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
PRV-27039	PRV	Anna Carpenter	1976-07-20	—	2977720124	7255 Ridge Rd, Phoenix, AZ, 85098	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-140829	ENR	Elizabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct, Plano, TX, 75018	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-101649	ENR	Charlotte Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-28128	PRV	Donald T Howard	1993-03-21	UHC-66385-91	6526879852	2317 Lake View Rd, Scottsdale, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120343	ENR	Jaems X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120344	ENR	Jaems X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-132566	ENR	Noah I Yang	1944-11-23	UHC-46307-49	2468735326	7976 Central Ave, Charlotte, NC, 28286	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-140046	ENR	Robert X Jordan	1972-11-19	UHC-91338-54	5639928018	913 Hillcrest Rd, Chandler, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-112246	ENR	Dennis N Foster	1979-11-27	UHC-42225-66	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-25825	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
PRV-25824	PRV	Danielle X Cox	1943-04-12	—	7134007297	5635 Spring St, Sacramento, CA, 95887	0.74	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
TPA-62489	TPA	Olivia Woods	1971-02-02	—	3383475513	3669 Broadway, Fresno, CA, 93711	0.74	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+3 more
CLM-400973	CLM	Carol Howard	1947-01-19	UHC-10532-70	—	6429 Park Pl, Jacksonville, FL, 32297	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
PRV-26844	PRV	Nathan Watkins	1974-08-06	—	7983243819	2794 Market St, Minneapolis, MN, 55461	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-108436	ENR	Matthew E Kim	2008-04-21	UHC-77690-05	9362711051	4933 Grand Ave, Houston, TX, 77032	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-427341	CLM	Janice Moore	1982-07-13	UHC-20558-92	2056336310	7643 Union St, Houston, TX, 77017	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-133469	ENR	Billy Q Richards	1945-09-14	UHC-02139-91	2894482980	2322 Hillcrest Rd, Minneapolis, MN, 55404	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-139041	ENR	Bradley Romero	1955-02-12	UHC-69707-82	3308148498	2559 Lake View Rd, Jacksonville, FL, 32282	0.74	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
TPA-57941	TPA	Carl N Valdez	1964-02-03	—	—	6049 Forest Ave, Atlanta, GA, 30380	0.74	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
ENR-102933	ENR	Anna G Young	1988-03-28	UHC-69231-03	2089919527	4366 Sage Ct, Columbus, OH, 43226	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-20408	PRV	Joe Y Reid	1960-07-03	UHC-26803-21	7926307434	8020 Sunset Blvd, Seattle, WA, 98118	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
TPA-55739	TPA	Kathyn Henry	2002-02-12	—	—	7738 Broadway, Tampa, FL, 33657	0.74	Name re-cased Date of birth reformatted Address re-cased City re-cased+3 more
PRV-22162	PRV	Lisa J Bryant	1997-02-06	—	9268184628	5893 Meadow Ln, Nashville, TN, 37224	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-138712	ENR	Abigail H Turner	1960-12-18	UHC-81001-64	2763606166	1536 Lake View Rd, Nashville, TN, 37272	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-20168	PRV	Diego Sanchez	1965-02-07	UHC-13365-28	5905475100	9567 Park Pl, Charlotte, NC, 28231	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131632	ENR	Sean Lawrece	1942-07-21	UHC-49495-21	7095635514	1498 Willow Ct, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-131318	ENR	Victoria G Smith	1974-10-14	UHC-70339-33	8074720887	9563 River Rd, Los Angeles, CA, 90017	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-138939	ENR	Cheryl Howell	1987-07-07	UHC-72843-98	9025578865	9849 Spring St, Jacksonville, FL, 32276	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
CLM-409436	CLM	Evelyn Owens	1967-10-17	UHC-31790-37	7478204284	9133 River Rd, Gilbert, AZ, 85224	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-427546	CLM	Joe Hicks	1963-10-13	—	—	3667 Meadow Ln, Phoenix, AZ, 85003	0.76	Name re-cased City re-cased State name converted to code Plan code upper-cased+2 more
PRV-22882	PRV	Jess Fox	1991-05-08	—	4932291787	2148 Apache Blvd, Jacksonville, FL, 32241	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-106936	ENR	Raymond Simmons	1972-02-03	UHC-43448-49	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-431330	CLM	Harold Nichols	1968-04-05	—	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-406577	CLM	Kevin Boyd	2007-02-20	UHC-41277-68	4229242477	9379 Ridge Rd, Columbus, OH, 43253	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-137230	ENR	Roy C McCoy	1947-11-12	UHC-81798-84	5895381300	4969 Central Ave, Jacksonville, FL, 32285	0.76	Name re-cased Phone reformatted State name converted to code Plan code upper-cased+2 more
ENR-111100	ENR	Stephanie Chen	2002-12-23	UHC-71651-99	2204384303	769 Sunset Blvd, Orlando, FL, 32880	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-432706	CLM	Patrick Wells	1969-09-19	UHC-81827-11	—	8113 Church St, Nashville, TN, 37297	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
PRV-27589	PRV	Mariana Hansen	1948-10-02	—	3297020131	7499 Desert Sky Blvd, Eden Prairie, MN, 55370	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-125301	ENR	Carlos Wallace	2003-07-27	UHC-05396-18	4155518949	1063 Washington St, Austin, TX, 78770	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-401021	CLM	Frances S Williamson	1987-05-23	UHC-65634-96	5116349753	128 Desert Sky Blvd, Miami, FL, 33180	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-25560	PRV	Eugene Nunez	1969-01-28	—	4899350703	2385 Mesa Dr, Sacramento, CA, 95807	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402614	CLM	Joseph Mitchell	1991-08-04	UHC-11166-10	9616066920	9484 Highland Ave, Tucson, AZ, 85796	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
TPA-51805	TPA	Sofia Carr	2004-07-11	—	6935724805	6550 Main St, Sacramento, CA, 95865	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-112259	ENR	Carl W Peterson	1955-02-24	UHC-56366-27	4335390980	1835 Lincoln Way, Houston, TX, 77088	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112258	ENR	Carl W Peterson	1955-02-24	UHC-56366-27	4335390980	1835 Lincoln Way, Houston, TX, 77088	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-26782	PRV	Susan X Webb	1952-10-06	UHC-58050-50	4289285824	2347 Lincoln Way, Eden Prairie, MN, 55390	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-128872	ENR	Christina Morgan	1976-12-17	UHC-02447-79	5094133055	785 Highland Ave, Austin, TX, 78724	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-23065	PRV	Mei Weber	2005-05-07	—	5263491293	7138 Indian School Rd, Eden Prairie, MN, 55310	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-122647	ENR	Nathan Hughes	1989-09-13	—	9036262784	9491 Lincoln Way, Chandler, AZ, 85223	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-106251	ENR	Gabriel Moreno	1963-03-04	UHC-78406-35	8767701307	492 Pine Dr, Los Angeles, CA, 90049	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more

9,084 rows, page 149 of 182Previous Next