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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62491	TPA	Bobby Gardner	1994-01-28	—	—	5754 Apache Blvd, Minneapolis, MN, 55491	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51918	TPA	Bradly Marquez	2003-05-02	—	7013052868	7375 Lake View Rd, Chandler, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58915	TPA	Marcus S Wong	1988-04-10	—	8034593381	3182 Union St, Gilbert, AZ, 85211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51911	TPA	Danielle Long	1998-01-10	—	—	105 Ocean Ave, Los Angeles, CA, 90077	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57342	TPA	Danielle Hill	1995-12-09	—	—	1649 Desert Sky Blvd, Orlando, FL, 32812	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58275	TPA	Keith Vaquez	1956-11-01	—	4265038884	1466 Broadway, Plano, TX	0.76	Phone reformatted Address re-cased City re-cased ZIP missing+2 more
TPA-53741	TPA	Vincent J Stevens	1975-10-05	—	—	1528 Baseline Rd, Sacramento, CA, 95845	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52377	TPA	Lucia King	1947-06-23	—	—	1729 Cedar Ln, Seattle, WA, 98174	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59914	TPA	Ryan Harrison	1958-11-16	—	5703612668	2325 Washington St, Atlanta, GA, 30353	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-54424	TPA	Gary Rodriguez	1952-11-10	—	6667442602	1707 Mesa Dr, Chandler, AZ, 85288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55821	TPA	Albert Mendez	1972-10-21	—	3938663302	1232 Desert Sky Blvd, Houston, TX, 77004	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56778	TPA	Juan Franklin	1963-03-08	—	—	5848 Maple Ave, Sacramento, CA, 95870	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50012	TPA	Sara J Contreras	1973-04-10	UHC-46492-52	3284289584	4401 River Rd, Seattle, WA, 98159	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62991	TPA	Kevin Jimenez	1992-11-03	—	—	1553 Desert Sky Blvd, Orlando, FL, 32857	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54480	TPA	Ahed X Diaz	1961-02-13	—	—	608 Main St, Fresno, CA, 93713	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58516	TPA	Katherine M Lucas	1966-07-23	UHC-29115-96	—	6724 Market St, Austin, TX, 78706	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64317	TPA	Jennifer Hoffman	1972-11-17	—	—	6889 Elm St, Minneapolis, MN, 55475	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-52366	TPA	Andrew Burke	1989-01-28	—	3718941853	7038 Bayshore Dr, Austin, TX, 78708	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59393	TPA	Robert Martinez	1988-09-05	—	2873450791	3358 Cedar Ln, Houston, TX, 77053	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54817	TPA	Richard Vasquez	1944-10-03	—	—	8197 Lake View Rd, Plano, TX, 75023	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-59553	TPA	Alan Bradley	1971-09-10	—	4495170482	5458 Oak St, Tampa, FL, 33633	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50014	TPA	Maria S Herrera	1985-06-09	—	7449510445	7559 Pine Dr, Tampa, FL, 33615	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52501	TPA	Terry Snyder	1989-08-09	—	7997296005	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
TPA-60901	TPA	Mara Robinson	1938-05-19	—	4207410329	7834 Apache Blvd, Plano, TX	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
TPA-53080	TPA	Jerry Fields	2007-01-11	—	—	8454 Bayshore Dr, Nashville, TN, 37225	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55444	TPA	Charles Soto	1980-10-08	—	—	833 Jefferson Ave, Eden Prairie, MN, 55352	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51515	TPA	Willie Torres	1979-07-09	—	—	3439 Valley View Dr, Tampa, FL, 33603	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55801	TPA	Roy Smith	1945-01-07	—	—	5453 Market St, Scottsdale, AZ, 85283	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53874	TPA	Gloria V King	1974-01-14	—	5122920811	9840 Spring St, Houston, TX, 77055	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61313	TPA	Priya Dean	1945-05-26	—	6823689397	9490 Central Ave, Tempe, AZ, 85220	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55688	TPA	Gloria Vega	1985-09-07	UHC-96575-04	4667380736	8522 Union St, Plano, TX, 75014	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56566	TPA	Rebecca Bailey	1986-12-20	—	—	1884 Willow Ct, Jacksonville, FL, 32214	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61056	TPA	Russell Rogers	1989-10-26	—	—	2184 Grand Ave, Nashville, TN, 37248	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50181	TPA	Heather Hunt	2001-05-18	—	—	4288 Baseline Rd, Sacramento, CA, 95890	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56255	TPA	John J Lawson	1986-10-27	UHC-24203-26	—	3416 Washington St, Tempe, AZ, 85289	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62652	TPA	Diana Mills	1972-11-19	—	8517641826	7835 Broadway Apt 25, Atlanta, GA, 30342	0.76	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
TPA-52784	TPA	Janice Ellis	1972-04-17	—	—	8233 Valley View Dr, Seattle, WA, 98153	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-58333	TPA	Heather Williamson	1954-09-11	—	9093592363	3052 Valley View Dr, Chandler, AZ, 85241	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50435	TPA	Christian Knight	1939-09-07	—	2884829234	5667 Broadway, San Antonio, TX, 78204	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
TPA-57767	TPA	Mateo Willis	2002-03-22	—	—	9421 Mesa Dr, Atlanta, GA, 30300	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-56296	TPA	Jose Lopez	2001-01-13	UHC-63472-97	4102847568	1260 Elm St, Plano, TX, 75012	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52644	TPA	Douglas Walker	1961-03-24	—	—	4492 Meadow Ln, Sacramento, CA, 95824	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61849	TPA	Deborah Martin	1956-07-01	UHC-52139-04	—	8438 Ridge Rd, Houston, TX, 77077	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-51267	TPA	Chirstine Weaver	1986-04-05	—	2374526083	9496 Lincoln Way, Chandler, AZ, 85269	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58273	TPA	Paul White	1995-03-22	—	—	3950 Elm St, Seattle, WA, 98132	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50512	TPA	Jerry West	2005-09-21	—	—	5719 Willow Ct, Chandler, AZ, 85278	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56759	TPA	Valdez Mariana	1983-11-22	—	9142666728	1961 Apache Blvd, Dallas, TX, 75267	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-57370	TPA	Michael Simmoons	1994-02-27	—	3948378915	3978 Broadway, Houston, TX, 77078	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
TPA-53445	TPA	Aaron Richardson	2005-03-08	UHC-17201-17	6953255626	7110 Indian School Rd, Houston, TX, 77077	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55473	TPA	Bevelry Padilla	1988-12-19	—	6967591907	404 Park Pl, Denver, CO, 80256	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

14,135 rows, page 115 of 283Previous Next