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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403769	CLM	Alex Marshall	1969-09-02	UHC-93972-26	9455477468	9664 Highland Ave, Dallas, TX, 75230	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431747	CLM	Charles Ford	2000-01-27	UHC-61827-20	3829170303	8250 River Rd, Jacksonville, FL, 32274	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-419467	CLM	Samuel W Tucker	1962-03-27	—	8454355925	5075 Spring St, Austin, TX, 78787	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-421351	CLM	Joyce F Moreno	1943-07-28	UHC-70742-07	7336306244	2582 Hillcrest Rd, Seattle, WA, 98152	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-417952	CLM	Ann R Long	1953-05-23	—	8017191931	2571 Camelback Rd, Houston, TX, 77034	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420574	CLM	Theresa Green	1965-10-27	—	—	949 Canyon Rd, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419685	CLM	Diego Nguyen	1963-10-15	—	6165652281	4782 Lake View Rd, Las Vegas, NV, 89185	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419995	CLM	Debra H Cleman	1972-03-28	—	—	6947 Ocean Ave, Tempe, AZ, 85277	0.76	Name re-cased Two-digit birth year City re-cased State code upper-cased+2 more
CLM-419718	CLM	Hiroshi Fowler	1947-09-07	UHC-09603-43	—	—	0.76	Name re-cased Phone missing area code Member ID reformatted Email lower-cased+2 more
CLM-413763	CLM	Aisha Bradley	1973-12-24	—	3548536255	8630 River Rd, Denver, CO, 80211	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-404535	CLM	Sofia Lynch	1995-01-03	—	2413875761	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-410054	CLM	Shirley George	1976-07-24	—	—	7203 Sunset Blvd, Charlotte, NC, 28231	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426606	CLM	Vcky D Richards	1940-01-14	UHC-93067-18	8257123118	2180 Central Ave, Plano, TX, 75048	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416398	CLM	Logan Wang	2000-11-20	—	4966289444	7493 Ridge Rd, Scottsdale, AZ, 85245	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400864	CLM	Joan Lane	1949-03-16	UHC-13637-61	—	573 Willow Ct, Plano, TX, 75001	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406151	CLM	Donna Diaz	1997-08-21	UHC-14269-08	—	1140 Elm St, Miami, FL, 33115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429696	CLM	Cheryl Carr	1986-03-14	—	—	7229 Park Pl, San Diego, CA, 92162	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428843	CLM	Peter Valdez	1939-10-02	—	—	4179 River Rd, Charlotte, NC, 28202	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425761	CLM	Elizabeth Walker	1958-11-19	—	4463139190	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-416204	CLM	Pamela Ruiz	1973-02-23	UHC-19463-21	7695414373	383 Meadow Ln, Charlotte, NC, 28235	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416399	CLM	Jeremy Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-403047	CLM	Billy Webb	2004-10-25	UHC-11907-97	8444813279	3529 Willow Ct, Phoenix, AZ, 85087	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410250	CLM	David Wheeler	1979-07-27	—	9472792529	6385 Lincoln Way, Sacramento, CA, 95881	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424196	CLM	Sean Lawrence	1942-07-21	UHC-49495-21	7095635514	1498 Willow Ct, Gilbert, AZ, 85221	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415207	CLM	Dylan Butler	2003-09-07	UHC-22460-47	5095558465	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-432287	CLM	Denise Mills	1982-03-24	—	—	1110 Grand Ave, Atlanta, GA, 30389	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-411171	CLM	Jonathan Lawson	1945-03-06	UHC-79224-89	8564140716	12 Forest Ave, San Antonio, TX, 78210	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-420915	CLM	Marilyn Kelly	1993-01-09	UHC-08484-93	—	2128 Union St, Gilbert, AZ, 85217	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-422742	CLM	Willie Delgado	1965-09-16	UHC-47830-16	—	2592 Sunset Blvd, Charlotte, NC, 28257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403068	CLM	Katherine Castillo	1953-04-28	—	5018561956	782 Highland Ave, Houston, TX, 77092	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420581	CLM	Carl Sith	1960-09-16	UHC-10143-60	8394004398	1255 Jefferson Ave, Minneapolis, MN, 55461	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-408278	CLM	Richard Phillips	1997-02-04	UHC-68324-20	—	4322 Palm Dr, Chandler, AZ, 85279	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407006	CLM	Emily Silva	1976-12-22	UHC-43687-71	7229420514	4265 Union St, Los Angeles, CA, 90067	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-420365	CLM	Cynthia Z Silva	1957-06-20	—	—	434 Highland Ave, Nashville, TN, 37233	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-415769	CLM	Tyler Moore	—	—	7622427816	2614 Market St, Seattle, WA, 98158	0.76	Name re-cased Date of birth missing Phone reformatted City re-cased+2 more
CLM-424752	CLM	Harold Rios	1982-09-28	UHC-13868-34	4829563325	2214 Harbor Blvd, Minneapolis, MN, 55447	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405421	CLM	Sophia Nunez	1963-05-12	UHC-17485-17	4773925452	9531 Cedar Ln, Austin, TX, 78766	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431973	CLM	Ethan Stephens	1980-08-04	—	3709510533	9299 Forest Ave, Fresno, CA, 93704	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-404929	CLM	Joshua I Castro	2008-03-20	—	—	5488 Union St, Denver, CO, 80218	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417652	CLM	Joseph C Hansen	1940-08-18	UHC-21743-38	—	6929 Broadway, Houston, TX	0.78	Name re-cased Date of birth reformatted Address re-cased ZIP missing+1 more
CLM-422793	CLM	Carlos Evans	1979-12-27	UHC-89882-16	6617140876	3299 Main St, Tucson, AZ, 85741	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421894	CLM	Ethan L Jackson	1954-04-10	—	—	801 Main St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-415380	CLM	Kyle E Kennedy	2000-01-04	—	7866739383	8320 Spring St, Charlotte, NC, 28213	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400813	CLM	Hiroshi X Armstrong	1952-10-13	UHC-54673-76	5022261479	9809 Lincoln Way, Scottsdale, AZ, 85299	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-403916	CLM	Wayne Marshall	2002-05-04	UHC-10389-42	—	6503 Highland Ave, Los Angeles, CA, 90022	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432786	CLM	Tyler Ramirez	1985-08-04	UHC-12321-25	8174637516	135 Church St, San Diego, CA, 92111	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427354	CLM	Christina Olson	1966-06-01	UHC-51600-71	7862061920	2572 Hillcrest Rd, Miami, FL, 33111	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-420629	CLM	Stephanie Ross	1998-02-27	UHC-95518-50	4375058933	504 Sunset Blvd, Austin, TX, 78795	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423874	CLM	Jennifer Vargas	1989-11-03	—	—	2753 River Rd, Plano, TX, 75058	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427619	CLM	Saarah Flores	1965-11-11	—	—	5323 Elm St, Eden Prairie, MN, 55326	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 119 of 263Previous Next