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
CLM-431299	CLM	Danielle P Boyd	1988-04-25	UHC-99875-36	6728359962	6982 Mountain View Dr, Miami, FL, 33116	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432391	CLM	Charlotte C Simpson	1998-06-25	UHC-77087-39	9085082494	5938 Jefferson Ave, Sacramento, CA, 95834	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432390	CLM	Charlotte C Simpson	1998-06-25	UHC-77087-39	9085082494	5938 Jefferson Ave, Sacramento, CA, 95834	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103240	ENR	Andrea Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-102154	ENR	Henry Powell	2008-12-15	UHC-96066-30	4667316728	9155 Mountain View Dr, Minneapolis, MN, 55442	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114699	ENR	Juan Dixon	1982-04-10	—	4907374820	7198 Church St, Atlanta, GA, 30367	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-131042	ENR	Charles Wright	1994-03-21	UHC-04027-56	3932385904	3137 Camelback Rd, Atlanta, GA, 30339	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61896	TPA	Emily Tran	1969-09-23	—	—	6266 Bayshore Dr, Denver, CO, 80231	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23837	PRV	Albert Mendez	1972-10-21	—	3938663302	1232 Desert Sky Blvd, Houston, TX, 77004	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28631	PRV	Justin Jackson	1995-01-02	UHC-75123-32	—	4662 Apache Blvd, Denver, CO, 80254	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-64251	TPA	David Howell	1978-06-19	—	—	1246 Camelback Rd # 223, Columbus, OH, 43210	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
PRV-28681	PRV	Kenneth Cox	1953-06-17	—	3216387904	3484 Maple Ave, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406299	CLM	Sarah Scott	1944-05-16	UHC-34036-57	—	9320 Maple Ave, Orlando, FL, 32813	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-50813	TPA	Emily Warreen	1996-07-11	—	6696330066	8997 Maple Ave, Mesa, AZ, 85260	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408276	CLM	Debra Fuller	1993-07-20	—	5689833222	4128 Mountain View Dr, Chandler, AZ, 85223	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
ENR-130632	ENR	Aaron V Dominguez	1997-03-20	UHC-79317-75	6032881044	1494 Union St, San Antonio, TX, 78220	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61562	TPA	Mark Marquez	1953-02-28	—	7106427661	5772 Sage Ct, San Antonio, TX, 78271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-127721	ENR	Dennis N Park	1948-06-15	UHC-17765-89	6239833077	5191 Ocean Ave, Charlotte, NC, 28222	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-137678	ENR	Christina Harris	1967-08-06	UHC-47746-92	8972259583	6444 Valley View Dr, Denver, CO, 80276	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-112152	ENR	Vincent Gomez	1987-11-04	UHC-91184-90	8724311892	4262 Spring St, San Antonio, TX, 78295	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59014	TPA	Tyler S Hrt	1943-02-14	—	7979874875	7011 Camelback Rd, Scottsdale, AZ, 85221	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-115961	ENR	Samel J Ellis	1946-11-02	UHC-35009-37	8104327908	4689 Apache Blvd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-124612	ENR	Paul A Martinez	1953-03-19	UHC-85993-86	8315175723	2801 Grand Ave, Fresno, CA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-419775	CLM	Noah Washington	1978-09-03	UHC-11037-22	—	—	0.66	Name split from “Last, First”Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
ENR-138733	ENR	Alice R Maldonado	1968-07-03	UHC-09345-46	6443068747	8532 Valley View Dr, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-420966	CLM	Janice Turnr	1990-07-22	UHC-64309-02	8689413314	5832 Ridge Rd, Tampa, FL, 33642	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54596	TPA	Carolyn Price	2005-12-07	—	—	8651 Ridge Rd, Atlanta, GA, 30391	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410580	CLM	Jack Henderson	1954-06-16	—	—	5249 Union St, Fresno, CA, 93775	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115745	ENR	Austin S Myerrs	1949-05-25	UHC-38620-73	7578711987	8284 Market St, Scottsdale, AZ, 85236	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59289	TPA	Heather Riso	1943-01-24	UHC-25713-90	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-121366	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121365	ENR	Daniel Ward	1948-04-16	UHC-44682-84	3548394358	8568 Highland Ave, Austin, TX, 78731	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-119605	ENR	Doris X Cerroll	1985-10-24	UHC-14268-87	4776028146	5143 Indian School Rd, Dallas, TX, 75295	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
CLM-410466	CLM	Roy M Crawford	2004-06-04	UHC-12133-87	—	1696 Park Pl, Mesa, AZ, 85297	0.66	Name split from “Last, First”Member ID reformatted SSN last four extracted State code upper-cased+1 more
PRV-23015	PRV	Gary Rojas	1962-07-15	UHC-95184-37	2027396086	350 Union St, Gilbert, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116770	ENR	Steven Cook	1990-08-01	UHC-87809-79	8742800171	6710 Market St, Orlando, FL, 32803	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103603	ENR	Timothy Wilson	1995-03-24	UHC-70158-96	6073712460	9453 Central Ave, Orlando, FL, 32816	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-102274	ENR	Julia V Hudson	1973-04-10	UHC-14027-60	5103754706	6316 Forest Ave, Los Angeles, CA, 90073	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-109414	ENR	Jeff Green	1988-05-13	UHC-23901-54	5662782770	4405 Camelback Rd, Orlando, FL, 32885	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124890	ENR	Michelle O Hansen	1970-09-01	UHC-73917-55	4246315895	2356 Church St, Mesa, AZ, 85259	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-52660	TPA	Luis Reynolds	1946-04-03	—	4052645021	5142 Baseline Rd, Tucson, AZ, 85705	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422770	CLM	Gregory Le	1939-12-05	UHC-77243-54	—	3244 Spring St, San Diego, CA, 92114	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20045	PRV	Julie Wilson	1965-12-07	UHC-58931-70	3513146084	766 Washington St, Austin, TX, 78745	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-125264	ENR	Benjamin Gomez	2002-07-21	UHC-32991-98	6537998516	5654 Washington St, Dallas, TX	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-126766	ENR	Donna Greene	1989-01-17	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-432675	CLM	Wei Mason	1982-09-01	UHC-68321-28	—	9839 Palm Dr, Seattle, WA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-400838	CLM	Dylan W Green	1988-10-20	UHC-27229-30	7556390780	8017 Ridge Rd, Tempe, AZ, 85241	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27142	PRV	Judith Snyder	1983-01-13	—	9466158800	7887 Bayshore Dr, Mesa, AZ, 85282	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141750	ENR	Cheryl Chavez	1942-11-18	UHC-63288-21	5237583490	4883 Indian School Rd, Atlanta, GA, 30369	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119291	ENR	Aysha Lawson	2002-08-08	UHC-24582-90	3683002089	6933 Mesa Dr, Gilbert, AZ, 85281	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more

9,980 rows, page 112 of 200Previous Next