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

All sources, 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
ENR-127743	ENR	Jose Stephens	1944-02-06	UHC-97936-55	5727261584	8772 Ridge Rd, Jacksonville, FL, 32246	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-111188	ENR	Mei I Jackson	2020-05-19	UHC-85457-92	4315822065	3669 Market St, Mesa, AZ, 85225	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-106572	ENR	Marcus Q Wad	1951-05-03	UHC-01655-80	8878421034	8789 Park Pl, Plano, TX, 75059	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-112034	ENR	Isabella G Watson	1953-07-05	UHC-46316-63	9158870175	7695 Market St, Nashville, TN, 37245	0.78	Name re-cased Phone 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
TPA-51150	TPA	Alan Jacobs	1988-10-28	—	3645787610	7390 Desert Sky Blvd, Eden Prairie, MN, 55388	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-61014	TPA	Aaron Medyna	1965-07-02	—	7618097513	2075 Baseline Rd, Orlando, FL, 32824	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-59391	TPA	Logan Myers	1966-08-28	—	2827819193	663 Bayshore Dr, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-136964	ENR	Dylan A Greene	1964-02-10	UHC-06932-65	7795968878	8214 Mesa Dr, Gilbert, AZ, 85269	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+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
TPA-50757	TPA	Catherine Graham	1947-02-08	—	—	3532 Lincoln Way, San Diego, CA, 92104	0.78	Date of birth reformatted City re-cased 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
ENR-118099	ENR	Aaron Peters	1991-02-20	UHC-98021-03	5902791328	5895 Indian School Rd, Dallas, TX, 75265	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
ENR-132982	ENR	Benjamin Martin	1967-09-19	UHC-36994-11	6557441188	6483 Union St, Tempe, AZ, 85253	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-26276	PRV	Emma K Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-107132	ENR	Sophia Nunez	1963-05-12	UHC-17485-17	4773925452	9531 Cedar Ln, Austin, TX, 78766	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-126770	ENR	Ashlay L Ramos	1994-03-27	UHC-23204-76	9385921902	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased City re-cased State name converted to code Plan code upper-cased+1 more
ENR-138680	ENR	Natalie Weber	1966-08-06	UHC-23318-25	5154446143	3991 Hillcrest Rd, Fresno, CA, 93768	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-118095	ENR	Jeffrey Walker	1938-10-07	UHC-47408-84	7086277249	9807 Canyon Rd, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-113880	ENR	Stephen E Singh	1957-03-12	UHC-50438-03	—	3712 Grand Ave, Atlanta, GA, 30350	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+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
ENR-128677	ENR	Camila V Wang	1964-02-18	UHC-11506-03	5669260162	1186 Elm St, Sacramento, CA, 95806	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
TPA-61905	TPA	Dick Harvey	1957-11-03	—	5009953113	5821 Meadow Ln, Glendale, AZ, 85357	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24362	PRV	Dorothy Hudson	1988-11-08	—	8235125322	3077 Meadow Ln, Minneapolis, MN, 55437	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-135314	ENR	Lisa Tucker	1998-07-05	UHC-66492-90	8345648110	4136 Palm Dr, Tucson, AZ, 85722	0.78	Name re-cased 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
ENR-112699	ENR	Olivia Payne	1994-02-22	UHC-05453-47	3548422595	7289 Highland Ave, Eden Prairie, MN, 55391	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
TPA-57920	TPA	Sophia Robertson	1962-08-17	—	2744978695	4173 Willow Ct, Fresno, CA, 93754	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+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
ENR-124326	ENR	Alna Hunt	1941-11-17	UHC-94748-44	7418436421	2719 Lincoln Way, Plano, TX, 75087	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
TPA-51464	TPA	Gary Austin	1949-04-24	—	3079499616	2402 Ridge Rd, Austin, TX, 78735	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-113512	ENR	Martha S Price	1938-04-19	UHC-69123-31	8369054353	9418 Broadway, Glendale, AZ, 85367	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
ENR-137402	ENR	Philip Duncan	1950-09-07	UHC-10517-31	2305463727	2326 Broadway, Phoenix, AZ, 85024	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
PRV-22185	PRV	Ahmed K Fox	1977-08-23	UHC-86795-06	4315376219	7853 Harbor Blvd, Las Vegas, NV, 89187	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-118039	ENR	Jack Q Greene	1940-07-18	UHC-46172-29	7664118050	7982 Mesa Dr, Eden Prairie, MN, 55370	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-133505	ENR	Tim Lawrence	1973-06-15	UHC-34368-51	3344286808	5015 Park Pl, Tempe, AZ, 85252	0.78	Name re-cased Phone 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
ENR-125814	ENR	Valentina Santiago	1992-10-02	UHC-48471-74	6613568837	5323 Broadway, Las Vegas, NV, 89175	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+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
ENR-104172	ENR	Nancy N Brooks	2002-03-20	UHC-38244-67	8553099739	4433 Ocean Ave, San Diego, CA, 92148	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-142529	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL, 33629	0.78	Phone reformatted State name converted to code Plan code upper-cased Whitespace trimmed+1 more

9,084 rows, page 158 of 182Previous Next