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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417747	CLM	Charles Richardson	1963-11-23	UHC-92117-87	—	9013 Highland Ave # 714, Minneapolis, MN, 55483	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-417885	CLM	Betty Patel	1959-02-07	UHC-54842-23	—	1321 River Rd, Charlotte, NC, 28291	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-409698	CLM	Eugene Coleman	1986-01-20	UHC-30788-02	—	9066 Ocean Ave, Austin, TX, 78748	0.52	Name re-cased SSN last four extracted State name converted to code Gender normalised+2 more
CLM-409295	CLM	Stephenie Hamilton	1963-09-04	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432702	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-405184	CLM	Austin Watson	1998-06-16	UHC-30177-94	—	7865 Highland Ave, Minneapolis, MN, 55425	0.52	Name re-cased Two-digit birth year State name converted to code Gender normalised+2 more
CLM-410535	CLM	Ethan Morrison	1978-12-19	UHC-86725-04	4174832668	8293 Harbor Blvd, Fresno, CA, 93715	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427978	CLM	Ruth Jones	1983-03-16	UHC-19292-41	4379921122	5065 Sage Ct, Fresno, CA, 93720	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418270	CLM	Kenneth Sims	1999-06-16	UHC-30731-18	2473060141	392 Indian School Rd, Phoenix, AZ, 85096	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423697	CLM	Ronald West	—	UHC-21226-69	3499013255	1699 Union St, Minneapolis, MN, 55467	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420054	CLM	Teresa Snyder	2006-03-14	UHC-84654-02	—	750 Church St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405160	CLM	Alexis Fox	2007-04-26	UHC-32649-36	—	7627 Indian School Rd Apt 38, Gilbert, AZ, 85200	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-410619	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-411041	CLM	Charlotte I Payne	2005-01-13	—	—	2382 Grand Ave, Glendale, AZ, 85354	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432513	CLM	Harold Pierce	1958-09-17	UHC-59853-76	—	5371 Park Pl, Glendale, AZ, 85370	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425545	CLM	Sophia Foster	1939-02-09	UHC-38274-57	9839074273	7330 Canyon Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423587	CLM	Victoria Herrera	1944-07-22	UHC-21655-74	8346215419	6228 Bayshore Dr Apt 10, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
CLM-429884	CLM	Ann Garrett	1938-12-18	UHC-63615-33	—	5563 Lincoln Way # 379, Houston, TX, 77073	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
CLM-403283	CLM	Judith E Gilbert	1955-10-23	UHC-52805-66	—	7478 Market St, Austin, TX, 78715	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404044	CLM	Robert Wng	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420923	CLM	Naancy Freeman	1991-07-03	UHC-64096-58	—	4919 Sunset Blvd, San Antonio, TX, 78262	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403501	CLM	Lori N Duncan	1965-10-18	UHC-77386-40	8769816175	2740 Oak St, Plano, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-423176	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-408422	CLM	Lauren Roberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-419364	CLM	Sofia Wallace	1989-07-10	—	9516532110	1093 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422657	CLM	Marcus Kelley	1975-06-02	—	—	6515 Elm St, Eden Prairie, MN, 55306	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-424807	CLM	Martha Hart	1992-08-09	UHC-75199-01	—	8285 Oak St, Orlando, FL, 32874	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-419260	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-419259	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-412291	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412290	CLM	Virginia F Ross	1999-07-13	UHC-44106-88	—	6241 Main St, Orlando, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404191	CLM	Logan Elliott	1951-02-03	UHC-52877-90	—	3366 Harbor Blvd, Los Angeles, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426984	CLM	Lucia Ross	1995-11-07	UHC-91262-41	2088196179	1906 Spring St, Charlotte, NC, 28289	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-402641	CLM	Anthony Hoffman	1977-01-02	UHC-25832-74	—	7546 Main St, Mesa, AZ, 85263	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401790	CLM	Walter Harris	1955-10-03	—	—	7654 River Rd, Plano, TX, 75018	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-400539	CLM	Austin Brooks	2003-06-19	UHC-83271-97	—	749 Maple Ave, Tempe, AZ, 85261	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410741	CLM	Anna Scott	1966-07-27	UHC-14025-28	—	2964 Central Ave, Columbus, OH, 43293	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-420712	CLM	Dennis N Ray	1961-07-12	—	—	959 Sunset Blvd, Atlanta, GA, 30368	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427075	CLM	Jack Jordna	1957-07-13	UHC-50049-24	4172964300	6754 Canyon Rd, Columbus, OH, 43278	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418129	CLM	Amber Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429098	CLM	Emily Ramirez	1959-12-05	—	—	2364 Broadway, Tempe, AZ, 85294	0.52	Two-digit birth year Address re-cased State name converted to code Gender normalised+2 more
CLM-415935	CLM	Ben I Dunn	1962-04-25	—	7507349160	3300 Oak St, Eden Prairie, MN, 55319	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419154	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	—	6649 Grand Ave, Jacksonville, FL, 32250	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-431215	CLM	Sophia Daniels	1983-05-06	—	—	9788 Jefferson Ave, Denver, CO, 80275	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414974	CLM	Keith Vasquez	2000-09-04	UHC-43961-56	—	5742 Maple Ave, Columbus, OH, 43299	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-419817	CLM	Doris Elliott	1948-06-26	—	—	7824 Lake View Rd, Chandler, AZ, 85222	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431450	CLM	Anna Weaver	1965-12-26	—	—	400 Forest Ave, Scottsdale, AZ, 85221	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-430864	CLM	Donna Lucas	1972-08-05	UHC-67714-84	3549613361	2603 Camelback Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404361	CLM	Isabella Burns	1948-08-20	UHC-10907-04	—	709 Mountain View Dr, Atlanta, GA, 30397	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more

2,633 rows, page 14 of 53Previous Next