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-114275	ENR	Jose K Howell	1974-11-06	UHC-32051-30	3836523892	6998 Cedar Ln, Seattle, WA, 98147	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-120583	ENR	Logan Lawson	1992-11-11	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105704	ENR	Madison L Armstrong	1973-10-11	UHC-95183-75	9595884632	466 Highland Ave, San Diego, CA	0.62	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+3 more
ENR-127973	ENR	Heather Guzman	1982-02-05	UHC-72023-79	5382624135	2294 Mesa Dr, Mesa, AZ, 85212	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114420	ENR	David S Rose	1970-11-27	UHC-95771-06	8742522938	703 Palm Dr, Minneapolis, MN, 55433	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132689	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
ENR-135413	ENR	Terry V Le	1984-03-25	UHC-38720-12	—	825 Union St, Denver, CO, 80279	0.62	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-118386	ENR	Sara V Simmoons	1954-08-21	UHC-20159-13	5439171418	5499 Grand Ave, Plano, TX, 75073	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-129344	ENR	Valentina G Hicks	1951-08-06	—	8808488420	137 Canyon Rd, Denver, CO, 80245	0.62	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-135567	ENR	Gabriel L Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave, Orlando, FL, 32877	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102506	ENR	Brittany Luna	1972-01-21	UHC-53411-19	5737104001	4902 Lincoln Way, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120489	ENR	Eugene O Roberts	1991-08-14	UHC-61925-07	8148320753	5606 Lincoln Way, San Antonio, TX, 78285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106390	ENR	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	7942 Maple Ave Apt 23, Austin, TX, 78721	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-128898	ENR	Harold I Nunez	1994-02-23	UHC-70318-42	7702128551	8831 Grand Ave, Tucson, AZ, 85719	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104973	ENR	Jacob W Burke	1963-06-07	UHC-45904-82	3257661088	4350 Highland Ave, Chandler, AZ, 85258	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112669	ENR	Joan V Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108241	ENR	Lori Griffin	1968-10-22	UHC-27335-85	3529841178	3594 Valley View Dr, Houston, TX, 77059	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141549	ENR	Ashley Castyllo	2007-03-10	UHC-36019-06	5076674217	9750 Desert Sky Blvd, Denver, CO, 80289	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+3 more
ENR-108148	ENR	Andrew Y Vazquez	2005-02-10	UHC-77055-30	9878165635	3130 Baseline Rd, Jacksonville, FL, 32213	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111053	ENR	Nicholas J Obrien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139414	ENR	Priya T Fuller	1951-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-106495	ENR	Vincent H Hart	1976-04-05	UHC-99163-01	8609390189	3166 Oak St, Minneapolis, MN, 55413	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126718	ENR	Danielle L Schmmidt	1957-09-08	UHC-67449-37	8208110420	664 Hillcrest Rd, Eden Prairie, MN, 55307	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127497	ENR	Ann D Nguyen	1987-01-03	UHC-02107-04	3566202158	5519 Washington St, Chandler, AZ, 85258	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-117204	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117205	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132606	ENR	Brenda K Ryan	1976-03-09	UHC-87555-07	8034405145	4946 Mesa Dr, Plano, TX, 75003	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129482	ENR	Vincent Gilbert	1983-09-08	UHC-83259-66	3699597410	1714 Indian School Rd, Plano, TX, 75089	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-109858	ENR	Melissa Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142010	ENR	Lisa Knight	2000-08-02	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124919	ENR	Mark Q Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-108617	ENR	Lucia Vargas	1964-12-27	UHC-14079-98	9077270186	3420 Broadway Apt 9, Jacksonville, FL, 32252	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-121054	ENR	Yuki J Kelley	2007-06-27	UHC-53122-07	8748814105	4912 Harbor Blvd, Columbus, OH, 43279	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-105602	ENR	Julie M Garza	1973-01-15	UHC-95660-03	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112581	ENR	Judith Y Hughes	1992-09-24	UHC-29952-06	4702187639	8232 Valley View Dr, Los Angeles, CA, 90085	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124067	ENR	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX, 75055	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131634	ENR	Teresa Z Dixon	1988-07-12	—	4147130275	7439 Lincoln Way, Houston, TX, 77073	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-115605	ENR	Pat Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111401	ENR	Ann Simpson	1961-11-04	UHC-94129-43	8979424861	6392 Ridge Rd, Tampa, FL, 33606	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140958	ENR	Susan S Knight	1999-02-05	UHC-87229-32	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-134088	ENR	Megan Carr	1951-10-23	UHC-22047-95	—	3795 Elm St, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104694	ENR	Bell U Benjamin	1987-05-19	UHC-88671-74	4879437971	8479 Camelback Rd, Minneapolis, MN, 55428	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126737	ENR	Drew Matthews	1980-07-04	UHC-58353-57	4503420006	606 Church St, Miami, FL, 33129	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-140393	ENR	Sara Palmer	1998-05-20	UHC-47320-20	2596291534	133 Elm St, Gilbert, AZ, 85272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119141	ENR	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101669	ENR	Sophia P Edwards	1953-10-21	UHC-83419-85	9888400492	6192 Canyon Rd, Columbus, OH, 43270	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133302	ENR	Hrold O Maldonado	1965-10-14	UHC-83323-05	2033445176	9623 Market St, Minneapolis, MN, 55466	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104031	ENR	Dennis T Murales	1990-01-06	UHC-40290-79	7104793536	265 Elm St, Tucson, AZ, 85772	0.62	Phone reformatted Street suffix standardised Address re-cased Gender normalised+3 more
ENR-118553	ENR	Danny G Bennett	2008-08-12	UHC-66829-88	3279523910	9592 Market St, Glendale, AZ, 85308	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more

7,326 rows, page 63 of 147Previous Next