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-420045	CLM	Isabella Wallace	1955-09-12	—	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431712	CLM	Nathan Gomez	1963-01-06	UHC-24011-85	3333381642	7774 Broadway, Charlotte, NC, 28237	0.80	Name re-cased Phone reformatted State name converted to code 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-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-405789	CLM	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405790	CLM	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412812	CLM	Christian T Spencer	1998-03-06	UHC-79262-67	—	2485 Highland Ave, Seattle, WA, 98192	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431266	CLM	Priya Fernandez	2007-10-11	—	9449883064	595 Elm St, Atlanta, GA, 30305	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412768	CLM	Susan Cunningham	1972-05-03	UHC-54309-49	—	1351 Baseline Rd, Gilbert, AZ, 85266	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417738	CLM	Gregory Lopez	1942-03-15	UHC-33423-97	2759252106	9239 Market St, Charlotte, NC, 28231	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-428723	CLM	Christina Harris	1967-08-06	—	—	4422 Palm Dr, Denver, CO, 80253	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-401261	CLM	Nancy Delgado	1969-01-08	UHC-59285-16	—	6958 Park Pl, Orlando, FL, 32816	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410305	CLM	Jose Ross	2005-07-10	UHC-02279-47	9205245106	477 Willow Ct, Austin, TX, 78727	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-416392	CLM	Eric Schmidt	1944-11-23	UHC-94650-89	—	2124 Forest Ave, Sacramento, CA, 95829	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411466	CLM	Nicole K Elliott	1954-07-08	UHC-60817-81	—	2392 Spring St, Tucson, AZ, 85744	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
CLM-406848	CLM	Abby Mason	2003-07-27	—	—	4544 Forest Ave, Jacksonville, FL, 32234	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407571	CLM	Elizabeth Hawkins	1978-04-17	UHC-09375-66	—	8066 Palm Dr, Gilbert, AZ, 85229	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-402706	CLM	Russell Berry	1984-01-22	—	—	7812 Lincoln Way, Las Vegas, NV, 89130	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-415040	CLM	Danielle F Kelley	2003-01-07	—	9042489215	3285 Forest Ave, Fresno, CA, 93715	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432333	CLM	Larry Fields	1966-04-23	UHC-55456-32	—	7205 Broadway, Miami, FL, 33100	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418635	CLM	Sopphia Tran	1957-12-07	—	4529664935	5582 Ocean Ave, Glendale, AZ, 85303	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-418659	CLM	Sam Grhaam	1999-05-06	UHC-97254-51	—	2511 Valley View Dr, Phoenix, AZ, 85045	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-428560	CLM	Samuel Medina	1943-08-15	—	—	1746 Grand Ave, Sacramento, CA, 95807	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421871	CLM	Maria Mejia	1995-03-27	—	5916611923	5526 Spring St, Mesa, AZ, 85227	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-417433	CLM	Vitoria Hamilton	1974-09-06	—	—	1611 Spring St, Las Vegas, NV, 89162	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409170	CLM	Sophia Patterson	1968-12-23	—	2327194960	6635 Church St, Jacksonville, FL, 32284	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-411358	CLM	Rebecca J Armstrong	1938-03-22	UHC-19886-09	3043019958	5018 River Rd, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-418391	CLM	Mary Fuller	1963-10-05	UHC-43878-46	—	6246 Church St, Sacramento, CA, 95834	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-424619	CLM	Theresa Wagner	1949-12-07	UHC-14843-25	—	3153 Lake View Rd, Tucson, AZ, 85785	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
CLM-410368	CLM	Aaron M Larson	1995-06-15	UHC-25525-72	4393493046	7090 Union St, Minneapolis, MN, 55418	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-414744	CLM	Dennis I Ruiz	1997-01-21	UHC-60808-71	—	6950 Palm Dr, Las Vegas, NV, 89199	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-412577	CLM	Joe Ford	1978-09-19	—	—	1902 Highland Ave, Chandler, AZ, 85201	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421554	CLM	Virginia N Schmidt	1967-09-09	UHC-83823-87	—	9250 Forest Ave, Seattle, WA, 98146	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-412162	CLM	Deborah Harper	1973-09-28	—	—	4799 River Rd, Charlotte, NC, 28291	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429377	CLM	Beverly R Howell	1988-10-22	UHC-53616-93	—	5331 Mesa Dr, Tampa, FL, 33624	0.80	Name re-cased State name converted to code Email lower-cased Whitespace trimmed
CLM-430539	CLM	Judy Knight	1974-06-02	UHC-96312-92	—	277 Spring St, Austin, TX, 78718	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-421569	CLM	Valentina Pattel	1943-04-05	UHC-58567-46	5195039657	9493 Canyon Rd, Seattle, WA, 98115	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-423549	CLM	Paul Gilbert	1976-03-18	UHC-92318-12	—	3615 Apache Blvd, Orlando, FL, 32890	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410599	CLM	Paul Bailey	1947-01-06	—	—	2994 Pine Dr, Las Vegas, NV, 89146	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-421387	CLM	Katherine Griffin	1992-02-17	—	—	8963 Lincoln Way, Chandler, AZ, 85224	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-422388	CLM	Angela Burton	1988-07-08	UHC-28844-31	6036119592	6571 River Rd, Orlando, FL, 32886	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
CLM-407416	CLM	Emma Myes	2005-11-14	UHC-94234-71	—	1779 Oak St, Sacramento, CA, 95877	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431128	CLM	Saarh Hamilton	1963-02-16	—	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.80	Date of birth reformatted Phone reformatted State name converted to code Plan code upper-cased
CLM-418551	CLM	Eric Bailey	1989-07-10	UHC-12608-31	6162170791	9184 Highland Ave, Tampa, FL, 33676	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426703	CLM	Jordan Taylor	1974-02-22	UHC-73953-94	2359329202	7853 Market St, Atlanta, GA, 30316	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-413935	CLM	Sharon Scott	1977-06-19	UHC-18523-72	—	7146 Cedar Ln, Scottsdale, AZ, 85214	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409930	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
CLM-413359	CLM	Ronald Padilla	2001-08-28	—	—	6044 Broadway, Eden Prairie, MN, 55370	0.80	Address re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432573	CLM	Julie Medina	2004-05-05	UHC-60078-04	—	7323 Apache Blvd, Austin, TX, 78743	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-426023	CLM	Dorothy Fisher	1990-08-05	—	8167397449	9204 Apache Blvd, Los Angeles, CA, 90036	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared

2,633 rows, page 47 of 53Previous Next