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-432488	CLM	Dylan Hansen	2005-12-04	UHC-66853-55	4332691893	2016 River Rd Apt 4, Tempe, AZ	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-418711	CLM	Janice West	1946-05-25	—	7406652820	207 Meadow Ln, Chandler, AZ, 85257	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419912	CLM	Linda Wagner	1994-05-17	UHC-79792-87	3179276389	4845 Hillcrest Rd, San Diego, CA, 92136	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414680	CLM	Edward Phillips	1997-07-02	UHC-73690-84	8833564037	4980 Sunset Blvd Apt 8, Columbus, OH, 43216	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-430953	CLM	Randy Valdez	1956-02-15	UHC-86863-81	—	1385 Ocean Ave, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418024	CLM	Yuki Murphy	1945-05-16	UHC-24467-37	7952192534	3311 Ocean Ave, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-413332	CLM	Douglas Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414422	CLM	Banks Nicole	1996-12-26	UHC-03903-87	5514045899	2517 Mountain View Dr, Mesa, AZ, 85200	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411331	CLM	Dylan F Dean	—	UHC-33903-05	3722813844	—	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
CLM-402418	CLM	Natalie S Guzman	1994-02-26	UHC-13685-46	2825378010	3513 Central Ave Apt 22, Plano, TX, 75008	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411351	CLM	Gerald Bowman	1991-02-02	—	—	8942 Desert Sky Blvd, Glendale, AZ, 85372	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-408546	CLM	Robert Lewis	1985-04-22	UHC-37733-01	—	2513 Valley View Dr, Charlotte, NC, 28210	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426624	CLM	Diana Hunt	1949-07-28	UHC-91212-74	—	5404 Hillcrest Rd, Jacksonville, FL, 32207	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-426634	CLM	Barbara Cooper	1993-09-17	—	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-418489	CLM	Bruce Sanchez	1958-03-21	—	7244931820	2162 Hillcrest Rd, Sacramento, CA, 95843	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-417351	CLM	Samuel West	1959-04-07	UHC-29799-48	4113394871	6720 Willow Ct, Austin, TX, 78770	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-428260	CLM	Ryan Walker	1979-07-19	UHC-79552-94	—	9299 Hillcrest Rd, Las Vegas, NV	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
CLM-429831	CLM	Jesse Lewis	1976-02-19	UHC-25390-99	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414793	CLM	Scott Ward	1943-10-21	UHC-40403-01	9702470172	468 Pine Dr # 226, Jacksonville, FL, 32251	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-405986	CLM	Deborah Vasquez	1956-12-13	UHC-04821-42	—	6123 Highland Ave, San Diego, CA, 92150	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-429278	CLM	John Bell	1979-07-03	—	—	4113 Market St, Tucson, AZ, 85785	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
CLM-416472	CLM	FJunk	1941-04-09	UHC-76175-26	—	5061 Highland Ave, Las Vegas, NV, 89155	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-407602	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	528 Canyon Rd, Phoenix, AZ, 85024	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422442	CLM	Silva Emma	1977-06-11	—	3613258723	7932 Grand Ave, Tucson, AZ, 85788	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-415490	CLM	Charlotte Obrien	1944-12-04	UHC-09453-36	—	2619 Central Ave, San Diego, CA, 92110	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416989	CLM	Douglas Howell	1959-05-10	UHC-59326-05	—	275 Apache Blvd # 389, Minneapolis, MN, 55417	0.50	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+3 more
CLM-432478	CLM	Willie Bennett	1968-01-25	UHC-41101-83	—	1924 Highland Ave Apt 2, Columbus, OH	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-424769	CLM	Sophia Cole	1979-10-03	—	—	5607 Ridge Rd Apt 7, Austin, TX, 78711	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-406019	CLM	Kayla L Bell	1982-09-18	—	—	6689 Canyon Rd Apt 6, Dallas, TX, 75249	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404230	CLM	Diana Reid	2000-01-25	—	—	548 Central Ave, Houston, TX, 77006	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-429485	CLM	Steve King	1969-01-20	—	2199779871	5493 Meadow Ln, Los Angeles, CA, 90019	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-427635	CLM	Hiroshi Moore	1950-09-08	UHC-19734-64	—	952 Union St, Glendale, AZ, 85388	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-410059	CLM	Meyer Yuki	1950-06-01	UHC-39552-52	—	7772 Harbor Blvd, Seattle, WA, 98122	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415614	CLM	Terry Singh	1956-05-20	UHC-09840-40	—	7381 Main St, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406568	CLM	Jonathan Weaver	1979-02-25	UHC-19398-18	—	1511 Palm Dr, Tucson, AZ, 85793	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429344	CLM	Gloria A Howard	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ, 85206	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423328	CLM	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-429805	CLM	Jessica L Hunt	1980-04-27	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415916	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-402302	CLM	Emma Castillo	1966-01-03	UHC-15311-16	—	6915 Oak St, Los Angeles, CA, 90015	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418753	CLM	Janice Holmes	1962-11-07	UHC-79640-77	—	8847 Mesa Dr # 370, Tucson, AZ, 85762	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-427788	CLM	Emilly Lane	2002-08-21	UHC-37845-55	—	6688 Washington St # 687, Glendale, AZ, 85325	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-401089	CLM	Amy Vargas	1949-09-27	—	7897177898	8448 Mesa Dr, Chandler, AZ, 85295	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427006	CLM	Jon Weber	1998-03-17	UHC-45344-39	—	4212 Maple Ave, Gilbert, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-404520	CLM	Kathryn A Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417414	CLM	Angela Martin	2006-02-23	—	—	3353 Ridge Rd, Tucson, AZ, 85795	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407558	CLM	Bobby Clark	1949-08-03	UHC-74673-94	8324835296	9785 Indian School Rd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408910	CLM	Bradnon G Jacobs	1955-08-05	UHC-10592-72	8519738549	9500 Grand Ave # 352, Orlando, FL, 32825	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412567	CLM	Kathleen Lane	2001-01-26	UHC-31114-80	4949725027	7643 Highland Ave, Miami, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403972	CLM	Tyler Wagner	1951-07-18	—	—	8381 Main St, Gilbert, AZ, 85270	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more

10,559 rows, page 8 of 212Previous Next