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-429122	CLM	Amy Morrison	1977-02-06	UHC-29243-33	—	4055 Palm Dr, Austin, TX, 78794	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-420664	CLM	Thomas Scott	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414517	CLM	Kimberly Z Cooper	1983-09-12	—	—	9356 Central Ave, Sacramento, CA, 95865	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103111	ENR	Edward Espinoza	1949-08-10	UHC-52731-49	2694871692	2750 Valley View Dr, San Antonio, TX, 78297	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
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
TPA-59525	TPA	Pamela Grant	1949-06-15	—	—	6343 Maple Ave, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-24076	PRV	Ann Mendez	1964-02-12	UHC-31441-46	3168489959	4985 Park Pl, San Antonio, TX, 78293	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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
CLM-418470	CLM	Madison I McCoy	1979-04-23	UHC-54920-73	7418068186	7606 Camelback Rd, Jacksonville, FL, 32268	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57536	TPA	Arjun Ramos	1999-09-18	—	—	5493 Apache Blvd, Dallas, TX, 75280	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+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
CLM-420976	CLM	Sophia Reid	1993-12-11	UHC-39328-57	—	1738 River Rd, Columbus, OH, 43284	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-416855	CLM	Jeff Mendoza	1965-08-12	—	—	3159 Canyon Rd, Dallas, TX, 75221	0.66	Street suffix standardised Address re-cased State name converted to code 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
TPA-59738	TPA	Janet Ryan	1948-04-08	—	—	1484 Mesa Dr, San Antonio, TX, 78203	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
CLM-407212	CLM	Kimberly Mnuoz	2007-12-22	UHC-59562-45	—	5212 Spring St, Jacksonville, FL, 32237	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413589	CLM	Ahmed Hayes	1995-10-10	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.66	Date of birth reformatted Street suffix standardised Address re-cased 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
CLM-411029	CLM	Carolyn K Chen	2006-09-02	—	—	2822 Sunset Blvd, Glendale, AZ, 85314	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+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
CLM-421973	CLM	Donald Cole	1981-09-23	UHC-18671-94	4764019642	3084 Camelback Rd, Jacksonville, FL, 32252	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-60519	TPA	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd Apt 23, Houston, TX, 77070	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-431473	CLM	Henry Jacobs	1962-05-18	UHC-84856-83	—	6411 Forest Ave, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+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
TPA-63060	TPA	Pamela Kim	1980-03-14	—	7699753197	2856 Washington St, Minneapolis, MN, 55408	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405129	CLM	Sofia Obren	1966-03-16	UHC-11144-41	—	7485 Ridge Rd, Jacksonville, FL, 32286	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55505	TPA	Lauren Holmes	1992-02-16	—	2107885949	8144 Camelback Rd, Austin, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+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
TPA-63315	TPA	John Matthews	1957-08-27	—	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-60344	TPA	Adam Morgan	1970-12-26	—	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
CLM-411383	CLM	Brandon Vazquez	1956-10-03	UHC-22701-62	—	2328 Elm St, Austin, TX, 78789	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed+1 more
TPA-50465	TPA	Melissa M Moreno	2000-09-17	—	—	7186 Lake View Rd, Chandler, AZ, 85207	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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
TPA-61087	TPA	Christopher Payne	1996-03-28	—	—	5133 Canyon Rd, Houston, TX	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
PRV-27254	PRV	Sandra Obrien	1975-11-28	—	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27255	PRV	Sandra Obrien	1975-11-28	—	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

9,084 rows, page 125 of 182Previous Next