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-413784	CLM	Gerald Scott	1942-08-24	UHC-63185-93	—	8050 Washington St, Chandler, AZ, 85281	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-428845	CLM	Henry Q Harrisno	1986-07-18	UHC-33101-68	—	7019 Washington St, Chandler, AZ, 85234	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-408664	CLM	Mary George	1953-01-20	UHC-99908-37	—	—	0.66	Name re-cased SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-418692	CLM	Martha Warren	—	UHC-61710-65	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419760	CLM	Mei Moreno	—	—	—	4287 Mountain View Dr, Denver, CO, 80286	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-420796	CLM	Aaron Pierce	1942-09-19	—	—	7423 Park Pl Apt 12, Houston, TX	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP missing+1 more
CLM-420085	CLM	Betty Vega	1946-04-04	—	—	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403269	CLM	Joe Hunter	1947-03-27	—	—	1811 Canyon Rd Apt 11, Los Angeles, CA, 90002	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419536	CLM	Mariana V Porter	2006-09-19	UHC-17545-71	8693584406	6954 Pine Dr, Phoenix, AZ, 85082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409405	CLM	Olivia Campbell	1986-10-04	—	—	5315 Indian School Rd, Glendale, AZ, 85319	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-412649	CLM	Janet J Young	—	—	—	3328 Oak St, Nashville, TN, 37280	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-414931	CLM	Abby Phillips	1964-04-10	UHC-38548-43	—	6592 Baseline Rd, San Antonio, TX, 78211	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-424640	CLM	Mary Reed	1955-06-18	UHC-36246-28	—	4582 Mesa Dr, Phoenix, AZ, 85066	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-427337	CLM	Kelly Tucker	1999-01-03	UHC-00488-72	—	4186 Central Ave, Chandler, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427264	CLM	Robert Singh	1975-01-16	UHC-01396-37	—	6850 Baseline Rd, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419569	CLM	Debra Kelley	1975-12-19	UHC-04884-36	4522111602	1550 Sage Ct, San Antonio, TX, 78254	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424562	CLM	Bruce Burke	1979-08-05	UHC-27034-47	—	8889 Canyon Rd Apt 27, Tucson, AZ, 85730	0.66	Name re-cased Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-404128	CLM	CherylJunk	2002-12-17	UHC-92867-01	6433042372	3156 Baseline Rd, Sacramento, CA, 95896	0.66	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared+1 more
CLM-409369	CLM	Ahmed Fernandez	1942-05-11	UHC-73996-20	—	3832 Elm St, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-429520	CLM	Alexander Walker	—	—	—	545 Desert Sky Blvd, Gilbert, AZ, 85214	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-407793	CLM	Scott Long	2005-01-19	UHC-92078-40	3365227421	333 Pine Dr, San Diego, CA, 92132	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409019	CLM	Arjun Flores	1978-12-09	UHC-99969-24	—	2271 Elm St, Chandler, AZ, 85215	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-414880	CLM	Ryan M Daniels	1949-03-16	UHC-67026-83	2908682003	2759 Bayshore Dr, Glendale, AZ, 85331	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403090	CLM	Patricia Miller	1943-02-16	—	—	1760 Pine Dr, Denver, CO, 80257	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-403843	CLM	Kimberly T Cruz	1967-03-18	UHC-50312-75	5488227857	8056 Camelback Rd, Columbus, OH, 43228	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-404838	CLM	Elizabeth Simmons	1938-07-15	—	6992704178	6495 Harbor Blvd, Houston, TX, 77097	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-420527	CLM	George T Lopez	1951-11-13	—	5942626767	9472 Sunset Blvd, San Diego, CA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-432038	CLM	Bobby Ortiz	1946-01-03	—	—	4494 Indian School Rd, Miami, FL, 33150	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402044	CLM	Brian K Wong	1946-09-25	UHC-95997-72	9883648520	2639 Canyon Rd, Plano, TX, 75033	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-411194	CLM	Madison Bowman	1951-08-24	UHC-02625-97	8338591309	6821 Camelback Rd # 861, Scottsdale, AZ, 85251	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411537	CLM	Noah H Miller	1962-11-10	UHC-78031-25	—	5151 Pine Dr, Glendale, AZ	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-406946	CLM	Emma I Santiago	1995-03-17	—	—	5006 Spring St # 378, Denver, CO, 80228	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405318	CLM	Dannielle Q Jackson	1954-10-11	—	—	—	0.66	Middle initial moved out of first name Name re-cased Two-digit birth year Whitespace trimmed+1 more
CLM-427242	CLM	Stephen X Carter	1945-09-16	—	—	8200 Pine Dr, Tempe, AZ, 85245	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-416348	CLM	Arjun Anderson	2006-04-21	—	—	7072 Desert Sky Blvd, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-429236	CLM	Ken Barnes	1982-10-20	UHC-22269-87	—	737 Oak St, Chandler, AZ, 85240	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418279	CLM	Beverly Moreno	1955-04-28	UHC-40140-87	—	5553 Grand Ave, Glendale, AZ, 85348	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-428646	CLM	Madisoon J Johnston	1967-12-21	—	—	5120 Palm Dr, Phoenix, AZ, 85010	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-426911	CLM	Susaan Morrison	1959-02-28	—	—	—	0.66	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+1 more
CLM-403722	CLM	Julie Simmons	1977-12-28	—	—	3742 Forest Ave, Tucson, AZ, 85783	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428735	CLM	Patricia Coleman	—	UHC-71949-76	—	6613 Apache Blvd, Atlanta, GA, 30344	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-412650	CLM	Omar R Baker	1982-12-17	UHC-82232-61	7946955898	5030 Desert Sky Blvd, Orlando, FL, 32808	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413118	CLM	Yuki Ortega	—	UHC-69924-78	9248764797	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-423009	CLM	Carolyn Long	1977-07-03	UHC-14882-88	—	9864 Desert Sky Blvd Apt 8, San Diego, CA, 92188	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-420578	CLM	Juan Lewis	—	—	—	4772 Jefferson Ave, Scottsdale, AZ, 85207	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-402642	CLM	Adam Delgado	—	UHC-54823-07	—	7282 Maple Ave, Tampa, FL, 33672	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-425906	CLM	Kyle P Fields	1952-05-23	UHC-45606-15	—	7188 Broadway, Plano, TX, 75098	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
CLM-413522	CLM	George Gomez	1947-02-03	—	—	5861 Highland Ave, Glendale, AZ, 85390	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407325	CLM	Karen Reynolds	—	UHC-08446-48	—	1841 Spring St, Seattle, WA, 98115	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-429726	CLM	Charlotte Rojjas	1962-09-24	—	—	1589 River Rd, Seattle, WA, 98163	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more

13,120 rows, page 75 of 263Previous Next