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-26764	PRV	Charlotte Hanson	1963-05-10	—	7994257241	2618 Ridge Rd, Denver, CO, 80272	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118784	ENR	Paul D Collins	—	UHC-68079-95	7705465499	2464 Central Ave, San Diego, CA, 92124	0.48	Date of birth unreadable Phone reformatted City re-cased State code upper-cased+4 more
ENR-112089	ENR	Anthony Z Herrera	1955-09-22	UHC-04422-46	3183576638	8996 Apache Blvd, Columbus, OH	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-113709	ENR	Anna Hamilton	1947-07-28	UHC-64350-02	5723082398	1273 Mesa Dr, Chandler, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25397	PRV	Terry A Medina	1965-02-08	—	—	9633 Sage Ct, Eden Prairie, MN, 55316	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-52564	TPA	Eugene Foster	1959-03-24	UHC-01745-69	6856886984	6273 Central Ave, Sacramento, CA, 95833	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27234	PRV	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr Apt 22, Columbus, OH, 43265	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121911	ENR	Sandra D Burton	1964-05-14	UHC-01994-05	9405487806	8931 Lake View Rd, Sacramento, CA, 95831	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
TPA-57015	TPA	Lori Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142407	ENR	Austin Mitchell	1991-12-18	UHC-30117-53	6364475533	8198 Lake View Rd, Minneapolis, MN, 55450	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-122522	ENR	Martha Davsi	2007-05-17	UHC-17115-19	5772209752	9349 Hillcrest Rd, Dallas, TX, 75258	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-405886	CLM	Ethan R Robertson	—	—	5363302824	4600 Canyon Rd, Seattle, WA, 98106	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-24966	PRV	Danielle Garza	—	UHC-79202-96	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-423457	CLM	Justin Shaw	1942-04-02	UHC-89927-08	—	5769 Oak St, Las Vegas, NV, 89112	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139943	ENR	Sophia Welch	1938-07-16	UHC-08969-87	8303198136	9297 Church St, San Diego, CA, 92171	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415689	CLM	—Junk	1946-11-15	UHC-44057-31	5523088024	1746 Mountain View Dr, Phoenix, AZ, 85003	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133150	ENR	Shirley Thomas	1950-01-03	UHC-75591-40	8914942053	4157 Jefferson Ave # 452, San Diego, CA, 92155	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-24853	PRV	Joshua M Gibson	1945-05-01	UHC-44042-29	9446388631	5857 Oak St, Nashville, TN, 37254	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107859	ENR	Brandon Price	—	UHC-79134-71	7012471474	5569 Desert Sky Blvd, Orlando, FL, 32854	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
PRV-27444	PRV	Jonathan Dixon	1985-03-13	UHC-49534-89	7266920868	6319 Ridge Rd, Minneapolis, MN, 55411	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-407204	CLM	Janet Boyd	1976-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-109380	ENR	John S Torres	2008-07-24	UHC-17063-48	8363736047	8454 Forest Ave, Tucson, AZ, 85746	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-102162	ENR	Garrett W Susan	2002-01-01	UHC-37392-40	4938965197	4354 Willow Ct # 729, Tempe, AZ, 85277	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-115767	ENR	Alexander S Andrews	1968-12-21	UHC-09924-10	5906401615	9048 Central Ave, Chandler, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126564	ENR	Wei Gomez	2005-03-13	UHC-05045-78	2609743152	3593 Ocean Ave Apt 16, Austin, TX, 78708	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133355	ENR	Stephen Cox	1959-07-01	UHC-59464-99	2769647516	2758 Mountain View Dr, Gilbert, AZ, 85227	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-25032	PRV	Judith B Cunningham	1999-05-20	—	8107094477	2252 Mesa Dr, Minneapolis, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118094	ENR	Carlos Carpennter	2008-06-12	UHC-93262-81	4753030901	833 Canyon Rd # 692, Scottsdale, AZ, 85207	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-420023	CLM	Ashley Grrett	1975-10-05	UHC-61998-34	—	5074 Sage Ct, Phoenix, AZ, 85000	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-129823	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-129822	ENR	Carlos I Evans	1979-12-27	UHC-89882-16	6617140876	9503 Desert Sky Blvd, Plano, TX, 75067	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-109324	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave, Miami, FL, 33144	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25707	PRV	Gloria Q Ross	1983-08-24	UHC-95778-74	4184247281	4616 Forest Ave, Minneapolis, MN, 55498	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409649	CLM	Elijah Owens	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418800	CLM	Madison Vazquez	1994-10-09	UHC-54474-87	2697814970	6427 Mesa Dr Apt 14, Miami, FL, 33109	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26495	PRV	Brian Coleman	1948-01-28	—	8497860912	4479 Ocean Ave, San Antonio, TX, 78252	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-128258	ENR	Judy H Holmes	1956-02-24	UHC-57040-55	4867030099	5051 Mesa Dr, Orlando, FL, 32822	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108449	ENR	Wei E Nelson	1998-12-11	UHC-33550-60	9702606900	139 Main St, Minneapolis, MN, 55488	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108181	ENR	Peter S Cox	1954-07-02	UHC-84520-28	2525044820	9161 Baseline Rd, Tucson, AZ, 85760	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25158	PRV	Jose Q Austin	1965-08-18	—	7028708983	7293 Camelback Rd, Plano, TX, 75065	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22493	PRV	Mateo C Fuller	1997-07-09	UHC-83792-60	4945434855	8580 Indian School Rd, Tampa, FL, 33645	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414372	CLM	Brian G Lynch	1980-12-15	—	—	6503 Harbor Blvd, Jacksonville, FL, 32267	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
PRV-22843	PRV	Charlotte Salazar	1975-09-06	—	7403680028	6582 Central Ave, Atlanta, GA, 30388	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-428569	CLM	Angela Burns	1959-02-14	UHC-19715-22	4909447303	3613 Elm St Apt 24, Tucson, AZ, 85761	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-402554	CLM	Harold Soto	1999-02-06	UHC-32025-84	6622833063	5478 Elm St, Miami, FL, 33123	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424309	CLM	Linda Moore	1983-05-10	UHC-97227-77	—	2502 Valley View Dr, Gilbert, AZ, 85233	0.48	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-126606	ENR	Beverly I Baker	1997-08-08	UHC-69779-08	—	5700 Maple Ave # 597, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-134718	ENR	Kathleen Y Soto	2002-08-13	UHC-94654-92	4098981119	6214 Highland Ave, Columbus, OH, 43214	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52179	TPA	Charles Lane	1953-12-13	—	8327244393	2643 Washington St, Seattle, WA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423751	CLM	Kelly Harris	1961-03-22	UHC-15595-64	6919397031	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more

16,828 rows, page 34 of 337Previous Next