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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28769	PRV	Rachel M Fowler	1983-05-20	—	2438832716	8542 Forest Ave, Minneapolis, MN, 55405	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20531	PRV	Anna K King	1941-01-11	UHC-76044-90	5507012262	251 Main St, Eden Prairie, MN, 55323	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29100	PRV	Lawrence Berry	1995-06-24	—	4672041352	4585 Canyon Rd, Miami, FL, 33162	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-29203	PRV	Jordan Brooks	1963-03-19	UHC-55414-72	7516578927	9719 Church St, Plano, TX, 75053	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23531	PRV	Russell U Armstrong	1968-04-21	UHC-31168-68	9105869820	7959 Sunset Blvd, Columbus, OH, 43203	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-26853	PRV	Charlotte Richards	1938-04-21	UHC-72303-37	5204254393	2821 Canyon Rd, Plano, TX, 75028	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29003	PRV	Alexander Stephens	1991-02-08	—	7186255194	7415 Oak St, Glendale, AZ, 85319	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24131	PRV	Dorothy Boyd	1945-09-27	—	9676789974	7813 Lincoln Way, Sacramento, CA, 95894	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
PRV-24108	PRV	Jesse M Sandoval	1962-10-14	—	8762674493	2084 Jefferson Ave, Jacksonville, FL, 32286	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23026	PRV	Austin Herrera	2002-09-12	—	—	9279 Park Pl, Charlotte, NC, 28268	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
PRV-28460	PRV	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.76	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-27968	PRV	Marilyn R Sullivan	1952-05-20	—	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22622	PRV	Joyce Morris	1967-12-27	UHC-36491-29	7705529903	4392 Elm St, Scottsdale, AZ, 85279	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21839	PRV	Albert Owens	1942-03-01	UHC-26507-26	—	367 Central Ave, Charlotte, NC, 28236	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27236	PRV	Judy Lee	1996-08-09	—	—	3033 Mesa Dr, Tempe, AZ, 85265	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21131	PRV	Sharon Vasquez	1943-08-14	UHC-15996-02	8429882868	2682 Broadway, Phoenix, AZ, 85078	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-21181	PRV	Debra Lawson	1939-08-19	UHC-10156-16	9804291247	6946 Market St, Dallas, TX, 75270	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20706	PRV	Patrick Carter	1986-11-22	UHC-68722-56	5933786815	9383 Washington St, San Diego, CA, 92101	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21713	PRV	Larry Bradley	1979-01-15	UHC-38911-80	—	1967 Meadow Ln, Tucson, AZ, 85756	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
PRV-23621	PRV	Carlos Y Guerrro	1960-03-11	—	6975859369	53 Grand Ave, Gilbert, AZ, 85241	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-22398	PRV	Helen L Austin	2003-09-10	—	5828197153	9204 Ridge Rd, Glendale, AZ, 85345	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22397	PRV	Helen L Austin	2003-09-10	—	5828197153	9204 Ridge Rd, Glendale, AZ, 85345	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23114	PRV	Kenneth G Wells	1941-09-05	—	9677092475	6601 Highland Ave, Chandler, AZ, 85284	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27673	PRV	Diego Lucas	1952-06-09	UHC-55378-42	7373470504	5253 Church St, Columbus, OH, 43205	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-23050	PRV	Ronald Dominguez	1989-05-26	—	2437453045	4274 Desert Sky Blvd, San Antonio, TX, 78200	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26155	PRV	Peter Arnold	1996-09-19	—	6347208004	3662 Ocean Ave, Charlotte, NC, 28282	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28093	PRV	Sandra Perkins	1942-06-25	—	5134181620	1706 Apache Blvd, Miami, FL, 33137	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24783	PRV	Victoria W Mitchell	1998-08-11	—	7943558855	2965 Forest Ave, Chandler, AZ, 85264	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26575	PRV	Justin M Knight	1985-10-27	UHC-39714-96	2555761995	2762 Forest Ave, Seattle, WA, 98102	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28191	PRV	Aaron Reid	1968-04-25	—	7645795913	1642 Apache Blvd, Miami, FL, 33146	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22705	PRV	Mary Ross	1970-03-28	—	—	7635 Harbor Blvd, Las Vegas, NV, 89116	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25494	PRV	Miller S Santiago	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.76	Phone reformatted Address re-cased State code upper-cased Gender normalised+2 more
PRV-21051	PRV	Jen Anderson	1975-07-27	UHC-24465-07	4234490921	3368 Willow Ct, Orlando, FL, 32893	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29162	PRV	Ryan T Anderson	1999-10-17	UHC-78959-95	5563823951	1852 Main St, Las Vegas, NV, 89111	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25287	PRV	John B Hernandez	2001-09-16	—	9772230676	5504 Desert Sky Blvd, Denver, CO, 80203	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26179	PRV	Angela Lee	1983-06-07	UHC-45982-35	9624405853	7108 Meadow Ln, Sacramento, CA, 95803	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23604	PRV	Beverly Y Hunt	1984-05-06	—	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-29370	PRV	Ethan Lopez	1972-07-10	UHC-92695-79	6246151566	992 Sage Ct, San Diego, CA, 92148	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28850	PRV	Evelyn Kim	1991-05-18	UHC-97183-17	8627110973	3615 Palm Dr, Seattle, WA, 98117	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21301	PRV	Jose E McDonald	1985-07-13	UHC-98359-06	5199897721	3515 Union St, San Antonio, TX, 78273	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28843	PRV	Kyle Kennedy	1994-02-14	UHC-77184-96	5887905978	357 Canyon Rd, Eden Prairie, MN, 55387	0.76	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
PRV-26818	PRV	Karen Y Warren	1996-05-10	UHC-86315-08	8798498790	4669 Church St, Houston, TX, 77071	0.76	Name re-cased Phone reformatted State code upper-cased Gender normalised+2 more
PRV-21643	PRV	Robert Z Tucker	1946-03-04	—	4466299185	7017 Baseline Rd, San Diego, CA, 92176	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-23205	PRV	Wei H Gardner	1966-07-12	—	5825679306	7036 Central Ave, San Diego, CA, 92132	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-25601	PRV	Heather Morales	1942-08-03	—	4087260394	6122 Baseline Rd, Austin, TX, 78708	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28527	PRV	Frances Wood	1962-08-02	UHC-40418-04	4173919073	7219 Cedar Ln, Austin, TX, 78721	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26418	PRV	Perez Jose	1980-04-25	—	6265567316	4123 Central Ave, Gilbert, AZ, 85257	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25892	PRV	Doris Chavez	1945-06-01	UHC-61116-89	6219162496	3187 Main St, Phoenix, AZ, 85004	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27271	PRV	Joyce Sadners	1944-01-23	—	8209621459	9492 Ocean Ave, San Antonio, TX, 78278	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-22691	PRV	Barbara Ruiz	1942-03-19	UHC-93786-89	7198183359	8554 Ridge Rd, Tampa, FL, 33608	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

5,467 rows, page 58 of 110Previous Next