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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420813	CLM	Lauuren H Johnson	1955-02-23	UHC-97366-63	—	8349 Harbor Blvd, Minneapolis, MN, 55440	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-401952	CLM	Justin K Cooper	1943-04-08	UHC-19536-68	8333266042	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-432286	CLM	Christian Q Wheeler	1976-08-08	UHC-84072-99	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129879	ENR	Christina Chen	1987-03-09	UHC-57908-04	5143542440	4493 Ocean Ave, Tucson, AZ, 85775	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-412440	CLM	Timotthy Walsh	1990-01-06	UHC-68781-22	—	1204 Maple Ave, Charlotte, NC, 28211	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
PRV-25580	PRV	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
ENR-132324	ENR	Rachel N Daniels	1994-12-06	UHC-53886-76	9305162541	1557 Cedar Ln, San Antonio, TX, 78225	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-23223	PRV	Camia Z Roberts	1987-10-16	UHC-48203-37	7609570632	95 Bayshore Dr, Scottsdale, AZ, 85288	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-404115	CLM	Raymond Wood	1977-12-17	UHC-43430-18	4136458907	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-414747	CLM	Mary V Foster	2001-03-27	UHC-94203-76	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-404724	CLM	Robert Brooks	1945-01-05	UHC-21063-19	—	5786 Desert Sky Blvd, Los Angeles, CA, 90074	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-418068	CLM	Hiroshi T Ortega	1992-05-26	UHC-13898-70	—	3773 Palm Dr, Dallas, TX, 75266	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129731	ENR	Arthur W Rios	1972-11-23	UHC-05334-77	4303402335	8018 Elm St, Glendale, AZ, 85335	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-131359	ENR	Lucia Mrphy	1946-03-09	UHC-37602-07	7862269637	5132 Main St, Phoenix, AZ, 85090	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
CLM-422744	CLM	Raymond Moore	1977-10-27	UHC-82903-49	7853494733	4565 Sunset Blvd, San Diego, CA, 92148	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-422745	CLM	Raymond Moore	1977-10-27	UHC-82903-49	7853494733	4565 Sunset Blvd, San Diego, CA, 92148	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-137951	ENR	Susan T Richardson	1946-05-15	UHC-99604-61	2569360003	1926 Pine Dr, Tampa, FL, 33604	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
ENR-140963	ENR	Austin W Lucas	1968-09-07	UHC-75664-62	7307951543	4175 Broadway, Seattle, WA, 98137	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-140962	ENR	Austin W Lucas	1968-09-07	UHC-75664-62	7307951543	4175 Broadway, Seattle, WA, 98137	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
CLM-424080	CLM	Lucia E Padilla	1998-10-19	UHC-90643-40	7774201493	1051 Maple Ave, Columbus, OH, 43298	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-401331	CLM	Adam Sanders	1998-12-16	UHC-10599-86	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-416210	CLM	Barbara Harris	1995-02-21	UHC-90213-48	2605834906	5369 Bayshore Dr, Gilbert, AZ, 85294	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-412053	CLM	Stephen Espinoza	1979-08-17	UHC-47877-57	5983320920	3946 Pine Dr, Tucson, AZ, 85748	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-128000	ENR	Jesse J Fowler	1985-02-08	UHC-67080-34	6353834610	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-422917	CLM	Justin Hamilton	1945-09-22	UHC-41100-42	7316124405	9352 Church St, Fresno, CA, 93763	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431395	CLM	Diana Williamson	1977-08-15	UHC-93292-52	5268245957	9849 Highland Ave, Mesa, AZ, 85276	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-107282	ENR	Wayne Gutierrez	1982-11-13	UHC-35850-27	4287131616	7979 Park Pl, Miami, FL, 33196	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-21112	PRV	Kenneth Tucker	1947-04-12	UHC-48286-43	2384297613	1345 Meadow Ln, Gilbert, AZ, 85250	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
ENR-100716	ENR	Martha A Martinez	1965-11-09	UHC-71585-61	7665726667	4824 Maple Ave, Scottsdale, AZ, 85261	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
CLM-415027	CLM	Lori Campbell	1985-03-01	UHC-11917-91	4934477166	3207 Valley View Dr, Orlando, FL, 32890	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-114816	ENR	Jackie T Vasquez	1948-10-02	UHC-66201-13	9056302197	800 Sunset Blvd, San Diego, CA, 92120	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-426090	CLM	Evelyn Alvarado	1979-10-24	UHC-61170-74	3065217185	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-400456	CLM	Nicole Chen	1978-03-01	UHC-32643-30	9148064077	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-103512	ENR	Diego M Jimenez	1953-10-10	UHC-77788-72	6004052863	7117 Lincoln Way, Atlanta, GA, 30398	0.92	Date of birth reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed
CLM-401747	CLM	Samatnha Contreras	1946-02-09	UHC-40230-62	—	9591 Broadway, Glendale, AZ, 85316	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-432460	CLM	Martha Williamson	1995-08-06	UHC-86118-06	—	364 Broadway, Plano, TX, 75094	0.92	Member ID reformatted Address re-cased Whitespace trimmed Placeholder values cleared
CLM-423534	CLM	Diane Patel	1948-10-01	UHC-70438-77	5308310054	8529 Mountain View Dr, Austin, TX, 78779	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-432112	CLM	Eric Gordon	2004-09-23	UHC-02481-34	—	9291 Main St, Seattle, WA, 98164	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-400381	CLM	Debbie Williams	1967-12-27	UHC-53086-07	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-116570	ENR	Donald B Dunn	1999-12-26	UHC-32520-63	4555103008	1513 Park Pl, San Antonio, TX, 78217	0.92	Name re-cased Member ID reformatted Email lower-cased Whitespace trimmed
CLM-414157	CLM	Brandon Cole	1996-09-27	UHC-38163-34	5809831735	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-132484	ENR	Alan W Rodriguez	1952-06-10	UHC-35475-51	6593669300	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-418984	CLM	Doris P Alvarado	1944-08-04	UHC-57048-76	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-131080	ENR	Gutierrez M Helen	1985-12-19	UHC-58583-12	8995657201	7768 Palm Dr, Eden Prairie, MN, 55351	0.92	Name re-cased Phone reformatted Member ID reformatted City re-cased
ENR-104899	ENR	Sarah Snyder	1944-01-02	UHC-83755-53	2938583248	8118 Canyon Rd, San Diego, CA, 92188	0.92	Member ID reformatted State code upper-cased Email lower-cased Placeholder values cleared
ENR-131413	ENR	Mark Murphy	1974-09-16	UHC-20096-81	2956723236	5966 Oak St, Seattle, WA, 98175	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-135989	ENR	William Rodriguez	1997-06-02	UHC-95627-22	4813400407	4328 Willow Ct, Scottsdale, AZ, 85205	0.92	Name re-cased Phone reformatted Member ID reformatted Email lower-cased
CLM-430461	CLM	Steve Sims	1961-07-13	UHC-38525-74	—	757 Spring St, Columbus, OH, 43239	0.92	Name re-cased Member ID reformatted City re-cased Email lower-cased
CLM-430460	CLM	Steve Sims	1961-07-13	UHC-38525-74	—	757 Spring St, Columbus, OH, 43239	0.92	Name re-cased Member ID reformatted City re-cased Email lower-cased
CLM-406677	CLM	William Vasquez	1939-01-24	UHC-36379-12	4555269205	3942 Union St, Minneapolis, MN, 55411	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared

7,723 rows, page 137 of 155Previous Next