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-129407	ENR	Martha I Hayes	—	UHC-66309-25	2317348464	873 Bayshore Dr, Plano, TX, 75002	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-101195	ENR	Alan P Johnston	1988-08-13	UHC-44462-04	2524738587	1486 Central Ave, Seattle, WA, 98192	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130207	ENR	Gary T Torres	2000-04-04	UHC-92111-02	2029224954	2720 Central Ave, Plano, TX, 75017	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104692	ENR	Robert F Jordan	1974-09-10	UHC-77954-08	7876066095	6722 Meadow Ln, Miami, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109497	ENR	Kevin Jordan	1965-12-11	UHC-05086-79	2712959556	1804 Jefferson Ave, Gilbert, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113587	ENR	Donna O Hoffman	1998-08-07	UHC-23819-12	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134785	ENR	Ann Z Burns	1975-05-03	UHC-51136-97	3312213899	8478 Central Ave, Plano, TX, 75003	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-116527	ENR	Gregory Medina	2004-10-07	UHC-24008-95	3777028920	294 Maple Ave, Plano, TX, 75042	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105609	ENR	Beverly P Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd, Seattle, WA, 98189	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141902	ENR	Ann Perez	1993-08-11	UHC-58834-40	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.64	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+2 more
ENR-105412	ENR	Dylan Webb	1993-04-28	UHC-32490-35	6387672848	2218 Harbor Blvd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115849	ENR	Yuki E Hunter	1998-10-08	UHC-43336-98	8896057324	730 Forest Ave, Fresno, CA, 93780	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-123683	ENR	Linda Lucas	1951-03-06	UHC-20791-83	4002711136	592 Jefferson Ave Apt 17, Tucson, AZ, 85761	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102418	ENR	Gary Walker	1999-02-04	UHC-30122-51	7853045209	2765 Camelback Rd, Charlotte, NC, 28252	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123797	ENR	Joshua W Hunter	1956-11-02	UHC-57452-96	5334646636	9157 Camelback Rd, Sacramento, CA, 95833	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-105862	ENR	Albert W Marquez	1955-08-14	UHC-90690-86	2672903013	8098 Union St Apt 35, Las Vegas, NV, 89166	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-134038	ENR	Larry V Dean	—	UHC-17540-16	5278877114	2474 Grand Ave, Chandler, AZ	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-108995	ENR	Ana D Gibson	1998-12-05	UHC-12515-95	5817394555	985 Highland Ave, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109891	ENR	Bruce K Sanchez	1966-12-13	UHC-67947-39	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104286	ENR	Dylan Q Stone	1961-03-05	UHC-00232-43	4332721170	1977 Market St, Denver, CO	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140523	ENR	Joe Z Castillo	2004-07-01	UHC-32471-33	2068476160	3407 Lincoln Way, Seattle, WA, 98139	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-129332	ENR	Mary Dunn	2006-01-08	UHC-29729-74	5104349878	7093 Mountain View Dr, Tampa, FL, 33647	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105508	ENR	Joseph Gray	1954-08-06	UHC-42564-49	3444259461	907 Cedar Ln, Phoenix, AZ, 85044	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-135683	ENR	Dorothy Q Howell	1990-10-05	UHC-62871-74	3196910269	8359 Maple Ave, San Diego, CA, 92167	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-130251	ENR	Madison Wheeler	1999-01-23	UHC-19975-09	6376298696	2668 Grand Ave, Phoenix, AZ, 85090	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104629	ENR	Judith U Mitchell	1989-05-03	UHC-63511-75	3678072816	4147 Valley View Dr, Dallas, TX, 75227	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121043	ENR	Peter Padilla	1985-05-25	UHC-83367-14	7584433280	3373 Mountain View Dr, Phoenix, AZ, 85063	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-126747	ENR	Arjun Woods	2005-05-15	UHC-68559-43	7995572816	1573 Ocean Ave # 899, Phoenix, AZ, 85021	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112990	ENR	Grace S Harper	1981-06-12	UHC-75926-22	7989784285	6965 Sunset Blvd, Mesa, AZ, 85251	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134275	ENR	Rick Ray	1989-11-19	UHC-30240-07	6454451229	2365 Mountain View Dr, Sacramento, CA, 95852	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140860	ENR	Harold U Taylor	1982-01-11	UHC-64554-72	7907711894	3021 Oak St, Fresno, CA, 93789	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109500	ENR	Fatima I Cole	1964-02-28	UHC-62814-17	4195577052	4624 Harbor Blvd, Minneapolis, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134978	ENR	Abigail X Santiago	1947-05-18	UHC-93295-36	4923525911	2848 Apache Blvd, Scottsdale, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128293	ENR	Peter Ford	1991-10-23	UHC-45344-03	4835706550	9835 Pine Dr Apt 17, Dallas, TX, 75263	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-140810	ENR	Janet Lewis	1970-10-07	UHC-35740-35	6164624999	3583 River Rd, Phoenix, AZ, 85055	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-125728	ENR	Mariana Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116680	ENR	Virginia T Porter	1959-12-12	UHC-82671-87	8884730181	7329 Mesa Dr, Charlotte, NC, 28276	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118960	ENR	Dennis E Jimenez	1966-06-08	UHC-68640-21	7964328831	6186 Canyon Rd, Sacramento, CA, 95839	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-127488	ENR	Terry T Spencer	1998-12-13	UHC-19567-35	3258432884	642 Union St, Fresno, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134060	ENR	Sophia Wheeler	1999-06-08	UHC-19164-05	5583079320	6232 Baseline Rd, Tampa, FL, 33631	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103249	ENR	Frances C Sanders	1995-12-19	UHC-30460-10	5564345258	9272 Meadow Ln, Miami, FL, 33150	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104888	ENR	Marcus G Young	1980-04-26	UHC-43827-33	7944464853	4355 Willow Ct # 781, Glendale, AZ, 85397	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138946	ENR	Chales McDonald	1943-08-24	UHC-75613-83	6962489850	841 Spring St, Orlando, FL, 32851	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114852	ENR	Caimla Perkins	1986-01-14	UHC-44220-72	8607602076	3532 Canyon Rd, Scottsdale, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101292	ENR	Gloria Moore	1955-06-15	UHC-53067-61	6825662001	3587 Spring St, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133965	ENR	Alexis V Munoz	1965-11-22	UHC-55268-22	3793979125	9488 Willow Ct, Minneapolis, MN, 55489	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117039	ENR	Adam Q Davis	1944-05-09	UHC-56045-93	5656934889	8959 Market St, Phoenix, AZ, 85003	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129355	ENR	Carolyn R McCcoy	1991-01-07	UHC-11754-06	2113200846	3201 Lincoln Way, Miami, FL, 33185	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-100392	ENR	Lori Salazar	1942-08-20	UHC-58817-75	2809198463	9236 Apache Blvd, Dallas, TX, 75233	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138951	ENR	Mary Welch	1952-07-09	UHC-11680-35	4967713497	5762 Lake View Rd, Miami, FL, 33140	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 131 of 564Previous Next