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 “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-410267	CLM	Michael B Evans	2006-09-04	—	9145837414	8354 Maple Ave, Orlando, FL, 32856	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423633	CLM	Ryan Hill	1997-08-08	UHC-00515-59	—	196 Highland Ave, Tucson, AZ, 85760	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411709	CLM	Anthony Carr	—	—	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407122	CLM	Samantha Freeman	1977-05-08	UHC-78622-78	—	1512 Camelback Rd, Scottsdale, AZ, 85243	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429317	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-429316	CLM	Jose Day	2004-10-04	UHC-65678-01	—	3940 Desert Sky Blvd, Plano, TX, 75035	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
CLM-408214	CLM	Jean Z Ford	1987-02-01	—	—	4871 Pine Dr, San Antonio, TX, 78246	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429708	CLM	Stephen Harris	1981-05-01	UHC-18032-11	—	9649 River Rd # 128, Chandler, AZ, 85246	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415960	CLM	Marilyn Walker	1999-12-09	—	5236517965	721 River Rd, Minneapolis, MN, 55443	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418176	CLM	Michael Diiaz	1967-02-07	UHC-32363-72	—	7862 Indian School Rd, Eden Prairie, MN, 55318	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-410320	CLM	Mark S Evans	1965-11-08	—	7137897179	4880 Ridge Rd, Scottsdale, AZ, 85227	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430370	CLM	Kathryn Obrien	—	UHC-59533-24	7412632886	650 Apache Blvd, Phoenix, AZ, 85022	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-413035	CLM	Christian Hernandez	1951-03-27	UHC-41092-13	—	1662 Pine Dr, Las Vegas, NV, 89171	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428675	CLM	Joe Perry	1940-12-09	UHC-87923-85	5905279824	4480 Willow Ct Apt 16, Denver, CO, 80275	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-416415	CLM	Santiago Edwards	2001-03-24	—	—	1283 Main St, Dallas, TX, 75248	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-424671	CLM	Kennedy Valentina	1943-08-06	UHC-03137-73	—	5500 Ocean Ave, Glendale, AZ, 85369	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430746	CLM	Maria Schmidt	1957-04-28	UHC-24260-23	9489914605	8387 Willow Ct, Columbus, OH, 43200	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-407915	CLM	Gabriel Y Castro	1938-06-04	—	—	7898 Union St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409984	CLM	Stephen McCoy	1976-03-10	UHC-00347-08	—	8878 Market St, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406419	CLM	Christina Dominguez	1943-07-16	—	—	2619 Highland Ave, Phoenix, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-401536	CLM	McIhael Fields	1969-09-14	UHC-13912-97	—	332 Baseline Rd Apt 6, Tucson, AZ, 85756	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407285	CLM	Carl G Torres	1978-02-05	—	—	897 Lake View Rd, Austin, TX, 78768	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-424198	CLM	Lucia Medina	1981-09-03	UHC-94530-38	—	8494 Indian School Rd, Plano, TX, 75003	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-425596	CLM	Aisha Wallace	1971-05-21	—	5727424896	7738 Highland Ave, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428413	CLM	Bradley William	1938-04-02	—	—	766 Spring St, Tempe, AZ, 85227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401085	CLM	Gabriel Brokos	2003-06-07	—	4819315738	682 Pine Dr, Phoenix, AZ, 85051	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-411359	CLM	Roger D Dixon	—	UHC-30886-87	9676553886	1715 Jefferson Ave, Dallas, TX, 75243	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422105	CLM	Bobby Ellis	1965-10-20	UHC-24725-68	8486402800	7921 Palm Dr, Plano, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431536	CLM	Amanda O Li	1968-03-22	—	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431537	CLM	Amanda O Li	1968-03-22	—	—	8177 Ridge Rd, Gilbert, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414637	CLM	Evelyn V Hawkins	—	—	—	5677 Harbor Blvd, Charlotte, NC, 28280	0.62	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-406823	CLM	Amy Andrews	1986-08-10	—	5122567025	6269 Market St, Minneapolis, MN, 55430	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407588	CLM	Charlie H Thomas	1941-07-20	UHC-32673-49	8862680111	3700 Washington St, Dallas, TX, 75203	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
CLM-431579	CLM	Richard Miller	1966-07-22	UHC-60998-16	3298377603	1979 Hillcrest Rd, Miami, FL, 33154	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426148	CLM	Aaron D Baker	2002-01-13	UHC-67046-98	8577507295	3501 Indian School Rd, Gilbert, AZ, 85251	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-411626	CLM	Santiago F Henry	1995-11-06	—	3157058390	226 Canyon Rd, Mesa, AZ, 85255	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400560	CLM	Mateo Espinoza	1979-03-21	—	—	2755 Central Ave, Austin, TX, 78798	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-402084	CLM	Peter Walker	1986-04-18	UHC-17729-51	3095074509	5541 Palm Dr, Glendale, AZ, 85386	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431297	CLM	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-422101	CLM	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX, 75215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421832	CLM	Larry Hanson	1959-07-28	UHC-36825-92	2132822422	5391 Mountain View Dr, Seattle, WA, 98133	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410866	CLM	Lawrence Harper	1995-05-16	UHC-85664-27	—	3049 Broadway, Atlanta, GA, 30329	0.62	Name split from “Last, First”Two-digit birth year Member ID reformatted Address re-cased+3 more
CLM-428671	CLM	Jordan Sullivan	2001-02-14	—	6698503292	2637 Ocean Ave, Gilbert, AZ, 85253	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
CLM-423846	CLM	Anna Wong	1955-01-13	—	6014153615	3418 Indian School Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411166	CLM	Jose B Morrison	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424261	CLM	Lawrence Carpenter	1948-04-25	UHC-02642-89	6622215798	132 Valley View Dr # 304, Columbus, OH, 43281	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-429593	CLM	Austin Parker	1952-07-03	UHC-47167-07	—	3166 Spring St # 887, Miami, FL, 33123	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-409957	CLM	Philip Montgomery	1947-11-16	UHC-95197-13	9724550747	2672 Spring St, San Antonio, TX, 78211	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428982	CLM	Anna J Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430400	CLM	Kenneth R Nguyen	1982-03-28	UHC-63340-98	—	1478 Ridge Rd, Eden Prairie, MN, 55361	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more

5,235 rows, page 27 of 105Previous Next