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-106998	ENR	Paul Garrett	1978-05-03	UHC-81589-32	—	6797 Camelback Rd, Minneapolis, MN, 55436	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased
ENR-100865	ENR	Willie Walsh	1959-01-26	UHC-12852-84	2414327954	4995 Broadway, Los Angeles, CA, 90095	0.80	Phone reformatted Address re-cased ZIP+4 trimmed Email lower-cased
ENR-122612	ENR	Willie F Franklin	1939-09-09	UHC-97091-61	9066248834	460 Baseline Rd, Houston, TX, 77049	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-142660	ENR	Kevin I Johnston	1956-06-01	UHC-81285-76	3885379182	8262 Maple Ave, Fresno, CA, 93752	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-120493	ENR	Sue Romero	1944-11-16	UHC-17392-80	4542146901	357 Spring St, Los Angeles, CA, 90071	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-113267	ENR	Margaret A McDonald	1956-09-28	UHC-91749-89	3995052188	2489 Forest Ave, Sacramento, CA, 95843	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-136306	ENR	Joan S Alexander	1938-08-27	UHC-34592-23	3003026946	165 Willow Ct, Scottsdale, AZ, 85248	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-118405	ENR	Mei Lane	1963-07-23	UHC-15267-96	2832281350	6232 Hillcrest Rd, Las Vegas, NV, 89186	0.80	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-105020	ENR	Gerald B Harris	2001-11-10	UHC-76132-83	7316010789	2875 Mountain View Dr, Dallas, TX, 75275	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-123921	ENR	Luis T Sims	1993-06-18	UHC-59396-16	4495401903	637 Baseline Rd, Las Vegas, NV, 89122	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-103948	ENR	Richard L Wright	1965-07-20	UHC-10330-79	—	7463 Mesa Dr, Austin, TX, 78731	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-121358	ENR	Amy D Mason	1974-07-27	UHC-63861-38	—	5602 Camelback Rd, Las Vegas, NV, 89113	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-117505	ENR	Keith V Smith	1997-05-06	UHC-42383-68	4134845736	8139 Washington St, Jacksonville, FL, 32275	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-130730	ENR	Tyler Taylor	1957-10-27	UHC-30471-03	4296298195	4037 Indian School Rd, Las Vegas, NV, 89163	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-115453	ENR	Andrew I Phillips	1942-07-11	UHC-37629-48	7705264508	3402 Lake View Rd, Mesa, AZ, 85223	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-115452	ENR	Andrew I Phillips	1942-07-11	UHC-37629-48	7705264508	3402 Lake View Rd, Mesa, AZ, 85223	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-122072	ENR	Justin X Payne	2008-02-01	UHC-37308-22	8366280257	1068 Lake View Rd, Jacksonville, FL, 32268	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-129688	ENR	Bryan Gray	1996-10-24	UHC-47000-39	4927115574	6673 Valley View Dr, Seattle, WA, 98113	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-140358	ENR	Meteo Salazr	1965-05-19	UHC-62782-53	8103428509	4525 Highland Ave, Mesa, AZ, 85215	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-100425	ENR	Douglas George	1985-12-18	UHC-91044-29	2146480532	9884 River Rd, Tempe, AZ, 85217	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-126368	ENR	Kayla K Turner	1968-10-22	UHC-79930-99	2254825712	1856 Broadway, Sacramento, CA, 95849	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-132945	ENR	Camila X Elliott	1947-09-28	UHC-53265-46	5008227384	7969 Sunset Blvd, Phoenix, AZ, 85074	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-118787	ENR	Sandra O Valdez	1949-11-19	UHC-60659-14	2418271164	3901 Elm St, Tucson, AZ, 85775	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-139103	ENR	Jean Q Perez	1990-09-01	UHC-67282-58	3283689619	8720 Bayshore Dr, Austin, TX, 78756	0.80	Name re-cased ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
ENR-120197	ENR	Alexis Cook	2007-12-20	UHC-37081-73	6646350947	9825 River Rd, Tampa, FL, 33654	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-139330	ENR	Jack Pierce	1996-01-01	UHC-70363-83	3499282769	8375 Spring St, Eden Prairie, MN, 55337	0.80	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-104477	ENR	Stephen Padillla	1969-10-28	UHC-67817-88	2019169952	7260 Washington St, Scottsdale, AZ, 85255	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-127046	ENR	Charlotte Guzman	1963-03-01	UHC-27658-01	8622597123	9733 Broadway, Chandler, AZ, 85271	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-125640	ENR	Gerald A Rios	1976-08-18	UHC-08945-22	4202731541	8925 Market St, Mesa, AZ, 85253	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-126787	ENR	Omar P Flores	1944-03-19	UHC-91661-29	6719421059	1848 Highland Ave, Charlotte, NC, 28269	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-139779	ENR	Mariana T Gordon	2002-12-27	UHC-48651-30	2806555065	8499 Broadway, Nashville, TN, 37243	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-138735	ENR	Zachary H Peters	1998-12-15	UHC-90080-28	2944830123	7059 Hillcrest Rd, Scottsdale, AZ, 85257	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-124137	ENR	Janice I Boyd	1993-01-15	UHC-79838-47	2166803014	6307 Canyon Rd, Gilbert, AZ, 85292	0.80	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed
ENR-127288	ENR	Jacob Maldonado	1996-07-26	—	9126346690	4546 Ridge Rd, San Diego, CA, 92121	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-119100	ENR	Ruth Crapenter	1968-07-02	UHC-28410-78	9664507753	9807 Camelback Rd, Glendale, AZ, 85303	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-138221	ENR	Hannah Burns	1965-07-13	UHC-22094-17	3755812646	4611 Forest Ave, Scottsdale, AZ, 85277	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-120642	ENR	Mei R Hunt	1946-12-20	UHC-84600-88	4603416052	7787 Baseline Rd, Phoenix, AZ, 85053	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-132884	ENR	Kelly M Bakre	1953-02-17	UHC-86668-68	8976941010	8831 Cedar Ln, Atlanta, GA, 30300	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-142750	ENR	Pat H Guzman	1984-06-18	UHC-51894-06	4166860641	9570 Pine Dr, Seattle, WA, 98122	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-123735	ENR	Melissa I Lane	1953-06-05	UHC-29283-71	4495015059	137 Park Pl, Chandler, AZ, 85203	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-101835	ENR	Sandra Z Davis	1953-01-05	UHC-90638-23	8009303442	7452 Elm St, Plano, TX, 75000	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-109655	ENR	Joe Harvey	1956-09-20	UHC-56836-11	5794056018	6432 Hillcrest Rd, Atlanta, GA, 30357	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-112069	ENR	Carul Reyes	1994-04-21	UHC-62464-04	4527601031	642 Apache Blvd, Tucson, AZ, 85701	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-103656	ENR	Laura D Castro	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-119591	ENR	Jean I Wang	1960-03-11	UHC-24681-22	9645305603	501 Church St, San Antonio, TX, 78236	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-139716	ENR	Diana W Greeen	1943-02-24	UHC-68400-81	4907117769	2384 River Rd, Miami, FL, 33105	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-136120	ENR	Mriana Owens	1998-06-24	UHC-35620-95	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-126677	ENR	Noah Sism	1942-04-20	UHC-84747-41	5312906029	1228 Elm St, Atlanta, GA, 30325	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-122808	ENR	Nicholas Gonzalez	1973-09-07	UHC-87411-08	5659904813	1037 Willow Ct, Sacramento, CA, 95865	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-123279	ENR	Cynthia W Ford	1986-06-11	UHC-96947-77	6936057795	3753 Lincoln Way, Fresno, CA, 93791	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased

3,951 rows, page 71 of 80Previous Next