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 “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
CLM-407234	CLM	Sean Bowman	1957-05-18	UHC-27509-22	—	4985 Canyon Rd, Austin, TX, 78724	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-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
CLM-404327	CLM	Ana R Banks	1968-01-12	UHC-34703-52	—	5264 Elm St, Minneapolis, MN, 55474	0.62	Name re-cased Two-digit birth year Member ID 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
CLM-402327	CLM	Pamela Vzaquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	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
CLM-430605	CLM	Patrricia Dunn	1939-09-19	—	—	9685 Camelback Rd, Miami, FL, 33169	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-420385	CLM	Beverly Payne	2004-06-27	—	2772214739	5544 Mountain View Dr, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28865	PRV	Janice H Schultz	1957-01-08	—	5438781542	9863 Church St, Eden Prairie, MN, 55357	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402200	CLM	Rebecca Sandoval	1971-06-04	UHC-77395-37	3009172124	7321 Pine Dr, Eden Prairie, MN, 55362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
TPA-57544	TPA	Lroi Meyer	1993-05-01	—	—	8137 Highland Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-428696	CLM	Joyce Hanson	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr, Plano, TX, 75019	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
TPA-57924	TPA	Andrew L Simmons	1996-11-15	—	4038688829	1958 Valley View Dr, Denver, CO, 80241	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-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
PRV-24929	PRV	Carlos Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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
PRV-22008	PRV	Marilyn Peters	2008-04-10	UHC-57980-91	—	9318 Elm St, Plano, TX, 75046	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28401	PRV	Dieo H Ford	1945-10-27	—	7705262408	3131 Apache Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25830	PRV	Jennifer Russell	2003-03-03	UHC-52480-15	2147576362	8600 Ridge Rd, Chandler, AZ, 85287	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402347	CLM	Alexander Munoz	1998-07-01	UHC-78751-46	—	626 Maple Ave # 308, Austin, TX, 78742	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+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
CLM-412529	CLM	Jason Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420189	CLM	Wei Gomez	2005-03-13	UHC-05045-78	—	3593 Ocean Ave, Austin, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430849	CLM	Hannah Butler	1987-06-26	UHC-70941-53	8963884504	5044 Union St, San Antonio, TX, 78212	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+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
CLM-422091	CLM	Daniel D Sanchez	1968-03-01	—	—	1280 Mesa Dr, Eden Prairie, MN, 55396	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-403613	CLM	Ronald N Richardson	1961-04-12	UHC-28177-64	—	7869 Grand Ave # 299, Sacramento, CA, 95850	0.62	Name re-cased Date of birth reformatted Unit split from street 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
CLM-419309	CLM	Rebecca Munoz	2001-02-01	—	7662838843	7527 Maple Ave Apt 20, Scottsdale, AZ, 85219	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
CLM-403380	CLM	Deborah Fox	1950-06-06	—	—	1515 Hillcrest Rd, Orlando, FL, 32891	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-406265	CLM	Brandon Marquez	1988-10-02	—	6857736445	573 Canyon Rd, Gilbert, AZ, 85232	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 154 of 800Previous Next