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-401030	CLM	Susan Taylor	1959-08-10	UHC-47369-79	3212126844	867 Bayshore Dr, Gilbert, AZ, 85284	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-137281	ENR	Diana V Ellis	1985-05-03	UHC-22463-20	3943315576	2713 Maple Ave, Phoenix, AZ, 85047	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123453	ENR	Laura Roberts	1989-04-07	UHC-05757-97	4774413709	7869 Ridge Rd, Tempe, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128213	ENR	Jesse P Castillo	1947-02-15	UHC-64582-82	9509293843	1838 Palm Dr, Plano, TX, 75086	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted State code upper-cased+2 more
ENR-112510	ENR	Kelly Powell	1946-01-09	UHC-60953-25	—	5281 Palm Dr, San Diego, CA, 92145	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
CLM-416306	CLM	Laura Dunn	1991-05-17	UHC-73734-03	4682295174	7113 Central Ave, Atlanta, GA, 30375	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432663	CLM	Emily Stephens	1940-08-13	—	8006667095	7973 Mesa Dr, Scottsdale, AZ, 85204	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403049	CLM	Ethan Vazquez	1990-01-23	—	2648335290	1776 Lake View Rd, Orlando, FL, 32853	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60074	TPA	Tony Hunter	2003-02-28	—	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51530	TPA	Gary Richardson	1954-08-03	—	—	5154 Mountain View Dr, Eden Prairie, MN, 55336	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405666	CLM	Jacqueline V Fowler	1999-12-16	—	—	1885 Central Ave, Jacksonville, FL, 32221	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
ENR-124201	ENR	Christine Wilson	1976-04-22	UHC-06620-20	—	9378 Canyon Rd, Charlotte, NC	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more
ENR-131879	ENR	Danielle F Patterson	1947-08-04	UHC-68603-82	7465963510	5328 Elm St, Fresno, CA	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+2 more
ENR-131880	ENR	Danielle F Patterson	1947-08-04	UHC-68603-82	7465963510	5328 Elm St, Fresno, CA	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP missing+2 more
ENR-137476	ENR	Angela O Herrera	1958-01-18	UHC-17382-71	5154822420	3209 Mountain View Dr, Fresno, CA, 93716	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428860	CLM	Carulyn Sullivan	1960-04-27	UHC-93054-21	—	3287 Washington St, Tampa, FL, 33607	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-103191	ENR	Susan P Berry	2006-03-19	UHC-10401-53	2478755364	8177 River Rd, Tempe, AZ, 85250	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-62678	TPA	Maria Payne	1975-10-03	—	—	820 Canyon Rd, Scottsdale, AZ, 85270	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138937	ENR	Barbara Owens	2002-06-24	UHC-93915-47	5953490383	4882 Church St, Chandler, AZ, 85256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120294	ENR	Elizabeth E Cook	1961-02-25	UHC-99501-62	8084892852	3697 Willow Ct, Las Vegas, NV, 89113	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404944	CLM	Russell Morales	1969-02-22	UHC-05073-10	2543228009	4402 Desert Sky Blvd, Tucson, AZ, 85744	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112613	ENR	Bradley G Austin	1983-05-07	UHC-84381-58	4116753479	7207 Washington St, Fresno, CA, 93738	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110977	ENR	Mike Wong	1939-06-26	UHC-59233-88	6132620347	7574 Ocean Ave, Fresno, CA, 93721	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
CLM-402484	CLM	Priya James	1999-02-25	UHC-14750-42	3452935800	9288 Spring St, Gilbert, AZ, 85272	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57495	TPA	Ross Ruth	1973-06-03	—	—	4968 Lincoln Way, Chandler, AZ, 85285	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-25522	PRV	John N Santiago	1958-10-20	—	9329606619	4038 Sage Ct, Minneapolis, MN, 55489	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27515	PRV	Grace Armstrong	1959-03-16	—	8696162345	6118 Sage Ct, Scottsdale, AZ, 85288	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108397	ENR	Gloria K Elliott	1962-09-06	UHC-53305-41	5802661350	9566 Hillcrest Rd, Houston, TX, 77008	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420426	CLM	Arjun Lawrence	1984-05-05	UHC-29118-42	5147181288	6371 Sage Ct, San Antonio, TX, 78294	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-419995	CLM	Debra H Cleman	1972-03-28	—	—	6947 Ocean Ave, Tempe, AZ, 85277	0.76	Name re-cased Two-digit birth year City re-cased State code upper-cased+2 more
ENR-122951	ENR	Robert M Soto	1978-02-19	UHC-74389-69	5966517237	1690 Church St, Miami, FL, 33132	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107072	ENR	Sam D Torres	1941-05-04	UHC-15034-85	5824102106	4323 Maple Ave, Los Angeles, CA, 90079	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408610	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-408611	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
ENR-125445	ENR	Billy O Hayes	1996-02-14	UHC-57906-35	8655726696	6433 Ocean Ave, Jacksonville, FL, 32281	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58523	TPA	Austin Cunningham	2005-12-11	—	—	4366 Forest Ave, Phoenix, AZ, 85002	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-411171	CLM	Jonathan Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117154	ENR	Michelle G Jimenez	1944-09-20	UHC-07901-84	2467090634	148 Forest Ave, Atlanta, GA, 30385	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420581	CLM	Carl Sith	1960-09-16	UHC-10143-60	8394004398	1255 Jefferson Ave, Minneapolis, MN, 55461	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-427715	CLM	Billy Palmer	1993-09-23	UHC-01676-73	3007539041	7861 Hillcrest Rd, Seattle, WA, 98101	0.76	Date of birth reformatted City re-cased State code upper-cased Gender normalised+2 more
ENR-125928	ENR	Jeremy F Kim	1994-04-12	UHC-71137-79	8584277416	8846 Harbor Blvd, Miami, FL, 33185	0.76	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-404820	CLM	Steven P Estrada	1940-10-15	—	—	6415 Baseline Rd, Houston, TX, 77090	0.76	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
CLM-402470	CLM	Joyce Carr	1976-08-01	—	8094062738	7809 Palm Dr, San Antonio, TX, 78206	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-113594	ENR	Mark S Evans	1965-11-08	UHC-79386-51	7137897179	4880 Ridge Rd, Scottsdale, AZ, 85227	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-114181	ENR	Fatima Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-114869	ENR	Santiago Gry	1979-02-26	UHC-93351-32	8887483337	4158 Spring St, Dallas, TX, 75241	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-124023	ENR	Nathan Fox	1957-11-28	UHC-06439-51	4437093665	1270 Maple Ave, Austin, TX, 78733	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57504	TPA	Austin Chavez	1997-11-14	—	—	2492 Spring St, Seattle, WA, 98110	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
ENR-119188	ENR	Tyler Q Lawson	1985-04-24	UHC-01679-18	5897583351	8511 Lake View Rd, Tempe, AZ, 85213	0.78	Date of birth reformatted City re-cased State code upper-cased Gender normalised+1 more
TPA-51086	TPA	Harold Soto	1999-02-06	—	—	5478 Elm St, Miami, FL, 33123	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more

4,010 rows, page 50 of 81Previous Next