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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406296	CLM	Rebecca T Moore	2000-10-24	—	2115351340	6114 Meadow Ln # 964, Charlotte, NC, 28211	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-106666	ENR	Donna Torres	1978-02-11	UHC-22870-14	7664553844	5372 Bayshore Dr Apt 18, Los Angeles, CA, 90045	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
PRV-25352	PRV	Linda Y Lucas	1952-03-06	—	4002711136	6009 Bayshore Dr # 516, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405105	CLM	Mary A Miller	1961-10-25	—	4732937664	870 Market St Apt 21, Orlando, FL, 32832	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131979	ENR	Sarah Oliver	1992-12-26	UHC-68141-22	6979669245	8057 Cedar Ln Apt 10, Columbus, OH, 43217	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61469	TPA	Brucce Mitchell	2007-07-23	—	6894825630	5344 Ridge Rd # 434, Austin, TX, 78745	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-20539	PRV	Jordan Armstrong	1990-06-22	—	7224967167	5162 Bayshore Dr Apt 35, San Antonio, TX, 78276	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
ENR-112456	ENR	Laura S Dunn	1976-02-22	UHC-44881-02	6166557095	8838 Park Pl # 999, Mesa, AZ, 85200	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-419074	CLM	Jason Gray	1983-11-23	—	—	3678 Spring St # 478, Gilbert, AZ, 85264	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110966	ENR	Abigail L Marshall	1943-09-25	UHC-76851-39	6475203297	8253 Desert Sky Blvd Apt 3, Dallas, TX, 75264	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407961	CLM	Keith L Gordon	1964-04-19	—	—	6363 Mesa Dr Apt 20, Scottsdale, AZ, 85249	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64258	TPA	Anderson Carlos	1946-02-24	—	—	965 Spring St # 149, Sacramento, CA, 95810	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401753	CLM	Aisha X Stewart	1990-01-28	UHC-19127-09	—	4407 Baseline Rd # 262, Eden Prairie, MN, 55368	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110533	ENR	Carol A Chapman	1988-08-20	UHC-63066-66	6169666703	5400 Broadway # 712, San Diego, CA, 92153	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-136775	ENR	Evelyn Black	1953-01-02	UHC-03263-23	7566685455	3361 Sunset Blvd Apt 23, Orlando, FL, 32861	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428753	CLM	Joan T Coleman	2003-05-25	UHC-76680-53	—	6592 Willow Ct Apt 33, Tampa, FL, 33636	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126906	ENR	Patrick O Buyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr Apt 19, Mesa, AZ, 85230	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-54895	TPA	Karen Shaaw	1995-04-08	—	—	9539 Camelback Rd Apt 26, Austin, TX, 78745	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134935	ENR	Roy N Duncan	1974-12-12	UHC-19828-47	7528507158	6138 Grand Ave # 573, Sacramento, CA, 95879	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133687	ENR	Abigail Morrison	1950-04-01	UHC-09145-97	3974204494	928 Bayshore Dr # 958, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-418842	CLM	Charles Ramos	1960-11-01	UHC-32017-70	6774239370	5609 Camelback Rd Apt 23, Glendale, AZ, 85309	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
PRV-20520	PRV	Mateo Warren	1972-02-18	—	6628564848	9718 Elm St Apt 32, Sacramento, CA, 95860	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-29457	PRV	Jose Banks	1997-11-05	UHC-92182-66	7163179933	5571 Main St # 201, Dallas, TX, 75275	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-419062	CLM	Samuel Salazar	1980-09-13	—	4666535533	8284 Harbor Blvd # 317, Sacramento, CA, 95851	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-423721	CLM	Omar Sanchez	2007-08-22	UHC-70219-09	3182303092	1184 Pine Dr # 247, Austin, TX, 78797	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404237	CLM	Evelyn Gomez	1964-11-10	UHC-57767-40	—	9527 Broadway Apt 25, Orlando, FL, 32876	0.64	Name re-cased Unit split from street State code upper-cased Gender normalised+2 more
CLM-414772	CLM	Willie McCoy	1994-10-23	UHC-22083-44	8759847359	1428 Cedar Ln # 597, Fresno, CA, 93781	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113012	ENR	Jason Guerrero	1949-07-19	UHC-14738-35	9383936989	1164 Indian School Rd Apt 5, Seattle, WA, 98130	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112289	ENR	Arthur Ryan	1946-06-09	UHC-65502-89	—	8034 Spring St Apt 40, Plano, TX, 75097	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135010	ENR	Mason T Garett	1967-12-18	UHC-33278-74	4143920025	3110 Elm St Apt 3, Columbus, OH, 43278	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25097	PRV	Ashley W Snyder	1941-10-24	UHC-84216-89	3598457145	3146 Sage Ct # 677, Nashville, TN, 37209	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132177	ENR	Raymond P Contreras	1945-09-07	UHC-54829-01	7635297315	6265 River Rd Apt 11, Dallas, TX, 75213	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429868	CLM	Shirley Banks	1947-01-01	UHC-47686-95	8706502113	125 Lake View Rd Apt 40, Charlotte, NC, 28255	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-407704	CLM	Natalie Singh	1946-01-04	UHC-94046-18	9673185402	1116 Market St Apt 23, Chandler, AZ, 85260	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103934	ENR	Pat Ray	1993-04-14	UHC-60766-67	9722445159	2307 Elm St Apt 30, Tampa, FL, 33617	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52061	TPA	Carol Henderson	1948-10-16	UHC-17723-27	—	2661 Cedar Ln Apt 1, Los Angeles, CA, 90044	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125378	ENR	Jose Flores	1941-03-05	UHC-21719-50	4846711010	7684 Ridge Rd Apt 17, Dallas, TX, 75273	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142053	ENR	Burton B Santiago	1998-05-26	UHC-39291-32	4428302308	3029 Willow Ct # 718, Orlando, FL, 32897	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63405	TPA	Karen Mitchell	1949-09-02	—	—	5453 Spring St # 400, Los Angeles, CA, 90075	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119707	ENR	Diego M Fox	2002-12-07	UHC-18151-08	6462926769	9433 Elm St # 608, Plano, TX	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-119974	ENR	Anthony K Moreno	1940-10-18	UHC-93745-83	6639937052	3602 Baseline Rd Apt 34, Scottsdale, AZ, 85252	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100864	ENR	Amanda D Wheeler	1938-07-07	—	7297087633	9600 Maple Ave # 118, Phoenix, AZ, 85055	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-59050	TPA	Melissa Reed	1984-05-20	—	3694919865	3282 Church St # 660, Los Angeles, CA, 90047	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131297	ENR	Karen Z Fields	2003-11-24	UHC-86759-11	9598548617	3684 Camelback Rd Apt 16, Chandler, AZ, 85260	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23644	PRV	Sarah Sngh	2004-10-21	—	9323854683	6395 Bayshore Dr Apt 39, Nashville, TN, 37224	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137885	ENR	Brittany T Griffin	1967-12-24	UHC-33334-49	5369864995	8300 Mountain View Dr # 683, San Antonio, TX, 78229	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-412774	CLM	Walter Ward	1961-05-09	—	6892205367	8712 Main St # 960, Sacramento, CA, 95896	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422301	CLM	Kimberly Armstrong	1969-10-12	—	—	5404 Maple Ave # 112, Sacramento, CA, 95897	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59863	TPA	Charles Q Medina	1965-05-16	—	—	8165 Sunset Blvd # 325, Houston, TX, 77091	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-417917	CLM	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln Apt 36, Tucson, AZ, 85793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 88 of 140Previous Next