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

All sources, 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
TPA-50789	TPA	Robert Lawrence	1947-08-14	—	3046283850	2875 Elm St, Columbus, OH, 43237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100801	ENR	Lerry S Richardson	—	UHC-30947-57	—	8965 Palm Dr, Phoenix, AZ, 85094	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-125985	ENR	Christina W Lewis	1955-08-23	UHC-10969-44	5348596742	8303 Indian School Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109408	ENR	Henry E Miller	1963-04-22	UHC-82425-52	3947673552	5024 Valley View Dr, Los Angeles, CA, 90043	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-410035	CLM	Bruce Campbell	1973-08-02	UHC-19587-40	—	9246 Indian School Rd, Seattle, WA, 98145	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58144	TPA	Maria O Harper	1941-06-14	UHC-43044-73	—	48 Grand Ave, Seattle, WA, 98157	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-414092	CLM	Joseph S Freeman	1986-11-01	UHC-94064-09	7652221778	3239 Mesa Dr, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-114241	ENR	Alexis W Freeman	1939-02-06	UHC-84619-94	7013294433	199 Bayshore Dr, Charlotte, NC, 28290	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-426924	CLM	Sofia Gonzalez	1989-06-16	UHC-28733-52	5323619992	2628 Washington St, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402654	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-102876	ENR	Roger I Kennedy	2008-08-26	UHC-64119-90	8468393656	3119 Desert Sky Blvd, Tampa, FL, 33615	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409451	CLM	Rachel Walker	1986-02-06	—	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134426	ENR	Alan O Greene	1944-11-23	UHC-55208-95	5397331749	9748 Oak St, Columbus, OH, 43243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420229	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420228	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-52156	TPA	Amy McDonald	—	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-104484	ENR	Baker F Roy	1990-07-17	UHC-57070-14	2556490367	3701 Washington St, Tampa, FL, 33607	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-113520	ENR	Amber T Wong	1996-09-06	UHC-10320-64	5239431836	2507 Harbor Blvd, Scottsdale, AZ, 85284	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421300	CLM	Amber Palmer	1958-05-09	UHC-28566-35	—	5064 Church St, Austin, TX, 78748	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108713	ENR	Donald Torres	1963-09-18	UHC-28843-56	7587485754	4999 Jefferson Ave, Charlotte, NC, 28240	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-404563	CLM	Kathryn Burns	2002-02-02	UHC-66794-95	2498568696	933 Palm Dr, Glendale, AZ, 85340	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122814	ENR	George Mejia	1981-02-28	UHC-53320-70	3863246406	6007 Lake View Rd, Dallas, TX, 75257	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432635	CLM	Jordan Rivera	1972-02-16	UHC-42809-73	—	9207 Park Pl, Fresno, CA, 93752	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110168	ENR	Ronald Harrison	2004-05-22	UHC-33242-35	6353281212	8077 Maple Ave, Denver, CO, 80267	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421573	CLM	Diego Espinoza	2002-04-14	—	4488805527	6566 Valley View Dr Apt 40, Miami, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-142316	ENR	George U Sims	1980-09-19	UHC-72547-69	5022844476	6943 Lincoln Way, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125960	ENR	Amber P Bradley	1985-11-09	UHC-76447-81	3997199626	61 Market St, Houston, TX, 77043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29375	PRV	Wei Rogers	1991-09-25	—	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102239	ENR	Jacob V Diaz	1951-10-15	UHC-98946-09	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-131486	ENR	Aaron Holmes	1996-05-19	UHC-77158-63	9508664719	8374 Palm Dr, Glendale, AZ, 85352	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-52004	TPA	Jason Q King	1976-08-06	—	—	9255 Palm Dr # 995, Fresno, CA, 93751	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-107301	ENR	Brian X Martin	1955-12-12	UHC-59137-20	—	8828 Cedar Ln, Seattle, WA, 98113	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-420364	CLM	Ashley L Ramos	1994-03-27	—	9385921902	1140 Forest Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130589	ENR	Vicky G Cook	1987-07-25	UHC-08669-16	8377569564	2012 Ridge Rd Apt 22, San Antonio, TX, 78240	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102616	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St, Dallas, TX, 75296	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134677	ENR	Scott Garcia	1938-10-27	UHC-93685-32	—	5651 Market St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417005	CLM	Joshua Crawford	—	UHC-22291-10	2445474690	1591 Bayshore Dr, Glendale, AZ, 85314	0.62	Name re-cased Date of birth missing Phone reformatted City re-cased+3 more
TPA-61838	TPA	Ellijah L Montgomery	1993-03-04	—	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-108625	ENR	Eugene G Cox	1983-02-14	UHC-38773-39	9205851897	28 Spring St Apt 20, Miami, FL, 33105	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409963	CLM	Ethan Hill	—	—	2225407877	3252 Main St, Austin, TX, 78790	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-53026	TPA	Ruth Hoffman	1997-04-14	—	—	1820 Market St, Mesa, AZ, 85244	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409865	CLM	Catherine Harper	2000-10-15	UHC-66620-68	—	5487 Ridge Rd, Charlotte, NC, 28223	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-109541	ENR	Lisa J Bryant	1997-02-06	UHC-10875-81	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103912	ENR	Santiago U Montgomery	1957-05-16	UHC-14592-19	5512532287	6139 Sunset Blvd, Plano, TX, 75047	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60384	TPA	Amy Myers	1950-09-21	—	—	5533 Valley View Dr, Charlotte, NC, 28223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55518	TPA	Jason Gutierrez	1971-06-19	—	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55294	TPA	Douglas Obrien	1966-08-26	—	—	6471 Church St, Chandler, AZ, 85231	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-137194	ENR	Denise D Dominguez	1972-05-01	UHC-13081-73	8045114895	2833 Palm Dr, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20614	PRV	Charlotte V Moore	2002-02-05	—	8357656917	3631 Market St, Minneapolis, MN, 55475	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404266	CLM	Christina Y Phillips	1944-10-12	UHC-66533-38	—	5413 Canyon Rd, Scottsdale, AZ, 85230	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more

39,996 rows, page 110 of 800Previous Next