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 “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
PRV-25656	PRV	Russell Parker	1970-08-10	UHC-91285-73	6027276902	3317 Oak St, Las Vegas, NV, 89180	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29077	PRV	Mark Gardner	1966-02-12	—	3145760286	607 Harbor Blvd, Charlotte, NC, 28207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23813	PRV	Zachary P Morales	1995-08-08	UHC-95210-09	5612126194	9060 Washington St, Tampa, FL, 33656	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-25603	PRV	Carolyn Pierce	1990-11-13	UHC-31172-20	8409420975	2381 Mountain View Dr, Jacksonville, FL, 32296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21714	PRV	Larry I Bradley	1979-01-15	—	4323159224	1967 Meadow Ln, Tucson, AZ, 85756	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25685	PRV	Judy Hoffman	1949-11-07	UHC-63831-15	—	9408 Valley View Dr, Phoenix, AZ, 85016	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26268	PRV	Diana P Lane	1990-09-25	—	8243077412	3391 Indian School Rd, Mesa, AZ, 85265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20671	PRV	Camila Snydre	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26435	PRV	Sandra Franklin	2007-06-07	—	5514941927	8987 Palm Dr, Jacksonville, FL, 32257	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21906	PRV	Aaron J Obrien	1967-10-21	—	—	2467 Central Ave, Chandler, AZ, 85277	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26556	PRV	Aaron Coleman	1950-11-02	—	4684716438	5871 Forest Ave, Las Vegas, NV, 89192	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22670	PRV	Theresa Cunningham	2004-01-18	—	9613903662	8763 Washington St, Tempe, AZ, 85277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24495	PRV	Aisha Owens	2002-06-26	—	2317075318	7806 Main St, Orlando, FL, 32868	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20557	PRV	Ethan T Fuller	1964-02-12	UHC-06353-04	6324719102	975 Mountain View Dr, Nashville, TN, 37216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24294	PRV	Rebecca Bennett	1948-04-27	UHC-21274-89	8297418145	5990 Camelback Rd, Gilbert, AZ, 85268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26812	PRV	Diego Ferguson	1984-06-08	UHC-07762-22	9706859537	1523 Union St, San Antonio, TX, 78229	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29102	PRV	Dorothy Spencer	1947-06-15	—	4604176622	8114 Sage Ct, Gilbert, AZ, 85247	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24225	PRV	Mei B Bradley	1999-03-09	UHC-98883-33	9696536131	3322 Palm Dr, Denver, CO, 80277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21410	PRV	Gabriel Robinson	1952-09-09	—	9824779733	9720 Desert Sky Blvd, Nashville, TN, 37202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
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-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-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-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-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-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-25499	PRV	Ryan Hernandez	1959-01-19	UHC-51810-13	5727094583	6988 Sage Ct, Charlotte, NC, 28205	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-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-26554	PRV	Barbara V Rogers	1993-12-17	—	9324983128	3065 Valley View Dr, Mesa, AZ, 85292	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21235	PRV	Raymond H Hanson	1990-05-20	UHC-40217-49	7143911775	3321 Grand Ave, Atlanta, GA, 30388	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-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-24179	PRV	Megan Andews	1974-07-14	—	4377103717	9086 Palm Dr, Columbus, OH, 43274	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address 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-23383	PRV	Ethan Taylor	1961-01-06	UHC-92353-02	4448375219	6658 Highland Ave, Austin, TX, 78739	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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

5,405 rows, page 77 of 109Previous Next