	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-403649	CLM	Becky Q Williams	1972-11-15	UHC-01047-48	—	5115 Elm St, Dallas, TX	0.56	Name split from “Last, First”Phone missing area code ZIP missing Placeholder values cleared
CLM-404181	CLM	Christina Austin	1968-05-12	UHC-18686-11	—	1879 Forest Ave # 652, Orlando, FL, 32880	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
CLM-422424	CLM	Judy A Carroll	2006-05-24	UHC-24401-98	—	2492 Mountain View Dr, San Diego, CA, 92157	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-432616	CLM	Ann Lewis	1960-10-11	UHC-05814-43	—	7741 Mesa Dr Apt 10, Tampa, FL, 33681	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-403071	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
CLM-431152	CLM	Jordan Munoz	2007-05-27	—	—	4852 Mountain View Dr, Mesa, AZ, 85211	0.56	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-420412	CLM	Jason Espinoza	1959-09-06	UHC-11220-61	—	7502 Central Ave, Miami, FL, 33109	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Placeholder values cleared
CLM-422635	CLM	Juan Banks	1967-11-12	UHC-97584-08	—	9425 Mesa Dr, Fresno, CA, 93762	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
CLM-427661	CLM	Mason Hamilton	1988-11-25	UHC-38301-28	—	3651 Ocean Ave, Gilbert, AZ	0.56	Name split from “Last, First”ZIP missing Gender normalised Placeholder values cleared
CLM-408141	CLM	Elizabeth Edwards	2004-12-03	UHC-73277-83	—	2881 Bayshore Dr Apt 6, Phoenix, AZ, 85007	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
CLM-428824	CLM	Dennis J Hoffman	—	UHC-46207-75	4645087927	1521 Market St, Los Angeles, CA, 90089	0.56	Name split from “Last, First”Date of birth missing Gender normalised Placeholder values cleared
CLM-419048	CLM	David Yang	1991-09-02	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-421115	CLM	Kathryn Gutierrez	2000-11-17	UHC-77738-19	2853333842	1505 Palm Dr, Austin, TX, 78744	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
CLM-419422	CLM	Sharon Sanchez	1996-03-09	UHC-45305-19	—	6949 Canyon Rd, Tempe, AZ, 85271	0.56	Name split from “Last, First”ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-404140	CLM	Willie Schmidt	1942-05-12	UHC-28576-15	—	446 Maple Ave, Houston, TX, 77030	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Placeholder values cleared
CLM-414907	CLM	Emma Weaver	1980-08-25	UHC-92616-38	—	5025 Lincoln Way, Jacksonville, FL, 32265	0.56	Name split from “Last, First”State name converted to code Gender normalised Plan code upper-cased
CLM-413520	CLM	Fatima R Cole	—	UHC-66662-64	—	675 Grand Ave, Phoenix, AZ, 85095	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Placeholder values cleared
CLM-419354	CLM	Gary T Armstrong	1941-03-11	UHC-04189-51	7196045435	751 Spring St, Austin, TX, 78761	0.56	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised
CLM-412160	CLM	Ben Rice	2001-11-22	UHC-00900-40	8745265526	5390 Baseline Rd, Los Angeles, CA, 90059	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-410160	CLM	Austin Schmidt	1973-01-04	UHC-91220-48	4272960862	6057 Palm Dr, Gilbert, AZ, 85286	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-430092	CLM	Yuki Spencer	1939-06-28	UHC-90438-72	—	1176 Ocean Ave, Miami, FL, 33186	0.58	Name split from “Last, First”Two-digit birth year State name converted to code
CLM-404961	CLM	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-406760	CLM	Alexis Fernanedz	1944-09-25	UHC-19671-72	—	4367 Valley View Dr, Scottsdale, AZ, 85267	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-421726	CLM	Mason Garrett	2005-06-06	UHC-88787-58	8725199267	6530 Bayshore Dr, Nashville, TN, 37281	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431978	CLM	Jeffrey Grant	1983-09-13	UHC-11675-92	—	8815 Oak St, Eden Prairie, MN, 55300	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-402225	CLM	Kimberly Morris	1946-08-16	—	5087299329	3790 River Rd, Tucson, AZ, 85792	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409481	CLM	Debra Hudson	1982-09-01	UHC-08197-24	6892359102	2184 Desert Sky Blvd, Jacksonville, FL, 32230	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423745	CLM	Andrew Cooper	2001-09-24	UHC-10821-69	—	8838 Jefferson Ave, Nashville, TN, 37263	0.60	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-409429	CLM	Nancy Carr	1992-05-05	—	8036753461	8493 Oak St, Seattle, WA, 98158	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431855	CLM	Mateo Ortiz	1968-01-20	—	7104053784	9079 Grand Ave, Austin, TX, 78791	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427717	CLM	Daviid D Griffin	1958-07-13	—	5072899222	9704 Forest Ave, Scottsdale, AZ, 85264	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401431	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-422983	CLM	Omar Schultz	1966-11-10	UHC-58276-63	7174056945	6554 Park Pl, Austin, TX, 78727	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-429016	CLM	Brenda P Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427773	CLM	Christine Valdez	1969-03-12	UHC-20572-11	—	8031 Union St, Houston, TX, 77012	0.60	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-403910	CLM	Sofia Jones	2001-11-04	—	9017350749	4940 Canyon Rd, Jacksonville, FL, 32221	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

3,226 rows, page 20 of 65Previous Next