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-423808	CLM	Christine E Cunningham	2002-02-17	UHC-89978-63	—	5620 Canyon Rd, Chandler, AZ, 85224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411665	CLM	Emma Washington	1949-12-01	—	7532553451	1408 Meadow Ln, Phoenix, AZ, 85021	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401129	CLM	Gabriel Lane	1997-11-04	UHC-54367-09	5345232506	8839 Lincoln Way, Columbus, OH, 43268	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409933	CLM	Jeffrey Collins	1963-05-16	—	—	3872 Mountain View Dr, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-411359	CLM	Roger D Dixon	—	UHC-30886-87	9676553886	1715 Jefferson Ave, Dallas, TX, 75243	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406109	CLM	Adam Cnotreras	1973-04-05	—	—	5706 Indian School Rd, Plano, TX, 75091	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-422105	CLM	Bobby Ellis	1965-10-20	UHC-24725-68	8486402800	7921 Palm Dr, Plano, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406822	CLM	Cheryl Rivera	1963-09-14	UHC-26252-84	9893350789	7489 Apache Blvd, Phoenix, AZ, 85039	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-403628	CLM	Jacob Brown	1984-09-17	UHC-55032-13	—	2479 Camelback Rd, Dallas, TX, 75297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410595	CLM	Betty Hunter	1989-09-07	UHC-84042-08	8756302387	—	0.62	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
CLM-416996	CLM	Abby H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd Apt 37, Tempe, AZ, 85256	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-421314	CLM	Emma Hayes	1947-11-22	UHC-08659-93	—	7363 Cedar Ln # 368, Charlotte, NC, 28215	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-410597	CLM	Marcus Pierce	1944-05-08	UHC-37511-88	4739066783	7945 Park Pl, Los Angeles, CA, 90096	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-423500	CLM	Omar Silva	1962-06-26	UHC-10513-43	3564993674	4924 Mountain View Dr, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406746	CLM	Patricia Mendez	2004-07-01	UHC-77558-15	—	7575 Union St, Minneapolis, MN, 55404	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427553	CLM	Anthony C Oliver	1962-09-24	UHC-51791-98	—	697 Meadow Ln, Phoenix, AZ, 85026	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-410951	CLM	Joseph Estrada	1977-05-26	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-414637	CLM	Evelyn V Hawkins	—	—	—	5677 Harbor Blvd, Charlotte, NC, 28280	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-416125	CLM	Douglas Fox	1960-12-20	UHC-38814-45	4575106923	8330 Forest Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-406823	CLM	Amy Andrews	1986-08-10	—	5122567025	6269 Market St, Minneapolis, MN, 55430	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425147	CLM	Diane Wells	1941-11-24	UHC-04452-60	6145750929	3200 Highland Ave, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407588	CLM	Charlie H Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-425889	CLM	Randy B Edwwards	1967-04-07	—	—	1054 Washington St, Miami, FL, 33128	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431579	CLM	Richard Miller	1966-07-22	UHC-60998-16	3298377603	1979 Hillcrest Rd, Miami, FL, 33154	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427974	CLM	Christopher Obrien	1982-05-11	—	—	5265 Central Ave, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432781	CLM	Brien Vazquez	1956-09-26	UHC-89900-10	3542605010	6606 Oak St, Austin, TX, 78766	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427471	CLM	Kevin Cunningham	1985-04-13	UHC-16391-20	9357176249	7364 Highland Ave, Fresno, CA, 93768	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426148	CLM	Aaron D Baker	2002-01-13	UHC-67046-98	8577507295	3501 Indian School Rd, Gilbert, AZ, 85251	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-421247	CLM	Michael Simmons	1978-04-13	UHC-43803-76	7855554793	7323 Park Pl, Dallas, TX, 75206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402622	CLM	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave, Minneapolis, MN, 55458	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411626	CLM	Santiago F Henry	1995-11-06	—	3157058390	226 Canyon Rd, Mesa, AZ, 85255	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400560	CLM	Mateo Espinoza	1979-03-21	—	—	2755 Central Ave, Austin, TX, 78798	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-402084	CLM	Peter Walker	1986-04-18	UHC-17729-51	3095074509	5541 Palm Dr, Glendale, AZ, 85386	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431297	CLM	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-420702	CLM	Lauren Gutierrez	1942-10-10	—	4409083769	5474 Indian School Rd, Chandler, AZ, 85220	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429148	CLM	Bobby Ramos	1984-08-24	UHC-85174-89	—	963 Washington St, Atlanta, GA, 30331	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422883	CLM	Hannah P Ramos	1989-05-18	UHC-00055-77	3906755329	6381 Desert Sky Blvd, Dallas, TX, 75207	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-410866	CLM	Lawrence Harper	1995-05-16	UHC-85664-27	—	3049 Broadway, Atlanta, GA, 30329	0.62	Name split from “Last, First”Two-digit birth year Member ID reformatted Address re-cased+3 more
CLM-428671	CLM	Jordan Sullivan	2001-02-14	—	6698503292	2637 Ocean Ave, Gilbert, AZ, 85253	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
CLM-428386	CLM	Eric Simons	1978-05-13	UHC-98882-06	3534014020	4431 Lake View Rd, Tampa, FL, 33635	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415541	CLM	Ken Morgan	1969-05-17	—	8816254260	4960 Bayshore Dr, Denver, CO, 80278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415542	CLM	Ken Morgan	1969-05-17	—	8816254260	4960 Bayshore Dr, Denver, CO, 80278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432755	CLM	Jess Sandoval	1991-04-26	UHC-21043-30	9668644534	8440 Hillcrest Rd, Minneapolis, MN, 55491	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-409457	CLM	Timothy Perez	1940-01-24	UHC-45125-91	8733213078	3824 Oak St, Miami, FL, 33197	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412783	CLM	Christina M Herrera	1954-09-19	UHC-81624-09	—	6995 Pine Dr, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423675	CLM	Ashley J Wong	1981-05-08	UHC-65191-42	—	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411166	CLM	Jose B Morrison	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419909	CLM	Jonathan Baker	1967-06-19	UHC-36841-62	—	4091 Sunset Blvd, Columbus, OH, 43251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403743	CLM	Raymond Park	1976-12-12	UHC-17523-45	7324001291	8576 Forest Ave, Tampa, FL, 33626	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427201	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

18,771 rows, page 64 of 376Previous Next