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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400769	CLM	Sara K Phillips	2002-08-13	UHC-60451-51	9719993287	5025 Desert Sky Blvd # 533, Orlando, FL, 32803	0.78	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
CLM-414538	CLM	Joyce Tran	1939-04-24	UHC-45030-13	5446290568	3124 Grand Ave Apt 20, Miami, FL, 33162	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-409282	CLM	Rachel Elliott	1995-11-25	UHC-94005-32	9612852033	9231 River Rd # 867, San Antonio, TX, 78241	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-401571	CLM	David Graham	2003-09-12	UHC-28829-66	9077284379	2470 Lincoln Way # 239, Plano, TX, 75031	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-414991	CLM	Keith Jones	1987-02-19	UHC-95396-91	2474192342	5349 Palm Dr # 633, Orlando, FL, 32884	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-406792	CLM	Diana Estrada	1996-11-10	—	5762514278	2583 Harbor Blvd # 109, Eden Prairie, MN, 55397	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-422489	CLM	Paul Vazquez	1995-01-08	—	9782620349	4886 Lake View Rd # 529, Plano, TX, 75085	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-409313	CLM	Dougls Pierce	1939-01-26	UHC-16964-87	3945648784	2467 Church St Apt 6, Glendale, AZ, 85304	0.78	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+1 more
CLM-408607	CLM	Eugene Evans	1996-11-21	UHC-63484-44	8443900229	6250 Mountain View Dr # 486, Scottsdale, AZ, 85272	0.78	Name re-cased Unit split from street State code upper-cased Whitespace trimmed+1 more
CLM-416879	CLM	Jacob Y Little	1974-07-12	UHC-14867-13	—	2649 Indian School Rd # 514, Houston, TX, 77023	0.78	Name re-cased Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-412808	CLM	Alice Perkins	1993-01-28	UHC-87615-02	—	951 Palm Dr Apt 26, Orlando, FL, 32833	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-429243	CLM	Nicole Jordan	1958-06-05	UHC-95049-23	6652142279	7092 Maple Ave Apt 7, Houston, TX, 77017	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-413496	CLM	Lgan Scott	1966-09-13	—	6964658702	3265 Jefferson Ave Apt 8, Las Vegas, NV, 89182	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-419200	CLM	Mei West	1967-06-26	UHC-89424-95	6868852208	9560 Lincoln Way Apt 4, Austin, TX, 78729	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-414343	CLM	Kathryn Nunez	1984-11-27	UHC-98186-22	—	3733 Meadow Ln Apt 11, Los Angeles, CA, 90025	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-429339	CLM	Eric Gonzales	2001-08-13	UHC-63564-60	—	2240 Park Pl # 738, Mesa, AZ, 85226	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427634	CLM	Justin Barnes	1967-11-25	—	7253477336	7470 Valley View Dr # 861, Seattle, WA, 98115	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-408190	CLM	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 632, Columbus, OH, 43248	0.78	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
CLM-418888	CLM	Terry Kennedy	1978-01-10	UHC-22890-01	8496869856	5008 Ridge Rd Apt 4, Eden Prairie, MN, 55394	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-416904	CLM	Camila Daniels	1945-06-13	UHC-20797-65	5426017294	2438 Sage Ct Apt 34, Phoenix, AZ, 85053	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-426124	CLM	Logan Lucas	1974-09-21	—	5916882130	6921 Harbor Blvd # 471, Plano, TX, 75041	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-412895	CLM	Gregory Delgado	1968-04-21	—	8166737532	4695 Lincoln Way # 739, Austin, TX, 78742	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-418086	CLM	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway # 231, Las Vegas, NV, 89171	0.78	Phone reformatted Unit split from street Address re-cased Whitespace trimmed+1 more
CLM-409799	CLM	Julie Soto	1988-04-23	UHC-12423-03	3314494120	8093 Jefferson Ave Apt 26, San Diego, CA, 92188	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-411520	CLM	Kathleen Robertson	1975-05-13	UHC-47236-25	3522814693	7407 Pine Dr # 203, Tampa, FL, 33685	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-415736	CLM	Brian Wells	2001-07-16	—	—	7743 Market St # 695, Tampa, FL, 33694	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-406457	CLM	Catherine Nguyen	1998-09-22	UHC-20991-26	9423799253	4832 Main St Apt 6, San Antonio, TX, 78265	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-410499	CLM	Isabella Ramirez	2003-06-23	—	6706526520	3355 Elm St Apt 36, Minneapolis, MN, 55479	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-415406	CLM	Michelle Wong	1959-10-18	UHC-75999-90	4752019065	1501 Indian School Rd # 627, Jacksonville, FL, 32250	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-409455	CLM	Yang Pamela	1945-01-06	UHC-06553-73	—	4873 Market St # 826, Dallas, TX, 75230	0.78	Date of birth reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-420863	CLM	Noah Hall	1967-05-02	—	7247522715	8762 Desert Sky Blvd Apt 25, Tampa, FL, 33644	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-427706	CLM	Eljah Matthews	1950-05-17	—	—	8875 Ridge Rd # 131, Charlotte, NC, 28287	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
CLM-421105	CLM	Scott Hansen	1943-04-11	UHC-60245-29	3289783314	212 Meadow Ln Apt 8, Minneapolis, MN, 55401	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-430136	CLM	Kelly Murphy	1948-10-07	UHC-06629-57	2448194486	7420 Maple Ave Apt 8, Las Vegas, NV, 89142	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-427545	CLM	Joe Hicks	1963-10-13	—	2715876951	3667 Meadow Ln # 746, Phoenix, AZ, 85003	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-403884	CLM	Keith B Jordan	1963-03-15	—	—	7093 Apache Blvd Apt 15, Nashville, TN, 37267	0.78	Date of birth reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-417110	CLM	Valentina H Valdaz	1957-12-13	UHC-40345-86	4057536555	1921 Broadway # 658, Glendale, AZ, 85399	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-403362	CLM	Donald Harris	1956-04-18	UHC-35499-52	6363235538	2294 Valley View Dr # 737, Plano, TX, 75073	0.78	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
CLM-430629	CLM	Barbara Stevens	1977-08-17	—	2502990466	720 Main St Apt 37, Las Vegas, NV, 89150	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
CLM-412625	CLM	Michelle Sullivan	1970-09-10	UHC-84688-80	—	5469 Union St Apt 2, Chandler, AZ, 85274	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-429982	CLM	Julie F Romero	1992-06-27	UHC-29496-76	—	5486 Central Ave # 442, Nashville, TN, 37292	0.78	Date of birth reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-412004	CLM	Joshua Sanders	1952-06-07	UHC-21780-50	4738258178	9202 Hillcrest Rd Apt 25, Tempe, AZ, 85217	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-411924	CLM	Kimberly Hunter	1983-09-07	—	7283996473	3181 Forest Ave Apt 40, San Antonio, TX, 78290	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-421269	CLM	Burton Samantha	1972-12-11	UHC-10215-25	8786846900	363 Hillcrest Rd Apt 11, Scottsdale, AZ, 85248	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-409961	CLM	Virginia F Hayes	1980-02-12	UHC-99818-07	6488056139	2603 Jefferson Ave # 211, Los Angeles, CA, 90082	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-424057	CLM	Carl U Bennett	1968-11-07	UHC-25577-22	2173091566	9430 Sage Ct # 789, San Antonio, TX, 78267	0.78	Phone reformatted Unit split from street Plan code upper-cased Whitespace trimmed+1 more
CLM-403557	CLM	Marilyn G Hayes	1971-05-03	UHC-81234-76	7412004925	9800 Grand Ave Apt 14, Charlotte, NC, 28207	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-405979	CLM	Alexander Aguilar	1999-03-21	UHC-60515-47	—	2890 Jefferson Ave Apt 9, Columbus, OH, 43238	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-431161	CLM	Larry Carter	1981-10-14	UHC-87408-53	—	1439 Maple Ave # 342, Scottsdale, AZ, 85256	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
CLM-424300	CLM	Jordan Wood	1979-07-09	UHC-90845-16	8863070412	289 Lake View Rd Apt 26, Seattle, WA, 98108	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more

2,038 rows, page 36 of 41Previous Next