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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141680	ENR	Peter W Elliott	1943-03-19	UHC-30062-36	5295277309	7953 Jefferson Ave, Mesa, AZ, 85289	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129722	ENR	Richard O Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126623	ENR	Julie H Holmes	1943-06-11	UHC-06106-94	3708116397	4313 Maple Ave, Glendale, AZ, 85333	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127289	ENR	Ken F Duncan	1946-12-23	UHC-29811-40	6668426931	6472 Indian School Rd, Orlando, FL, 32844	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128589	ENR	Philip D Owens	2004-08-19	UHC-79864-92	8437819909	391 Sunset Blvd, Fresno, CA, 93797	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122909	ENR	Andrew Ross	2003-02-09	UHC-96333-70	8252584957	8067 Meadow Ln, Seattle, WA, 98192	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123569	ENR	Bradley Herrera	2006-02-10	UHC-52427-22	7925801384	3645 Mountain View Dr, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted State code upper-cased Gender normalised+2 more
ENR-124751	ENR	Alice G Vazquez	1939-02-06	UHC-55168-96	6018924404	9804 Indian School Rd, Seattle, WA, 98183	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126309	ENR	Frank D Simmons	1950-01-23	UHC-98453-38	3107475012	1973 Harbor Blvd, Glendale, AZ, 85385	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117882	ENR	Carol Gutierrez	1999-09-08	UHC-45287-35	8695427797	5447 Church St, Plano, TX, 75085	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-107573	ENR	Mateo Ryan	1944-05-21	UHC-14991-26	6469278691	5949 Meadow Ln, Dallas, TX, 75201	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117562	ENR	Robert L Jordan	2006-08-03	UHC-39437-35	6286382246	6592 Highland Ave, Minneapolis, MN, 55431	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105624	ENR	Ronald Aguilar	1939-06-12	—	2056870300	4880 Maple Ave # 994, Gilbert, AZ, 85211	0.76	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+2 more
ENR-119994	ENR	Alice Robertson	1982-09-08	UHC-51048-68	2118511219	7045 Washington St, Columbus, OH, 43204	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118136	ENR	Juan D Burke	1977-07-09	UHC-80383-54	8159172608	1611 Baseline Rd, Las Vegas, NV, 89103	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122024	ENR	Julie Nunez	1944-02-08	UHC-92810-01	3252738996	2163 Canyon Rd, Atlanta, GA, 30394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126638	ENR	Keith T Russell	1985-11-26	UHC-55391-37	6278778965	5871 Baseline Rd, Dallas, TX, 75294	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121700	ENR	Christian T Ferguson	1949-08-19	UHC-15332-76	4869583442	7562 Indian School Rd, Fresno, CA, 93733	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111306	ENR	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126344	ENR	Frank T Garrett	1996-02-08	UHC-93563-45	—	4817 Mountain View Dr, Denver, CO, 80205	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104677	ENR	Mariana T Murray	1987-05-06	UHC-33310-48	3803707840	9246 Park Pl, Las Vegas, NV, 89199	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119864	ENR	Daniel Jackson	1951-11-21	UHC-96969-13	8817343579	9136 Baseline Rd, Denver, CO, 80242	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114878	ENR	Nicholas Bradley	2001-07-09	UHC-19450-99	9893788116	3447 Ridge Rd, Phoenix, AZ, 85001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138863	ENR	Carolyn Y Gonzalez	1939-03-26	UHC-17410-90	2189811835	4727 Highland Ave, Las Vegas, NV	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-126497	ENR	Alexander V Patterson	1965-06-14	UHC-10024-45	3896923155	5599 Desert Sky Blvd, Glendale, AZ, 85346	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124192	ENR	Matthew J Sanders	1980-06-09	UHC-81713-56	8088326583	2148 Baseline Rd, Atlanta, GA, 30320	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138261	ENR	Bruce Q Wilson	2007-09-09	UHC-69395-77	7449154205	2098 Baseline Rd, Tampa, FL, 33668	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-110296	ENR	Willie E Matthews	1938-07-16	UHC-00864-64	9876586293	3649 Mountain View Dr Apt 10, Jacksonville, FL, 32209	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138905	ENR	Zachary D Ellis	2001-06-07	UHC-48764-80	—	9868 Forest Ave, Plano, TX, 75029	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139993	ENR	Donna Montgomery	1978-06-21	UHC-69988-27	7598191298	2654 River Rd, Phoenix, AZ, 85095	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120372	ENR	Diana I Willis	1993-12-28	UHC-24003-43	4202627379	435 Washington St, Atlanta, GA, 30301	0.76	Middle initial moved out of first name Name re-cased Date of birth reformatted State code upper-cased+2 more
ENR-132281	ENR	Lauren Stone	1960-12-08	UHC-98414-49	7566275581	7831 Lincoln Way Apt 37, Mesa, AZ, 85283	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-100450	ENR	Robert Richardson	1988-11-20	UHC-24651-99	4732961792	7452 Maple Ave, Las Vegas, NV, 89107	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124724	ENR	Dot Allen	1941-12-21	UHC-26714-76	—	6257 Park Pl, Las Vegas, NV	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-130232	ENR	Kenneth D Rios	1940-03-10	UHC-43039-54	—	1594 Washington St, Mesa, AZ, 85226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127312	ENR	Teresa Delgado	1950-02-04	UHC-40854-32	5405650622	325 Ridge Rd, Glendale, AZ, 85386	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119761	ENR	Vicky Maldonado	1966-01-02	UHC-88689-50	7917734873	9385 Sage Ct, Atlanta, GA, 30348	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127873	ENR	Albert Mendoza	1983-11-23	UHC-55741-64	7998236231	7371 River Rd, Tucson, AZ, 85721	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136560	ENR	Ruth Reyes	1954-04-27	UHC-60020-37	9455948533	485 Spring St, Nashville, TN, 37224	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109004	ENR	Jack Woood	1998-07-14	UHC-01115-94	8417911610	5326 Jefferson Ave, Sacramento, CA, 95836	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102163	ENR	Timothy W Carpenter	1991-02-01	—	9495091317	9850 Mesa Dr, San Antonio, TX, 78252	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-122573	ENR	Maria T Hansen	1977-08-11	UHC-09268-60	—	7203 Central Ave, Los Angeles, CA, 90080	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-103182	ENR	Jacqueline P Reyes	1992-06-22	UHC-41908-29	4603946250	736 Grand Ave, Orlando, FL, 32848	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103181	ENR	Jacqueline P Reyes	1992-06-22	UHC-41908-29	4603946250	736 Grand Ave, Orlando, FL, 32848	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116676	ENR	Carl V Pea	1991-03-22	UHC-76006-41	4128851476	2590 Church St, Las Vegas, NV	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-104725	ENR	Christopher R Jordan	2008-12-01	UHC-04693-98	6732647571	7179 Spring St, Austin, TX, 78796	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116273	ENR	Gomez N Henry	1957-07-16	UHC-44840-46	—	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-129617	ENR	Bubby Garrett	2007-08-13	UHC-90456-04	—	3581 Mesa Dr, Mesa, AZ, 85220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106036	ENR	Megan M Hoffman	1944-06-19	UHC-69393-90	5052121047	536 Elm St, San Antonio, TX, 78215	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132087	ENR	Blily F Larson	1991-03-08	UHC-69765-55	4819780523	2175 Mesa Dr, Austin, TX, 78780	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 137 of 280Previous Next