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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111063	ENR	Matthew Payne	1985-11-08	UHC-29793-81	6454657355	5751 Ocean Ave, Chandler, AZ, 85252	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-119025	ENR	Yuki Wood	1998-11-15	UHC-13952-38	5444048454	4796 Broadway, Tucson, AZ, 85734	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-123600	ENR	Jose G Stone	1957-04-02	UHC-51945-67	3638314218	895 Hillcrest Rd, Charlotte, NC, 28243	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115912	ENR	Joshua L Ross	1989-12-07	UHC-09094-34	2955334474	3415 Pine Dr, Miami, FL, 33128	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-103294	ENR	Logan Santos	1972-02-24	UHC-71830-89	9202677700	7133 Sage Ct, Las Vegas, NV, 89157	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-112247	ENR	Emma Q Estrada	1978-03-01	UHC-30271-36	4696908266	7700 Sage Ct, Charlotte, NC, 28269	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-128254	ENR	Dennis Griffin	1947-08-14	UHC-01977-45	7003430979	6467 Mountain View Dr, Jacksonville, FL, 32275	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-100790	ENR	William U Contreras	1988-08-12	UHC-82947-39	7972873843	8844 Ocean Ave, Fresno, CA, 93790	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-123135	ENR	Donald Boyd	1961-01-07	UHC-68572-74	—	2738 Broadway, Chandler, AZ, 85286	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-104928	ENR	Michelle Richards	1944-03-15	UHC-09997-50	3858035714	7612 Union St, San Diego, CA, 92188	0.78	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-110068	ENR	Michelle X Kelley	1996-03-02	UHC-11382-60	6954920437	2898 Baseline Rd, San Antonio, TX, 78244	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-101439	ENR	Tommy J Walker	1989-10-05	UHC-43323-39	4109704364	6661 Grand Ave, Tempe, AZ, 85277	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-131797	ENR	Maria D Hicks	1953-08-01	UHC-88692-08	5758038244	9417 Desert Sky Blvd, Las Vegas, NV, 89104	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-137131	ENR	Jacob Reed	1996-02-06	UHC-71000-01	9189158611	4162 Lincoln Way, Orlando, FL, 32804	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-109956	ENR	Yuki Campball	1970-04-08	UHC-79698-62	6752457915	3878 Ridge Rd, Eden Prairie, MN, 55302	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-111962	ENR	Ralph F Simpson	1938-03-20	UHC-13940-20	7717103832	4591 Park Pl, Phoenix, AZ, 85087	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-118820	ENR	Christopher A Boyd	1972-04-20	UHC-26068-26	4836584612	5629 Indian School Rd, Eden Prairie, MN, 55397	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-124812	ENR	Donna C Kelley	1989-05-24	UHC-99118-77	7537095343	719 Highland Ave, Fresno, CA, 93716	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-140715	ENR	Judy D Olliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.78	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-125998	ENR	Joan K Fowler	2002-09-11	UHC-25204-87	9043215257	196 Cedar Ln, San Antonio, TX, 78273	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-104146	ENR	Collins Scoott	1955-03-27	UHC-37851-09	2214332383	1477 Baseline Rd, Charlotte, NC, 28217	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-115721	ENR	Mary A Espinoza	2005-06-26	UHC-85055-37	9244930431	1673 Palm Dr, Tampa, FL, 33660	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Plan code upper-cased+1 more
ENR-103614	ENR	Laura Harper	1945-08-11	UHC-81629-70	8494369446	7036 Lake View Rd, Los Angeles, CA, 90060	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-108919	ENR	Maria G Sanders	1986-12-25	UHC-61145-08	8147836511	6348 Oak St, Nashville, TN, 37213	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-139622	ENR	Matthew C Knight	1966-07-01	UHC-08868-88	9469283622	2609 Palm Dr, Jacksonville, FL, 32206	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-141537	ENR	Andrea Green	1957-10-02	UHC-43761-45	7708663024	7925 Baseline Rd, Tempe, AZ, 85210	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-139144	ENR	Samuel L Daniels	1977-11-16	—	8727770271	8484 Meadow Ln, Tampa, FL, 33641	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-140207	ENR	Jese Hanson	1956-05-19	UHC-23601-51	7014751587	712 Spring St, Nashville, TN, 37211	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-127856	ENR	Gloria N Fuller	2001-09-16	UHC-18531-90	7196890905	5722 Grand Ave, Los Angeles, CA, 90004	0.78	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-139725	ENR	Hannah O Arnold	1989-06-16	UHC-81185-17	3699562370	4860 Desert Sky Blvd, Charlotte, NC, 28277	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-109248	ENR	Ken G Reid	1959-05-06	UHC-25501-79	4228872882	1057 Main St, Jacksonville, FL, 32202	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-131425	ENR	Laura Jordan	1961-07-06	UHC-59863-10	9824877437	7326 Elm St, Phoenix, AZ, 85020	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-123586	ENR	Ethan Shaw	1948-02-27	UHC-85376-59	8244254775	556 Spring St, Atlanta, GA, 30388	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-108413	ENR	Alexander Z Evans	2004-08-25	UHC-74290-44	9762337460	8764 Lincoln Way, Columbus, OH, 43272	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-108414	ENR	Alexander Z Evans	2004-08-25	UHC-74290-44	9762337460	8764 Lincoln Way, Columbus, OH, 43272	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-100054	ENR	Logn S Grnat	1997-08-14	UHC-46420-56	9118378831	3270 Ocean Ave, Gilbert, AZ, 85205	0.78	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-115593	ENR	Bobby Hudson	1995-06-08	UHC-14302-71	6406376896	6175 Lincoln Way, Nashville, TN, 37211	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104269	ENR	Shirley Harvey	1994-12-25	UHC-81817-78	3044152492	7830 Pine Dr, Chandler, AZ, 85217	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-126813	ENR	Threesa Wagner	1942-07-27	UHC-18014-03	7304881951	8816 Valley View Dr, Eden Prairie, MN, 55387	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-105686	ENR	Ana Banks	1968-01-12	UHC-34703-52	5547536159	5264 Elm St, Minneapolis, MN, 55474	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103699	ENR	Ann J Alexandre	1950-08-21	UHC-97453-82	5913132629	5026 Harbor Blvd, Chandler, AZ, 85211	0.78	Phone reformatted Member ID reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-129282	ENR	Christian Carroll	1962-11-16	UHC-95958-18	3155656706	6351 Canyon Rd, San Antonio, TX, 78291	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-108017	ENR	Adam R Collins	1975-06-08	UHC-14438-70	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-132571	ENR	Emily George	1944-05-10	UHC-15517-57	5803135977	5095 Oak St, Columbus, OH, 43201	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-119174	ENR	Mason Y Weaver	1946-08-27	UHC-94503-02	3287084598	248 Palm Dr, Fresno, CA, 93706	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-119175	ENR	Mason Y Weaver	1946-08-27	UHC-94503-02	3287084598	248 Palm Dr, Fresno, CA, 93706	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-112319	ENR	Susan Scott	1971-09-12	UHC-34135-53	—	6472 Main St, San Diego, CA, 92167	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103694	ENR	Mariana Alvarado	1988-05-19	UHC-74798-45	3708083444	24 Lake View Rd, Austin, TX, 78795	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103693	ENR	Mariana Alvarado	1988-05-19	UHC-74798-45	3708083444	24 Lake View Rd, Austin, TX, 78795	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139878	ENR	Christine U Young	1955-03-09	UHC-33275-29	7144246288	4686 Broadway, Tucson, AZ, 85741	0.78	Name re-cased Phone reformatted Address re-cased ZIP+4 trimmed+1 more

3,951 rows, page 69 of 80Previous Next