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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412188	CLM	Ed H Myers	2004-08-09	—	4238847530	4250 Grand Ave, Tempe, AZ, 85203	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-410367	CLM	Edward O Peterson	1969-01-12	UHC-42460-12	9752701716	4454 Harbor Blvd, Houston, TX, 77072	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-423969	CLM	Ralph Hoffman	1984-12-26	UHC-55886-66	—	2087 Indian School Rd, Los Angeles, CA, 90077	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+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-415956	CLM	Ryan Hill	1966-09-13	UHC-71857-40	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-432468	CLM	Donald Simpson	1976-07-23	—	5643816326	2920 Central Ave, Denver, CO, 80253	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411146	CLM	Maria Nichols	1984-12-26	UHC-63435-65	9379006222	1856 Willow Ct Apt 35, Minneapolis, MN, 55464	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-421331	CLM	Jean Davis	1963-10-01	—	—	4532 Cedar Ln, Dallas, TX, 75254	0.50	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-418107	CLM	Kathleen R Lawson	1941-07-17	UHC-48976-71	4285317493	2728 Valley View Dr, Charlotte, NC, 28202	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412719	CLM	Carlos Hunt	1971-12-18	UHC-24311-47	—	1181 Desert Sky Blvd, San Diego, CA, 92118	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-409335	CLM	ScottJunk	1954-07-22	UHC-89192-22	3704954147	9154 Cedar Ln, Seattle, WA, 98102	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418881	CLM	Annna Ward	1958-06-16	—	6014215132	1243 Oak St, Minneapolis, MN, 55493	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420041	CLM	Virginia Wilson	1999-05-18	UHC-88267-97	—	7763 Oak St # 570, San Antonio, TX, 78268	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-425780	CLM	Albert Sanders	1975-04-25	UHC-20970-55	—	7144 Market St, Las Vegas, NV, 89114	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417759	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	1690 Union St, San Diego, CA, 92192	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403918	CLM	Wayne Marshall	—	UHC-10389-42	3399188121	6503 Highland Ave, Los Angeles, CA, 90022	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420529	CLM	Diego Jimenez	2005-03-07	UHC-89670-40	9074718885	6107 Palm Dr, Houston, TX, 77097	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423064	CLM	Hannah R Santos	1999-07-04	UHC-76256-41	6293963219	6379 Camelback Rd, Eden Prairie, MN, 55382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403719	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403720	CLM	Jessica Rios	1949-07-04	UHC-96873-05	—	552 Spring St, Charlotte, NC, 28238	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415095	CLM	Nathan Burton	1997-10-09	UHC-04380-99	9856764577	3629 Union St # 220, Atlanta, GA, 30308	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422191	CLM	Alexander Wells	1997-01-06	UHC-49517-10	—	5592 Broadway, Los Angeles, CA, 90067	0.50	Name re-cased Two-digit birth year Address re-cased City re-cased+3 more
CLM-408445	CLM	Bobby Jacobs	1942-09-25	UHC-37001-98	2949438631	1545 Jefferson Ave # 934, San Antonio, TX, 78285	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418156	CLM	Anthony O Simmons	1986-12-03	UHC-84844-41	4552812383	8393 Pine Dr, Plano, TX, 75053	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415572	CLM	Dennis Dominguez	1966-12-28	UHC-79255-89	—	7029 Union St, San Diego, CA, 92171	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-423348	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-415606	CLM	Beverly Garza	1973-04-17	UHC-81899-11	5735185683	1411 Indian School Rd, Scottsdale, AZ, 85273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403352	CLM	Jeremy Torres	1982-06-17	UHC-01486-09	7966453095	8802 Jefferson Ave, Plano, TX, 75017	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418232	CLM	Eugene Soto	1991-01-02	UHC-38273-80	3403253246	9360 Lake View Rd, Eden Prairie, MN, 55334	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419198	CLM	Deborah West	1945-06-11	UHC-15597-12	—	479 Oak St, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-410876	CLM	Hiroshi Elliott	1970-05-26	—	—	9492 Maple Ave, Chandler, AZ, 85239	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-405544	CLM	William S Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
CLM-413655	CLM	Emily Wallace	2004-10-05	—	8558219814	4775 Camelback Rd, Denver, CO, 80211	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-401775	CLM	Tyler Taylor	2000-06-06	UHC-19451-27	8315781085	9668 Hillcrest Rd, Charlotte, NC, 28271	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-404633	CLM	Deborah Day	1955-06-07	—	—	4202 Washington St, Tucson, AZ, 85718	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426741	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-426740	CLM	Danny Powell	1981-10-07	UHC-81002-41	2143276638	8638 Highland Ave, Glendale, AZ, 85365	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415558	CLM	Russell X Burton	1948-06-02	—	3338492696	5524 Valley View Dr # 484, Seattle, WA, 98152	0.50	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+3 more
CLM-430613	CLM	Olivia Rose	1995-09-20	UHC-69550-04	8747812661	9001 Pine Dr, Tucson, AZ, 85716	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405316	CLM	Sofia Ortiz	—	UHC-21428-86	9444603185	8551 Market St, Fresno, CA, 93776	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408397	CLM	William Harvy	—	UHC-66390-26	5076532477	6888 Meadow Ln, Atlanta, GA, 30301	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403389	CLM	Brian Castillo	1966-06-21	—	—	5969 Willow Ct, Austin, TX, 78750	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415966	CLM	Jean Yang	1955-02-15	UHC-55015-07	7683089428	5899 Main St, Atlanta, GA, 30303	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-415578	CLM	Mark H Jones	1987-07-17	—	—	1605 Central Ave, Glendale, AZ, 85313	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-418347	CLM	Madison P Watsn	2001-01-27	UHC-15705-43	4945429925	3991 Pine Dr, Phoenix, AZ, 85037	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-431495	CLM	Rebecca W Adams	1965-02-17	UHC-04443-52	—	7683 Meadow Ln, Tempe, AZ, 85213	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-425829	CLM	Walter Guerrero	2001-02-15	UHC-26876-34	3548703192	8015 Apache Blvd # 113, Minneapolis, MN, 55469	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423752	CLM	Kelly H Harris	1961-03-22	UHC-15595-64	—	3408 Hillcrest Rd, Minneapolis, MN, 55490	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more

2,352 rows, page 7 of 48Previous Next