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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404448	CLM	Jeffrey Gonzaels	1985-09-07	UHC-85479-66	8635526222	4424 Valley View Dr, Tucson, AZ, 85777	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-404548	CLM	Teresa Washington	1954-06-04	UHC-96000-34	—	7191 Church St, San Antonio, TX, 78279	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-406176	CLM	Denny Davis	1995-02-16	UHC-45986-39	—	1031 Jefferson Ave, Tucson, AZ	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
CLM-416716	CLM	Luis Meyer	1944-03-23	UHC-30679-05	4065743315	104 Indian School Rd, Atlanta, GA, 30330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425313	CLM	Wei Little	1996-11-28	UHC-93970-40	—	6286 Willow Ct, Sacramento, CA, 95891	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
CLM-432678	CLM	Bruce Bennett	1966-04-06	UHC-40458-10	2022203023	1262 Union St, Miami, FL, 33108	0.78	Phone reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
CLM-403629	CLM	Jacob Brown	1984-09-17	UHC-55032-13	—	2479 Camelback Rd, Dallas, TX, 75297	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-401161	CLM	Bryan Hansen	1945-11-13	—	3276988031	8525 Highland Ave, San Antonio, TX, 78231	0.78	Date of birth reformatted Phone reformatted City re-cased Gender normalised+1 more
CLM-408306	CLM	Brenda Banks	1977-01-16	—	3395057655	1732 Lincoln Way, Scottsdale, AZ, 85224	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-411937	CLM	Keith Ramirez	1954-06-19	—	4842642072	9683 Grand Ave, Tempe, AZ, 85201	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-402912	CLM	Kate Duncan	1958-06-19	—	8222004053	5680 Maple Ave, Nashville, TN, 37295	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-403968	CLM	Scott Tores	2008-11-09	UHC-30203-42	—	4824 Camelback Rd, Chandler, AZ, 85263	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-426648	CLM	Olivia G Berry	1949-02-17	—	—	5276 Broadway, Seattle, WA, 98120	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-427274	CLM	Maria H Stewart	2006-12-26	UHC-45508-52	—	9251 Pine Dr, Eden Prairie, MN, 55398	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-404296	CLM	Olivia Carroll	1965-03-12	UHC-10954-37	—	1276 Oak St, Tampa, FL, 33699	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-406779	CLM	Donna Russell	1996-11-19	UHC-11016-08	—	7592 Sunset Blvd, Gilbert, AZ, 85214	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-407050	CLM	Denise Santos	1938-08-19	UHC-94172-06	5652734992	8780 Indian School Rd, Tampa, FL, 33662	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-423628	CLM	Randy Soto	1943-12-07	UHC-23233-32	—	8000 Pine Dr, Dallas, TX, 75231	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417148	CLM	Kayla Gibson	1942-11-11	—	—	522 Washington St, Eden Prairie, MN, 55391	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403846	CLM	Fatyma Green	1971-01-19	UHC-56858-96	—	764 River Rd, Minneapolis, MN, 55442	0.78	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+1 more
CLM-411125	CLM	Amber R Bailey	1995-11-04	UHC-46559-54	—	8388 Highland Ave, Eden Prairie, MN, 55394	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-412728	CLM	Ann Welch	1990-11-23	UHC-96949-18	—	5773 Grand Ave, Seattle, WA, 98173	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-428905	CLM	Joyce Mendoza	1971-08-07	—	7199040940	5218 Palm Dr, Mesa, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-409901	CLM	Scott S Hart	1962-04-02	—	4126057459	7942 Oak St, Miami, FL, 33100	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410380	CLM	Sarah Cole	1953-06-18	—	—	6268 Ridge Rd, Las Vegas, NV, 89134	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-424849	CLM	Judith Martinez	1993-09-16	UHC-48517-88	—	9374 Hillcrest Rd, Phoenix, AZ, 85043	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
CLM-430562	CLM	Elizabeth Riley	1963-05-28	UHC-76809-17	—	4203 Ridge Rd, San Diego, CA, 92120	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-425561	CLM	Janet Franklin	1990-11-14	UHC-81219-75	—	2388 Ocean Ave, Phoenix, AZ, 85039	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-415673	CLM	Aaron Vazquez	2003-11-22	UHC-00207-30	—	5948 Apache Blvd, Gilbert, AZ, 85252	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-403668	CLM	Keenneth Schultz	1944-12-20	—	—	455 Washington St, Nashville, TN, 37280	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-408592	CLM	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave, San Antonio, TX, 78205	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419901	CLM	Kathryn Y Robinson	1968-05-13	UHC-69124-67	—	8157 Ridge Rd, Charlotte, NC, 28201	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-419902	CLM	Kathryn Y Robinson	1968-05-13	UHC-69124-67	—	8157 Ridge Rd, Charlotte, NC, 28201	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-403905	CLM	Ralph Martin	1998-03-07	—	—	3214 Valley View Dr, Los Angeles, CA, 90098	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-429047	CLM	Gregory Y Espinoza	1982-11-20	UHC-77447-91	—	5603 Indian School Rd, Columbus, OH, 43279	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-419507	CLM	Russell Carpenter	1986-01-13	UHC-91659-25	4858168874	7836 Camelback Rd, Plano, TX, 75004	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403262	CLM	Jesse Morrison	1941-12-22	—	—	1714 Bayshore Dr, Charlotte, NC, 28236	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-426031	CLM	Eliijah Mitchell	1998-11-18	—	—	4345 Mesa Dr, Eden Prairie, MN, 55386	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431443	CLM	Emily Henderson	1966-08-08	—	8598035084	3328 Church St, San Diego, CA, 92107	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-402796	CLM	Reed Jack	1963-04-03	—	—	9195 River Rd, Charlotte, NC, 28255	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-410715	CLM	Harold Nelson	1971-09-18	—	3195965425	918 Elm St, Austin, TX, 78796	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420962	CLM	William Freeman	1954-03-22	UHC-52307-49	—	765 Highland Ave, Plano, TX, 75071	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-423509	CLM	Betty Coleman	1949-07-22	UHC-56879-88	—	7996 Lake View Rd, Austin, TX, 78721	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-417951	CLM	Laura Weber	1944-09-22	—	—	5370 Sage Ct, Sacramento, CA, 95842	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-409615	CLM	Bradley Williams	1983-11-03	—	—	6914 Desert Sky Blvd, Columbus, OH, 43232	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-401309	CLM	Sara Hall	1958-06-02	UHC-08168-65	—	7589 Desert Sky Blvd, Tempe, AZ, 85276	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-401308	CLM	Sara Hall	1958-06-02	UHC-08168-65	—	7589 Desert Sky Blvd, Tempe, AZ, 85276	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
CLM-417319	CLM	Alexis E Walker	1962-07-15	UHC-81179-53	3715679556	2604 Highland Ave, Phoenix, AZ, 85013	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409519	CLM	Hiroshi Freeman	1977-05-09	—	—	5685 Lake View Rd, Mesa, AZ, 85282	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-418993	CLM	Joshua V Hoffman	1949-01-03	UHC-41776-34	—	5706 Desert Sky Blvd, Denver, CO, 80281	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

5,235 rows, page 71 of 105Previous Next