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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422183	CLM	Marcus Lewis	1981-05-06	UHC-53639-04	3939827389	2066 Main St, Atlanta, GA, 30343	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418155	CLM	Alan Dean	1992-09-12	UHC-33697-11	—	5224 Camelback Rd, Fresno, CA, 93707	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403324	CLM	Helen Snyder	1982-06-03	UHC-87519-98	—	455 Grand Ave, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-409783	CLM	Grace Ray	1945-11-08	—	9644989844	3885 Market St, Nashville, TN, 37295	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431892	CLM	Mariana Little	1943-09-05	UHC-08311-83	5145791028	4453 Market St, Chandler, AZ, 85286	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426092	CLM	Kayla Schmidt	1973-12-05	—	—	7183 Sunset Blvd, Columbus, OH, 43276	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411443	CLM	Ashley Sandoval	1970-05-09	—	—	1920 Canyon Rd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-420597	CLM	Jennifer Griffin	—	UHC-36930-80	7429375619	4234 Market St, Chandler, AZ, 85204	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-402811	CLM	Brandon Obrien	1985-10-23	—	—	2492 Forest Ave, Las Vegas, NV, 89131	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407619	CLM	Timothy Kim	1949-12-24	—	—	5736 Grand Ave, San Antonio, TX, 78214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-412242	CLM	Victoria Ross	1978-06-16	UHC-40023-82	3806805912	8429 Camelback Rd, Dallas, TX, 75251	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-400902	CLM	Alan Johnston	1988-08-13	UHC-44462-04	2524738587	1486 Central Ave, Seattle, WA, 98192	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426736	CLM	Robert Harper	1995-09-18	UHC-35694-15	6283139197	4989 Main St Apt 24, Chandler, AZ, 85219	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406761	CLM	Alexis Fernandez	1944-09-25	UHC-19671-72	8329421719	4367 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431011	CLM	Melissa Garratt	1953-04-26	UHC-66082-81	8527666786	9896 Highland Ave, Glendale, AZ, 85307	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431010	CLM	Melissa Garratt	1953-04-26	UHC-66082-81	8527666786	9896 Highland Ave, Glendale, AZ, 85307	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431434	CLM	Susan Welch	1983-01-10	UHC-59072-43	9638151044	6930 Cedar Ln Apt 40, Minneapolis, MN, 55464	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410700	CLM	Brandon Q Armstrong	1959-11-13	—	—	2641 Apache Blvd, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-426627	CLM	Jennifer Cox	1939-01-08	UHC-06372-33	—	9324 Baseline Rd, Glendale, AZ, 85374	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-402760	CLM	James Ortiz	1965-01-02	—	—	78 Willow Ct, Houston, TX, 77043	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415610	CLM	Sam Y Boyd	1976-11-27	UHC-62289-20	3934440946	9801 Jefferson Ave, Tucson, AZ, 85791	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423709	CLM	Willie Griffin	1973-05-18	UHC-28365-71	5478550900	458 Sage Ct, Phoenix, AZ, 85056	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422274	CLM	James Hanson	1984-11-23	—	6222528462	6778 Ocean Ave, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418996	CLM	Anthuny Weber	1986-11-02	—	4307245735	1777 River Rd, Mesa, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424837	CLM	Brittany B Jenkins	1951-09-02	UHC-52134-96	5596133325	2783 Apache Blvd, Jacksonville, FL, 32261	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408258	CLM	Walteer Weber	1988-01-16	—	—	3286 Hillcrest Rd, Dallas, TX, 75290	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-403285	CLM	Judith Gilbert	—	—	—	7478 Market St, Austin, TX, 78715	0.62	Date of birth missing Street suffix standardised Address re-cased City re-cased+3 more
CLM-419868	CLM	Sanitago Farnklin	1961-12-08	UHC-54865-20	—	8471 Cedar Ln, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404129	CLM	Cheryl Simmons	2002-12-17	UHC-92867-01	—	3156 Baseline Rd, Sacramento, CA, 95896	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404027	CLM	Jeffrey Padilla	1977-04-04	UHC-92939-82	—	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-405681	CLM	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-427896	CLM	Aaron Knight	1983-07-13	UHC-95721-09	5246227655	8293 Spring St, Nashville, TN, 37219	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426329	CLM	Olivia Alvarado	1999-06-28	UHC-69185-07	3887701580	374 Forest Ave, Minneapolis, MN, 55417	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409187	CLM	Alexander Pena	1965-11-10	UHC-14599-26	—	9573 Indian School Rd, Minneapolis, MN	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409966	CLM	Henry Espinoza	1959-07-26	UHC-08632-94	3546701432	1745 Church St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430654	CLM	Sandra M McCoy	1999-11-15	—	2688183877	2098 Camelback Rd, Scottsdale, AZ, 85282	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402744	CLM	Diane Foster	2006-03-08	—	5245960882	4393 Jefferson Ave, Austin, TX, 78768	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-406805	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	—	9045 Mesa Dr, Eden Prairie, MN, 55300	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429418	CLM	Diana J Clark	1992-05-04	UHC-38721-43	9195697883	8490 Lincoln Way, Las Vegas, NV, 89114	0.62	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-413440	CLM	Bruce Garza	1971-02-23	—	2108312845	2756 Ocean Ave, Miami, FL, 33113	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419566	CLM	Gerald Willis	1957-08-12	UHC-23329-03	—	7465 Church St, Houston, TX, 77008	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-407669	CLM	Kevin Scott	1977-09-05	UHC-95333-52	—	6262 Apache Blvd, Columbus, OH, 43216	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-429507	CLM	Douglas Alvarado	2000-03-27	UHC-27382-79	—	1453 Indian School Rd Apt 2, Jacksonville, FL, 32253	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-415054	CLM	Angela Sullivan	2002-10-25	—	—	2017 Desert Sky Blvd, Tucson, AZ, 85783	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more
CLM-413711	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413710	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408790	CLM	Bobby Robinson	1943-11-27	UHC-17176-34	3865667626	9401 Highland Ave, Atlanta, GA, 30309	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404637	CLM	Sophia Howell	1997-04-28	UHC-51733-01	—	2377 Apache Blvd, San Diego, CA, 92144	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-431309	CLM	Keith Herrera	1976-08-18	—	5636249105	740 Broadway, Los Angeles, CA, 90052	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-415517	CLM	Jason Rios	2008-12-12	UHC-15718-04	—	3062 Grand Ave, Chandler, AZ, 85216	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more

5,235 rows, page 29 of 105Previous Next