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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-420099	CLM	Dorothy Greene	1965-11-01	UHC-20965-16	—	1956 Indian School Rd, Glendale, AZ, 85338	0.76	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-416682	CLM	Kayla S Muray	1988-09-07	—	9564426103	6435 Palm Dr, Mesa, AZ, 85295	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-431384	CLM	Stephen Mason	1947-02-10	UHC-44082-35	3455110924	5786 Church St, Austin, TX, 78721	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-425733	CLM	Amber O Jordan	1985-02-17	UHC-29175-45	9313022259	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-426404	CLM	Santiago Alvarado	1998-06-16	UHC-29527-53	—	2880 Indian School Rd, Phoenix, AZ, 85007	0.76	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
CLM-404890	CLM	Samantha Gonzalez	1939-04-09	UHC-43456-07	4035114429	9765 Meadow Ln, San Antonio, TX, 78275	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-431526	CLM	Melissa Dominguez	1955-10-15	UHC-07165-11	9855304738	1059 Indian School Rd, Austin, TX, 78745	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
CLM-413664	CLM	Josh T Cooper	1962-10-20	UHC-54359-82	4135206744	8269 Pine Dr, Nashville, TN, 37234	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-400077	CLM	Helen Reed	1981-06-15	—	3117283708	3587 Desert Sky Blvd, Mesa, AZ, 85273	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-408572	CLM	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.76	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
CLM-400961	CLM	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-413233	CLM	Diaan J Valdez	1999-11-04	UHC-88091-78	6172462764	4552 Sage Ct, Las Vegas, NV, 89167	0.76	Two-digit birth year Phone reformatted City re-cased State code upper-cased+2 more
CLM-430567	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-430568	CLM	Diane L Fisher	1984-02-16	—	2767398459	4157 Church St, Columbus, OH, 43285	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-401202	CLM	Maria Simpson	1939-09-04	—	4315755528	9735 Canyon Rd, Charlotte, NC, 28269	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
CLM-410775	CLM	Diego Lopez	2000-09-16	UHC-40396-40	—	9378 Elm St, Seattle, WA, 98148	0.76	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
CLM-416763	CLM	Aisha Baley	1993-03-09	UHC-32930-20	6723969448	3532 Highland Ave, Austin, TX, 78703	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
CLM-418092	CLM	Kathryn Jenkins	1979-07-12	UHC-10064-66	4104585436	5752 Camelback Rd, Austin, TX, 78731	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+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-428627	CLM	Diana B Mills	1972-11-19	UHC-74388-14	8517641826	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-404653	CLM	Hannah Wood	1982-10-02	—	3356137914	8882 Harbor Blvd, Houston, TX, 77005	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-414571	CLM	Luis Munoz	1997-01-25	UHC-45111-01	5657238308	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-419815	CLM	Richard Elliutt	1965-03-28	UHC-99835-59	—	5139 Ridge Rd, Dallas, TX, 75223	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-412168	CLM	Elizabeth D Young	1979-01-13	UHC-34103-14	8986447921	6703 Sage Ct, Miami, FL, 33133	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-428444	CLM	Michael Holmes	1999-05-15	UHC-66752-04	4726286045	6651 Broadway, Dallas, TX, 75263	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-429394	CLM	Alexis Prce	1997-10-10	UHC-53316-85	2034729259	300 Bayshore Dr, Atlanta, GA, 30358	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-423330	CLM	Carolyn Day	1942-07-25	UHC-23740-64	5915403919	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-407662	CLM	Shirley Dean	1993-10-19	UHC-15898-83	7766433523	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-417063	CLM	Jordan Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-420996	CLM	Ruth D Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-411397	CLM	Jacob Kelly	1990-05-14	UHC-64102-34	—	9005 Hillcrest Rd, Austin, TX, 78705	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-427005	CLM	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-407513	CLM	Roy Palmer	1945-02-26	UHC-28102-09	7777804815	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-406708	CLM	Mariana T Ortega	1999-07-03	—	7376615042	119 Park Pl, Eden Prairie, MN, 55307	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-412316	CLM	John C Burke	1977-07-17	—	4536671365	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-430201	CLM	Philip Olson	2007-09-07	—	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-410955	CLM	Noah Roberts	1962-03-21	—	7397836496	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-410467	CLM	Nicole L Munoz	2006-06-19	UHC-35202-88	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-416583	CLM	Diana Wallace	2004-07-14	UHC-56666-20	—	9592 Broadway, Tampa, FL, 33603	0.78	Name re-cased Two-digit birth year Address re-cased Email lower-cased+1 more
CLM-423902	CLM	Maria Nguyeen	2004-10-13	—	5452148155	5263 Lincoln Way, San Antonio, TX, 78236	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-401884	CLM	Sean Ramirez	2007-05-18	UHC-19509-62	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
CLM-431294	CLM	Brittany Jenkins	1948-10-02	UHC-38740-62	8455739459	4783 Ocean Ave, Charlotte, NC, 28273	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-406743	CLM	Gloria Stone	1965-04-03	—	4863376974	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-415355	CLM	Kenneth Kannedy	1997-07-03	UHC-75623-35	5638666962	2830 Valley View Dr, Minneapolis, MN, 55413	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-405957	CLM	Rachel M West	1951-09-13	UHC-58253-49	2376717144	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-417496	CLM	Danil Mendez	1958-11-04	UHC-21332-78	9787564344	1144 Main St, Columbus, OH, 43225	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
CLM-428746	CLM	Priiya L Phillips	1984-06-03	—	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-411887	CLM	Pamela G Lucas	1939-05-07	—	7537765688	5790 Union St, Austin, TX, 78759	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-422686	CLM	Maria Yang	1944-08-09	UHC-83885-20	9769464155	7807 Ridge Rd, Gilbert, AZ, 85279	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more

2,168 rows, page 32 of 44Previous Next