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 “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
CLM-425615	CLM	Andra McDonald	1964-07-03	UHC-21538-62	5134624801	323 Mountain View Dr # 112, Columbus, OH, 43281	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-401612	CLM	Joan Hunt	1981-01-04	—	—	4579 Central Ave, Tampa, FL, 33617	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409294	CLM	Stephanie B Hamilton	1963-09-04	—	4293329333	6214 Baseline Rd, Columbus, OH, 43244	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403865	CLM	Megan Richardson	—	UHC-70659-16	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-411882	CLM	Ahmed D Hicks	1956-08-28	—	—	6618 Lincoln Way # 451, Sacramento, CA, 95893	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-409996	CLM	Charlotte G Larsno	1991-02-27	—	6169617997	7747 Pine Dr, Charlotte, NC, 28266	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-408201	CLM	Theresa Torres	1990-03-18	—	—	4431 Highland Ave, San Antonio, TX, 78202	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-411461	CLM	Carl X Montgomery	1962-08-11	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428194	CLM	Adam Obrien	1982-04-02	UHC-58333-51	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-426277	CLM	Priya Moreno	1980-07-12	UHC-43156-40	9076017066	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428149	CLM	Joseph Jimenez	—	—	—	9058 Camelback Rd, Tempe, AZ, 85244	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-428322	CLM	Santiago Warren	1989-01-17	UHC-28156-54	—	5906 Pine Dr, Glendale, AZ, 85305	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418867	CLM	Matthew Nunez	1969-05-13	—	—	7656 Washington St, Houston, TX	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-411464	CLM	Austin Padilla	1938-07-03	UHC-50622-97	5313303332	2950 Desert Sky Blvd, Chandler, AZ, 85266	0.80	Name re-cased Street suffix standardised Address re-cased State code upper-cased
CLM-418535	CLM	Russell Bown	—	UHC-59359-98	—	654 Forest Ave, Orlando, FL, 32804	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-412499	CLM	Dennis Dunn	1984-02-25	UHC-21945-46	—	4708 Valley View Dr, Tucson, AZ, 85718	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-400558	CLM	Mateo B Espinoza	1979-03-21	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-415751	CLM	Henry Walsh	1949-08-27	UHC-89689-34	—	7903 Meadow Ln, Gilbert, AZ, 85277	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420450	CLM	Aaron Andrews	1995-07-06	UHC-11785-20	—	4074 Central Ave, Charlotte, NC, 28269	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424374	CLM	Maria Bowman	1966-12-13	—	5894314577	6396 Indian School Rd, Eden Prairie, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-423310	CLM	Janet Dixon	2007-10-04	UHC-08041-77	5878681208	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-428150	CLM	Jacob Peters	1949-04-11	UHC-65583-84	—	1162 River Rd, San Antonio, TX, 78258	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-407328	CLM	Jordan Harris	1951-12-25	UHC-98759-35	2596461176	1233 Forest Ave, Las Vegas, NV, 89120	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-417966	CLM	Sofia Ramirez	1976-11-13	—	—	8190 Camelback Rd, Jacksonville, FL, 32240	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408843	CLM	Sophia W Morrison	1992-10-17	UHC-12669-51	—	1780 Bayshore Dr, Tampa, FL, 33663	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428848	CLM	Sandra Warren	2007-04-17	UHC-83181-36	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432214	CLM	Alexis Nunez	1962-05-04	UHC-93711-09	—	9582 Grand Ave, Denver, CO, 80210	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-406666	CLM	Randy I Lawrence	1981-01-02	—	—	8287 Highland Ave, Glendale, AZ, 85316	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405614	CLM	Jack Ortyz	1957-12-15	UHC-23081-51	—	8618 Elm St, Mesa, AZ, 85234	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-426654	CLM	Joseph S Flores	1958-02-10	—	—	5047 Sage Ct, Phoenix, AZ, 85044	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-415779	CLM	Emma Rojas	2008-10-11	UHC-27356-85	6893282164	1920 Spring St, Las Vegas, NV	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-421698	CLM	Nicole Kennedy	1940-09-26	UHC-06272-41	5347483356	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423394	CLM	Grace Davis	1944-10-19	UHC-06537-09	—	7504 Ridge Rd, Austin, TX, 78794	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412165	CLM	Nancy N Burton	—	—	7357737778	3984 Lake View Rd, Scottsdale, AZ, 85221	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-412747	CLM	Nicole Weber	2008-04-01	—	2263003086	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-411411	CLM	Kelly Wheeler	1975-11-17	—	9579872902	4067 Washington St, Orlando, FL, 32855	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-430967	CLM	Frank Wright	1955-11-03	—	—	9434 Ocean Ave, Houston, TX, 77031	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-425276	CLM	Mary Gomez	1947-11-22	UHC-06532-60	5134303807	8201 Baseline Rd, Gilbert, AZ, 85244	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-411808	CLM	Douglas Jackson	2007-04-04	UHC-53621-80	4813251547	9299 Indian School Rd, Scottsdale, AZ, 85252	0.80	Name re-cased Two-digit birth year Phone reformatted State code upper-cased
CLM-423278	CLM	Maria B Clark	1949-12-07	UHC-75430-55	—	8006 Apache Blvd, Columbus, OH, 43289	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424960	CLM	Jesse Weaver	1958-11-12	UHC-76848-80	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-409591	CLM	Olivia Thomas	1966-01-14	UHC-31622-35	—	9328 Sage Ct, Plano, TX, 75006	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408874	CLM	Helen Washington	1984-09-11	UHC-71648-01	—	7200 Sunset Blvd, Atlanta, GA, 30381	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428650	CLM	Mason Arnold	1955-06-19	UHC-61970-31	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409480	CLM	Kyle Li	1946-05-20	—	—	1871 Ocean Ave, Charlotte, NC, 28217	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-418854	CLM	Omar E Stone	1967-10-01	UHC-51318-37	—	144 River Rd, Los Angeles, CA, 90007	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403178	CLM	Joe Stephens	1975-03-11	—	3118285793	302 Church St, Columbus, OH, 43237	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-405938	CLM	Francces Anderson	1976-02-05	UHC-49348-09	—	7806 Market St, Dallas, TX, 75260	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403011	CLM	Dennis Nguyen	2000-08-27	UHC-55252-88	9455656377	2025 Willow Ct, Nashville, TN, 37224	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432212	CLM	Paul D Alvarado	1972-12-07	UHC-77051-61	—	1241 Church St, Tucson, AZ, 85754	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

13,120 rows, page 177 of 263Previous Next