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-400155	CLM	Justin Espinoza	1972-09-14	UHC-99989-03	—	2598 Elm St Apt 32, Eden Prairie, MN, 55317	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-410566	CLM	Christine Gonzales	1943-05-07	—	—	1128 Valley View Dr, Miami, FL, 33127	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-431719	CLM	Mari Armstrong	1955-12-24	—	6129422657	9894 Ocean Ave # 688, Jacksonville, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-431720	CLM	Mari Armstrong	1955-12-24	—	6129422657	9894 Ocean Ave # 688, Jacksonville, FL	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-417470	CLM	Tyler Henry	1986-08-10	UHC-53217-87	—	3742 Palm Dr, Nashville, TN, 37277	0.34	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+5 more
CLM-416705	CLM	Logan Wilson	1998-01-09	UHC-97610-18	8814440387	2659 Ocean Ave, Orlando, FL	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-401433	CLM	Sophia Pierce	—	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
CLM-406783	CLM	Andrew Crawford	1944-10-27	UHC-51292-90	—	5392 Grand Ave # 770, Tempe, AZ	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-407333	CLM	Julie Carroll	1974-10-14	UHC-17928-78	5768387250	456 Pine Dr # 471, Glendale, AZ, 85388	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-405802	CLM	Harold V Reynolds	1985-09-02	UHC-89498-76	—	7204 Bayshore Dr, Tampa, FL, 33604	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-416557	CLM	Mei Le	—	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
CLM-407124	CLM	Sandra Guzman	2007-11-26	UHC-35500-64	—	7954 Desert Sky Blvd, Houston, TX, 77083	0.34	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+5 more
CLM-419511	CLM	Katherine Black	1963-12-18	UHC-81943-57	—	6907 Elm St, Eden Prairie, MN	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-418159	CLM	Valentina Olson	1955-12-12	—	4943939026	5864 Highland Ave, Houston, TX	0.34	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-426712	CLM	Tereza D Cunningham	—	—	—	981 Willow Ct Apt 24, San Diego, CA, 92163	0.36	Name re-cased Date of birth missing SSN last four extracted Unit split from street+4 more
CLM-409953	CLM	Aaron Hicks	1974-03-26	UHC-68928-73	—	6607 Desert Sky Blvd, Eden Prairie, MN, 55313	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-432787	CLM	Deborah N Rose	1955-02-05	—	—	9124 Baseline Rd, San Diego, CA, 92136	0.36	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
CLM-419499	CLM	Mason I Bowman	1979-05-22	—	—	5011 Spring St, Fresno, CA	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-419956	CLM	Joshua F Jenkins	1989-04-19	UHC-51257-13	3484544578	7462 Maple Ave # 588, Gilbert, AZ, 85241	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-422246	CLM	Megan Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 156, San Antonio, TX, 78243	0.36	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+4 more
CLM-405534	CLM	Riley Judith	1985-11-28	—	—	2484 Valley View Dr, Columbus, OH	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-416615	CLM	Noah Turner	1949-03-28	—	9412898050	441 Palm Dr Apt 37, Chandler, AZ, 85287	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-423163	CLM	Carolyn Wood	1988-03-10	UHC-07649-64	6736242975	900 Union St Apt 21, Charlotte, NC	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-415506	CLM	Debra Stone	1984-04-14	—	3433846337	1874 Maple Ave, Atlanta, GA	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-414323	CLM	Heather Nelson	1950-11-11	UHC-40310-14	3584197871	7856 Jefferson Ave, Houston, TX	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-420293	CLM	Christian Lopez	1953-01-23	—	3562728870	2080 Ocean Ave, Las Vegas, NV, 89141	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-401890	CLM	Olivia Peterson	—	UHC-82814-76	—	2619 Union St, Phoenix, AZ, 85001	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-431972	CLM	Stephens Ethan	1980-08-04	UHC-27099-22	3709510533	9299 Forest Ave # 210, Fresno, CA	0.36	Name re-cased Phone reformatted Unit split from street State name converted to code+4 more
CLM-404341	CLM	Dennis Murhy	1974-07-05	UHC-83602-05	—	8539 Oak St Apt 18, Minneapolis, MN, 55417	0.36	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-413539	CLM	Keith Woods	1954-03-22	UHC-83597-46	2623073328	8189 River Rd # 873, Denver, CO, 80224	0.36	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-432423	CLM	Kayla Roberts	1945-04-24	—	6387169774	7104 Main St # 640, Mesa, AZ, 85254	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-418425	CLM	Kathryn Henderson	2006-01-19	UHC-99531-61	—	3638 Pine Dr, Sacramento, CA, 95892	0.36	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
CLM-428142	CLM	Virginia I Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
CLM-425279	CLM	Eric Perry	1951-06-01	UHC-55847-91	9343538171	9175 Elm St # 991, Dallas, TX	0.36	Name re-cased Phone reformatted SSN last four extracted Unit split from street+4 more
CLM-409458	CLM	Tim Perez	1940-01-24	UHC-45125-91	—	3824 Oak St, Miami, FL	0.36	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
CLM-429586	CLM	Dylan B Yang	—	UHC-03495-85	—	5592 Lake View Rd, Tucson, AZ, 85758	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-400196	CLM	Andrea Mendoza	—	—	—	3821 Willow Ct, Denver, CO	0.36	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-410572	CLM	Jessica Y Matthews	1962-01-06	UHC-00779-91	—	479 Willow Ct, Scottsdale, AZ, 85210	0.36	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+4 more
CLM-419609	CLM	Isabella Wood	1988-12-17	—	—	7613 Willow Ct, Denver, CO, 80218	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-424864	CLM	Ashley Cox	1973-08-17	UHC-39698-83	8019172376	4384 Spring St, Denver, CO	0.36	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-411044	CLM	Mei M Hudson	1961-05-03	UHC-21510-91	—	6252 Ocean Ave, Tampa, FL	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year City re-cased+4 more
CLM-426103	CLM	Diana V Walker	1939-03-20	UHC-90580-27	2614152543	2920 Park Pl, Dallas, TX, 75236	0.36	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-411189	CLM	Dot T Richardson	1948-07-07	—	—	9509 Indian School Rd Apt 35, Charlotte, NC, 28278	0.36	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-400627	CLM	Jesse Price	—	UHC-05475-09	—	5432 Highland Ave, Mesa, AZ	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
CLM-430517	CLM	Carol Carter	1974-11-05	UHC-97175-90	—	6492 Washington St, Chandler, AZ	0.36	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-400427	CLM	Heather Hunt	2001-05-18	UHC-54458-17	8444312433	4288 Baseline Rd, Sacramento, CA, 95890	0.36	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425981	CLM	Gerald D McDonald	—	—	4754671173	4680 Forest Ave, Tucson, AZ	0.36	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-401794	CLM	Grace James	1987-11-21	—	3673634599	6385 River Rd # 597, Las Vegas, NV, 89188	0.36	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-420725	CLM	Jean L Scott	1974-06-25	UHC-25460-52	—	4107 Park Pl, Los Angeles, CA, 90029	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-426172	CLM	Carl T Sms	1953-05-05	—	—	2766 Desert Sky Blvd, Plano, TX, 75078	0.36	Middle initial moved out of first name Name re-cased Two-digit birth year Street suffix standardised+4 more

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