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-402520	CLM	Douglas Mrgan	1974-01-02	—	—	4328 Grand Ave, Chandler, AZ, 85207	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-401646	CLM	Michael Armstrong	1958-12-05	—	—	9055 Bayshore Dr # 843, Austin, TX, 78730	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-417424	CLM	James Crawford	1974-01-28	UHC-30066-13	—	3463 Washington St, Tampa, FL, 33670	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-403054	CLM	Peter Ryan	1976-02-24	UHC-07246-05	5517228705	5547 River Rd, Tampa, FL, 33696	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-413855	CLM	Cruz Sandra	1939-07-06	—	2958452158	649 Elm St, San Diego, CA, 92101	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
CLM-416548	CLM	Valentina Cooper	1984-09-18	UHC-46542-88	—	5188 Main St, Fresno, CA, 93762	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-406723	CLM	Kathleen Bailey	1983-04-15	UHC-81568-33	—	6841 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-409729	CLM	Samantha U Patterson	1974-10-20	—	—	1608 Sage Ct, Scottsdale, AZ, 85290	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-430027	CLM	Carolyn P Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-412868	CLM	Nancy Johnson	—	UHC-08685-37	—	7906 Broadway, Tucson, AZ, 85789	0.66	Name split from “Last, First”Date of birth unreadable City re-cased Whitespace trimmed+1 more
CLM-411349	CLM	Alexander Ray	1996-05-06	—	—	5159 Ridge Rd, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-422275	CLM	Luis Tuker	1953-09-13	UHC-25918-17	—	4409 Hillcrest Rd, Atlanta, GA, 30307	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-401476	CLM	Gerald P Sullivan	1938-07-08	UHC-32009-78	4887059377	5553 Grand Ave, Dallas, TX	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
CLM-420767	CLM	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	301 Baseline Rd, Denver, CO, 80251	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-431053	CLM	Dean Andrew	1946-06-15	UHC-73405-81	—	1670 Mesa Dr, Tucson, AZ	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-400170	CLM	Paul Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-432383	CLM	Nicole Ortega	2004-03-20	UHC-23371-21	—	2244 Maple Ave, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-401675	CLM	Donald Hudson	1990-02-28	—	—	6575 Elm St, Miami, FL, 33175	0.66	SSN last four extracted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-426259	CLM	Russell C Mitchell	1999-04-06	UHC-20750-76	—	9101 Canyon Rd, Tampa, FL, 33687	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-419658	CLM	Kimberly Henderson	—	UHC-76058-16	4509111685	5226 Desert Sky Blvd, Austin, TX, 78772	0.66	Date of birth unreadable Phone reformatted City re-cased State name converted to code+1 more
CLM-417522	CLM	Jerry C Brown	1976-02-05	UHC-23768-79	—	2285 Church St, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-428586	CLM	Arjun Gonzalez	1947-02-08	UHC-75702-24	—	3951 Park Pl, Atlanta, GA, 30369	0.66	Name re-cased City re-cased State name converted to code Gender normalised+1 more
CLM-404583	CLM	Donna Austin	1975-05-22	—	—	6301 Valley View Dr, Tucson, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-408020	CLM	Black Diana	1987-07-10	UHC-19098-18	—	1397 Ridge Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-420117	CLM	Jose Mejia	1978-12-13	UHC-36493-03	—	4197 Indian School Rd, Fresno, CA, 93711	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
CLM-424292	CLM	Nicole L Hamiltton	1984-12-11	UHC-96718-86	5777997311	2794 Bayshore Dr, Nashville, TN, 37271	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-414305	CLM	Cheryl T Jacobs	1974-07-10	UHC-69318-52	8352538081	8057 Harbor Blvd, Minneapolis, MN, 55439	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419514	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.66	Middle initial moved out of first name Phone reformatted City re-cased Gender normalised+1 more
CLM-414727	CLM	Judy Castro	1984-02-12	UHC-14119-09	2538618240	8470 Church St Apt 13, Plano, TX, 75003	0.66	Phone reformatted Unit split from street City re-cased State name converted to code+1 more
CLM-432790	CLM	Nancy Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX, 75272	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-412979	CLM	Ruth Vazquez	2006-09-08	—	2439617794	3458 Oak St, San Antonio, TX, 78282	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
CLM-432207	CLM	Michelle Ramos	1976-07-08	UHC-95677-22	—	7537 Park Pl, Charlotte, NC, 28246	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-406317	CLM	Bobby Jimenez	1963-03-15	—	8914890504	8735 Ridge Rd, San Diego, CA, 92169	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
CLM-430622	CLM	Frank D Miller	1965-03-06	UHC-04100-71	—	9039 Park Pl, Eden Prairie, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-421324	CLM	Bobby Chapman	2004-02-20	UHC-80403-78	—	2613 Cedar Ln, Austin, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-405713	CLM	Dennis Grnt	1934-04-27	—	2117121932	3986 Maple Ave, Los Angeles, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-404051	CLM	Nicholas Cox	1943-10-01	—	—	3321 Spring St, Sacramento, CA, 95883	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-431374	CLM	Roger Contreras	1975-05-15	UHC-06935-90	8327497089	2705 Indian School Rd, San Diego, CA, 92123	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-432133	CLM	Maria W Welch	1950-04-01	UHC-40855-94	—	5189 Camelback Rd # 798, Jacksonville, FL, 32254	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-412579	CLM	Shirley Sanchez	1948-12-12	—	—	5839 Apache Blvd, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-402083	CLM	Peter Walker	1985-04-18	UHC-17729-51	—	5541 Palm Dr, Glendale, AZ, 85386	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
CLM-420379	CLM	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-419947	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419948	CLM	Armstrong D Bradley	1947-12-15	UHC-69711-57	4958818317	7778 Willow Ct, Eden Prairie, MN, 55331	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413540	CLM	Jesse Pierce	1947-07-27	UHC-13009-43	—	4125 Canyon Rd Apt 29, Tucson, AZ, 85703	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-418656	CLM	Gary Tucker	—	UHC-38611-50	—	5434 Desert Sky Blvd, Orlando, FL, 32853	0.66	Name re-cased Date of birth unreadable City re-cased Gender normalised+1 more
CLM-424335	CLM	Wei Vazquez	2006-01-12	—	5803674684	2703 River Rd # 829, Glendale, AZ, 85358	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
CLM-406144	CLM	Jacqueline U Payne	1952-08-12	UHC-77839-17	—	8478 Sunset Blvd, Plano, TX, 75091	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-421438	CLM	Peter R Ferguson	1948-03-25	—	—	1560 Central Ave, Houston, TX, 77066	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-415399	CLM	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

5,235 rows, page 41 of 105Previous Next