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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402248	CLM	Chris U Mendoza	1940-07-08	UHC-01903-53	7615025764	9673 Bayshore Dr, Gilbert, AZ, 85297	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-431325	CLM	Jack Jrodan	1968-12-26	—	8123620354	7965 Washington St, Houston, TX, 77007	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404201	CLM	Deebra Lawson	1939-08-19	UHC-10156-16	—	8452 Forest Ave, Miami, FL, 33190	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401336	CLM	Mateo Weaver	1952-04-01	UHC-06209-31	—	8866 Ocean Ave, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-431521	CLM	Sara Spencer	2000-07-13	UHC-62855-10	9354238884	9551 Harbor Blvd, Mesa, AZ, 85240	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432093	CLM	Samantha Fuller	1941-11-24	—	—	4633 Cedar Ln, Charlotte, NC, 28222	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418794	CLM	Don Burtno	1973-02-10	UHC-51875-33	—	8911 Sunset Blvd, Houston, TX, 77089	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408106	CLM	Jaon Morris	2007-12-21	UHC-13242-98	6462704805	7097 Pine Dr, San Diego, CA, 92140	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-407116	CLM	Jesse Spencer	1943-11-24	—	5777704546	5080 Harbor Blvd, Seattle, WA, 98107	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-405727	CLM	Matthew Fuller	1986-01-08	UHC-61724-23	3887455801	3540 Apache Blvd, Austin, TX, 78704	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-408004	CLM	Daniel Wheeler	1995-08-16	UHC-50459-31	4773659766	7175 Highland Ave, Denver, CO, 80263	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419211	CLM	Judith Robertson	1974-05-11	UHC-96845-24	7009462387	9604 Elm St, Nashville, TN, 37268	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410191	CLM	Melissa Jimenez	2005-11-28	UHC-05217-65	8877741046	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-411409	CLM	Beverly Schultz	1980-07-15	UHC-92488-45	—	9639 Union St, Nashville, TN, 37287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409052	CLM	Paul Delgado	2002-01-15	UHC-31052-20	2923862524	7157 Grand Ave, Scottsdale, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-431318	CLM	Beverly H Alexander	1957-10-27	UHC-95042-21	—	8544 Cedar Ln, Seattle, WA, 98185	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406939	CLM	David Palmer	1997-09-23	UHC-50880-94	—	2285 Union St, San Diego, CA, 92189	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406938	CLM	David Palmer	1997-09-23	UHC-50880-94	—	2285 Union St, San Diego, CA, 92189	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417486	CLM	Juudy Vega	1996-03-15	UHC-22098-42	—	6161 Sage Ct, Houston, TX, 77009	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426769	CLM	Megan Sandoval	2004-12-05	—	—	8968 Highland Ave, Atlanta, GA, 30327	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420316	CLM	Sean Young	2007-07-27	UHC-50316-40	3688637921	3421 Indian School Rd, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-422189	CLM	Raymond Robinson	1942-04-12	—	8935567214	1979 Union St, Atlanta, GA, 30370	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423131	CLM	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr Apt 4, Eden Prairie, MN, 55394	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401366	CLM	Angela Hawkins	1940-08-24	—	—	975 Lincoln Way, Minneapolis, MN, 55432	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429571	CLM	Jonathn Bryant	1976-08-16	—	2879156837	8590 Apache Blvd, San Antonio, TX, 78225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413246	CLM	Kimberly F Lawson	1977-01-25	UHC-30977-89	—	4007 River Rd, Denver, CO, 80298	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-418942	CLM	Emma O Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-412117	CLM	Aaron Daniels	2004-01-07	UHC-38053-93	—	1963 Canyon Rd, Eden Prairie, MN, 55327	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427687	CLM	Lisa Ryan	1966-02-22	UHC-00454-84	8385383270	7544 Jefferson Ave Apt 10, Tempe, AZ, 85279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-428616	CLM	Andrea Harvey	1975-03-08	—	—	7038 Valley View Dr, Phoenix, AZ, 85075	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422757	CLM	Jonathan Washington	1949-09-26	UHC-74294-52	—	2193 Willow Ct, Tampa, FL, 33657	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-423272	CLM	Bruce Carter	1968-03-28	UHC-29998-49	5447647503	3127 Mountain View Dr, San Diego, CA, 92119	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401156	CLM	Theresa Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd, Atlanta, GA, 30371	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416135	CLM	Emma Park	1952-09-22	UHC-67936-93	—	2157 Ridge Rd, Fresno, CA, 93791	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-415191	CLM	Alexander Rios	1997-11-23	UHC-63367-70	9123235773	6867 Cedar Ln, San Diego, CA, 92146	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419391	CLM	Patrick Andrews	2001-03-04	UHC-59973-87	6435693627	4763 Church St, Plano, TX, 75068	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408620	CLM	Kyle T Vega	1943-01-08	—	—	7308 Harbor Blvd, Miami, FL, 33134	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416929	CLM	Sandra Z Flores	2003-12-11	UHC-55057-99	—	6442 Church St, Glendale, AZ, 85344	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422919	CLM	Alexis W Parker	1988-11-26	—	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-414251	CLM	Jason Stephens	1988-09-23	UHC-81155-29	4782435297	4786 Union St, Fresno, CA, 93780	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-421426	CLM	Aisha U Bowman	1951-03-06	—	—	5287 Sage Ct, Miami, FL, 33161	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417754	CLM	Heather Pierce	1966-05-21	UHC-91470-77	5685013498	3017 Ocean Ave, Minneapolis, MN, 55455	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-407046	CLM	Maartha Rynolds	1958-11-14	—	—	7160 Desert Sky Blvd, Chandler, AZ, 85252	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403070	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
CLM-407402	CLM	Pamela Matthews	1990-07-12	UHC-37090-99	3643573993	7195 Sage Ct # 397, Houston, TX, 77026	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-417494	CLM	Jennifer Dominguez	1988-12-24	UHC-64982-19	—	18 Meadow Ln, Columbus, OH, 43263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430807	CLM	Ryan Martinez	1951-06-25	—	—	7459 Main St, Gilbert, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425088	CLM	Joan Bennett	1943-02-10	—	6647783668	6070 Union St, San Diego, CA, 92146	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406728	CLM	Jean Hansen	1939-04-20	UHC-98236-66	—	8068 Spring St, Denver, CO, 80201	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-423078	CLM	Roger Powell	1993-07-07	UHC-24883-81	—	7669 Lincoln Way, Eden Prairie, MN, 55350	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more

10,559 rows, page 84 of 212Previous Next