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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413319	CLM	Kevin Thompson	1948-01-11	UHC-76614-91	—	484 Meadow Ln, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407183	CLM	Helen N Kelley	—	UHC-08411-81	—	9444 Valley View Dr, Columbus, OH, 43248	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418995	CLM	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430328	CLM	William Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-421584	CLM	Heln Williams	1996-06-22	—	—	6789 Canyon Rd, Houston, TX, 77046	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-429776	CLM	Danielle H Stevens	1944-02-13	—	—	4873 Ocean Ave, Chandler, AZ, 85215	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411349	CLM	Alexander Ray	1996-05-06	—	—	5159 Ridge Rd, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-403220	CLM	Diana McDonald	1981-10-18	UHC-42901-26	—	9636 Mountain View Dr Apt 29, Charlotte, NC, 28273	0.66	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424636	CLM	Austin Bell	1953-01-18	UHC-52108-19	—	775 Canyon Rd, Eden Prairie, MN, 55372	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423525	CLM	Pamela Patel	1970-03-25	—	—	5691 Palm Dr, San Antonio, TX, 78230	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-407865	CLM	Denise M Cooper	—	—	—	974 Washington St, Tampa, FL, 33612	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-424497	CLM	Carol Peterson	1988-03-27	—	—	7116 Central Ave, Columbus, OH, 43230	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-411649	CLM	Cynthia Baker	1940-05-26	UHC-09215-77	—	2238 Grand Ave # 807, Nashville, TN, 37263	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
CLM-422275	CLM	Luis Tuker	1953-09-13	UHC-25918-17	—	4409 Hillcrest Rd, Atlanta, GA, 30307	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-432098	CLM	Jesse Coleman	1983-02-04	UHC-37560-46	—	8018 Camelback Rd, Phoenix, AZ, 85043	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431738	CLM	Arthur Valdze	1996-08-18	UHC-18114-77	—	8255 Ocean Ave, Columbus, OH, 43201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427348	CLM	Willie Chavez	2007-02-03	UHC-34974-99	5147086363	4782 Pine Dr, Denver, CO, 80289	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413399	CLM	Ethan Cook	2003-03-18	UHC-76119-12	—	9366 Mesa Dr, Tucson, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-412645	CLM	Maria Carr	1943-07-21	UHC-71401-03	—	5483 Church St, Phoenix, AZ, 85002	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-400979	CLM	Camila J Rogers	2004-02-15	—	—	811 Hillcrest Rd, Miami, FL, 33103	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-421385	CLM	Nguyen G Diane	1961-03-10	—	—	3744 Ocean Ave, Orlando, FL, 32813	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-412089	CLM	Patricia Kim	1998-05-23	UHC-30627-19	—	3503 Elm St, Columbus, OH, 43251	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415534	CLM	Kathryn Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406659	CLM	Joyce P Perry	1972-09-08	UHC-51288-35	—	6984 Pine Dr, Los Angeles, CA, 90009	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404552	CLM	Frank Green	1974-04-24	UHC-08081-74	—	7013 Desert Sky Blvd, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-400906	CLM	Adam Walsh	1956-08-01	—	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413409	CLM	Bradley Martinez	1998-05-14	—	—	7736 Pine Dr, Columbus, OH, 43237	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-427939	CLM	Chrristina Fields	1958-04-19	UHC-16525-76	4468159914	5141 Grand Ave, Austin, TX, 78717	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407164	CLM	Logan Lane	1953-01-13	UHC-29585-43	—	8325 River Rd, San Antonio, TX, 78264	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418217	CLM	Jason Mrphy	1996-09-21	—	—	239 Church St, Nashville, TN, 37253	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-403355	CLM	Wayne Sims	1991-12-07	UHC-57695-21	—	4120 Pine Dr, Columbus, OH, 43223	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419418	CLM	Pat Padilla	—	—	—	4600 Ridge Rd, Tampa, FL, 33631	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-413157	CLM	Zachary Morales	1995-08-08	—	—	9060 Washington St Apt 24, Tampa, FL, 33656	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-425456	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr, Denver, CO, 80204	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404295	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406210	CLM	Kathryn Ramirez	1944-05-02	—	—	9294 Park Pl # 734, Gilbert, AZ, 85281	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402959	CLM	Karen G White	1986-12-06	UHC-50270-05	9605662901	9809 Ridge Rd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418894	CLM	Aisha Morrison	2006-04-13	UHC-15863-85	3559735208	3540 Maple Ave # 540, Houston, TX, 77081	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-418150	CLM	Santiago Q Warren	1976-10-01	UHC-97597-12	—	542 Harbor Blvd, Mesa, AZ, 85248	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410138	CLM	Samuel Tucker	1993-06-19	UHC-53744-28	2689716961	5881 Apache Blvd, Chandler, AZ, 85224	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
CLM-401223	CLM	Karen Morgan	1965-04-19	UHC-24048-52	—	5824 Highland Ave, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416172	CLM	Arjun Torres	1986-04-21	UHC-50680-83	—	4920 Cedar Ln, Orlando, FL, 32805	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420101	CLM	Douglas Perry	1943-05-20	UHC-88700-98	—	9386 Mesa Dr, Tampa, FL, 33642	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432140	CLM	Rgoer S Wang	1950-02-04	—	5287310709	5745 Jefferson Ave, Charlotte, NC, 28271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409621	CLM	Joan Garrett	1950-03-20	UHC-30737-02	4369567098	9201 Cedar Ln, Austin, TX, 78750	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406152	CLM	Donna Diaz	1997-08-21	UHC-14269-08	—	1140 Elm St, Miami, FL, 33115	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414043	CLM	Stephen Lawson	1974-09-03	—	—	5405 Valley View Dr, Denver, CO, 80244	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417743	CLM	Bryyan Simmons	—	—	—	67 Bayshore Dr, Atlanta, GA, 30364	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-403573	CLM	Sandra Harper	1946-09-10	—	8012466003	7685 Jefferson Ave, Denver, CO, 80212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400170	CLM	Paul Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

16,411 rows, page 153 of 329Previous Next