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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142047	ENR	Randy W Scutt	1973-03-08	UHC-99947-20	4326178920	2010 Sunset Blvd, Tampa, FL, 33625	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-137501	ENR	Julia C Jimenez	2000-02-21	UHC-57419-09	8296405581	1012 Canyon Rd, Gilbert, AZ, 85287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-120689	ENR	Aisha Patel	1941-10-21	UHC-23687-29	7244740312	465 Lincoln Way, Houston, TX, 77003	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-121792	ENR	Evelyn Santos	2008-05-22	UHC-08703-19	4835945132	7423 Harbor Blvd, Fresno, CA, 93721	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132610	ENR	Kevin J Wallace	1941-08-01	UHC-23571-56	2128780265	1250 Desert Sky Blvd, Houston, TX, 77022	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-128552	ENR	Arjun P Evans	1979-02-19	UHC-02954-72	2913574271	2479 Washington St, Nashville, TN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-105312	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100421	ENR	Robert B Harris	1983-10-27	UHC-42531-34	8783630618	7190 Main St, Charlotte, NC, 28290	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-103031	ENR	Roger Crawford	1966-01-21	UHC-92649-44	3098485055	8719 Oak St, Phoenix, AZ, 85008	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-132977	ENR	Elijah Li	1942-01-05	UHC-84641-40	5463306592	6856 Mesa Dr, Las Vegas, NV, 89190	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-134709	ENR	Angela Z Lucas	1947-01-02	—	3776312997	3075 Harbor Blvd, Glendale, AZ, 85337	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113850	ENR	Joe Green	1980-10-16	UHC-41373-96	—	3650 Union St, Fresno, CA, 93785	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-106235	ENR	Edward B Bowman	1984-12-22	UHC-20406-75	—	402 Oak St, Fresno, CA, 93769	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-124092	ENR	Camila Sims	1988-10-11	UHC-71314-54	2083470701	6271 Spring St, San Antonio, TX, 78210	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-104270	ENR	Jake D Larson	1956-04-26	UHC-52805-48	4215827082	4106 Palm Dr Apt 32, Tampa, FL, 33608	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-105854	ENR	Johnny Morris	1958-12-27	UHC-17367-62	—	5012 Ridge Rd, Miami, FL	0.66	Name re-cased Phone missing area code City re-cased ZIP missing+1 more
ENR-121275	ENR	Ed Collins	1977-05-16	UHC-24133-24	3272722093	2911 Apache Blvd, Glendale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-140437	ENR	Sanders U Douglas	1958-07-23	UHC-15375-20	4699400251	7638 Bayshore Dr, Atlanta, GA, 30371	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-140868	ENR	Wei Robertson	1975-04-07	UHC-55856-93	8473506912	3146 Main St, Las Vegas, NV, 89135	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118315	ENR	Peter G Carr	1986-07-21	UHC-05640-19	6907018705	9746 Lake View Rd, Atlanta, GA, 30351	0.66	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114968	ENR	Sufia U Moore	1961-12-14	UHC-86635-12	—	5368 Ridge Rd, Columbus, OH, 43203	0.66	Two-digit birth year Phone missing area code City re-cased Email lower-cased+1 more
ENR-130701	ENR	Dot Howard	1963-06-08	UHC-03790-63	4855146828	7140 Ridge Rd # 140, Atlanta, GA, 30317	0.66	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
ENR-108858	ENR	Robert A Dunn	1969-08-27	UHC-94097-91	3044965421	4219 Indian School Rd, Plano, TX, 75060	0.66	Phone reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-109185	ENR	Janet McDonald	—	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.66	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-107884	ENR	Linda L Fernandez	1982-04-06	UHC-01221-98	—	4335 Desert Sky Blvd Apt 7, Mesa, AZ, 85248	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
ENR-116689	ENR	Abigail U Alexander	1940-03-04	UHC-74593-20	5822914748	6190 Indian School Rd, Atlanta, GA, 30392	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-117109	ENR	Kathryn D Parker	1994-07-03	UHC-47778-08	7347539247	3558 Central Ave, Minneapolis, MN, 55434	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134154	ENR	Keith Fields	2000-03-03	UHC-63733-07	—	9699 Sunset Blvd, San Antonio, TX, 78250	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-104041	ENR	Jack B Soto	1955-04-11	UHC-39725-43	4713813670	1297 Central Ave, Tampa, FL	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
ENR-113225	ENR	Christina G Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.66	Middle initial moved out of first name Date of birth reformatted City re-cased State name converted to code+1 more
ENR-122409	ENR	Ahmed V Patterson	1977-05-08	UHC-80475-44	8046606262	2061 Broadway, Seattle, WA, 98135	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-115433	ENR	Bobby Larson	1962-09-04	UHC-61479-77	—	2042 Main St, Orlando, FL, 32858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
ENR-136299	ENR	Beverly Y Green	1985-12-20	UHC-01481-07	5972663693	1874 Canyon Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-118316	ENR	Anddrea V Kelly	1940-11-02	UHC-21701-06	4259738695	2445 Forest Ave, Nashville, TN, 37253	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-139068	ENR	Sandra G Hart	1957-12-16	UHC-88610-44	—	9810 Jefferson Ave, San Diego, CA, 92119	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-135060	ENR	Debra Oliveer	1938-12-13	UHC-76154-45	4134396828	8029 Maple Ave, Phoenix, AZ, 85043	0.66	Two-digit birth year Phone reformatted City re-cased Email lower-cased+1 more
ENR-124337	ENR	Martha L Haimlton	1970-02-03	UHC-92698-48	4862567242	133 Washington St, Tampa, FL, 33664	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-103301	ENR	Kayla E Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd, Fresno, CA, 93700	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107099	ENR	Doris Alvarez	1971-01-07	UHC-60201-75	6699270351	8860 Meadow Ln, Tampa, FL, 33639	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-116444	ENR	Henry M Nguyeen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106888	ENR	Valentina N Herrera	1960-05-26	—	2679098953	4356 Sunset Blvd, Atlanta, GA, 30311	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109507	ENR	Thomas W Tran	1978-11-08	UHC-05853-23	2085968364	5079 Camelback Rd, Plano, TX, 75081	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-105816	ENR	Daniel Dixon	1989-10-18	UHC-67601-44	6385411705	7318 Camelback Rd, San Antonio, TX, 78245	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-142995	ENR	Joyce Henry	1995-02-16	UHC-60364-77	7735758245	7448 Cedar Ln, Chandler, AZ, 85270	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-125841	ENR	Donna P Young	1959-04-09	UHC-09777-54	2052221233	9562 Grand Ave, Tampa, FL, 33640	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-136086	ENR	Margaret Butler	1944-11-25	UHC-48996-47	—	4150 Ridge Rd, Eden Prairie, MN	0.66	Date of birth reformatted Phone missing area code City re-cased ZIP missing+1 more
ENR-131159	ENR	Larry F Reed	1939-03-11	UHC-86408-56	6548008787	4127 Camelback Rd Apt 2, Miami, FL, 33162	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138949	ENR	Helen Lucas	1983-10-06	UHC-91125-34	9169237424	6748 Sage Ct, Seattle, WA, 98124	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138999	ENR	Ronald Daniels	1967-06-11	UHC-10524-07	9574886605	8619 Central Ave # 447, San Diego, CA, 92134	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142815	ENR	Carolyn Wright	—	UHC-94808-34	—	242 Park Pl # 951, Orlando, FL, 32850	0.66	Name re-cased Date of birth unreadable Unit split from street City re-cased+1 more

8,423 rows, page 66 of 169Previous Next