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

Enrollment, 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
ENR-118602	ENR	Lori M Ferguson	2006-08-26	UHC-87498-51	2849026276	2459 Highland Ave Apt 17, Glendale, AZ, 85352	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-109572	ENR	Patrycia Sullivan	1960-08-06	UHC-32585-72	7888162357	7284 Grand Ave, Plano, TX, 75022	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137980	ENR	Madison S Mendoza	1979-10-28	UHC-78916-73	8188040770	7638 Lake View Rd, Dallas, TX, 75215	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133042	ENR	Zachary V Flores	1966-05-17	UHC-91931-94	4456029752	138 Mesa Dr, Austin, TX, 78720	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-106393	ENR	Megan Harris	1969-07-07	UHC-23742-43	5023538053	5792 Ocean Ave Apt 27, Tampa, FL, 33620	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101362	ENR	Martha Bailey	1972-11-04	UHC-06979-99	5147272912	4540 Jefferson Ave, Charlotte, NC	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-123652	ENR	Roger Cook	1966-01-17	UHC-57892-34	8738272369	6721 Harbor Blvd, Eden Prairie, MN, 55348	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135539	ENR	Joseph T Gonzales	—	UHC-00602-46	8882351657	8030 Elm St, Houston, TX	0.52	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
ENR-134468	ENR	Tricia Phillips	—	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108537	ENR	Wayne P Oliver	1976-04-07	UHC-87651-90	7625235720	365 Church St, Sacramento, CA, 95831	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113289	ENR	Robert Y Hunter	1967-12-10	UHC-35728-26	—	399 Broadway Apt 2, Los Angeles, CA, 90040	0.52	SSN last four extracted Unit split from street Email lower-cased Gender normalised+2 more
ENR-103492	ENR	Kaen B Dixon	1993-02-27	UHC-52328-18	4654906522	439 Maple Ave Apt 34, Jacksonville, FL, 32229	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
ENR-116746	ENR	Nicole Weber	2008-04-01	UHC-33244-23	2263003086	8660 Broadway Apt 6, Glendale, AZ, 85354	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-137681	ENR	Julie Q Simmons	1983-02-16	UHC-66793-44	5817213191	1667 Canyon Rd, Miami, FL, 33192	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-101400	ENR	Thomas West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 7, Dallas, TX, 75211	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111791	ENR	Johnson Randy	1986-01-11	UHC-51182-51	4317292783	7347 Pine Dr # 974, Jacksonville, FL, 32215	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-120713	ENR	Brian Wells	2001-07-16	UHC-78951-31	3433526611	7743 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-140506	ENR	Jesse K Kim	1995-01-28	UHC-52083-96	—	8917 Maple Ave, Phoenix, AZ, 85002	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-140434	ENR	Sandra C Young	1938-09-22	UHC-48035-60	2247165422	8637 Mountain View Dr, San Antonio, TX	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107266	ENR	Kenneth Gonzalz	1964-05-07	UHC-04241-44	2105288973	1000 Hillcrest Rd, Dallas, TX, 75247	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102607	ENR	Judy K Kelly	1959-11-11	UHC-32707-85	7214654318	6312 Indian School Rd, Fresno, CA, 93781	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-125890	ENR	Kimberly W Henderson	1980-02-01	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122638	ENR	Carolyn E Olson	1966-07-08	UHC-95316-31	5294335559	7469 Camelback Rd, Houston, TX, 77018	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132529	ENR	Ceryl D Thomas	2004-07-05	UHC-65987-55	3458542994	8717 Ridge Rd, Houston, TX, 77047	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124405	ENR	Angela J Alvarado	1957-08-09	UHC-25514-99	5614131212	2119 Church St, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-129542	ENR	Bobby L Payne	1988-08-17	UHC-54861-76	2315860318	7432 Palm Dr, Columbus, OH, 43248	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121856	ENR	Marcus Nguyen	1981-01-17	UHC-61216-08	6044211221	8499 Forest Ave, Houston, TX, 77037	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-126405	ENR	Kayla I Cole	1978-01-06	UHC-96523-84	6929889149	1075 Sunset Blvd, San Antonio, TX, 78248	0.52	Two-digit birth year Phone reformatted State name converted to code Gender normalised+2 more
ENR-130627	ENR	Carolyn Y Porter	1960-04-02	UHC-22051-92	9604520210	4594 River Rd, Sacramento, CA, 95815	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123393	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr Apt 13, Orlando, FL, 32877	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106510	ENR	Ann Ryan	2002-08-24	UHC-62398-09	8399494266	423 Oak St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134053	ENR	Lawrence A Aguilar	2007-10-12	UHC-50675-34	6642726698	1029 Lake View Rd, Fresno, CA, 93764	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126963	ENR	Abby U Peters	2003-10-20	UHC-38914-38	—	8838 Elm St, Atlanta, GA	0.52	Two-digit birth year State code upper-cased ZIP missing Gender normalised+2 more
ENR-133897	ENR	Kile P Fields	1951-05-23	UHC-45606-15	2297733888	7188 Broadway, Plano, TX, 75098	0.52	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
ENR-100468	ENR	Philip N Le	1980-02-05	UHC-73994-31	4016238117	6056 Union St, San Diego, CA, 92112	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126877	ENR	Keith Martiinez	2000-09-23	UHC-16946-77	5554897293	5721 Spring St, Glendale, AZ, 85385	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-122760	ENR	Willie Hawkins	1985-04-09	UHC-80056-20	7353611040	655 Indian School Rd # 286, San Antonio, TX, 78209	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-131843	ENR	Joshua V Perry	1990-06-24	UHC-65921-80	8565703786	7612 Valley View Dr, Jacksonville, FL	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125542	ENR	Dris Silva	1994-06-24	UHC-22212-52	4028399417	5123 Main St, Mesa, AZ, 85280	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126734	ENR	Diana M Park	1996-05-28	UHC-17088-19	9817042882	6071 River Rd, Fresno, CA, 93746	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-140323	ENR	Alice T Chapman	1984-10-10	UHC-31500-76	—	101 Palm Dr, Tucson, AZ, 85751	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-113997	ENR	Sandra K Wallace	1967-04-23	UHC-09961-74	—	204 Sage Ct, Los Angeles, CA, 90009	0.52	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-109564	ENR	Judith Mills	1952-01-10	UHC-91879-89	3823471971	6622 Oak St # 375, Jacksonville, FL	0.52	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
ENR-136514	ENR	Mei Watkins	2004-04-13	UHC-66207-15	3914853162	7539 Elm St, San Diego, CA, 92183	0.52	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108559	ENR	Adam Q Lynch	1978-04-18	UHC-18611-10	4259527370	9340 Maple Ave Apt 37, Fresno, CA, 93732	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106534	ENR	Kimberly J Willis	1954-04-24	UHC-79191-29	2274340284	5805 Park Pl, San Diego, CA, 92106	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-126024	ENR	Ethan W Kelley	2005-07-03	UHC-61301-42	2883581409	180 Meadow Ln, Seattle, WA, 98110	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108958	ENR	Laura Fuller	1966-01-21	UHC-11283-32	9274101292	7731 Central Ave, Dallas, TX	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134750	ENR	Samantha X Reynolds	1955-08-26	UHC-48745-56	2627015654	9042 Canyon Rd, Scottsdale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120055	ENR	Gerald C Bennett	1957-03-26	UHC-99151-13	9669953210	9437 Washington St # 446, Jacksonville, FL	0.52	Unit split from street ZIP missing Gender normalised Plan code upper-cased+2 more

7,326 rows, page 38 of 147Previous Next