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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423787	CLM	Sandra Vasquez	1938-09-12	UHC-61566-57	—	5203 Church St, Dallas, TX, 75283	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-407117	CLM	Sharon Rogers	1971-03-15	—	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-429679	CLM	Julie Patel	1978-02-18	—	7727632573	2174 Highland Ave, Tucson, AZ, 85760	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-401933	CLM	Kyle Guzman	1996-03-24	UHC-29349-66	—	9740 Valley View Dr, Denver, CO, 80268	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-401932	CLM	Kyle Guzman	1996-03-24	UHC-29349-66	—	9740 Valley View Dr, Denver, CO, 80268	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-420704	CLM	Juan Hunter	2000-02-24	—	—	7276 Lake View Rd, Mesa, AZ, 85266	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-431424	CLM	Marcus Cook	1964-01-01	—	—	2570 Forest Ave, San Diego, CA, 92163	0.80	SSN last four extracted City re-cased Whitespace trimmed Placeholder values cleared
CLM-401625	CLM	Abigail Perkins	1971-04-28	—	—	7914 Oak St, Columbus, OH, 43289	0.80	Date of birth reformatted SSN last four extracted City re-cased Placeholder values cleared
CLM-416666	CLM	Andrea Lawson	1979-08-19	—	6527227444	9607 Central Ave, Tempe, AZ, 85220	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-425538	CLM	Beverly Cunningham	1961-03-23	UHC-32494-13	4317146211	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-414606	CLM	Bobby Myers	1961-06-22	UHC-57492-30	9815330819	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-417235	CLM	Sophia Larson	1987-04-20	UHC-69834-51	—	6801 Washington St, Tempe, AZ, 85263	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-427884	CLM	Sara Delgado	1975-12-23	—	3327366791	7602 Mountain View Dr, Mesa, AZ, 85206	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-420532	CLM	Luis Patterson	1974-11-01	UHC-74727-19	5314841352	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-423894	CLM	Ahmed H Jordan	1957-09-07	UHC-80312-48	4343134073	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-406273	CLM	Arjun Sanders	1961-05-25	UHC-60332-28	—	1118 Oak St, Miami, FL, 33190	0.80	SSN last four extracted Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-410944	CLM	Betsy Nguyen	1979-04-26	UHC-21227-68	4916010235	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-426916	CLM	Andrea Grant	1963-12-13	UHC-22283-25	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-429804	CLM	Nicholas Kelley	1946-09-21	UHC-80488-15	8802655372	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-422943	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-422942	CLM	Laura V Bishop	1952-08-16	UHC-15246-57	—	9665 Ridge Rd, Miami, FL, 33125	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-419091	CLM	Herrera Frances	1996-10-04	—	8146185668	4797 Market St, Las Vegas, NV, 89185	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-414569	CLM	Omar H Morales	1973-10-04	UHC-38951-87	5228854789	5572 Maple Ave, Miami, FL, 33133	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-407787	CLM	Sctt L Cooper	2008-02-08	—	6823677988	—	0.80	Phone reformatted SSN last four extracted Plan code upper-cased Placeholder values cleared
CLM-414321	CLM	Angela E Wodos	1977-08-26	—	—	3702 Central Ave, Los Angeles, CA, 90047	0.80	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-413474	CLM	Christopher Perry	1989-12-01	UHC-52638-72	6872967185	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-415214	CLM	Douglas Hunt	1965-02-04	UHC-18462-40	6002316071	—	0.80	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted
CLM-421245	CLM	Gary Peters	1945-08-17	—	—	355 Mesa Dr, Plano, TX, 75001	0.80	SSN last four extracted City re-cased Email lower-cased Placeholder values cleared
CLM-409480	CLM	Kyle Li	1946-05-20	—	—	1871 Ocean Ave, Charlotte, NC, 28217	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-432655	CLM	Stephen Watkins	1966-10-20	UHC-21594-17	3607863037	—	0.80	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared
CLM-408863	CLM	Jerry Crawford	1980-07-03	UHC-60376-73	9117180729	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
CLM-414208	CLM	Natalie Nichols	2001-03-02	UHC-43855-55	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-431393	CLM	Joan Ruiz	1955-05-01	UHC-01996-90	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-406101	CLM	Bobby Rojas	1945-05-20	—	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-415077	CLM	Mariana Robertson	2004-08-20	—	8417085404	—	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
CLM-406438	CLM	Mason Little	1947-02-26	UHC-15343-10	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-413894	CLM	Anna Ellis	1967-11-23	UHC-86115-09	—	4372 Lake View Rd, Sacramento, CA, 95841	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-401883	CLM	Carl Boyd	1943-03-19	UHC-14674-10	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-412638	CLM	Evelyn Jacobs	1950-09-04	UHC-71656-05	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-426555	CLM	Julie Hughes	1979-02-24	—	6147008135	3488 Grand Ave, Minneapolis, MN, 55427	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
CLM-427126	CLM	Eugene F Phillips	2004-12-09	—	—	—	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-400640	CLM	Billy G Jacobs	1959-06-28	—	4913229878	8915 Willow Ct, Tampa, FL, 33614	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
CLM-404176	CLM	Willie Price	1946-06-09	UHC-51717-16	6119984074	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-418407	CLM	Sharon Greene	1982-12-09	—	—	—	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-405368	CLM	Roy Sullivan	2003-08-27	UHC-76918-42	—	8596 Apache Blvd, Las Vegas, NV, 89138	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-400985	CLM	George Rios	1974-11-12	UHC-27407-51	—	6504 Valley View Dr, Austin, TX, 78707	0.82	Name re-cased SSN last four extracted Whitespace trimmed
CLM-412571	CLM	Noah Sims	2002-05-14	—	—	7793 Harbor Blvd, Chandler, AZ, 85215	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-430203	CLM	Hannah Flores	1954-07-12	UHC-13128-47	—	7702 Main St, Minneapolis, MN, 55432	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-430204	CLM	Hannah Flores	1954-07-12	UHC-13128-47	—	7702 Main St, Minneapolis, MN, 55432	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-420292	CLM	Camila L Dixon	1981-03-08	UHC-81895-02	—	—	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared

709 rows, page 13 of 15Previous Next