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-403204	CLM	Marinaa Collins	1966-09-24	—	—	9011 Pine Dr, Jacksonville, FL, 32277	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-431243	CLM	Tyler Wallacce	1992-09-05	UHC-31842-98	3919207989	8122 Broadway, Minneapolis, MN, 55481	0.90	Date of birth reformatted Phone reformatted Address re-cased State code upper-cased+1 more
CLM-402602	CLM	Thomas G Cook	1950-06-08	—	3322393167	2114 Pine Dr, Nashville, TN, 37231	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
CLM-431886	CLM	Timothy Gonzales	1991-10-25	UHC-54402-04	2468541764	6157 Market St, Houston, TX, 77065	0.90	Name re-cased Phone reformatted State code upper-cased Plan code upper-cased+1 more
CLM-415693	CLM	Bryan K Scott	1969-06-16	—	2898924315	7540 Jefferson Ave, Chandler, AZ, 85242	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-423256	CLM	Isabella R Simmons	1967-04-01	UHC-46548-52	—	6859 Valley View Dr, Scottsdale, AZ, 85281	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-420646	CLM	Adam Campbell	1941-09-13	UHC-29663-24	5944268146	9218 Sunset Blvd, Atlanta, GA, 30341	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-413890	CLM	Tony Davis	1950-09-01	—	5156974317	6352 Bayshore Dr, Gilbert, AZ, 85292	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-428320	CLM	Cheryl R Reynolds	1947-12-05	—	5443398066	2655 Market St, Minneapolis, MN, 55482	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-410232	CLM	James I McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA, 93715	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-429827	CLM	Yuki A Ruiz	1972-03-21	UHC-19041-11	—	6056 Ridge Rd, Nashville, TN, 37257	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-415154	CLM	Kenneth Reyes	1956-06-07	UHC-43176-47	6318610641	4850 Sunset Blvd, San Diego, CA, 92110	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-401716	CLM	Denise Mendoza	1989-02-12	UHC-54373-74	2277668269	5546 Sunset Blvd, Houston, TX, 77094	0.90	Phone reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
CLM-422760	CLM	Lucia O Washington	1972-06-19	UHC-13607-07	4562862266	3201 Main St, Tampa, FL, 33603	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-400209	CLM	Maria Martin	1991-05-20	—	8536854230	5568 Indian School Rd, Phoenix, AZ, 85006	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-431200	CLM	Russell Williamson	1990-12-09	UHC-62850-78	4565571369	8828 Ocean Ave, Eden Prairie, MN, 55385	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-419834	CLM	Albert E Jacobs	1994-07-04	UHC-11708-31	—	1538 Lake View Rd, Seattle, WA, 98175	0.90	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed+1 more
CLM-416253	CLM	Julia Freeman	1991-01-09	UHC-39615-20	—	3819 Oak St, Nashville, TN, 37239	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
CLM-412073	CLM	Arthur Warern	1957-09-17	UHC-86622-12	5265263860	952 Broadway, Chandler, AZ, 85296	0.90	Phone reformatted Address re-cased City re-cased State code upper-cased+1 more
CLM-429533	CLM	Fatima Day	1938-07-11	UHC-20701-07	8129109749	6160 Church St, Denver, CO, 80250	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-416384	CLM	Denise E Hamilton	1988-06-25	UHC-25159-90	7014016989	9833 Sage Ct, Minneapolis, MN, 55441	0.90	Date of birth reformatted Phone reformatted State code upper-cased Plan code upper-cased+1 more
CLM-429380	CLM	Denny Morgan	1955-03-02	UHC-75155-83	4102844841	7311 Washington St, Glendale, AZ, 85386	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-409903	CLM	Amber A Howell	1967-03-16	UHC-88592-44	6768224706	575 Hillcrest Rd, Minneapolis, MN, 55485	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-412455	CLM	Rebecca H Kennedy	1938-05-08	UHC-25249-09	—	2598 Church St, Jacksonville, FL, 32236	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-431029	CLM	Edward Colean	1938-04-08	UHC-02650-81	—	8603 Bayshore Dr, Houston, TX, 77084	0.92	Name re-cased Member ID reformatted State code upper-cased Placeholder values cleared
CLM-423954	CLM	Ann Reed	1969-04-14	UHC-75559-79	—	6501 Maple Ave, Chandler, AZ, 85202	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-412666	CLM	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-424544	CLM	Mateo Sanchez	1996-11-11	UHC-38016-14	—	8758 Camelback Rd, Chandler, AZ, 85262	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-406105	CLM	Vincent Welch	1993-09-10	—	7144877326	6269 Central Ave, Denver, CO, 80211	0.92	Phone reformatted State code upper-cased Email lower-cased Placeholder values cleared
CLM-428278	CLM	Terry Bailey	1996-06-13	UHC-05528-15	—	2861 Oak St, Gilbert, AZ, 85278	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-404204	CLM	Georeg Lewis	2005-02-23	UHC-96111-39	—	2058 Sage Ct, Houston, TX, 77017	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-414061	CLM	Tyler Ramirez	1946-05-20	UHC-08984-12	—	2916 Bayshore Dr, Fresno, CA, 93768	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-414062	CLM	Tyler Ramirez	1946-05-20	UHC-08984-12	—	2916 Bayshore Dr, Fresno, CA, 93768	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422594	CLM	Austin Jcaobs	1958-06-19	UHC-69015-61	—	8869 Ocean Ave, Atlanta, GA, 30319	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-430228	CLM	Sofia W Cox	1940-12-01	UHC-15827-26	—	3326 Apache Blvd, Orlando, FL, 32877	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-430548	CLM	Dan Turner	1982-06-20	UHC-52643-65	—	5490 Lake View Rd, Tucson, AZ, 85761	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-404038	CLM	Kathryn Bowman	1949-01-08	UHC-59535-03	—	1310 Apache Blvd, Denver, CO, 80283	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-422898	CLM	Betty Gardner	1964-04-20	—	2823098523	7139 Lake View Rd, Fresno, CA, 93763	0.92	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed
CLM-400829	CLM	Raymond Walker	2005-07-26	UHC-50610-35	8033971914	1409 Washington St, Mesa, AZ, 85247	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-406282	CLM	Eric Q Reed	1967-11-15	—	2587956415	6945 Ridge Rd, Atlanta, GA, 30358	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-405013	CLM	Arthur Contreras	1943-10-20	—	—	3294 Baseline Rd, Jacksonville, FL, 32277	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-402215	CLM	James O Marshall	2006-09-03	UHC-35247-81	3546443991	2554 Willow Ct, San Antonio, TX, 78240	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
CLM-402941	CLM	Pat McDonald	1961-09-01	—	6435500728	8384 Baseline Rd, Jacksonville, FL, 32286	0.92	Phone reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-432320	CLM	Arthur Guerrero	1959-07-27	UHC-80930-80	—	1737 Highland Ave, Austin, TX, 78749	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-411073	CLM	Elizabeth S Tucker	1981-04-25	UHC-35219-28	6576795291	9246 Main St, Miami, FL, 33164	0.92	Phone reformatted City re-cased State code upper-cased Email lower-cased
CLM-424478	CLM	Carol M Freeman	1950-09-10	UHC-15773-89	8808793470	7771 Ridge Rd, Scottsdale, AZ, 85233	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-412957	CLM	Dylan Ross	1942-02-11	UHC-47131-54	—	8779 Forest Ave, Orlando, FL, 32869	0.92	Name re-cased Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-429572	CLM	Jonathan Bryant	1976-08-16	—	—	8590 Apache Blvd, San Antonio, TX, 78225	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-408271	CLM	Matthew I Hamilton	1992-09-05	UHC-62583-91	—	6539 Highland Ave, Plano, TX, 75036	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-401830	CLM	Teresa Chavez	1953-05-09	UHC-36535-42	—	1648 Valley View Dr, Eden Prairie, MN, 55343	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared

1,156 rows, page 21 of 24Previous Next