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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419993	CLM	Betty Johnston	2007-07-24	UHC-34962-06	—	5310 Maple Ave, Atlanta, GA, 30368	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-408354	CLM	Ahmed Spencer	1994-06-20	—	4925245904	317 Park Pl, Mesa, AZ, 85244	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-432677	CLM	Rachel Espinoza	1979-08-22	—	2998087562	7895 Park Pl, Gilbert, AZ, 85219	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407516	CLM	Lawrence Maldonado	1994-07-20	UHC-97544-20	—	7498 Main St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
CLM-411877	CLM	Theresa Cruz	1962-06-06	—	8077973392	8152 Camelback Rd, Jacksonville, FL, 32280	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430033	CLM	Keith Rogers	1963-04-17	—	9016188778	4996 Palm Dr # 286, Jacksonville, FL, 32283	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-415486	CLM	George W Morrison	1993-02-26	—	—	8726 Maple Ave, Plano, TX, 75041	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418281	CLM	Abigail Aguilar	1997-05-25	—	7763786207	8621 Hillcrest Rd, Las Vegas, NV, 89184	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424607	CLM	Jose Ford	1992-03-16	—	—	7094 Jefferson Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422556	CLM	Benjamin V Payne	1991-12-09	—	3304942626	9168 Ocean Ave, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400168	CLM	Bryan Webbb	1961-10-09	UHC-61894-96	2515226792	5836 Central Ave, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-429955	CLM	Aisha H King	1980-07-14	UHC-01605-28	4604334400	2857 Lincoln Way Apt 7, Chandler, AZ, 85208	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413437	CLM	Alan Sanchez	1966-11-25	UHC-35719-69	—	5421 Hillcrest Rd, Phoenix, AZ, 85064	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-419875	CLM	Mary Williams	1960-06-08	UHC-91552-92	—	975 Mesa Dr, Denver, CO, 80254	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426271	CLM	Kelly Mitchell	1991-07-13	UHC-46965-75	—	256 Sunset Blvd, Seattle, WA, 98147	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419919	CLM	Albert Dean	1990-11-20	UHC-88054-86	5273213288	5601 Market St, Sacramento, CA, 95829	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402847	CLM	Ronald Q Smith	2004-07-06	UHC-43052-53	—	9385 Park Pl, Atlanta, GA, 30332	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-408742	CLM	Alice Tran	2006-04-18	UHC-63134-98	2632005323	5978 Market St, Gilbert, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429275	CLM	Joyce Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-414697	CLM	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404390	CLM	Joe M Flores	1977-12-18	UHC-45040-71	—	8481 River Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427578	CLM	Dane Ortega	2003-07-13	—	—	913 Valley View Dr, Chandler, AZ, 85233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411967	CLM	Brian Hoffman	1965-06-22	—	—	3389 Baseline Rd, Gilbert, AZ, 85245	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412653	CLM	Charlotte Fox	1978-03-10	UHC-60940-57	—	657 Jefferson Ave Apt 31, San Antonio, TX, 78201	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
CLM-406701	CLM	Keith Dixon	2004-11-24	UHC-14813-19	—	8405 Meadow Ln, Las Vegas, NV, 89176	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426594	CLM	Keith Dixon	1996-03-02	—	6258133814	6543 Indian School Rd, Mesa, AZ, 85204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405354	CLM	Lawrence Hamilton	1949-01-17	UHC-23883-35	—	8701 Sunset Blvd, Sacramento, CA, 95881	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427660	CLM	Mason Hamilton	1988-11-25	—	8045434995	3651 Ocean Ave, Gilbert, AZ, 85269	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421651	CLM	Mrk Washington	2006-12-27	—	—	8968 Willow Ct, Miami, FL, 33173	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-428366	CLM	Jonathan Brooks	1999-03-02	UHC-27135-67	—	4731 Sunset Blvd, Los Angeles, CA, 90089	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424764	CLM	Martha I Knight	1949-02-09	UHC-46240-42	—	9616 Valley View Dr, Denver, CO, 80276	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424754	CLM	Scott Singh	2006-10-16	—	7792045030	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-415871	CLM	Jose Black	1963-09-14	UHC-66821-16	—	4276 Cedar Ln, Fresno, CA, 93707	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-431509	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-431510	CLM	Lisa Castro	1991-01-19	UHC-96067-72	—	4502 Lake View Rd Apt 29, San Diego, CA, 92118	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-401979	CLM	Bobby Cooper	1940-02-01	UHC-01816-03	—	9529 Hillcrest Rd, Gilbert, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411439	CLM	Brenda Tran	1994-10-17	—	3952791709	9506 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429019	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429018	CLM	Justin Sims	1938-10-22	UHC-97386-84	—	5124 Highland Ave, Fresno, CA, 93787	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429055	CLM	JoeJunk	2003-03-10	UHC-01942-36	—	8568 Ocean Ave, Phoenix, AZ, 85071	0.64	Date of birth reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+2 more
CLM-431772	CLM	Betty Garrett	1995-10-13	UHC-03172-62	5923950664	2804 Spring St, Austin, TX, 78788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432489	CLM	Daniel J Sanders	1954-08-15	—	9524203403	9364 Washington St, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428950	CLM	Priya Rioos	1981-02-14	UHC-31247-21	—	1393 Canyon Rd, Chandler, AZ, 85293	0.64	Date of birth reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
CLM-410118	CLM	Mei Fisher	2004-09-05	UHC-50798-14	5663907234	4419 Highland Ave, Nashville, TN, 37253	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427912	CLM	Aaron Reid	1968-04-25	UHC-10885-76	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401123	CLM	Alexsi Haarper	1954-04-02	UHC-57014-87	9049731226	1582 Sage Ct, Eden Prairie, MN, 55310	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428153	CLM	Gloria Yang	1940-02-03	—	—	9382 Indian School Rd, Orlando, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421098	CLM	Dennis Holmes	1981-01-15	UHC-23663-34	9044237368	8792 Elm St, Miami, FL, 33153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413912	CLM	Roger H Daen	1940-02-17	UHC-54712-10	7904341036	3984 Cedar Ln, Glendale, AZ, 85356	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

10,559 rows, page 40 of 212Previous Next