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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-20721	PRV	Kathleen Cole	1991-08-26	UHC-27256-01	5845072561	7611 Central Ave, Fresno, CA, 93730	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-20773	PRV	Aaron Harvey	2001-07-05	UHC-57296-51	8199599752	5852 Apache Blvd, Glendale, AZ, 85373	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417513	CLM	Russell Garcia	1989-02-11	—	7436920228	4408 River Rd, Miami, FL	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-118856	ENR	Heathre Nelsson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX, 77033	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-409986	CLM	Nicole Hayes	1939-04-16	—	7178720107	695 Apache Blvd, Plano, TX, 75090	0.64	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-419585	CLM	Paul Montgmery	1971-08-23	UHC-33633-18	9275616628	9334 Oak St, Phoenix, AZ, 85024	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127608	ENR	Virginia C Santiago	1972-01-25	UHC-93186-39	8053130390	9491 Highland Ave, San Antonio, TX, 78220	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61405	TPA	Harold Porer	1942-05-01	—	—	2658 Grand Ave, Glendale, AZ, 85372	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416640	CLM	Ralph Q Ruiz	1954-06-03	—	3688264206	777 Lake View Rd, Fresno, CA, 93760	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-405701	CLM	Amanda Washington	1998-05-28	—	—	8825 Elm St, Gilbert, AZ, 85274	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
PRV-26924	PRV	Billy A Watkins	1990-11-07	UHC-49351-53	5172848724	4593 River Rd, Las Vegas, NV, 89153	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-418650	CLM	Billy Weaver	1953-05-24	—	6538022577	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
PRV-23704	PRV	Robert Dixon	2000-10-05	—	5745804447	7749 Meadow Ln, Denver, CO, 80234	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-137811	ENR	Mary Moore	1966-04-22	UHC-12862-24	6183670394	3555 Ridge Rd, Columbus, OH, 43225	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415735	CLM	Brian Wells	2001-07-16	—	—	7743 Market St, Tampa, FL, 33694	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404188	CLM	Sharon Santos	1990-01-28	UHC-46936-59	9059848621	6404 Bayshore Dr, Denver, CO, 80272	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-112655	ENR	Paul Webb	1993-07-12	UHC-52959-32	2453485666	2661 Indian School Rd, Houston, TX, 77011	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410126	CLM	Bruce Watson	1956-10-01	UHC-58660-37	—	8285 Ocean Ave, Mesa, AZ, 85289	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
TPA-57545	TPA	Alan Lane	1982-06-10	—	—	3933 Pine Dr, Plano, TX, 75096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-109696	ENR	Diana F Freeman	1984-11-23	UHC-80595-45	3899674890	9230 Market St # 682, Charlotte, NC, 28295	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-108236	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-108235	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109793	ENR	Henry Z Hoffman	1954-04-24	UHC-24303-37	9004649957	5532 Market St, Orlando, FL, 32823	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61211	TPA	Wayne M Bennett	1948-01-25	—	—	4348 Maple Ave, Tampa, FL, 33602	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24040	PRV	Pamela Chen	1941-11-06	—	7979437379	8718 Canyon Rd, Fresno, CA, 93788	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20871	PRV	Randy Ward	1980-01-25	UHC-24436-39	7975544450	1813 Union St, Plano, TX, 75009	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134555	ENR	Mei Y Obrien	1973-10-21	UHC-15488-51	6175642385	4768 Main St, Glendale, AZ, 85371	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61380	TPA	Doris Kelly	1957-03-07	—	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400134	CLM	Paul Russell	1988-05-04	UHC-55726-01	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424832	CLM	Joe Weaver	1989-10-27	—	6965698934	7990 Jefferson Ave, San Antonio, TX, 78245	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
TPA-56883	TPA	Mateo Coleman	1963-10-03	—	9149432078	7528 Lincoln Way, Glendale, AZ, 85303	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124828	ENR	Abigail L Garza	1951-03-27	UHC-64005-11	2142214848	8978 Ocean Ave, Columbus, OH, 43230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22345	PRV	Jeremy Reyes	—	UHC-87372-54	9305131662	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-417030	CLM	Patrick Patel	1985-10-17	UHC-39683-22	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430007	CLM	Jacqueline Hanesn	1998-02-28	UHC-97637-81	—	7272 Forest Ave, Minneapolis, MN, 55437	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400614	CLM	Jacqueline Lawrence	2008-06-11	UHC-77929-71	—	8326 Desert Sky Blvd, Eden Prairie, MN, 55300	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20685	PRV	Alan Rice	1989-01-27	UHC-29266-34	9535142867	4973 Church St, Tucson, AZ, 85721	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131864	ENR	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-139825	ENR	Kayla Estrada	1996-09-26	UHC-29053-71	7446222442	9641 Camelback Rd, Tucson, AZ, 85753	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53936	TPA	Grace Hill	1995-03-20	—	—	8723 Harbor Blvd, Plano, TX, 75086	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55816	TPA	Kathryn Braley	1997-02-02	—	5785830736	1751 Oak St, Jacksonville, FL, 32239	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139261	ENR	Danielle E Young	2004-09-22	UHC-09608-97	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20179	PRV	Daniel U Cox	1941-11-23	UHC-76175-44	9616476289	7426 River Rd Apt 11, Dallas, TX, 75215	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
ENR-140356	ENR	Carolyn F Berry	2001-09-19	UHC-52201-71	6084389489	3056 Broadway, Tampa, FL, 33636	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-406936	CLM	Hannah Alvarado	2001-11-22	—	—	1224 Mountain View Dr, Plano, TX, 75096	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121598	ENR	Janice Z Ramos	1999-11-02	UHC-65456-50	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411557	CLM	Kelly Watson	1987-01-01	—	8166214642	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-426858	CLM	Sofia Q Ramos	1993-10-13	—	5789974934	273 Church St, Tucson, AZ, 85740	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26979	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26980	PRV	Janice Banks	1964-06-22	UHC-81252-69	7216183607	6376 Church St, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 171 of 337Previous Next