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-106791	ENR	Anna G Luna	1999-08-19	UHC-37551-29	—	5012 Oak St, Jacksonville, FL, 32213	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133471	ENR	Timothy Hicks	1942-12-19	UHC-95337-33	5286479517	4810 Church St, Scottsdale, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125159	ENR	Stephanie S Mendez	1999-03-08	UHC-97306-21	8563971851	1212 Hillcrest Rd, San Diego, CA, 92151	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102438	ENR	Adam Wong	1985-03-12	UHC-95552-17	6787956709	9226 Apache Blvd, Orlando, FL, 32836	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113550	ENR	Jean Riz	1965-01-26	UHC-66649-40	7607617215	6029 Sunset Blvd, San Diego, CA, 92175	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100821	ENR	Samuel J Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133593	ENR	Evelyn Morrison	1945-09-17	UHC-63043-32	8256239606	4380 Oak St, Tucson, AZ, 85762	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-129601	ENR	Mateo Hunter	1996-02-07	UHC-25062-14	2322488301	836 Broadway, Los Angeles, CA, 90001	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-142779	ENR	Alan Rivera	1953-02-27	UHC-77301-66	7012349690	838 Highland Ave, Eden Prairie, MN, 55311	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111300	ENR	Janet V Carroll	1980-01-11	UHC-53874-23	—	4277 Elm St, Tucson, AZ, 85746	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108807	ENR	Kevyn Y Morales	1979-01-27	UHC-62300-50	5053596378	4266 Mountain View Dr, Houston, TX, 77018	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124102	ENR	Omar Moore	2004-07-06	UHC-47663-42	2598112902	6676 Central Ave, Columbus, OH, 43232	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139062	ENR	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	7931 Forest Ave, Plano, TX, 75052	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116891	ENR	Danielle Phillips	1992-06-04	UHC-60897-94	7368254868	8140 Canyon Rd, Scottsdale, AZ, 85256	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137438	ENR	Gloria E Le	1946-04-05	UHC-07005-78	3559433540	8903 Market St, Sacramento, CA, 95887	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117474	ENR	Emily Palmer	1942-09-07	UHC-08252-68	8917301969	8543 Desert Sky Blvd, Miami, FL, 33115	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114827	ENR	Jeryr Greene	1968-01-26	UHC-94768-06	—	2570 Bayshore Dr, Mesa, AZ, 85222	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101393	ENR	Amy Daniels	1973-11-25	UHC-00521-44	8127270983	9089 Forest Ave, Los Angeles, CA, 90061	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123127	ENR	Brian P Clark	1987-06-26	UHC-00086-75	4648695616	5121 Palm Dr, Charlotte, NC, 28210	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134962	ENR	Dennise Carroll	1982-01-17	UHC-81260-37	3689136886	5475 Willow Ct, Houston, TX, 77046	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138848	ENR	Mason Carlson	1946-09-16	UHC-73897-98	7308679771	9434 Willow Ct, Orlando, FL, 32806	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127092	ENR	Margaret W Carlson	1982-05-22	UHC-27339-67	5708797604	4067 Ridge Rd, Plano, TX, 75003	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112056	ENR	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139855	ENR	Sharon Gibson	2008-11-20	UHC-58719-97	7716718919	2233 Sage Ct, Jacksonville, FL, 32215	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139854	ENR	Sharon Gibson	2008-11-20	UHC-58719-97	7716718919	2233 Sage Ct, Jacksonville, FL, 32215	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102784	ENR	Eric D Rose	1971-05-28	UHC-47558-28	9399636238	3965 Elm St, Charlotte, NC, 28237	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-139056	ENR	Vincent Q Ward	1982-04-26	UHC-40362-42	8594690912	2532 Market St, Mesa, AZ, 85201	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-120373	ENR	Eugene J Ortiz	1945-02-07	UHC-50774-89	3632379331	5759 Harbor Blvd, Sacramento, CA, 95843	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142967	ENR	Andrew Obrien	2006-06-17	UHC-28831-78	4375354610	5723 Park Pl, Jacksonville, FL, 32283	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138302	ENR	Martha H Jacobs	1986-12-16	UHC-57381-01	9062861168	5562 Canyon Rd, San Diego, CA, 92133	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122671	ENR	Madison V Weber	1972-03-07	UHC-85127-96	2629504308	1549 Broadway, Glendale, AZ, 85363	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-101760	ENR	Alice Medina	1983-12-13	UHC-92388-97	3703194863	9171 Sunset Blvd, San Antonio, TX, 78212	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115317	ENR	Terry K Coleman	1939-09-10	UHC-28889-03	7553533818	9252 Lake View Rd, Gilbert, AZ, 85229	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120555	ENR	Justin Alexander	1980-12-11	UHC-51922-20	7163209948	1450 Mountain View Dr, Los Angeles, CA, 90068	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127893	ENR	Ethan Q Wallace	1989-01-17	UHC-58514-11	2682256350	8508 Palm Dr, Eden Prairie, MN, 55357	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-124019	ENR	Vincent Gutierrez	1941-03-03	UHC-14218-79	3528985204	6401 Desert Sky Blvd, Orlando, FL, 32812	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-111228	ENR	Larry Spencer	1961-04-01	UHC-08518-76	6719597345	3145 Sunset Blvd, Austin, TX, 78795	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123125	ENR	Donna Graham	1968-02-06	UHC-32253-23	8736758043	4721 Ocean Ave, Seattle, WA, 98128	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-118247	ENR	Ahmed Sandoval	1942-02-10	UHC-43337-02	5284721276	84 Church St, Gilbert, AZ, 85238	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114448	ENR	David Rojas	1995-04-13	UHC-66034-48	9637690220	2822 Meadow Ln, Miami, FL, 33194	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129694	ENR	Harold Bailey	2007-09-09	UHC-17627-24	5566843039	960 Grand Ave, Tempe, AZ, 85231	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103045	ENR	Matthew Allen	1988-07-11	UHC-24160-93	2306515265	558 Forest Ave, Eden Prairie, MN, 55396	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123375	ENR	Alice Ford	1992-11-15	UHC-51724-46	8392648378	2562 Meadow Ln, Gilbert, AZ, 85264	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133533	ENR	Santiago Graham	1960-05-11	UHC-34126-09	6497511756	4764 Park Pl, Tampa, FL, 33624	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136894	ENR	Sandra Lane	1941-02-01	UHC-33329-64	6703601291	3444 Canyon Rd, Fresno, CA, 93799	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118413	ENR	Sophia Hart	1944-01-04	UHC-60761-45	6904705630	4177 Grand Ave, Las Vegas, NV, 89109	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103268	ENR	Kenneth V Richardson	1973-01-05	UHC-17438-50	4573917830	6142 Church St, Austin, TX, 78763	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121610	ENR	Ruth A Peterson	1959-09-25	UHC-83645-72	3878364232	2019 River Rd, Denver, CO, 80270	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105906	ENR	Wilile Johnson	1938-10-17	UHC-36023-37	9618583013	1333 Indian School Rd, Seattle, WA, 98169	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-124232	ENR	Noah G Munoz	1974-01-26	UHC-18911-31	7644842166	5381 Pine Dr, Houston, TX, 77095	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 123 of 280Previous Next