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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112823	ENR	Amber W Powll	1964-03-27	UHC-53088-98	4128530879	7198 Ridge Rd, San Antonio, TX, 78252	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-113415	ENR	John R Nelson	1994-01-21	UHC-59328-85	2215555652	142 Washington St, Orlando, FL, 32863	0.80	Phone reformatted State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-121036	ENR	Santiago Y Owens	1982-11-24	UHC-49699-73	4815453554	2544 Harbor Blvd, Orlando, FL, 32862	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-109918	ENR	Thomas D Mendoza	1964-11-16	UHC-87035-55	9103901758	1647 Canyon Rd, Scottsdale, AZ, 85289	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-113396	ENR	Aaln Hicks	1983-06-11	UHC-84336-69	2166325898	74 Jefferson Ave, Columbus, OH, 43260	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-103666	ENR	Billy Nunez	2006-01-11	UHC-35702-03	2149933735	4262 Washington St, Eden Prairie, MN, 55385	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-125489	ENR	Marcus Murray	2007-03-02	UHC-72241-88	—	2029 Mountain View Dr, Columbus, OH, 43220	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-120145	ENR	Albrt Knigth	1994-08-07	UHC-52355-58	—	6424 Mesa Dr, Tempe, AZ, 85229	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-137067	ENR	Joshua W Roberts	1979-05-25	UHC-70115-04	5605684147	3199 River Rd, Glendale, AZ, 85380	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-142975	ENR	Amanda M Arnold	1995-04-08	UHC-03979-01	—	5631 Sage Ct, Eden Prairie, MN, 55396	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-106438	ENR	Ahmed Alvarado	1962-07-06	UHC-27686-80	2752711424	6223 Broadway, Denver, CO, 80210	0.80	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
ENR-142120	ENR	Brittany I Garrett	1970-01-05	UHC-07264-35	5703683388	3896 Hillcrest Rd, Los Angeles, CA, 90031	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-111117	ENR	Maark F Ford	1991-05-22	UHC-26486-55	4545450471	4676 Willow Ct, Eden Prairie, MN, 55328	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-132356	ENR	Joshua V Wallace	1945-05-21	UHC-93952-25	5243228088	7602 Cedar Ln, Tempe, AZ, 85213	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-143096	ENR	William L Jordan	1957-04-02	UHC-00145-74	9689899879	8101 Oak St, Houston, TX, 77065	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-134541	ENR	Alexander U Webb	2003-06-24	UHC-27566-89	7566861172	5360 Grand Ave, Phoenix, AZ, 85039	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-118724	ENR	Bittany A Romero	1960-07-06	UHC-23742-38	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-130936	ENR	Danny C Lawrence	1953-09-12	UHC-08974-21	—	6349 Church St, Atlanta, GA, 30377	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116111	ENR	Natalie Le	1965-11-15	UHC-93218-27	4337926563	3005 Central Ave, San Diego, CA, 92104	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-125089	ENR	Diana Wang	1941-11-23	UHC-79599-65	5274470457	7227 Lincoln Way, Chandler, AZ, 85251	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-125090	ENR	Diana Wang	1941-11-23	UHC-79599-65	5274470457	7227 Lincoln Way, Chandler, AZ, 85251	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-120498	ENR	Kathleen Crawford	1999-06-01	UHC-99013-43	3078235692	5269 Jefferson Ave, Glendale, AZ, 85356	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104250	ENR	Jullia J Simpson	1946-02-27	UHC-55962-37	6984150043	3069 Ocean Ave, Mesa, AZ, 85268	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-106209	ENR	Amber Martin	2001-04-24	UHC-78848-63	6238907399	9225 Bayshore Dr, Minneapolis, MN, 55475	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-103843	ENR	John W Young	1955-02-28	UHC-87848-29	6735201642	4204 Ridge Rd, Columbus, OH, 43204	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-132516	ENR	Terry K Franklin	2000-12-13	UHC-05661-73	2913248681	2019 Indian School Rd, Houston, TX, 77057	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-114778	ENR	Patricia C Walsh	2001-07-21	UHC-77618-41	6828270150	4463 Central Ave, Los Angeles, CA, 90061	0.80	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
ENR-108870	ENR	Sofia C Willis	1949-05-07	UHC-36265-91	4728367959	6637 Desert Sky Blvd, Las Vegas, NV, 89114	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-139222	ENR	Angela Cooper	1981-05-11	UHC-14773-40	2214994935	4250 Broadway, Charlotte, NC, 28288	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-140456	ENR	Beverly E Schultz	1953-10-23	UHC-01012-35	—	8197 Ocean Ave, Houston, TX, 77096	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-130253	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-132157	ENR	Gloria V Nelson	1954-11-15	UHC-53720-31	3406136886	152 Sunset Blvd, Orlando, FL, 32847	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-116942	ENR	Ashley D Schmidt	1947-03-01	UHC-48601-56	8658408318	4122 Grand Ave, Tucson, AZ, 85714	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-114996	ENR	Timothy Howeell	1969-12-13	UHC-99708-59	5867772438	831 Washington St, Sacramento, CA, 95835	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-120389	ENR	Jeff X Garner	1959-02-16	UHC-08046-17	2412087708	9517 Highland Ave, Tampa, FL, 33671	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-116824	ENR	Matthew Phillips	1974-09-16	—	3757864725	9725 Jefferson Ave, Austin, TX, 78755	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-133098	ENR	Roger Le	1987-12-14	UHC-84334-48	4346333773	9800 Cedar Ln, Austin, TX, 78739	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-127041	ENR	Joyce Andrews	2003-04-05	UHC-90507-70	4118984468	4125 Indian School Rd, Denver, CO, 80243	0.80	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-138047	ENR	Carol B Henry	1999-11-03	UHC-64577-07	4805727690	2837 Broadway, Orlando, FL, 32847	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-141196	ENR	Priya N James	1976-01-11	UHC-56355-15	3105964427	1251 Indian School Rd, Seattle, WA, 98170	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-118009	ENR	Jordan K Hunt	1940-05-03	UHC-67451-26	6436579402	1415 Palm Dr, Scottsdale, AZ, 85238	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-109796	ENR	Andrew Contreras	1938-09-15	UHC-91231-49	8885623897	1647 Park Pl, Jacksonville, FL, 32233	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
ENR-103402	ENR	George X Brown	1982-06-15	UHC-17562-29	6792577583	8083 Ridge Rd, Plano, TX, 75028	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-104757	ENR	Sofia Stevens	1980-06-13	UHC-74147-78	—	8184 Cedar Ln, Glendale, AZ, 85382	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-116345	ENR	Amanda D Schmidt	1994-04-21	UHC-60957-45	4453803209	768 Oak St, Jacksonville, FL, 32215	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-124511	ENR	Randy Z Burke	1948-05-15	—	8847517389	1425 River Rd, Minneapolis, MN, 55464	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-113789	ENR	Brandon L Sandoval	1947-03-07	UHC-30571-89	3475981600	4538 Washington St, Orlando, FL, 32890	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased
ENR-109950	ENR	Scott O Mason	1957-02-10	UHC-54479-46	3364035038	4741 Mesa Dr, San Diego, CA, 92160	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-128153	ENR	Bill L Kim	2003-05-19	UHC-42424-16	4588729795	9073 Cedar Ln, Mesa, AZ, 85227	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-113883	ENR	Mariana J Robinson	1972-02-23	UHC-97299-17	—	7237 Ridge Rd, Orlando, FL, 32810	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed

3,951 rows, page 72 of 80Previous Next