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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428860	CLM	Carulyn Sullivan	1960-04-27	UHC-93054-21	—	3287 Washington St, Tampa, FL, 33607	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403292	CLM	Shirley Ferguson	1947-05-22	UHC-88576-07	8797121611	6610 Park Pl, Miami, FL, 33198	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411951	CLM	Janet Sullivan	1964-11-13	UHC-57981-28	—	9446 Sunset Blvd, Phoenix, AZ, 85083	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-418732	CLM	Stephen Alexander	1977-05-25	UHC-53417-56	9165636371	1435 Indian School Rd, Austin, TX, 78701	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428088	CLM	Kim Z Moreno	1979-07-04	—	8314438021	4360 Baseline Rd, Miami, FL, 33154	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423052	CLM	Philip Williams	1971-10-13	UHC-13566-04	2367414237	3855 Elm St, Fresno, CA, 93712	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403772	CLM	Stephanie Gilbert	1958-12-07	UHC-50252-24	7062616752	1392 Hillcrest Rd, Tempe, AZ, 85254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408285	CLM	Isabella Williams	2005-12-04	UHC-55456-26	—	1402 Maple Ave, Mesa, AZ, 85261	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428968	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	4155760904	7841 River Rd, Tucson, AZ, 85755	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430738	CLM	Roy Daniels	1973-02-08	—	—	7052 Sunset Blvd, Minneapolis, MN, 55454	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-414966	CLM	Lucia Soto	2000-02-03	UHC-71796-85	9887069069	7714 Pine Dr, Tucson, AZ, 85702	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425035	CLM	Brittany Alvarado	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd, Phoenix, AZ, 85044	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423378	CLM	Emma Garrett	1972-05-20	UHC-15927-63	2863793586	4651 Pine Dr, Plano, TX, 75019	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-422646	CLM	Philip Vasquez	1942-01-18	—	—	1135 Sage Ct, Jacksonville, FL, 32237	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420372	CLM	Santiago Johnston	1947-06-08	UHC-07734-93	6914980202	8790 Palm Dr, Gilbert, AZ, 85246	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412130	CLM	Lawrence Lane	1942-01-13	UHC-33802-81	8229438111	2394 Harbor Blvd, Tampa, FL, 33646	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416340	CLM	Juan Bradley	1979-09-17	UHC-92505-70	7059523102	2720 Central Ave, San Antonio, TX, 78213	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427069	CLM	Sean A Gordon	1948-09-19	UHC-57083-46	6269540392	9787 Canyon Rd, Mesa, AZ, 85272	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420831	CLM	Sean Chapman	2002-02-14	UHC-35561-40	5998998129	6702 Church St, Minneapolis, MN, 55483	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-409185	CLM	Bryan K Ortiz	1965-07-06	UHC-46023-57	—	4415 Canyon Rd, Las Vegas, NV, 89163	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
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-423812	CLM	Jack Y Hoffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+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-423760	CLM	Helen Gutierrez	1985-12-19	—	—	7768 Palm Dr, Eden Prairie, MN, 55351	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420426	CLM	Arjun Lawrence	1984-05-05	UHC-29118-42	5147181288	6371 Sage Ct, San Antonio, TX, 78294	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+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-404535	CLM	Sofia Lynch	1995-01-03	—	2413875761	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+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-420378	CLM	Sandra Reyes	1982-05-09	—	—	2116 Ocean Ave, Las Vegas, NV, 89111	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
CLM-408610	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-cased+2 more
CLM-408611	CLM	Matthew O Day	1970-04-04	UHC-65445-38	2849282812	6402 Pine Dr # 652, Charlotte, NC, 28210	0.76	Phone reformatted Member ID reformatted Unit split from street State code upper-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-409254	CLM	Douglas Haris	1941-12-09	UHC-15357-52	—	5994 Church St, Fresno, CA, 93781	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400379	CLM	Vicky Lynch	1995-10-10	—	4788710032	9353 Baseline Rd, Jacksonville, FL, 32296	0.76	Date of birth reformatted Phone 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-402893	CLM	Christian Wison	1994-03-04	—	3619502869	928 Broadway, Dallas, TX, 75248	0.76	Phone reformatted Address re-cased City re-cased Gender normalised+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-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-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

18,771 rows, page 174 of 376Previous Next