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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-103369	ENR	Ruht Vargas	2001-04-09	UHC-73294-75	8469270847	7794 Union St, Glendale, AZ, 85336	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123987	ENR	Arjun Fowller	1960-04-15	UHC-46054-08	2417329282	8201 Sage Ct, Plano, TX, 75080	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107795	ENR	Andrew P Phillips	1976-08-17	UHC-53884-19	6279812099	1251 Sunset Blvd, Sacramento, CA, 95880	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100211	ENR	Judy C Alvarze	1941-02-13	UHC-22408-95	4213352596	2526 Washington St, Eden Prairie, MN, 55370	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111100	ENR	Stephanie Chen	2002-12-23	UHC-71651-99	2204384303	769 Sunset Blvd, Orlando, FL, 32880	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-124383	ENR	Andrea I Riley	1985-08-11	UHC-52926-64	—	8513 Canyon Rd, Columbus, OH, 43263	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-112968	ENR	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-111125	ENR	Kayla Robertson	1969-02-28	UHC-92477-56	2712424414	5922 Willow Ct, Tucson, AZ, 85713	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127625	ENR	Amber Fields	1977-10-14	UHC-04870-75	7876613893	2847 Palm Dr, San Antonio, TX, 78277	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123542	ENR	Brian C Hamilton	1939-06-26	UHC-65661-98	5164634652	8951 Market St, Atlanta, GA, 30341	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130601	ENR	Scott Duncan	1997-10-26	UHC-47476-28	5253736120	4543 Indian School Rd, Gilbert, AZ, 85261	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111495	ENR	Anna I Bryant	1956-08-11	UHC-91893-88	7912851692	3534 Grand Ave, Nashville, TN	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-101935	ENR	Brenda M Ramos	2007-10-03	UHC-36429-85	7723644215	8244 Union St Apt 2, Nashville, TN, 37282	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-108782	ENR	Katherine M Jimenez	1997-01-27	UHC-63280-35	6118693960	3414 Market St, Denver, CO, 80291	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137779	ENR	Edward U Simpson	1974-09-14	—	2796159432	8389 Valley View Dr, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-117965	ENR	Santiago N Hudson	1951-09-25	UHC-21919-41	2827546907	6607 Meadow Ln, Houston, TX, 77077	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112909	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112910	ENR	Jeremy Ferguson	1959-04-14	UHC-63513-38	4128712018	4716 Indian School Rd, Dallas, TX, 75299	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-116049	ENR	Julie B Alexander	1990-01-15	UHC-70243-81	9047621837	8043 Pine Dr, San Diego, CA, 92164	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141726	ENR	Stephen G Fields	1940-11-08	UHC-68212-29	2724570997	2557 Washington St, Sacramento, CA, 95868	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-125301	ENR	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX, 78770	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-106348	ENR	Nicole Ortega	2005-09-13	UHC-19822-22	8135244011	376 Baseline Rd, Chandler, AZ, 85283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124815	ENR	Amanda King	1986-07-04	UHC-82173-56	3299230443	829 Willow Ct, Tempe, AZ, 85288	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124814	ENR	Amanda King	1986-07-04	UHC-82173-56	3299230443	829 Willow Ct, Tempe, AZ, 85288	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100622	ENR	Peul L Gutierrez	1939-11-28	UHC-28321-70	6632701366	167 Main St, Plano, TX, 75032	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102227	ENR	Charlotte T Reid	1980-11-05	UHC-80041-54	6768998584	9612 Washington St, Los Angeles, CA, 90015	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139942	ENR	Sophia Y Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139941	ENR	Sophia Y Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108459	ENR	Mary A Ward	1961-12-07	UHC-18681-66	8258766177	5531 Spring St, Mesa, AZ, 85216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103597	ENR	Eric H Dean	1940-05-04	UHC-06481-02	2016029228	3438 Pine Dr, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100150	ENR	Jeffrey G Day	1958-09-03	UHC-79873-62	8477002229	4441 Valley View Dr, Miami, FL, 33168	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128711	ENR	Diana A Fox	2007-04-15	UHC-41347-77	—	6924 Church St, Tampa, FL, 33606	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-128380	ENR	Christian Snyder	1975-12-26	UHC-20091-60	7027175207	3566 Elm St, Austin, TX, 78735	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113450	ENR	Dorothy Ramirez	1997-12-11	UHC-73553-48	7519306736	4510 Valley View Dr, Plano, TX, 75090	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135680	ENR	Ashley M Bowman	1954-07-27	UHC-55178-78	4277801336	5161 Meadow Ln, San Antonio, TX, 78219	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135326	ENR	Pamela V Wilson	1976-02-04	UHC-85359-04	9194690387	6946 Park Pl, Nashville, TN, 37271	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104382	ENR	Brandon Burke	1978-12-18	UHC-96135-51	2189824790	7916 Meadow Ln, Gilbert, AZ, 85271	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123753	ENR	Dougles E Collins	1941-10-14	UHC-00437-78	2613013363	446 Baseline Rd, Tempe, AZ, 85211	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121979	ENR	Adam Q Chavez	1963-05-21	UHC-85762-32	6985488153	7933 Willow Ct, Minneapolis, MN, 55485	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113896	ENR	Judy U Franklin	1978-09-24	UHC-39136-20	2757903834	8374 Mountain View Dr, Charlotte, NC, 28288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131838	ENR	Pamela Hayes	1967-07-20	UHC-15386-32	9569671033	3336 Valley View Dr, Atlanta, GA	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-108997	ENR	Steven R Taylor	1966-06-08	UHC-53391-04	9698362988	9446 Main St, Tampa, FL, 33670	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120143	ENR	Zachary I Armstrong	1981-07-23	UHC-82590-28	5928168777	3933 Market St, Miami, FL, 33141	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-105753	ENR	William Howard	1965-01-06	UHC-75421-08	6615280200	759 Indian School Rd, Sacramento, CA, 95824	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-130222	ENR	Juan Ross	1959-11-07	UHC-10188-08	8762978735	96 Meadow Ln, Gilbert, AZ, 85265	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115619	ENR	Chirstian Henderson	1964-08-16	UHC-97023-90	6639945607	145 Mountain View Dr, Charlotte, NC, 28227	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134184	ENR	Danielle Schultz	1941-07-01	UHC-73966-94	9595906871	7494 Union St, Eden Prairie, MN, 55302	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109201	ENR	Samantha Q Soto	1985-08-15	UHC-22778-76	7973460691	2257 Harbor Blvd, Jacksonville, FL, 32242	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114693	ENR	Elizabeth J Watson	1953-02-11	UHC-09551-93	7024295748	799 Forest Ave, Scottsdale, AZ, 85235	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130870	ENR	Joshua K Singh	1950-11-19	UHC-77969-65	—	1428 Sage Ct, Mesa, AZ, 85226	0.76	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+2 more

13,989 rows, page 132 of 280Previous Next