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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125478	ENR	Ann Hudsson	1947-09-06	UHC-68157-21	—	2748 Palm Dr, Eden Prairie, MN, 55320	0.90	Date of birth reformatted Member ID reformatted City re-cased Email lower-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-117119	ENR	Marcus Gutierrez	1951-08-07	UHC-02151-27	3683633570	1976 Church St, Plano, TX, 75033	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-110877	ENR	Roy Ryan	1997-11-27	—	9787046584	4248 Union St, Glendale, AZ, 85310	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-115624	ENR	Steven H Bell	1993-04-22	UHC-14759-22	6572732518	3247 Elm St, Eden Prairie, MN, 55366	0.90	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+1 more
ENR-107134	ENR	Danielle Boyd	1962-07-19	—	8308447106	2344 Mountain View Dr, Tempe, AZ, 85279	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-119146	ENR	Joan R Harrison	1952-04-11	UHC-53275-48	6697802629	2850 Canyon Rd, Charlotte, NC, 28227	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-127490	ENR	Patrick Q Hendderson	1968-09-17	UHC-63091-04	7089560937	5981 Park Pl, Tampa, FL, 33645	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-138967	ENR	Gloria Martin	1989-09-15	UHC-38570-43	6596731875	6216 Canyon Rd, Miami, FL, 33155	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+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-121839	ENR	Wayne C Bailey	2007-07-10	UHC-22905-01	7077290054	8816 Forest Ave, Phoenix, AZ, 85017	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
ENR-123826	ENR	Shirley Le	2002-03-28	UHC-24005-09	9148077555	7260 Market St, Mesa, AZ, 85220	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-113623	ENR	Katherine S Simmons	1985-07-17	UHC-12054-24	3328713836	1289 Main St, Scottsdale, AZ, 85260	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-118390	ENR	Judy I Gilbert	1945-12-06	UHC-52917-22	5948079277	7983 Lincoln Way, Glendale, AZ, 85335	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-114153	ENR	Diego F Lopez	2000-09-16	UHC-40396-40	3973358235	9378 Elm St, Seattle, WA, 98148	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-140355	ENR	Logan Carr	1978-06-08	UHC-66549-87	8138945437	5888 Valley View Dr, Atlanta, GA, 30393	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+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-112721	ENR	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	1715 Willow Ct, Sacramento, CA, 95840	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-130491	ENR	Carol C Reed	1996-08-27	UHC-69430-37	6412893087	8397 River Rd, Charlotte, NC, 28205	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
ENR-119077	ENR	Jeremy Payne	1938-08-06	UHC-63081-90	7118102959	5765 Indian School Rd, San Antonio, TX, 78268	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-142540	ENR	Joe Lawson	1960-04-14	UHC-19110-33	9683375092	5214 Mesa Dr, Tucson, AZ, 85710	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-137573	ENR	Christopher S Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-112701	ENR	Gerald Nichols	1956-12-02	UHC-10049-27	2252722408	592 Broadway, Los Angeles, CA, 90092	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+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-110654	ENR	Hiroshi P Burns	1958-03-23	UHC-11947-28	4192530938	1047 Lake View Rd, Dallas, TX, 75232	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-105603	ENR	Jose Simmons	1947-05-11	UHC-22322-13	6143939984	8631 Mesa Dr, Minneapolis, MN, 55491	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-119959	ENR	Megan X Day	1969-11-08	UHC-46525-18	2716256050	5475 Market St, Austin, TX, 78787	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-113845	ENR	Vincent Day	1994-01-23	UHC-43106-96	5384793763	815 Highland Ave, Eden Prairie, MN, 55386	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-121765	ENR	Alexis J Rios	1980-06-28	UHC-64135-62	4818947115	2347 Sunset Blvd, Eden Prairie, MN, 55350	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-122779	ENR	Patterson D Susan	1965-07-08	UHC-88196-46	2542378376	3112 Valley View Dr, Phoenix, AZ, 85051	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-114656	ENR	Scott Nguyen	2003-07-04	UHC-18187-48	6503855194	343 Broadway, Phoenix, AZ, 85047	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-125044	ENR	Fatima Romero	1948-06-21	UHC-50296-36	4778499732	2284 Desert Sky Blvd, San Diego, CA, 92166	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-107803	ENR	Michael Q Wells	1953-10-18	UHC-41376-70	6285783924	4425 Mesa Dr, Charlotte, NC, 28254	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-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-134852	ENR	Natalie Woods	1940-09-01	UHC-23619-40	—	8158 Oak St, Columbus, OH, 43281	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-134044	ENR	Edward S Marshall	1999-06-22	UHC-05611-09	9622596928	9599 Central Ave, Charlotte, NC, 28247	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-110451	ENR	Diana Rios	1997-08-11	UHC-92973-01	8469619135	3581 Broadway, Tempe, AZ, 85207	0.90	Name re-cased Phone reformatted Address re-cased City re-cased+1 more
ENR-127402	ENR	Peter Arnold	1996-09-19	UHC-28031-48	6347208004	3662 Ocean Ave, Charlotte, NC, 28282	0.90	Phone reformatted City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-119053	ENR	Jean A Marquez	1976-10-18	UHC-24571-43	5258996880	5307 Desert Sky Blvd, Columbus, OH, 43220	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-141690	ENR	Cheryl J Howell	1962-08-15	UHC-05577-47	—	2770 Lake View Rd, San Antonio, TX, 78274	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-130768	ENR	Catherine Kelley	2004-10-15	UHC-76862-04	3876572925	2734 Pine Dr, Jacksonville, FL, 32205	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-104070	ENR	Samantha Vazquez	1972-01-08	UHC-23134-85	—	9424 Highland Ave, Glendale, AZ, 85312	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
ENR-118237	ENR	Dors A Singh	1950-09-25	UHC-06680-50	4216081762	7706 Sage Ct, Las Vegas, NV, 89120	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
ENR-119136	ENR	Sofia Z Anderson	1984-01-21	UHC-07135-27	3165778943	1902 Lincoln Way, Houston, TX, 77037	0.90	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-129500	ENR	Bradley Harris	1955-09-02	UHC-69817-65	6826444591	6229 Maple Ave, Atlanta, GA, 30398	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-122792	ENR	Matthew L Robertson	1963-04-10	UHC-82324-38	6315529826	7748 Apache Blvd, Tucson, AZ, 85799	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-116501	ENR	Karen E Wagner	1995-02-07	UHC-77548-67	5572330096	3199 Market St, Nashville, TN, 37213	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+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-118449	ENR	Joan D Fernandez	1997-04-24	UHC-90815-81	8554606484	7578 Camelback Rd, San Diego, CA, 92197	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-139108	ENR	Hannah Larson	2001-06-11	UHC-09008-65	7487798307	8916 Jefferson Ave, Miami, FL, 33161	0.90	Name re-cased Phone reformatted City re-cased Whitespace trimmed+1 more

8,423 rows, page 146 of 169Previous Next