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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-405912	CLM	Becky Robinson	1980-09-09	UHC-71751-18	2422418592	3054 Broadway, Denver, CO, 80206	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-407172	CLM	Beverly Bennett	1977-03-21	UHC-04971-47	5639347126	8135 Mountain View Dr, Nashville, TN, 37243	0.78	Name re-cased Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-134165	ENR	Martha Marshall	1987-10-20	UHC-27303-42	7679696023	1246 Hillcrest Rd, Minneapolis, MN, 55415	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-107724	ENR	Susan Matthews	1960-06-04	UHC-67347-77	4099310599	2622 Meadow Ln, Austin, TX, 78742	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-409711	CLM	Jean Woods	1947-10-25	UHC-60893-87	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-58879	TPA	Scott Hughes	1958-01-10	UHC-53716-26	—	5069 Lincoln Way, Orlando, FL, 32854	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-425737	CLM	Arjun F Marshall	1974-03-22	—	—	4070 Willow Ct, Tampa, FL, 33617	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-410552	CLM	Vincent Day	1994-01-23	UHC-43106-96	—	815 Highland Ave, Eden Prairie, MN, 55386	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-415502	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	5159522857	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-101264	ENR	Heather Spencer	1971-03-24	UHC-17323-23	8027635236	7133 Church St, Los Angeles, CA, 90065	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-117424	ENR	Eugene Chapman	1968-04-10	UHC-19511-84	8694356621	7013 Highland Ave, San Diego, CA, 92103	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-136766	ENR	Steven Clark	1962-05-22	UHC-26298-95	5014009902	8358 Ocean Ave, San Diego, CA, 92154	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-127233	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.78	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-134948	ENR	Isabella X George	1944-12-24	UHC-40296-74	7502928433	2699 Palm Dr, Sacramento, CA, 95828	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-129425	ENR	Debar J Morales	1971-12-11	UHC-02640-44	8165211623	6534 Park Pl, Columbus, OH, 43226	0.78	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed+1 more
ENR-103107	ENR	Natalie S Guzman	1994-02-26	UHC-13685-46	2825378010	3513 Central Ave, Plano, TX, 75008	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-414434	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
CLM-414435	CLM	Donna O Jacobs	1980-04-28	UHC-93706-58	2157237645	1474 Hillcrest Rd, Gilbert, AZ, 85224	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
TPA-51180	TPA	Yuki Collins	1983-01-13	—	3597975966	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-132030	ENR	Terry Hunter	1961-07-17	UHC-31301-61	6836296684	6487 Oak St, Houston, TX, 77084	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-118255	ENR	Gerald Hudson	1963-12-25	UHC-90982-29	7373030013	721 Forest Ave, Tucson, AZ, 85734	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
ENR-112037	ENR	Mary Lee	1950-04-12	UHC-16620-48	4293265182	9630 Elm St, Glendale, AZ, 85390	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-141602	ENR	Randy G Soto	1976-10-12	UHC-71386-98	4938157366	—	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-418769	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	—	7232 Broadway, Charlotte, NC, 28298	0.78	Member ID reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-111420	ENR	Ruth Fisher	1968-10-20	UHC-47109-24	8752567430	5096 Broadway, Los Angeles, CA, 90091	0.78	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+1 more
ENR-122401	ENR	Joshua Shaw	1944-01-21	UHC-03553-62	3597756528	4739 Forest Ave, Austin, TX, 78782	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-124384	ENR	Mendoza Janice	1971-10-20	UHC-83314-54	9062907377	5387 Broadway, Glendale, AZ, 85350	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-118409	ENR	Omar D Nguyen	1997-06-08	UHC-18431-18	—	5478 Lake View Rd, Tampa, FL, 33621	0.78	Name re-cased SSN last four extracted City re-cased Email lower-cased+1 more
ENR-135544	ENR	Janet Fernandez	1989-04-14	UHC-09025-60	8829543390	8060 Ridge Rd, San Diego, CA, 92189	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-104564	ENR	Billy Hughes	1980-03-14	UHC-09060-83	7882827080	2722 Washington St, Nashville, TN, 37287	0.78	Phone reformatted Member ID reformatted SSN last four extracted Email lower-cased+1 more
ENR-129152	ENR	Richard Schultz	1960-09-04	UHC-29561-38	6765722649	3637 Union St, Tempe, AZ, 85264	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-52175	TPA	Janice Tran	1977-08-21	—	7909389444	4477 Broadway, San Antonio, TX, 78281	0.78	Name re-cased SSN last four extracted Address re-cased Whitespace trimmed+1 more
CLM-410529	CLM	Bradley Perkins	2003-08-26	—	—	616 Lincoln Way, Sacramento, CA, 95898	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-421819	CLM	Larry Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
ENR-104053	ENR	Jose E Richardson	1960-08-27	UHC-61622-11	6046186708	9388 Cedar Ln, Nashville, TN, 37275	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-116174	ENR	Sue Rojas	1975-10-28	UHC-53235-16	8516546290	5079 Main St, Dallas, TX, 75224	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
TPA-59588	TPA	Ashley L Watkins	1991-02-15	—	8517345412	35 Central Ave, San Diego, CA, 92165	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-121357	ENR	Donna L Edwards	2006-07-13	UHC-93006-69	3987702080	7842 Harbor Blvd, Gilbert, AZ, 85209	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-128809	ENR	Priya Ortiz	1943-10-11	UHC-82529-11	6228358243	9244 Mesa Dr, Phoenix, AZ, 85012	0.78	Phone reformatted SSN last four extracted State code upper-cased Email lower-cased+1 more
CLM-427252	CLM	Carolyn L Smith	1946-04-21	UHC-59178-53	—	—	0.78	Name re-cased SSN last four extracted Email lower-cased Whitespace trimmed+1 more
ENR-127024	ENR	Judy West	1967-02-28	UHC-12846-45	6122965787	3484 Meadow Ln, Austin, TX, 78761	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-109915	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	2015 Pine Dr, Houston, TX, 77097	0.78	Date of birth reformatted SSN last four extracted City re-cased Whitespace trimmed+1 more
PRV-23024	PRV	Sean Z Bishop	1972-02-13	—	3277683915	1837 Grand Ave, Los Angeles, CA, 90082	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-413005	CLM	Lauren S Valdez	1944-06-21	—	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-420879	CLM	Victoria Flores	1944-02-20	UHC-25370-92	3267985159	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-109556	ENR	Heather Alvarado	1973-06-13	UHC-77728-30	8013347145	5069 River Rd, Charlotte, NC, 28259	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-410685	CLM	Thomas Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd, Atlanta, GA, 30353	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
CLM-411004	CLM	Hannah G Sandoval	2000-09-08	UHC-26476-44	8996970636	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-112386	ENR	Abigail Gonzales	1984-02-03	UHC-04215-78	5955278012	7544 Spring St, Phoenix, AZ, 85004	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
CLM-402898	CLM	Wayne Coleman	1961-12-22	—	3603664726	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more

2,817 rows, page 48 of 57Previous Next