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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407153	CLM	Russell Dunn	2006-05-24	UHC-33552-97	—	2113 Spring St, Minneapolis, MN, 55494	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410038	CLM	Joan Y Clark	1967-11-09	UHC-92120-58	—	3163 Grand Ave, Atlanta, GA, 30308	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104235	ENR	Logan Z Estrada	1945-06-01	UHC-51402-46	—	7129 Harbor Blvd, Miami, FL, 33199	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+2 more
CLM-420984	CLM	Emily B Owens	2002-03-03	—	3262564018	8088 Lake View Rd, Tampa, FL, 33657	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140653	ENR	Doris Anderson	1980-11-24	UHC-03249-14	—	4851 Canyon Rd, Glendale, AZ, 85309	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102035	ENR	John Graham	1982-06-14	UHC-03219-23	3267854971	719 Central Ave, Tampa, FL, 33657	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-416382	CLM	Grace Soto	1948-12-28	UHC-03021-42	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.64	Name re-cased State name converted to code Gender normalised Plan code upper-cased+2 more
PRV-25345	PRV	Rachel Jacobs	1997-04-04	UHC-30192-79	4739085402	8448 Camelback Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
TPA-55818	TPA	Frances Fields	1952-11-04	—	4146613290	565 Main St, Tempe, AZ, 85239	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113161	ENR	Wei Bradley	1962-09-24	UHC-76357-55	3147219949	2524 Baseline Rd, Columbus, OH, 43297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20696	PRV	Carr P Fatima	1954-11-23	UHC-87958-42	2424617953	931 Cedar Ln, Charlotte, NC, 28226	0.64	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code+2 more
CLM-402702	CLM	Judy Turner	1957-08-03	UHC-54618-59	—	5845 Central Ave, Denver, CO, 80296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56005	TPA	Ann Rogers	2003-02-18	—	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-108460	ENR	Heather O Estrada	1964-12-10	UHC-14837-83	9808767200	7177 River Rd, Tucson, AZ, 85755	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104468	ENR	Ryan Armstrong	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL, 33687	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136321	ENR	Sharon Maldonado	1982-05-27	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132653	ENR	Linda Dixon	1999-10-15	UHC-04438-58	8506574803	705 Washington St, Fresno, CA, 93773	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-426047	CLM	Kathryn Gray	1969-12-14	UHC-34431-13	—	6391 Camelback Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-410422	CLM	Ethan Grant	1983-09-09	—	—	9820 Highland Ave, Austin, TX, 78753	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-131714	ENR	Shirley Fernandez	1976-10-21	UHC-32823-27	7552975952	3166 Desert Sky Blvd, Tucson, AZ, 85771	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-136233	ENR	Fatima K Reid	1946-01-17	UHC-31359-09	—	1099 Baseline Rd, Dallas, TX, 75278	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412274	CLM	James E Watkins	1998-10-19	—	5792920257	4317 Union St, Tucson, AZ, 85701	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141411	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	6067826986	8108 Canyon Rd, Plano, TX, 75085	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140383	ENR	Jullia Q Fowler	1993-08-07	UHC-77770-43	7957110285	7084 Jefferson Ave, Charlotte, NC, 28240	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-408186	CLM	Jen M Hernandez	1993-04-16	UHC-59220-89	—	2179 Pine Dr, Los Angeles, CA, 90073	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58065	TPA	Timothy Wagner	1985-04-05	—	6825723960	9724 Bayshore Dr, Columbus, OH, 43283	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129450	ENR	Rgoer P Guzman	1994-12-07	UHC-37088-65	9416283043	2192 Ridge Rd, Sacramento, CA, 95853	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404047	CLM	Alan M Diaz	1979-12-10	UHC-23825-89	—	9173 Sunset Blvd, Las Vegas, NV, 89110	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432301	CLM	John Gutierrez	1954-03-15	UHC-13252-62	—	470 Ridge Rd, Austin, TX, 78748	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-106266	ENR	Mateeo M Moreno	1978-11-16	UHC-39345-31	—	2119 Jefferson Ave # 617, Orlando, FL, 32884	0.64	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
CLM-408211	CLM	Michael Wallace	1939-08-27	—	—	1586 Cedar Ln, Los Angeles, CA, 90049	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412863	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-412864	CLM	Amber Riley	1998-12-12	UHC-46144-77	5398140665	3250 Forest Ave, Jacksonville, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-426096	CLM	Danielle Schultz	1941-07-01	UHC-73966-94	9595906871	7494 Union St, Eden Prairie, MN, 55302	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104948	ENR	Raymond Coleman	1995-03-15	—	6698697619	62 Park Pl # 531, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-124114	ENR	Gloria F Bishop	1940-08-04	UHC-59408-54	5223822332	58 Mountain View Dr, San Antonio, TX, 78297	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-64097	TPA	Michael C Kim	1981-08-12	—	9009701989	351 Union St, Austin, TX, 78787	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129327	ENR	Pamela K Grant	1961-09-13	UHC-80809-65	8833087580	2444 Ocean Ave, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-134453	ENR	Pamela N Reid	1986-07-06	UHC-83233-52	8305038199	8710 Sunset Blvd, Houston, TX, 77018	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411728	CLM	Alice Freeman	1968-04-04	UHC-80293-63	8738938397	6953 Pine Dr, Fresno, CA, 93789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132585	ENR	Fisher W Richard	1985-02-10	UHC-65367-33	9437709425	6523 Pine Dr, San Antonio, TX, 78263	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123130	ENR	Jessica Daniels	1995-04-13	UHC-65761-03	8668036594	5520 Broadway, Columbus, OH, 43254	0.64	Name re-cased Phone reformatted Address re-cased State name converted to code+2 more
TPA-50325	TPA	Stephen C Murphy	1955-10-14	UHC-00291-43	6837202601	9309 Ridge Rd, Nashville, TN, 37202	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424462	CLM	Sara Oliver	1957-09-03	—	7055870807	9299 Highland Ave, Scottsdale, AZ, 85268	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
ENR-124975	ENR	Lori Valdez	1977-02-20	UHC-27056-91	2942364855	5922 Palm Dr, San Diego, CA, 92115	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110230	ENR	Scott L Cooper	2008-02-08	UHC-57705-65	6823677988	9015 Church St, Glendale, AZ, 85352	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25211	PRV	James Mejia	1976-04-10	—	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52959	TPA	Willie L Martin	1951-09-19	—	3329874066	8414 Willow Ct, Nashville, TN, 37262	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418665	CLM	Gary Brown	1950-01-24	UHC-63458-01	4588476731	5247 Jefferson Ave, Tucson, AZ, 85789	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107315	ENR	Albert Mason	1953-03-14	UHC-72233-68	7695936039	2440 Desert Sky Blvd, Glendale, AZ, 85355	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 101 of 182Previous Next