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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414055	CLM	Kate Rivera	1941-06-08	—	9614520803	8696 Harbor Blvd, Las Vegas, NV, 89140	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410877	CLM	Dorothy H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404732	CLM	Ann R Cook	2002-01-18	—	—	6761 Park Pl, Fresno, CA, 93746	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404236	CLM	Christian S Austin	1960-07-25	—	—	5763 Elm St, Mesa, AZ, 85278	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-420996	CLM	Ruth D Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-406740	CLM	Samantha L Russell	1944-11-13	UHC-90440-08	6672390638	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-412758	CLM	Randy Hunt	2003-10-26	UHC-14907-14	—	3340 Main St, San Diego, CA, 92198	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-401554	CLM	John Graham	1982-06-14	UHC-03219-23	—	719 Central Ave, Tampa, FL, 33657	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411272	CLM	Alexis West	1988-07-16	UHC-45209-44	5456237135	3085 Ridge Rd, Los Angeles, CA, 90031	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-410323	CLM	Tyler Perkins	1941-01-20	—	—	4711 Mountain View Dr, Columbus, OH, 43249	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
CLM-426240	CLM	Julie Nnuez	1942-09-10	UHC-39256-14	—	9642 Harbor Blvd, San Antonio, TX, 78256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421729	CLM	Kenneeth Gordon	1988-08-27	UHC-87982-02	3697759207	9879 Union St, Atlanta, GA, 30361	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-414147	CLM	Evelyn N Anderson	2001-02-11	UHC-39322-88	3626162639	1535 Ocean Ave, Fresno, CA, 93714	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421001	CLM	Tyler Q Reed	1950-11-15	—	—	7735 Meadow Ln, Eden Prairie, MN, 55380	0.78	Name re-cased Date of birth reformatted City re-cased State name converted to code+1 more
CLM-431702	CLM	Samuel Gardner	1940-08-26	—	—	5394 Meadow Ln, Gilbert, AZ, 85208	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-409723	CLM	Jonathan Patel	1961-12-21	—	—	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425365	CLM	Janet Davis	1974-06-07	—	9444432708	7899 Bayshore Dr, Charlotte, NC, 28256	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411425	CLM	Timothy J Riice	1953-04-19	—	9814006920	7553 Desert Sky Blvd, Tucson, AZ, 85723	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-408465	CLM	Bobby Santos	1943-09-09	UHC-88386-14	—	4400 Lincoln Way, Atlanta, GA, 30372	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-411410	CLM	Kelly Wheler	1975-11-17	UHC-91238-92	—	4067 Washington St, Orlando, FL, 32855	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-402626	CLM	Alan Gardner	1966-04-16	—	6207117917	6801 Church St, Minneapolis, MN, 55416	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427521	CLM	Linda Smith	1960-12-14	UHC-42244-14	—	6026 Indian School Rd, Tampa, FL, 33609	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430839	CLM	Justin Rojas	1990-12-21	UHC-58364-37	—	3565 Highland Ave, Tampa, FL, 33662	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-424214	CLM	Roy Campbell	1965-02-19	UHC-44341-02	8022947510	4888 Union St, Phoenix, AZ, 85060	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415067	CLM	Denise J Richardson	2002-10-07	UHC-40221-43	5933811522	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-416329	CLM	Dylaan Wagner	1959-09-19	UHC-37245-67	—	8950 Apache Blvd, Houston, TX, 77025	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403023	CLM	Santiago Montgomery	1957-05-16	UHC-14592-19	—	6139 Sunset Blvd, Plano, TX, 75047	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
CLM-408725	CLM	Catherine Marquez	2000-01-20	UHC-51377-30	3005268145	5431 Church St, Austin, TX, 78725	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402104	CLM	Scott Ray	1989-05-05	UHC-97993-02	8876515562	2504 River Rd, Orlando, FL, 32824	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406106	CLM	Vincent Welch	1993-09-10	UHC-82611-55	—	6269 Central Ave, Denver, CO, 80211	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419215	CLM	Hannah Lane	1981-02-02	UHC-85848-94	—	4374 Grand Ave, Jacksonville, FL, 32203	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419214	CLM	Hannah Lane	1981-02-02	UHC-85848-94	—	4374 Grand Ave, Jacksonville, FL, 32203	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-413875	CLM	Christian Riley	2008-03-17	—	7187169370	1236 Forest Ave, Gilbert, AZ, 85249	0.78	Name re-cased Street suffix standardised Address 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-430782	CLM	Catherine Marshall	1999-12-18	—	5655780944	5936 River Rd, Tucson, AZ, 85759	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-420048	CLM	Alan Pierce	1970-01-22	UHC-35222-28	6773866375	4710 Camelback Rd, Charlotte, NC, 28235	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-427414	CLM	Heather Coleman	1943-07-03	UHC-89922-34	—	8345 Oak St, Scottsdale, AZ, 85203	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-401497	CLM	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423099	CLM	Arthur Jimenez	2001-02-01	UHC-75581-43	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407367	CLM	Edward Yang	1964-08-08	UHC-16015-60	7779340483	4624 Lincoln Way, Jacksonville, FL, 32232	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407368	CLM	Edward Yang	1964-08-08	UHC-16015-60	7779340483	4624 Lincoln Way, Jacksonville, FL, 32232	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411415	CLM	Diana Howard	1956-12-13	UHC-95898-65	7584887544	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-426280	CLM	Donald S Morales	1965-12-15	UHC-67538-62	8892940574	9049 Ridge Rd, Atlanta, GA, 30395	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-406557	CLM	Nicholas Larson	1993-08-09	UHC-90661-50	—	9895 Sunset Blvd, Minneapolis, MN, 55448	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+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-424830	CLM	Jose Patterson	1982-09-22	UHC-60006-41	—	9395 Sunset Blvd, Houston, TX, 77066	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-411022	CLM	Gloria Walsh	1990-11-03	—	—	73 Elm St, Austin, TX, 78750	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

13,120 rows, page 125 of 263Previous Next