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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60196	TPA	Keith Griffin	1979-04-15	—	5088426049	1713 Cedar Ln, Sacramento, CA	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP missing+1 more
CLM-410172	CLM	Romero Katherine	1960-05-18	—	9134558005	1998 Spring St, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-429869	CLM	Austin Contreras	1941-12-19	—	2887922714	7460 Canyon Rd, San Diego, CA	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-119170	ENR	Olivia D Espinoza	1945-12-04	UHC-11695-57	2054054111	1329 Meadow Ln, San Diego, CA	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-137493	ENR	Kayla Knight	1977-10-25	—	9282492380	8687 Bayshore Dr, Sacramento, CA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
ENR-130136	ENR	Mateo Hawkins	1968-02-21	UHC-43519-55	4514857806	4235 Lake View Rd, Phoenix, AZ	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-408410	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-112495	ENR	Helen Sandoval	2004-07-09	UHC-92868-84	3598914051	1348 Jefferson Ave, Charlotte, NC	0.78	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
PRV-20608	PRV	Michael Z Boyd	1992-07-23	—	3975431757	5328 Ridge Rd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-406486	CLM	Ralph Schultz	1980-08-17	—	—	8278 Elm St, Miami, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-400590	CLM	Kathleen Le	1997-11-22	—	7797794064	4502 Pine Dr, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-407448	CLM	Joseph C Kng	1982-12-04	UHC-46651-11	—	9130 Broadway, Jacksonville, FL	0.78	Date of birth reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-109218	ENR	John Palmer	1947-08-26	UHC-65440-68	6617058209	9519 Oak St, Nashville, TN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-408559	CLM	Cynthia Chen	2008-03-08	UHC-28065-94	4309762568	7374 Lake View Rd, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-410373	CLM	Stephen Z Singh	1943-03-25	UHC-40288-91	—	1488 Canyon Rd, Fresno, CA	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-117872	ENR	Raymond Dean	1972-07-26	UHC-10867-80	3919336546	937 Hillcrest Rd, Glendale, AZ	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-111195	ENR	Martha N Dean	1983-08-15	UHC-45430-60	9266341985	2239 Washington St, Charlotte, NC	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
TPA-62128	TPA	Sharon Collins	1974-04-03	—	—	3328 Camelback Rd, Charlotte, NC	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-128110	ENR	Denise Y Arnold	1939-08-26	UHC-66715-60	7235139519	1440 Ridge Rd, Fresno, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-427382	CLM	Stephanie Bennett	1990-02-04	—	3279715548	9669 Maple Ave, Glendale, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-125128	ENR	Carl Hall	1961-07-07	UHC-05485-85	4027821671	6450 Elm St, Minneapolis, MN	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-131678	ENR	Jesse F Gray	1985-11-06	UHC-20658-44	7952941498	1014 Desert Sky Blvd, San Antonio, TX	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
PRV-27086	PRV	Jessica I Dean	1966-03-14	UHC-39196-24	5267489559	55 Desert Sky Blvd, San Diego, CA	0.78	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
ENR-113066	ENR	Vincent R Thompson	1948-10-06	UHC-04730-28	6289389939	6202 Indian School Rd, Tempe, AZ	0.78	Member ID reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
TPA-51603	TPA	Janice Ramirez	1973-02-17	—	—	4673 Sunset Blvd, Eden Prairie, MN	0.78	Date of birth reformatted State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-406384	CLM	Vincent Jenkins	1960-10-26	UHC-91130-49	—	789 Oak St, Tampa, FL	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
PRV-24999	PRV	Julia Carpenter	1939-09-16	—	8972660610	997 Baseline Rd, Mesa, AZ	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-417358	CLM	Billy Edwrds	1985-12-05	UHC-09876-01	—	5729 Camelback Rd, Tempe, AZ	0.78	Name re-cased City re-cased ZIP missing Plan code upper-cased+1 more
ENR-124848	ENR	Victoria Porter	1939-09-20	UHC-68081-94	4449256654	1342 Grand Ave, Mesa, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-25993	PRV	Lgoan R Park	1943-12-09	—	5322791353	8579 Highland Ave, Sacramento, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-425429	CLM	Denise Wilson	1987-11-14	UHC-05747-60	—	420 Hillcrest Rd, San Diego, CA	0.78	Date of birth reformatted Member ID reformatted City re-cased ZIP missing+1 more
PRV-20359	PRV	Victoria Wilson	1951-06-12	UHC-11161-09	9346631750	9848 Indian School Rd, Jacksonville, FL	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-403791	CLM	William O Ward	1984-05-17	UHC-96074-07	7434220103	5716 Mountain View Dr, Houston, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
ENR-100500	ENR	Anna H Stevens	1970-11-09	UHC-64371-85	8123424815	582 Union St, Orlando, FL	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-123877	ENR	Kathleen Henderson	2007-07-08	UHC-89873-51	3768971198	4752 Maple Ave, Scottsdale, AZ	0.78	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+1 more
TPA-50250	TPA	Vincent Spencer	1964-03-28	UHC-64486-33	—	4532 Sunset Blvd, Houston, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-112611	ENR	Amy G Ford	1983-07-17	UHC-89106-69	3362845635	1552 Lincoln Way, Phoenix, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-105972	ENR	Lawrence Ferguson	1995-02-09	UHC-57584-93	9383243659	8245 Canyon Rd, Dallas, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-20389	PRV	Steven Lewis	1941-11-08	UHC-52617-07	—	5512 Ridge Rd, Glendale, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
ENR-123725	ENR	William Ryan	1991-12-16	—	2524274978	8692 Forest Ave, Nashville, TN	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-142675	ENR	Jeremy H Vega	1962-11-01	UHC-27116-35	9324962271	7295 Mountain View Dr, Dallas, TX	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-425433	CLM	Diego Carr	1967-11-21	UHC-28046-62	3638781836	8252 Sunset Blvd, Miami, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-417822	CLM	Aisha B Nguyen	1985-06-09	—	—	6265 Elm St, Chandler, AZ	0.78	Name re-cased ZIP missing Plan code upper-cased Whitespace trimmed+1 more
ENR-136939	ENR	Shirley Z Vasquez	1954-09-09	UHC-30097-39	6977038047	4637 Mesa Dr, Plano, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-62861	TPA	Deborah McDonald	1940-11-21	UHC-58628-35	—	690 Broadway, Glendale, AZ	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-426069	CLM	Alexander Marquez	1978-08-01	UHC-84217-49	—	8121 Park Pl, Denver, CO	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
PRV-28393	PRV	Harold Sandoval	2006-12-28	UHC-13759-35	8739872211	3094 Mountain View Dr, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26785	PRV	Ruth Jackson	2003-08-16	—	7248121502	8808 Camelback Rd, Las Vegas, NV	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-115182	ENR	Betty Rose	2004-02-14	UHC-23050-58	8767136718	1454 Grand Ave, Glendale, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
TPA-59360	TPA	Jimmy Gardner	1962-10-04	—	2352627248	2078 Sunset Blvd, Nashville, TN	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more

7,146 rows, page 123 of 143Previous Next