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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131714	ENR	Shirley Fernandez	1976-10-21	UHC-32823-27	7552975952	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-136233	ENR	Fatima K Reid	1946-01-17	UHC-31359-09	—	1099 Baseline Rd, Dallas, TX, 75278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-141411	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	6067826986	8108 Canyon Rd, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140383	ENR	Jullia Q Fowler	1993-08-07	UHC-77770-43	7957110285	7084 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129450	ENR	Rgoer P Guzman	1994-12-07	UHC-37088-65	9416283043	2192 Ridge Rd, Sacramento, CA, 95853	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106266	ENR	Mateeo M Moreno	1978-11-16	UHC-39345-31	—	2119 Jefferson Ave # 617, Orlando, FL, 32884	0.64	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-104948	ENR	Raymond Coleman	1995-03-15	—	6698697619	62 Park Pl # 531, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-124114	ENR	Gloria F Bishop	1940-08-04	UHC-59408-54	5223822332	58 Mountain View Dr, San Antonio, TX, 78297	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-129327	ENR	Pamela K Grant	1961-09-13	UHC-80809-65	8833087580	2444 Ocean Ave, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-134453	ENR	Pamela N Reid	1986-07-06	UHC-83233-52	8305038199	8710 Sunset Blvd, Houston, TX, 77018	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132585	ENR	Fisher W Richard	1985-02-10	UHC-65367-33	9437709425	6523 Pine Dr, San Antonio, TX, 78263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123130	ENR	Jessica Daniels	1995-04-13	UHC-65761-03	8668036594	5520 Broadway, Columbus, OH, 43254	0.64	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
ENR-124975	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110230	ENR	Scott L Cooper	2008-02-08	UHC-57705-65	6823677988	9015 Church St, Glendale, AZ, 85352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107315	ENR	Albert Mason	1953-03-14	UHC-72233-68	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131401	ENR	Nick Vazquez	2005-01-20	UHC-34985-59	7379943526	9021 Valley View Dr, Columbus, OH, 43257	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118671	ENR	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-138077	ENR	Marcus X Walsh	1997-07-05	UHC-37839-21	9878415044	9217 Church St, Tampa, FL, 33645	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121944	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-121945	ENR	Ahmed H Lewis	1986-11-18	UHC-62800-86	—	1864 Baseline Rd, Miami, FL, 33155	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-117258	ENR	Zachary Davis	1966-03-11	UHC-82082-90	7477106789	7348 Mountain View Dr, Los Angeles, CA, 90045	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120330	ENR	Jacqueline G Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.64	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+2 more
ENR-122456	ENR	Roger Wagner	1959-01-11	UHC-33148-70	6535995616	4554 Cedar Ln, Houston, TX, 77062	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-106890	ENR	Judith Armstrong	1987-10-18	UHC-17023-89	7363228520	7259 Pine Dr, Scottsdale, AZ	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-131972	ENR	Mason O Kelley	1980-09-23	UHC-70526-07	4009674880	176 Lake View Rd, Charlotte, NC, 28224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109826	ENR	Peter W Fowler	1972-04-02	UHC-94395-87	9664871123	646 Willow Ct Apt 3, Tampa, FL, 33675	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
ENR-107269	ENR	Maartha P Reyes	1977-03-14	UHC-57803-64	5468157480	7836 Spring St, Mesa, AZ, 85286	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142856	ENR	Yuki Bennett	1962-10-23	UHC-69150-34	5022914950	4735 Maple Ave, Phoenix, AZ, 85049	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107876	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107877	ENR	Isabella M Sanders	1986-05-19	UHC-72276-68	5649104794	8404 Desert Sky Blvd, San Antonio, TX, 78221	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140977	ENR	Gary Montgomery	1958-03-17	UHC-72195-70	2532302813	1820 Washington St, Orlando, FL, 32856	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101706	ENR	Keith Brooks	1986-03-26	UHC-63341-37	8735187339	5724 Pine Dr, Denver, CO, 80299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122753	ENR	Jack B Alexander	1971-04-20	UHC-89498-08	7237404966	7505 Mesa Dr, Gilbert, AZ, 85215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117059	ENR	Jeremy G Castillo	1981-09-28	UHC-29703-02	6125163836	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123224	ENR	James D Bell	1982-06-24	UHC-41404-50	9536814112	1829 Mountain View Dr, Atlanta, GA, 30312	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136367	ENR	Beverly Padilla	1940-02-20	UHC-77581-82	3579324847	5745 Grand Ave, Las Vegas, NV, 89191	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115342	ENR	Wayne Rice	1999-12-05	UHC-91100-19	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139289	ENR	Christian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114576	ENR	Brittany O Stephens	1945-01-14	UHC-39290-82	9795777865	3384 Oak St, Columbus, OH, 43201	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106492	ENR	Janice U Ferguson	1969-07-25	UHC-35301-41	7836978962	3531 Ridge Rd, Miami, FL, 33113	0.64	Phone reformatted SSN last four extracted State name converted to code Email lower-cased+2 more
ENR-117819	ENR	Tyler M Medina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-139359	ENR	Theresa J Larson	1990-09-02	UHC-37103-24	9294128278	2845 Central Ave, Fresno, CA, 93773	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120141	ENR	Justin Perkins	1960-04-24	UHC-11422-31	4476065628	4260 Market St, Fresno, CA, 93714	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122822	ENR	Eric U Daniels	1979-07-24	UHC-60880-20	9567352427	5333 Indian School Rd, Plano, TX, 75088	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-101322	ENR	Luis B Fernandez	2003-04-11	UHC-36488-55	5664688349	604 Lake View Rd, Scottsdale, AZ, 85251	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-122777	ENR	Shirley Patterson	1946-10-07	UHC-26027-63	8335366506	9287 Maple Ave, San Antonio, TX, 78286	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122639	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103197	ENR	Charlotte Z Clark	1939-07-20	UHC-71305-39	5662282063	7782 River Rd, Minneapolis, MN, 55447	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
ENR-118609	ENR	Wayne Flores	1985-04-24	UHC-28530-33	6079020059	5782 Jefferson Ave, Tampa, FL, 33631	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118398	ENR	Mike N Franklin	1977-08-13	UHC-12780-16	2815891955	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more

4,296 rows, page 49 of 86Previous Next