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

All sources, 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
CLM-404033	CLM	Kyle Simpson	2007-04-15	—	7722251125	621 Palm Dr, Plano, TX, 75092	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-120745	ENR	Roert Z Hanson	1954-10-04	UHC-27587-65	—	7526 Harbor Blvd, Houston, TX, 77045	0.76	Name re-cased State name converted to code Email lower-cased Plan code upper-cased+2 more
ENR-117816	ENR	Gregory Y Meyer	1959-09-07	UHC-65973-12	2662338342	6208 Lake View Rd, Columbus, OH, 43210	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-114992	ENR	Shirley O Harrison	1969-06-11	UHC-28453-44	9368953863	7657 Bayshore Dr, Fresno, CA, 93738	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
PRV-24338	PRV	Pamela K Butler	1995-11-10	UHC-80952-81	9757403631	8619 Spring St, Miami, FL, 33198	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
TPA-57128	TPA	Joyce Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
PRV-26285	PRV	Riley I Marcus	1963-12-07	UHC-91091-69	8256558062	7986 Union St, Los Angeles, CA, 90099	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-104926	ENR	Julei X Bowman	2002-09-10	UHC-06316-83	8434821286	3620 Harbor Blvd, Glendale, AZ, 85349	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-130340	ENR	Betty Watson	1943-11-22	UHC-75010-07	4205068403	1523 Indian School Rd, Austin, TX, 78750	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-421127	CLM	Frances Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-103916	ENR	Nancy V Eans	1963-04-21	UHC-04487-12	—	7133 Apache Blvd, Scottsdale, AZ, 85277	0.76	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-420160	CLM	Helen Gibosn	1939-04-03	—	7852167931	3902 Market St, Nashville, TN, 37243	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
ENR-140529	ENR	Russell Brooks	1971-11-18	UHC-32148-92	6005554046	2424 Central Ave, Las Vegas, NV, 89132	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-122516	ENR	Jeffrey L Maldonado	1987-04-25	UHC-80273-31	2566266696	2986 Church St, Austin, TX, 78770	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-64436	TPA	Jacob Wagner	1987-08-08	—	—	6552 Cedar Ln, Denver, CO, 80239	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
ENR-104726	ENR	Btty S Gutierrez	1976-01-26	UHC-29030-63	7045050150	6971 Union St, Plano, TX, 75024	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-421506	CLM	Martha Griffin	1962-01-22	UHC-27032-07	7616933850	3725 Main St, Mesa, AZ, 85276	0.76	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+2 more
ENR-130619	ENR	Donna Vasquez	1969-04-04	UHC-84667-17	6943561892	8394 Apache Blvd, Minneapolis, MN, 55494	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26943	PRV	Ethan Phhillips	1996-03-07	—	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-141570	ENR	Jacqueline Singh	2006-02-07	UHC-97988-09	5796103169	4215 Church St, Tampa, FL, 33693	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-116648	ENR	Sean O Yang	1983-04-25	UHC-70905-11	7776913028	2169 Lincoln Way, Tempe, AZ, 85205	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400813	CLM	Hiroshi X Armstrong	1952-10-13	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-22764	PRV	Jessica Brooks	1968-01-08	UHC-63784-90	5462337236	5621 Elm St, Glendale, AZ, 85362	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-427354	CLM	Christina Olson	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
ENR-117552	ENR	Aisha Y Hamilton	1952-12-06	UHC-91392-64	3953081587	7189 Valley View Dr, Miami, FL, 33181	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
PRV-25267	PRV	Jose Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-431267	CLM	Alice Ortiz	1971-04-13	—	6908508979	152 Maple Ave, Seattle, WA, 98195	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-130497	ENR	Omar Ortiz	1956-02-23	UHC-62827-27	3804356776	2029 Ridge Rd, Nashville, TN, 37239	0.78	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+1 more
CLM-403294	CLM	Billy Robinson	1984-10-12	UHC-48999-54	—	8106 Main St, Tucson, AZ, 85787	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
ENR-123118	ENR	Carolyn Baker	1950-07-15	UHC-05286-37	9086292301	5503 Indian School Rd, Minneapolis, MN, 55493	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-136376	ENR	Alexander Hanosn	1963-01-10	UHC-28931-70	9676837429	1509 Broadway, Glendale, AZ, 85398	0.78	Phone reformatted Address re-cased City re-cased State name converted to code+1 more
ENR-100356	ENR	Noah Avlarez	1952-03-24	UHC-34963-51	9083282125	7184 Sunset Blvd, Fresno, CA, 93715	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-133285	ENR	Maria F Estrada	1944-03-01	UHC-88416-78	5073894748	4694 Baseline Rd, Gilbert, AZ, 85216	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
PRV-27860	PRV	Sandra Ward	1996-05-25	—	6085460242	7221 Park Pl, Gilbert, AZ, 85275	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-407522	CLM	Keith F Nguyen	1947-11-24	—	5088079144	6118 Harbor Blvd, Phoenix, AZ, 85078	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-56491	TPA	Barbara P Chavez	1980-07-12	—	4139387604	4256 Camelback Rd, San Diego, CA, 92158	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-431401	CLM	Gary Matthews	1945-11-13	—	6818665792	3179 Indian School Rd, Los Angeles, CA, 90032	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-423459	CLM	Kevin Franklin	1971-02-24	—	3168431466	4629 Willow Ct, Nashville, TN, 37284	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-102657	ENR	Catherine Q Russell	1976-08-17	UHC-22701-22	6927796891	5555 Apache Blvd, Tempe, AZ, 85261	0.78	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+1 more
ENR-135966	ENR	Albert Hicks	1985-03-17	UHC-34997-38	7728506786	4755 Canyon Rd, Houston, TX, 77066	0.78	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
TPA-56311	TPA	Sarah Tucker	1998-03-06	UHC-97286-29	8369550609	3680 Central Ave, Phoenix, AZ, 85036	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-133757	ENR	Marc P Thompson	1996-04-15	UHC-71607-73	4012247216	4858 Apache Blvd, Atlanta, GA, 30307	0.78	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+1 more
ENR-130434	ENR	Laura Q Schmidt	2005-07-10	UHC-96464-76	5699752119	4315 Union St, Mesa, AZ, 85230	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-130433	ENR	Laura Q Schmidt	2005-07-10	UHC-96464-76	5699752119	4315 Union St, Mesa, AZ, 85230	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-102387	ENR	Kyle Li	1966-03-10	UHC-58094-35	9329231641	7657 Elm St, Austin, TX, 78774	0.78	Phone reformatted City re-cased State name converted to code Plan code upper-cased+1 more
ENR-110508	ENR	Bobby Lawson	1953-01-27	UHC-74523-98	4372559452	3931 Pine Dr, Eden Prairie, MN, 55303	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
CLM-403032	CLM	David G Hanson	2005-11-08	UHC-84368-97	—	6176 Pine Dr, Jacksonville, FL, 32228	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-418866	CLM	Amy Riley	1957-03-05	UHC-09465-38	6995590922	4668 Jefferson Ave, Seattle, WA, 98123	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-55383	TPA	Jacqueline V Jones	1955-05-13	UHC-92030-89	4156409037	1278 Lake View Rd, Denver, CO, 80286	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
ENR-125898	ENR	Lori Gonzales	2006-08-16	UHC-04332-88	4349472993	3168 Hillcrest Rd, Columbus, OH, 43245	0.78	Phone reformatted City re-cased State name converted to code Email lower-cased+1 more

9,084 rows, page 152 of 182Previous Next