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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105733	ENR	Pamela J Contreras	1991-04-02	UHC-42414-79	9777166114	8748 Elm St, Las Vegas, NV, 89196	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118120	ENR	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118121	ENR	Heather Q Schultz	2003-12-09	UHC-31606-78	2327998915	8354 Baseline Rd, Tucson, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118041	ENR	Henry Z Johnson	1982-05-24	UHC-39549-73	7369763592	8640 Willow Ct, Tucson, AZ, 85757	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107142	ENR	Willie Chapman	1967-09-13	UHC-27344-36	9775441123	1477 Mountain View Dr, Minneapolis, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140520	ENR	Emma G Richaardson	1955-11-07	UHC-56071-98	6538911908	4375 Ridge Rd, Eden Prairie, MN, 55313	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126051	ENR	Grrace Perkins	2008-07-20	UHC-06554-47	2256017695	9709 Willow Ct, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125917	ENR	Abigail P Armstrong	2006-10-06	UHC-16262-32	9635783174	9469 Apache Blvd, Dallas, TX, 75231	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-123460	ENR	Christian W Webb	1994-05-09	UHC-47362-27	4789084066	3877 Willow Ct, Denver, CO, 80274	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-142174	ENR	Jerry Day	1966-12-18	UHC-84480-65	7677674930	4362 Church St, Dallas, TX, 75245	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124718	ENR	Bobby W Rodriguez	1940-03-22	UHC-05374-77	—	9029 Main St, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-111571	ENR	Vincent R Shaw	1984-04-27	UHC-60140-35	—	3323 Church St, Eden Prairie, MN, 55394	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137364	ENR	Carol C King	1986-01-28	UHC-55950-56	2513178594	854 Lake View Rd, Jacksonville, FL, 32261	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-101818	ENR	Jose S Warren	1969-01-19	UHC-42110-96	4806185878	2902 Oak St, Phoenix, AZ, 85095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103701	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103702	ENR	Jennifer Phillips	1977-08-06	UHC-74884-63	2782826784	338 Main St, Jacksonville, FL, 32268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112041	ENR	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123194	ENR	Eugene O Henderson	1993-09-17	UHC-33659-08	8499047436	4184 Jefferson Ave, Chandler, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-137952	ENR	Jean Stone	1995-11-17	UHC-26319-57	—	8896 Sunset Blvd, Tucson, AZ, 85711	0.64	Name re-cased Two-digit birth year Member ID reformatted State name converted to code+2 more
ENR-136646	ENR	Marilyn H Lynch	1971-07-02	UHC-71293-82	7913156564	8726 Washington St, Columbus, OH, 43222	0.64	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-111564	ENR	Dennis Lawrence	1953-09-10	UHC-72423-14	7246640912	3787 Lincoln Way, Minneapolis, MN, 55420	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122148	ENR	Sophia Watkins	1947-12-21	UHC-75455-64	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100427	ENR	Anthony V Kennedy	1987-07-09	UHC-63039-18	9278025789	1802 Washington St Apt 17, Glendale, AZ, 85377	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-111311	ENR	Isabella Vargsa	1979-09-10	UHC-47319-74	2239221480	8194 Sunset Blvd, Miami, FL, 33120	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135162	ENR	Jessica Williamson	1963-09-19	UHC-41493-30	4429338171	832 Canyon Rd, Jacksonville, FL, 32255	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109058	ENR	Matthew T Castro	1999-02-28	UHC-06484-78	9388114111	3320 Willow Ct Apt 19, Houston, TX, 77062	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-120714	ENR	Denny Hansen	1958-12-15	UHC-20254-19	9822020073	6525 Sage Ct, Phoenix, AZ, 85024	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-133078	ENR	Carol Payne	1945-09-02	UHC-93089-53	3997799243	9850 Mountain View Dr, Seattle, WA, 98130	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108312	ENR	Kayla P Dunn	1977-12-24	UHC-36255-45	8398823725	4401 Ridge Rd, Los Angeles, CA, 90082	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140172	ENR	Carllos VJunk	—	UHC-94418-35	5712461345	5865 Mountain View Dr, Eden Prairie, MN, 55376	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-122701	ENR	Jonathan B Lewis	1977-06-05	UHC-77740-31	5372591565	7165 Main St, Eden Prairie, MN	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-124508	ENR	Denniis Tran	2002-06-18	UHC-56298-27	5114924669	2865 Highland Ave, Phoenix, AZ, 85088	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-129308	ENR	Arjun L Hughes	1992-06-19	UHC-93331-57	2946077681	7089 Camelback Rd, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132492	ENR	Raymond Torrees	1938-10-14	UHC-47228-86	—	3104 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132446	ENR	Gerald Burns	1959-06-14	UHC-01240-20	2829817348	7906 Palm Dr, Houston, TX, 77047	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124914	ENR	Roger McCoy	1956-03-28	UHC-70811-25	7232984610	8213 Ocean Ave, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-140676	ENR	Gregory Wagner	1954-11-15	UHC-65090-67	2355182610	8662 Sunset Blvd, Tucson, AZ, 85708	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101876	ENR	Dylan Stewart	1972-07-12	UHC-95616-14	7909925023	527 Central Ave # 382, Chandler, AZ, 85229	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114986	ENR	Ahmed Kelly	1938-03-15	UHC-46484-37	3582293492	7320 Forest Ave, Minneapolis, MN, 55471	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119397	ENR	Lori Jones	1964-11-17	UHC-48852-57	8696786494	7860 Mesa Dr, Atlanta, GA, 30367	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-119810	ENR	Mei SJunk	1985-04-19	UHC-52374-70	9858983921	2393 Cedar Ln, Nashville, TN, 37212	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120661	ENR	Charlotte Edwards	1957-08-28	UHC-40823-79	4816309695	2399 Pine Dr, Gilbert, AZ, 85291	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103242	ENR	Anthony J Chen	1999-12-01	UHC-39314-93	—	8278 Desert Sky Blvd, Austin, TX, 78749	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-116396	ENR	Samuel U Mendoza	1960-09-17	UHC-57129-50	5202192748	508 Washington St, Tempe, AZ, 85283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112605	ENR	Linda E Parker	1947-11-06	UHC-76252-18	9578532982	5542 Sunset Blvd, Minneapolis, MN, 55455	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132770	ENR	Amy Q Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-103790	ENR	James F Reid	2008-10-13	UHC-04022-72	8103721681	5685 Sage Ct, Scottsdale, AZ, 85269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106724	ENR	Hannah U Burke	1957-05-28	UHC-89677-50	6138132791	3542 Bayshore Dr, Tucson, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128483	ENR	Ramirez Jean	2005-03-05	UHC-02634-12	—	6452 Pine Dr, Houston, TX, 77072	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more

17,310 rows, page 88 of 347Previous Next