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-110274	ENR	Walter U Jenkins	1956-09-07	UHC-56564-10	7273161015	4649 Washington St, Chandler, AZ, 85239	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121883	ENR	Keith I Arnold	1943-01-27	UHC-96588-76	2979796832	9803 Broadway, Tempe, AZ, 85292	0.66	Name re-cased Phone reformatted SSN last four extracted State name converted to code+1 more
ENR-132704	ENR	Joyce B James	1977-07-06	UHC-51158-02	3033980813	6288 Lake View Rd, Tampa, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-141479	ENR	Debbie Mendez	1978-02-28	UHC-11886-57	7439676147	2883 Forest Ave, Las Vegas, NV, 89170	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-101855	ENR	Ruth J Porter	2000-05-25	UHC-73599-65	8669632211	8624 Oak St, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112628	ENR	Donna Gibson	1960-11-01	UHC-48961-13	6304715216	9106 Baseline Rd, Houston, TX, 77083	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124329	ENR	Denise J Armstrong	1973-06-18	UHC-73122-43	3074122511	6088 Desert Sky Blvd, Miami, FL, 33183	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130977	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-130978	ENR	Jerry U Young	1989-07-01	UHC-52799-01	2719414876	2539 Lincoln Way Apt 13, Chandler, AZ, 85294	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-105067	ENR	Stephen Q Scott	1943-08-22	UHC-90161-54	7923482814	8180 Hillcrest Rd, Seattle, WA, 98104	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-113406	ENR	Melissa N Jimenez	2005-11-28	UHC-05217-65	8877741046	8528 Mesa Dr, Nashville, TN, 37299	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-111364	ENR	Carl J Butler	1996-12-15	UHC-90670-59	8725634420	1591 Lincoln Way, Chandler, AZ, 85242	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-127295	ENR	Virginia Anderson	2004-06-06	UHC-20517-75	7256440054	9727 Baseline Rd, Tampa, FL, 33684	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-138013	ENR	Anthony Williamson	1945-06-19	UHC-42109-67	8699460594	6586 Indian School Rd, Las Vegas, NV, 89121	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140184	ENR	Patricia Dunn	1939-09-19	UHC-19967-99	4929915295	9685 Camelback Rd, Miami, FL, 33169	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-108890	ENR	Martha S Wakler	1980-04-09	UHC-95006-84	6699438139	3756 Indian School Rd, Austin, TX, 78766	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123598	ENR	Willie S Alexander	1953-03-14	UHC-70139-16	7327946555	1223 Central Ave, Dallas, TX, 75245	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-119769	ENR	Robert Bowman	2000-09-24	UHC-35458-67	6237052192	899 Elm St, Phoenix, AZ, 85024	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-143017	ENR	Julie R Ross	1939-11-28	UHC-35911-86	3829562824	7517 Meadow Ln, Chandler, AZ, 85280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123278	ENR	Helen Bailey	1953-03-28	UHC-99440-30	7126574593	6658 Maple Ave, Seattle, WA, 98172	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132589	ENR	Noah P Allen	1981-06-27	UHC-20780-46	3715458593	2225 Market St, San Diego, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-118518	ENR	Henry I Reynolds	2002-08-03	UHC-89188-18	9764888719	698 Mountain View Dr, Dallas, TX, 75273	0.66	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-138657	ENR	Victoria Gray	1978-09-01	UHC-19111-25	5256166349	2615 Hillcrest Rd, Austin, TX, 78756	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-120740	ENR	Michael C Anderson	1966-05-26	UHC-95902-85	7839580515	8542 Willow Ct, Jacksonville, FL, 32260	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138529	ENR	Janet H Weaver	1995-02-05	UHC-30144-81	3307818681	9551 Lake View Rd, Atlanta, GA, 30307	0.66	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+1 more
ENR-131236	ENR	Patricia Perry	1989-03-08	UHC-27329-83	7002009863	3217 Desert Sky Blvd, Plano, TX, 75074	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-102040	ENR	Megan D Peters	1991-08-14	UHC-36325-47	3128568242	3173 Lake View Rd, Sacramento, CA, 95821	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135820	ENR	Harold I Harrera	1958-11-09	UHC-89206-91	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138444	ENR	Rachel C Reynolds	—	UHC-63753-59	9596925616	9197 Cedar Ln, Atlanta, GA, 30369	0.66	Date of birth unreadable Member ID reformatted City re-cased State name converted to code+1 more
ENR-121828	ENR	Rachel X Soto	1973-05-28	UHC-29420-03	—	198 Central Ave, Tampa, FL, 33680	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115734	ENR	Emmily Z Mills	1940-12-24	UHC-19723-89	7489166156	2201 Union St, Houston, TX, 77061	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135549	ENR	Betty Graham	1992-12-20	UHC-83929-04	5584222148	2502 Spring St, Gilbert, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131925	ENR	Andrea Braynt	1955-03-03	UHC-85336-01	4953335604	2442 Church St, Las Vegas, NV, 89118	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-117809	ENR	Jacqueline Espinoza	1991-11-25	UHC-52185-69	3828214879	5551 River Rd, Miami, FL, 33153	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-124563	ENR	Bradley Rivera	1941-11-01	UHC-50599-32	3763119928	300 Apache Blvd, Orlando, FL, 32896	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130477	ENR	Noah B Garza	1957-02-21	UHC-37538-43	9017443548	4314 Canyon Rd, Scottsdale, AZ, 85285	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-110837	ENR	Sarah Spencer	2001-06-11	UHC-56619-38	7296822004	1763 Ridge Rd, Eden Prairie, MN, 55316	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117717	ENR	Will Fowler	1940-08-11	UHC-89221-28	6689393287	9182 Bayshore Dr, San Diego, CA, 92186	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141154	ENR	Tyler Y Boyd	1962-12-16	UHC-40388-88	7456403119	4037 Valley View Dr, Orlando, FL, 32847	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107664	ENR	Hiroshi Y Price	1975-01-23	UHC-21169-37	4393906066	702 Main St Apt 31, San Diego, CA, 92166	0.66	Name re-cased Unit split from street State name converted to code Email lower-cased+1 more
ENR-128190	ENR	Brittany Snyder	1940-04-21	UHC-32000-14	9547843216	1147 Forest Ave, Las Vegas, NV, 89163	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127337	ENR	Anna N Reyes	1996-06-11	UHC-26722-38	5613191706	8428 Central Ave, Houston, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-112370	ENR	Deborah C Burke	2004-01-15	UHC-80344-90	2577482631	6650 Spring St, Nashville, TN	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-131791	ENR	Sofia I Murray	1982-01-09	UHC-35621-02	3165912096	679 Harbor Blvd, San Diego, CA, 92150	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-110848	ENR	Olivia Stephens	1966-10-25	UHC-83378-94	5776906962	2367 Desert Sky Blvd, San Diego, CA, 92136	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117314	ENR	Rogers Christian	1938-09-13	UHC-98160-36	9252559574	5617 Mesa Dr, Tampa, FL, 33610	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121105	ENR	Mei Estrada	1984-09-01	UHC-89514-53	4512331902	9821 Market St, Chandler, AZ, 85287	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112158	ENR	Rachel Sullivan	1999-10-18	UHC-71527-15	5297174849	2625 Grand Ave, Eden Prairie, MN, 55312	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124288	ENR	Carolyn R Hunter	1944-06-06	UHC-52116-16	2953716845	2682 Willow Ct, Jacksonville, FL, 32284	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-129329	ENR	Jaack A Ryley	1986-05-12	UHC-83484-15	4587660442	9899 Park Pl, Phoenix, AZ, 85010	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more

4,296 rows, page 60 of 86Previous Next