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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430744	CLM	Larry Hansen	1999-08-13	—	—	5799 Union St, Tucson, AZ, 85752	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425077	CLM	Elijah Williams	1959-10-23	UHC-93427-23	—	1960 Apache Blvd, Houston, TX, 77066	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402535	CLM	Andrea S Cook	1969-03-28	UHC-23088-75	6877379373	8650 Maple Ave, Scottsdale, AZ, 85298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408045	CLM	Richard Gonzalez	1948-08-23	UHC-95484-13	2816249712	3331 Church St, Eden Prairie, MN, 55396	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417788	CLM	Wei F Shaw	1947-06-24	UHC-62420-46	—	5446 Market St, Plano, TX, 75099	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429137	CLM	Roger Lawrence	1963-10-28	UHC-53970-06	—	305 Pine Dr, Las Vegas, NV, 89108	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-432387	CLM	Margaret Ramoos	1995-07-26	—	—	4658 Mesa Dr, Columbus, OH, 43222	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416496	CLM	Aisha Gibson	1942-12-19	—	8773634795	3743 Church St, Atlanta, GA, 30359	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403326	CLM	Helen C Snyder	1982-06-03	—	6307396842	455 Grand Ave, Jacksonville, FL, 32276	0.62	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-408434	CLM	Ryan Diaz	1991-04-01	—	—	1621 Willow Ct, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431956	CLM	Danielle P Cruz	1946-12-22	—	8149598680	8974 River Rd, Seattle, WA, 98176	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-414725	CLM	Benjamin Hansen	1939-12-09	UHC-98600-37	4323077747	723 Lincoln Way, Scottsdale, AZ, 85276	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430271	CLM	Aarn Murphy	1990-05-14	UHC-37198-49	8926196294	8259 Pine Dr, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419092	CLM	Vincent Gilbert	2005-03-11	UHC-99716-09	—	5120 Cedar Ln, San Diego, CA, 92158	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416514	CLM	Eugene Crawford	1979-05-03	UHC-32157-94	—	7165 Park Pl, Jacksonville, FL, 32279	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-416111	CLM	Roger Reyes	1951-02-02	—	7935032803	1755 Valley View Dr, Mesa, AZ, 85287	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419874	CLM	Jessica Reid	1980-05-01	—	—	5218 Washington St, Seattle, WA, 98167	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423003	CLM	Robert Maldonado	1994-03-20	UHC-70978-88	—	8660 Valley View Dr, Orlando, FL, 32850	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-416963	CLM	Judith U Powell	1970-10-21	UHC-41358-51	8603008810	8553 Canyon Rd, Scottsdale, AZ, 85266	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425374	CLM	Drew D Berry	2003-04-08	UHC-83026-24	3414596311	2860 Market St, Nashville, TN, 37286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-410918	CLM	Ashley Espinoza	1995-03-07	UHC-29663-82	5978885504	4517 Ocean Ave, Glendale, AZ, 85308	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
CLM-429832	CLM	Jesse D Lewis	1976-02-19	—	7804542217	2263 Oak St, Gilbert, AZ, 85233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415360	CLM	Sophia Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-404083	CLM	Jacqueline Black	1990-08-17	UHC-52048-14	—	3673 Apache Blvd, Tucson, AZ, 85721	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-411113	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411114	CLM	Kimberly Sullivan	1957-07-08	—	—	1633 Forest Ave, Scottsdale, AZ, 85221	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403837	CLM	Christopher H Walsh	1987-01-11	UHC-69478-96	6935055116	5458 Indian School Rd, Scottsdale, AZ, 85286	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-402423	CLM	Margaret D Franklin	1941-10-02	UHC-75474-29	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423355	CLM	Cynhia A Luna	1962-05-06	UHC-52161-93	—	8928 Oak St, Gilbert, AZ, 85267	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412941	CLM	Pamela H Collins	1942-09-03	UHC-20336-22	3416422463	1992 Meadow Ln, Mesa, AZ, 85242	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416326	CLM	Deborah Maldonado	1958-04-28	UHC-25667-87	8394392191	904 Canyon Rd, Fresno, CA, 93786	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412707	CLM	Randy Dixon	1991-08-06	UHC-17679-69	—	6924 Willow Ct, Atlanta, GA, 30381	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406322	CLM	Terry Dunn	1970-06-22	UHC-54521-89	—	1568 Cedar Ln, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-428169	CLM	Kevin Matthews	1965-08-15	UHC-84075-27	—	6609 Mesa Dr, Houston, TX, 77074	0.62	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+3 more
CLM-414596	CLM	Sean N Sandoval	1955-05-28	UHC-11554-69	—	8736 Harbor Blvd, Gilbert, AZ, 85203	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402665	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	8004292011	301 Elm St, San Diego, CA, 92148	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414214	CLM	Helen Griffin	1980-06-25	UHC-02984-29	—	543 Mesa Dr, Houston, TX, 77091	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-417172	CLM	Harold Simmons	1948-07-21	UHC-09892-81	9218674345	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-425262	CLM	Omar Mendez	—	UHC-18365-70	8877150749	6109 Broadway, Phoenix, AZ, 85004	0.62	Name re-cased Date of birth unreadable Phone reformatted Address re-cased+3 more
CLM-408581	CLM	Burns Stevn	1978-08-12	UHC-52339-52	7487036743	6845 Elm St, Charlotte, NC, 28272	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-404608	CLM	Judy Long	2001-05-20	UHC-14892-64	8037129786	4143 Apache Blvd, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429994	CLM	Martha Hunter	1960-05-25	UHC-01122-45	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430934	CLM	Deborah Hughes	1956-01-10	—	8689929527	7923 Lake View Rd, San Antonio, TX, 78224	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415533	CLM	Jerry Dunn	1939-06-05	—	4936428640	658 Washington St, Columbus, OH, 43295	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406799	CLM	Teresa Hunt	1976-08-13	UHC-72508-09	8098077514	6343 Lake View Rd, Chandler, AZ, 85206	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-413735	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	—	6607 Meadow Ln, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421706	CLM	Aisha Bishop	1987-05-26	—	3303496472	7135 Baseline Rd, Charlotte, NC, 28235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432776	CLM	Mason M Washington	1965-08-16	UHC-11018-53	—	5155 Ridge Rd, Minneapolis, MN, 55467	0.62	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+3 more
CLM-412371	CLM	Charles Y Franklin	1997-06-08	UHC-12070-16	7468042891	3188 Cedar Ln, Scottsdale, AZ, 85236	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400659	CLM	Lawrence Garrett	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.62	Date of birth reformatted Phone reformatted Address re-cased ZIP+4 trimmed+3 more

2,352 rows, page 18 of 48Previous Next