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

Third-party administrator, 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
TPA-62323	TPA	Mary Herrera	1973-03-20	UHC-96852-32	8299189312	7943 Palm Dr, Houston, TX, 77040	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-52354	TPA	Sandra Dixon	1966-11-08	—	6462029251	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-59220	TPA	Arthur Kelley	1973-10-12	—	4266714227	5723 Washington St, Jacksonville, FL, 32202	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-60530	TPA	Alice Meyer	1980-10-04	—	4118073364	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-51203	TPA	Sophia Hayes	1939-08-09	—	9085133145	4068 Harbor Blvd, Miami, FL, 33125	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-58318	TPA	Richard Hicks	1987-02-15	—	3514969043	6440 River Rd, Eden Prairie, MN, 55321	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-62385	TPA	Benjamin Simmons	1971-06-14	—	6653691551	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-52151	TPA	Vincent Howard	1993-07-20	—	6795633875	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60451	TPA	Natalie Carpenter	1978-11-17	—	5699604541	8609 Cedar Ln, Eden Prairie, MN, 55368	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-62360	TPA	Sharon N Gilbert	2003-05-14	—	6864851713	1467 Meadow Ln, Glendale, AZ, 85332	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-52446	TPA	Juan Simpson	1953-03-05	—	—	4156 Sunset Blvd, Jacksonville, FL, 32211	0.90	Name re-cased Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-54644	TPA	Kimberly Burns	1964-05-08	UHC-66985-61	2407424572	577 Harbor Blvd, Miami, FL, 33142	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-57222	TPA	Brandon Stevens	1976-11-18	—	6343461500	4843 Palm Dr, Eden Prairie, MN, 55345	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59554	TPA	Joseph Hicks	1952-12-20	UHC-60781-76	7375781501	3341 Broadway, Minneapolis, MN, 55439	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-58289	TPA	Willie Walsh	1986-02-01	UHC-20447-25	—	408 Sage Ct, Scottsdale, AZ, 85249	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-52849	TPA	Carlos Walsh	1986-04-23	—	5678805850	1398 River Rd, Fresno, CA, 93741	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-58132	TPA	Katherine Ferguson	1952-08-13	—	3676357146	7839 Elm St, San Diego, CA, 92116	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-63382	TPA	Ethan P Weber	1981-12-18	—	3427824017	3382 Lincoln Way, Miami, FL, 33161	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60774	TPA	Charles Reynolds	1961-09-26	—	2975574630	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-54734	TPA	Nanncy Carroll	1979-05-04	—	—	6414 Meadow Ln, Phoenix, AZ, 85091	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-62690	TPA	Kimberly Spencer	1982-12-11	—	8085373682	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53859	TPA	Jff Griffin	1944-08-13	—	6308144980	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-54073	TPA	Walter Morrison	1994-06-23	—	5165640150	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59001	TPA	Patrick Valdez	1950-04-27	—	6383743885	5078 Canyon Rd, Minneapolis, MN, 55432	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-62947	TPA	Amber Fowler	1978-02-17	—	5565115934	355 Maple Ave, Columbus, OH, 43264	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-63341	TPA	Patty Campbell	1947-02-24	—	7166886460	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-53621	TPA	Kayla Chen	1967-01-25	—	2378351439	8289 Main St, Nashville, TN, 37244	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-56271	TPA	Wei Flores	1946-10-15	—	8686401554	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-63573	TPA	Diego Weaver	1970-08-19	UHC-97229-55	4447441769	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-60516	TPA	Mark Q Webb	1998-12-20	UHC-98847-79	9165987462	4085 Mountain View Dr, Seattle, WA, 98109	0.90	Date of birth reformatted Phone reformatted City re-cased Whitespace trimmed+1 more
TPA-64025	TPA	Philip Castro	1977-04-13	—	4479213897	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-62056	TPA	Santiago B Gardner	2002-05-23	UHC-38477-59	5974603565	1820 Spring St, Las Vegas, NV, 89113	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-62733	TPA	Ashley Myers	2001-07-10	—	5673906159	7456 Lake View Rd, Plano, TX, 75015	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-63502	TPA	Teresa Nguyen	2006-04-04	—	9815127715	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59806	TPA	Lauren Chen	1973-07-26	—	4574407425	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59169	TPA	Barbara Thompson	1967-10-28	—	6273534245	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-59810	TPA	John Gordon	1958-01-22	—	—	5838 Ridge Rd, Minneapolis, MN, 55403	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-63823	TPA	Megen Carlson	1987-09-17	—	8049442516	6904 Elm St, Plano, TX, 75072	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-56338	TPA	Julia Myers	1986-11-01	—	9825607743	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-55680	TPA	Robert Bradley	1977-07-08	UHC-63686-35	5772081093	—	0.90	Date of birth reformatted Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-57308	TPA	Beverly Woods	1939-08-26	—	4206867407	715 Willow Ct, Chandler, AZ, 85277	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-61962	TPA	Julia H Kelly	1938-12-28	—	6804236350	4420 Union St, Tampa, FL, 33662	0.90	Name re-cased Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-52945	TPA	Laura Murray	1945-05-02	—	3324067182	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-61844	TPA	Piya Garcia	1967-07-19	—	—	2276 Broadway, Dallas, TX, 75216	0.90	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed+1 more
TPA-57108	TPA	Edwards Donna	2006-07-13	—	3987702080	7842 Harbor Blvd, Gilbert, AZ, 85209	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-53832	TPA	Alice Tran	2006-04-18	—	—	5978 Market St, Gilbert, AZ, 85276	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-60369	TPA	Joseph C Reid	1944-04-11	—	6483762113	9792 Pine Dr, Minneapolis, MN, 55464	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53591	TPA	Stephen Marshall	1942-07-15	—	—	8400 Union St, Austin, TX, 78700	0.90	Name re-cased Date of birth reformatted City re-cased State code upper-cased+1 more
TPA-56951	TPA	Samantha Crawford	2006-05-16	—	5273036319	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-60396	TPA	Austin Harvey	1988-02-02	—	6203014517	8260 Main St, Denver, CO, 80245	0.90	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

4,728 rows, page 73 of 95Previous Next