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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424172	CLM	Mary Burke	1966-08-04	UHC-56530-83	7907371041	4620 Washington St, Plano, TX, 75066	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432424	CLM	Ronald Harrison	1984-04-25	—	4743819889	8832 Mountain View Dr, San Diego, CA, 92193	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425650	CLM	Christian B Singh	2007-07-24	UHC-28089-14	5378779051	9378 Willow Ct, Scottsdale, AZ, 85290	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407845	CLM	Jose Perry	1967-07-03	UHC-29861-70	9156935561	7548 Mountain View Dr, Fresno, CA	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-412691	CLM	Ralph U Weaver	1945-03-16	UHC-96928-89	—	2447 Washington St, Orlando, FL, 32886	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
CLM-400259	CLM	Noah Alvarez	1953-03-24	UHC-34963-51	—	7184 Sunset Blvd, Fresno, CA, 93715	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415625	CLM	Philip Carroll	1942-06-22	—	—	4716 Highland Ave, San Diego, CA, 92130	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-413404	CLM	Lori Singh	1973-06-04	UHC-68004-93	—	2288 Canyon Rd, Denver, CO, 80250	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400947	CLM	Torres I Amy	1959-05-04	—	7654556388	5688 Cedar Ln, Austin, TX, 78783	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420052	CLM	Kimberly Clark	1979-07-14	UHC-11805-38	—	1289 Bayshore Dr, Minneapolis, MN, 55474	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408999	CLM	Michael Carter	1956-09-01	UHC-48727-60	7542750098	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-429782	CLM	David Webb	1962-05-23	—	2637983502	602 Hillcrest Rd, Tempe, AZ, 85213	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-424355	CLM	Henry Ruiz	1992-02-13	UHC-11129-89	—	86 Bayshore Dr, San Antonio, TX, 78296	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-400356	CLM	Hannah Dominguez	1988-11-24	UHC-53763-37	—	—	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-409934	CLM	Thomas Jensen	1993-10-28	UHC-32487-12	—	2508 Maple Ave, Mesa, AZ, 85243	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416485	CLM	Martha C Black	1995-03-02	—	—	2104 Lake View Rd # 376, Mesa, AZ, 85247	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-400633	CLM	Sarah D Howell	1966-05-27	UHC-08662-71	—	320 Main St, Austin, TX, 78751	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411290	CLM	Megan Brown	1999-05-07	UHC-23638-95	7673777536	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-409100	CLM	Luis Greene	2000-06-15	UHC-14290-02	—	9182 Sage Ct, San Antonio, TX, 78251	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-407041	CLM	Maria King	1991-09-16	UHC-93835-29	—	4798 Elm St, Columbus, OH, 43265	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413301	CLM	Teresa Ford	2007-08-17	UHC-20506-45	8533456001	9494 Market St, Gilbert, AZ, 85259	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431210	CLM	Arjun X Crawford	1971-06-23	—	4133761866	8223 Highland Ave, Eden Prairie, MN, 55372	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430476	CLM	Vincent Delgado	1960-02-12	UHC-58815-25	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-406547	CLM	Brian Nunez	1966-01-09	UHC-97825-92	—	8089 Sunset Blvd, Las Vegas, NV, 89166	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419549	CLM	Bryan Walker	1962-11-10	UHC-62381-32	8027789037	385 Oak St, Miami, FL, 33144	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421121	CLM	Stephen Vega	1962-12-18	UHC-77318-20	4164206004	8354 Maple Ave, Denver, CO, 80252	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-404480	CLM	Nicole V Smith	1957-12-16	UHC-41405-52	8858384155	1545 Willow Ct, Tampa, FL, 33689	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430705	CLM	Ahmed A Cooper	1942-03-08	UHC-91936-31	—	8482 Valley View Dr, Los Angeles, CA, 90028	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421542	CLM	Ruth Rodriguez	1995-11-16	—	—	4535 Willow Ct, Nashville, TN, 37297	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406853	CLM	Jerry Fowler	1948-09-15	—	2374041501	989 Maple Ave, Mesa, AZ, 85226	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406393	CLM	Margaret Marshall	1960-09-25	UHC-55401-63	7563809209	420 Forest Ave # 776, Minneapolis, MN, 55420	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+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-420799	CLM	Carlos Maldonado	1990-01-17	—	5779465880	4567 Cedar Ln, Mesa, AZ, 85218	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-418119	CLM	Aisha Padilla	1998-08-02	UHC-58531-38	—	6016 Canyon Rd, Glendale, AZ, 85305	0.78	Date of birth reformatted 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-420273	CLM	Riley Paul	1973-02-14	UHC-16469-58	—	5013 River Rd, Plano, TX, 75008	0.78	Street suffix standardised Address re-cased City 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-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-426551	CLM	Mason Palmer	2005-01-19	UHC-10433-05	—	334 Lincoln Way, Atlanta, GA, 30351	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426770	CLM	Lawrence W Rodriguez	1954-05-19	UHC-79646-43	—	2472 Spring St, Atlanta, GA, 30367	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+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-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-424427	CLM	Payen Grce	1973-11-25	UHC-34652-72	5048748926	4276 Desert Sky Blvd, San Antonio, TX, 78287	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-425544	CLM	Steve G Spencer	1948-07-11	UHC-81845-88	—	605 Sunset Blvd, San Antonio, TX, 78274	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413439	CLM	Bruce Garza	1971-02-23	UHC-63823-65	—	2756 Ocean Ave, Miami, FL, 33113	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+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

18,771 rows, page 186 of 376Previous Next