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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142092	ENR	Wei L Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-121885	ENR	Janice Gonzales	1941-03-08	UHC-63619-57	4969405807	6691 Mesa Dr, Orlando, FL, 32819	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-114307	ENR	Rebecca Y Vasquez	2002-07-27	UHC-42722-94	7157260885	8831 Canyon Rd, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-137368	ENR	Angela Y Hamilton	1978-09-10	UHC-43739-87	5548289045	9542 Bayshore Dr, Las Vegas, NV, 89162	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124967	ENR	Jennifer Andrews	1984-10-18	UHC-59849-74	—	3500 Lincoln Way, Jacksonville, FL, 32229	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113889	ENR	Terry W Cunningham	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-119638	ENR	Gabriel Sullivan	1967-12-04	UHC-51151-71	8038223466	4637 Main St, Fresno, CA, 93796	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126478	ENR	Barb Z Gordon	1974-10-13	UHC-06105-89	8152657950	3289 Washington St, Orlando, FL, 32852	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-130898	ENR	Joan P Fuller	1948-05-28	UHC-70899-35	5227587029	5685 Maple Ave, Phoenix, AZ, 85099	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136326	ENR	Maria T Valdez	1997-07-27	UHC-44368-17	7327804713	681 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106899	ENR	Aaron L Woods	1962-08-18	UHC-93651-88	6665860418	8586 River Rd, Glendale, AZ, 85397	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115237	ENR	Luis U Burton	1967-03-23	UHC-35481-18	—	5724 Central Ave, Minneapolis, MN, 55403	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-123171	ENR	Charles C Wilson	2006-01-02	UHC-64551-55	8625941570	3100 Lincoln Way, Los Angeles, CA, 90077	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142575	ENR	Teresa A Roberts	1955-11-12	UHC-75432-74	5032847223	7920 Main St, Glendale, AZ, 85321	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135934	ENR	Scott Mitchell	1975-02-20	UHC-11269-08	7735492511	9701 Main St, Scottsdale, AZ, 85219	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-117382	ENR	Ahmed L Bailey	1948-03-24	UHC-46471-24	5512942581	4850 Apache Blvd, Austin, TX, 78725	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-141044	ENR	Debra Ferguson	1943-06-01	UHC-56840-08	4367990900	4725 River Rd, Phoenix, AZ, 85049	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140536	ENR	Nicholas Rojas	2007-07-14	UHC-62264-25	8289368056	4918 Highland Ave, Eden Prairie, MN, 55325	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-122124	ENR	Kathleen Howard	1986-01-21	UHC-39187-01	7907765295	3370 Oak St, Houston, TX, 77060	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138114	ENR	Anna K Olson	1972-07-28	UHC-31941-66	7792145912	2706 Lincoln Way, Denver, CO, 80220	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115725	ENR	Jacob T Roberts	1959-04-06	UHC-64537-46	8693796218	5524 Canyon Rd, Austin, TX, 78796	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-120275	ENR	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101447	ENR	Kenneth O Barnes	1959-08-14	UHC-09715-38	3143849043	8399 Sunset Blvd, Columbus, OH, 43268	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125451	ENR	Michelle L Richardson	1974-07-15	UHC-68007-27	8786660630	228 Union St, Seattle, WA, 98111	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-112754	ENR	Andrew Reed	1965-03-28	UHC-82214-50	5793802721	4467 Maple Ave, Charlotte, NC, 28285	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128350	ENR	James M Maldonado	1954-08-19	UHC-48927-65	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110768	ENR	Robert L Phillips	2006-02-22	UHC-81499-96	2968430674	2396 Valley View Dr, Los Angeles, CA, 90072	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120715	ENR	Jonathan Li	1953-03-23	UHC-13181-99	4709523556	5572 Mesa Dr, Charlotte, NC, 28206	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-121451	ENR	Donna Young	1987-04-19	UHC-12196-74	5726362157	4065 Market St, Eden Prairie, MN, 55329	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140958	ENR	Susan S Knight	1999-02-05	UHC-87229-32	6093148800	1461 Mesa Dr, Gilbert, AZ, 85299	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-106354	ENR	Julie Z Greene	1949-07-10	UHC-06032-04	6763082283	233 Maple Ave, Eden Prairie, MN, 55376	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132204	ENR	Mtaeo Collins	1989-11-16	—	—	3740 Union St, Dallas, TX, 75286	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-135863	ENR	Kelly S Jones	1959-06-27	UHC-87480-35	5173227883	4723 Maple Ave, Miami, FL, 33102	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-130205	ENR	Roger Powell	1993-07-07	UHC-24883-81	7747432929	7669 Lincoln Way, Eden Prairie, MN, 55350	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110612	ENR	Joyce Bailey	1991-02-18	UHC-28841-84	5255147377	6045 Sunset Blvd, Tucson, AZ, 85728	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-102891	ENR	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	8445 Lake View Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105521	ENR	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105522	ENR	Marcus Little	2001-03-28	UHC-92454-63	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132125	ENR	Austin W Bell	1993-05-10	UHC-37864-18	—	1433 Maple Ave, Miami, FL, 33150	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108594	ENR	Carl S Pena	1939-07-24	UHC-49648-62	4377911630	2430 Jefferson Ave, Mesa, AZ, 85240	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132381	ENR	Stephanie B Jenkins	1973-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-116466	ENR	Nathan Thompson	1965-07-03	UHC-86157-10	5699782489	7069 River Rd, Houston, TX, 77059	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-125744	ENR	Jeremy A Chen	1968-08-04	UHC-98905-98	9016425683	6714 Grand Ave, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-126116	ENR	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-123828	ENR	Amber W Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ, 85330	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118048	ENR	Ryan J Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110083	ENR	Samuel Russell	1995-08-03	UHC-51354-12	—	5399 Forest Ave, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107772	ENR	Alexander Reed	1960-08-02	UHC-32257-08	—	7671 Church St, Austin, TX, 78717	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-115630	ENR	Judy U Gibson	1959-07-16	UHC-34364-53	5864063625	8631 Oak St, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more

1,767 rows, page 17 of 36Previous Next