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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426386	CLM	Linda L Washington	1939-08-23	—	2757623820	5949 Sage Ct, Houston, TX, 77073	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-416268	CLM	Richard Brooks	1960-04-23	UHC-17374-35	—	5687 Highland Ave, Houston, TX, 77044	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407731	CLM	Beverly G Padilla	1954-10-26	—	—	6136 Park Pl, Mesa, AZ, 85225	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-421887	CLM	Brittany Fuller	1993-10-04	UHC-65472-14	7165006523	1183 Elm St, Mesa, AZ, 85254	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-426881	CLM	Denise V Henry	1963-07-22	—	—	6558 Apache Blvd, Tempe, AZ, 85284	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412150	CLM	Nicholas Carter	2006-12-16	UHC-96506-93	—	2576 Sunset Blvd, Glendale, AZ, 85359	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-418009	CLM	Sophia U Butler	1987-10-25	UHC-99861-22	—	8857 Washington St, Orlando, FL, 32847	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-408137	CLM	Joseph Scott	1975-08-21	—	4276891203	7502 Desert Sky Blvd, Austin, TX, 78761	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413970	CLM	Maria M Young	1981-05-21	UHC-57966-63	—	4044 Maple Ave, Charlotte, NC, 28215	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424801	CLM	Dennis Rivera	1942-05-26	—	2424292845	3908 Park Pl, Chandler, AZ, 85241	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429637	CLM	Scott V Mason	1974-04-01	UHC-40347-24	—	6312 Grand Ave, Columbus, OH, 43228	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423484	CLM	Donna G Holmes	1958-03-17	UHC-94194-30	6802240241	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402840	CLM	Juan Martin	1963-07-17	UHC-38051-15	—	5914 Apache Blvd, Scottsdale, AZ, 85222	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-407851	CLM	Alexander Perry	1975-08-25	UHC-24848-99	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+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-405328	CLM	Rooger Russell	1991-12-20	UHC-08254-81	8268797183	5731 Hillcrest Rd, Houston, TX, 77017	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-410061	CLM	Jerry Flores	1995-09-19	—	—	9045 Indian School Rd, Glendale, AZ, 85390	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-406164	CLM	Christina Harrison	1983-12-03	UHC-49614-16	—	1526 Union St, Fresno, CA, 93724	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426582	CLM	Roy Powell	1980-11-27	UHC-17581-40	5032571479	482 Broadway, Plano, TX, 75010	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-405126	CLM	Beth Mitchell	2003-08-22	UHC-66315-76	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-421371	CLM	Carolyn Park	1956-12-06	UHC-04264-59	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised 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-413658	CLM	Frances Hayes	1985-11-06	UHC-79363-79	7984806181	8483 Ridge Rd, Sacramento, CA, 95886	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425674	CLM	Judith Martinez	1969-01-07	—	6636319880	7901 Spring St, Scottsdale, AZ, 85213	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418196	CLM	Jake Little	1952-04-05	UHC-83659-74	3375392416	6539 Broadway, Phoenix, AZ	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
CLM-415965	CLM	Logan Rivera	1976-05-01	UHC-27810-95	—	8658 Elm St, Phoenix, AZ, 85060	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401571	CLM	David Graham	2003-09-12	UHC-28829-66	9077284379	2470 Lincoln Way # 239, Plano, TX, 75031	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-415511	CLM	Joyce Moreno	1990-12-20	—	9087208246	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-414991	CLM	Keith Jones	1987-02-19	UHC-95396-91	2474192342	5349 Palm Dr # 633, Orlando, FL, 32884	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-407428	CLM	Kenneth Chavez	1988-06-19	—	2329062057	8598 Elm St, Houston, TX, 77079	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409756	CLM	Willie Reed	1999-02-02	UHC-69931-09	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-405898	CLM	Lauren Day	2008-01-25	UHC-29621-19	—	615 Grand Ave, Houston, TX, 77035	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403490	CLM	Jerry T Franklin	1949-09-15	UHC-31529-37	—	3181 Ridge Rd, Columbus, OH, 43237	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426704	CLM	Sharon Graay	1960-01-01	UHC-95468-33	3296595868	4386 Pine Dr, Eden Prairie, MN, 55363	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415562	CLM	Olivia K Perez	1963-04-16	UHC-08021-88	5596402012	1737 Union St, Tampa, FL, 33689	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-415116	CLM	Rebecca Chavez	1973-10-17	UHC-20228-30	8185646492	1883 Main St, Plano, TX, 75084	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
CLM-411635	CLM	Olivia Vasquez	1942-03-27	—	—	1875 Maple Ave, Jacksonville, FL, 32297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419543	CLM	Jeremy Chen	1968-08-04	UHC-98905-98	9016425683	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-421875	CLM	Judy F Perkins	1981-12-19	UHC-49732-53	—	7070 Park Pl, Eden Prairie, MN, 55383	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-428998	CLM	Andrea Morrison	1968-07-20	—	5195382360	7960 Jefferson Ave, Houston, TX, 77095	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419060	CLM	Donna Stone	1996-10-18	UHC-98920-26	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-400843	CLM	Ryan Kelly	1969-12-07	UHC-98387-34	—	9059 Maple Ave, Austin, TX, 78780	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419136	CLM	Sara Austin	—	UHC-78609-92	4124953250	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-426307	CLM	Ruth Collins	1938-02-06	UHC-81446-80	4306046951	4725 Harbor Blvd, Charlotte, NC, 28279	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432627	CLM	Eddie O Wright	2008-09-03	UHC-92029-25	—	758 Lincoln Way, Phoenix, AZ, 85024	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-432230	CLM	Lisa Graham	1951-12-26	UHC-27955-94	—	4093 Ridge Rd, Tampa, FL, 33671	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-432717	CLM	Billy Thomas	1966-01-16	UHC-30395-04	—	6199 Cedar Ln, Seattle, WA, 98173	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404405	CLM	Rachel Davis	1993-10-04	—	—	4711 River Rd, Charlotte, NC, 28247	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417131	CLM	Coleman Anna	1971-06-19	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-428637	CLM	Pamela A Herrera	1962-07-27	UHC-00611-30	2573302019	5739 Camelback Rd, Austin, TX, 78718	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 133 of 263Previous Next