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-406281	CLM	Carol Willis	1978-04-14	UHC-44523-10	3298180918	3797 Palm Dr, Los Angeles, CA, 90057	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-420958	CLM	Camila Reyes	1981-06-18	UHC-66882-65	5427601646	488 Grand Ave # 675, Los Angeles, CA, 90081	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-426164	CLM	Timothy Stevens	2003-10-25	UHC-96853-72	—	6676 River Rd, Miami, FL, 33103	0.78	Member ID reformatted State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430796	CLM	Jacob Rose	1989-01-02	UHC-83239-78	4309787580	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-400715	CLM	Lori E Meyer	1959-11-17	UHC-13791-29	—	9738 Canyon Rd, Charlotte, NC, 28282	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-423023	CLM	Kimberly Gutierrez	2007-02-14	UHC-33455-54	7488836952	7415 Ridge Rd, Jacksonville, FL, 32204	0.78	Name re-cased Member ID reformatted City re-cased State name converted to code+1 more
CLM-413235	CLM	Terry Bowman	1984-02-01	UHC-58664-75	3083506683	3752 Lincoln Way, Glendale, AZ, 85372	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-403029	CLM	Raymond E Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.78	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-424500	CLM	Charles T Nguyen	1981-01-23	UHC-11107-77	6186847915	7463 Forest Ave, Sacramento, CA, 95831	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-425475	CLM	Carolyn Howard	1951-05-02	UHC-95418-97	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-404208	CLM	Kvein Neelson	1946-03-21	UHC-81221-67	2538063119	739 Washington St, Denver, CO, 80228	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411848	CLM	Michelle Alvarado	1989-07-05	UHC-87184-39	—	9144 Maple Ave, San Diego, CA, 92150	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-417857	CLM	Adam Rodriguez	—	UHC-87609-65	4485379656	7818 Oak St, San Diego, CA, 92131	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-412632	CLM	Nancy Richardson	2006-07-04	UHC-90846-48	—	8986 Willow Ct, Houston, TX, 77006	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-425759	CLM	Douglas Stewart	2006-06-14	UHC-18830-70	—	7629 Church St, Glendale, AZ, 85353	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-422320	CLM	Deborah Robinson	—	UHC-84327-14	3847063063	—	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-428017	CLM	Kenneth Hamilton	1985-10-18	UHC-66672-48	9149608011	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-400079	CLM	Patty Anderson	1974-04-15	UHC-82903-23	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-407822	CLM	Wayne Johnston	—	UHC-17323-63	7913779801	4906 Central Ave, Denver, CO, 80276	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-415964	CLM	Logaan Rivera	1976-05-01	UHC-27810-95	7747795587	8658 Elm St, Phoenix, AZ, 85060	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-432348	CLM	Jammes K Kim	1968-09-24	UHC-64142-84	3252420571	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-406288	CLM	Kayla Franklin	1997-12-15	UHC-54119-79	8419148797	2458 Sunset Blvd, Tucson, AZ, 85779	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-406168	CLM	Helen Gray	1978-07-03	UHC-92539-10	—	8725 Church St, Atlanta, GA, 30393	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401722	CLM	Juan Mills	1946-12-18	UHC-66910-63	3924026843	4066 Union St, Mesa, AZ, 85231	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-414418	CLM	Theresa Hudson	1960-01-24	UHC-74120-88	2143181438	—	0.78	Name re-cased Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-428275	CLM	Pamela Edwards	2002-04-27	UHC-56282-29	7928686247	6075 Meadow Ln, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-411694	CLM	Santiago Thompson	1966-09-08	UHC-18101-93	—	5453 Valley View Dr, Charlotte, NC, 28226	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-420438	CLM	Ronald Ellis	2007-01-06	UHC-47088-25	7347267534	1443 Apache Blvd, Denver, CO, 80260	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-407513	CLM	Roy Palmer	1945-02-26	UHC-28102-09	7777804815	—	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-409557	CLM	Diana Woods	1989-12-02	UHC-77073-62	6553257920	795 Sage Ct, San Diego, CA, 92137	0.78	Member ID reformatted Street suffix standardised Address re-cased 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-410461	CLM	Zachary Green	1978-02-02	UHC-03711-37	—	2091 Willow Ct, San Diego, CA, 92134	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+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-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-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-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-423161	CLM	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-423162	CLM	Brittany Tucker	1999-05-07	UHC-67588-05	7143458723	6765 Central Ave, Los Angeles, CA, 90078	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-425337	CLM	Thomas Matthews	2002-08-28	UHC-58466-91	—	8141 Mountain View Dr, Miami, FL, 33161	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423538	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-423539	CLM	Kyle U Marquez	1961-05-17	UHC-33743-82	6898916313	3116 Main St, Glendale, AZ, 85367	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-408349	CLM	Stephen Reyes	1960-07-03	UHC-57936-49	—	6423 Harbor Blvd, Mesa, AZ, 85269	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-419559	CLM	Harper F Wayne	1964-10-28	UHC-30787-33	—	—	0.78	Member ID reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-430614	CLM	Kimberly Vega	1961-03-18	UHC-98431-63	—	9577 Spring St, Nashville, TN, 37217	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429237	CLM	Kathleen E Rivera	1948-11-08	UHC-52835-24	—	1509 Willow Ct, Miami, FL, 33179	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
CLM-427785	CLM	Shirley Vasquez	1997-08-15	UHC-77814-68	7012862573	9094 Apache Blvd, Atlanta, GA, 30320	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-406367	CLM	Nicle Santiiago	1969-07-13	UHC-39042-85	—	9805 Broadway, Minneapolis, MN, 55440	0.78	Member ID reformatted Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401664	CLM	Beverly McDonald	1983-10-12	UHC-63479-17	—	1805 Canyon Rd, Fresno, CA, 93785	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-417086	CLM	Alice Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more

2,293 rows, page 26 of 46Previous Next