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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424363	CLM	Charlotte T Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St Apt 20, Nashville, TN, 37271	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-430773	CLM	Jose K Owens	1982-09-22	UHC-76682-96	2926537417	2057 Indian School Rd # 132, Seattle, WA, 98191	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-53637	TPA	Elizabeth Ramirez	2002-01-11	—	4077875231	2787 Indian School Rd, Austin, TX, 78741	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-417284	CLM	Aaaron Ramos	1994-06-24	UHC-51082-43	—	1086 Desert Sky Blvd, Orlando, FL, 32854	0.46	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-125190	ENR	Sarah I Crawford	1975-07-11	UHC-51995-26	—	1056 Forest Ave, Tempe, AZ, 85252	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-137790	ENR	Zachary R Welch	1944-07-14	UHC-56247-92	2716681493	8305 Jefferson Ave # 167, Columbus, OH, 43245	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-127246	ENR	Jean L Scott	1974-06-25	UHC-25460-52	5583857707	4107 Park Pl, Los Angeles, CA, 90029	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-134682	ENR	Evelyn P Palmer	—	UHC-50583-39	6092390924	8011 Church St, Tucson, AZ, 85758	0.46	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
CLM-423470	CLM	Diiego Fields	1958-05-17	—	—	7626 Union St # 230, Los Angeles, CA, 90092	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-104456	ENR	Aisha N Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln, Minneapolis, MN	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-410288	CLM	Andrew McDonald	—	UHC-38489-91	4374342555	7493 Sunset Blvd, Chandler, AZ, 85282	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-417154	CLM	RachelJunk	1959-08-26	UHC-31823-84	—	7580 Maple Ave, Eden Prairie, MN, 55354	0.46	Name re-cased Street suffix standardised Address re-cased State code upper-cased+5 more
CLM-424978	CLM	Denise Anderson	1987-05-16	—	2936129893	3970 Market St # 834, Las Vegas, NV, 89189	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-125200	ENR	Jason B Garrett	1947-05-05	UHC-10837-58	8519954500	3428 Highland Ave, Austin, TX, 78767	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-58786	TPA	Kimberly Morrison	1991-05-06	UHC-31666-52	9112292031	6635 Palm Dr, Gilbert, AZ, 85239	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-129620	ENR	Patrick Castro	2008-08-26	UHC-51479-94	6542298143	1268 Washington St # 711, Fresno, CA, 93735	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-51925	TPA	Gloria V Ortega	2007-02-20	—	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-104898	ENR	Mason Kelley	1984-11-26	UHC-62790-81	6316006027	7795 Harbor Blvd, Austin, TX, 78768	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117210	ENR	Kenneth S Perkins	2003-07-24	UHC-16787-95	3046370785	4677 Valley View Dr, Scottsdale, AZ, 85266	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
PRV-21538	PRV	Scott AJunk	1991-10-09	UHC-85790-90	—	3667 River Rd, Gilbert, AZ, 85216	0.46	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+5 more
TPA-54228	TPA	Wei Berry	1942-06-01	—	—	8201 Bayshore Dr Apt 33, Houston, TX, 77022	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
ENR-105751	ENR	Luis S Gordon	1948-07-16	UHC-01696-38	9007903007	46 Sage Ct # 785, Minneapolis, MN, 55469	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-426580	CLM	Vincent Moore	1979-05-25	UHC-97868-67	—	7776 Market St, Miami, FL, 33145	0.46	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-104350	ENR	Bobby Martinez	1963-09-25	UHC-40996-21	8184283192	2233 Mountain View Dr, Atlanta, GA, 30388	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-418240	CLM	Abigail Q Lawrence	1988-07-20	—	4909450445	708 Oak St, Denver, CO, 80218	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-60335	TPA	Rlph Bailey	1968-01-10	—	—	9827 Elm St, Houston, TX, 77097	0.46	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-431246	CLM	Gregory Dean	1986-04-16	UHC-13315-65	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-63632	TPA	Bbby Wright	1947-09-21	UHC-08635-99	—	5786 Lake View Rd, Scottsdale, AZ, 85263	0.46	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
PRV-22408	PRV	Ana Richards	2001-02-07	UHC-53141-66	—	841 Sage Ct, Glendale, AZ	0.46	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+5 more
TPA-59132	TPA	Mariana U Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.46	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
CLM-429371	CLM	Logan P Sanders	1963-11-27	—	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-51639	TPA	Srah Snyder	1944-01-02	—	2938583248	8118 Canyon Rd, San Diego, CA	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-408836	CLM	Charles F Edwards	1939-11-15	UHC-50789-07	6846964615	7460 Bayshore Dr Apt 26, San Antonio, TX, 78220	0.46	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-106713	ENR	AJunk	1961-10-25	UHC-64703-56	4732937664	870 Market St, Orlando, FL, 32832	0.46	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-122403	ENR	Amy V Espinoza	1996-03-02	UHC-22324-60	6385586027	3957 Sage Ct Apt 21, Dallas, TX, 75233	0.46	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-422653	CLM	Lori Li	2000-05-16	UHC-86987-56	2137529288	7785 Ocean Ave, San Diego, CA, 92124	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-414522	CLM	Mateo Perez	—	—	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.46	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-106312	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106313	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-101420	ENR	Emma Reyes	1992-04-17	UHC-53606-43	2464615050	6614 Lake View Rd # 682, Sacramento, CA, 95827	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-131997	ENR	Diana Turner	1970-11-06	UHC-55479-79	7939690217	3212 Lake View Rd, Gilbert, AZ	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-129463	ENR	Samuel J Brown	2001-05-09	UHC-22101-79	9465149159	8733 Main St # 212, Scottsdale, AZ, 85220	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-417175	CLM	Shirley Bennnett	1955-08-22	—	—	8915 Canyon Rd, Plano, TX, 75024	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-133603	ENR	Betty S Lucas	1958-05-20	UHC-66849-38	2923740103	6439 Grand Ave, Los Angeles, CA	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-128167	ENR	Mariana Nguyen	1945-08-06	UHC-21698-02	6836994159	9516 Ocean Ave Apt 18, Chandler, AZ, 85250	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-113139	ENR	Luis U Bell	1956-03-23	UHC-85259-84	6519571616	9061 Meadow Ln, Atlanta, GA, 30300	0.48	Two-digit birth year Street suffix standardised Address re-cased City re-cased+4 more
ENR-110087	ENR	Patrick Morris	1992-10-26	UHC-18755-45	5335151382	3131 Palm Dr, Eden Prairie, MN, 55381	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-423315	CLM	Mark Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN	0.48	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-426370	CLM	Mei Y Reyes	1945-08-10	—	2285300824	1048 Main St Apt 3, Jacksonville, FL, 32241	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more

4,010 rows, page 3 of 81Previous Next