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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411911	CLM	Bruce Sanots	1938-03-13	UHC-76917-53	3278008470	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-414115	CLM	Philip F Marquez	1948-03-26	UHC-49407-03	—	7585 Cedar Ln, Columbus, OH, 43216	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-402464	CLM	Pamela I Yang	1973-10-23	UHC-97495-29	3757099923	6217 Baseline Rd, Scottsdale, AZ, 85232	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-409711	CLM	Jean Woods	1947-10-25	UHC-60893-87	—	—	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-412555	CLM	Gerald Valdez	1959-02-26	UHC-29944-62	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-419928	CLM	Valentina Matthews	1997-01-27	UHC-48680-26	—	7998 Camelback Rd, Denver, CO, 80255	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432445	CLM	Kevin Miller	1950-07-07	UHC-85557-90	—	2408 Washington St, Fresno, CA, 93727	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-414521	CLM	Mateo Perez	2003-01-14	—	—	2630 Maple Ave, Tampa, FL, 33636	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429875	CLM	Donald W Alvarez	1944-10-03	UHC-12281-73	3435573286	2697 Central Ave, Gilbert, AZ, 85244	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430945	CLM	Richard Park	2000-11-22	—	—	3576 Lincoln Way, Orlando, FL, 32872	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-419375	CLM	Jeffrey Wells	1929-03-12	—	5047408272	1354 Sunset Blvd, Fresno, CA, 93742	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425566	CLM	Marilyn Rice	1941-09-13	UHC-69910-24	—	1406 Ocean Ave, Nashville, TN, 37235	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428852	CLM	Deborah Richards	1955-06-14	—	2878277154	7280 Bayshore Dr, Atlanta, GA, 30396	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-430511	CLM	Ruth Schultz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-421340	CLM	Heather Guzman	1982-02-05	UHC-72023-79	—	2294 Mesa Dr, Mesa, AZ, 85212	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406957	CLM	Roberts Walter	1979-01-05	UHC-32804-90	9173025383	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-406956	CLM	Roberts Walter	1979-01-05	UHC-32804-90	9173025383	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-419015	CLM	Joyce I Reid	1965-10-13	—	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400453	CLM	Amanda H Campbell	1953-03-03	—	6556455375	2081 Park Pl, Columbus, OH, 43220	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-403604	CLM	Kelley Jack	1980-07-16	UHC-32721-72	7539085171	2535 Baseline Rd, Seattle, WA, 98135	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421050	CLM	Jessica Carter	1977-08-02	—	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410172	CLM	Romero Katherine	1960-05-18	—	9134558005	1998 Spring St, Plano, TX	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-422629	CLM	Daniel Weaver	1967-11-08	—	5504678590	5650 Indian School Rd, Columbus, OH, 43292	0.78	Date of birth reformatted State code upper-cased Gender normalised Whitespace trimmed+1 more
CLM-429631	CLM	Janice Willis	1943-09-05	UHC-62619-37	—	3829 Hillcrest Rd, Orlando, FL, 32829	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426306	CLM	Gerald Harrison	1965-08-14	UHC-11890-86	6143571662	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-421315	CLM	Ema Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401853	CLM	Edward Dunn	1967-07-08	—	2204327679	442 Broadway, Scottsdale, AZ, 85299	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-404958	CLM	Rachel Espinoza	1953-02-14	—	—	9180 Grand Ave, San Antonio, TX, 78210	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413059	CLM	Hannah Simmons	1981-12-04	UHC-61478-12	—	2317 Church St, Fresno, CA, 93778	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408897	CLM	Sofia Vazquez	1971-05-03	UHC-95246-52	—	6152 Apache Blvd, Seattle, WA, 98197	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415083	CLM	Jason O George	1962-08-07	UHC-51539-02	—	3636 Jefferson Ave, Atlanta, GA, 30363	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403514	CLM	Ronald G Alvarado	1971-07-17	—	—	431 Lake View Rd, Mesa, AZ, 85294	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412109	CLM	Mrailyn Nunez	1974-08-16	—	4897164544	4466 Broadway, Jacksonville, FL, 32235	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-408410	CLM	Luis Peterson	1981-09-10	UHC-91715-29	6365374820	807 Canyon Rd, Los Angeles, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-419024	CLM	Gregory Pierce	1951-01-12	UHC-34020-29	2314566487	807 Mesa Dr, Dallas, TX, 75244	0.78	Date of birth reformatted Phone 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-415551	CLM	George Owens	1938-04-26	—	—	491 Union St, Glendale, AZ, 85322	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415550	CLM	George Owens	1938-04-26	—	—	491 Union St, Glendale, AZ, 85322	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410571	CLM	Anna T King	1969-06-24	UHC-06699-58	5614772383	6659 Highland Ave, Los Angeles, CA, 90028	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421827	CLM	Matthew Marquez	1963-03-11	UHC-91418-75	3106503184	3974 Harbor Blvd, Sacramento, CA, 95824	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429607	CLM	Grace Fissher	1943-09-17	UHC-72069-67	2715260580	6276 River Rd, Las Vegas, NV, 89102	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414176	CLM	Ralph Wang	1957-12-03	UHC-14239-31	9104336575	5835 Washington St, Chandler, AZ, 85295	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405555	CLM	Heather Austin	1990-10-11	UHC-98318-39	—	6047 Lincoln Way, Austin, TX, 78774	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420775	CLM	Carol Jacobs	2004-10-14	—	—	3789 Ridge Rd, Seattle, WA, 98136	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428750	CLM	Danielle Chen	1977-06-02	—	—	1213 Hillcrest Rd, Minneapolis, MN, 55425	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-406486	CLM	Ralph Schultz	1980-08-17	—	—	8278 Elm St, Miami, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
CLM-423658	CLM	Natalie Duncan	1972-03-22	UHC-88287-19	—	930 Meadow Ln, Las Vegas, NV, 89125	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400901	CLM	Gary Valdez	1976-01-06	UHC-70464-74	—	3151 Ocean Ave, Mesa, AZ, 85255	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414608	CLM	Rachel Perez	1996-09-20	—	4264143253	6993 Mountain View Dr, Chandler, AZ, 85206	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-430630	CLM	Jesse H Hanson	1956-05-19	UHC-23601-51	7014751587	712 Spring St, Nashville, TN, 37211	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

10,559 rows, page 115 of 212Previous Next