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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126572	ENR	Aisha K Johnston	1974-07-24	UHC-09878-17	3627002411	9013 Highland Ave, Columbus, OH, 43281	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-111600	ENR	Linda L Moore	1961-12-17	UHC-65655-62	8206938727	1540 Market St, San Antonio, TX	0.62	Name re-cased Phone reformatted ZIP missing Email lower-cased+3 more
ENR-135936	ENR	Eric D Russell	1964-12-03	UHC-83773-63	2317871677	3605 Ridge Rd, Mesa, AZ, 85250	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111995	ENR	Grace B Alexander	1967-07-01	UHC-60724-18	2842693724	9454 Desert Sky Blvd, Columbus, OH, 43279	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113403	ENR	Gloria M Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130236	ENR	Justin G West	1958-04-09	UHC-02398-41	4777201257	9666 Grand Ave, Dallas, TX, 75247	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-104606	ENR	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122245	ENR	Katherine Sanders	1951-04-03	UHC-48581-74	9868154913	2011 River Rd, Austin, TX, 78728	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101775	ENR	Ktherine V Grant	2008-04-28	UHC-49702-48	3439782209	7447 Valley View Dr, Tempe, AZ, 85289	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-136954	ENR	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct, Atlanta, GA, 30338	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108300	ENR	Brittany L Powell	1938-04-25	UHC-49296-63	4054126761	6672 Elm St, Dallas, TX, 75292	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120692	ENR	Lori Ruiiz	1964-07-08	UHC-65278-08	7319907561	8718 Maple Ave, Las Vegas, NV, 89114	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-107846	ENR	Diego F Lawrence	1973-07-13	UHC-54929-35	4054655253	7690 Park Pl, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107847	ENR	Diego F Lawrence	1973-07-13	UHC-54929-35	4054655253	7690 Park Pl, Columbus, OH, 43263	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110004	ENR	Jose Gonzales	1948-08-10	UHC-64318-32	9789786986	8528 Camelback Rd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118211	ENR	Adam Welch	1959-06-12	UHC-45041-79	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-140773	ENR	Robert Flores	1950-01-28	UHC-72032-58	5035287393	796 Mesa Dr, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113082	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103991	ENR	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117773	ENR	Luis X Gray	2007-11-21	UHC-12522-66	2559086145	8034 Park Pl, Fresno, CA, 93719	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-123140	ENR	Brrittany M Roberrtson	1965-05-23	UHC-95417-71	6742146684	8304 Sunset Blvd, Orlando, FL, 32837	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108117	ENR	Frances J Harper	1983-08-01	UHC-84962-90	7547958329	5850 Willow Ct, Charlotte, NC, 28207	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102835	ENR	Rebecca Clark	2004-07-06	UHC-91106-06	3097028171	4900 Market St, San Antonio, TX, 78263	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135448	ENR	Natalie O Cruz	2001-08-03	UHC-78014-98	2648882890	1185 Desert Sky Blvd, Charlotte, NC, 28200	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138926	ENR	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA, 30390	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129709	ENR	Kathryn T Berry	1945-05-22	UHC-89770-54	8813003887	6986 Washington St Apt 31, Houston, TX, 77052	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114335	ENR	Lisa Robinson	1997-06-07	UHC-55537-54	9765281885	6365 Sage Ct, Jacksonville, FL, 32255	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136575	ENR	Yuki S Stephens	1941-11-27	UHC-35271-91	6875572311	1860 Cedar Ln, Gilbert, AZ, 85237	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119250	ENR	Kathy V Garrett	1959-05-02	UHC-55711-88	6927725384	9748 Market St, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140399	ENR	Sean M Nguyen	1944-06-06	UHC-15110-48	7158688812	6330 Oak St, Dallas, TX, 75262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114314	ENR	Diane H Clark	1971-12-12	UHC-44245-58	3389173384	7626 Main St, Tampa, FL, 33659	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102229	ENR	Wei Y Rivera	1963-05-11	UHC-06713-64	2213479941	3039 Central Ave, Chandler, AZ, 85224	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141426	ENR	Emma G Richardson	1980-10-14	UHC-65412-76	7188204004	877 Central Ave Apt 13, Phoenix, AZ, 85058	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121666	ENR	Paul Perez	1955-08-24	UHC-51272-52	2376183115	4842 Cedar Ln, Seattle, WA, 98159	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110325	ENR	Keivn J Chapman	1968-09-13	UHC-72065-17	3668072920	3206 Meadow Ln, Scottsdale, AZ, 85205	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134427	ENR	Judith D Valdez	1996-03-09	UHC-53800-49	3836159533	6196 Baseline Rd Apt 16, San Diego, CA, 92157	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112642	ENR	Debra Olson	1973-11-04	UHC-20571-53	6247223764	8781 Indian School Rd, Orlando, FL, 32828	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116114	ENR	Jean X Nichols	1970-06-08	UHC-07740-54	—	6773 Harbor Blvd, Austin, TX, 78789	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109470	ENR	Aisha Patel	1993-11-06	UHC-68868-81	9345881712	6912 Main St # 945, Jacksonville, FL, 32218	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127550	ENR	Vincent McDonald	1995-12-11	UHC-00519-76	9573672560	862 Ocean Ave, Las Vegas, NV, 89106	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126935	ENR	Shirley B Washington	2008-04-16	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA, 92163	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-125730	ENR	Mason L Diaaz	1994-09-28	UHC-49435-35	3682689317	3379 Central Ave, Fresno, CA, 93710	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103449	ENR	Rebecca Mitchell	1963-07-21	UHC-29645-45	3844352951	6206 Bayshore Dr, Houston, TX, 77099	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124513	ENR	Gary Y Taylor	1950-05-21	UHC-52191-10	9676200728	6786 Main St, Phoenix, AZ, 85016	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115940	ENR	Lawrence Rodriguez	1939-09-17	UHC-25245-14	7214647303	2258 Church St, Nashville, TN, 37277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119110	ENR	Mary U Park	1985-12-11	UHC-14312-13	9884300678	3217 Baseline Rd, Sacramento, CA, 95859	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135099	ENR	Roger P Nguyen	1946-11-14	UHC-32952-64	9607734942	4808 Highland Ave, Glendale, AZ, 85381	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106712	ENR	Amanda Morris	1961-07-06	UHC-46284-07	7639627925	3977 Highland Ave Apt 18, Austin, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-132921	ENR	Kathleen Santiago	1974-09-25	UHC-39717-03	6546989131	1897 Valley View Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130887	ENR	Gerald K Perkins	1983-10-22	UHC-47298-31	3396247346	9658 Maple Ave, Glendale, AZ, 85394	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

17,310 rows, page 75 of 347Previous Next