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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101175	ENR	Ashley Thomas	1983-03-07	UHC-49242-29	4042256977	7181 Ocean Ave, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-132109	ENR	Carol B Stone	1953-09-17	UHC-11495-79	6042875545	6601 Forest Ave, Miami, FL, 33140	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-121763	ENR	Jse N Vega	2007-08-23	UHC-35189-94	—	3077 Main St, Denver, CO, 80275	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-122827	ENR	Catherine Andrews	1959-08-12	—	—	7499 Bayshore Dr, Denver, CO, 80272	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106874	ENR	Stephanie I Snyder	1986-08-09	UHC-11789-17	4346357606	5871 Mesa Dr, Seattle, WA, 98149	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-109729	ENR	Matt Valdez	2002-06-14	UHC-71925-83	9127981519	4853 Maple Ave, Las Vegas, NV, 89199	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101618	ENR	Richard Morrison	1997-06-16	UHC-44288-53	3349698210	2431 Camelback Rd, Denver, CO, 80252	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-121685	ENR	Austin C Yang	1968-02-23	UHC-44918-67	9658041536	1316 River Rd, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128182	ENR	Megan Hunter	1963-11-19	UHC-01444-72	8278949767	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-138072	ENR	Judy Bailey	1976-10-06	UHC-04303-28	7718049744	5010 Cedar Ln, Mesa, AZ, 85227	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101533	ENR	Megan Pena	1981-12-16	UHC-82997-21	3972090847	7949 Palm Dr, Scottsdale, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140340	ENR	Mason I Garcia	1960-03-04	UHC-19404-68	4716982248	1453 Broadway, Fresno, CA, 93744	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-127799	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-123468	ENR	Christina G Sanchez	1982-02-11	UHC-15544-62	4853752605	5382 Harbor Blvd, Phoenix, AZ, 85006	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-108764	ENR	Gloria T Webb	—	UHC-30941-79	2582221799	3557 Church St, Tempe, AZ, 85267	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
ENR-131755	ENR	Jennifer H Baker	2001-07-20	UHC-88504-39	3446403087	6643 River Rd, Atlanta, GA, 30392	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113969	ENR	Carl Vega	1939-12-26	UHC-72214-77	6338953920	2668 Camelback Rd, Scottsdale, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-121792	ENR	Evelyn Santos	2008-05-22	UHC-08703-19	4835945132	7423 Harbor Blvd, Fresno, CA, 93721	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102184	ENR	Dennis Diz	1979-07-03	UHC-76921-70	3107474912	1812 Spring St, Charlotte, NC, 28202	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127012	ENR	Martha Q Salazar	1982-06-10	UHC-04503-85	6134008412	8402 Pine Dr, Plano, TX	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-123367	ENR	Diane O Duncan	1981-04-20	UHC-60853-78	3076160908	2684 Lake View Rd, Jacksonville, FL, 32225	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121073	ENR	Terry T Meyer	1989-09-11	UHC-08100-59	6599944418	8620 Ridge Rd, Eden Prairie, MN, 55361	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-136127	ENR	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ, 85026	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-118761	ENR	Ftaima I Armstrong	1995-10-30	UHC-67007-59	—	790 Bayshore Dr, Austin, TX, 78706	0.66	Name split from “Last, First”Phone missing area code State code upper-cased Email lower-cased+1 more
ENR-138718	ENR	Susan S Boyd	1977-11-01	UHC-70334-03	—	1420 Elm St, Orlando, FL, 32820	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115333	ENR	Catherine W Haarvey	1960-07-11	—	3574388239	5638 Indian School Rd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-105869	ENR	Benjamin C Bowman	1992-05-21	UHC-41086-49	4765240260	8468 Willow Ct, Columbus, OH, 43269	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-121680	ENR	Rebecca K Alvarado	1950-03-18	UHC-43885-93	—	6838 River Rd, Las Vegas, NV, 89112	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-123141	ENR	Barbara F Hansen	1998-05-22	UHC-46053-84	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-123142	ENR	Barbara F Hansen	1998-05-22	UHC-46053-84	8727913356	1050 Grand Ave, Tampa, FL, 33676	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-100025	ENR	Margaret Bell	2006-07-25	UHC-39574-66	9864893045	4859 Elm St, Tampa, FL, 33618	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-142364	ENR	David P Garrett	2002-11-27	UHC-37765-78	2938423482	3962 Market St, Seattle, WA, 98158	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-108370	ENR	Ajun Contreras	1953-10-11	UHC-84795-06	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
ENR-109558	ENR	Megan Chavez	1992-11-03	UHC-87398-86	8858132860	6723 Grand Ave, Dallas, TX, 75245	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-100844	ENR	Lauren N Spencer	1956-03-13	UHC-15892-51	2393257247	9516 Valley View Dr, Mesa, AZ, 85280	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-124709	ENR	Luis B Nichols	1947-03-14	UHC-85196-78	6354756215	5706 Lincoln Way, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-121275	ENR	Ed Collins	1977-05-16	UHC-24133-24	3272722093	2911 Apache Blvd, Glendale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-104189	ENR	Gabriel Welch	1959-07-06	UHC-11795-17	4316963094	9743 River Rd, Charlotte, NC, 28272	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-118834	ENR	Andrew K Dean	1943-03-23	UHC-47206-76	3585817310	5529 Church St, Houston, TX, 77018	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-109185	ENR	Janet McDonald	—	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-134843	ENR	Peter X Olson	1976-02-17	UHC-64174-06	2984146526	1042 Sunset Blvd, Chandler, AZ, 85207	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107884	ENR	Linda L Fernandez	1982-04-06	UHC-01221-98	—	4335 Desert Sky Blvd Apt 7, Mesa, AZ, 85248	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
ENR-135485	ENR	Emily R Parker	2008-12-12	UHC-78781-60	5744718767	4293 Lake View Rd, Jacksonville, FL, 32200	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-114359	ENR	Elizabeth G Nguyen	1979-04-26	UHC-21227-68	4916010235	4911 Canyon Rd, Los Angeles, CA, 90047	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114842	ENR	Joyce Ortiz	2001-02-13	UHC-52181-41	2982754182	433 Indian School Rd, Minneapolis, MN, 55493	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131231	ENR	Angela D Miller	1961-12-22	UHC-98103-14	9824260390	1693 Sage Ct, Eden Prairie, MN, 55341	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129228	ENR	Wei Tucker	1979-12-27	UHC-94558-28	2356894324	5189 Valley View Dr, Nashville, TN, 37212	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117109	ENR	Kathryn D Parker	1994-07-03	UHC-47778-08	7347539247	3558 Central Ave, Minneapolis, MN, 55434	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134263	ENR	Tyler D Webb	1969-11-25	UHC-69644-36	5827243067	9487 River Rd, Mesa, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124933	ENR	Megan Gomez	1982-11-10	UHC-39159-92	3049657990	7615 Central Ave, Austin, TX, 78762	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more

4,309 rows, page 51 of 87Previous Next