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-58805	TPA	Emma Gardner	1951-08-19	—	7499549025	6009 Maple Ave, Miami, FL, 33192	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-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-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-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-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-52501	TPA	Terry Snyder	1989-08-09	—	7997296005	—	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+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-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-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-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-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
TPA-57009	TPA	Jordan Bailey	1963-06-28	UHC-61063-87	—	7325 Harbor Blvd, Eden Prairie, MN, 55313	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58809	TPA	Maria Holmes	1944-06-28	—	—	3447 Desert Sky Blvd, Tempe, AZ, 85290	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61567	TPA	Barbara Dunn	2007-01-04	—	4253954487	8620 Cedar Ln, Miami, FL, 33198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54339	TPA	Jose Carter	1996-09-11	—	—	9314 Jefferson Ave, Jacksonville, FL, 32281	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51115	TPA	Russell U Lee	1958-12-22	—	5138234161	3177 Grand Ave, Columbus, OH, 43244	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59898	TPA	Mark Perez	1962-05-13	—	—	8922 Canyon Rd, Los Angeles, CA, 90089	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56325	TPA	Luis Miller	1998-03-25	—	3764862465	6417 Apache Blvd, Fresno, CA, 93795	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61348	TPA	Gerald Mendez	1963-01-11	—	4285249639	4300 Mountain View Dr, Nashville, TN, 37210	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58977	TPA	Victoria Campbell	1950-12-06	—	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58666	TPA	Lisa Y Young	1964-10-21	—	—	2499 Elm St, Fresno, CA, 93777	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51753	TPA	Sophia Dixon	2005-06-24	—	8045851953	6679 Main St, Glendale, AZ, 85349	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57589	TPA	Russell Lucas	1973-06-11	—	—	8307 Indian School Rd, Seattle, WA, 98174	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63506	TPA	Christian Hansen	1941-01-12	UHC-24650-36	7973150547	5586 Church St, Glendale, AZ, 85367	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63661	TPA	Megan Vargas	2001-01-27	—	—	7543 Grand Ave, San Antonio, TX, 78266	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63639	TPA	Karen Young	1971-06-26	UHC-94385-95	—	2949 Hillcrest Rd, San Diego, CA, 92164	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51043	TPA	Beverly Miller	1938-01-27	—	7732412702	7645 Central Ave, San Diego, CA, 92180	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55525	TPA	Thumas Webb	1966-07-03	—	—	5126 Cedar Ln, Scottsdale, AZ, 85220	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more

5,750 rows, page 48 of 115Previous Next