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
ENR-123006	ENR	Alice Harper	1979-06-01	UHC-67117-89	—	6995 Meadow Ln, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133252	ENR	Jerry G Sanchez	1988-09-27	UHC-29270-33	3656995693	322 Meadow Ln, Denver, CO, 80240	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135325	ENR	Carolyn Williamson	1948-01-27	UHC-33058-22	6276877752	1659 Hillcrest Rd, Eden Prairie, MN, 55313	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-57913	TPA	Ann Ford	1943-01-09	—	—	3659 Ridge Rd, Houston, TX, 77081	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142459	ENR	Roy Hudson	—	UHC-66699-30	5978638873	6067 Mountain View Dr, Scottsdale, AZ, 85232	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51145	TPA	Charlotte Shaw	1941-11-28	—	—	9013 Canyon Rd, Chandler, AZ, 85211	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55996	TPA	Timothy Dixon	1951-11-17	—	4456310971	1368 Ridge Rd, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-405160	CLM	Alexis Fox	2007-04-26	UHC-32649-36	—	7627 Indian School Rd Apt 38, Gilbert, AZ, 85200	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125392	ENR	Melissa C McDnoald	—	UHC-49869-26	4619327306	8927 Washington St, Charlotte, NC, 28213	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-100936	ENR	Abigail H Simmons	1953-06-10	UHC-39038-39	8013629545	749 Canyon Rd, Jacksonville, FL, 32209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410619	CLM	Ronald Sanders	1978-08-24	UHC-31632-29	—	7520 Church St, Minneapolis, MN, 55414	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
PRV-23860	PRV	Dorothy F James	1987-02-16	UHC-93469-77	4016111175	8094 Indian School Rd, Eden Prairie, MN, 55392	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-130008	ENR	Barbara P Collins	2004-05-17	UHC-85662-20	9139945612	647 Market St, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57340	TPA	Dorothy Wagner	—	—	—	1607 Forest Ave, Tucson, AZ, 85733	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-116432	ENR	Laura Watkins	1995-07-08	UHC-10917-24	2267314736	8758 River Rd Apt 32, Las Vegas, NV, 89135	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53571	TPA	Sofia Y Romero	1978-10-13	—	—	8981 Willow Ct, Glendale, AZ, 85349	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-134698	ENR	Cynthia Carlson	1997-07-15	UHC-39422-61	—	4545 Park Pl, Chandler, AZ, 85297	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code State name converted to code+2 more
CLM-411041	CLM	Charlotte I Payne	2005-01-13	—	—	2382 Grand Ave, Glendale, AZ, 85354	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432513	CLM	Harold Pierce	1958-09-17	UHC-59853-76	—	5371 Park Pl, Glendale, AZ, 85370	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112504	ENR	Sharon P Mendez	1974-04-01	UHC-87920-25	2186748802	6167 Ocean Ave, Phoenix, AZ, 85080	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121324	ENR	Gerald H Murphy	1940-12-23	UHC-39938-73	9487220126	6591 River Rd, Tampa, FL	0.52	Two-digit birth year Phone reformatted State name converted to code ZIP missing+2 more
ENR-109617	ENR	Joshua C Nelson	1975-02-24	UHC-27770-85	6143723454	1628 Camelback Rd, Denver, CO, 80238	0.52	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
TPA-61964	TPA	Olivia Grant	2003-08-15	UHC-01709-43	—	4874 Willow Ct, San Diego, CA, 92165	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-61140	TPA	Catherine Day	1943-07-04	—	—	5538 Grand Ave, Plano, TX	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61173	TPA	Gloria Clark	1976-08-27	UHC-28114-30	—	5774 Indian School Rd, Sacramento, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-113494	ENR	Amanda West	1999-10-16	UHC-07852-51	5685507100	2723 Lincoln Way, Tempe, AZ, 85263	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102981	ENR	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63847	TPA	Raymond V McDonald	—	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.52	Name split from “Last, First”Date of birth missing Phone reformatted State name converted to code+2 more
CLM-425545	CLM	Sophia Foster	1939-02-09	UHC-38274-57	9839074273	7330 Canyon Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55264	TPA	Donald Park	1972-01-09	—	—	1942 Forest Ave # 852, Gilbert, AZ	0.52	Date of birth reformatted Unit split from street State name converted to code ZIP missing+2 more
ENR-126251	ENR	Charles K Baker	1979-05-09	UHC-20459-98	7306289105	784 Park Pl, Tucson, AZ, 85705	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423587	CLM	Victoria Herrera	1944-07-22	UHC-21655-74	8346215419	6228 Bayshore Dr Apt 10, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
CLM-429884	CLM	Ann Garrett	1938-12-18	UHC-63615-33	—	5563 Lincoln Way # 379, Houston, TX, 77073	0.52	Name split from “Last, First”Member ID reformatted Unit split from street State name converted to code+2 more
ENR-108164	ENR	Ruth George	1964-10-19	UHC-96926-03	9055008756	2934 Sunset Blvd, Chandler, AZ, 85209	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403283	CLM	Judith E Gilbert	1955-10-23	UHC-52805-66	—	7478 Market St, Austin, TX, 78715	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404044	CLM	Robert Wng	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136908	ENR	Mei L Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20637	PRV	Ahmed Gutierrez	1938-05-12	—	—	6178 Forest Ave, Columbus, OH, 43204	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25649	PRV	Emily Jimenez	1974-01-09	—	9217438580	2840 Spring St, Minneapolis, MN, 55416	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420923	CLM	Naancy Freeman	1991-07-03	UHC-64096-58	—	4919 Sunset Blvd, San Antonio, TX, 78262	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-138064	ENR	Raymond W Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX, 78747	0.52	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112884	ENR	Mason Wood	2006-11-17	UHC-07180-72	3712343111	9111 Cedar Ln, San Diego, CA, 92134	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62213	TPA	Tyler Z Sanders	1994-01-19	—	6497244073	1664 Forest Ave, Minneapolis, MN, 55456	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403501	CLM	Lori N Duncan	1965-10-18	UHC-77386-40	8769816175	2740 Oak St, Plano, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
PRV-23419	PRV	Juan Coleman	2008-05-26	—	9683616772	8188 Desert Sky Blvd Apt 17, Sacramento, CA, 95880	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117346	ENR	Ann X Fields	1946-01-03	—	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423176	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-408422	CLM	Lauren Roberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-126229	ENR	John Mendez	1971-06-11	UHC-77811-84	3965957617	4815 Pine Dr Apt 25, Chandler, AZ, 85280	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419364	CLM	Sofia Wallace	1989-07-10	—	9516532110	1093 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 49 of 182Previous Next