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-409484	CLM	Margaret Stone	1979-11-12	—	—	5524 Pine Dr, Plano, TX, 75014	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-429467	CLM	Larry Y Morgan	1971-01-28	UHC-96302-08	8255940810	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-427236	CLM	Joseph Turner	1957-06-14	UHC-12535-13	—	4916 Camelback Rd, Tampa, FL, 33682	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-400722	CLM	Carolyyn Sanders	1990-12-05	—	6767404860	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421284	CLM	Shirley L Morris	1985-03-17	UHC-89888-33	2182862611	7543 Canyon Rd, Atlanta, GA, 30375	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408233	CLM	Jacqueline Moore	1995-03-14	UHC-13379-89	—	9435 Broadway, Houston, TX, 77087	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-426433	CLM	Jennnifer Carroll	1946-04-23	—	7942064822	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-415788	CLM	Stephen Bishop	1949-08-11	UHC-71512-23	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430520	CLM	Ronald Guzman	2008-01-21	UHC-49979-38	—	3336 Church St, Tampa, FL, 33693	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-401925	CLM	Emma Soto	1991-06-25	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421807	CLM	Wayne B Lee	1949-01-02	UHC-57483-83	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402341	CLM	Simmons Aisha	1944-04-21	—	—	774 Lincoln Way, Phoenix, AZ, 85014	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428525	CLM	Vicctoria Hart	1976-07-08	UHC-02304-58	8102738134	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-428524	CLM	Vicctoria Hart	1976-07-08	UHC-02304-58	8102738134	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402926	CLM	Jonathan Greene	1952-11-14	UHC-34595-69	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-411016	CLM	Pamela Simpson	1941-05-06	UHC-32254-06	6952214174	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-419340	CLM	Byd Richard	1957-09-01	UHC-94105-73	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-413782	CLM	Logan Wang	2001-03-04	UHC-72381-10	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415544	CLM	Eugene Roberts	1991-08-14	—	—	5606 Lincoln Way, San Antonio, TX, 78285	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401265	CLM	Marilyn Long	1983-08-17	UHC-18585-05	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-432798	CLM	Albert Perry	2007-01-07	—	—	80 Jefferson Ave, Chandler, AZ, 85236	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418010	CLM	Ward Carol	1970-10-01	—	8724358282	8776 Mesa Dr, Houston, TX, 77061	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429896	CLM	Jacob Carroll	1972-12-21	UHC-05698-94	7962649384	8947 Mesa Dr, Fresno, CA, 93745	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426645	CLM	Teresa P Park	2001-02-22	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-408545	CLM	Robert Lewis	1984-04-22	UHC-37733-01	—	2513 Valley View Dr, Charlotte, NC, 28210	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-429864	CLM	Aisha Salazar	1953-11-10	—	—	2129 Jefferson Ave, Nashville, TN, 37292	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430800	CLM	Pamela Morrison	1982-10-21	UHC-42829-49	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411328	CLM	Brittany M Wilson	1979-01-02	UHC-08584-56	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407702	CLM	Julia Richardson	1982-08-18	UHC-09173-93	7544771939	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-412068	CLM	Ruth G Dunn	2002-12-22	UHC-79382-41	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-404161	CLM	Peter Z Li	1990-06-04	—	2692985473	4194 Washington St, Minneapolis, MN, 55440	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414559	CLM	Ethan Robertson	2000-07-21	UHC-97259-21	7976614147	7669 Maple Ave, San Antonio, TX, 78202	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-404202	CLM	George Lewis	2005-02-23	UHC-96111-39	—	2743 Sunset Blvd, Chandler, AZ, 85244	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-406873	CLM	Roy J Dunn	2005-06-22	UHC-64037-81	4687803368	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404077	CLM	Sandra Hansen	2005-07-06	—	—	7281 Willow Ct, San Diego, CA, 92175	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-424438	CLM	Andrea Howell	1951-10-20	—	—	7160 Ocean Ave, Columbus, OH, 43227	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402169	CLM	Luis Freeman	1981-07-01	UHC-54061-22	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408356	CLM	Camila M Lucas	1959-11-09	—	—	4364 Maple Ave, Chandler, AZ, 85205	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418540	CLM	Ashley E Thompson	1999-11-22	UHC-62776-77	—	8765 Central Ave, Eden Prairie, MN, 55320	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-432449	CLM	Laura Chen	1938-12-15	UHC-69693-65	6065872240	8321 Apache Blvd, Chandler, AZ, 85243	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-410421	CLM	Andrew Ward	1990-04-28	—	—	9830 Maple Ave, Atlanta, GA, 30352	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-421182	CLM	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408830	CLM	Gregroy Parker	1961-05-05	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409712	CLM	Elijah Parker	1980-01-01	UHC-21161-41	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417811	CLM	Donna Perez	1988-01-02	UHC-98053-18	—	6150 Hillcrest Rd, Seattle, WA, 98185	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410345	CLM	George King	1943-04-06	UHC-42827-67	8584800379	3734 Grand Ave, Denver, CO, 80218	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402264	CLM	Gregory X McCoy	1942-05-15	UHC-38818-96	—	8994 Lake View Rd, Nashville, TN, 37293	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-423179	CLM	Justin Watkins	1950-04-17	UHC-47026-67	3012335538	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411488	CLM	Joe O Adams	2008-05-04	—	—	2370 Canyon Rd, Atlanta, GA, 30326	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415825	CLM	Carol Phillips	1977-12-05	UHC-63274-83	—	8747 Apache Blvd, Plano, TX, 75076	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared

10,559 rows, page 190 of 212Previous Next