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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138793	ENR	Justin K Matthews	2007-02-18	UHC-38023-50	2513890024	5546 Maple Ave, Charlotte, NC, 28255	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400111	CLM	Priya Griffin	1949-11-04	UHC-95233-69	—	229 Elm St, Atlanta, GA, 30360	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58715	TPA	Olivia Fuller	2000-11-15	UHC-49543-71	5937264366	3435 Ridge Rd, Plano, TX, 75079	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122161	ENR	Sharon Q Garcia	1967-03-09	UHC-14104-82	2519499610	2941 Bayshore Dr, Columbus, OH, 43287	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103931	ENR	Noah M Morales	1958-04-26	UHC-68816-49	—	8322 Maple Ave, San Antonio, TX, 78212	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-121563	ENR	Amber Bryant	1989-11-09	UHC-16604-78	2627273020	2103 Church St, Mesa, AZ, 85247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401112	CLM	Jeffrey Garrett	1942-07-10	—	8367469073	9155 Bayshore Dr, Seattle, WA, 98141	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142913	ENR	Joe Fields	1938-04-04	UHC-07821-43	4577211227	3975 Sunset Blvd, Mesa, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417092	CLM	Nicole Owens	1975-09-15	—	—	618 Mountain View Dr, San Antonio, TX, 78216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129747	ENR	Frank V Banks	1981-05-15	UHC-38503-33	5343609093	6208 Pine Dr, Austin, TX, 78759	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428506	CLM	Albert Kim	1960-05-01	UHC-94099-84	8179101715	7346 Spring St, Las Vegas, NV, 89151	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-57680	TPA	Jeremy Austin	1956-05-06	—	5155425207	1708 Apache Blvd, Minneapolis, MN, 55441	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63832	TPA	Jack Jordan	1967-12-26	—	8123620354	7965 Washington St, Houston, TX, 77007	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104015	ENR	Joan P Johnston	2008-05-11	UHC-22526-84	6824903204	7583 Elm St, Phoenix, AZ, 85002	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24610	PRV	Steven Ruiz	1950-07-10	UHC-52473-73	7272466796	6429 Sage Ct, Chandler, AZ, 85280	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117041	ENR	Jeremy I Fernandez	1986-04-21	UHC-50658-84	9418675142	7181 Mesa Dr, Denver, CO, 80202	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-28743	PRV	Alan Olson	1953-01-19	UHC-34288-51	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401754	CLM	Paatrick R Espinoza	1996-01-18	—	2278139119	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-415946	CLM	Jean Wilson	1943-03-02	UHC-50761-37	—	3814 Apache Blvd, Jacksonville, FL, 32275	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122669	ENR	Willliam I Stewart	1961-07-10	UHC-93919-22	6522388424	3967 Central Ave, San Antonio, TX, 78270	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-417902	CLM	Ana Fernandez	1962-03-06	—	2937847485	7415 Sunset Blvd, Orlando, FL, 32804	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-401587	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401588	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101780	ENR	Thomas L Hanson	1961-12-03	UHC-43892-40	6666105579	226 Elm St, Dallas, TX, 75212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-102179	ENR	Donald G Rooss	1996-12-09	UHC-84152-83	2277971875	223 Indian School Rd, Charlotte, NC, 28201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104443	ENR	Judith Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd, Fresno, CA, 93763	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427321	CLM	Charlie Gonzalez	1974-07-20	UHC-02909-70	—	559 Desert Sky Blvd, Mesa, AZ, 85295	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419891	CLM	Elijah Aadms	1968-01-13	UHC-50533-10	—	4148 Highland Ave, Denver, CO	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+2 more
ENR-123589	ENR	Kenneth W Stewart	1946-06-05	UHC-80393-86	8564494783	5531 River Rd, Plano, TX, 75090	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119610	ENR	Ahmed F Edwards	1997-12-19	UHC-35674-54	6274661495	9550 Palm Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62446	TPA	Gerald Garza	1945-04-09	—	—	3829 Main St, Denver, CO, 80234	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
ENR-130860	ENR	Ethan K Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58465	TPA	Simpson Tyler	1958-12-13	—	—	8568 Cedar Ln, Denver, CO, 80272	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58621	TPA	Rcahel Wagner	1967-02-28	—	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130846	ENR	Bruce T Graham	1938-04-24	UHC-62566-62	7747627572	5761 Elm St, Tampa, FL, 33641	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413778	CLM	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr, Los Angeles, CA, 90028	0.64	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-126910	ENR	George Rios	1946-03-27	UHC-14932-67	9444237590	514 Park Pl, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51438	TPA	Matthew Howell	1973-06-12	UHC-16485-71	—	8776 Maple Ave, Chandler, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401432	CLM	Sophia Pierce	1973-09-23	UHC-04501-42	—	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126425	ENR	Santiago B Robertson	2005-09-25	UHC-96558-10	5973378221	915 Canyon Rd, Minneapolis, MN, 55461	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116895	ENR	Beverly Z Austin	2000-02-11	UHC-48975-69	4548622635	1700 Broadway, Houston, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112357	ENR	Jonathan G Gardner	1959-12-22	UHC-56406-57	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133126	ENR	Benjamin V Stone	1986-11-28	UHC-33045-31	8237057406	8811 Palm Dr, Tampa, FL, 33645	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-414013	CLM	Karen Lucas	1976-10-28	UHC-73213-28	—	7119 Palm Dr, Dallas, TX, 75261	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
PRV-27285	PRV	Sam Elliott	1990-03-17	UHC-79245-67	3112686874	6721 Sunset Blvd Apt 34, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104921	ENR	John S Howarrd	1966-05-09	UHC-29863-30	4729471098	1195 Washington St, Chandler, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23125	PRV	Rojas D Christian	1958-05-15	—	5299698703	4017 Main St, Las Vegas, NV, 89161	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-431925	CLM	Justin Hernandze	1939-02-15	UHC-93913-12	—	4617 Willow Ct, Gilbert, AZ, 85260	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-53135	TPA	Brandon Yang	2002-08-16	—	5734770055	6100 Main St, Nashville, TN, 37233	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110354	ENR	Amber O Lucas	1947-09-14	UHC-43598-38	5268217032	5039 Sage Ct, Plano, TX, 75058	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

9,980 rows, page 93 of 200Previous Next