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-412221	CLM	Priya Henry	1997-12-11	UHC-78896-26	6267944109	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412886	CLM	Megaan Wilson	1956-03-14	UHC-27377-95	6733016707	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411227	CLM	Alice H Cox	1963-11-05	UHC-44983-80	5542770844	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424551	CLM	Joan Mendoza	1951-02-17	UHC-92655-07	6072545982	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430698	CLM	Alan Bradley	2008-03-04	—	—	286 Jefferson Ave, Charlotte, NC, 28277	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-429132	CLM	May Maldonado	1962-05-10	—	—	2125 Willow Ct, Nashville, TN, 37207	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410290	CLM	Karen Morrison	1985-06-12	—	9417035798	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413932	CLM	Timothy Olson	1945-07-16	—	6262487152	432 Union St, Sacramento, CA, 95846	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407917	CLM	Gregory Carroll	1973-12-22	—	—	6362 Apache Blvd, Houston, TX, 77088	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410839	CLM	Philip Banks	1955-04-03	UHC-92600-21	5097634744	9677 Jefferson Ave, Austin, TX, 78705	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-422930	CLM	Anthony Hunter	2003-02-28	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-408184	CLM	Cheyl Herrera	1975-09-06	UHC-59021-38	—	505 Elm St, Tucson, AZ, 85736	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402133	CLM	Lori G Mejia	1955-11-11	UHC-54236-13	4804659925	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-418837	CLM	Roy Martinez	1954-12-03	UHC-35367-39	5233003240	985 Union St, Glendale, AZ, 85377	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430085	CLM	Amy Butler	1959-06-20	UHC-35018-52	4196633809	1003 Harbor Blvd, Tucson, AZ, 85753	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-412182	CLM	Stephhanie Ruiz	1999-01-26	UHC-28633-53	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429769	CLM	Jonathan N Stone	1972-10-13	UHC-16634-98	3329001655	1046 Palm Dr, Las Vegas, NV, 89176	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-423761	CLM	Andrea Whhite	1951-07-05	—	—	789 Canyon Rd, Orlando, FL, 32871	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-415298	CLM	Alan Cole	1941-01-04	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415243	CLM	Ann Gonzalez	1960-10-27	UHC-34996-49	—	4617 Grand Ave, Sacramento, CA, 95855	0.92	Date of birth reformatted City re-cased Plan code upper-cased Placeholder values cleared
CLM-405943	CLM	Douglas Walker	1961-03-24	UHC-52481-89	9059963295	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423144	CLM	Riley Cynthia	1980-06-01	UHC-89532-20	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402653	CLM	Brandon Y Rice	1986-03-14	UHC-75050-61	5098666317	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-402145	CLM	Thomas Morales	1965-10-26	UHC-74441-71	7658409003	5241 Jefferson Ave, Denver, CO, 80274	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422097	CLM	James Williams	1985-08-22	UHC-59391-53	—	1733 Canyon Rd, Minneapolis, MN, 55431	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400803	CLM	Lori Warren	1976-12-09	UHC-11712-58	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406201	CLM	Katryn I Sanchez	1955-09-08	—	2194929641	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412993	CLM	Justin W Walker	1991-05-28	—	6602746710	9122 Washington St, Sacramento, CA, 95861	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408555	CLM	Patricia X Mylls	1995-01-07	UHC-35380-75	9463685496	7958 Mountain View Dr, Tampa, FL, 33654	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419515	CLM	Camila Jensen	1949-11-25	UHC-66295-51	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426337	CLM	Roy R Campbell	1964-04-11	UHC-48894-76	9865391190	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-424512	CLM	Justin Bowman	1980-11-01	—	6663242365	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401906	CLM	Pat Herrera	1953-06-15	—	7657359939	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421695	CLM	Eric Morgan	1995-05-07	UHC-37404-89	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429326	CLM	Denise Knight	1979-01-13	UHC-67464-26	—	2302 Canyon Rd, Phoenix, AZ, 85008	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408123	CLM	Jason Mason	1984-09-02	UHC-84953-50	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416808	CLM	Janet Cruz	1955-06-17	UHC-94131-80	7995542291	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400904	CLM	Alexander Watkins	1942-11-20	UHC-52797-12	—	—	0.92	Name re-cased Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-414787	CLM	Megan Morrison	1981-12-16	UHC-40939-67	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431914	CLM	Juan Myers	2000-11-12	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401847	CLM	Jack Smith	1961-09-09	UHC-24928-79	7775886073	6832 Meadow Ln, Dallas, TX, 75251	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-404501	CLM	Katherine Payne	1948-11-11	UHC-49443-83	—	5085 Hillcrest Rd, Austin, TX, 78727	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401330	CLM	Adam Sanders	1998-12-16	UHC-10599-86	—	8671 Valley View Dr, Fresno, CA, 93713	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416736	CLM	Michael Simmons	1994-02-27	UHC-55383-31	—	3978 Broadway, Houston, TX, 77078	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
CLM-426779	CLM	Susan K Ward	1976-10-13	—	3299505809	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405291	CLM	Catherine Myers	1954-10-08	UHC-97566-56	—	6682 Broadway, Mesa, AZ, 85252	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-416116	CLM	Jack Sims	1983-09-21	UHC-08090-72	—	8391 Harbor Blvd, Plano, TX, 75073	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419459	CLM	Diego V Ramirez	1975-02-21	UHC-57245-41	3237590591	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403086	CLM	Charlotte Rogers	1974-05-26	UHC-61741-31	—	—	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-410048	CLM	Samuel N Holmes	1960-02-12	UHC-57779-10	7489567212	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 179 of 212Previous Next