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-401936	CLM	Christopher Thompson	1979-06-23	—	2906522763	3057 Bayshore Dr, Columbus, OH, 43261	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51829	TPA	Mary Warren	1985-03-25	—	4824486459	272 Church St, Phoenix, AZ, 85073	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126907	ENR	Tom C Franlin	1966-11-13	UHC-69821-97	4464158695	3502 Maple Ave, Jacksonville, FL, 32262	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-405543	CLM	William Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-28889	PRV	Charles Butler	1963-10-19	UHC-33196-93	8462801030	7058 Central Ave, Miami, FL, 33187	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
TPA-50187	TPA	Linda Wong	1947-02-11	—	8165059028	6511 Canyon Rd, Denver, CO, 80243	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-414439	CLM	Teresa Gerene	1969-02-17	—	5322112437	3387 Mountain View Dr, Los Angeles, CA, 90004	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109668	ENR	Katherine N James	2001-09-14	UHC-01774-66	4465816841	6636 Highland Ave, Miami, FL, 33180	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122087	ENR	Kevin A Marshall	1962-04-05	UHC-42645-56	8177369229	6674 Sage Ct, Tampa, FL, 33694	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-28395	PRV	Brittany Fuller	1965-12-07	UHC-81567-13	5543874972	799 Elm St, Las Vegas, NV, 89109	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123038	ENR	Betty I Watson	1941-07-12	UHC-53708-85	3894433016	9629 Broadway, Phoenix, AZ, 85080	0.72	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+4 more
ENR-105512	ENR	Doris Welch	1950-07-19	UHC-37433-50	4428915456	2676 Forest Ave, Houston, TX, 77070	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-401277	CLM	Albert Clark	1977-05-15	UHC-36686-91	8862532948	7039 Apache Blvd, Eden Prairie, MN, 55330	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105088	ENR	Cheryl W Thompson	1959-10-20	UHC-88060-98	6019512107	5892 Camelback Rd, Sacramento, CA, 95895	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-415931	CLM	Jacob Ramos	1964-07-27	UHC-86970-92	3269450818	7741 Market St, Houston, TX, 77000	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116669	ENR	Dorothy Hanson	1958-12-09	UHC-56345-74	6248116866	4903 Meadow Ln, Eden Prairie, MN, 55335	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116619	ENR	Charlotte Fox	1978-03-10	UHC-60940-57	4337541715	657 Jefferson Ave, San Antonio, TX, 78201	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106539	ENR	Kelly J Wright	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX, 78282	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104670	ENR	Kevin Stevens	1947-11-12	UHC-74291-02	8237901554	2398 River Rd, San Antonio, TX, 78255	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142907	ENR	Thomas Harper	1974-08-03	UHC-43283-39	9528903409	973 Market St, Tucson, AZ, 85766	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411116	CLM	Rebecca Bryant	1985-07-08	—	9653233527	861 Canyon Rd, Seattle, WA, 98173	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104582	ENR	Gloria Dominguez	1943-03-11	UHC-76111-65	8795062933	9701 Sunset Blvd, Las Vegas, NV, 89158	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113264	ENR	Michelle O Owens	2006-04-18	UHC-86216-33	6466412475	3887 Church St, Atlanta, GA, 30389	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121402	ENR	Andrea Collins	1995-03-03	UHC-48003-04	—	4578 Market St, Sacramento, CA, 95812	0.72	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-104099	ENR	Rachel D Ortega	2002-11-23	—	6176168733	7804 Hillcrest Rd, San Diego, CA, 92136	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-407603	CLM	Anthony Murphy	1959-01-19	UHC-88733-62	—	3553 Harbor Blvd, Gilbert, AZ, 85240	0.72	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-125969	ENR	Helen Snyder	1977-02-01	UHC-56443-63	6339724359	2599 Willow Ct, Atlanta, GA, 30371	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407484	CLM	Abigail N Hicks	2001-04-05	UHC-46842-79	9654116494	251 Hillcrest Rd, Seattle, WA, 98176	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22590	PRV	Sullivan E Michelle	1950-10-26	—	6344746191	2442 Market St, Dallas, TX, 75255	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29562	PRV	Mary McCoy	2002-02-19	UHC-45825-03	7553936940	52 Harbor Blvd, Phoenix, AZ, 85079	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120064	ENR	Natahn L Cole	1988-06-19	UHC-73438-95	3365112392	2027 Sage Ct, Denver, CO, 80288	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-139466	ENR	Teresa Gray	1993-05-26	UHC-17407-24	2415230181	5597 Main St, Tempe, AZ, 85203	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128737	ENR	Wei P Feilds	1959-12-24	UHC-62961-20	2186784775	5344 Church St, Los Angeles, CA, 90051	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122260	ENR	Donna Reynolds	1990-12-09	UHC-53206-63	8698146833	3975 Ridge Rd, Charlotte, NC, 28271	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110911	ENR	Jerry King	1983-09-23	UHC-99995-34	6507469213	2993 Ocean Ave, Tampa, FL, 33632	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26237	PRV	Sarah C Murphy	1964-06-03	—	5473549016	7273 Palm Dr, Scottsdale, AZ, 85237	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-57198	TPA	Hnry Williamson	1975-07-06	—	9072574414	989 Main St, Mesa, AZ, 85239	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140449	ENR	Jason N Mejia	1973-01-28	UHC-68953-11	4812960187	4774 River Rd, Dallas, TX, 75261	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406085	CLM	Santiago Phillips	1962-11-01	—	—	9067 Forest Ave, San Antonio, TX, 78242	0.72	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-59890	TPA	Theresa Franklin	1944-11-18	—	4046862638	7509 Willow Ct, Seattle, WA, 98149	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23008	PRV	Elijah Washington	1979-09-07	UHC-16414-38	9886230862	959 Mesa Dr, Austin, TX, 78748	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130968	ENR	Grace Williams	1976-04-18	UHC-70016-34	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-50952	TPA	Benjamin Obrien	1938-08-21	—	5019348070	3925 Central Ave, Glendale, AZ, 85387	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61397	TPA	John Watkins	1945-06-12	—	4607245251	7534 Market St, Houston, TX, 77076	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-138238	ENR	Arjun Dominguez	1985-07-22	UHC-91705-75	6394848074	7632 Camelback Rd, Nashville, TN, 37245	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-420343	CLM	Hannah Roberts	1971-11-23	—	9087587519	8378 Bayshore Dr, Tempe, AZ, 85209	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131671	ENR	Lucia L Baker	2008-04-25	UHC-00790-82	9116163899	6471 Cedar Ln, Dallas, TX, 75216	0.72	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-63977	TPA	Andrew Hoffman	2004-01-28	—	5524392270	8112 Meadow Ln, Tampa, FL, 33690	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140796	ENR	Kathleen T Jacobs	1948-11-11	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-405422	CLM	Elijah Q Cox	1986-06-28	—	7087550164	5551 Main St, Jacksonville, FL, 32237	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

17,850 rows, page 157 of 357Previous Next