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 “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
CLM-432329	CLM	Carlos R Walker	1987-12-15	UHC-39806-08	5453381271	9720 Ocean Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407606	CLM	Richard Q Washington	2006-06-16	UHC-88336-76	5408400677	8427 Camelback Rd, Glendale, AZ, 85357	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432622	CLM	Jacqueline X Rogers	1972-07-03	UHC-40625-48	9178587586	8721 Ridge Rd, Scottsdale, AZ, 85297	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429664	CLM	Shirley Q Rojas	1966-01-02	—	—	4695 Indian School Rd, Fresno, CA, 93760	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-405551	CLM	Ryan K Bailey	1966-12-17	UHC-26020-38	7466743797	7468 Indian School Rd, Minneapolis, MN, 55493	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409947	CLM	Mason McDonald	2003-08-20	UHC-59502-09	—	2210 Cedar Ln, Atlanta, GA, 30379	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426077	CLM	Lauren Peters	1984-07-16	UHC-23575-28	—	1420 Oak St, Glendale, AZ, 85392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-422473	CLM	Sean Gardner	1964-07-20	UHC-33476-72	7313075480	9447 Lake View Rd, Seattle, WA	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
CLM-418767	CLM	Sean Reynolds	1989-10-25	UHC-33152-78	5782881671	7232 Broadway, Charlotte, NC, 28298	0.62	Name re-cased Phone reformatted Address re-cased State name converted to code+3 more
CLM-414293	CLM	Camila I Ortiz	2008-06-21	—	3833706828	8674 Cedar Ln, Houston, TX, 77047	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-428484	CLM	Carol C King	1986-01-28	—	2513178594	854 Lake View Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429274	CLM	Howard Joyce	1969-01-06	—	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414863	CLM	Gloria D Ramirez	2008-09-21	—	6735669244	6554 Highland Ave, Seattle, WA, 98133	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431310	CLM	Dana L Ramos	1986-05-16	UHC-53674-02	4282570259	3376 Sunset Blvd, Los Angeles, CA, 90058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404549	CLM	Teresa Washington	1954-06-04	—	2638790736	7191 Church St, San Antonio, TX, 78279	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414269	CLM	Betty Pena	1953-10-03	UHC-15755-28	5886663083	8194 Maple Ave Apt 5, Nashville, TN, 37272	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-407234	CLM	Sean Bowman	1957-05-18	UHC-27509-22	—	4985 Canyon Rd, Austin, TX, 78724	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404327	CLM	Ana R Banks	1968-01-12	UHC-34703-52	—	5264 Elm St, Minneapolis, MN, 55474	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-430605	CLM	Patrricia Dunn	1939-09-19	—	—	9685 Camelback Rd, Miami, FL, 33169	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404103	CLM	Chris Park	1989-05-03	UHC-85719-74	8203435933	2104 Market St, Scottsdale, AZ	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-415501	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	—	2824 Valley View Dr, Jacksonville, FL, 32252	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-420385	CLM	Beverly Payne	2004-06-27	—	2772214739	5544 Mountain View Dr, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402200	CLM	Rebecca Sandoval	1971-06-04	UHC-77395-37	3009172124	7321 Pine Dr, Eden Prairie, MN, 55362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410107	CLM	Sara F Padilla	1982-02-02	—	5183584426	7342 Spring St, Glendale, AZ, 85369	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428696	CLM	Joyce Hanson	1963-01-25	UHC-16292-82	—	7610 Mountain View Dr, Plano, TX, 75019	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411630	CLM	Larry Morrison	1999-12-14	UHC-07583-42	4582223819	8003 Canyon Rd, Sacramento, CA, 95871	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402347	CLM	Alexander Munoz	1998-07-01	UHC-78751-46	—	626 Maple Ave # 308, Austin, TX, 78742	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-412529	CLM	Jason Gutierrez	1971-06-19	UHC-26533-02	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421168	CLM	Priya T Ortega	1998-10-25	UHC-14105-31	4057265347	2401 Park Pl, Charlotte, NC, 28297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424256	CLM	Kimberly Jimenez	1952-12-05	UHC-97816-87	—	9412 Ocean Ave, Denver, CO, 80249	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420189	CLM	Wei Gomez	2005-03-13	UHC-05045-78	—	3593 Ocean Ave, Austin, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430849	CLM	Hannah Butler	1987-06-26	UHC-70941-53	8963884504	5044 Union St, San Antonio, TX, 78212	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422091	CLM	Daniel D Sanchez	1968-03-01	—	—	1280 Mesa Dr, Eden Prairie, MN, 55396	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415449	CLM	James Fernandez	1994-08-23	UHC-25043-68	—	8740 Palm Dr, Seattle, WA, 98102	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417228	CLM	Andrea Anderson	1945-09-25	UHC-88955-23	—	1436 Cedar Ln, San Antonio, TX, 78250	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418838	CLM	Jennifer Martinez	1972-10-26	UHC-89803-35	—	7039 Elm St, Minneapolis, MN, 55467	0.62	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-403380	CLM	Deborah Fox	1950-06-06	—	—	1515 Hillcrest Rd, Orlando, FL, 32891	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424154	CLM	Joshua Vasquez	1966-07-05	—	6376371994	9356 Park Pl, Atlanta, GA, 30380	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420376	CLM	Lori V Nichols	1941-10-03	UHC-19429-29	—	8962 Union St, Gilbert, AZ, 85264	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407498	CLM	Peter Fowler	1972-04-02	—	—	646 Willow Ct, Tampa, FL, 33675	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420683	CLM	Billy Ramirez	1964-04-15	UHC-43295-81	—	773 Union St, Charlotte, NC, 28213	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425490	CLM	Amber Baker	1975-02-20	UHC-69086-47	9582958441	8203 Bayshore Dr Apt 23, Austin, TX, 78727	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428775	CLM	Michael Duncan	2004-05-22	UHC-46296-78	—	1692 Central Ave, Charlotte, NC, 28285	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409543	CLM	Stephanie Nichols	1973-03-28	UHC-36102-54	—	6263 Ocean Ave # 311, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-422113	CLM	Gloria Brooks	—	—	3253953961	9448 Cedar Ln, Orlando, FL, 32813	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-410950	CLM	Joseph A Estrada	1977-05-26	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402491	CLM	Barb C McDonald	1983-01-14	UHC-32514-51	—	2086 Washington St, Charlotte, NC, 28227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403136	CLM	Hannah M Aguilar	1973-09-23	—	—	5872 Harbor Blvd, Minneapolis, MN, 55402	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-401617	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-423937	CLM	Gerald Foster	1993-02-26	—	—	8689 Jefferson Ave, Tucson, AZ, 85762	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more

18,771 rows, page 66 of 376Previous Next