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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122960	ENR	Juan Chen	1982-01-27	UHC-72089-26	—	9807 Church St, Nashville, TN, 37266	0.66	Phone missing area code Member ID reformatted Gender normalised Plan code upper-cased+1 more
ENR-137482	ENR	Kyle Wang	1943-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-120565	ENR	Jacqqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-118316	ENR	Anddrea V Kelly	1940-11-02	UHC-21701-06	4259738695	2445 Forest Ave, Nashville, TN, 37253	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-122458	ENR	Debra N Vazquez	1958-08-12	UHC-72933-28	2093769922	1489 Main St, Miami, FL, 33173	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109963	ENR	Rachel K Cunningham	1955-11-06	UHC-55213-29	4808729718	2916 River Rd, Seattle, WA, 98184	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-105981	ENR	Timothy M Tran	1958-04-25	UHC-04978-95	4657645355	5906 Apache Blvd, Glendale, AZ, 85384	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-123820	ENR	Gary I Lawrence	1955-07-20	UHC-89643-06	2289846910	549 Union St, Columbus, OH, 43262	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103846	ENR	Patricia Y Delgado	1969-11-05	UHC-18037-73	4593335689	4110 Hillcrest Rd, Tampa, FL, 33667	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123934	ENR	Kayla Luna	—	UHC-20633-02	8496062566	2442 Lincoln Way, Seattle, WA, 98140	0.66	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-142369	ENR	Martha Luna	1981-06-14	UHC-48008-27	8744182831	2310 Grand Ave, San Diego, CA, 92144	0.66	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-116526	ENR	Anthony Harrison	1983-09-08	UHC-10947-62	3208394348	5047 Canyon Rd, Las Vegas, NV, 89172	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-116456	ENR	Auustin V Hall	1959-01-19	UHC-85280-51	—	3672 Church St, Mesa, AZ, 85285	0.66	Date of birth reformatted Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-119353	ENR	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN, 55354	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-129145	ENR	Fank Sandoval	1994-04-17	UHC-63599-07	7973478832	8968 Canyon Rd, Minneapolis, MN, 55465	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135060	ENR	Debra Oliveer	1938-12-13	UHC-76154-45	4134396828	8029 Maple Ave, Phoenix, AZ, 85043	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-135248	ENR	Brandon Carter	2005-03-20	UHC-57023-24	8194536129	6856 Sage Ct, San Antonio, TX, 78233	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104044	ENR	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-119907	ENR	Adam MJunk	2008-10-07	UHC-57645-54	2343159020	2956 Sage Ct, Minneapolis, MN, 55474	0.66	Name re-cased State code upper-cased Gender normalised Whitespace trimmed+1 more
ENR-116921	ENR	Sharon Ray	2002-08-08	UHC-31560-49	4045423475	7588 Mountain View Dr, San Diego, CA, 92197	0.66	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+1 more
ENR-121757	ENR	Jack Bowman	1940-04-17	UHC-69037-54	3062909753	8293 Washington St, Gilbert, AZ	0.66	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-134415	ENR	Charlotte J Rojas	2006-06-13	UHC-76391-19	8674047573	5721 Canyon Rd, Mesa, AZ, 85252	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-121325	ENR	Seen Stevens	1954-05-02	UHC-84145-15	3837564779	5789 Desert Sky Blvd, Mesa, AZ, 85223	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111358	ENR	Betty X Lane	1954-10-14	UHC-10795-17	3292310052	8950 Ridge Rd, Gilbert, AZ, 85275	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-109510	ENR	Stephen P Carr	1966-01-10	UHC-87662-88	7807311419	6489 Main St, Jacksonville, FL, 32297	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-123631	ENR	Jacqueline Sanders	1951-07-10	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132174	ENR	Frank P White	1949-01-19	UHC-22204-04	3194128476	6866 Canyon Rd, Tucson, AZ, 85718	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105816	ENR	Daniel Dixon	1989-10-18	UHC-67601-44	6385411705	7318 Camelback Rd, San Antonio, TX, 78245	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142995	ENR	Joyce Henry	1995-02-16	UHC-60364-77	7735758245	7448 Cedar Ln, Chandler, AZ, 85270	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123183	ENR	Fatima Willis	1950-08-09	UHC-56598-64	9726188362	4892 Pine Dr, Atlanta, GA, 30316	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125289	ENR	Elijh W Munoz	1957-11-23	UHC-27461-26	—	7576 Jefferson Ave, Houston, TX, 77004	0.66	Two-digit birth year Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-138949	ENR	Helen Lucas	1983-10-06	UHC-91125-34	9169237424	6748 Sage Ct, Seattle, WA, 98124	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-129860	ENR	Juan N Maldonado	1983-09-16	UHC-34179-24	4179019329	2110 Forest Ave, Gilbert, AZ, 85233	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103814	ENR	Judy Alvarez	1944-05-23	UHC-57080-69	9886909219	8261 Sage Ct, Denver, CO, 80282	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-101186	ENR	Lori Dixon	1940-09-23	UHC-20645-16	6196325897	2347 Sunset Blvd, Plano, TX, 75003	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103200	ENR	Barbara C McDonald	1983-01-14	UHC-32514-51	2866940840	2086 Washington St, Charlotte, NC, 28227	0.66	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-125437	ENR	Loggan T Jackson	1969-01-22	UHC-90847-43	2428954431	5972 Bayshore Dr, San Diego, CA, 92133	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113772	ENR	Austin A Herrera	2002-09-12	UHC-67378-94	8336976854	3503 Oak St, San Diego, CA, 92162	0.66	Name re-cased SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-123654	ENR	Joshua W Tran	2003-08-04	UHC-48255-08	8838343537	700 Market St, Seattle, WA, 98101	0.66	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-108551	ENR	Ryan Larson	1957-01-25	UHC-84428-67	4176303139	3446 Hillcrest Rd, Tampa, FL, 33622	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-111565	ENR	Linda B Wang	1951-03-02	UHC-62194-36	5513530861	4440 Broadway, Austin, TX	0.66	Address re-cased City re-cased ZIP missing Email lower-cased+1 more
ENR-136818	ENR	Nancy M Welch	1953-10-02	UHC-99296-28	—	8417 Central Ave, Minneapolis, MN, 55414	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-117327	ENR	Marcus Z Butler	1982-06-16	UHC-16283-93	4528775947	7360 Canyon Rd, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-129983	ENR	Amed Murray	1969-10-08	UHC-25565-57	2152984239	8022 Lincoln Way, Atlanta, GA, 30353	0.66	Phone reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-124884	ENR	Nicholas Kim	1997-07-24	UHC-01441-68	9325553057	3130 Maple Ave, San Diego, CA, 92104	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138478	ENR	Linda Burns	1945-04-05	UHC-14067-04	—	8097 Church St, Miami, FL, 33117	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134633	ENR	Philip Gilbert	1978-05-09	UHC-96744-17	6829805428	69 Meadow Ln, Jacksonville, FL, 32203	0.66	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-114381	ENR	Valentina Yang	1943-08-22	UHC-72593-31	8609219601	2679 Sunset Blvd, Seattle, WA, 98131	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-100185	ENR	Stephen B Clark	1938-06-26	UHC-08012-54	4178650313	2805 Market St, Jacksonville, FL, 32227	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-132354	ENR	Denise Woods	1954-12-11	UHC-11661-57	—	7491 Hillcrest Rd, Columbus, OH, 43248	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

7,326 rows, page 92 of 147Previous Next