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

All sources, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419682	CLM	Dorothy T Lawrence	1966-04-11	UHC-04711-59	4442115814	1167 Canyon Rd Apt 3, Los Angeles, CA, 90087	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
TPA-55504	TPA	DonnaJunk	1975-08-12	—	8339335733	8277 Camelback Rd, Tempe, AZ, 85237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402220	CLM	Noah Willis	1998-08-17	UHC-64010-59	7638263661	916 Baseline Rd, Charlotte, NC, 28225	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140460	ENR	Brittany Henderson	—	UHC-13878-53	5744364696	8332 Union St, Dallas, TX, 75214	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403168	CLM	Ann Gilbert	2004-10-07	UHC-20636-06	5677011970	2196 Sage Ct, Chandler, AZ, 85274	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-117134	ENR	Roger J Johnston	1999-02-21	UHC-77763-47	8458310381	6521 Meadow Ln # 216, Tucson, AZ	0.62	Phone reformatted Member ID reformatted Unit split from street City re-cased+3 more
CLM-427932	CLM	Jack Taylor	1971-03-07	—	—	3243 Main St Apt 32, Tampa, FL, 33650	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121448	ENR	Luis B Simmons	2003-04-13	UHC-91105-47	9167153948	9389 Sunset Blvd, Scottsdale, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132988	ENR	Chheryl F Mejia	1962-12-05	UHC-16412-41	—	3470 Sage Ct, Dallas, TX, 75236	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425508	CLM	Beverly Sandoval	1987-01-04	UHC-71693-15	—	2141 Meadow Ln, Glendale, AZ, 85312	0.62	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-100889	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100890	ENR	Karen P Gutierrez	1983-05-20	UHC-40050-34	—	4665 Valley View Dr, Phoenix, AZ, 85075	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-104358	ENR	Ruth B Knight	1952-12-16	UHC-11248-09	8445050268	7420 Oak St, Gilbert, AZ, 85269	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401380	CLM	Jose Olson	2003-05-28	UHC-32021-76	—	5299 Elm St, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-432329	CLM	Carlos R Walker	1987-12-15	UHC-39806-08	5453381271	9720 Ocean Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407606	CLM	Richard Q Washington	2006-06-16	UHC-88336-76	5408400677	8427 Camelback Rd, Glendale, AZ, 85357	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127002	ENR	David C Shultz	1995-05-21	UHC-66347-64	4393498359	9059 Lake View Rd # 265, Atlanta, GA, 30343	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-102164	ENR	Diego A Burke	1986-10-17	UHC-70227-52	5053724641	5901 Baseline Rd, Tempe, AZ, 85291	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405551	CLM	Ryan K Bailey	1966-12-17	UHC-26020-38	7466743797	7468 Indian School Rd, Minneapolis, MN, 55493	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425717	CLM	Teresa Fisher	1959-04-26	—	—	5150 Main St, Scottsdale, AZ, 85299	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110642	ENR	Marcus Y Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409947	CLM	Mason McDonald	2003-08-20	UHC-59502-09	—	2210 Cedar Ln, Atlanta, GA, 30379	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-426077	CLM	Lauren Peters	1984-07-16	UHC-23575-28	—	1420 Oak St, Glendale, AZ, 85392	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-400956	CLM	Camila Santos	1951-11-20	UHC-31286-37	6823136559	4386 Lake View Rd Apt 25, Seattle, WA, 98115	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-113420	ENR	Arthur F Alvarez	1957-11-13	UHC-12801-77	2328209924	8552 Grand Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418287	CLM	Natalie Stewart	1967-01-15	—	8013968414	4853 Jefferson Ave Apt 4, Mesa, AZ, 85231	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422473	CLM	Sean Gardner	1964-07-20	UHC-33476-72	7313075480	9447 Lake View Rd, Seattle, WA	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
TPA-59569	TPA	Bradley Mendoza	1988-06-16	—	—	2384 Church St, Charlotte, NC, 28245	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
TPA-58195	TPA	Lawrence Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN, 55494	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62250	TPA	Daniel Thompson	1954-07-13	—	—	3387 Baseline Rd, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402327	CLM	Pamela Vzaquez	1976-04-22	UHC-24088-91	2657718014	2062 Park Pl, Fresno, CA, 93758	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108147	ENR	Luis Murphy	1965-07-18	UHC-24205-01	9488942399	2011 Grand Ave, Jacksonville, FL, 32261	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415501	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	—	2824 Valley View Dr, Jacksonville, FL, 32252	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-58508	TPA	Maria Oliver	1982-04-02	—	—	8314 Willow Ct, Miami, FL, 33138	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-410107	CLM	Sara F Padilla	1982-02-02	—	5183584426	7342 Spring St, Glendale, AZ, 85369	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-55297	TPA	Jarry Y Price	1957-10-17	—	4324037551	563 Desert Sky Blvd, Glendale, AZ, 85340	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100147	ENR	Anna McDonald	1972-03-16	UHC-61383-31	7837594369	5798 Union St, Los Angeles, CA, 90015	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140773	ENR	Robert Flores	1950-01-28	UHC-72032-58	5035287393	796 Mesa Dr, Glendale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134885	ENR	Patricia S Owens	1950-08-04	UHC-87048-14	6174440320	3078 Ocean Ave, Nashville, TN, 37201	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409131	CLM	Stephen Miller	1998-05-04	UHC-10946-99	5813978980	8460 Baseline Rd, Jacksonville, FL, 32210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-121909	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-424256	CLM	Kimberly Jimenez	1952-12-05	UHC-97816-87	—	9412 Ocean Ave, Denver, CO, 80249	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-63038	TPA	Peter Patterson	2005-03-14	UHC-20937-46	—	6888 Oak St, Eden Prairie, MN, 55389	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-108117	ENR	Frances J Harper	1983-08-01	UHC-84962-90	7547958329	5850 Willow Ct, Charlotte, NC, 28207	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400132	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-400131	CLM	Paul Russell	1988-05-04	—	—	6403 Mountain View Dr, Chandler, AZ, 85264	0.62	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+3 more
CLM-403613	CLM	Ronald N Richardson	1961-04-12	UHC-28177-64	—	7869 Grand Ave # 299, Sacramento, CA, 95850	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-415449	CLM	James Fernandez	1994-08-23	UHC-25043-68	—	8740 Palm Dr, Seattle, WA, 98102	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-417228	CLM	Andrea Anderson	1945-09-25	UHC-88955-23	—	1436 Cedar Ln, San Antonio, TX, 78250	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416454	CLM	Priya Brown	1939-10-04	UHC-98213-17	9616654710	247 Baseline Rd, San Antonio, TX, 78244	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

17,850 rows, page 95 of 357Previous Next