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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-413657	CLM	Frances Hayes	1985-11-06	UHC-79363-79	7984806181	8483 Ridge Rd, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+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-406681	CLM	Johnny Little	1968-05-02	UHC-51193-40	—	1768 Maple Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-406682	CLM	Johnny Little	1968-05-02	UHC-51193-40	—	1768 Maple Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace 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-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-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-415861	CLM	Julie Fernandez	1941-10-24	—	—	6804 Harbor Blvd, Chandler, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-406188	CLM	Jerry Meyer	1954-02-05	—	6818803780	6076 Pine Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420158	CLM	—Junk	1946-11-05	UHC-87019-89	—	3708 Apache Blvd, Scottsdale, AZ	0.66	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared+1 more
CLM-420748	CLM	Walter Hernandez	2001-11-13	—	—	2225 Ridge Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-408558	CLM	Nathan Guerrero	1992-10-27	—	7887717478	8022 Sunset Blvd, Minneapolis, MN	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416585	CLM	Stephen Meyer	1994-05-10	UHC-06552-81	—	3258 Ridge Rd, San Diego, CA	0.66	State code upper-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-412159	CLM	Benjamin Rice	2001-11-22	—	8745265526	5390 Baseline Rd, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431187	CLM	Jason Kelley	1949-01-20	UHC-48760-69	—	3706 Valley View Dr, Houston, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-412357	CLM	Marcus Cooper	1952-08-23	UHC-91372-60	—	1213 Indian School Rd, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
CLM-420851	CLM	Julia McDonald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-428119	CLM	Shirely Ellis	1975-01-21	UHC-40576-59	—	7905 Church St, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-415817	CLM	Patricia Payne	2003-11-14	UHC-57067-49	—	4502 Cedar Ln, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-421970	CLM	Jonathan M Gibson	1978-02-08	UHC-88509-08	—	3380 Lake View Rd, Seattle, WA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-404770	CLM	Luis Park	1950-09-14	—	—	759 Forest Ave, Houston, TX	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-403106	CLM	Ethan Stevens	1961-05-25	UHC-83036-06	—	7486 River Rd, Dallas, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424759	CLM	Thomas Matthews	2005-09-23	UHC-54543-72	7982542444	6278 Central Ave, Nashville, TN	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
CLM-425118	CLM	Alice Morrison	1965-01-13	—	2293968938	7940 Sage Ct, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-414059	CLM	Russell Le	1946-09-18	UHC-78818-18	9612759075	509 Central Ave, Dallas, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-421139	CLM	Arthur T Parker	1971-03-13	—	—	680 Park Pl, Chandler, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-414833	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-405313	CLM	George Sims	1997-01-02	UHC-90175-74	9832619092	461 Jefferson Ave, Plano, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-427276	CLM	Mrai Stewart	2006-12-26	UHC-45508-52	2098852771	9251 Pine Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400935	CLM	Brandon Gonzales	1966-05-07	UHC-09464-72	—	1764 Ocean Ave, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409360	CLM	Ssan Scott	1971-09-12	—	—	6472 Main St, San Diego, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-421840	CLM	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410375	CLM	Arjun Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX	0.66	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
CLM-406556	CLM	Nicholas Larson	1993-08-09	UHC-90661-50	—	9895 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413562	CLM	Luis X Gry	2007-11-21	UHC-12522-66	—	8034 Park Pl, Fresno, CA	0.66	Middle initial moved out of first name Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-415697	CLM	Judy Burns	1980-12-09	UHC-13174-98	—	3367 Maple Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418335	CLM	Camila Ramos	1952-05-01	UHC-23396-60	3156815432	8909 Market St, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-403456	CLM	Christina G Orteega	1985-12-27	UHC-82591-33	6567000272	3808 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407607	CLM	Richard Washington	2006-06-16	UHC-88336-76	—	8427 Camelback Rd, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410928	CLM	Jooyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX	0.66	Phone reformatted State code upper-cased ZIP missing Gender normalised+1 more
CLM-427594	CLM	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-431934	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-422895	CLM	Austin L Contreras	1946-03-21	—	3652239138	1920 Pine Dr, Miami, FL	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-428603	CLM	Aisha Rojas	1956-12-18	UHC-94886-33	2988219286	6374 Ocean Ave, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420020	CLM	Angela Lopez	1994-07-26	UHC-47375-08	—	7803 Canyon Rd, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-416174	CLM	Samantha Jenkins	2007-01-20	UHC-20745-11	—	3267 Oak St, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-428836	CLM	Ashley Walsh	1961-10-13	—	4522281878	7897 Palm Dr, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-427213	CLM	Drew M Carroll	1943-04-21	UHC-88757-58	9258164489	8282 Baseline Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414621	CLM	Arthur N Myers	—	UHC-40907-37	2647448277	3245 Indian School Rd, Jacksonville, FL	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more

2,072 rows, page 30 of 42Previous Next