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-113783	ENR	Benjamin Carr	1954-01-05	UHC-31487-44	5618386487	6134 Spring St, Los Angeles, CA, 90028	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-112545	ENR	Camila Nelson	1997-01-14	UHC-20801-64	6132771924	5213 Valley View Dr, San Antonio, TX, 78231	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
ENR-134402	ENR	Virginia Mjia	2006-02-17	UHC-29010-39	2412314554	5994 Canyon Rd Apt 22, Fresno, CA, 93767	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134890	ENR	Christopher O Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109959	ENR	Helen F Smth	2001-08-18	—	—	1063 Forest Ave, Austin, TX, 78704	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126276	ENR	Mateo Guzman	1969-11-18	UHC-81858-58	6985248265	341 Church St, Dallas, TX, 75228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113164	ENR	Danielle G Parker	1944-05-13	UHC-32190-08	7346661270	8373 Church St, Tampa, FL, 33691	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115022	ENR	Virrginia TJunk	1950-01-25	UHC-50653-70	7482726254	4695 Market St, Los Angeles, CA, 90035	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-120100	ENR	Tyler Gomez	1972-04-01	UHC-20079-30	2977448220	33 Main St, Atlanta, GA, 30370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136905	ENR	Jerry A Williamson	1992-08-09	UHC-31382-25	3624722123	4925 Jefferson Ave, Chandler, AZ, 85233	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115995	ENR	BJunk	1938-01-16	UHC-99688-07	4662553930	1739 Cedar Ln, Tampa, FL, 33669	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114485	ENR	Lauren Tran	1986-01-14	UHC-07819-24	2593582163	5167 Hillcrest Rd # 430, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-108119	ENR	Betty Rmirez	1972-05-04	UHC-87818-53	8738369970	4761 Desert Sky Blvd, Gilbert, AZ, 85204	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-117880	ENR	Carol M Gutierrez	2000-09-08	UHC-45287-35	8695427797	5447 Church St, Plano, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110490	ENR	Willie H Castillo	2000-12-12	UHC-06567-10	2608228641	9015 River Rd, Minneapolis, MN, 55454	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139458	ENR	Eugene Stewart	1971-08-05	UHC-98811-01	8689815464	9429 Mountain View Dr, San Antonio, TX, 78244	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138944	ENR	Roger Greene	1994-06-19	UHC-35717-11	9328488808	1194 Central Ave, Seattle, WA, 98114	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138945	ENR	Roger Greene	1994-06-19	UHC-35717-11	9328488808	1194 Central Ave, Seattle, WA, 98114	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-118112	ENR	Mei U Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-115927	ENR	Hiroshi X Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103854	ENR	Philip Le	1983-04-22	UHC-39834-94	7534863035	3707 Union St Apt 18, Jacksonville, FL, 32202	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104523	ENR	Bryan Y Green	1995-07-18	UHC-72511-86	8855353384	6662 Camelback Rd, Seattle, WA, 98167	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-143001	ENR	Maria D Fields	1944-03-23	UHC-29736-44	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110923	ENR	Mrk Silvva	1994-06-25	UHC-12194-34	9606861955	1331 Sunset Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-109260	ENR	Lucia Gray	1981-03-26	UHC-38544-29	4512495460	5550 Lincoln Way, Charlotte, NC	0.64	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
ENR-121098	ENR	John H Lopez	2007-10-26	UHC-22836-21	9405873671	8776 Harbor Blvd # 374, Tucson, AZ, 85767	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-130607	ENR	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-121502	ENR	Steven N Ramirez	1952-06-15	UHC-82095-13	—	5837 Indian School Rd, Columbus, OH, 43282	0.64	Phone missing area code Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-101645	ENR	Keith Johnston	1939-07-14	UHC-91584-67	2454555973	3427 Sunset Blvd, Tempe, AZ, 85275	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124669	ENR	Gary K Burns	1967-01-03	UHC-46900-65	9867391788	6344 Desert Sky Blvd, Jacksonville, FL, 32289	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-115790	ENR	Hannah Flores	1941-11-18	UHC-63078-53	4103919225	9304 Lake View Rd, Plano, TX, 75040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121077	ENR	Aaron B Hoffman	2008-10-12	UHC-55595-67	—	9350 Market St, Tucson, AZ, 85758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115761	ENR	Sophia O Dixon	1938-03-10	UHC-10387-52	5022621731	3158 Spring St, Mesa, AZ, 85256	0.64	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-120299	ENR	Bryan Q Harrison	2007-11-10	UHC-33879-78	7333506085	2725 Indian School Rd, Dallas, TX, 75215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119954	ENR	Linda C McDonald	1987-03-12	UHC-89393-86	—	3863 Broadway, San Antonio, TX, 78286	0.64	Name re-cased Phone missing area code City re-cased ZIP+4 trimmed+2 more
ENR-127228	ENR	Emily J Smith	1947-01-09	UHC-61805-54	2464362858	8374 Market St, Eden Prairie, MN, 55374	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109367	ENR	Beverly E Burns	1955-03-05	UHC-65357-91	5922748806	6077 Mesa Dr, San Antonio, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City 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
ENR-128537	ENR	Brenda W Edwards	1966-12-10	UHC-73573-09	8634794468	5077 Hillcrest Rd, Charlotte, NC, 28204	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137371	ENR	Wayne W Sullivan	1986-09-16	UHC-70561-67	7336574046	3620 Sage Ct, Gilbert, AZ, 85289	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-133503	ENR	Elijah Wislon	1945-03-07	UHC-92642-82	3272767470	8213 River Rd, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128278	ENR	Brittany C Richardson	1992-04-08	UHC-85550-72	3652940002	4591 Lincoln Way, Tucson, AZ, 85731	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-115176	ENR	George Bishop	1962-11-25	UHC-42128-42	5026511949	6104 Highland Ave, Columbus, OH, 43275	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141882	ENR	Benjamin I Taylor	—	UHC-57790-84	6475953149	1330 Forest Ave, Tampa, FL, 33652	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125428	ENR	Sara Gibson	1955-12-02	UHC-40430-01	9592943473	5461 Sunset Blvd, Las Vegas, NV, 89119	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105893	ENR	Jesse Santos	1981-06-19	UHC-21978-49	3377739768	8431 Palm Dr, Phoenix, AZ, 85086	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-122497	ENR	Alice B Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129647	ENR	Joan C Castro	1993-08-20	UHC-27151-29	4054368361	6960 Ridge Rd, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130243	ENR	Raymond Collins	1971-03-26	UHC-04176-72	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-127756	ENR	Arthur T Parker	1971-03-13	UHC-20503-28	9207608700	680 Park Pl, Chandler, AZ, 85241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

8,934 rows, page 63 of 179Previous Next