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-432417	CLM	Jacob Rojsa	1988-12-24	UHC-35325-16	—	4083 Elm St, Plano, TX, 75028	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-404823	CLM	Heather S Myers	1958-01-04	UHC-23811-98	4379955558	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-414790	CLM	Brenda Crawford	—	—	4626064389	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-425280	CLM	Lawrence Morris	2001-02-01	UHC-83952-82	6842765935	3862 Meadow Ln, Denver, CO, 80215	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-427250	CLM	Carolyn Smith	1946-04-21	UHC-59178-53	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-407802	CLM	Eirc Lane	1925-05-20	UHC-48704-64	5356684609	9899 Central Ave, Tampa, FL, 33630	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-405546	CLM	Katehrine Ramos	1980-03-28	—	2018711929	6388 Union St, Tempe, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
CLM-422196	CLM	Heather Morris	1949-06-10	UHC-15441-17	4399367405	1309 Willow Ct, Austin, TX, 78751	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-419964	CLM	Omar Stevens	1970-10-06	UHC-20389-49	—	1230 Church St, Atlanta, GA, 30397	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-409324	CLM	Ryan Reynolds	1963-06-06	UHC-66475-43	2264958632	7232 Palm Dr, Plano, TX, 75088	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
CLM-414744	CLM	Dennis I Ruiz	1997-01-21	UHC-60808-71	—	6950 Palm Dr, Las Vegas, NV, 89199	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-427216	CLM	Ashley Bowman	1954-07-27	UHC-55178-78	—	5161 Meadow Ln, San Antonio, TX, 78219	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-421610	CLM	Peter Z Ford	1991-10-23	UHC-45344-03	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-406998	CLM	Carol R Clark	1989-01-03	UHC-30064-04	8272257839	6078 Lincoln Way, Columbus, OH, 43226	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-408728	CLM	Adam Phillips	1973-03-19	UHC-49202-93	—	7457 Sunset Blvd Apt 39, Glendale, AZ, 85329	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421554	CLM	Virginia N Schmidt	1967-09-09	UHC-83823-87	—	9250 Forest Ave, Seattle, WA, 98146	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-409965	CLM	Henry T Espinoza	1959-07-26	—	3546701432	1745 Church St, Austin, TX, 78795	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417112	CLM	Alan Lane	1982-06-10	UHC-36065-99	—	3933 Pine Dr, Plano, TX, 75096	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422982	CLM	Omar Schultz	1966-11-10	—	—	6554 Park Pl, Austin, TX, 78727	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428267	CLM	Carol Q Stephens	2001-03-25	—	—	959 Market St Apt 28, San Diego, CA, 92158	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-430846	CLM	Mateo Grant	—	—	—	—	0.80	Name re-cased Date of birth reformatted Date of birth unreadable Placeholder values cleared
CLM-421192	CLM	Sara Wood	1953-02-26	—	—	89 Pine Dr, Orlando, FL, 32844	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-429241	CLM	McDonald Alan	1978-06-07	—	—	775 Jefferson Ave, Orlando, FL, 32814	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-410473	CLM	Cheryl Moore	1945-05-15	UHC-22464-21	—	861 Ocean Ave, Scottsdale, AZ, 85210	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-428402	CLM	Elijah Le	1964-09-23	UHC-95173-48	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412162	CLM	Deborah Harper	1973-09-28	—	—	4799 River Rd, Charlotte, NC, 28291	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-410112	CLM	Jose Watkins	1970-10-12	—	4167743291	4524 Apache Blvd, Glendale, AZ, 85369	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409653	CLM	Adam Ortega	—	UHC-52099-82	8329974087	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-428800	CLM	Hiroshi Shaw	1972-05-08	—	8947945234	119 Camelback Rd, Miami, FL, 33183	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-403231	CLM	Raymond Salazar	1996-10-11	UHC-57532-56	3113658230	9310 Bayshore Dr, Jacksonville, FL, 32238	0.80	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed
CLM-429377	CLM	Beverly R Howell	1988-10-22	UHC-53616-93	—	5331 Mesa Dr, Tampa, FL, 33624	0.80	Name re-cased State name converted to code Email lower-cased Whitespace trimmed
CLM-401709	CLM	Betty Young	1987-10-28	UHC-02259-50	7782485860	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-422868	CLM	Eugene Anderson	1963-08-20	UHC-70469-53	—	7952 Union St, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
CLM-431529	CLM	Gabriel Simmons	1956-09-16	—	—	6892 Baseline Rd, Gilbert, AZ, 85216	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413807	CLM	Sarah Oliiver	1996-07-24	UHC-32902-31	—	4779 Union St, Minneapolis, MN, 55405	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-423546	CLM	Saarh Fuller	1955-02-01	UHC-33174-34	2763633844	3247 Elm St, Austin, TX, 78794	0.80	Name re-cased Phone reformatted Gender normalised Whitespace trimmed
CLM-415311	CLM	Jacqueline Harvey	1973-05-08	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418638	CLM	Natalie O Hoffman	—	UHC-91848-90	—	4436 Highland Ave, Mesa, AZ, 85217	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-406480	CLM	Emily Austin	1958-02-05	UHC-31246-46	—	3924 Mountain View Dr, San Antonio, TX, 78246	0.80	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed
CLM-425754	CLM	Abigail Grant	1953-02-13	—	—	7908 Hillcrest Rd, Tempe, AZ, 85253	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-410599	CLM	Paul Bailey	1947-01-06	—	—	2994 Pine Dr, Las Vegas, NV, 89146	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-421387	CLM	Katherine Griffin	1992-02-17	—	—	8963 Lincoln Way, Chandler, AZ, 85224	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-428433	CLM	Cheryl Armstrong	1967-04-06	UHC-23457-56	—	1762 Lake View Rd, San Diego, CA, 92136	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-412647	CLM	Amanda Santos	1984-11-22	UHC-26059-18	—	723 Meadow Ln, Austin, TX, 78729	0.80	Name re-cased Street suffix standardised Address re-cased City re-cased
CLM-408549	CLM	Robert Greene	1993-07-26	UHC-26139-06	7046929979	6881 Meadow Ln, Tampa, FL, 33641	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424060	CLM	Kyle Black	1992-11-16	UHC-55004-53	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427473	CLM	Kevin Day	1956-08-22	UHC-62051-19	9074054771	5489 Jefferson Ave, Houston, TX, 77098	0.80	Name re-cased State code upper-cased Gender normalised Whitespace trimmed
CLM-416926	CLM	Doris Richards	1980-11-26	UHC-30582-10	—	9764 Cedar Ln, Houston, TX, 77004	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402013	CLM	Natalie H Morgan	1939-06-07	UHC-30565-43	—	902 Broadway, Tucson, AZ	0.80	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing
CLM-429038	CLM	Sharon Stone	1949-09-05	UHC-07361-35	7198655984	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared

13,120 rows, page 160 of 263Previous Next