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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400453	CLM	Amanda H Campbell	1953-03-03	—	6556455375	2081 Park Pl, Columbus, OH, 43220	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-422845	CLM	Ana Gilbert	1979-03-17	UHC-96425-46	3386953263	3101 Ridge Rd, Houston, TX, 77068	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-421246	CLM	Juan Q Dean	1979-07-12	UHC-22298-86	—	7400 Church St, Glendale, AZ, 85376	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-427180	CLM	Jacob Pattterson	1994-09-20	UHC-78868-43	—	3426 Maple Ave, Dallas, TX, 75278	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-412604	CLM	Lori Campbell	1980-01-13	UHC-28401-72	5544397034	231 Broadway, Fresno, CA, 93734	0.78	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+1 more
CLM-420174	CLM	Jessica G Marquez	1995-02-23	UHC-32813-59	5697120059	2107 Sunset Blvd, Gilbert, AZ, 85212	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-420857	CLM	Peter Arnold	1996-09-19	UHC-28031-48	6347208004	3662 Ocean Ave, Charlotte, NC, 28282	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-400357	CLM	Joe X Hudson	1988-08-22	UHC-75967-80	3826732509	22 Grand Ave, Scottsdale, AZ, 85213	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-414816	CLM	Jeffrey Aguilar	1966-01-25	UHC-33654-69	5534995412	3501 Cedar Ln, Tempe, AZ, 85220	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-406952	CLM	David Lee	1961-01-02	UHC-73882-26	—	997 Desert Sky Blvd, Mesa, AZ, 85284	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-429268	CLM	Kyle A Lane	1981-11-07	—	—	9320 Willow Ct, Dallas, TX, 75209	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-421326	CLM	Martha Silva	1999-10-03	—	4559877433	313 Main St, Chandler, AZ, 85257	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-420492	CLM	Alan Powell	1986-10-20	UHC-61794-36	7382050511	4543 Harbor Blvd, San Antonio, TX, 78203	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-401255	CLM	Brandon O Adams	1957-09-08	—	—	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-420344	CLM	David R Yang	1947-05-10	UHC-30445-94	3884721360	1680 Jefferson Ave, Nashville, TN, 37270	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405507	CLM	Madyson Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway, Gilbert, AZ, 85219	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-429910	CLM	Kathryn Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-421215	CLM	Michelle Price	1983-08-09	UHC-08987-60	—	5625 Pine Dr, Glendale, AZ, 85359	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-410654	CLM	Terry M Brooks	1939-10-25	—	6786257456	6223 Cedar Ln, Gilbert, AZ, 85290	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421654	CLM	Jimmy Maldonado	1954-08-19	UHC-48927-65	—	9382 Mountain View Dr, Mesa, AZ, 85272	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-404428	CLM	Christina Castro	1973-09-16	UHC-59692-44	8037465226	1514 Church St, Jacksonville, FL, 32245	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-407142	CLM	Amanda Park	1958-12-24	UHC-32918-25	7239572569	6557 Forest Ave, Mesa, AZ, 85254	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-407037	CLM	Isabella Gomez	1977-02-04	UHC-25379-25	8992453642	2400 Willow Ct, Austin, TX, 78722	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-426005	CLM	Kathryn U Chapman	1987-02-21	UHC-54287-24	9245754070	1071 Cedar Ln, Denver, CO, 80267	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-418937	CLM	Eugene Fuller	1947-08-22	—	—	738 Market St, Minneapolis, MN, 55473	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-413086	CLM	Charlotte Payyne	1980-02-28	UHC-82916-23	6657127737	421 Main St, Tampa, FL, 33669	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-421482	CLM	Jeff H Sims	1957-04-14	—	7754102803	5971 Mesa Dr, Atlanta, GA, 30352	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-406630	CLM	Lori Lane	2006-03-28	UHC-27982-32	8304597042	5174 Church St, Atlanta, GA, 30392	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-420481	CLM	Martha Mejia	1995-04-06	UHC-37847-81	—	9430 Sunset Blvd, Austin, TX, 78712	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-404793	CLM	Patrick Spencer	2007-05-02	—	4588726298	1958 Park Pl, Nashville, TN, 37297	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-432560	CLM	Amanda Bennett	2004-01-08	—	4827629839	6065 Union St, Columbus, OH, 43251	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-412711	CLM	Willie Rojas	1979-02-13	UHC-56471-45	9096296986	5962 Washington St, Chandler, AZ, 85269	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-428488	CLM	Beverly Clark	1963-03-12	UHC-71793-40	9074288115	8865 Broadway, Houston, TX, 77022	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-406801	CLM	Jake N King	1970-03-14	—	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-403928	CLM	Omar Cunningham	1942-12-28	UHC-84013-63	—	6179 Maple Ave, Jacksonville, FL, 32250	0.78	City re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-432365	CLM	Maria E Russell	1983-12-05	UHC-17012-96	7836836817	8622 Ocean Ave, Tucson, AZ, 85746	0.78	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+1 more
CLM-402378	CLM	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-432246	CLM	Frank Allen	1974-11-07	UHC-03524-51	—	3277 Baseline Rd, Seattle, WA, 98142	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-417828	CLM	Ashley Bradley	1956-04-18	—	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-429277	CLM	John Bell	1979-07-03	UHC-89686-04	3126068312	4113 Market St, Tucson, AZ, 85785	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-429153	CLM	Anna Wallace	1940-10-14	UHC-03491-04	—	2854 Sage Ct, Glendale, AZ, 85304	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-430480	CLM	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ, 85295	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-424686	CLM	Teresa Johnson	1944-11-06	—	—	3273 Washington St, Austin, TX, 78701	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-417129	CLM	Diego Q Wood	1998-05-03	—	7676343463	7733 Mountain View Dr, Minneapolis, MN, 55444	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
CLM-411441	CLM	Jean Ramos	1962-04-03	—	6334280425	2365 Jefferson Ave, Seattle, WA, 98157	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405440	CLM	Jesse Hughes	1956-06-22	—	2996991175	4783 Valley View Dr, Phoenix, AZ, 85059	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-423048	CLM	Alaan Adams	1967-08-10	—	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-425813	CLM	Jean Day	1943-03-26	UHC-32810-59	2186348777	7726 Church St, Denver, CO, 80220	0.78	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more
CLM-414135	CLM	Daniel I Marshall	1964-11-10	UHC-78984-90	—	7389 Hillcrest Rd, Scottsdale, AZ, 85219	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-420901	CLM	Sarah Morris	1994-05-08	UHC-40918-63	4496500273	4576 Harbor Blvd, Mesa, AZ, 85264	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more

2,633 rows, page 46 of 53Previous Next