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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407191	CLM	Kevin Peters	—	—	—	2466 Broadway, Columbus, OH, 43297	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-425961	CLM	Martha Ellis	1988-04-26	UHC-36344-06	—	6810 Grand Ave, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427894	CLM	Aaron Knight	1983-07-13	—	—	8293 Spring St, Nashville, TN, 37219	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431392	CLM	Jerry Roberts	2005-11-21	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-403240	CLM	Kayla Ferguson	2005-06-19	UHC-37431-51	6534957506	3533 Grand Ave, Las Vegas, NV, 89118	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-407090	CLM	Sofia Crawford	1998-03-01	UHC-53642-74	—	8260 Church St, Nashville, TN, 37279	0.54	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-407213	CLM	Kimberly Munoz	2007-12-22	—	—	5212 Spring St, Jacksonville, FL, 32237	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415181	CLM	Bradley Oliver	—	UHC-67161-27	—	5188 Union St, Tampa, FL, 33656	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
CLM-415330	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	—	9841 Meadow Ln, Chandler, AZ, 85236	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-428683	CLM	Drew Montgomery	—	UHC-32115-70	7472401135	3903 Mesa Dr Apt 27, San Antonio, TX, 78284	0.54	Name split from “Last, First”Date of birth unreadable Unit split from street City re-cased+1 more
CLM-422655	CLM	Olivia McCoy	1969-04-26	UHC-44552-76	—	7460 Highland Ave, Minneapolis, MN, 55445	0.54	Name split from “Last, First”Two-digit birth year State code upper-cased Gender normalised+1 more
CLM-431758	CLM	Charlotte Jacobs	1947-07-01	UHC-75072-89	—	2840 Cedar Ln, Scottsdale, AZ	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-407838	CLM	Rebecca Duncan	1976-10-21	UHC-15711-81	—	2569 Broadway, Denver, CO, 80259	0.54	Name split from “Last, First”SSN last four extracted Gender normalised Whitespace trimmed+1 more
CLM-432141	CLM	Katherine Harrison	1970-04-13	—	—	2321 Apache Blvd, Nashville, TN, 37212	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-406995	CLM	Charles Bryant	1995-10-01	UHC-30385-79	—	8292 Hillcrest Rd Apt 38, Las Vegas, NV, 89106	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403095	CLM	Ann Adams	1964-03-09	UHC-49487-89	—	4774 Broadway, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Member ID reformatted Address re-cased ZIP+4 trimmed+1 more
CLM-417333	CLM	Noah Park	1955-07-17	UHC-70378-47	2727262117	7869 Elm St, San Antonio, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-420608	CLM	Elizabeth Kennedy	1946-03-05	UHC-31956-48	—	2428 Valley View Dr, Jacksonville, FL, 32287	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-426932	CLM	Brittany Moore	2007-05-24	—	—	2956 Sunset Blvd, Tampa, FL, 33651	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-412308	CLM	Angela T Richardson	1947-10-24	UHC-54092-76	—	7082 Oak St, Houston, TX, 77046	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430601	CLM	Randy Coko	1977-02-14	—	—	185 Highland Ave, Chandler, AZ, 85201	0.54	Name split from “Last, First”State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-412545	CLM	Shirley C Ryan	1986-10-27	—	—	4300 Grand Ave, Tempe, AZ, 85243	0.54	Name split from “Last, First”Middle initial moved out of first name City re-cased ZIP+4 trimmed+1 more
CLM-409682	CLM	James Ashley	1998-05-07	UHC-24324-49	—	4947 Baseline Rd, Tucson, AZ, 85794	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400677	CLM	Ctherine Morrison	1988-12-13	—	8332526471	3792 Desert Sky Blvd, Charlotte, NC, 28291	0.54	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-412791	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-412790	CLM	Robert Simmons	—	UHC-52762-25	—	1818 Maple Ave, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-414938	CLM	Tyler D Gray	2005-10-24	UHC-40253-88	7107961023	3159 Harbor Blvd, Glendale, AZ, 85326	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413772	CLM	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd, Mesa, AZ, 85215	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407815	CLM	Dinae Mendez	1937-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-411170	CLM	Russell Andrews	1989-04-11	UHC-37663-59	—	2725 Pine Dr, Chandler, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-402711	CLM	Kayla Gardner	1963-11-25	—	9552960036	7259 Sunset Blvd, Phoenix, AZ, 85005	0.54	Name split from “Last, First”Phone reformatted State name converted to code Gender normalised+1 more
CLM-402117	CLM	Mary Pena	2004-08-06	—	—	1649 Indian School Rd, Houston, TX, 77017	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412977	CLM	Ruth Vazquez	2006-09-08	UHC-11615-56	2439617794	1207 Lincoln Way, Charlotte, NC, 28244	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-423088	CLM	Emily O Fox	1945-09-08	—	7092720143	121 Church St, Phoenix, AZ	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416897	CLM	Carl Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd # 229, Phoenix, AZ, 85018	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431190	CLM	Terry Williams	1939-10-17	UHC-02175-32	8036281479	9227 Cedar Ln # 376, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
CLM-405452	CLM	Austin Simmons	1962-02-28	UHC-19960-78	6445305003	1678 Palm Dr, Scottsdale, AZ, 85249	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427703	CLM	Jacqueline Mitchell	1984-06-10	—	—	7226 Broadway, Denver, CO, 80223	0.54	Name split from “Last, First”Two-digit birth year Address re-cased Gender normalised+1 more
CLM-415415	CLM	Carolyn Jordan	1952-10-12	—	—	3878 Market St, Charlotte, NC, 28245	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406596	CLM	Hiroshi Lewis	1954-09-13	—	—	3962 Main St, Scottsdale, AZ	0.54	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-406093	CLM	Amber Valdez	1954-09-28	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
CLM-402008	CLM	Arthur M Grant	1960-10-23	UHC-68341-63	6057398363	3750 Sunset Blvd, Nashville, TN, 37221	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-401561	CLM	Jessica Elllis	1963-07-27	—	8886321549	2220 Central Ave, Fresno, CA, 93781	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419188	CLM	Zachary Payne	1948-03-24	UHC-70686-74	—	4827 Baseline Rd, Eden Prairie, MN, 55398	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-420071	CLM	Christine I Olson	1984-12-03	UHC-78090-69	—	7619 Pine Dr, Fresno, CA, 93738	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-419920	CLM	Douglas E Wang	1938-02-04	—	—	566 Pine Dr, San Diego, CA, 92145	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-412253	CLM	Jordan Wheeler	1954-09-25	UHC-10993-15	—	9746 Mesa Dr, Mesa, AZ, 85258	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-430254	CLM	Shirley Brooks	1980-12-17	UHC-51174-59	—	9743 Sage Ct, San Diego, CA, 92119	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424414	CLM	Isabella Adams	1984-04-08	UHC-34881-59	—	5521 Church St, Jacksonville, FL, 32276	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-408076	CLM	Thomas Espinoza	—	UHC-83698-81	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more

3,226 rows, page 19 of 65Previous Next