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-406291	CLM	Nathan W Powell	1989-03-17	—	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412819	CLM	Hiroshi Harvey	1985-11-11	UHC-85614-59	5002212954	2083 Park Pl # 539, Jacksonville, FL, 32289	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407785	CLM	Victoria C Fox	1985-02-11	UHC-83918-84	—	6276 Oak St, Tampa, FL, 33668	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414781	CLM	Scott Bryant	1972-08-07	—	3943588150	2176 Broadway, San Antonio, TX, 78200	0.64	Two-digit birth year Address re-cased City re-cased State name converted to code+2 more
CLM-404484	CLM	Henry Anedrson	1953-11-06	—	—	5226 Washington St, Charlotte, NC, 28246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-422660	CLM	Billy D Bradley	1998-05-18	UHC-31626-51	8413834471	2621 Palm Dr Apt 19, Atlanta, GA, 30374	0.64	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+2 more
CLM-424832	CLM	Joe Weaver	1989-10-27	—	6965698934	7990 Jefferson Ave, San Antonio, TX, 78245	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-417030	CLM	Patrick Patel	1985-10-17	UHC-39683-22	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430007	CLM	Jacqueline Hanesn	1998-02-28	UHC-97637-81	—	7272 Forest Ave, Minneapolis, MN, 55437	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418415	CLM	Ryan Hunter	1966-10-05	UHC-48235-63	—	7479 Forest Ave, Charlotte, NC, 28209	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-426544	CLM	Maria P King	1975-10-01	UHC-23433-66	3859989233	3684 Oak St, Tampa, FL, 33630	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418124	CLM	Donald Sullivan	—	—	—	9412 Main St, Fresno, CA, 93709	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420679	CLM	Debbie Davis	1953-07-11	—	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429484	CLM	Stephen Z King	1969-01-20	UHC-15796-58	—	5493 Meadow Ln, Los Angeles, CA, 90019	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424891	CLM	Brandon N Smith	1958-10-14	UHC-72514-77	—	1746 Bayshore Dr, Dallas, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-406936	CLM	Hannah Alvarado	2001-11-22	—	—	1224 Mountain View Dr, Plano, TX, 75096	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404062	CLM	Judith Myers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave, Austin, TX, 78758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405852	CLM	Kelly Aguilar	1938-11-04	UHC-52255-77	—	5312 Ridge Rd # 126, San Antonio, TX, 78246	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411557	CLM	Kelly Watson	1987-01-01	—	8166214642	—	0.64	Name re-cased Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-408226	CLM	Julia Carroll	1972-07-10	UHC-35780-70	8312837561	5704 Jefferson Ave, Atlanta, GA	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
CLM-416063	CLM	Donald Matthews	1995-02-05	UHC-95205-05	—	1183 Grand Ave, Eden Prairie, MN, 55352	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406992	CLM	Eric Bishop	1951-02-13	—	—	2768 Highland Ave, Denver, CO, 80287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-408075	CLM	Nathan West	1970-10-16	UHC-00293-65	—	8702 Valley View Dr, Phoenix, AZ, 85003	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407804	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415636	CLM	Dylan Hudson	2005-07-01	UHC-06408-75	—	3085 Camelback Rd, Fresno, CA, 93777	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409988	CLM	Lawrence Howard	1945-12-13	UHC-07588-78	—	9438 Valley View Dr, Los Angeles, CA, 90077	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401434	CLM	Bobby Q Jordan	1994-07-21	UHC-41568-13	—	7850 Market St, Charlotte, NC, 28225	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-415120	CLM	Ana Webb	2001-09-28	—	3183860052	6431 Desert Sky Blvd, Tampa, FL, 33641	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-421577	CLM	Hanson Michael	1983-07-01	—	—	3342 Sage Ct, Fresno, CA, 93738	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429134	CLM	Juan Murray	—	UHC-76789-10	—	9062 Park Pl, Gilbert, AZ, 85263	0.64	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-428292	CLM	Breda K Price	1950-07-23	UHC-49836-10	—	553 Forest Ave, Atlanta, GA, 30397	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416601	CLM	Logan Baiey	2001-10-07	—	2186812804	4259 Indian School Rd, Minneapolis, MN, 55413	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424566	CLM	Diana Castro	1977-10-11	UHC-13008-27	—	2172 Ocean Ave, Orlando, FL, 32838	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423351	CLM	Martha Z Elliott	1939-10-21	UHC-66010-71	—	2668 Ridge Rd, Orlando, FL, 32809	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-431734	CLM	Nicholas Adams	1953-12-23	UHC-38542-81	—	8975 Grand Ave # 955, Atlanta, GA, 30394	0.64	Name split from “Last, First”Unit split from street City re-cased Plan code upper-cased+2 more
CLM-422776	CLM	Daniel Reid	1980-05-26	UHC-60165-93	—	7481 Park Pl, Houston, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426180	CLM	Saen Crawford	1993-12-28	UHC-87115-68	7178395461	2140 Maple Ave, Las Vegas, NV, 89107	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404598	CLM	Brian McCoy	1948-03-27	UHC-41653-53	—	5981 Hillcrest Rd, Seattle, WA, 98102	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
CLM-422803	CLM	Sims Sharon	1954-10-15	UHC-25011-43	—	6678 Canyon Rd, Atlanta, GA, 30349	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-409862	CLM	Abigail Vargas	2005-06-26	—	—	3980 Willow Ct, Charlotte, NC, 28296	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431154	CLM	Patrick C Rios	1957-01-19	—	9317699026	2799 Washington St, Plano, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401509	CLM	Mary Murray	1979-11-05	—	—	4644 Indian School Rd, Atlanta, GA, 30358	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414205	CLM	Heather Simpson	—	UHC-44129-07	7052744371	4087 Apache Blvd, Plano, TX, 75005	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407536	CLM	Jose Q Silva	1944-11-08	—	3675180514	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-430944	CLM	Joan Z Santiago	1960-05-03	—	—	7617 Lincoln Way Apt 9, Seattle, WA, 98124	0.64	Middle initial moved out of first name Name re-cased Unit split from street City re-cased+2 more
CLM-417942	CLM	Andrew Matthews	1977-04-05	—	7812181951	9858 Baseline Rd, Orlando, FL, 32895	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413818	CLM	Ann Salazar	1991-01-03	—	7516776064	4627 Union St, Phoenix, AZ, 85089	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423989	CLM	Randy Park	1976-06-27	—	3824538562	3567 Cedar Ln, Tampa, FL, 33647	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-408950	CLM	Sara Hansen	1957-05-12	UHC-37950-65	7368902189	8943 Central Ave, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408951	CLM	Sara Hansen	1957-05-12	UHC-37950-65	7368902189	8943 Central Ave, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

18,771 rows, page 93 of 376Previous Next