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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110151	ENR	Frank W Murphy	1972-06-08	UHC-42751-19	6369324119	6085 Grand Ave, Fresno, CA, 93706	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103349	ENR	Emma A Perez	1997-09-25	UHC-52568-47	5022144702	5635 Oak St, Gilbert, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126789	ENR	Taylor A Jordan	1952-06-09	UHC-79885-27	6258706852	7000 Cedar Ln, Austin, TX, 78766	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125181	ENR	Jesse K Hanson	1995-07-27	UHC-43026-53	3244284006	5312 Maple Ave, Denver, CO, 80215	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109179	ENR	Brian B Hawkins	1994-07-27	UHC-14140-52	7076109197	6391 Mesa Dr, Houston, TX, 77049	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-106732	ENR	Sofia Obrien	1967-03-16	UHC-11144-41	7613603371	7485 Ridge Rd, Jacksonville, FL, 32286	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127907	ENR	Diego Holmes	1973-12-01	UHC-69313-48	7772756459	1427 Palm Dr, Tempe, AZ, 85241	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120028	ENR	Carl Ruiz	1986-10-20	UHC-13349-63	2197927560	9542 Sunset Blvd, Tampa, FL, 33667	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104256	ENR	Isabella Washington	1965-06-09	UHC-18382-94	2708201536	9199 Sage Ct, Columbus, OH, 43226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103832	ENR	Karen White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL, 32285	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-102234	ENR	Jacqueline O Taylor	1976-10-27	UHC-96049-80	7627289069	2794 Oak St, Houston, TX, 77014	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102233	ENR	Jacqueline O Taylor	1976-10-27	UHC-96049-80	7627289069	2794 Oak St, Houston, TX, 77014	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105332	ENR	Joseph R Pena	1950-07-28	—	9895999793	273 Mountain View Dr, Austin, TX, 78771	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131304	ENR	Nancy Bailey	1954-09-17	UHC-18791-24	2017594451	6648 Lincoln Way, Denver, CO, 80244	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136524	ENR	Sean Patel	1995-06-09	UHC-21829-90	8137989209	4719 Camelback Rd, Glendale, AZ, 85365	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136523	ENR	Sean Patel	1995-06-09	UHC-21829-90	8137989209	4719 Camelback Rd, Glendale, AZ, 85365	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130306	ENR	Ryan Soto	2002-11-11	UHC-31409-02	—	8891 Union St, Tempe, AZ, 85233	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104621	ENR	Kayla R Pane	1985-04-12	UHC-20565-59	—	9287 Maple Ave, Los Angeles, CA, 90007	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138019	ENR	Jennifer Gardner	1998-03-25	UHC-05029-52	2626058779	410 Baseline Rd, Phoenix, AZ, 85037	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133127	ENR	Ralph Shaw	1951-11-25	UHC-88091-96	2043527727	416 Valley View Dr, San Antonio, TX, 78299	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121746	ENR	Keith D Ortiz	1947-05-06	UHC-75701-22	9382690989	9658 Washington St, Tempe, AZ, 85276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110431	ENR	Arthur Ryan	1989-10-28	UHC-78348-45	—	2752 River Rd, Tampa, FL, 33651	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125596	ENR	Beverly Y Ellis	1985-01-11	UHC-71874-73	7953211455	3110 Park Pl, Tempe, AZ, 85219	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133866	ENR	Billy Hudson	1996-07-06	—	2773051095	7901 Market St, Chandler, AZ, 85249	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127676	ENR	Lori W Johnston	1998-12-05	UHC-64408-29	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110527	ENR	Catherine M Carpenter	1958-10-21	UHC-11509-52	6203207899	7729 Bayshore Dr, Scottsdale, AZ, 85297	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130998	ENR	Charles X Ford	1943-08-21	UHC-49103-43	8998787816	653 Market St, Tampa, FL, 33670	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130615	ENR	Samantha F Washington	1995-02-23	UHC-17963-87	4363508577	4213 Cedar Ln, Glendale, AZ, 85331	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113679	ENR	Jacqueline Z Black	1972-01-15	UHC-93592-56	—	1817 Washington St, Scottsdale, AZ, 85239	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136393	ENR	Nancy Myers	1999-06-15	UHC-26902-60	—	1604 Sunset Blvd, Austin, TX, 78771	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140469	ENR	Jacqueline L Dean	1986-03-02	UHC-08305-88	6272726910	346 Apache Blvd, San Diego, CA, 92107	0.74	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+3 more
ENR-113554	ENR	Angela X Diaz	1982-06-06	UHC-76818-53	6246460952	87 Park Pl, Sacramento, CA, 95858	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128490	ENR	Kathryn I Perkins	2006-02-13	UHC-22220-60	3183129339	8377 Pine Dr, Plano, TX, 75042	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130244	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109901	ENR	Brandon Boyd	1988-06-11	UHC-74380-08	4308735326	2563 Union St, Glendale, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-138435	ENR	Virginia Wong	1971-03-07	UHC-96611-25	6714357218	6349 River Rd, Chandler, AZ, 85271	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135147	ENR	Linda H Austin	2002-06-15	UHC-88988-97	5877582287	8912 Forest Ave, Glendale, AZ, 85330	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121653	ENR	Jean K Li	1988-02-19	UHC-79857-02	6894623140	6402 Apache Blvd, Los Angeles, CA, 90070	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107674	ENR	Ruth Y Stephens	1956-11-26	UHC-49733-39	4162881086	3218 Grand Ave, Denver, CO, 80292	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113872	ENR	Larry Y Sanhez	1958-04-13	UHC-06958-21	8896895155	3778 Union St, Jacksonville, FL, 32224	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130241	ENR	Judy G Welch	1968-06-08	UHC-74292-52	7007261911	4253 Lake View Rd, Gilbert, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-130003	ENR	Jesse X Moore	1951-06-18	UHC-12303-91	9668103911	1852 Park Pl, Jacksonville, FL, 32276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134089	ENR	Willie H Bradley	1980-06-14	UHC-89089-22	2973561219	4401 Forest Ave, Scottsdale, AZ, 85201	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106520	ENR	Haroold S Burns	1990-07-19	—	2082371630	7558 Lincoln Way, Seattle, WA, 98135	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106521	ENR	Haroold S Burns	1990-07-19	—	2082371630	7558 Lincoln Way, Seattle, WA, 98135	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117979	ENR	Pamela Gutierrez	2005-08-08	UHC-39290-28	7052528892	6224 Meadow Ln, Las Vegas, NV, 89191	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135812	ENR	Lisa Obrien	2004-10-24	UHC-77989-41	9677505355	3140 Lake View Rd, Tucson, AZ, 85730	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113179	ENR	Gary Gutierrez	2008-08-03	UHC-77619-57	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133233	ENR	Virginia Robinson	1960-12-27	UHC-28567-27	7412496134	8730 Willow Ct, Phoenix, AZ, 85088	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124223	ENR	Ryan Vega	1975-09-07	UHC-00054-51	7073326135	9676 Valley View Dr, Dallas, TX, 75277	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 126 of 280Previous Next