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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400804	CLM	Bobby Ryan	1985-01-27	UHC-15742-74	5149677339	8076 Pine Dr, Tucson, AZ, 85753	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427741	CLM	Roy Alvarado	1969-12-02	UHC-53540-10	3618377706	6102 Valley View Dr, San Antonio, TX, 78203	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418480	CLM	Theresa Gray	1968-05-05	UHC-34684-20	—	1814 Sage Ct, Houston, TX, 77018	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-427079	CLM	Sofia U Anndrews	1996-02-17	UHC-65628-97	6905613448	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-407253	CLM	Marylyn Coleman	1958-03-25	UHC-49375-18	3624793359	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-407885	CLM	Alice Q Hayes	2000-06-23	UHC-80765-96	—	8618 Washington St, San Diego, CA, 92129	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-402435	CLM	Karen Little	1959-03-03	UHC-06105-79	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
CLM-420577	CLM	Willie Daniels	2006-11-01	UHC-73258-28	2929570764	604 Broadway, San Antonio, TX	0.78	Member ID reformatted ZIP missing Email lower-cased Whitespace trimmed+1 more
CLM-401904	CLM	Virginia Ellis	1954-12-02	UHC-03401-62	5115096230	5174 Forest Ave, Phoenix, AZ, 85032	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-408190	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 632, Columbus, OH, 43248	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-424278	CLM	Jordan Rios	2000-12-20	UHC-05278-37	—	4186 Market St, Phoenix, AZ, 85009	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419405	CLM	Cheryl Rivera	1943-05-15	UHC-22669-61	5642154559	2517 Baseline Rd, Tempe, AZ, 85257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-422768	CLM	Joe Obrine	1938-06-20	UHC-91026-53	—	832 Oak St, Jacksonville, FL, 32288	0.78	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424580	CLM	Austin Bell	1993-05-10	UHC-37864-18	6619454875	1433 Maple Ave, Miami, FL, 33150	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-419226	CLM	Maria Moore	1962-11-15	UHC-93684-85	5386593462	7527 Canyon Rd, Minneapolis, MN, 55472	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404777	CLM	Maria Ray	1984-02-16	UHC-02464-83	—	6515 Market St, Glendale, AZ, 85309	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431024	CLM	Diego Berry	1949-04-06	UHC-56283-01	—	4290 Jefferson Ave, Austin, TX, 78741	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407546	CLM	Abigail Kelley	1987-10-27	UHC-49343-30	—	3540 Harbor Blvd, Seattle, WA, 98172	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404990	CLM	Linda James	1949-08-16	UHC-74269-33	6336183500	1598 Park Pl, Fresno, CA, 93784	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-400171	CLM	Aaron O Lawrence	1961-02-02	UHC-70537-90	7265745716	7528 Apache Blvd, Chandler, AZ, 85284	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-421794	CLM	Isabella Santos	1985-12-02	UHC-21801-43	8149226535	7088 Market St, Tempe, AZ, 85211	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426131	CLM	Prriya Lopez	1944-05-10	UHC-42912-95	—	1884 Palm Dr, Orlando, FL, 32865	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420149	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-420150	CLM	Maria Kelly	2006-04-20	UHC-37358-55	8904460101	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-427909	CLM	Daniel Robertson	1973-08-25	UHC-23818-80	—	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-409276	CLM	Michelle Johnston	1942-12-25	UHC-85823-47	—	5869 Oak St, Chandler, AZ, 85232	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418037	CLM	Brandon Q Gilert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-426889	CLM	Nathan Sanchez	1961-05-19	UHC-99030-18	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-402253	CLM	Jason Medina	1983-10-28	UHC-26945-97	—	9662 Maple Ave, San Antonio, TX, 78252	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408529	CLM	Judith M Dean	1998-06-17	UHC-47353-96	9897444303	7492 Market St, Mesa, AZ, 85270	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423306	CLM	Dot T Phillips	1989-06-10	UHC-29286-15	—	701 Sunset Blvd, San Antonio, TX, 78280	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-417549	CLM	Clark Brian	1987-06-26	UHC-00086-75	—	5121 Palm Dr, Charlotte, NC, 28210	0.78	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-425204	CLM	Patricia Dominguez	1990-10-19	UHC-15071-60	—	8768 Canyon Rd, Los Angeles, CA, 90034	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410168	CLM	Bobby Robertson	1965-08-20	UHC-81310-51	5643771828	8300 River Rd, Mesa, AZ, 85293	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431245	CLM	Gregury Dean	1986-04-16	UHC-13315-65	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-430657	CLM	Helen Kelly	1976-06-06	UHC-38298-68	—	7180 River Rd, Gilbert, AZ, 85205	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-404780	CLM	Elijah N Bishop	1964-08-08	UHC-69416-72	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-410373	CLM	Stephen Z Singh	1943-03-25	UHC-40288-91	—	1488 Canyon Rd, Fresno, CA	0.78	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-418028	CLM	Katherine Walker	1940-08-06	UHC-76486-86	—	1984 Market St, Tampa, FL, 33697	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-418027	CLM	Katherine Walker	1940-08-06	UHC-76486-86	—	1984 Market St, Tampa, FL, 33697	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408878	CLM	Albert Jimenez	1964-02-05	UHC-96879-41	—	1358 Park Pl, Denver, CO, 80292	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-411150	CLM	Austin Park	1987-07-24	UHC-57701-65	9768703257	8843 Forest Ave, Seattle, WA, 98131	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-412114	CLM	Denise Day	1996-07-21	UHC-59634-29	—	2491 Highland Ave, Tempe, AZ, 85243	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-416904	CLM	Camila Daniels	1945-06-13	UHC-20797-65	5426017294	2438 Sage Ct Apt 34, Phoenix, AZ, 85053	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-430229	CLM	Gary Wagner	1964-06-27	UHC-71648-57	—	7160 Desert Sky Blvd, San Antonio, TX, 78261	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406272	CLM	Roy H Boyd	2008-01-18	UHC-86222-01	—	2678 Camelback Rd, Charlotte, NC, 28233	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425950	CLM	Virginia Dominguez	1971-12-21	UHC-08839-40	5657129087	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-425949	CLM	Virginia Dominguez	1971-12-21	UHC-08839-40	5657129087	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-429826	CLM	Yuki Ruiz	1972-03-21	UHC-19041-11	5823605516	6056 Ridge Rd, Nashville, TN, 37257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-403003	CLM	Ethan Alexander	1973-07-04	UHC-55550-61	—	4421 Baseline Rd, Glendale, AZ, 85387	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more

2,293 rows, page 28 of 46Previous Next