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-403148	CLM	Margaret James	1943-09-04	—	—	831 Grand Ave Apt 13, Tempe, AZ, 85240	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430560	CLM	George Estrada	1989-06-18	—	2235002919	3618 Canyon Rd Apt 12, Atlanta, GA, 30300	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-402702	CLM	Judy Turner	1957-08-03	UHC-54618-59	—	5845 Central Ave, Denver, CO, 80296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415981	CLM	Chris Harvey	1997-03-09	UHC-40603-08	3793261896	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-413897	CLM	Mason V Vasqez	1967-05-27	—	—	3053 Central Ave, Los Angeles, CA, 90066	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410283	CLM	Santiago Watson	1962-07-25	UHC-78715-95	8228034857	9573 Sage Ct # 487, Los Angeles, CA, 90024	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-429521	CLM	Walker Alexander	—	UHC-93561-04	4286287492	545 Desert Sky Blvd, Gilbert, AZ, 85214	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-416954	CLM	Olivia Padilla	2001-03-03	UHC-79554-60	—	847 Market St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-426047	CLM	Kathryn Gray	1969-12-14	UHC-34431-13	—	6391 Camelback Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412401	CLM	Pamela West	1961-07-26	—	—	2946 Sage Ct, Austin, TX, 78794	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413107	CLM	Henry X Hanson	—	UHC-69978-70	—	8735 Bayshore Dr, Houston, TX, 77067	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-410422	CLM	Ethan Grant	1983-09-09	—	—	9820 Highland Ave, Austin, TX, 78753	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412123	CLM	Jeffreey G Gonzalez	1980-02-24	UHC-50032-35	4225263923	4581 Meadow Ln, Austin, TX, 78744	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413201	CLM	Jacqueline Little	1987-12-24	UHC-07892-65	—	8051 Camelback Rd, Eden Prairie, MN, 55303	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-407197	CLM	Brandon Murpphy	—	UHC-35997-95	8619763609	5643 Valley View Dr, Houston, TX, 77069	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
CLM-416211	CLM	Theresa Hawkins	2007-04-19	UHC-64409-76	4592437844	9763 Central Ave, Austin, TX, 78741	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
CLM-421576	CLM	Michael Hanson	1983-07-01	UHC-75772-33	2112705171	3342 Sage Ct, Fresno, CA, 93738	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408186	CLM	Jen M Hernandez	1993-04-16	UHC-59220-89	—	2179 Pine Dr, Los Angeles, CA, 90073	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402552	CLM	Sara P Riley	1968-11-24	—	5604707904	2720 Forest Ave, Tucson, AZ, 85743	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432301	CLM	John Gutierrez	1954-03-15	UHC-13252-62	—	470 Ridge Rd, Austin, TX, 78748	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-428143	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428144	CLM	Mei Tran	1998-11-01	UHC-37090-48	4997853600	9864 Hillcrest Rd, Columbus, OH, 43263	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409677	CLM	Margaret Hernadnez	2008-07-14	UHC-56059-24	—	7702 Main St # 989, Miami, FL, 33128	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
CLM-408211	CLM	Michael Wallace	1939-08-27	—	—	1586 Cedar Ln, Los Angeles, CA, 90049	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414178	CLM	Elizabeth Howard	2001-12-10	—	—	6188 Church St, San Antonio, TX, 78214	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402454	CLM	Miller Kellly	—	UHC-25101-70	7846563919	8861 Sage Ct, Plano, TX, 75073	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
CLM-425872	CLM	Austin V Evans	1974-06-26	UHC-08309-61	—	6408 Camelback Rd # 987, Houston, TX, 77068	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413443	CLM	Helen Luna	1977-05-07	—	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-418513	CLM	Bruce Jones	1974-06-19	UHC-24551-84	4538808599	6757 Church St Apt 23, Gilbert, AZ, 85254	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427262	CLM	Jakk Freeman	1946-07-23	—	7047446923	2736 Lake View Rd, San Antonio, TX, 78294	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418785	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	3856457617	1909 Canyon Rd, Denver, CO, 80250	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415785	CLM	Albert Daniels	1952-03-03	UHC-27627-55	7882228939	—	0.64	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+2 more
CLM-415164	CLM	Terry Peterson	1940-03-22	UHC-56448-49	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425245	CLM	Arthur Greene	1942-11-16	UHC-13551-49	—	4951 Canyon Rd, Los Angeles, CA, 90085	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420275	CLM	Jesse C Perkins	1939-08-23	UHC-21132-90	—	2291 Market St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415547	CLM	Carol W Guzman	2008-10-12	—	9789961347	3432 Grand Ave, Plano, TX, 75003	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422767	CLM	Joe Obrien	1938-06-20	—	—	832 Oak St, Jacksonville, FL, 32288	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401350	CLM	James P Weaver	1945-03-05	UHC-45993-08	8964567385	7387 Bayshore Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405024	CLM	Willie Cole	1985-09-21	UHC-94020-81	—	1476 Sunset Blvd, Nashville, TN, 37296	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410292	CLM	Kimberly Lopez	—	—	—	8071 Church St, Phoenix, AZ	0.64	Name re-cased Date of birth missing City re-cased ZIP missing+2 more
CLM-409936	CLM	Lori T Ward	1965-06-23	UHC-57208-30	5317212150	5185 Maple Ave, Denver, CO, 80271	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420277	CLM	Maria H Carter	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420278	CLM	Maria H Carter	1941-07-21	UHC-99707-79	—	4284 Pine Dr, Gilbert, AZ, 85297	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-410341	CLM	Megaan Z Olson	1945-12-08	UHC-31741-46	—	3348 Ridge Rd, Los Angeles, CA, 90097	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411292	CLM	Juan Watkins	1978-02-27	—	—	9150 Sage Ct, Seattle, WA, 98106	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426418	CLM	Doorthy Wong	1959-04-25	UHC-61229-84	7426311683	—	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-423106	CLM	Judy G Welch	1968-06-08	UHC-74292-52	—	5041 Palm Dr, Phoenix, AZ, 85055	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402508	CLM	William Simmons	1972-06-17	UHC-76744-15	4213430868	3955 Oak St, Miami, FL, 33134	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408293	CLM	George Moreno	1990-12-12	UHC-81999-54	—	5556 Camelback Rd Apt 23, San Diego, CA, 92194	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429894	CLM	Ralph Fowler	1998-08-16	UHC-37591-35	—	3163 Oak St, Miami, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

13,120 rows, page 56 of 263Previous Next