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 reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414402	CLM	Danielle Ramirez	1954-01-10	—	2959054328	9333 Lincoln Way, Eden Prairie, MN, 55363	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418165	CLM	Ana Jackson	1977-02-23	UHC-71686-49	3992149338	347 Lincoln Way, Dallas, TX, 75221	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-420801	CLM	Angela Cole	1959-05-24	UHC-48801-96	6924039409	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411632	CLM	Chris Baker	1978-06-18	UHC-00876-55	9758806941	8288 Sunset Blvd, Fresno, CA, 93747	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411633	CLM	Chris Baker	1978-06-18	UHC-00876-55	9758806941	8288 Sunset Blvd, Fresno, CA, 93747	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-405496	CLM	Lori A Fowler	1927-10-21	UHC-41558-85	3782491059	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418671	CLM	Pamela Sims	2003-07-07	UHC-11226-34	6417452159	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417820	CLM	Rachel L Knight	1952-08-19	—	5962298603	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400919	CLM	Catherine Hoffman	1949-01-28	—	4744385613	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417463	CLM	Elijah Hayes	1968-02-07	UHC-25480-96	5463709394	5485 Broadway, Houston, TX, 77068	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-427363	CLM	Peter S Austin	1976-01-23	—	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411781	CLM	Sofia Weaver	1995-10-15	UHC-52569-74	4065747796	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410475	CLM	Heather Crawford	1966-01-27	—	9885618634	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426578	CLM	Ralph Kelley	1975-09-22	UHC-28952-82	8395879904	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404876	CLM	Jerry Hawkins	1982-08-16	UHC-79567-63	9046466195	2004 Sunset Blvd, Dallas, TX, 75280	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-410679	CLM	Bobby Henderson	1995-04-15	—	5709873670	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425520	CLM	Elizabeth Riley	1980-06-18	UHC-17628-39	5945572705	—	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-405419	CLM	Roger Carroll	1972-03-04	UHC-21603-47	3613523313	8894 Pine Dr, Plano, TX, 75047	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-412554	CLM	Karen Z Henderson	2004-04-11	—	3439257389	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428828	CLM	Jennifer Nguyen	1985-01-16	UHC-98317-01	6753940576	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421846	CLM	Martha Morgan	1992-06-22	—	8106914930	9387 Elm St, Denver, CO, 80249	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-428674	CLM	Jordan U Wood	2004-05-05	UHC-07231-79	4036427703	7709 Park Pl, Dallas, TX, 75285	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400860	CLM	Brandon Munoz	1965-08-06	UHC-24440-97	4199034858	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421785	CLM	Roger Dominguez	1944-05-15	—	7204121553	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-420387	CLM	Helen Burns	1966-12-09	UHC-74702-21	3623700721	7004 Lincoln Way, Minneapolis, MN, 55442	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-413034	CLM	Christian Hernadez	1951-03-27	—	8319609817	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-428755	CLM	Gabriel W Sanders	2006-05-23	UHC-13138-62	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.92	Name re-cased Phone reformatted Address re-cased Placeholder values cleared
CLM-404489	CLM	Mateo Jackson	2000-08-08	UHC-92354-30	6886205789	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404490	CLM	Mateo Jackson	2000-08-08	UHC-92354-30	6886205789	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430164	CLM	Raymond T Castillo	1944-12-19	—	3739422137	3054 Central Ave, Nashville, TN, 37289	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427874	CLM	Maria Z Palmer	1972-06-09	UHC-45838-69	8828788837	9185 Highland Ave, Las Vegas, NV, 89166	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431653	CLM	Valentina Simmons	1941-12-10	UHC-46999-92	7778141007	5097 Desert Sky Blvd, Tucson, AZ, 85750	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402385	CLM	Helen Harvey	1942-02-24	—	3364512165	9675 Broadway, Nashville, TN, 37203	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407005	CLM	Deborah Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ, 85022	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
CLM-415323	CLM	Ethan M Moore	1989-05-21	UHC-12841-43	4057385866	9862 Grand Ave, San Diego, CA, 92134	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413793	CLM	Denise I Ortega	2005-09-20	UHC-19461-15	5596106358	7305 Maple Ave, Seattle, WA, 98162	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407085	CLM	Rlaph Daniels	2001-07-07	UHC-44422-88	6199844511	3822 Sage Ct, Phoenix, AZ, 85082	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-416351	CLM	Yuki Bryant	1999-06-25	UHC-69518-70	4274268644	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-411787	CLM	Aisha Harris	1989-08-24	UHC-57458-76	7729259177	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425224	CLM	Glooria Watkins	1974-11-18	UHC-01940-80	5713683133	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407648	CLM	Kimberly J Roberts	1965-01-21	UHC-22451-24	6785973841	8007 Broadway, Gilbert, AZ, 85287	0.92	Name re-cased Phone reformatted Address re-cased Placeholder values cleared
CLM-414546	CLM	George Diaz	1971-08-22	UHC-75475-51	2504869059	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405486	CLM	Jordan Watkins	1991-10-12	—	2822813889	8338 Indian School Rd, Las Vegas, NV, 89150	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412121	CLM	Donald V Griffin	1953-10-07	UHC-86624-42	6425235502	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404473	CLM	Billy Barns	1995-06-25	UHC-81889-78	9359707258	3035 Church St, Tampa, FL, 33672	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407727	CLM	Julia Mitchell	1953-11-03	UHC-66986-06	3719875870	9134 Cedar Ln, Nashville, TN, 37211	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408177	CLM	Joyce Montgomery	2004-11-13	—	8813719477	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405455	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409331	CLM	Michlle Brooks	1945-12-17	UHC-21409-11	8892113413	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402060	CLM	Alan Moore	1969-02-17	UHC-36244-99	8872343858	24 Broadway, Orlando, FL, 32850	0.92	Name re-cased Phone reformatted Address re-cased Placeholder values cleared

11,960 rows, page 197 of 240Previous Next