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

Enrollment, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137475	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-119130	ENR	Maria Flores	1998-02-23	UHC-15319-51	6906292295	7307 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102379	ENR	Bobby Banks	1948-08-26	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119902	ENR	Arjun Harris	1945-12-01	UHC-75263-37	5493781207	8106 Meadow Ln, Orlando, FL, 32858	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131624	ENR	Santiago J Lawrence	1983-05-25	UHC-56649-87	—	4938 Bayshore Dr, Fresno, CA, 93722	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-123870	ENR	Bobby J Banks	1976-05-12	UHC-35737-64	4622759381	5703 Valley View Dr Apt 18, Eden Prairie, MN, 55306	0.64	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-142126	ENR	Catherine O Allen	1954-03-19	UHC-76664-88	2056882186	9190 Harbor Blvd, San Antonio, TX, 78235	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-106883	ENR	Brandon E Lane	1986-11-24	UHC-12070-15	—	8331 Maple Ave, Tampa, FL, 33653	0.64	Name re-cased SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-132322	ENR	Scott M Singh	2006-10-16	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-116124	ENR	Vicky O Ross	1978-06-16	UHC-40023-82	—	8429 Camelback Rd, Dallas, TX, 75251	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130166	ENR	Amy E Andrews	1944-02-27	UHC-03390-19	—	3903 Bayshore Dr, Jacksonville, FL, 32265	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100726	ENR	Harold X Carter	1939-02-03	UHC-55890-56	7154045081	162 Washington St, Fresno, CA, 93793	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125125	ENR	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 25, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-109117	ENR	Matthew T Boyd	1958-07-07	UHC-83312-34	4097702834	3756 Oak St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121389	ENR	Bradley Z Alexander	1970-09-20	—	6859918010	8192 Highland Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119616	ENR	Karen E Reid	2007-11-19	UHC-85538-22	9656575043	8686 Bayshore Dr, Sacramento, CA, 95851	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-101985	ENR	Gloria Y Garza	1958-08-07	UHC-83157-69	—	6584 Mountain View Dr, Tampa, FL, 33624	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-103720	ENR	Ana Y Richards	1963-12-12	UHC-66328-47	4843864788	7057 Meadow Ln, Minneapolis, MN, 55425	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124459	ENR	Doris G Hernandez	1957-01-06	UHC-83598-54	2619738857	677 Willow Ct, Tempe, AZ, 85281	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131747	ENR	Nicole L Hamilton	1984-12-11	UHC-96718-86	—	2794 Bayshore Dr, Nashville, TN, 37271	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-111085	ENR	Cynthia Gonzalez	2004-10-16	UHC-20910-26	8008834771	9167 Church St, Austin, TX	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-126503	ENR	Adam O Peterson	1997-05-01	UHC-80659-23	4463593442	782 Palm Dr, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111955	ENR	Robert T Yang	1997-08-15	UHC-85622-65	5959409130	1172 Oak St, Orlando, FL, 32866	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125010	ENR	Donald A Olson	2000-09-12	UHC-43659-72	9876461848	1670 Maple Ave, Gilbert, AZ, 85203	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135674	ENR	Alice M Payne	1938-09-21	UHC-18304-48	4935017101	143 Cedar Ln, Houston, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-134072	ENR	Justin F Rogers	2001-12-10	—	—	9050 Willow Ct, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116013	ENR	Arjun Cruz	1941-01-12	UHC-83745-64	2809222156	2005 Indian School Rd Apt 22, Denver, CO, 80240	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141588	ENR	Patrick Vega	1954-11-11	UHC-95424-04	9166261139	3555 Willow Ct, Nashville, TN, 37212	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129403	ENR	Roy P Myers	1975-12-25	UHC-50530-26	5682193408	4237 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122640	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123284	ENR	Abigail Reyes	1975-02-23	UHC-26677-78	5468270667	6533 Sunset Blvd, Gilbert, AZ, 85222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101970	ENR	Karen Harrison	1982-01-07	UHC-95685-99	2615664410	4512 Harbor Blvd, Mesa, AZ, 85228	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-104666	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119441	ENR	Lucia Ruiz	1989-06-19	UHC-65450-53	—	8921 Market St, Jacksonville, FL, 32252	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103707	ENR	Douglas Y Henderson	1973-03-09	UHC-73129-84	6752727486	5324 Central Ave, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115886	ENR	Andrew P Lee	1991-10-06	UHC-17562-92	2407658201	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-115887	ENR	Andrew P Lee	1991-10-06	UHC-17562-92	2407658201	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-128336	ENR	Henry C Jones	1953-11-17	UHC-15963-28	9195136393	2709 Market St, San Antonio, TX, 78213	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131557	ENR	Jean D Black	1959-10-05	UHC-94600-18	8908104685	1446 Ocean Ave, Dallas, TX, 75218	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140411	ENR	Ryan V Chavez	1977-07-23	UHC-53432-15	7969983431	640 River Rd, Miami, FL, 33127	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108948	ENR	Craol Ross	1954-12-21	—	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117626	ENR	Bruce G Garza	1971-02-23	UHC-63823-65	2108312845	2756 Ocean Ave, Miami, FL	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106231	ENR	Madison X Freeman	1960-11-28	UHC-37196-07	5449331530	9182 Willow Ct Apt 18, Seattle, WA, 98191	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115787	ENR	Nicole U Hoffman	1990-09-02	UHC-97852-25	2626468019	6300 Ocean Ave, Tampa, FL, 33661	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123042	ENR	Patrick B Morgan	1978-04-07	UHC-69976-20	5134115944	8062 Mesa Dr, Houston, TX, 77015	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-117419	ENR	Pamela G Stephens	1945-12-01	UHC-17231-54	—	4386 Valley View Dr, Mesa, AZ, 85263	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-108604	ENR	Nick T Larson	1993-08-09	UHC-90661-50	9236882186	9895 Sunset Blvd, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-118239	ENR	Brandon Williamson	1961-01-22	UHC-79871-06	4669765753	5175 Ocean Ave, Mesa, AZ, 85219	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138742	ENR	Frances N Bryant	1943-02-02	UHC-29333-35	8047377186	1254 Jefferson Ave, Tampa, FL, 33688	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102012	ENR	Bradley Silva	1939-08-03	UHC-51034-94	5203755068	8829 Park Pl, Glendale, AZ, 85364	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

16,916 rows, page 96 of 339Previous Next