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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422502	CLM	Lauren Powell	1999-02-04	UHC-87679-57	—	126 Harbor Blvd, Eden Prairie, MN, 55353	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413940	CLM	Albert Marshall	1991-07-04	UHC-01330-32	—	8011 Maple Ave, Plano, TX, 75058	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410171	CLM	Lauren Gutierrez	1989-01-04	—	8545882955	9548 Broadway, Orlando, FL, 32831	0.66	Two-digit birth year Phone reformatted Address re-cased State name converted to code+1 more
CLM-416029	CLM	Luri Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417717	CLM	Jordan Brooks	1968-03-04	UHC-43996-98	—	6544 Mesa Dr, Chandler, AZ, 85215	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421606	CLM	Joseph Lucas	1988-09-18	—	—	8962 Main St, Tempe, AZ, 85259	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-420379	CLM	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428684	CLM	Maria Perez	2004-11-22	—	2953991135	4071 Park Pl, Tempe, AZ, 85204	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409223	CLM	Douglas R Crawford	1943-12-25	UHC-51847-36	—	—	0.66	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+1 more
CLM-420422	CLM	Victoria Campbell	1950-12-06	UHC-88823-22	4456898050	1779 Cedar Ln, San Antonio, TX, 78269	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419394	CLM	Carl L Castro	1997-08-13	UHC-13801-40	—	7830 Willow Ct, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-416357	CLM	Brittany N Sandoval	1986-09-12	UHC-58967-66	5693049470	7061 Bayshore Dr, Chandler, AZ	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-411534	CLM	Mariana Alvarez	1951-04-01	UHC-81390-02	—	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431930	CLM	Brenda Salazar	1989-06-02	UHC-15544-04	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-431059	CLM	Jon Hunt	1991-05-28	—	2338932043	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-402329	CLM	Henry Porter	1953-10-23	UHC-33730-64	—	5566 Desert Sky Blvd, Columbus, OH, 43234	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405161	CLM	George Franklin	1964-06-09	UHC-98768-47	5873684956	4658 Indian School Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424398	CLM	Heather Lane	1983-07-19	UHC-33557-34	—	7827 Valley View Dr # 196, Scottsdale, AZ, 85213	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-431842	CLM	Juan Williams	1981-08-04	—	8432327017	7824 Sunset Blvd, Los Angeles, CA, 90049	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420699	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	4732970994	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-431965	CLM	Eric H Young	1949-09-14	—	3852300313	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402032	CLM	George Lawrence	2008-06-13	UHC-88302-44	—	3807 Market St, Denver, CO, 80287	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-410802	CLM	Fatimma Z Baker	1982-12-22	UHC-98242-13	7482443393	7973 Apache Blvd, Chandler, AZ, 85289	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405539	CLM	Jesse Tucker	1983-05-04	—	—	4341 Church St, Glendale, AZ, 85315	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
CLM-407061	CLM	Christopher Duncan	2003-06-26	UHC-75482-87	—	5806 Oak St, Dallas, TX, 75223	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-425715	CLM	Teresa H Fishher	1959-04-26	UHC-20504-81	5357686308	5150 Main St, Scottsdale, AZ, 85299	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-419296	CLM	Isabella H Walsh	1979-06-04	UHC-12076-16	—	8165 Camelback Rd, Orlando, FL, 32827	0.66	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-405616	CLM	Lauren Q Hawkins	1983-10-25	UHC-71458-08	—	6596 Elm St, Denver, CO, 80298	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-411916	CLM	Nathan W Robertson	1995-01-26	UHC-43232-11	—	1798 Desert Sky Blvd, Fresno, CA, 93744	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423920	CLM	Ralph Burke	1945-09-14	—	—	7792 Lake View Rd, Denver, CO, 80262	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402509	CLM	Olivia Vasquez	1939-01-14	—	—	8259 Ocean Ave, Las Vegas, NV, 89156	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-412843	CLM	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-408060	CLM	Sam Wheeler	1959-09-23	UHC-12175-52	—	9508 Ridge Rd, Fresno, CA, 93758	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418895	CLM	Sophia Turner	1947-01-18	UHC-88478-15	—	4569 Harbor Blvd, Columbus, OH, 43266	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408033	CLM	Deboah Freeman	1943-02-20	—	8524098033	1889 Market St, Orlando, FL, 32832	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408032	CLM	Deboah Freeman	1943-02-20	—	8524098033	1889 Market St, Orlando, FL, 32832	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425026	CLM	Geogre Austin	1938-09-20	UHC-22482-04	4903978675	3710 Bayshore Dr, Phoenix, AZ, 85073	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-426144	CLM	Richard Espinoza	1957-05-16	UHC-68182-02	5163396241	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419799	CLM	Diane Reid	1954-02-03	UHC-19446-14	—	2365 Sage Ct, Houston, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
CLM-412313	CLM	Priya Warren	1987-11-26	UHC-51416-35	5596504206	9787 Park Pl, Glendale, AZ, 85331	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-411910	CLM	Roy K Vargas	1995-02-27	—	—	8851 Maple Ave, Los Angeles, CA, 90066	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-415398	CLM	Diana Hughes	1975-03-01	UHC-99954-49	—	8291 Palm Dr Apt 3, Dallas, TX, 75254	0.66	Two-digit birth year Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-404455	CLM	Larry F Martin	2001-01-13	UHC-92470-78	8743453111	4620 Valley View Dr, San Antonio, TX, 78256	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-403282	CLM	Judith Gilbert	1955-10-23	UHC-52805-66	7376544676	—	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-425056	CLM	Nicholas S Arnold	1980-06-27	UHC-28133-87	—	9623 Forest Ave, Chandler, AZ, 85259	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407510	CLM	Judy Rose	1991-12-22	UHC-66936-96	4538850988	2851 Sunset Blvd, Minneapolis, MN, 55417	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-402059	CLM	Alexander Carlson	1940-06-07	UHC-21277-93	8522695169	5227 Ridge Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-416019	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-416020	CLM	Fatima Butler	1972-06-01	—	5888160633	5607 Church St Apt 24, Charlotte, NC, 28203	0.66	Two-digit birth year Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-405023	CLM	Wille Colle	1985-09-21	—	5026621678	1476 Sunset Blvd, Nashville, TN, 37296	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

2,168 rows, page 24 of 44Previous Next