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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429444	CLM	Priya Reyes	1988-07-18	UHC-83218-83	—	3597 Meadow Ln, Sacramento, CA, 95847	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-411632	CLM	Chris Baker	1978-06-18	UHC-00876-55	9758806941	8288 Sunset Blvd, Fresno, CA, 93747	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411633	CLM	Chris Baker	1978-06-18	UHC-00876-55	9758806941	8288 Sunset Blvd, Fresno, CA, 93747	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-422171	CLM	Lori Robinson	1955-05-14	UHC-28139-43	9885457599	1793 Mountain View Dr, Tampa, FL, 33627	0.92	Name re-cased City re-cased Plan code upper-cased Whitespace trimmed
CLM-427363	CLM	Peter S Austin	1976-01-23	—	4504836905	6884 Maple Ave, Gilbert, AZ, 85265	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-420387	CLM	Helen Burns	1966-12-09	UHC-74702-21	3623700721	7004 Lincoln Way, Minneapolis, MN, 55442	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-422164	CLM	Ronald M Edwards	1948-04-08	—	—	3088 Sage Ct, Atlanta, GA, 30363	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-431015	CLM	Christian Daniels	1983-03-19	—	—	3457 Union St, Los Angeles, CA, 90059	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-405879	CLM	Ethan Sullivan	1998-08-16	UHC-35905-45	—	2307 Market St, Nashville, TN, 37224	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411058	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
CLM-416079	CLM	Angela Bailey	1948-09-23	—	—	8818 Lincoln Way, Atlanta, GA, 30327	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407085	CLM	Rlaph Daniels	2001-07-07	UHC-44422-88	6199844511	3822 Sage Ct, Phoenix, AZ, 85082	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-400999	CLM	Arthur Greene	1989-09-25	UHC-22003-20	—	34 Baseline Rd, Seattle, WA, 98180	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-403057	CLM	Kimberly Espinoza	1961-04-10	UHC-60403-35	—	229 Harbor Blvd, Tempe, AZ, 85257	0.92	Name re-cased Date of birth reformatted City re-cased Whitespace trimmed
CLM-409536	CLM	Arjun Walsh	2002-04-19	—	—	2013 Market St, Nashville, TN, 37291	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-416652	CLM	Lori S Gray	2001-05-21	—	—	5591 Valley View Dr, Columbus, OH, 43240	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-411384	CLM	Brandon Vazquez	1956-01-03	UHC-22701-62	6102459596	2328 Elm St, Austin, TX, 78789	0.92	Name re-cased City re-cased Email lower-cased Whitespace trimmed
CLM-432553	CLM	Camila Kelly	1987-05-26	—	6054453867	7640 Cedar Ln, Sacramento, CA, 95824	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-422971	CLM	Jordan Z Oliver	1981-11-21	UHC-96881-31	3197505190	4263 Spring St, Las Vegas, NV, 89178	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-416438	CLM	Anna F Baker	1944-10-27	UHC-10154-58	7227887847	3705 Palm Dr, Chandler, AZ, 85289	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-429508	CLM	Betty Marshall	1957-11-08	—	9419199010	9766 Mesa Dr, Gilbert, AZ, 85212	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-409779	CLM	Pamela K Cooper	1951-09-04	UHC-77721-65	6077037757	9487 Church St, Tampa, FL, 33685	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-412865	CLM	Amber Riley	1998-12-12	UHC-46144-77	—	3250 Forest Ave, Jacksonville, FL, 32236	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-418370	CLM	Brandon Graham	1998-03-03	UHC-81812-78	—	3790 River Rd, Dallas, TX, 75208	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-418203	CLM	Thomas Barnes	1958-12-14	UHC-50248-95	—	4530 Ridge Rd, Plano, TX, 75041	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-410435	CLM	Danielle Wright	1976-04-06	UHC-97894-31	—	4837 Mesa Dr, Dallas, TX, 75281	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-429658	CLM	Watkins Nancy	2000-11-16	UHC-11052-08	—	2027 Mesa Dr, Mesa, AZ, 85204	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-432062	CLM	Carl Rios	2007-05-20	UHC-20090-95	—	180 Meadow Ln, Tucson, AZ, 85762	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-425832	CLM	Anna H Williams	1985-11-05	—	3408108516	2622 Lincoln Way, Sacramento, CA, 95860	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-426309	CLM	Olivia Bailey	1953-08-06	—	9328446998	5702 Canyon Rd, Jacksonville, FL, 32249	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-425197	CLM	Olivia Stevens	1956-03-27	UHC-96381-35	4127724309	6766 Indian School Rd, Seattle, WA, 98105	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-407998	CLM	Jean Watkins	1990-03-21	UHC-72810-50	—	5101 Mountain View Dr, Seattle, WA, 98153	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-427596	CLM	Joe Chapman	1943-05-25	—	—	1155 Indian School Rd, Las Vegas, NV, 89187	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-431957	CLM	Danielle Cruz	1946-12-22	—	8149598680	8974 River Rd, Seattle, WA, 98176	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-414558	CLM	Ashley Alvarado	1992-05-17	UHC-25866-63	5858307848	5400 Washington St, Atlanta, GA, 30377	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
CLM-405128	CLM	Denise Scott	1963-12-28	—	—	184 Cedar Ln, Scottsdale, AZ, 85256	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-423643	CLM	Daniel C Lawrence	1953-09-12	—	—	6349 Church St, Atlanta, GA, 30377	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-425797	CLM	Ruth Wheeler	2007-03-13	UHC-38169-95	—	4468 Cedar Ln, Minneapolis, MN, 55429	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-410064	CLM	Carol Meyer	1997-11-10	UHC-94471-46	6348309702	9186 Broadway, Scottsdale, AZ, 85220	0.92	Date of birth reformatted Address re-cased City re-cased Placeholder values cleared
CLM-423848	CLM	Bradley Daniels	1938-07-26	UHC-73036-62	—	9430 Lincoln Way, Los Angeles, CA, 90046	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
CLM-412255	CLM	Michelle Morales	1967-07-07	UHC-22339-48	6869383019	1321 Washington St, Chandler, AZ, 85278	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414366	CLM	David Sullivan	1983-02-03	UHC-29415-94	8715153745	7143 Palm Dr, Eden Prairie, MN, 55343	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-416670	CLM	Noah W Hall	1946-05-18	UHC-25198-97	5488354315	7972 Forest Ave, Seattle, WA, 98119	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-409750	CLM	Isabella Stephens	1976-12-10	UHC-72948-48	—	8454 Park Pl, Sacramento, CA, 95809	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-403212	CLM	Russell Tucker	1953-03-14	UHC-79982-50	—	7821 Central Ave, Scottsdale, AZ, 85262	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-418916	CLM	Natalie Yang	1988-10-24	—	7062754345	5985 Forest Ave, Atlanta, GA, 30320	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-431034	CLM	Lauren Snyder	1956-08-01	UHC-29407-99	—	4984 Lincoln Way, Chandler, AZ, 85266	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-421949	CLM	Philip O Tucker	1951-04-02	UHC-10045-77	—	8795 Spring St, Glendale, AZ, 85359	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414807	CLM	William Nelson	1969-02-23	UHC-40816-54	4174585752	3672 Main St, San Antonio, TX, 78268	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-430169	CLM	Elijah K Santiago	1991-12-11	UHC-99665-89	—	5365 Hillcrest Rd, Fresno, CA, 93798	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared

5,235 rows, page 96 of 105Previous Next