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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51652	TPA	Brittany J Vargas	2002-05-22	—	—	2068 Union St, Plano, TX, 75088	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-124511	ENR	Randy Z Burke	1948-05-15	—	8847517389	1425 River Rd, Minneapolis, MN, 55464	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-403419	CLM	Dylan Dominguez	1988-03-25	UHC-56390-60	—	3895 Palm Dr, Gilbert, AZ, 85279	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-113789	ENR	Brandon L Sandoval	1947-03-07	UHC-30571-89	3475981600	4538 Washington St, Orlando, FL, 32890	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased
ENR-109950	ENR	Scott O Mason	1957-02-10	UHC-54479-46	3364035038	4741 Mesa Dr, San Diego, CA, 92160	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-128153	ENR	Bill L Kim	2003-05-19	UHC-42424-16	4588729795	9073 Cedar Ln, Mesa, AZ, 85227	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-113883	ENR	Mariana J Robinson	1972-02-23	UHC-97299-17	—	7237 Ridge Rd, Orlando, FL, 32810	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-103635	ENR	Stephanie L Mitcehll	1968-02-16	UHC-04952-68	7758470485	1081 Broadway, Tempe, AZ, 85283	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-102797	ENR	Lawrence H Morris	2007-08-11	UHC-57261-42	4032866679	4893 Broadway, Tampa, FL, 33646	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-20494	PRV	Eric Wood	1994-08-23	UHC-89956-89	3518241256	6996 Canyon Rd, Denver, CO, 80288	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
ENR-136129	ENR	Sarah Lucas	2005-09-12	UHC-48919-22	6262014215	6352 Forest Ave, Jacksonville, FL, 32246	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-52160	TPA	Aisha Berry	1976-03-07	—	—	2814 Oak St, Columbus, OH, 43226	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-63456	TPA	Nick Oliver	1967-01-18	—	—	7570 Lake View Rd, Houston, TX, 77050	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420918	CLM	Jacqueline Campbell	1942-06-26	—	—	1998 Broadway, Seattle, WA, 98119	0.80	Name re-cased Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-107965	ENR	Becky Morris	1987-08-19	UHC-90474-32	4377284574	9442 Maple Ave, Jacksonville, FL, 32265	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-431136	CLM	Ahmed J Castro	1947-09-25	UHC-57979-50	—	7417 Park Pl, Tucson, AZ, 85763	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-104375	ENR	Julie M Stephens	1945-12-10	UHC-77192-02	6194581058	9198 Camelback Rd, Atlanta, GA, 30331	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed
TPA-59860	TPA	Larry S Cole	1986-09-09	UHC-55286-40	—	7402 Meadow Ln, Jacksonville, FL, 32262	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-102497	ENR	Christopher Thompson	1979-06-23	—	2906522763	3057 Bayshore Dr, Columbus, OH, 43261	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-430683	CLM	Russell Lee	1915-05-07	UHC-01980-83	—	6430 Camelback Rd, Gilbert, AZ, 85258	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-100066	ENR	Russell M Padilla	2001-04-07	UHC-43371-65	7493661657	6519 Oak St, Nashville, TN, 37295	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-50153	TPA	Marcus Luna	1991-11-07	—	3503922594	2817 Bayshore Dr, Las Vegas, NV, 89126	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-106554	ENR	Nicole Cox	1977-07-18	UHC-84835-10	4134752921	2762 Harbor Blvd, Gilbert, AZ, 85221	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-129474	ENR	Olivia S Vargas	1974-06-24	UHC-27440-43	8192418043	7357 Broadway, Plano, TX, 75055	0.80	Date of birth reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed
TPA-56617	TPA	Sophia Maldonado	2002-05-12	—	2197232830	1306 Ridge Rd, Miami, FL, 33193	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-129134	ENR	Henry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-104032	ENR	Nancy Morgan	1954-07-13	UHC-60076-22	5857370802	8601 Ocean Ave, San Diego, CA, 92177	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
PRV-28071	PRV	Douglas Ortegga	1991-01-22	UHC-67942-79	2092315147	3035 Baseline Rd, Charlotte, NC, 28267	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427041	CLM	Priya U Crapenter	1992-08-18	—	—	9840 Broadway, Scottsdale, AZ, 85244	0.80	Address re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23792	PRV	Kevin Mendoza	1943-10-03	UHC-89100-76	9597701472	4415 Lincoln Way, Chandler, AZ, 85253	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425100	CLM	Jacob Riley	1943-04-26	UHC-23169-11	4226796102	1862 Hillcrest Rd, Seattle, WA, 98179	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-140540	ENR	Dennis Brown	1944-05-22	UHC-22981-87	5062915317	5143 Cedar Ln, Minneapolis, MN, 55447	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-106570	ENR	Martha V Willis	1966-07-20	UHC-62076-92	8669126245	3212 Bayshore Dr, Glendale, AZ, 85351	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-102869	ENR	Nathan Gilbert	1957-09-27	UHC-09052-71	—	8342 Indian School Rd, Minneapolis, MN, 55427	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-112348	ENR	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	9570 Broadway, Charlotte, NC, 28269	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425706	CLM	Ahmed Watkins	1943-02-12	—	8264652384	439 Apache Blvd, San Antonio, TX, 78285	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-406752	CLM	Maria Robinson	1962-12-03	—	—	717 Grand Ave, Columbus, OH, 43281	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-422786	CLM	Eric Hunt	1962-09-19	—	—	8930 Union St, Glendale, AZ, 85301	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52450	TPA	Harold Little	1943-05-17	—	—	298 Mountain View Dr, Austin, TX, 78782	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52451	TPA	Harold Little	1943-05-17	—	—	298 Mountain View Dr, Austin, TX, 78782	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-104042	ENR	Tom M Harper	1963-08-11	UHC-63183-48	8419301504	1758 Elm St, Jacksonville, FL, 32212	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-412498	CLM	Adam Gibson	1991-01-08	—	9115456638	7686 Sunset Blvd, Sacramento, CA, 95867	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-113932	ENR	Stephen H Smith	1942-12-05	UHC-26563-91	7103129215	2624 Mountain View Dr, San Diego, CA, 92113	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-100899	ENR	Albert T Morales	1949-06-03	UHC-72455-23	5096353282	4504 Lake View Rd, Gilbert, AZ, 85215	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-423545	CLM	Sarah Fuller	1955-02-01	UHC-33174-34	—	3247 Elm St, Austin, TX, 78794	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-28899	PRV	Roger Bailey	1992-01-21	—	—	6556 Willow Ct, Denver, CO, 80238	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116494	ENR	Ahmed Padilla	1971-10-25	UHC-34984-69	3842759097	1663 Apache Blvd, Mesa, AZ, 85297	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-136517	ENR	Catherine A Howard	1971-03-21	UHC-63375-90	2486726324	8486 Washington St, Glendale, AZ, 85325	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427251	CLM	Carolyn Smith	1946-04-21	UHC-59178-53	—	5400 Canyon Rd, Austin, TX, 78727	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
ENR-113501	ENR	Jack Gisbon	1956-07-27	UHC-66507-33	—	7985 Sunset Blvd, San Antonio, TX, 78261	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

8,263 rows, page 151 of 166Previous Next