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 “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-102164	ENR	Diego A Burke	1986-10-17	UHC-70227-52	5053724641	5901 Baseline Rd, Tempe, AZ, 85291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405551	CLM	Ryan K Bailey	1966-12-17	UHC-26020-38	7466743797	7468 Indian School Rd, Minneapolis, MN, 55493	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411097	CLM	Roger T Robertson	1977-02-25	—	7985157830	7470 Baseline Rd, Chandler, AZ, 85260	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425717	CLM	Teresa Fisher	1959-04-26	—	—	5150 Main St, Scottsdale, AZ, 85299	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-142462	ENR	Ajrun Kennedy	1955-04-24	UHC-46594-12	5762675777	9731 Washington St, Charlotte, NC, 28205	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57740	TPA	Hannah V Bradley	1967-01-01	—	6474676152	7774 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418287	CLM	Natalie Stewart	1967-01-15	—	8013968414	4853 Jefferson Ave Apt 4, Mesa, AZ, 85231	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-102280	ENR	Bradley U Rice	1975-02-21	UHC-56784-20	3478986423	5761 Meadow Ln, Tempe, AZ, 85277	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122820	ENR	Michael R Flores	2000-05-13	UHC-18243-61	—	7265 Maple Ave, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62250	TPA	Daniel Thompson	1954-07-13	—	—	3387 Baseline Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414269	CLM	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave Apt 5, Nashville, TN, 37272	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24363	PRV	Elizabeth George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113403	ENR	Gloria M Fisher	1976-08-13	—	3936137808	3183 Mesa Dr, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430605	CLM	Patrricia Dunn	1939-09-19	—	—	9685 Camelback Rd, Miami, FL, 33169	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117803	ENR	Ana A Wheeeler	1947-03-19	UHC-60445-48	4218728078	697 Forest Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415501	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	—	2824 Valley View Dr, Jacksonville, FL, 32252	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-58508	TPA	Maria Oliver	1982-04-02	—	—	8314 Willow Ct, Miami, FL, 33138	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-104606	ENR	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN, 37208	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122245	ENR	Katherine Sanders	1951-04-03	UHC-48581-74	9868154913	2011 River Rd, Austin, TX, 78728	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136954	ENR	Billy Woods	2008-12-28	UHC-41784-21	6417375470	9638 Sage Ct, Atlanta, GA, 30338	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57544	TPA	Lroi Meyer	1993-05-01	—	—	8137 Highland Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120692	ENR	Lori Ruiiz	1964-07-08	UHC-65278-08	7319907561	8718 Maple Ave, Las Vegas, NV, 89114	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-428696	CLM	Joyce Hanson	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr, Plano, TX, 75019	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59838	TPA	Jack F Garza	1966-10-12	UHC-71666-67	5512424663	363 Bayshore Dr Apt 18, Las Vegas, NV, 89178	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-110331	ENR	Raymnd S Delgado	1975-12-28	UHC-13862-33	4438305646	873 Mountain View Dr, Jacksonville, FL, 32230	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22008	PRV	Marilyn Peters	2008-04-10	UHC-57980-91	—	9318 Elm St, Plano, TX, 75046	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123166	ENR	Samantha C Freeman	1991-01-04	UHC-26232-06	5333401464	162 Highland Ave, Denver, CO, 80242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28401	PRV	Dieo H Ford	1945-10-27	—	7705262408	3131 Apache Blvd, Tempe, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411630	CLM	Larry Morrison	1999-12-14	UHC-07583-42	4582223819	8003 Canyon Rd, Sacramento, CA, 95871	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27559	PRV	Angela Gonzalez	1964-02-05	—	2923059509	1263 Meadow Ln, Tempe, AZ, 85255	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409131	CLM	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-402347	CLM	Alexander Munoz	1998-07-01	UHC-78751-46	—	626 Maple Ave # 308, Austin, TX, 78742	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-113082	ENR	Alexis Ruiz	1973-05-05	UHC-51707-54	—	3858 Harbor Blvd, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103991	ENR	Frank Ramirez	1973-09-09	UHC-97290-10	3713242989	16 Pine Dr, Fresno, CA, 93793	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121909	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412529	CLM	Jason Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421168	CLM	Priya T Ortega	1998-10-25	UHC-14105-31	4057265347	2401 Park Pl, Charlotte, NC, 28297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424256	CLM	Kimberly Jimenez	1952-12-05	UHC-97816-87	—	9412 Ocean Ave, Denver, CO, 80249	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417217	CLM	Kate T Murphy	2001-09-02	—	3446262127	5536 Main St, Miami, FL, 33178	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404891	CLM	Jacqueline Maldunado	1998-04-09	UHC-66870-46	2503266726	7026 River Rd, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63038	TPA	Peter Patterson	2005-03-14	UHC-20937-46	—	6888 Oak St, Eden Prairie, MN, 55389	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-423689	CLM	Aaron Johnson	1978-11-04	UHC-30422-67	—	9581 Indian School Rd, San Antonio, TX, 78283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403613	CLM	Ronald N Richardson	1961-04-12	UHC-28177-64	—	7869 Grand Ave # 299, Sacramento, CA, 95850	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-53367	TPA	Christian Porter	1976-04-05	—	—	7314 Valley View Dr, Los Angeles, CA, 90091	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415449	CLM	James Fernandez	1994-08-23	UHC-25043-68	—	8740 Palm Dr, Seattle, WA, 98102	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138926	ENR	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA, 30390	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417228	CLM	Andrea Anderson	1945-09-25	UHC-88955-23	—	1436 Cedar Ln, San Antonio, TX, 78250	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416454	CLM	Priya Brown	1939-10-04	UHC-98213-17	9616654710	247 Baseline Rd, San Antonio, TX, 78244	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121546	ENR	Vincent U Ruiz	1948-10-12	UHC-27931-26	3665850381	3608 Cedar Ln, Atlanta, GA, 30342	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-56265	TPA	Donna Howard	1944-07-27	UHC-14213-46	3286222434	5111 Bayshore Dr Apt 37, Tampa, FL, 33675	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more

32,400 rows, page 129 of 648Previous Next