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-426827	CLM	Joe Harvey	1970-03-07	—	—	7400 Spring St, Orlando, FL, 32890	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-404904	CLM	Gerald Cox	1971-10-05	UHC-87483-13	7334923654	5111 Canyon Rd, Plano, TX, 75044	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404903	CLM	Gerald Cox	1971-10-05	UHC-87483-13	7334923654	5111 Canyon Rd, Plano, TX, 75044	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404424	CLM	Lori I White	1992-07-07	—	4158799681	2314 Park Pl, Gilbert, AZ, 85203	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-421013	CLM	Joan Maldonado	1990-12-10	UHC-93987-64	—	1564 Ridge Rd, Tampa, FL, 33607	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428487	CLM	Randy Meyer	1955-09-16	UHC-67823-81	3629519984	7951 Valley View Dr, Nashville, TN, 37248	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-423073	CLM	Shirley E Obrien	1969-06-05	—	4902453616	5922 Maple Ave, Sacramento, CA, 95838	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-405806	CLM	Steven Ross	1983-04-15	UHC-35235-48	—	5762 Washington St, Jacksonville, FL, 32287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424751	CLM	Julia Murphy	2005-01-03	UHC-12257-62	—	752 Palm Dr, Scottsdale, AZ, 85274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418029	CLM	Katherine Walker	1940-08-06	—	3776547558	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419043	CLM	Karen Rivera	1984-05-22	—	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418977	CLM	Sarah Lna	1994-12-16	—	—	7313 Bayshore Dr, Sacramento, CA, 95800	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401694	CLM	Victoria Phillips	1938-03-11	—	5098536150	4375 Sunset Blvd, Miami, FL, 33102	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426381	CLM	Janet Weber	1949-10-25	UHC-67261-22	9869986387	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-411565	CLM	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-422547	CLM	Pamela O Tran	1947-06-05	—	7449348201	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-412101	CLM	Ralph Y Pryce	—	—	4179020767	1502 Lake View Rd, Minneapolis, MN, 55424	0.78	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
CLM-431411	CLM	Priya Santos	1994-05-09	UHC-17238-16	—	686 Canyon Rd, Tampa, FL, 33615	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401917	CLM	Pamela W Ruiz	1951-01-16	UHC-56632-98	—	2604 Baseline Rd, Gilbert, AZ, 85256	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415033	CLM	Adam Shaw	1981-10-13	UHC-03960-88	—	4420 Union St, Columbus, OH, 43274	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-413826	CLM	Joshua Lawson	1965-11-09	—	—	7160 Apache Blvd, Denver, CO, 80255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427486	CLM	Emily Le	1964-10-23	UHC-31436-10	—	2219 Valley View Dr, Chandler, AZ, 85252	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432149	CLM	Benjamin Cooper	1968-06-14	—	4894411550	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-410841	CLM	Amy Martin	1950-07-24	UHC-11699-14	—	5564 Apache Blvd, Mesa, AZ, 85212	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411860	CLM	Nathan Olson	1993-12-09	UHC-91260-88	6933433510	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-426063	CLM	Sophia Garrett	1956-05-14	UHC-00711-30	—	6424 Oak St, Scottsdale, AZ, 85222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402994	CLM	Margaret Gutierrez	1961-10-06	UHC-64472-08	6784883519	2129 Forest Ave, Scottsdale, AZ, 85257	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400819	CLM	Danielle Soto	1989-11-01	UHC-26317-10	—	8873 Sunset Blvd, Austin, TX, 78719	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-426316	CLM	Janet Harris	1943-04-01	UHC-75532-63	—	6699 Union St, Houston, TX, 77031	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416837	CLM	Terry B Gomez	1945-07-27	—	—	9617 Lake View Rd, Denver, CO, 80255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406708	CLM	Mariana T Ortega	1999-07-03	—	7376615042	119 Park Pl, Eden Prairie, MN, 55307	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-414598	CLM	Luis Jenkins	1958-10-19	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-416882	CLM	Abigail Lane	1963-02-21	UHC-97196-37	—	2794 Main St, Minneapolis, MN, 55491	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-426408	CLM	David L Hoffman	—	UHC-13903-09	—	6380 Central Ave, San Antonio, TX, 78260	0.78	Name re-cased Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-412316	CLM	John C Burke	1977-07-17	—	4536671365	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-426772	CLM	Amber Hicks	1986-03-13	UHC-79648-21	6965463475	6384 Mesa Dr, Gilbert, AZ, 85230	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428157	CLM	Gerald M Garza	1945-04-09	UHC-07051-35	—	3829 Main St, Denver, CO, 80234	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422572	CLM	Carl Burns	1967-04-08	UHC-58968-04	5543241443	8720 Highland Ave, Glendale, AZ, 85393	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428890	CLM	Helen Woods	1954-04-09	—	—	6556 Desert Sky Blvd, Chandler, AZ, 85222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417355	CLM	Dorothy Nguyen	2001-11-04	UHC-17968-70	7729904806	1106 Valley View Dr, Las Vegas, NV, 89152	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-420546	CLM	Ashley Hart	1950-03-20	—	3355531298	6932 Baseline Rd, San Antonio, TX, 78222	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423691	CLM	Deborah D Henderson	2008-03-10	—	—	2283 Grand Ave, Scottsdale, AZ, 85238	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412987	CLM	Olivia T Washington	1982-05-10	—	4043631150	4213 Lake View Rd, Glendale, AZ, 85370	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430201	CLM	Philip Olson	2007-09-07	—	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
CLM-415963	CLM	Kelly L Contreras	1992-03-23	—	—	9844 Valley View Dr, Las Vegas, NV, 89120	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-423674	CLM	Albert Santos	1975-05-16	—	7459294057	7865 Hillcrest Rd, Austin, TX, 78726	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421462	CLM	Juan Kelly	1954-10-24	—	—	2386 Central Ave, Phoenix, AZ, 85057	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-407363	CLM	Arthur Gilbert	1963-09-27	—	4344045344	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-415122	CLM	Timothy Brooks	1978-03-15	—	6567818224	9727 Maple Ave, Tempe, AZ, 85257	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-429208	CLM	Noah Rice	1956-06-17	UHC-22017-22	—	8310 Baseline Rd, Columbus, OH, 43237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 128 of 263Previous Next