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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132600	ENR	Maria Ramos	1993-08-27	UHC-15701-44	9307721896	1825 Pine Dr, Columbus, OH, 43231	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-132599	ENR	Maria Ramos	1993-08-27	UHC-15701-44	9307721896	1825 Pine Dr, Columbus, OH, 43231	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136166	ENR	Brian E Johnson	1978-07-28	UHC-62806-11	3842414351	6230 Central Ave, Miami, FL, 33142	0.88	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-126020	ENR	Cynthia Carlson	1994-02-25	UHC-58426-35	5149511792	7120 Oak St, Las Vegas, NV, 89110	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-140175	ENR	Frank Vega	1944-03-01	UHC-41110-20	3213930134	3459 Mesa Dr, Charlotte, NC, 28270	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-119622	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-121808	ENR	James Rojas	1946-10-27	UHC-49912-59	3148260850	7984 Camelback Rd, Nashville, TN, 37206	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-110383	ENR	Russell M Jenkins	1981-01-19	UHC-53169-39	3286834487	3948 Church St, Sacramento, CA, 95868	0.88	Phone reformatted City re-cased State code upper-cased Email lower-cased+2 more
ENR-141806	ENR	Mteo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave, Austin, TX, 78791	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-136594	ENR	Jon P Kim	1955-06-09	UHC-91150-32	6298448189	7813 Broadway, Chandler, AZ, 85281	0.88	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-127938	ENR	Logan Bell	1975-10-16	UHC-02024-42	5609168744	7325 Baseline Rd, Jacksonville, FL, 32235	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-125635	ENR	Brandon Sanders	1993-08-17	UHC-71390-78	2586629641	9596 Mountain View Dr, Phoenix, AZ, 85027	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-102605	ENR	Willie L Austin	1944-11-13	UHC-61813-03	2582848191	8803 Bayshore Dr, Minneapolis, MN, 55482	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-117125	ENR	Carolny Lee	2002-01-17	UHC-48159-34	4333656266	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-122604	ENR	Michelle I Turner	1984-04-05	UHC-49674-03	4876987022	618 Desert Sky Blvd, Fresno, CA, 93744	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-137818	ENR	Janet Roberts	1979-02-27	UHC-73289-48	7118431152	1058 Union St, Chandler, AZ, 85238	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-124546	ENR	Brandon J White	1984-09-10	UHC-94973-82	5795481981	8193 Cedar Ln, Gilbert, AZ, 85217	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-130550	ENR	Henry J Hamilton	1955-04-12	UHC-12110-84	9188773930	645 Spring St, Tucson, AZ, 85720	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-103010	ENR	Mary Allen	1975-11-01	UHC-68685-92	7962361744	1340 Central Ave, Seattle, WA, 98134	0.90	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-108024	ENR	Adam Contreras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-116088	ENR	Kayla S Phillips	1990-01-05	UHC-66509-12	3935508623	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-123886	ENR	Sara Y Contreras	1966-12-20	UHC-07711-65	9369798944	3573 Indian School Rd, San Antonio, TX, 78274	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-134062	ENR	Jason Ross	1952-10-22	UHC-59811-78	7594240525	1716 Maple Ave, Gilbert, AZ, 85278	0.90	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-120215	ENR	Zachary Jacobs	1964-10-07	UHC-67727-99	4046392478	5070 Jefferson Ave, Las Vegas, NV, 89157	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-123029	ENR	Gloria Nelson	1954-09-08	UHC-36758-70	4864802720	8017 Main St, Nashville, TN, 37206	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-142837	ENR	Mark Walsh	1980-06-15	UHC-70851-53	—	9283 Bayshore Dr, Atlanta, GA, 30320	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-138080	ENR	Brittany A Clark	1939-07-10	UHC-13013-67	3792207980	4887 River Rd, Seattle, WA, 98184	0.90	Name re-cased City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-110853	ENR	Abiggail J Vasquez	1992-01-02	UHC-90186-63	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-136252	ENR	Masoon Hamilton	1988-11-25	UHC-38301-28	8045434995	3651 Ocean Ave, Gilbert, AZ, 85269	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-124604	ENR	Alexis Jimenez	1971-09-20	UHC-20281-74	4924128214	1687 Desert Sky Blvd, Miami, FL, 33106	0.90	Name re-cased Date of birth reformatted City re-cased Email lower-cased+1 more
ENR-140315	ENR	Wei C Tucker	1950-04-03	UHC-89763-34	7649910990	2391 Church St, Columbus, OH, 43239	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-105855	ENR	Jonathan Turner	1939-06-23	UHC-89708-54	8412467920	7967 Lake View Rd, Chandler, AZ, 85230	0.90	Name re-cased Member ID reformatted Email lower-cased Plan code upper-cased+1 more
ENR-129716	ENR	Dieo Richardson	1943-08-13	UHC-07366-97	6045885724	9038 Cedar Ln, San Antonio, TX, 78214	0.90	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+1 more
ENR-100260	ENR	Keith R Coleamn	1944-07-25	UHC-94258-73	9262233340	—	0.90	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-126533	ENR	Helen Gibson	1940-04-03	UHC-11787-25	7852167931	3902 Market St, Nashville, TN, 37243	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-125908	ENR	Scott H Burke	2004-01-06	UHC-82744-03	2824460983	1246 Oak St, Orlando, FL, 32872	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-127765	ENR	Randy Alvarado	2000-02-01	UHC-90506-58	6933921305	5022 Sunset Blvd, Orlando, FL, 32830	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-142133	ENR	Daniel Jensen	2002-03-28	UHC-73429-49	2828782096	3089 Baseline Rd, Orlando, FL, 32863	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-112830	ENR	Douglas R Hicks	1978-03-16	UHC-07479-61	5896109121	—	0.90	Phone reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-141905	ENR	Bryan Grant	1971-03-07	UHC-71352-96	5397706608	2840 Grand Ave, Charlotte, NC, 28270	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-116337	ENR	Priya F Wilson	1949-03-13	UHC-53422-51	2447593499	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-128230	ENR	George X Robinson	1999-01-11	UHC-33174-40	9589138536	4700 Highland Ave, Miami, FL, 33160	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-113962	ENR	Albert Delgado	1952-04-25	UHC-21429-15	—	1506 Broadway, San Diego, CA, 92115	0.90	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+1 more
ENR-106161	ENR	Olivia Mendoza	1950-08-20	UHC-59927-40	3092677353	5633 Willow Ct, Mesa, AZ, 85279	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-130578	ENR	Sean Guerreo	1950-04-09	UHC-78198-88	3669361407	86 Market St, Tampa, FL, 33617	0.90	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-106932	ENR	Dennis Lane	2006-01-24	UHC-05281-74	9183203257	5757 Oak St, Las Vegas, NV, 89112	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-103792	ENR	Albert W Hunt	1939-04-27	UHC-04440-56	6039770577	843 Church St, Plano, TX, 75062	0.90	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-139420	ENR	Russell S Gordon	1956-08-13	UHC-16503-25	9378523195	4073 Apache Blvd, Atlanta, GA, 30319	0.90	Name re-cased Email lower-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-106930	ENR	Albert A Hall	1980-03-18	UHC-77367-20	9763737258	2761 Forest Ave, Chandler, AZ, 85231	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-108149	ENR	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more

2,126 rows, page 37 of 43Previous Next