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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-429582	CLM	Ashley Mason	2006-01-05	UHC-58320-28	6706363011	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415386	CLM	Sara Wlech	1959-09-27	UHC-01909-90	9613363370	8470 Pine Dr, Miami, FL	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
CLM-411911	CLM	Bruce Sanots	1938-03-13	UHC-76917-53	3278008470	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406979	CLM	Ralph Howell	1978-12-28	UHC-98002-75	3899958949	6338 Mountain View Dr, Los Angeles, CA, 90030	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404771	CLM	Luis Park	1950-09-14	UHC-72273-24	5568203856	759 Forest Ave, Houston, TX, 77078	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429875	CLM	Donald W Alvarez	1944-10-03	UHC-12281-73	3435573286	2697 Central Ave, Gilbert, AZ, 85244	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402119	CLM	Ray E Scott	1988-07-05	—	2233122221	7866 Lincoln Way, Denver, CO, 80228	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424648	CLM	Donna Black	1968-08-19	—	9448029616	7639 Maple Ave, Chandler, AZ, 85224	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419375	CLM	Jeffrey Wells	1929-03-12	—	5047408272	1354 Sunset Blvd, Fresno, CA, 93742	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428852	CLM	Deborah Richards	1955-06-14	—	2878277154	7280 Bayshore Dr, Atlanta, GA, 30396	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430511	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-418277	CLM	Charlotte Fisher	1984-08-28	UHC-47722-90	9749901508	7926 Spring St, Chandler, AZ, 85287	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409889	CLM	Linda Lawrence	1940-05-16	—	8735890123	4617 Palm Dr, Tucson, AZ, 85757	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405036	CLM	Carlos G Young	2004-11-02	—	6827887515	5970 Main St, Columbus, OH, 43254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402023	CLM	Andrew Munoz	1991-03-07	UHC-13020-18	8024952729	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-406957	CLM	Roberts Walter	1979-01-05	UHC-32804-90	9173025383	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-406956	CLM	Roberts Walter	1979-01-05	UHC-32804-90	9173025383	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-423263	CLM	Raymond I Snyder	1975-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420149	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420150	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-419015	CLM	Joyce I Reid	1965-10-13	—	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402964	CLM	Ryan W Bennett	1983-12-04	—	9107426296	1282 Ridge Rd, Seattle, WA, 98139	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400453	CLM	Amanda H Campbell	1953-03-03	—	6556455375	2081 Park Pl, Columbus, OH, 43220	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-403604	CLM	Kelley Jack	1980-07-16	UHC-32721-72	7539085171	2535 Baseline Rd, Seattle, WA, 98135	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421050	CLM	Jessica Carter	1977-08-02	—	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405818	CLM	Mark Valdez	2008-09-01	UHC-57968-08	5977878941	4623 Sunset Blvd, Jacksonville, FL, 32209	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421682	CLM	Gabriel Vasquez	1948-02-04	—	9487201788	6909 Apache Blvd, Minneapolis, MN, 55417	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-420657	CLM	Michhael Pyerce	1992-03-04	UHC-60874-56	3454479000	—	0.78	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
CLM-429869	CLM	Austin Contreras	1941-12-19	—	2887922714	7460 Canyon Rd, San Diego, CA	0.78	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
CLM-428200	CLM	Timothy Walker	1987-09-04	UHC-34814-20	5833028834	5513 Baseline Rd, Denver, CO, 80252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418803	CLM	Harold Arnold	1995-04-26	UHC-71119-19	7019189187	971 Grand Ave, Nashville, TN, 37200	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426306	CLM	Gerald Harrison	1965-08-14	UHC-11890-86	6143571662	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404152	CLM	Olivia Fox	1976-01-11	UHC-47212-39	7778314682	1864 Market St, Austin, TX, 78750	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401935	CLM	Christopher Thompson	1979-06-23	—	2906522763	3057 Bayshore Dr, Columbus, OH, 43261	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421315	CLM	Ema Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412857	CLM	Barbara Fox	1964-06-23	—	9595297462	2295 Jefferson Ave, Tempe, AZ, 85225	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-424848	CLM	Jerry Thompson	1994-12-07	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA, 98181	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421189	CLM	Brian Fuller	1992-11-16	—	4076237329	4103 Bayshore Dr, Houston, TX, 77029	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419568	CLM	Debra Kelley	1975-12-19	UHC-04884-36	4522111602	1550 Sage Ct, San Antonio, TX, 78254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428141	CLM	Rebecca Miller	1970-12-08	UHC-93376-86	3675338457	9024 Valley View Dr, Miami, FL, 33143	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402071	CLM	Benjamin Johnston	1948-02-17	UHC-90631-95	4976145415	5939 Cedar Ln, Orlando, FL, 32857	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-428432	CLM	Cheryl Armstrong	1967-04-06	UHC-23457-56	7249073323	1762 Lake View Rd, San Diego, CA, 92136	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419390	CLM	Patrick Andrews	2001-03-04	—	6435693627	4763 Church St, Plano, TX, 75068	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418037	CLM	Brandon Q Gilert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417223	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422318	CLM	Brittany Taylor	1947-06-20	UHC-87089-87	4506778727	5296 Sage Ct, Gilbert, AZ, 85274	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408277	CLM	Maria Castro	1982-03-13	UHC-41645-88	2733522567	2219 Park Pl, Tucson, AZ, 85794	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412109	CLM	Mrailyn Nunez	1974-08-16	—	4897164544	4466 Broadway, Jacksonville, FL, 32235	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408410	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-419024	CLM	Gregory Pierce	1951-01-12	UHC-34020-29	2314566487	807 Mesa Dr, Dallas, TX, 75244	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

11,960 rows, page 133 of 240Previous Next