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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61752	TPA	Sara Cruz	1962-05-20	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58001	TPA	Zachary Allen	1976-03-16	UHC-86497-60	—	6378 Willow Ct, Eden Prairie, MN, 55386	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-63604	TPA	Jon M Alvarado	1943-04-06	—	4313673759	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-58169	TPA	Bruce Jones	1974-06-19	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51047	TPA	Philip Marshall	1939-03-28	—	—	7863 Washington St, Phoenix, AZ, 85083	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-57291	TPA	Gregory Hayes	1975-07-20	—	—	1498 Forest Ave, Minneapolis, MN, 55452	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-52733	TPA	Luis Nguyen	1977-04-15	—	—	7453 Market St, Orlando, FL, 32833	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-54628	TPA	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN, 37244	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-56988	TPA	Arthur Kim	1948-09-28	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59597	TPA	Doris Dominguez	2006-04-06	—	—	2312 Canyon Rd, Los Angeles, CA, 90011	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-53626	TPA	Patrick Gibson	1993-10-06	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-64118	TPA	Kim Samuel	1969-07-22	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55524	TPA	Sean Freeman	1966-03-08	—	3606138729	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-62476	TPA	Bobby Morgan	2005-12-26	—	—	5906 Maple Ave, Fresno, CA, 93738	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54373	TPA	Pamela Hicks	1990-09-04	UHC-20829-55	—	6514 Mountain View Dr, Plano, TX, 75056	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-58335	TPA	Mariana Ferguson	1992-09-24	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52341	TPA	Megan Chavez	2006-02-24	UHC-30373-18	—	1613 Lincoln Way, Las Vegas, NV, 89112	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55741	TPA	Amber Wood	1993-11-26	UHC-35662-31	2122373795	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-62713	TPA	Gabriel Sanders	2006-05-23	—	9645939670	1842 Broadway, Jacksonville, FL, 32249	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-64273	TPA	Arjun Kennedy	1955-04-24	—	5762675777	9731 Washington St, Charlotte, NC, 28205	0.94	Name re-cased Phone reformatted Whitespace trimmed
TPA-50293	TPA	Yuki Berry	1953-01-02	—	9734468767	5752 Lincoln Way, Atlanta, GA, 30354	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-53463	TPA	Alexander Perry	1975-08-25	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52506	TPA	Helen Lynch	1940-04-19	—	—	465 Highland Ave, Fresno, CA, 93721	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-50591	TPA	Deborah Stephens	1998-04-13	UHC-02721-84	8697199417	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51191	TPA	Gary Martin	1975-05-19	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-50926	TPA	Theresa C West	1982-03-22	—	4497337976	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-63436	TPA	Elizabeth Phillips	1968-02-25	UHC-03120-55	3446768297	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-55684	TPA	Nicholas Price	1942-09-03	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-56393	TPA	Diego Boyd	2001-09-23	—	—	6612 Washington St, Columbus, OH, 43294	0.94	Name re-cased State code upper-cased Placeholder values cleared
TPA-51006	TPA	Ethan Daniels	1950-09-26	UHC-99842-56	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-59080	TPA	Kayla Watkins	2001-03-07	—	5038641126	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-51292	TPA	Grace A Elliott	1962-10-24	—	6856820613	9174 Lincoln Way, Denver, CO, 80200	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-52855	TPA	Cheryl Campbell	1989-09-23	—	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-59131	TPA	Sean Garrett	1996-12-05	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54825	TPA	Douglas Cook	1941-12-04	UHC-48330-57	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51565	TPA	Emma Watson	1991-08-15	UHC-67915-09	—	1108 Elm St, Sacramento, CA, 95854	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-52426	TPA	Ahmed Bailey	1978-05-10	UHC-12383-43	3522294154	5091 Broadway, Atlanta, GA, 30310	0.94	Name re-cased Address re-cased Placeholder values cleared
TPA-58189	TPA	Bryan Bowman	1967-06-24	—	—	2395 Lake View Rd, Seattle, WA, 98184	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54946	TPA	Jesse Mejia	2002-02-16	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
TPA-54590	TPA	Albert Henderson	1965-09-27	—	—	—	0.94	Name re-cased Email lower-cased Placeholder values cleared
TPA-60031	TPA	Emily Dominguez	1979-01-14	—	5073243129	1077 River Rd, San Diego, CA, 92120	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-60378	TPA	Evelyn Nunez	1942-04-26	—	3552748662	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57141	TPA	Emily Brown	1943-12-10	UHC-53245-33	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-57140	TPA	Emily Brown	1943-12-10	UHC-53245-33	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51771	TPA	Gabriel C Payne	1954-05-06	—	—	379 Spring St, San Diego, CA, 92184	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-54769	TPA	Ryan Knight	1952-11-19	—	9477738831	8974 Willow Ct, Houston, TX, 77050	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-52655	TPA	Sophia T Graham	1967-09-27	—	4593566569	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
TPA-61431	TPA	Madison Z Rivera	1993-03-13	UHC-70703-07	6864456137	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51227	TPA	Joseph Jordan	1945-09-27	—	—	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
TPA-51840	TPA	Ryan Phillips	1972-03-20	—	—	4535 Market St, Seattle, WA, 98182	0.94	Name re-cased Whitespace trimmed Placeholder values cleared

5,750 rows, page 109 of 115Previous Next