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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431570	CLM	Juan C Obrien	2008-07-20	UHC-63527-62	—	1923 Elm St, Los Angeles, CA, 90045	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-113843	ENR	Mei Little	1966-09-07	UHC-70368-72	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-409105	CLM	Janice Henry	1944-10-20	UHC-34207-15	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-409106	CLM	Janice Henry	1944-10-20	UHC-34207-15	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-136333	ENR	Gerald J Cole	1991-12-21	UHC-56705-90	3633755047	3808 Highland Ave, Houston, TX, 77030	0.92	Phone reformatted Member ID reformatted City re-cased State code upper-cased
ENR-109731	ENR	Matthew X Valdez	2002-06-14	UHC-71925-83	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased
ENR-109493	ENR	Marilyn N Hunt	1971-06-21	UHC-38710-68	5575830696	8583 Bayshore Dr, Atlanta, GA, 30370	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-117709	ENR	Jenny M Aguilar	1938-06-12	UHC-05140-48	6239802325	1514 Harbor Blvd, Gilbert, AZ, 85210	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
ENR-126332	ENR	Peter M Young	1940-08-21	UHC-34177-25	9543074188	8731 Hillcrest Rd, Las Vegas, NV, 89198	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
TPA-55519	TPA	Jason E Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-407372	CLM	Timothy Q Howell	1992-10-18	UHC-63319-69	4155704020	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-118981	ENR	Bobby Sandoval	1998-07-13	UHC-35265-34	6058728763	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-415078	CLM	Diana Morris	2008-06-09	UHC-96413-53	—	9577 Oak St, Gilbert, AZ, 85266	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411600	CLM	Sophia Myers	1966-11-22	UHC-78882-36	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406012	CLM	Gregory Bowman	1992-10-22	UHC-53041-40	5414857497	1700 Apache Blvd, Atlanta, GA, 30313	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-100075	ENR	Carlos L Vazquez	2002-06-14	UHC-33367-89	4477950657	5250 Central Ave, Glendale, AZ, 85368	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
ENR-111830	ENR	Samuel Jimenez	1953-04-02	UHC-67719-04	2576424058	—	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-427370	CLM	Sophia G Rivera	1983-06-15	UHC-90624-07	—	—	0.92	Name re-cased Member ID reformatted Plan code upper-cased Placeholder values cleared
CLM-420661	CLM	Robert Marshall	1969-02-23	UHC-66795-74	—	—	0.92	Member ID reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-120449	ENR	Cheryl Hoffman	1996-11-26	UHC-27166-87	5624021989	7863 Forest Ave, Las Vegas, NV, 89173	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
ENR-112740	ENR	Alice Foster	1950-02-28	UHC-58749-30	3505449710	61 Lake View Rd, Columbus, OH, 43274	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-421494	CLM	Billy Welch	1988-04-12	UHC-99018-57	2977371146	2988 River Rd, Columbus, OH, 43214	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
CLM-418574	CLM	Terry J Tran	1943-01-01	UHC-88172-96	6984741248	—	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
CLM-411260	CLM	Evelyn Castro	1965-08-12	UHC-23520-64	8245544497	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-116579	ENR	Michelle O Sullivan	1970-09-10	UHC-84688-80	5945069745	5469 Union St, Chandler, AZ, 85274	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-408567	CLM	Vincent Pena	1945-02-06	UHC-95465-09	3683430541	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-132518	ENR	Kelly Carpenter	2004-07-26	UHC-64131-81	9015597621	9304 Mountain View Dr, Orlando, FL, 32878	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-127423	ENR	Sara H Moore	1996-03-26	UHC-32623-26	4967210963	7068 Market St, Tucson, AZ, 85781	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-426064	CLM	Valentina Reed	1942-04-11	UHC-49323-16	7309247309	5582 Maple Ave, San Diego, CA, 92117	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-131532	ENR	Beverly O Chavez	1961-04-02	UHC-99149-25	4809535522	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-409172	CLM	Gabriel Munoz	1938-08-21	UHC-75314-01	7786725001	1299 Indian School Rd, Glendale, AZ, 85370	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-408269	CLM	Patrick Gibson	1993-10-06	UHC-07243-35	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-22401	PRV	Paul Padilla	1957-12-06	UHC-43955-02	6535784633	3595 Meadow Ln, Scottsdale, AZ, 85200	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-131719	ENR	Jeffrey O Riley	1946-11-14	UHC-25017-03	8589427856	7277 Park Pl, Chandler, AZ, 85234	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
PRV-29270	PRV	Elizabeth Schultz	1981-06-12	UHC-50432-56	—	8960 Union St, Phoenix, AZ, 85065	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
PRV-21649	PRV	Christopher Payne	2000-05-20	UHC-95023-02	6947650155	6425 Desert Sky Blvd, Miami, FL, 33151	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-113119	ENR	Russell Weber	1966-05-02	UHC-21311-72	3683353793	3471 River Rd, Atlanta, GA, 30353	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-100807	ENR	Heather J Morrison	1956-06-01	UHC-49746-86	9676907561	6229 River Rd, Nashville, TN, 37250	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-432683	CLM	Natalie Lane	1981-11-12	UHC-16159-95	6955752499	8085 Meadow Ln, Nashville, TN, 37241	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-134730	ENR	Logan Schultz	1956-03-04	UHC-35551-67	4078438235	2158 Oak St, Miami, FL, 33142	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased
CLM-405291	CLM	Catherine Myers	1954-10-08	UHC-97566-56	—	6682 Broadway, Mesa, AZ, 85252	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-405837	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-108497	ENR	Shirley O Colilns	1960-07-07	UHC-48765-83	—	2678 Pine Dr, Tucson, AZ, 85790	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
CLM-419469	CLM	Kimberly Simmons	1997-02-12	UHC-05418-33	6722663609	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-107612	ENR	Natalie H Rivera	1946-11-18	UHC-41861-29	6284835687	9274 Sunset Blvd, Las Vegas, NV, 89136	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
CLM-426581	CLM	Natalie I Reyes	1963-03-17	UHC-20278-68	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-111938	ENR	Laura P Gmez	1964-03-17	UHC-17641-98	4762863265	8549 Desert Sky Blvd, Charlotte, NC, 28241	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
TPA-57832	TPA	Doris Cole	1979-03-15	UHC-59466-15	—	4228 Canyon Rd, Charlotte, NC, 28209	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
TPA-57692	TPA	Ahmed Hudosn	1963-04-04	UHC-89402-89	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-140766	ENR	Jeremy C Dominguez	1972-02-12	UHC-31668-79	9689135832	8548 Hillcrest Rd, Mesa, AZ, 85287	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed

7,723 rows, page 142 of 155Previous Next