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-426890	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	8698203607	9173 Cedar Ln, Las Vegas, NV, 89194	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-404082	CLM	Ana X Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403880	CLM	Julie Morgan	1969-02-27	UHC-84290-64	9759652999	7947 Sage Ct, Gilbert, AZ, 85290	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423229	CLM	Michelle Kelley	1963-08-16	UHC-79555-07	—	8397 Pine Dr, Minneapolis, MN, 55438	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400289	CLM	Santiago Valdez	2000-02-24	UHC-41588-95	8422365355	6743 Hillcrest Rd, Charlotte, NC, 28266	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432456	CLM	Kattherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427680	CLM	Frank Hansen	1998-04-09	UHC-07640-62	9218993113	1390 Mesa Dr, Los Angeles, CA, 90080	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406087	CLM	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ, 85223	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409470	CLM	Emily Burns	1967-05-03	UHC-65846-64	2893396858	3055 Desert Sky Blvd, Charlotte, NC, 28265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400431	CLM	Carroll Bradley	2004-12-02	—	—	1790 Highland Ave, Columbus, OH, 43233	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400748	CLM	Shirley Williamson	1962-04-25	UHC-89515-83	9466380048	4586 Church St, Tampa, FL, 33619	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-402097	CLM	Brittany R Taylor	1982-05-25	UHC-75127-09	—	6710 Valley View Dr, Mesa, AZ, 85299	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404174	CLM	Steevn Little	1956-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-419714	CLM	Sean Morgan	2005-10-24	UHC-75819-92	6436372880	2936 Canyon Rd, Las Vegas, NV, 89133	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-400261	CLM	Larry Wilson	1953-11-08	UHC-26116-50	7694205801	9437 Valley View Dr, Denver, CO, 80280	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402982	CLM	Kevin Henderson	1962-05-24	—	5044439757	3850 Ocean Ave, Los Angeles, CA, 90057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419959	CLM	Doris W Gilbert	1969-12-25	UHC-87880-23	7443170146	5809 Forest Ave, Columbus, OH, 43263	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417391	CLM	Matt Anderson	1982-11-25	UHC-67789-26	—	3229 Pine Dr, Scottsdale, AZ, 85215	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409071	CLM	Santiago McDonald	1991-02-20	—	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-400153	CLM	Joseh Ward	1982-07-04	—	3636341187	8400 Baseline Rd, Nashville, TN, 37202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419152	CLM	Lisa Guerrero	1971-02-11	UHC-93978-31	5713336008	8703 Sunset Blvd, Phoenix, AZ, 85067	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411606	CLM	Noah Burton	1951-04-05	UHC-87151-33	3238278936	7202 Apache Blvd, San Diego, CA, 92129	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415889	CLM	Natalie Murphy	1958-12-02	—	2326704718	9355 Meadow Ln, San Antonio, TX, 78215	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405568	CLM	Masson Gomez	1962-04-19	UHC-14665-92	7955081423	3565 Hillcrest Rd, Gilbert, AZ, 85264	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422229	CLM	Gerald Hcks	1938-04-05	—	4709359908	8131 Main St, Charlotte, NC, 28238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411398	CLM	Julie T Ortega	1964-09-26	UHC-75380-43	8469592035	1649 Mountain View Dr, Fresno, CA, 93764	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412490	CLM	Henry Nguyen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410555	CLM	Joe Green	1980-10-16	UHC-41373-96	6076011068	3650 Union St, Fresno, CA, 93785	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423943	CLM	Michelle Martin	1980-04-09	UHC-00811-86	—	4748 Central Ave, Jacksonville, FL, 32263	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418073	CLM	Zachary Maldonado	1987-02-22	UHC-14103-56	4899877427	3999 Union St, Houston, TX, 77083	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403665	CLM	Michelle Perkins	1962-12-16	UHC-72207-33	—	7224 Lake View Rd, Tampa, FL, 33672	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409839	CLM	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-408563	CLM	Carol Espinoza	1980-12-21	—	—	6314 Hillcrest Rd, Mesa, AZ, 85286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417233	CLM	Charles Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431039	CLM	Ortega N Madison	2006-08-14	—	6087088136	689 Lincoln Way, San Antonio, TX, 78232	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-429317	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-429316	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-416433	CLM	Douglas Burns	1994-09-24	UHC-49808-01	7322222190	3300 Mesa Dr, San Antonio, TX, 78276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415960	CLM	Marilyn Walker	1999-12-09	—	5236517965	721 River Rd, Minneapolis, MN, 55443	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418176	CLM	Michael Diiaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413035	CLM	Christian Hernandez	1951-03-27	UHC-41092-13	—	1662 Pine Dr, Las Vegas, NV, 89171	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410659	CLM	Julie Hoffman	1978-05-02	UHC-64890-56	3263748894	9685 Elm St, Orlando, FL, 32872	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421588	CLM	Patty Ellis	1976-10-19	—	—	8285 Church St, Fresno, CA, 93756	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-415809	CLM	Fatima Moreno	1957-07-16	—	7582291647	7442 Oak St, Denver, CO, 80254	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428413	CLM	Bradley William	1938-04-02	—	—	766 Spring St, Tempe, AZ, 85227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
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-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-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-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-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

2,352 rows, page 20 of 48Previous Next