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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119619	ENR	Stephen Mills	1994-03-08	UHC-41640-64	2757743512	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-410905	CLM	Sara Snyder	1959-08-17	UHC-32651-31	—	4222 Sage Ct, Miami, FL, 33195	0.88	Name re-cased Date of birth reformatted City re-cased Plan code upper-cased+2 more
ENR-114802	ENR	Heather B Webb	1971-06-17	UHC-98163-77	4213131810	4296 Harbor Blvd, Dallas, TX, 75252	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
CLM-418081	CLM	Charles Ross	1992-12-15	UHC-90074-48	3622687021	8583 Elm St, Fresno, CA, 93771	0.88	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+2 more
ENR-104259	ENR	Harold Z Cox	1990-07-21	UHC-17614-53	8966329013	7364 Lincoln Way, Las Vegas, NV, 89137	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
CLM-418731	CLM	Abigail Vasquez	1956-07-25	UHC-24730-66	5174250119	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
CLM-402087	CLM	Mateo Olson	1957-06-04	UHC-93325-81	8942216360	7391 Broadway, Mesa, AZ, 85251	0.88	Date of birth reformatted Phone reformatted Address re-cased Plan code upper-cased+2 more
ENR-105133	ENR	Fuller C Heather	1938-10-26	UHC-24859-05	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-402615	CLM	Joseph Mitchell	1991-08-04	UHC-11166-10	—	9484 Highland Ave, Tucson, AZ, 85796	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more
TPA-50779	TPA	Ross Edward	1956-02-20	—	2218702828	784 Ocean Ave, Las Vegas, NV, 89100	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-125347	ENR	Heather R Hunt	1943-08-23	UHC-00875-09	3138254674	2126 Lake View Rd, Seattle, WA, 98192	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-412937	CLM	Maria McDonald	1959-09-15	UHC-99859-28	4795566129	8254 Cedar Ln, Glendale, AZ, 85327	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
CLM-401928	CLM	Jean Contreras	1943-05-24	UHC-66804-04	6796195090	6390 Pine Dr, Orlando, FL, 32822	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
PRV-20923	PRV	Ann Elliott	1990-05-15	—	2843122218	3996 Broadway, Glendale, AZ, 85361	0.88	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-132600	ENR	Maria Ramos	1993-08-27	UHC-15701-44	9307721896	1825 Pine Dr, Columbus, OH, 43231	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-132599	ENR	Maria Ramos	1993-08-27	UHC-15701-44	9307721896	1825 Pine Dr, Columbus, OH, 43231	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-136166	ENR	Brian E Johnson	1978-07-28	UHC-62806-11	3842414351	6230 Central Ave, Miami, FL, 33142	0.88	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-126020	ENR	Cynthia Carlson	1994-02-25	UHC-58426-35	5149511792	7120 Oak St, Las Vegas, NV, 89110	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-140175	ENR	Frank Vega	1944-03-01	UHC-41110-20	3213930134	3459 Mesa Dr, Charlotte, NC, 28270	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-119622	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
PRV-21258	PRV	Joe M Flores	1977-12-18	—	6988253862	8481 River Rd, Plano, TX, 75008	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-121808	ENR	James Rojas	1946-10-27	UHC-49912-59	3148260850	7984 Camelback Rd, Nashville, TN, 37206	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-110383	ENR	Russell M Jenkins	1981-01-19	UHC-53169-39	3286834487	3948 Church St, Sacramento, CA, 95868	0.88	Phone reformatted City re-cased State code upper-cased Email lower-cased+2 more
ENR-141806	ENR	Mteo Ortiz	1968-01-20	UHC-47672-96	7104053784	9079 Grand Ave, Austin, TX, 78791	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-136594	ENR	Jon P Kim	1955-06-09	UHC-91150-32	6298448189	7813 Broadway, Chandler, AZ, 85281	0.88	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+2 more
TPA-57698	TPA	Kyle Lynch	1947-10-15	—	7977288722	—	0.88	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+2 more
CLM-420432	CLM	Charles Little	1962-09-11	—	4295579712	9523 Baseline Rd, Jacksonville, FL, 32240	0.88	Date of birth reformatted Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-127938	ENR	Logan Bell	1975-10-16	UHC-02024-42	5609168744	7325 Baseline Rd, Jacksonville, FL, 32235	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-401877	CLM	Isabella Bowman	1953-10-22	—	2488754259	1711 Union St, Chandler, AZ, 85238	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-125635	ENR	Brandon Sanders	1993-08-17	UHC-71390-78	2586629641	9596 Mountain View Dr, Phoenix, AZ, 85027	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-102605	ENR	Willie L Austin	1944-11-13	UHC-61813-03	2582848191	8803 Bayshore Dr, Minneapolis, MN, 55482	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
CLM-412384	CLM	Mariana U Wagner	1966-02-27	UHC-61747-82	—	—	0.88	Name re-cased Date of birth reformatted Email lower-cased Plan code upper-cased+2 more
ENR-117125	ENR	Carolny Lee	2002-01-17	UHC-48159-34	4333656266	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+2 more
ENR-122604	ENR	Michelle I Turner	1984-04-05	UHC-49674-03	4876987022	618 Desert Sky Blvd, Fresno, CA, 93744	0.88	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-137818	ENR	Janet Roberts	1979-02-27	UHC-73289-48	7118431152	1058 Union St, Chandler, AZ, 85238	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-124546	ENR	Brandon J White	1984-09-10	UHC-94973-82	5795481981	8193 Cedar Ln, Gilbert, AZ, 85217	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-130550	ENR	Henry J Hamilton	1955-04-12	UHC-12110-84	9188773930	645 Spring St, Tucson, AZ, 85720	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
ENR-103010	ENR	Mary Allen	1975-11-01	UHC-68685-92	7962361744	1340 Central Ave, Seattle, WA, 98134	0.90	Date of birth reformatted Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-108024	ENR	Adam Contreras	1973-04-05	UHC-75072-26	2844825112	5706 Indian School Rd, Plano, TX, 75091	0.90	Name re-cased Phone reformatted City re-cased Plan code upper-cased+1 more
CLM-416097	CLM	Joan Padilla	1968-09-01	UHC-77414-10	—	8521 Broadway, Gilbert, AZ, 85287	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-116088	ENR	Kayla S Phillips	1990-01-05	UHC-66509-12	3935508623	—	0.90	Date of birth reformatted Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-123886	ENR	Sara Y Contreras	1966-12-20	UHC-07711-65	9369798944	3573 Indian School Rd, San Antonio, TX, 78274	0.90	Phone reformatted City re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-134062	ENR	Jason Ross	1952-10-22	UHC-59811-78	7594240525	1716 Maple Ave, Gilbert, AZ, 85278	0.90	Name re-cased Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-120215	ENR	Zachary Jacobs	1964-10-07	UHC-67727-99	4046392478	5070 Jefferson Ave, Las Vegas, NV, 89157	0.90	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-123029	ENR	Gloria Nelson	1954-09-08	UHC-36758-70	4864802720	8017 Main St, Nashville, TN, 37206	0.90	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-142837	ENR	Mark Walsh	1980-06-15	UHC-70851-53	—	9283 Bayshore Dr, Atlanta, GA, 30320	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-138080	ENR	Brittany A Clark	1939-07-10	UHC-13013-67	3792207980	4887 River Rd, Seattle, WA, 98184	0.90	Name re-cased City re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-412246	CLM	Doris Mills	2004-03-08	—	8485147047	4034 Palm Dr, Tempe, AZ, 85225	0.90	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-406500	CLM	Barb Lynch	1958-02-01	UHC-29653-61	2557232605	8824 Maple Ave, Austin, TX, 78742	0.90	Phone reformatted City re-cased Email lower-cased Plan code upper-cased+1 more
ENR-110853	ENR	Abiggail J Vasquez	1992-01-02	UHC-90186-63	—	—	0.90	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed+1 more

3,278 rows, page 54 of 66Previous Next