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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-403709	CLM	Keith Vazquez	1965-05-23	—	2096682567	6164 Grand Ave Apt 19, Scottsdale, AZ	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
CLM-420409	CLM	Abigail Jordan	1997-10-26	UHC-73690-42	—	3737 Oak St # 136, Denver, CO, 80294	0.40	Name split from “Last, First”SSN last four extracted Unit split from street State name converted to code+2 more
CLM-416896	CLM	Caol Hall	2004-04-28	—	9579779207	6376 Desert Sky Blvd Apt 3, Phoenix, AZ, 85018	0.40	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-419530	CLM	Ashley B Munoz	—	—	5102809704	776 Apache Blvd # 350, Nashville, TN, 37282	0.40	Name split from “Last, First”Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-405506	CLM	Madison Montgomery	1976-10-17	UHC-92303-01	—	9194 Broadway # 691, Gilbert, AZ, 85219	0.40	Name re-cased Unit split from street State name converted to code ZIP+4 trimmed+2 more
CLM-413002	CLM	Angela Watkins	1997-08-02	UHC-53758-58	5518257488	2215 Canyon Rd Apt 40, Tampa, FL, 33613	0.40	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-410656	CLM	Amanda Foster	—	—	—	395 Washington St # 772, San Diego, CA, 92199	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432613	CLM	Samantha Martiin	—	—	8277122983	9290 Canyon Rd Apt 28, San Antonio, TX, 78217	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432791	CLM	Nancy Miller	1953-09-11	—	7795003781	3880 Desert Sky Blvd # 907, Dallas, TX, 75272	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408150	CLM	Hudson V Sarah	2008-11-07	UHC-43359-39	—	3760 Willow Ct # 157, Denver, CO, 80207	0.40	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-427966	CLM	Juan Armstrong	1955-11-06	UHC-53733-41	—	4410 Forest Ave Apt 12, Columbus, OH, 43245	0.40	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422616	CLM	Judith S Simmons	1981-07-16	UHC-35607-99	—	8104 Maple Ave Apt 4, Fresno, CA, 93728	0.40	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427980	CLM	Abigail Rios	—	UHC-06532-92	—	5815 Bayshore Dr # 218, San Antonio, TX, 78296	0.40	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421267	CLM	Christian Hayes	—	UHC-86167-37	—	957 Camelback Rd # 858, Tempe, AZ	0.40	Date of birth missing Unit split from street City re-cased ZIP missing+2 more
CLM-420716	CLM	Sandra Owens	1972-03-03	UHC-34059-29	—	7000 Harbor Blvd Apt 16, Chandler, AZ, 85271	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-402224	CLM	Kimberly Morris	1946-08-16	—	—	3790 River Rd Apt 2, Tucson, AZ, 85792	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428471	CLM	Kyle Brown	2002-05-02	UHC-94017-83	2363788633	901 Lincoln Way Apt 11, Seattle, WA, 98137	0.40	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430856	CLM	Karen Young	—	UHC-94385-95	—	2949 Hillcrest Rd Apt 1, San Diego, CA	0.40	Date of birth unreadable SSN last four extracted Unit split from street ZIP missing+2 more
CLM-415699	CLM	Judy Burns	1980-12-09	—	—	3367 Maple Ave Apt 35, Seattle, WA, 98109	0.42	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405164	CLM	Bian Fernandez	1989-07-08	UHC-94270-72	—	7051 Lincoln Way # 655, Orlando, FL	0.42	Phone missing area code Unit split from street ZIP missing Gender normalised+1 more
CLM-428685	CLM	Cynthia V Fuller	1974-01-03	—	—	2479 Park Pl Apt 3, Charlotte, NC, 28299	0.42	Name split from “Last, First”Unit split from street ZIP+4 trimmed Gender normalised+1 more
CLM-431824	CLM	Tyler D Garza	1981-11-03	UHC-04182-51	—	4587 Maple Ave # 722, San Antonio, TX, 78207	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
CLM-425458	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr Apt 7, Denver, CO, 80204	0.44	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+6 more
CLM-425779	CLM	Mark Long	1976-08-26	UHC-50062-61	3155420342	365 Camelback Rd # 468, Seattle, WA, 98171	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-406009	CLM	Gerald Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 324, Gilbert, AZ, 85254	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-423639	CLM	Eugene Morales	1976-03-11	UHC-18419-70	5559934176	7390 Bayshore Dr Apt 30, Austin, TX, 78766	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-432054	CLM	Amy H Gilbert	1973-11-04	UHC-06665-71	5653631605	4705 Mountain View Dr Apt 18, San Antonio, TX, 78229	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-417084	CLM	Russell Matthews	1964-12-28	UHC-68793-97	—	8711 Union St Apt 5, San Antonio, TX, 78245	0.44	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
CLM-400939	CLM	Roger Clark	1985-04-20	—	7485158732	1018 Grand Ave # 590, Nashville, TN, 37221	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-419121	CLM	Jake Espinoza	1942-06-20	UHC-07841-77	5704838208	2984 Desert Sky Blvd # 755, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-411775	CLM	Eric Elliott	1950-09-19	—	3773931327	6054 Forest Ave Apt 37, Las Vegas, NV, 89146	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-408173	CLM	Kenneth Kellly	1966-06-27	UHC-11325-94	4895881399	6640 Indian School Rd # 198, Tucson, AZ, 85722	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-426990	CLM	Martah P Jenkins	—	UHC-38108-73	2944769082	8650 Apache Blvd Apt 4, Sacramento, CA, 95821	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-419750	CLM	Gerald Maldonado	1946-04-17	—	—	3295 Pine Dr # 915, Charlotte, NC	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-422533	CLM	Joan Harvey	1994-03-15	UHC-56570-62	—	2921 Forest Ave # 116, Tampa, FL, 33644	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-401059	CLM	Charles Hunter	1989-06-08	—	5238736858	5023 Elm St Apt 17, Tempe, AZ, 85267	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
CLM-409099	CLM	Luis Greene	2000-06-15	UHC-14290-02	—	5329 Lincoln Way Apt 17, Atlanta, GA, 30372	0.46	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-417542	CLM	Jacob Cooper	1976-06-10	UHC-40451-39	9829574303	7873 Jefferson Ave # 788, San Diego, CA, 92167	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-424363	CLM	Charlotte T Turner	1962-12-18	UHC-11473-27	6139356098	7851 Union St Apt 20, Nashville, TN, 37271	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-418559	CLM	Lauen Graham	1979-06-03	UHC-12369-48	4347087361	7492 Jefferson Ave Apt 18, Scottsdale, AZ, 85207	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-430773	CLM	Jose K Owens	1982-09-22	UHC-76682-96	2926537417	2057 Indian School Rd # 132, Seattle, WA, 98191	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-432822	CLM	Margaret Patel	1991-06-28	UHC-64158-82	—	6042 Hillcrest Rd Apt 27, Austin, TX	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-414358	CLM	Ana P Wong	1980-05-28	UHC-13625-76	3955959376	4229 Pine Dr # 246, Scottsdale, AZ, 85277	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-423470	CLM	Diiego Fields	1958-05-17	—	—	7626 Union St # 230, Los Angeles, CA, 90092	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-419468	CLM	—Junk	1962-03-27	—	8454355925	5075 Spring St Apt 12, Austin, TX, 78787	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-424924	CLM	Doris T Ford	1958-02-28	UHC-97244-05	—	1242 Lake View Rd # 450, Scottsdale, AZ, 85224	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
CLM-416331	CLM	Ellis Gerald	1985-06-11	—	4103588512	589 Mountain View Dr # 525, Tempe, AZ, 85252	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-424978	CLM	Denise Anderson	1987-05-16	—	2936129893	3970 Market St # 834, Las Vegas, NV, 89189	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-403949	CLM	John W Perkins	1943-11-03	UHC-89638-37	2463731624	9781 Harbor Blvd Apt 1, Houston, TX	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-422936	CLM	Susan X Webb	1952-10-06	—	—	2347 Lincoln Way # 613, Eden Prairie, MN, 55390	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more

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