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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-417117	CLM	Stephen M Martinez	1989-02-03	UHC-67802-97	—	6738 Indian School Rd, Tampa, FL, 33665	0.82	State code upper-cased Gender normalised Placeholder values cleared
CLM-424938	CLM	Wayne Ward	1940-05-22	UHC-86507-79	—	8946 Apache Blvd, Plano, TX, 75025	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
CLM-430962	CLM	Luis Butler	1948-01-28	UHC-19301-15	—	7243 Sunset Blvd, Tampa, FL, 33671	0.82	State code upper-cased Gender normalised Placeholder values cleared
CLM-401006	CLM	Joan Smith	1972-11-20	—	—	248 Oak St, Seattle, WA	0.82	State code upper-cased ZIP missing Placeholder values cleared
CLM-403997	CLM	Philip N Medina	2003-02-28	UHC-63408-18	—	26 Broadway, Houston, TX, 77040	0.82	Two-digit birth year State code upper-cased Whitespace trimmed
CLM-418082	CLM	Charles Ross	1992-12-15	UHC-90074-48	—	8583 Elm St # 675, Fresno, CA, 93771	0.82	Unit split from street State code upper-cased Placeholder values cleared
CLM-411615	CLM	Patrick D Walsh	1998-03-25	UHC-25721-65	2203998995	3356 Apache Blvd, Jacksonville, FL	0.82	Phone reformatted State code upper-cased ZIP missing
CLM-414163	CLM	Marcus Maldonado	1997-02-02	UHC-34997-70	6698087690	1072 Central Ave, Mesa, AZ, 85233	0.82	Name split from “Last, First”Phone reformatted State code upper-cased
CLM-420400	CLM	Paul Brooks	1952-10-21	—	—	5911 Lake View Rd, Tucson, AZ, 85762	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-414847	CLM	Pamela Hughes	1962-02-24	—	—	4681 Bayshore Dr Apt 5, Sacramento, CA, 95823	0.82	Unit split from street State code upper-cased Placeholder values cleared
CLM-416610	CLM	Ethan Owens	1951-01-21	UHC-45302-33	3419586599	5590 Broadway, Houston, TX, 77081	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
CLM-415170	CLM	Paul Garza	1980-09-17	UHC-63984-52	—	9746 Forest Ave, Austin, TX, 78724	0.82	Name re-cased State code upper-cased ZIP+4 trimmed
CLM-403624	CLM	Jack Knight	1955-10-20	—	—	252 Sage Ct, Nashville, TN, 37219	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-415149	CLM	Marcus Carr	1942-10-28	—	—	2952 Jefferson Ave, Tampa, FL, 33618	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
CLM-408696	CLM	Austin W Lopez	1962-12-26	—	—	7809 Cedar Ln, San Antonio, TX	0.82	State code upper-cased ZIP missing Placeholder values cleared
CLM-413907	CLM	Kathryn Sims	1967-11-06	—	9753018836	9716 River Rd, Minneapolis, MN, 55478	0.82	State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-427518	CLM	Emma Diaz	1979-08-04	UHC-52882-72	—	3374 Spring St, Fresno, CA, 93773	0.82	State code upper-cased Gender normalised Placeholder values cleared
CLM-412174	CLM	Tran B Maria	1969-05-10	UHC-71683-43	4302044410	8644 Broadway, Chandler, AZ, 85246	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-414627	CLM	Kathleen Andrews	1960-05-22	UHC-09149-87	3092080763	4573 Baseline Rd, Phoenix, AZ, 85036	0.86	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-420570	CLM	Linda McDonald	1980-04-09	UHC-70228-56	6556550558	6056 Highland Ave, Atlanta, GA, 30385	0.86	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-407852	CLM	Gerald Martinez	1955-10-03	UHC-27156-84	5984567185	4734 Grand Ave, Dallas, TX, 75298	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-411855	CLM	Christian Henderson	1964-08-16	—	6639945607	145 Mountain View Dr, Charlotte, NC, 28227	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-404172	CLM	Joseph Wright	1976-04-20	UHC-09052-51	—	2096 Willow Ct, Tampa, FL, 33660	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more
CLM-430486	CLM	Sarah Sanchez	1943-03-13	UHC-82518-76	—	7645 Sage Ct, Fresno, CA, 93724	0.88	Date of birth reformatted Member ID reformatted City re-cased State code upper-cased+2 more
CLM-418081	CLM	Charles Ross	1992-12-15	UHC-90074-48	3622687021	8583 Elm St, Fresno, CA, 93771	0.88	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+2 more
CLM-402615	CLM	Joseph Mitchell	1991-08-04	UHC-11166-10	—	9484 Highland Ave, Tucson, AZ, 85796	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more
CLM-419305	CLM	Willie Harrison	1984-07-13	UHC-17637-88	5139515823	7270 Harbor Blvd, Dallas, TX, 75203	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-409538	CLM	Maria Park	1979-04-01	UHC-74024-31	3945588640	1510 Grand Ave, Phoenix, AZ, 85034	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-426533	CLM	Catherine Medina	1970-09-07	UHC-50377-75	3318657151	4377 Park Pl, Houston, TX, 77001	0.88	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-415771	CLM	William Carlson	1991-12-18	UHC-03108-32	2307520205	4889 Willow Ct, Seattle, WA, 98148	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-432530	CLM	Robert Lewis	1938-06-12	UHC-97618-20	3827826549	1524 Oak St, Sacramento, CA, 95858	0.88	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-408105	CLM	Angela Wright	1957-10-18	UHC-17417-94	6426097904	706 Maple Ave, Denver, CO, 80229	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-415983	CLM	Christine Harvey	1997-03-09	UHC-40603-08	—	141 Apache Blvd, Tucson, AZ, 85753	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
CLM-411656	CLM	Ann Williamson	1963-04-10	UHC-19399-24	5353523822	402 Elm St, Miami, FL, 33107	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-417143	CLM	Santiago Edwards	2005-04-18	UHC-35700-34	6012477087	2556 Oak St, Sacramento, CA, 95847	0.88	Name re-cased Phone reformatted State code upper-cased Email lower-cased+2 more
CLM-408942	CLM	Susan Garrett	1939-08-02	UHC-86282-68	6795593135	4507 Ridge Rd, Denver, CO, 80256	0.90	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-406090	CLM	Stephen W Maldonado	1941-06-16	UHC-08829-69	6146437845	5247 Hillcrest Rd, Sacramento, CA, 95839	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
CLM-406528	CLM	Lauren Perry	1948-09-28	—	—	7404 Desert Sky Blvd, Eden Prairie, MN, 55338	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-430378	CLM	Brenda Parker	1959-12-24	UHC-50412-36	—	6506 Elm St, Austin, TX, 78775	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-417208	CLM	Maria Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-418383	CLM	Brenda Hernandez	1997-04-12	UHC-85229-30	—	1513 Bayshore Dr, Seattle, WA, 98146	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-419420	CLM	Evelyn Vargas	1969-01-18	UHC-34654-11	5484943332	9477 Forest Ave, Plano, TX, 75085	0.90	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+1 more
CLM-429514	CLM	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-416691	CLM	Brian Morales	1956-07-09	UHC-33115-57	9572511042	2056 Lincoln Way, Columbus, OH, 43288	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-428374	CLM	David Hernandez	1970-11-07	UHC-97769-98	—	1707 Lake View Rd, Eden Prairie, MN, 55375	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-419836	CLM	Teresa Dixon	1970-04-03	UHC-78294-80	—	5177 Camelback Rd, Dallas, TX, 75270	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-414632	CLM	Mason Ellis	1965-06-19	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.90	Name re-cased Member ID reformatted City re-cased State code upper-cased+1 more
CLM-407921	CLM	Randy Murphy	1944-02-26	—	8496614340	243 Central Ave, Charlotte, NC, 28250	0.90	Phone reformatted State code upper-cased Email lower-cased Whitespace trimmed+1 more
CLM-417488	CLM	Nelson Gloria	1954-09-08	UHC-36758-70	—	8017 Main St, Nashville, TN, 37206	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-413452	CLM	Samantha Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more

1,156 rows, page 20 of 24Previous Next