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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401785	CLM	Amy I Rice	1991-06-04	UHC-66150-22	—	7485 Highland Ave, Denver, CO, 80265	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426052	CLM	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426133	CLM	Hiroshi Garza	2005-11-05	UHC-77416-36	—	3626 Indian School Rd, Plano, TX, 75018	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-416575	CLM	Ethan Welch	1949-09-13	—	—	1962 Mesa Dr, San Antonio, TX, 78221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430591	CLM	Frank Willis	1973-10-01	—	6417264275	9768 Spring St, Tucson, AZ, 85755	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430481	CLM	Alan Lopez	1983-04-13	—	—	6719 Union St Apt 38, Gilbert, AZ, 85295	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-411102	CLM	Sofia King	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406331	CLM	Betty Richards	1964-11-14	UHC-44493-32	—	3269 Apache Blvd Apt 29, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-416958	CLM	Sharon Little	2004-07-03	UHC-04514-99	8934527665	8702 Pine Dr, Houston, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-420015	CLM	Trery Burns	1971-09-12	—	—	8343 Main St # 102, Tampa, FL, 33601	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407683	CLM	Robertson Mark	1956-05-14	UHC-79068-41	—	3376 Indian School Rd, Phoenix, AZ, 85053	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431099	CLM	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA, 92114	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429806	CLM	Jessica L Hunt	—	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-422623	CLM	Sofia Mitchell	—	—	4854661548	3017 Meadow Ln, San Diego, CA, 92186	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
CLM-420297	CLM	Catherine Gonzeles	1976-10-27	UHC-71670-98	—	8551 Lake View Rd, Los Angeles, CA, 90032	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-417015	CLM	Alice Soto	1970-05-14	—	6696781003	3964 Baseline Rd, Eden Prairie, MN, 55306	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412261	CLM	Ralph Fox	1970-06-04	UHC-07336-81	—	2658 Indian School Rd, Orlando, FL, 32800	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-412713	CLM	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415133	CLM	Jeremy Long	—	UHC-77442-78	7567850188	2147 Market St, Miami, FL, 33138	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-424541	CLM	Noah O Dixon	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-415331	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	4354516706	9841 Meadow Ln, Chandler, AZ, 85236	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412493	CLM	Yuki Morris	2003-08-09	UHC-25204-23	3484771748	7731 Forest Ave, Columbus, OH	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426368	CLM	Christian M Wilson	1960-12-20	—	4208286334	4665 Elm St, Las Vegas, NV, 89166	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-424965	CLM	Alice Butler	1948-01-25	UHC-00725-73	—	7764 Main St, Austin, TX, 78749	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421429	CLM	Maria X Delgado	1996-06-14	—	2465913779	9693 Highland Ave # 842, Nashville, TN, 37285	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431523	CLM	Christina Rios	1973-07-13	—	7035855466	4772 Main St # 306, San Antonio, TX, 78269	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402946	CLM	Frances Bailey	1996-09-28	UHC-91801-04	—	8364 Park Pl, Nashville, TN, 37226	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431797	CLM	Catherine Carroll	1972-09-27	—	4293087050	1286 Broadway, Chandler, AZ, 85236	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-414998	CLM	Brenda Martin	1947-08-27	—	—	1423 Forest Ave, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
CLM-401271	CLM	Mason Porter	1984-11-16	UHC-76399-31	—	9563 Ocean Ave, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426158	CLM	Roy Watson	1981-02-16	—	5969610633	7291 Hillcrest Rd, Glendale, AZ, 85303	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424055	CLM	Timothy Griffin	—	UHC-74484-31	—	3387 Hillcrest Rd, Austin, TX, 78761	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-401299	CLM	Frank Park	1940-10-09	UHC-71024-06	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-406978	CLM	Ralph Howell	1978-12-28	—	3899958949	6338 Mountain View Dr, Los Angeles, CA, 90030	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-409551	CLM	Angela Ray	—	—	7735085024	7226 Sage Ct, Tampa, FL, 33616	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-403717	CLM	Willie Le	2006-12-02	UHC-57029-92	4907302785	3352 Forest Ave Apt 16, Las Vegas, NV, 89105	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
CLM-410253	CLM	Frank Cater	1947-02-18	UHC-10287-51	4468908032	8754 Meadow Ln, Tempe, AZ, 85277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410484	CLM	Carolyn Price	2005-12-07	—	6302991698	8651 Ridge Rd, Atlanta, GA, 30391	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423277	CLM	Maria Clark	1949-12-07	—	6947598833	8006 Apache Blvd, Columbus, OH, 43289	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401130	CLM	Gabriel Lane	1997-11-04	UHC-54367-09	5345232506	8839 Lincoln Way, Columbus, OH, 43268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420078	CLM	Maidson Flores	—	UHC-58663-08	—	4481 Mountain View Dr, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-422867	CLM	Jack Duncan	1956-08-24	UHC-24560-59	7959574653	1814 Central Ave, Phoenix, AZ, 85021	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415457	CLM	Noah Bryant	1949-03-15	UHC-89912-12	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408376	CLM	Ronald Dunn	1949-01-14	—	7947678863	1118 Desert Sky Blvd # 897, Fresno, CA, 93772	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-412282	CLM	Christopher Rivera	—	UHC-38401-49	7849409167	7584 Grand Ave, Tucson, AZ, 85787	0.62	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421291	CLM	Helen Guerrero	1991-08-23	UHC-70876-54	7642852561	3231 Baseline Rd, Glendale, AZ, 85329	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431085	CLM	Natalie R Thompson	1999-02-26	UHC-21601-34	3444885569	3722 Lincoln Way, Denver, CO, 80204	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-403014	CLM	Elizabeth Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr, San Antonio, TX, 78246	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418614	CLM	Rachel Arnold	2006-11-03	UHC-88152-78	—	5388 Highland Ave, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-420583	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	—	7983 Hillcrest Rd # 180, Plano, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more

18,771 rows, page 55 of 376Previous Next