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-409441	CLM	Cinthia Castro	1981-10-06	—	—	1248 Sunset Blvd, Seattle, WA, 98189	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-423127	CLM	Arthur V Anderson	1982-06-09	—	—	6812 Broadway, Dallas, TX, 75228	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429951	CLM	Frances Hansen	1958-11-10	UHC-28727-85	—	1316 Ocean Ave, Houston, TX, 77016	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-403130	CLM	Aisha A Dixon	1945-08-08	UHC-81067-89	5978343199	4596 Ridge Rd, Sacramento, CA, 95802	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-400163	CLM	Cynthia L Peterson	1984-03-27	UHC-59351-27	2918480003	5694 Central Ave, Nashville, TN, 37227	0.80	State name converted to code Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-407442	CLM	Elijah Aguilar	1996-12-19	UHC-11836-39	2339318889	1294 Sage Ct, Jacksonville, FL, 32292	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401719	CLM	Camila L James	1990-08-22	—	9126168583	5779 Lincoln Way, Charlotte, NC, 28261	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409251	CLM	Patricia Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA, 30354	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-415382	CLM	Geradl N Jmienez	1970-12-07	UHC-02738-67	6312204467	109 Lincoln Way, Eden Prairie, MN, 55331	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-407808	CLM	Jean Burns	1980-05-17	UHC-41583-14	—	1940 Pine Dr, Tucson, AZ, 85777	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413350	CLM	Emma Mendez	1954-05-08	—	2403833741	5770 Indian School Rd, Eden Prairie, MN, 55348	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
CLM-431830	CLM	Russell Rojas	1966-11-19	—	6555818674	1584 Broadway, Houston, TX, 77069	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409502	CLM	Adam Evans	1989-10-10	—	—	812 River Rd, Jacksonville, FL, 32267	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427845	CLM	Bryan Y Mitchell	1999-02-03	—	6647059422	7660 Baseline Rd, Sacramento, CA, 95833	0.80	Phone reformatted State name converted to code Email lower-cased Placeholder values cleared
CLM-402736	CLM	Steven Ortiz	1954-08-10	—	7704076115	7834 Camelback Rd, Jacksonville, FL, 32224	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-421492	CLM	Ralph U Armsrong	1981-07-21	UHC-24998-70	—	8223 Pine Dr, Los Angeles, CA, 90077	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-424821	CLM	White Carol	2000-06-10	UHC-08380-65	8906933858	8205 River Rd, Columbus, OH, 43262	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-404160	CLM	Peter Z Li	1989-06-04	UHC-75872-76	—	4194 Washington St, Minneapolis, MN, 55440	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401674	CLM	Grace M Valdez	2002-08-14	UHC-35478-16	9686821189	2005 Elm St, Jacksonville, FL, 32298	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-423290	CLM	Luis Nunez	1978-02-27	UHC-38456-51	—	967 Bayshore Dr, Tampa, FL, 33601	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412726	CLM	Ann Welch	1990-11-23	UHC-96949-18	5155239476	5773 Grand Ave, Seattle, WA, 98173	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-406403	CLM	Maria Marquez	1967-08-01	UHC-91326-09	3512180185	8371 Spring St, Atlanta, GA, 30325	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419896	CLM	Susan X Bradley	1940-04-18	—	—	9805 Bayshore Dr, Atlanta, GA, 30356	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-428466	CLM	Laura K Hill	1957-03-25	—	9388210323	7256 Union St, Denver, CO, 80274	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-409994	CLM	Jean J Williamson	1954-07-12	UHC-15361-56	—	5902 Apache Blvd, Seattle, WA, 98157	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431692	CLM	Carolyn H Colemaan	1983-04-25	UHC-26718-50	—	9842 Mesa Dr, Miami, FL, 33199	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-402043	CLM	Sctt Shaw	1943-09-25	—	5699184977	663 Market St, Dallas, TX, 75296	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-406170	CLM	Rachel A Scott	1967-02-08	UHC-99400-44	—	6079 Highland Ave, Tucson, AZ, 85785	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402227	CLM	Alice Singh	1984-02-16	—	—	4384 Main St, San Antonio, TX, 78233	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431116	CLM	Sandra I Patel	1950-08-26	UHC-95354-02	5909219151	1517 Park Pl, Nashville, TN, 37249	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-425824	CLM	Kathryn Williams	1970-08-15	—	—	605 Washington St, Eden Prairie, MN, 55370	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-405453	CLM	Raymond O Johnson	1991-01-08	UHC-40216-65	—	6371 Ocean Ave, Sacramento, CA, 95828	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-401210	CLM	Deborah Castro	1946-08-12	—	—	2479 Baseline Rd, Chandler, AZ, 85238	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-419292	CLM	Raymond Ortega	1986-07-21	—	—	6056 Valley View Dr, Chandler, AZ, 85263	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-430947	CLM	Sara Brown	1977-11-21	UHC-51882-45	—	3994 Broadway, Los Angeles, CA, 90068	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413731	CLM	Sara Franklin	1955-09-04	UHC-76769-82	—	3518 Central Ave, Las Vegas, NV, 89141	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-404392	CLM	Bradley Marquez	2003-05-02	UHC-30238-54	—	7375 Lake View Rd, Chandler, AZ, 85254	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-419387	CLM	Shirley Gutierrez	1958-08-13	UHC-95109-52	—	2473 Willow Ct, San Antonio, TX, 78276	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421820	CLM	Vincent W Padilla	1986-01-12	UHC-44861-15	—	1843 Central Ave, San Diego, CA, 92180	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-415901	CLM	Rachal Alen	1990-08-27	UHC-61641-27	—	1261 Lake View Rd, Chandler, AZ, 85284	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-413193	CLM	Jackie Wattson	2005-05-22	UHC-06280-11	5204923549	1973 Cedar Ln, Tucson, AZ, 85733	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-419624	CLM	Logan Jacobs	2008-01-17	—	—	1439 Church St, Gilbert, AZ, 85242	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-425682	CLM	Arjun Jensen	1978-03-02	UHC-55251-35	—	7875 River Rd, Las Vegas, NV, 89115	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-408180	CLM	Lucia Cox	1983-07-14	UHC-14104-68	4206251798	7864 Harbor Blvd, Fresno, CA, 93710	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401185	CLM	Victoria Hawkins	1978-02-12	UHC-25243-57	7876796539	1995 Spring St, Las Vegas, NV, 89155	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-410313	CLM	Donna Hoffman	1998-08-07	—	—	5099 Canyon Rd, Columbus, OH, 43264	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427080	CLM	Sofia U Andrews	1996-02-17	UHC-65628-97	6905613448	377 Spring St, Charlotte, NC, 28218	0.82	Phone reformatted State name converted to code Whitespace trimmed
CLM-410579	CLM	Jack Henderson	1954-06-16	UHC-16606-32	—	5249 Union St, Fresno, CA, 93775	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-406481	CLM	Zachary Q Vega	1949-05-07	—	—	9888 Park Pl, Sacramento, CA, 95847	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427544	CLM	Marilyn Y George	1956-07-01	—	—	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.82	Date of birth reformatted State name converted to code Placeholder values cleared

2,633 rows, page 50 of 53Previous Next