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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404641	CLM	Debra H Marquez	1996-03-18	—	—	6543 Lincoln Way Apt 16, Mesa, AZ, 85274	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-403323	CLM	Luis Lucas	1984-02-03	—	—	972 Maple Ave, Scottsdale, AZ, 85240	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
CLM-403589	CLM	Dennis Powell	1977-07-24	UHC-83526-34	—	8141 Main St, Tucson, AZ, 85765	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410739	CLM	Anna Scott	1966-07-27	UHC-14025-28	4748987062	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-415538	CLM	Mei Hart	1961-06-13	UHC-61106-25	4926784584	6536 Mesa Dr, Sacramento, CA, 95843	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402636	CLM	Carolyn Fuller	1949-04-24	UHC-59404-46	8204205512	4866 Church St, San Diego, CA, 92120	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-426343	CLM	Omar N Weaver	—	UHC-71491-85	7039799708	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
CLM-423316	CLM	Willie Hill	1954-02-17	—	4047319190	6950 Camelback Rd Apt 20, Gilbert, AZ, 85250	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
CLM-426629	CLM	Jacqueline Wang	1939-09-15	UHC-08240-16	—	2150 Bayshore Dr, Orlando, FL, 32882	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423620	CLM	Janet Chaapman	1979-08-08	UHC-78660-10	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416392	CLM	Eric Schmidt	1944-11-23	UHC-94650-89	—	2124 Forest Ave, Sacramento, CA, 95829	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-411395	CLM	Jacob G Kelly	1990-05-14	—	—	9005 Hillcrest Rd, Austin, TX	0.80	Name re-cased ZIP missing Plan code upper-cased Placeholder values cleared
CLM-408571	CLM	Ahmed Peters	1946-01-14	UHC-83992-23	—	9559 Spring St, Seattle, WA, 98172	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-402129	CLM	Emily Kennedy	1991-01-01	—	—	5058 Central Ave, Tucson, AZ, 85746	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420903	CLM	Nicholas G Alexander	1955-02-23	UHC-81486-07	—	6174 Central Ave, San Diego, CA, 92154	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429882	CLM	Patrick Gutieerrez	1991-10-17	UHC-55935-35	—	9066 Cedar Ln, Eden Prairie, MN, 55390	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424910	CLM	Russell Dunn	2005-11-05	—	—	206 Harbor Blvd, Fresno, CA, 93751	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-405005	CLM	Raymond W Greene	1961-03-25	UHC-85120-03	9677425859	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-405174	CLM	Denise Morgan	1995-12-27	UHC-49964-55	—	5211 Harbor Blvd Apt 4, Houston, TX, 77085	0.80	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed
CLM-422153	CLM	Jason Delgado	1962-06-27	UHC-84566-36	—	3726 Grand Ave, Tempe, AZ, 85233	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-425441	CLM	Thomas Wagner	1964-04-20	UHC-04292-87	—	9199 Main St, Dallas, TX, 75205	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-414240	CLM	Gabriel Roberts	1981-03-20	UHC-70715-12	—	5611 Maple Ave, Nashville, TN, 37233	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-416035	CLM	Mateo Chen	1988-05-15	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425108	CLM	Hiroshi Greene	1953-06-26	—	—	4815 Ridge Rd, Los Angeles, CA, 90009	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432304	CLM	Kayla Valdez	1938-05-23	—	—	8475 Lincoln Way, Chandler, AZ, 85247	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-421449	CLM	Emma Carroll	1984-04-25	—	—	—	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-405393	CLM	Wei Martinez	1942-06-12	UHC-81436-54	—	408 Elm St, San Diego, CA, 92179	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-414216	CLM	Anna Kennedy	1955-01-20	—	—	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-422931	CLM	Anthony Hunter	—	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-416459	CLM	Jonathan H Mason	1958-03-06	UHC-16686-90	—	8561 Mesa Dr, Minneapolis, MN, 55467	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-423460	CLM	Kevin Franklin	1917-02-24	—	3168431466	4629 Willow Ct # 606, Nashville, TN, 37284	0.80	Name re-cased Unit split from street City re-cased Placeholder values cleared
CLM-431097	CLM	Danielle Bakre	1945-05-02	UHC-85743-44	—	6463 Ridge Rd, Tampa, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-423753	CLM	Kimberly Stephens	1939-11-27	UHC-60875-27	—	3347 Elm St, Fresno, CA, 93711	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411110	CLM	Dorothy Wang	1947-05-08	UHC-35536-05	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402968	CLM	Kimberly A Butler	1938-02-21	UHC-78911-70	—	8151 Mesa Dr, Seattle, WA, 98180	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432049	CLM	Jacqueline Mitchell	1952-08-19	UHC-37509-52	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-403518	CLM	Luis Richards	1961-02-26	—	—	810 Jefferson Ave, Orlando, FL, 32859	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409605	CLM	Catherine Mendez	2006-03-23	—	—	2046 Lake View Rd, Houston, TX	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419699	CLM	Chris Cooper	1968-06-09	UHC-91454-37	—	7943 Meadow Ln, Jacksonville, FL	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-432501	CLM	Omar I Bryant	1987-03-17	UHC-89172-02	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418664	CLM	Janice Morris	1978-11-05	UHC-64462-90	—	9728 River Rd, Seattle, WA, 98179	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-418663	CLM	Janice Morris	1978-11-05	UHC-64462-90	—	9728 River Rd, Seattle, WA, 98179	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-411671	CLM	Donna I Stephens	1984-03-07	—	5458276708	1758 Mountain View Dr, Plano, TX, 75067	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-414127	CLM	George Augilar	1944-01-11	—	2772510291	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-430747	CLM	Sara Palmer	1998-05-20	—	—	133 Elm St, Gilbert, AZ, 85272	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-403956	CLM	Eric Myers	1978-08-04	—	—	4858 Washington St, Glendale, AZ, 85394	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-413165	CLM	Jesse K Watson	2000-10-02	UHC-89198-62	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-402697	CLM	Anthony Martin	1982-10-23	UHC-47088-15	—	2343 Oak St, Phoenix, AZ, 85045	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-420548	CLM	Tyler Meyer	1949-04-04	—	—	1349 Lincoln Way, Jacksonville, FL, 32297	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-414079	CLM	Kayla Patel	1964-09-08	UHC-00656-58	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared

13,120 rows, page 157 of 263Previous Next