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-421448	CLM	Emma L Carroll	1984-04-25	UHC-47807-89	—	8499 Indian School Rd, Fresno, CA, 93735	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-417090	CLM	Wilson Maison	1993-07-06	UHC-64072-59	—	1284 Mesa Dr, Jacksonville, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-405923	CLM	Rios Harold	—	—	—	6491 Highland Ave Apt 38, Jacksonville, FL, 32262	0.50	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+3 more
CLM-413684	CLM	Janice Robinson	—	UHC-21270-03	7003879475	5220 River Rd, Columbus, OH, 43244	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-413401	CLM	Lauren H Shaw	1997-08-15	UHC-70188-66	—	2823 Spring St, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-405130	CLM	Sofia Obrien	1967-03-16	UHC-11144-41	7613603371	7485 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418700	CLM	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr # 840, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
CLM-429734	CLM	Ralph Reyes	2001-05-26	—	7286496804	9795 Union St, Fresno, CA, 93719	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401541	CLM	Santiago Ford	1994-12-11	UHC-19531-20	—	179 Apache Blvd, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426583	CLM	Stephen QJunk	1990-04-08	UHC-69270-12	—	580 Grand Ave, Scottsdale, AZ, 85217	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-412685	CLM	Joan D Clark	1939-07-07	UHC-69400-46	—	4377 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-425760	CLM	Abbigail Morrison	1950-04-01	UHC-09145-97	—	928 Bayshore Dr, Minneapolis, MN, 55448	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-414502	CLM	Brandon Torres	1955-11-27	—	2868874840	4878 Canyon Rd Apt 9, Chandler, AZ, 85267	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430686	CLM	Sharon V Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-403735	CLM	Munoz Jeremy	2005-08-02	UHC-17752-21	—	4774 Spring St, Seattle, WA, 98182	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410976	CLM	Denny Hamilton	—	UHC-00203-27	7818775065	4256 Ocean Ave, Columbus, OH	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-428453	CLM	Matao Prak	2002-04-13	UHC-21681-06	—	5295 River Rd, Denver, CO	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-422165	CLM	Billy R Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420724	CLM	Kathryn Kelley	1941-03-05	UHC-23952-71	—	5269 Washington St Apt 6, Nashville, TN, 37265	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429937	CLM	Noah Franklin	1960-09-27	UHC-74947-71	—	1629 Grand Ave, Denver, CO, 80249	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432684	CLM	Peter Wang	1989-06-01	UHC-50056-32	2403355409	5320 Lake View Rd Apt 12, Columbus, OH, 43273	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-426264	CLM	Camila Green	1991-08-15	UHC-53157-96	—	8860 Willow Ct, Phoenix, AZ, 85067	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430458	CLM	Benjamin Ferguson	—	—	—	6269 Willow Ct, Eden Prairie, MN, 55325	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-423596	CLM	Wayne Nelson	2003-08-18	UHC-16289-79	—	4213 Spring St, Charlotte, NC	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422615	CLM	Judith Simmons	1980-07-16	UHC-35607-99	7443903678	8104 Maple Ave, Fresno, CA, 93728	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-413363	CLM	Andrew Ramos	1951-09-27	—	—	2590 Market St, Dallas, TX, 75211	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-432209	CLM	Raymond Maldonado	1969-10-23	UHC-59420-59	—	4552 Market St, Columbus, OH, 43285	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421416	CLM	Rebecca Mason	—	—	—	5546 Broadway, Glendale, AZ, 85393	0.50	Name re-cased Date of birth unreadable Phone missing area code Address re-cased+3 more
CLM-421422	CLM	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 784, San Diego, CA, 92114	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405578	CLM	Raymond U Burns	1943-08-03	UHC-29776-57	4703169493	2658 Hillcrest Rd, Austin, TX	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407691	CLM	Eugene H Kelly	1976-07-07	UHC-59154-82	—	1751 Valley View Dr, Miami, FL, 33148	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-422844	CLM	Ana N Gilbert	—	—	—	5440 Valley View Dr, Austin, TX, 78725	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-406860	CLM	Green Luis	1980-09-23	—	8744117899	1792 Mountain View Dr, San Antonio, TX, 78270	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
CLM-409421	CLM	Luis Richards	1969-08-21	UHC-28814-43	—	6338 Indian School Rd, Gilbert, AZ, 85225	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-421544	CLM	Megan Medina	1944-10-12	—	—	3116 Hillcrest Rd, Jacksonville, FL, 32245	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400628	CLM	Alexander Thompson	—	UHC-81966-47	—	8452 Central Ave, Eden Prairie, MN	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-412466	CLM	Alexis Watkins	1946-10-08	UHC-25813-01	6234631535	3596 Elm St, Orlando, FL, 32861	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426723	CLM	GeorgeJunk	1944-02-26	UHC-26152-27	—	4249 Union St, Scottsdale, AZ, 85213	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428923	CLM	Grace Y Palmer	2008-06-23	UHC-85177-59	8377457100	6124 Hillcrest Rd, Tempe, AZ, 85253	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-402427	CLM	James Chen	1961-02-13	UHC-30142-52	8594009501	2201 River Rd, Tucson, AZ, 85704	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414181	CLM	Mason Russell	—	—	9512185992	3902 Apache Blvd, Miami, FL, 33146	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-422422	CLM	Thomas U Baker	1955-02-04	—	—	9431 Desert Sky Blvd Apt 39, Eden Prairie, MN, 55392	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-412024	CLM	Dieggo X Kennedy	1961-05-03	UHC-16765-65	—	9183 Apache Blvd, Austin, TX	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-416758	CLM	Walter Black	—	UHC-18775-66	—	5693 Palm Dr, Glendale, AZ, 85336	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-429323	CLM	Jordan Robertson	1979-09-13	—	—	1875 Ocean Ave, Tempe, AZ, 85216	0.50	Name re-cased Date of birth reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-427517	CLM	Catherine Chen	1941-03-06	UHC-58328-78	—	3233 Sunset Blvd, Plano, TX	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-401292	CLM	Christopher Coleeman	1950-04-12	—	—	1911 Ocean Ave, Miami, FL, 33172	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427401	CLM	Amy X Gonzalez	1984-04-03	—	4562595912	6841 River Rd Apt 35, San Diego, CA, 92119	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410229	CLM	Russell Hicks	1974-03-05	UHC-25635-11	3292866762	294 Central Ave, Charlotte, NC, 28284	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-400216	CLM	Harold Pena	1997-05-15	—	4158701242	1236 Union St, Charlotte, NC, 28239	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

13,120 rows, page 14 of 263Previous Next