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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103705	ENR	Michael R Fernandez	2005-12-20	UHC-68247-93	2227347727	7948 Elm St Apt 5, Orlando, FL, 32805	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-113810	ENR	Sarah Y Austin	1939-07-22	UHC-41524-15	7647098002	6125 Harbor Blvd Apt 29, Houston, TX	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-123691	ENR	Bruce Cole	—	UHC-76142-82	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.34	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-119714	ENR	Judith B Romero	1965-12-01	UHC-76613-51	6459399856	1753 River Rd, Austin, TX, 78784	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-136329	ENR	Lori X Hayes	—	—	9358116096	4548 Lincoln Way, Sacramento, CA	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-135783	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St # 673, Tempe, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
ENR-123442	ENR	Julie Mason	2004-03-06	UHC-93214-75	7003611232	315 Desert Sky Blvd, Tempe, AZ, 85298	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-124607	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St Apt 23, Orlando, FL	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-130072	ENR	Paul E Freeman	1956-09-05	UHC-91815-17	—	4516 Elm St Apt 37, Jacksonville, FL	0.34	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-141262	ENR	Pamela Sandoval	1945-05-07	UHC-92873-42	—	6572 Union St, Gilbert, AZ, 85225	0.34	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+5 more
ENR-123260	ENR	Benjamin V Collins	—	UHC-08588-29	8878730572	100 Central Ave, Charlotte, NC	0.36	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106333	ENR	Emma Simpson	1966-03-13	UHC-49747-10	9068704129	2298 Lake View Rd, Charlotte, NC, 28232	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-125844	ENR	Steven O Bailey	1940-08-18	UHC-71166-61	—	2206 Spring St, Denver, CO, 80284	0.36	Phone missing area code Street suffix standardised Address re-cased City re-cased+4 more
ENR-129949	ENR	Vincent A Taylor	1938-01-18	UHC-06216-10	7912512014	9608 Baseline Rd, Jacksonville, FL, 32263	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-102214	ENR	Bryan X Wang	1947-05-24	UHC-66628-01	—	2094 Church St, Tucson, AZ, 85726	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-106246	ENR	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 858, Denver, CO, 80294	0.36	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-118298	ENR	Logan S Ortiz	1979-09-01	UHC-82763-27	8608056585	3486 Sunset Blvd, Tempe, AZ, 85257	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118122	ENR	Christopher I Ramos	—	UHC-13342-54	7606488591	1195 Spring St, Tucson, AZ	0.36	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-109962	ENR	Betty X Tucker	—	UHC-41260-98	8299452131	3595 Central Ave # 689, Tucson, AZ, 85789	0.36	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+4 more
ENR-112318	ENR	Ann Wilson	—	UHC-79631-53	—	8805 Forest Ave, Austin, TX, 78775	0.36	Date of birth missing Street suffix standardised Address re-cased City re-cased+4 more
ENR-102077	ENR	Russell Q Aguuilar	2004-04-06	UHC-46383-79	6663006532	226 Union St, Houston, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-124638	ENR	Wei Schultz	1995-09-03	UHC-71252-57	6143618318	7300 Grand Ave, Seattle, WA, 98126	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-111932	ENR	Maria Q Hansen	1939-04-07	UHC-86468-12	7032559520	1426 Washington St, Seattle, WA	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-134627	ENR	Mark Holmes	1985-06-05	UHC-10666-98	6576990025	9633 River Rd Apt 23, Houston, TX, 77089	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124539	ENR	Billy Weaver	1953-05-24	UHC-92169-35	6538022577	1760 Pine Dr, Sacramento, CA, 95874	0.36	Street suffix standardised Address re-cased City re-cased State name converted to code+4 more
ENR-131750	ENR	Lisa Torres	1961-12-18	UHC-00221-40	9602836369	5711 Union St Apt 19, Glendale, AZ, 85394	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107614	ENR	Walter Mejia	1953-04-24	UHC-68970-84	—	2777 Indian School Rd Apt 31, Houston, TX, 77013	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-135990	ENR	Ryan Q Taylor	1961-07-10	UHC-02340-68	—	1616 Indian School Rd, Phoenix, AZ, 85047	0.36	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone missing area code+4 more
ENR-103624	ENR	Victoia T Weber	1939-05-02	UHC-47186-94	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133955	ENR	Diego W Turner	1988-02-28	UHC-92924-96	9767302887	8225 Union St, Tampa, FL, 33644	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100904	ENR	Alice K Crawford	1953-10-20	UHC-75258-47	8197445112	8047 Forest Ave, Plano, TX, 75059	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139632	ENR	Paul Carpenter	1986-02-12	UHC-05394-16	7899629940	3274 Desert Sky Blvd, Plano, TX, 75044	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102937	ENR	Timothy Bryant	1965-02-15	UHC-19534-28	9235242946	4738 Park Pl, Phoenix, AZ	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136364	ENR	Susan X Graham	1966-04-08	UHC-42834-64	—	9569 Hillcrest Rd, Phoenix, AZ	0.36	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-115851	ENR	Julie J Wilson	1990-10-20	UHC-76381-41	2859476131	6638 Park Pl, Tempe, AZ, 85247	0.36	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-103626	ENR	Elizabeth K Porter	1971-02-24	UHC-31356-88	4268497332	4206 Indian School Rd, Gilbert, AZ, 85274	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-138332	ENR	Ronald Henry	2006-08-23	UHC-15188-94	—	8751 Park Pl, Chandler, AZ	0.36	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-130949	ENR	Andrew U Nunez	1959-08-24	UHC-64434-62	2167408191	9834 Elm St, Austin, TX, 78793	0.36	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-131991	ENR	Mariana Vasquez	1993-06-07	UHC-75756-09	6483586328	4186 Elm St, Charlotte, NC	0.36	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-126195	ENR	Stephen Carter	1972-12-11	UHC-44885-23	8154235061	7606 Pine Dr, Tempe, AZ	0.36	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108176	ENR	Kathryn W Perkins	1957-12-14	UHC-93783-49	2203910090	4777 Sage Ct # 305, Minneapolis, MN, 55473	0.36	Date of birth reformatted SSN last four extracted Unit split from street Street suffix standardised+4 more
ENR-106422	ENR	Ronald Sims	1980-04-26	UHC-83579-90	3573963674	6616 Jefferson Ave Apt 24, Eden Prairie, MN	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-106421	ENR	Ronald Sims	1980-04-26	UHC-83579-90	3573963674	6616 Jefferson Ave Apt 24, Eden Prairie, MN	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+4 more
ENR-126077	ENR	Jack Murray	1958-06-16	UHC-23811-56	9144912283	3124 Sunset Blvd, Houston, TX, 77011	0.36	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-102702	ENR	Karen Stevens	1999-11-04	UHC-01616-83	2392191746	491 Highland Ave # 572, Dallas, TX, 75231	0.36	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+4 more
ENR-102330	ENR	Frances Jimenez	1975-04-07	UHC-14586-77	2474950765	1433 Mountain View Dr, Jacksonville, FL	0.36	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105528	ENR	Mary Porter	1999-04-07	UHC-89619-36	—	2549 Spring St Apt 22, Houston, TX, 77090	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
ENR-107035	ENR	Roy Sullivan	2003-08-27	UHC-76918-42	5077047747	8596 Apache Blvd, Las Vegas, NV	0.36	Phone reformatted Street suffix standardised Address re-cased State name converted to code+4 more
ENR-102483	ENR	Emma A Soto	1991-06-25	UHC-16810-12	4086508334	7361 Willow Ct # 632, Tampa, FL, 33665	0.36	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-116006	ENR	Roger O Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.36	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more

8,934 rows, page 3 of 179Previous Next