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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23214	PRV	Eryc E Carter	1938-12-19	—	2296744903	9773 Ocean Ave, Sacramento, CA, 95837	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25348	PRV	Jordan Perry	1955-11-17	UHC-77617-54	6209529652	6145 Sunset Blvd, Phoenix, AZ, 85072	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23029	PRV	Joyce Roberts	2007-01-12	—	—	2751 Jefferson Ave, Los Angeles, CA, 90046	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28332	PRV	Aaron Gonzalez	1962-11-03	—	2538912028	9680 Mountain View Dr Apt 38, Seattle, WA, 98103	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-24865	PRV	Melissa Anderson	1981-07-02	—	3276035760	8861 Canyon Rd, Atlanta, GA, 30362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28525	PRV	—Junk	1950-10-06	UHC-31579-16	—	588 Valley View Dr, Jacksonville, FL, 32213	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22191	PRV	Stephanie Bishop	1982-12-17	—	7277018029	5282 River Rd, Las Vegas, NV, 89163	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28628	PRV	Raymond Day	1984-07-02	—	8372569229	227 Elm St Apt 37, Tucson, AZ, 85757	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26151	PRV	Jordan Rose	1980-10-09	UHC-57654-16	8165713463	4464 Lincoln Way, Gilbert, AZ, 85241	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
PRV-20157	PRV	Chrristian Carpenter	1947-09-17	—	4936576516	8062 Canyon Rd, Los Angeles, CA, 90082	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28295	PRV	Grace F Duncan	1999-06-14	UHC-41719-75	5905251892	6527 Harbor Blvd, Orlando, FL, 32879	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21948	PRV	Terry Kelly	1981-02-01	UHC-39031-08	—	2627 Highland Ave, Phoenix, AZ, 85077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20336	PRV	Samuel C Mejia	1960-06-12	—	8023123063	3111 Mesa Dr, Seattle, WA, 98180	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-26062	PRV	Gloria V Johnson	1987-03-02	UHC-44130-97	6965214868	3218 Hillcrest Rd # 876, Orlando, FL, 32826	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27788	PRV	Bryan Gibson	1951-10-22	—	8646557342	7359 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23397	PRV	Natalie Fernandez	1950-09-17	—	4152030125	9177 Hillcrest Rd, Houston, TX, 77033	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-29190	PRV	Christina Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave, Austin, TX, 78763	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24947	PRV	Albert Stephens	1949-04-17	—	2676682075	2513 Lake View Rd # 406, Seattle, WA, 98163	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26291	PRV	Abigail Cunningham	1938-09-28	—	8772953074	4046 Oak St, Tampa, FL, 33663	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-26106	PRV	Stephanie Ross	1998-02-27	—	4375058933	504 Sunset Blvd, Austin, TX, 78795	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-21033	PRV	Sarah M Alvarado	1963-04-16	—	2095581648	6407 Grand Ave, Orlando, FL, 32893	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28943	PRV	Nancy Carpenter	1980-06-07	—	6596643853	7629 Ocean Ave # 426, Dallas, TX, 75246	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22895	PRV	Stephen A Harrison	1963-08-13	—	8294007719	5551 Grand Ave, Seattle, WA, 98188	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20272	PRV	Jante Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22653	PRV	Eugene Colins	2005-05-18	UHC-77997-41	8643502892	1653 Highland Ave, Tempe, AZ, 85221	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29293	PRV	Brittany Diaz	1969-02-18	—	4036052054	242 Harbor Blvd, Tempe, AZ, 85247	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27417	PRV	Debra Garza	1968-12-21	—	2958022764	6122 Highland Ave, Austin, TX, 78756	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27481	PRV	Victoria Wallace	1984-12-10	—	—	2975 Cedar Ln, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28790	PRV	Billy Adams	2006-06-17	UHC-87978-84	8629786626	3663 Mountain View Dr, Charlotte, NC, 28274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29444	PRV	Cheryl Obrien	1938-08-14	UHC-58364-11	7489356743	7836 Union St, Chandler, AZ, 85253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28641	PRV	Maria Rose	1969-09-16	—	7594134013	1103 Sunset Blvd, Seattle, WA, 98123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27062	PRV	Wallace I Sara	1992-04-20	—	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29451	PRV	Daniel Washington	1997-03-02	—	7026623300	9153 Jefferson Ave, Denver, CO, 80226	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20629	PRV	Charles Chavez	1988-04-02	—	8097346366	3476 Lake View Rd, Fresno, CA, 93753	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27099	PRV	Edward George	1983-06-17	UHC-36356-27	—	3180 Elm St, Austin, TX, 78742	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-24133	PRV	Ferguson Lori	2006-08-26	UHC-87498-51	2849026276	2459 Highland Ave, Glendale, AZ, 85352	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22331	PRV	Ann Wilson	1979-12-03	UHC-99469-90	7255666084	1701 Main St, Miami, FL, 33144	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27866	PRV	Chriistian Patel	1995-02-19	—	2496531835	1065 Maple Ave, Atlanta, GA, 30358	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25983	PRV	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St, San Antonio, TX, 78273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20085	PRV	Christine Salazar	1973-11-05	—	9447804785	7127 Sunset Blvd # 559, Plano, TX, 75020	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21014	PRV	Edward Edwards	1947-11-16	—	7967009305	3370 Baseline Rd, Jacksonville, FL, 32231	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27817	PRV	Jordan Walker	1988-02-19	UHC-96381-04	2524509237	3465 Union St, Columbus, OH, 43291	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-20109	PRV	Charlie Willis	1954-04-17	UHC-75469-91	—	2631 Lincoln Way, Austin, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-21205	PRV	Maria Warren	1940-06-28	—	—	4096 Canyon Rd, Fresno, CA, 93708	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25243	PRV	Eugene Graham	2004-10-26	—	2742530457	1088 Maple Ave, Fresno, CA, 93725	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-24363	PRV	Elizabeth George	1960-05-24	UHC-90127-83	6874665661	2879 Sunset Blvd, Chandler, AZ, 85210	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24929	PRV	Carlos Ford	1973-06-22	UHC-51499-08	8544796446	3488 Palm Dr, Tucson, AZ, 85712	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22008	PRV	Marilyn Peters	2008-04-10	UHC-57980-91	—	9318 Elm St, Plano, TX, 75046	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27559	PRV	Angela Gonzalez	1964-02-05	—	2923059509	1263 Meadow Ln, Tempe, AZ, 85255	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25830	PRV	Jennifer Russell	2003-03-03	UHC-52480-15	2147576362	8600 Ridge Rd, Chandler, AZ, 85287	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

5,467 rows, page 26 of 110Previous Next