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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-421902	CLM	Alexis Price	1958-09-09	UHC-80433-48	9034940566	1324 Main St, Scottsdale, AZ, 85248	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427243	CLM	Stephen Carter	1945-09-16	—	—	8200 Pine Dr, Tempe, AZ, 85245	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414254	CLM	Brittany Romero	1960-07-06	—	3003642246	1712 Ridge Rd, Dallas, TX, 75267	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419755	CLM	William B Garcia	1954-01-11	UHC-02353-22	—	4474 Highland Ave, San Antonio, TX, 78234	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427962	CLM	Ralph F Harper	2008-03-13	UHC-54586-42	6028804067	—	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
CLM-413889	CLM	Deborah Wang	1948-01-02	—	—	8592 Baseline Rd, Nashville, TN, 37289	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413108	CLM	Kenneth S Perkins	2003-07-24	UHC-16787-95	3046370785	4677 Valley View Dr, Scottsdale, AZ, 85266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416012	CLM	Carol Garza	1977-02-06	UHC-96037-74	—	4799 Meadow Ln, Jacksonville, FL, 32214	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418925	CLM	Megan Gomez	1982-11-10	UHC-39159-92	3049657990	7615 Central Ave, Austin, TX, 78762	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427787	CLM	Jennifer T Padilla	1943-06-20	UHC-90521-32	—	8407 Highland Ave Apt 26, Gilbert, AZ, 85213	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-420804	CLM	Elizabeth Bishop	1956-12-27	UHC-78286-67	9679944942	5904 Harbor Blvd Apt 12, Plano, TX, 75067	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
CLM-404557	CLM	Camila S Sanchez	1948-04-06	UHC-10395-56	—	8452 Valley View Dr, Houston, TX, 77074	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423234	CLM	Jeremy Hanson	1950-07-21	—	—	7782 Meadow Ln, Columbus, OH, 43278	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431276	CLM	Jonathn P Jenkins	1961-02-12	UHC-60703-67	—	4566 Mountain View Dr, Nashville, TN, 37279	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-429871	CLM	Ronald Mejia	1977-06-28	—	—	2775 Desert Sky Blvd, Nashville, TN	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
CLM-424010	CLM	Joan Duncan	1993-05-04	UHC-84887-28	—	1439 Park Pl, Houston, TX, 77074	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-428873	CLM	Lucia V Yang	2008-07-06	UHC-92465-76	5184484802	7467 Bayshore Dr, Dallas, TX, 75292	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422467	CLM	Jeremy C Jacobs	1953-11-08	UHC-82894-81	—	—	0.78	Middle initial moved out of first name Name re-cased Date of birth reformatted Whitespace trimmed+1 more
CLM-431648	CLM	Any Hoffman	2004-01-28	UHC-49164-75	—	8112 Meadow Ln, Tampa, FL, 33690	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423389	CLM	Hiroshi Greene	1999-03-25	UHC-44535-99	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406994	CLM	Arthur Hernandez	2003-08-06	UHC-81248-74	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-405283	CLM	Laura Davis	1997-07-10	—	—	1357 Maple Ave, Los Angeles, CA, 90079	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-417602	CLM	Samuel Z Watson	1993-05-12	UHC-80292-19	9305778331	7942 Pine Dr, San Antonio, TX, 78260	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424533	CLM	Bryan Hanson	2007-11-19	UHC-44026-65	5988138737	6628 Church St, Eden Prairie, MN, 55389	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414135	CLM	Daniel I Marshall	1964-11-10	UHC-78984-90	—	7389 Hillcrest Rd, Scottsdale, AZ, 85219	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-404983	CLM	Kaern Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404984	CLM	Kaern Wells	1991-03-06	UHC-21724-15	3663926888	3117 Central Ave, Minneapolis, MN, 55407	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413749	CLM	Gregory Mendez	1947-05-15	—	7043496565	3586 Harbor Blvd, Houston, TX, 77003	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409896	CLM	William Banks	1961-03-01	UHC-68954-36	—	6816 Spring St, Los Angeles, CA, 90031	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416192	CLM	Steven Brooks	1991-05-11	—	3534980855	6614 Camelback Rd, Tampa, FL, 33699	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-417514	CLM	Gloria J Simpson	1956-08-27	UHC-36962-36	—	4897 Oak St, Atlanta, GA, 30301	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415175	CLM	Foster Eric	2000-11-12	UHC-97726-64	—	8358 Meadow Ln, Fresno, CA, 93763	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417883	CLM	Sara Jones	1965-11-04	UHC-75451-48	—	5042 Main St, Columbus, OH, 43243	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401219	CLM	Mateo Snyder	1984-08-13	UHC-26840-16	7647397988	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402568	CLM	Mateo Jackson	1990-04-07	—	—	3971 Lincoln Way, Las Vegas, NV, 89146	0.80	Date of birth reformatted State code upper-cased Gender normalised Placeholder values cleared
CLM-405220	CLM	Nathan X Dixon	1966-02-20	UHC-50338-25	6972138335	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419522	CLM	Peter T Castillo	2007-04-06	—	—	237 Canyon Rd, San Antonio, TX, 78286	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-402704	CLM	Jordan McDonald	2006-11-16	UHC-22206-80	—	8883 Spring St, Jacksonville, FL, 32224	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410255	CLM	Beverly Robinson	1982-01-25	UHC-05141-71	—	9497 Sage Ct, Scottsdale, AZ, 85224	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-409663	CLM	Timothy Welch	1945-03-03	UHC-08254-58	—	7717 Central Ave, Scottsdale, AZ, 85289	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428543	CLM	Powell Annna	1975-05-16	UHC-54475-09	6748540093	1580 Palm Dr, Los Angeles, CA, 90040	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-432258	CLM	Arthur Turner	1996-10-25	UHC-79544-73	—	3704 Mountain View Dr, Gilbert, AZ, 85271	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
CLM-414919	CLM	Jack W Butler	1943-09-03	—	—	3465 Broadway, Orlando, FL, 32833	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401648	CLM	Mariana Hill	1943-09-18	UHC-13011-56	—	9584 Forest Ave, Fresno, CA, 93735	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418428	CLM	Katherine Wells	1960-06-09	UHC-87823-78	7545484572	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-420538	CLM	Marcus Burton	1943-08-27	—	—	2437 Maple Ave, Atlanta, GA, 30371	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420573	CLM	Carl Rivera	1980-12-03	—	3902427961	5451 Grand Ave, Eden Prairie, MN, 55370	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-414959	CLM	Dennis Dunn	1984-08-27	—	—	8612 Central Ave, Fresno, CA, 93783	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-420764	CLM	Joyce Carter	2006-11-01	UHC-28186-60	—	8256 Broadway # 309, Houston, TX, 77067	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-409337	CLM	Joan Gilbert	1995-06-14	UHC-72248-27	2517239798	6266 Valley View Dr, Austin, TX, 78702	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared

10,559 rows, page 127 of 212Previous Next