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 “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
ENR-103963	ENR	Juan A Washington	1959-11-14	UHC-91717-92	3765476480	2948 Highland Ave, Chandler, AZ, 85282	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-101543	ENR	Kate Fiels	—	UHC-27585-35	8537793302	7998 Spring St, Mesa, AZ, 85205	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-405952	CLM	Carlos Salazar	1992-08-07	UHC-04052-21	4079702887	2954 Canyon Rd # 744, Phoenix, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105156	ENR	Willie Schmit	1946-01-03	UHC-97718-83	7539794678	7642 Forest Ave, Seattle, WA, 98118	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-431250	CLM	Barbara Cox	1962-01-13	—	—	1468 Hillcrest Rd, Columbus, OH	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-404520	CLM	Kathryn A Perez	1986-11-13	UHC-05255-47	—	1011 Indian School Rd, Seattle, WA, 98117	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-405175	CLM	Charles Jenkins	—	UHC-72962-24	—	7771 Forest Ave, Fresno, CA, 93782	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-21983	PRV	Julia Webb	1990-04-26	—	5653274313	5812 Oak St Apt 39, Fresno, CA, 93767	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-422584	CLM	John Hughes	1947-09-08	UHC-46207-33	—	1769 Mesa Dr, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24141	PRV	Janet W Wallace	1939-11-19	UHC-29568-55	8588793971	2662 Elm St Apt 37, Glendale, AZ, 85395	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134155	ENR	Adam R Vasquez	1973-04-07	UHC-36719-47	9417296737	5966 Cedar Ln, Charlotte, NC, 28288	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421888	CLM	Sara K Kelley	2008-09-20	UHC-40791-63	9869006089	1277 Willow Ct, Tucson, AZ, 85786	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415679	CLM	Shirley Chavez	1956-05-14	—	7426223782	2044 Mesa Dr # 600, Chandler, AZ	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115846	ENR	Deborah Z Little	1946-06-28	—	3958958773	2259 Jefferson Ave # 907, Charlotte, NC, 28225	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428879	CLM	Jonathan Parker	1985-01-21	UHC-64109-25	—	6409 Lake View Rd, Gilbert, AZ, 85233	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-136959	ENR	Samuel Warren	2003-06-02	UHC-67401-51	—	4561 Pine Dr, Mesa, AZ, 85246	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416248	CLM	Fatima Garrett	2003-04-16	—	6242758078	6743 Park Pl Apt 36, Chandler, AZ, 85219	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140496	ENR	Omar A Price	1998-12-10	UHC-59884-84	3368421517	2765 Spring St, Scottsdale, AZ	0.50	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-126930	ENR	Kelly Burns	1941-07-07	UHC-13674-77	2583046592	5638 Park Pl Apt 13, Chandler, AZ, 85286	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-55579	TPA	Luis Lee	1965-04-28	—	—	7876 Bayshore Dr, Phoenix, AZ, 85075	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121120	ENR	Sean Allen	—	UHC-74463-68	6972892673	9243 Union St, Seattle, WA, 98183	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-117422	ENR	Tony G Aguilar	1989-11-06	UHC-75197-95	—	7798 Mountain View Dr, Tempe, AZ, 85288	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-400970	CLM	Gary J Sullivan	1965-11-03	UHC-11966-43	7709632432	4564 Baseline Rd, Atlanta, GA, 30334	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104811	ENR	Victoria A Bennett	1956-05-07	UHC-20682-65	2254684931	9161 Maple Ave # 210, Tempe, AZ, 85265	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-50039	TPA	Gregory Morales	1977-02-09	—	—	7891 Valley View Dr, Plano, TX, 75068	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60909	TPA	Randy Miller	1997-11-14	—	—	5877 Sunset Blvd, Dallas, TX, 75286	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-404538	CLM	Lisa Silva	2002-04-16	—	—	6174 Willow Ct # 947, Columbus, OH, 43235	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-101917	ENR	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21899	PRV	Virginia Greene	2005-06-22	UHC-49687-56	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130782	ENR	Jerry Q Moore	1963-04-12	UHC-01331-32	8214662649	5838 Lincoln Way, Columbus, OH	0.50	Name re-cased City re-cased State name converted to code ZIP missing+3 more
PRV-25895	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-100631	ENR	Kenneth Y Edwards	2002-12-07	UHC-87921-71	9108151752	6068 Forest Ave, Sacramento, CA, 95807	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404609	CLM	Judy V Long	2001-05-20	UHC-14892-64	—	4143 Apache Blvd, Gilbert, AZ, 85272	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-112827	ENR	Megan Reed	2005-11-11	UHC-55099-86	2428131623	8402 Mesa Dr, Sacramento, CA, 95812	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22226	PRV	Virginia G Yang	1988-08-28	UHC-41415-62	—	200 Jefferson Ave, Mesa, AZ, 85287	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-428739	CLM	Carl Li	—	—	—	2696 Sage Ct, Jacksonville, FL, 32277	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-22374	PRV	Jose Maldonado	1953-02-07	UHC-41703-31	7663482447	5368 Camelback Rd, Los Angeles, CA, 90014	0.50	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-128725	ENR	Kimberly M James	2002-07-23	UHC-59619-33	2689789008	1599 Hillcrest Rd, Seattle, WA, 98161	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-416151	CLM	Nancy Q Washington	2007-05-05	—	—	2444 Lincoln Way Apt 20, Plano, TX, 75037	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-125162	ENR	Judy V Hoffman	1949-11-07	UHC-63831-15	8239770775	9408 Valley View Dr, Phoenix, AZ, 85016	0.50	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-112879	ENR	Ashley Lopez	1944-08-15	UHC-75234-83	6934061650	1743 Sage Ct Apt 5, Denver, CO, 80272	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-432108	CLM	Andrew Jacobs	1990-12-11	—	—	5166 Highland Ave # 228, Austin, TX, 78720	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418911	CLM	Camila Kelley	1964-06-15	—	3328715388	3227 Desert Sky Blvd Apt 22, Miami, FL, 33182	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-422579	CLM	Gerge Z Flores	1959-01-16	UHC-44693-88	—	8251 Pine Dr, Jacksonville, FL, 32280	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
CLM-412719	CLM	Carlos Hunt	1971-12-18	UHC-24311-47	—	1181 Desert Sky Blvd, San Diego, CA, 92118	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-414593	CLM	Kaylla N Mendez	1963-06-14	UHC-45096-59	—	3449 Forest Ave, Plano, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-120530	ENR	Barbara C Fisher	1938-06-16	UHC-18628-86	5728819269	4226 Church St, Orlando, FL, 32822	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127444	ENR	Ethan M Taylor	1997-03-22	UHC-84782-49	7884647056	4991 Lincoln Way, Austin, TX, 78786	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-409335	CLM	ScottJunk	1954-07-22	UHC-89192-22	3704954147	9154 Cedar Ln, Seattle, WA, 98102	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133892	ENR	Kathryn Waren	1959-03-12	UHC-71018-94	3167136460	6289 Jefferson Ave, Los Angeles, CA, 90013	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

39,996 rows, page 39 of 800Previous Next