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 “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
ENR-114973	ENR	Nthan R Gutierrez	—	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-119285	ENR	Albert W Brooks	1974-06-08	UHC-42974-77	5042098908	883 Ocean Ave, San Antonio, TX, 78221	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118773	ENR	Linda Torres	1956-04-10	UHC-32071-63	6054037364	6643 Mountain View Dr, Scottsdale, AZ, 85208	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-105755	ENR	Marilyn Willis	1997-06-15	UHC-30752-12	8272927043	8924 Grand Ave, Atlanta, GA, 30334	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126982	ENR	Valentina Hawkins	1977-12-04	UHC-08903-57	3956797659	9768 Willow Ct Apt 36, Orlando, FL, 32857	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138445	ENR	Barb E Reed	2006-12-15	UHC-22780-50	8878931641	878 Lake View Rd, Seattle, WA, 98166	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141393	ENR	Keiith J Knight	—	UHC-58061-10	9276522199	2265 Camelback Rd, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-107630	ENR	Shirley O Fields	—	UHC-49935-07	4045465834	829 Cedar Ln # 447, Glendale, AZ, 85342	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-110731	ENR	Kelly Park	1961-01-15	UHC-03415-63	5006041013	1235 Camelback Rd # 977, Dallas, TX, 75231	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140839	ENR	Alexis B Murray	1990-12-15	UHC-07375-77	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140642	ENR	Kayla Fowler	1995-02-26	UHC-42064-13	5445947687	2690 Willow Ct Apt 13, Gilbert, AZ, 85284	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141744	ENR	Jlie M Schultz	1939-07-02	UHC-27359-58	2414707208	415 Pine Dr, Austin, TX, 78739	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-125990	ENR	EvelynJunk	1943-05-11	UHC-35484-18	5483691340	4609 Desert Sky Blvd, Tempe, AZ, 85213	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139810	ENR	Tyler F Baker	—	UHC-11302-82	3818800188	4303 Elm St, Glendale, AZ, 85368	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-110840	ENR	Julia U Carroll	1972-07-10	UHC-35780-70	8312837561	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-100644	ENR	Grace A Taylor	1971-09-23	—	4154149172	7577 Camelback Rd, Atlanta, GA, 30339	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140151	ENR	Nancy O Carpenter	1980-06-07	UHC-82726-77	6596643853	7629 Ocean Ave, Dallas, TX, 75246	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119817	ENR	Paul G Bishop	1984-08-28	UHC-76605-06	3943216505	1665 Lincoln Way, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135325	ENR	Carolyn Williamson	1948-01-27	UHC-33058-22	6276877752	1659 Hillcrest Rd, Eden Prairie, MN, 55313	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100678	ENR	Roy Butler	—	UHC-98340-50	2856895578	9411 Desert Sky Blvd, Glendale, AZ, 85310	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-142459	ENR	Roy Hudson	—	UHC-66699-30	5978638873	6067 Mountain View Dr, Scottsdale, AZ, 85232	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121535	ENR	Sean W Estrada	1976-12-02	UHC-36955-36	6758554042	6902 Washington St, Atlanta, GA	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135676	ENR	Rachel C Flores	2006-02-05	UHC-97143-27	8643566599	5831 Sunset Blvd Apt 39, Plano, TX, 75080	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105931	ENR	Eugene Edwards	1992-04-08	UHC-98038-11	7368954724	4452 River Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-100936	ENR	Abigail H Simmons	1953-06-10	UHC-39038-39	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137443	ENR	Deborah Wood	1952-03-25	UHC-17825-21	2623566152	9553 Palm Dr, Houston, TX, 77080	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112710	ENR	Adam L Ortega	2002-10-06	UHC-52099-82	8329974087	6213 Valley View Dr, Denver, CO	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114327	ENR	Christine Evans	2001-12-17	UHC-01717-89	3586842432	1279 Baseline Rd, Sacramento, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129779	ENR	Beth S Reyes	1944-11-12	UHC-73785-46	3417211908	6171 Spring St, Fresno, CA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102126	ENR	Melissa D Vasquez	1998-05-26	UHC-30778-66	7055224240	3165 Lincoln Way, Dallas, TX, 75287	0.52	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-130008	ENR	Barbara P Collins	2004-05-17	UHC-85662-20	9139945612	647 Market St, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130118	ENR	Marilyn Chavez	1983-05-23	UHC-35235-17	2733218823	2301 Union St, Scottsdale, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-110213	ENR	Ana Ward	2001-06-13	UHC-74459-03	5524016221	2271 Mountain View Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107891	ENR	Elijah Moore	2002-01-06	UHC-84075-79	9629855846	9244 Sunset Blvd, Seattle, WA, 98185	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112504	ENR	Sharon P Mendez	1974-04-01	UHC-87920-25	2186748802	6167 Ocean Ave, Phoenix, AZ, 85080	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131070	ENR	Gary Wells	2005-02-20	UHC-91876-74	8688662238	3046 Spring St, San Diego, CA, 92189	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121324	ENR	Gerald H Murphy	1940-12-23	UHC-39938-73	9487220126	6591 River Rd, Tampa, FL	0.52	Two-digit birth year Phone reformatted State name converted to code ZIP missing+2 more
ENR-124869	ENR	Joan O Sanders	1956-07-08	UHC-39294-51	8119415317	6335 Bayshore Dr, Dallas, TX, 75212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128643	ENR	Samuel U Rivera	1944-10-26	UHC-03534-32	5404842028	5200 Palm Dr # 470, Tucson, AZ, 85749	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-113494	ENR	Amanda West	1999-10-16	UHC-07852-51	5685507100	2723 Lincoln Way, Tempe, AZ, 85263	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102981	ENR	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142804	ENR	Denise C Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way Apt 28, Chandler, AZ, 85272	0.52	Two-digit birth year Phone reformatted Unit split from street Gender normalised+2 more
ENR-111775	ENR	Theresa Morrison	1942-12-17	UHC-09600-88	4987511810	9222 Baseline Rd, Las Vegas, NV	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126251	ENR	Charles K Baker	1979-05-09	UHC-20459-98	7306289105	784 Park Pl, Tucson, AZ, 85705	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103453	ENR	Anthoony Martin	1982-10-23	UHC-47088-15	3772317797	2343 Oak St Apt 31, Phoenix, AZ, 85045	0.52	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+2 more
ENR-108164	ENR	Ruth George	1964-10-19	UHC-96926-03	9055008756	2934 Sunset Blvd, Chandler, AZ, 85209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100748	ENR	Carlos P Kim	1967-12-10	UHC-90592-89	6782336264	1107 Park Pl, Columbus, OH, 43233	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103362	ENR	Lusi Vega	1938-07-28	UHC-18828-56	8984259619	2560 Ocean Ave, Minneapolis, MN, 55458	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114142	ENR	Charlotte Little	1977-08-05	UHC-17946-91	9426661784	2244 Canyon Rd, Denver, CO	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136908	ENR	Mei L Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more

28,181 rows, page 52 of 564Previous Next