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-62300	TPA	Martha Harvey	1949-05-15	—	—	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-61454	TPA	Julie Moore	2003-01-20	UHC-75274-21	2067241656	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-59163	TPA	Noah Hall	1967-05-02	—	—	8762 Desert Sky Blvd, Tampa, FL, 33644	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-59164	TPA	Noah Hall	1967-05-02	—	—	8762 Desert Sky Blvd, Tampa, FL, 33644	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-56297	TPA	Amber Wright	1939-02-25	—	9256935730	5715 Palm Dr, Tucson, AZ, 85718	0.92	Name re-cased State code upper-cased Email lower-cased Placeholder values cleared
TPA-51692	TPA	Steve Q Scott	1943-08-22	UHC-90161-54	7923482814	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55058	TPA	Madison White	1993-09-10	—	—	6260 Church St, Atlanta, GA, 30360	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-62838	TPA	Russell Morrison	1952-07-14	—	—	6556 Spring St, Houston, TX, 77089	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-58420	TPA	Collins Jecob	1975-08-04	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58252	TPA	Pamela Sims	2003-07-07	—	6417452159	6354 Bayshore Dr, Los Angeles, CA, 90064	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-54354	TPA	Kle Taylor	2006-05-28	—	7039513758	8390 Market St, Tampa, FL, 33671	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
TPA-57193	TPA	Keith Hart	1964-11-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59598	TPA	Olivia Duncan	1978-10-22	—	3723305599	5226 Baseline Rd, Tampa, FL, 33646	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56174	TPA	Judith Foster	1972-07-03	—	—	6667 Elm St, Dallas, TX, 75243	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-51796	TPA	Zechary Luna	1949-03-04	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53642	TPA	Lisa Morris	1996-08-12	—	2968291428	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56637	TPA	Marthha Rogers	1942-10-09	UHC-97687-25	7048212313	7733 Jefferson Ave, San Antonio, TX, 78213	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-53149	TPA	Ana Price	1949-12-07	—	5512031933	605 Broadway, Jacksonville, FL, 32257	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-59090	TPA	Kelly F Johnston	1938-07-09	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62421	TPA	James V Hunt	1968-06-25	—	—	9300 Broadway, Eden Prairie, MN, 55394	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62422	TPA	James V Hunt	1968-06-25	—	—	9300 Broadway, Eden Prairie, MN, 55394	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51388	TPA	Alice T Black	1953-05-07	—	3579543916	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56225	TPA	Estrada Walter	1990-03-23	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56298	TPA	Joey Nunez	1942-07-07	—	—	219 Broadway, San Antonio, TX, 78264	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
TPA-59112	TPA	Caarlos Dean	1907-08-04	—	2114532730	1314 Grand Ave, Minneapolis, MN, 55406	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52757	TPA	William Stewart	1976-08-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-59476	TPA	Donald Stewart	2000-07-06	—	2256334194	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-62283	TPA	Michelle Harper	1952-04-17	—	—	3693 Union St, Plano, TX, 75080	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-62519	TPA	Frances Berry	1968-02-08	UHC-64195-37	2047033326	384 Highland Ave, Minneapolis, MN, 55406	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54819	TPA	Cook Laura	2002-07-27	—	4072963645	740 Harbor Blvd, Chandler, AZ, 85253	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
TPA-55233	TPA	Valentina Carr	1981-10-14	—	2293409192	1326 Elm St, Chandler, AZ, 85298	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54419	TPA	Aisha Chen	1944-10-03	—	—	5831 Sage Ct, Sacramento, CA, 95808	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64137	TPA	Joshua A Griffin	1945-12-20	—	—	473 Valley View Dr, Orlando, FL, 32851	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50637	TPA	Kayla Sims	1987-05-14	—	—	7655 Washington St, Atlanta, GA, 30371	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55141	TPA	Adam Alvarado	1941-02-23	—	5938996010	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53776	TPA	Aisha Garza	2000-11-19	—	—	6081 Sunset Blvd, Gilbert, AZ, 85255	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-54562	TPA	Anna C Dunn	1979-05-15	—	2574782374	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-58032	TPA	William Weaver	1971-07-06	—	—	2512 Church St, Houston, TX, 77015	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56947	TPA	Camila A Marshall	1956-12-09	—	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-50610	TPA	Scott Evans	1939-08-08	UHC-99603-38	7517417209	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58076	TPA	Teresa Yang	2006-01-17	UHC-39400-12	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50733	TPA	Carl King	1958-02-06	UHC-56378-01	—	6441 Mesa Dr, Houston, TX, 77050	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-53114	TPA	Valentina Wheeler	1944-03-26	—	4327964908	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58832	TPA	Margaret Bailey	1954-01-26	—	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
TPA-51173	TPA	Lucia L Gonzales	1955-04-17	—	3995271271	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-61919	TPA	Barb O Pierce	1952-03-18	—	—	9542 River Rd, Houston, TX, 77051	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62549	TPA	Juan Wright	1992-08-07	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-62199	TPA	Gary Jordan	2005-01-08	UHC-93960-98	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50112	TPA	Charlotte Ortyz	2002-10-16	—	—	7944 Canyon Rd, Columbus, OH, 43239	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-59571	TPA	Isabella P Santos	1985-12-02	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

5,750 rows, page 93 of 115Previous Next