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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422919	CLM	Alexis W Parker	1988-11-26	—	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-423078	CLM	Roger Powell	1993-07-07	UHC-24883-81	—	7669 Lincoln Way, Eden Prairie, MN, 55350	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-400227	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-400228	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-400772	CLM	Angela R Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-427419	CLM	Paul Duncan	1991-03-19	UHC-18036-19	7946959553	7625 Sage Ct, Mesa, AZ, 85201	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-424463	CLM	Ana P Burns	2008-04-14	UHC-01372-41	9044077794	5119 Willow Ct, Dallas, TX, 75272	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401471	CLM	Christopher Ryan	1941-12-27	UHC-96863-13	7067123212	2245 Palm Dr, Columbus, OH, 43278	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-413678	CLM	Betty Simmons	1972-11-14	UHC-99046-36	6969900828	797 Maple Ave, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-408387	CLM	Sara Greene	1987-04-04	UHC-84724-26	2129192051	3971 Lincoln Way, Minneapolis, MN, 55405	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401567	CLM	Mei Sullivan	1949-12-19	—	7164244082	5720 Spring St, Jacksonville, FL, 32217	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-414845	CLM	Betty Peters	1990-01-10	—	—	143 Desert Sky Blvd, Chandler, AZ, 85232	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-404813	CLM	Denise Davis	1990-08-20	UHC-10523-05	8646063712	5468 Bayshore Dr, Atlanta, GA, 30340	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-406375	CLM	Arjun Contreras	1953-10-11	—	4613548235	7886 Willow Ct, Fresno, CA, 93758	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-421489	CLM	Philip Simmons	1967-10-13	UHC-94170-33	4504973934	4893 Maple Ave, Eden Prairie, MN, 55379	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
CLM-406135	CLM	Donald Meyer	1987-07-10	UHC-63332-29	8529518013	5980 Washington St, Columbus, OH, 43211	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-415124	CLM	Omar Richardson	1973-05-16	UHC-04522-73	—	903 Broadway, Tampa, FL, 33633	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-429282	CLM	Brittany Richardson	1952-12-02	UHC-80551-30	—	4734 Baseline Rd, Plano, TX, 75079	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-414835	CLM	Gregory Palmer	1986-02-26	UHC-33450-51	3146198561	8004 Church St, Scottsdale, AZ, 85256	0.76	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
CLM-422307	CLM	Noah Woods	1969-10-02	UHC-66705-23	—	3225 Church St, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-420612	CLM	Mary Chapman	2005-11-23	UHC-61852-53	2854630759	1445 Forest Ave, Denver, CO, 80298	0.76	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-424088	CLM	Tyler Silva	1993-01-21	—	2304632573	3953 Maple Ave, Denver, CO, 80234	0.76	City re-cased State code upper-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-405138	CLM	Samantha T Robertson	2000-01-20	UHC-20604-49	3308850380	3875 Ocean Ave, Houston, TX, 77045	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-416399	CLM	Jeremy Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-426788	CLM	Christian Simmons	1990-12-02	—	4748365776	976 Valley View Dr, Mesa, AZ, 85269	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-409249	CLM	Nicholas Gomez	1968-02-09	UHC-74967-12	4793730345	5772 Mesa Dr, Phoenix, AZ, 85078	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-411913	CLM	Brittany Black	2007-02-26	UHC-23779-92	6009825814	6856 Grand Ave, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
CLM-421643	CLM	Brenda Smith	1940-04-14	—	—	4140 Ocean Ave, San Diego, CA, 92153	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404517	CLM	Henry G Walker	1993-04-15	UHC-68040-52	6929110959	3933 Grand Ave, Tucson, AZ, 85779	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411020	CLM	Amanda Allen	1938-10-14	—	—	3402 Market St, Atlanta, GA, 30316	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-416843	CLM	Aaron Castillo	1964-04-27	—	9855393941	1483 Grand Ave, Chandler, AZ, 85215	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427742	CLM	Frances Hawkins	1946-01-24	UHC-09314-88	—	1252 Cedar Ln, Fresno, CA, 93711	0.78	Name re-cased State code upper-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432416	CLM	Jacob K Rojas	1988-12-24	—	7539003351	4083 Elm St, Plano, TX, 75028	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-428868	CLM	Daniel Marshall	1940-12-06	UHC-91743-60	8664121691	6761 Hillcrest Rd, Nashville, TN, 37286	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-421118	CLM	Jessica U Schmidt	1999-11-07	—	7513869572	1851 River Rd, Houston, TX, 77083	0.78	Name re-cased Phone reformatted ZIP+4 trimmed 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-429386	CLM	Madison B Graham	1948-02-25	UHC-92091-04	6534897342	1690 Forest Ave, Glendale, AZ, 85369	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-406133	CLM	Lori A Rodriguez	1941-12-16	—	—	2084 Maple Ave, Gilbert, AZ, 85252	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431035	CLM	Robert Patterson	1982-10-18	UHC-46621-18	8038700883	8502 Ridge Rd, Phoenix, AZ, 85004	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+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-405384	CLM	Chistopher O Wallace	2000-08-07	—	5297517988	2898 Indian School Rd, San Diego, CA, 92101	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
CLM-404437	CLM	Anna Z Reyes	1998-07-17	UHC-62772-75	9174886248	273 Highland Ave, Austin, TX, 78775	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-406442	CLM	Priya Stone	1946-06-10	—	9712230293	8768 Bayshore Dr, Eden Prairie, MN, 55373	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-425909	CLM	Mariana Fernandez	1951-12-05	—	3897127054	3623 Pine Dr, Charlotte, NC, 28208	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411206	CLM	Helen Robinson	1996-03-10	—	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405729	CLM	Sharon West	1984-11-11	UHC-67402-41	9416751364	773 Hillcrest Rd, Orlando, FL, 32852	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420954	CLM	Denise White	1963-07-19	—	—	1157 Washington St, Columbus, OH, 43283	0.78	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
CLM-417957	CLM	Wayne Q Silva	2005-02-18	UHC-07518-90	—	3386 Union St, Orlando, FL, 32817	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405446	CLM	Cheryl M Hill	1949-12-23	—	7959883143	3321 Mountain View Dr, Chandler, AZ, 85213	0.78	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-410627	CLM	Cynthia Ryan	1948-04-19	—	8147336786	1187 Broadway, San Antonio, TX, 78200	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more

2,352 rows, page 39 of 48Previous Next