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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120634	ENR	Sharon L Hanson	1981-04-25	UHC-31736-86	6408796522	8200 Oak St, Tampa, FL, 33685	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128999	ENR	Bruce Little	1939-07-09	UHC-57607-93	7795054597	5733 Baseline Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120695	ENR	Patricia Y Oliver	1956-09-08	UHC-10035-02	2417575054	3500 Cedar Ln, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122388	ENR	Cooer Joan	1991-01-05	UHC-11316-57	2995173552	2610 Sage Ct, Jacksonville, FL, 32272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123551	ENR	George Silva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133364	ENR	Ashley N Woods	1974-05-27	UHC-73202-29	5276781597	8709 Oak St, Eden Prairie, MN, 55383	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133365	ENR	Ashley N Woods	1974-05-27	UHC-73202-29	5276781597	8709 Oak St, Eden Prairie, MN, 55383	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125446	ENR	Grace C Henry	1966-01-23	UHC-49759-88	4484013445	1034 Cedar Ln, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125223	ENR	Yuki Perkins	1967-05-28	UHC-55774-23	8818518156	5842 Jefferson Ave, Gilbert, AZ, 85263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119969	ENR	Edward E Garcia	1942-12-09	UHC-82255-21	4818602544	5691 Lincoln Way, Austin, TX, 78786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110492	ENR	Ethan N Fields	1982-11-04	UHC-38617-49	5795865654	8099 Ridge Rd, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127661	ENR	Katherine W Adams	1942-07-08	UHC-28383-12	6486388366	554 Park Pl, Los Angeles, CA	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138363	ENR	Alan McDonald	1978-06-07	UHC-93299-85	7688792119	775 Jefferson Ave, Orlando, FL, 32814	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117359	ENR	Albert Fisher	1971-06-06	UHC-40609-82	5619761914	8806 Park Pl, San Antonio, TX, 78212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132129	ENR	Beverly Soto	1948-01-21	UHC-14300-46	6436909399	3256 Elm St, Orlando, FL, 32869	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112252	ENR	Pat O Webb	1991-07-23	UHC-74916-65	9387519014	31 Palm Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140498	ENR	Noah Black	1994-02-07	UHC-57024-95	8732861223	1296 Willow Ct # 287, Chandler, AZ, 85228	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102369	ENR	Patrick U Franklin	1976-12-05	UHC-08591-47	—	8100 Camelback Rd # 181, Tempe, AZ, 85249	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-121469	ENR	Lucia J Fuller	1976-05-01	UHC-16929-82	2572383298	8952 Park Pl, Fresno, CA, 93730	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110986	ENR	Justin Q Wright	1963-11-15	UHC-25235-54	—	4940 Elm St, Plano, TX, 75057	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135802	ENR	Fatima F Freeman	1986-09-04	UHC-38123-26	5438216398	6623 Church St, Glendale, AZ, 85378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136009	ENR	Ahmed N Grant	1988-04-16	UHC-81442-49	2307558400	8056 Sage Ct Apt 20, Nashville, TN, 37279	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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-108685	ENR	Jean Young	1984-04-15	UHC-65180-97	—	9692 Canyon Rd, Dallas, TX, 75221	0.62	Name split from “Last, First”Member ID reformatted 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
ENR-142832	ENR	Sandra C Simpson	1957-03-28	UHC-38213-65	7935757379	6764 Apache Blvd, San Antonio, TX, 78226	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127900	ENR	Janet E Brown	1939-08-23	UHC-78003-20	6197299720	1614 Washington St, Dallas, TX, 75288	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+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
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
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
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
ENR-116259	ENR	Janice T Hanson	1966-12-14	UHC-80875-48	8507143700	5303 Willow Ct, Tempe, AZ, 85271	0.62	Date of birth reformatted 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
ENR-125879	ENR	Jack Byrant	1943-03-28	UHC-24204-39	3223282768	5800 Willow Ct, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-105712	ENR	Catherine A Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St, Seattle, WA, 98189	0.62	Phone reformatted Member ID reformatted 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
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
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
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
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-141845	ENR	Wayne V Dean	1988-12-23	UHC-74792-22	9394366445	5386 Church St, Plano, TX, 75056	0.62	Phone reformatted Street suffix standardised Address re-cased City 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
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
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
ENR-120971	ENR	Olivya D Hunter	1948-05-23	UHC-36158-75	2374301747	785 Cedar Ln Apt 40, Seattle, WA, 98166	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more

26,564 rows, page 127 of 532Previous Next