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 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
TPA-63949	TPA	Sean Cunningham	1949-09-07	—	9739336958	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-123423	ENR	Donna X Perez	1988-01-02	UHC-98053-18	8015730608	6150 Hillcrest Rd, Seattle, WA, 98185	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
ENR-111012	ENR	Janet C Holmes	2001-05-05	UHC-27263-09	7608132571	5096 River Rd, Las Vegas, NV, 89148	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
CLM-420634	CLM	Camila Hart	1953-08-18	—	2586135270	4743 Camelback Rd, Fresno, CA, 93734	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
ENR-109929	ENR	Jack U Robertson	1970-12-17	UHC-88651-91	6139605593	883 Ocean Ave, Tucson, AZ, 85755	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-109930	ENR	Jack U Robertson	1970-12-17	UHC-88651-91	6139605593	883 Ocean Ave, Tucson, AZ, 85755	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
TPA-52975	TPA	Michael I Olson	1956-12-01	—	8359858016	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-122730	ENR	Russell Guuerrero	1975-09-04	UHC-89202-61	3544674783	675 Mountain View Dr, Tucson, AZ, 85702	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-110950	ENR	Grace Cox	1962-03-19	UHC-73907-70	8353519760	6003 Sunset Blvd, Gilbert, AZ, 85254	0.82	Name split from “Last, First”Date of birth reformatted Phone reformatted
ENR-131420	ENR	Nicole Weber	1973-04-22	UHC-69937-12	8965281228	9692 Indian School Rd, Jacksonville, FL, 32270	0.82	Name split from “Last, First”Date of birth reformatted Whitespace trimmed
CLM-421160	CLM	Dorothy Riley	1986-06-13	—	8559264082	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-400229	CLM	Wei Murphy	1978-02-06	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
ENR-125567	ENR	Victoria S Kinng	1947-04-28	UHC-77902-23	5259996981	8023 Hillcrest Rd, Fresno, CA, 93753	0.82	Name split from “Last, First”Plan code upper-cased Whitespace trimmed
CLM-412406	CLM	Olivia Pena	1962-11-01	UHC-64907-39	4994022698	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
PRV-29084	PRV	Gary Q Daniesl	2007-01-19	UHC-24336-40	4364137189	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-415287	CLM	Albert Knight	1994-08-07	UHC-52355-58	4567633737	6424 Mesa Dr, Tempe, AZ, 85229	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424753	CLM	Harold M Rios	1982-09-28	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58658	TPA	Mei Munoz	1964-12-03	—	—	8580 Lake View Rd, Tucson, AZ, 85716	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-62186	TPA	Bruce Vazquez	1951-05-17	—	8319669136	8774 Maple Ave, Gilbert, AZ, 85273	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
ENR-112913	ENR	Santiago M Munoz	2005-03-19	UHC-00179-07	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-428535	CLM	Madison Butler	1975-06-07	UHC-99817-46	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-400253	CLM	Henry Brown	1998-08-21	UHC-21741-37	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
TPA-56615	TPA	Rob Bowman	2000-09-24	—	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
CLM-415375	CLM	Joshua Bishop	1944-01-16	UHC-15066-21	—	9490 Desert Sky Blvd, Chandler, AZ, 85202	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-50545	TPA	Karen Martinez	1972-11-01	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424051	CLM	Nicole Mason	1947-10-14	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-419069	CLM	Christine Banks	1957-10-20	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-59121	TPA	Edward Jacobs	1954-03-15	—	—	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-424498	CLM	Kyle Li	1941-01-02	—	8854722241	1629 River Rd, Tucson, AZ, 85724	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
CLM-409089	CLM	Jose Espinoza	1996-08-14	UHC-99113-02	7514200056	8225 Market St, Seattle, WA, 98129	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-25539	PRV	Tyler Parker	2008-07-24	—	8367210922	—	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-408589	CLM	Aisha Garza	2000-11-19	—	—	6081 Sunset Blvd, Gilbert, AZ, 85255	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58533	TPA	Adam Wheeler	1950-10-17	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
PRV-28928	PRV	Janet Garrett	1995-11-27	—	4366904995	6771 Broadway, Miami, FL, 33154	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-60455	TPA	Luis Gilbert	2002-05-27	—	—	2140 Lake View Rd, Columbus, OH, 43250	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
PRV-24975	PRV	Isabella Elliott	1942-04-03	—	9478300276	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared
TPA-61689	TPA	Margaret F Weaver	1989-04-17	UHC-13952-43	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
ENR-127857	ENR	Anthony Collins	1995-05-10	UHC-10472-57	4309122429	6148 Washington St, Houston, TX, 77071	0.82	Name split from “Last, First”Phone reformatted City re-cased
ENR-139590	ENR	Michael George	1955-06-24	UHC-92579-34	—	3589 Baseline Rd, Miami, FL, 33173	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
ENR-137539	ENR	Adam F Dixon	1988-08-08	UHC-24881-90	3972943293	7444 Broadway, Los Angeles, CA, 90044	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
ENR-122301	ENR	Julie P Ray	1963-04-21	UHC-78122-17	5228071286	7205 Willow Ct, Denver, CO, 80218	0.82	Name split from “Last, First”City re-cased Placeholder values cleared
CLM-412491	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	—	—	0.82	Name split from “Last, First”Email lower-cased Placeholder values cleared
ENR-122190	ENR	Patrikc Q Crawford	1957-03-28	UHC-70458-64	9813475531	4421 Grand Ave, Mesa, AZ, 85275	0.82	Name split from “Last, First”Phone reformatted Whitespace trimmed
TPA-53137	TPA	Jose Fuller	1988-04-27	—	4255450830	7713 Willow Ct, Denver, CO, 80223	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-50780	TPA	Amy Rice	1991-06-04	—	7905690744	—	0.82	Name split from “Last, First”Plan code upper-cased Placeholder values cleared
CLM-411432	CLM	Harold Nguyen	1994-06-13	—	—	8987 Central Ave, Los Angeles, CA, 90050	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-416610	CLM	Ethan Owens	1951-01-21	UHC-45302-33	3419586599	5590 Broadway, Houston, TX, 77081	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
ENR-131626	ENR	Walter Hudson	1956-04-10	UHC-90563-18	—	9253 Elm St, Tucson, AZ, 85738	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
TPA-58164	TPA	Lucia Guerrero	1979-04-01	UHC-85694-87	4469197984	8907 Mountain View Dr, Glendale, AZ, 85379	0.82	Name split from “Last, First”Whitespace trimmed Placeholder values cleared
CLM-411329	CLM	Dylan F Dean	1940-04-18	UHC-33903-05	3722813844	—	0.82	Name split from “Last, First”Phone reformatted Placeholder values cleared

9,980 rows, page 185 of 200Previous Next