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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423147	CLM	Bobby Admas	—	UHC-70130-54	—	8522 Spring St, Plano, TX	0.38	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-132395	ENR	Katherine O Silva	1939-05-20	UHC-05146-68	5894321118	7888 Valley View Dr # 573, Las Vegas, NV, 89162	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123824	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St, Austin, TX, 78762	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400323	CLM	Peter Garrett	1981-03-11	—	3327854244	8443 Oak St, Fresno, CA, 93783	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-405208	CLM	Charlotte Delgado	1981-08-19	—	9437056172	8620 Baseline Rd # 835, Atlanta, GA, 30317	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-51757	TPA	Harold West	1994-04-02	—	4055795979	4445 Sage Ct, Seattle, WA, 98162	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-409296	CLM	Stephanie B Hamilton	—	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.38	Name split from “Last, First”Date of birth missing Member ID reformatted SSN last four extracted+3 more
ENR-121664	ENR	George Valdez	—	UHC-03628-68	5074006772	7536 Pine Dr, Glendale, AZ, 85328	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-111443	ENR	Hannah K Freeman	1989-01-10	UHC-41971-97	7959801389	1191 Palm Dr, Orlando, FL	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142006	ENR	Karen Spencer	1969-12-21	UHC-79017-46	9135698106	1338 Cedar Ln Apt 27, Phoenix, AZ, 85004	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-124531	ENR	Jason G Wells	1974-02-27	UHC-56047-33	—	3501 Sage Ct, Jacksonville, FL, 32211	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22071	PRV	Joshua Munoz	1994-01-20	—	2214594792	4852 Washington St, Dallas, TX	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420997	CLM	Nicole Snyder	1988-07-06	UHC-47909-54	—	6336 Spring St, San Antonio, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125800	ENR	Kimberly T Rose	1961-07-06	UHC-88845-21	9013335157	1611 Spring St, Gilbert, AZ, 85247	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110766	ENR	Kimberly Fowler	1967-04-13	UHC-87015-96	4875790660	6308 Union St, Tucson, AZ	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136338	ENR	Johnston Grace	—	UHC-06724-33	3084562016	5768 Jefferson Ave # 562, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-131381	ENR	Donna L Guzman	1947-11-14	UHC-71147-44	5687496165	5998 Pine Dr, Denver, CO, 80219	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-409136	CLM	Mariana Williamson	—	UHC-03230-89	—	1598 Desert Sky Blvd # 365, Phoenix, AZ, 85048	0.38	Name split from “Last, First”Date of birth missing Unit split from street City re-cased+3 more
CLM-430426	CLM	Jacqueline Mendoza	1990-02-14	UHC-51173-49	—	6121 Cedar Ln, Las Vegas, NV, 89110	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-23980	PRV	Adam Snyder	1964-09-27	UHC-25891-48	5934629771	9660 Market St Apt 28, Denver, CO	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61098	TPA	Ahmed Rose	1972-11-01	UHC-11855-20	—	4535 Camelback Rd, Seattle, WA	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25581	PRV	Sophia Evans	1974-12-27	—	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129397	ENR	Doris N Frod	1978-03-15	UHC-60111-01	—	616 Lincoln Way # 784, Eden Prairie, MN, 55303	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121949	ENR	Albert C Parker	2002-03-03	UHC-63627-89	2387815960	258 Market St, Scottsdale, AZ, 85255	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124081	ENR	Arjun A Olson	1990-05-15	UHC-60248-06	8113078829	769 Cedar Ln, Dallas, TX, 75225	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103367	ENR	Andrea M James	1953-02-16	UHC-49092-78	—	4986 Highland Ave, Plano, TX, 75053	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103366	ENR	Andrea M James	1953-02-16	UHC-49092-78	—	4986 Highland Ave, Plano, TX, 75053	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-408699	CLM	Shirley D Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.38	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-431975	CLM	Samuel Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424946	CLM	Maria Rmos	1993-08-27	UHC-15701-44	—	1825 Pine Dr, Columbus, OH, 43231	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-127418	ENR	Steve M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
CLM-425692	CLM	Mei Maldonado	1945-11-02	UHC-86595-66	—	7457 Park Pl, Houston, TX, 77082	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25503	PRV	Roy Q Simpson	1956-07-16	UHC-12089-16	9677755119	9767 Harbor Blvd, Gilbert, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141216	ENR	Mark E Edwards	1956-10-11	UHC-45206-33	7097737311	7708 Highland Ave, Eden Prairie, MN, 55339	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27984	PRV	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404275	CLM	Andrea Medina	1987-08-16	—	—	4090 Church St, Tucson, AZ, 85757	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-417303	CLM	Theresa Burns	1961-08-13	UHC-49456-91	8677651239	6374 River Rd, Miami, FL, 33146	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-401181	CLM	Diego P Bishop	1959-12-25	UHC-89423-86	2963050472	6395 Jefferson Ave, Eden Prairie, MN, 55345	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-132234	ENR	Andrew Vargas	1941-06-24	UHC-46683-84	—	8072 Mountain View Dr # 982, San Diego, CA, 92104	0.38	Name split from “Last, First”Date of birth reformatted SSN last four extracted Unit split from street+3 more
CLM-413403	CLM	Sarah Hunt	1998-07-09	UHC-87592-42	3808439490	3523 Market St, Houston, TX, 77046	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53033	TPA	Jesse Brooks	1959-09-04	—	—	7865 Meadow Ln Apt 17, Eden Prairie, MN, 55365	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-414132	CLM	Karen Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St, Plano, TX, 75096	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-400449	CLM	Margaret Cavez	1951-03-19	UHC-92419-11	—	5663 Spring St # 869, Minneapolis, MN, 55457	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-114808	ENR	Deborah Romero	1954-12-26	UHC-22670-89	8426149390	8812 Lincoln Way, Los Angeles, CA, 90076	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
CLM-425686	CLM	Austin Robertson	1968-10-16	UHC-45622-09	—	7410 Ocean Ave Apt 39, Jacksonville, FL, 32222	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-51745	TPA	Sam Estrada	1976-06-12	—	2128189582	1665 Palm Dr Apt 10, Dallas, TX, 75266	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429414	CLM	Douglas X Lewis	1967-09-08	UHC-76690-56	—	560 Spring St Apt 6, Dallas, TX, 75254	0.38	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63037	TPA	Steve King	1969-01-20	—	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.38	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-120588	ENR	Diana P Ruiz	—	UHC-17013-52	4843639569	6684 Indian School Rd, Tucson, AZ, 85771	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-425900	CLM	Ashley Castro	1970-04-21	—	—	1834 Jefferson Ave, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more

9,980 rows, page 13 of 200Previous Next