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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401228	CLM	Yuki Stone	1942-05-22	UHC-81424-76	—	1220 Forest Ave, Columbus, OH, 43241	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403165	CLM	Dylan Morris	1947-09-14	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-400239	CLM	Emily Rice	1955-12-08	UHC-52218-45	4108956746	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-410150	CLM	Matthew Mason	1975-11-09	UHC-38038-76	—	1967 Indian School Rd, Fresno, CA, 93738	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-412589	CLM	Jesse Ross	1940-07-10	UHC-10623-58	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-421156	CLM	Randy Alvarado	2000-02-01	UHC-90506-58	—	5022 Sunset Blvd, Orlando, FL, 32830	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-419587	CLM	Karen R Stewart	2001-02-02	UHC-89576-14	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420547	CLM	Bruce J Wright	1963-11-10	UHC-57010-36	3139077538	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-418728	CLM	Catherine Smith	1969-04-03	UHC-24248-33	—	6032 Market St Apt 31, Dallas, TX, 75299	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-405571	CLM	Lawrence Sullivan	—	UHC-85120-50	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-424487	CLM	Samuel Simmons	1945-05-25	UHC-47169-69	—	519 Grand Ave, Orlando, FL, 32885	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-415048	CLM	Danielle A Ramirez	1966-02-11	UHC-72750-13	7599178217	8031 Spring St, Miami, FL, 33107	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-412923	CLM	Timothy Rice	1947-03-03	UHC-83864-45	—	4346 River Rd, Plano, TX, 75095	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430737	CLM	Dorothy Hansen	1951-06-26	UHC-58649-64	—	5235 Willow Ct, Gilbert, AZ, 85243	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-412959	CLM	Scott U Jordan	1965-02-17	UHC-14875-55	5357579210	7935 Desert Sky Blvd, Fresno, CA, 93744	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-403836	CLM	Mark Brown	1952-05-07	UHC-62184-34	—	1243 Meadow Ln, Mesa, AZ, 85248	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-431985	CLM	Matthew Greene	1950-01-01	UHC-91766-10	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420756	CLM	Jacob Maldonado	1996-07-26	UHC-78781-64	—	4546 Ridge Rd Apt 30, San Diego, CA, 92121	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-432736	CLM	Richard Lucas	1947-06-12	UHC-24488-26	—	6760 Hillcrest Rd, Las Vegas, NV, 89143	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-404106	CLM	Emily X Jenkins	2001-03-17	—	8436494979	7216 Canyon Rd # 969, Austin, TX, 78700	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
CLM-424489	CLM	Eugene Aguilar	1957-12-24	—	—	869 Lincoln Way, Orlando, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-428438	CLM	Tyler X Meyer	1964-04-20	UHC-06884-65	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-405081	CLM	Sofia Fuller	1956-08-14	—	—	9744 Cedar Ln # 821, Tucson, AZ, 85784	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-402754	CLM	Lawrence Bakns	2004-04-05	UHC-87347-98	—	6645 Ocean Ave, Orlando, FL, 32824	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-421365	CLM	Lori Santiago	1993-02-12	UHC-83318-54	4878488971	3583 Hillcrest Rd, Tempe, AZ, 85206	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-415477	CLM	Jeffrey Gardner	1959-02-16	UHC-08046-17	—	9517 Highland Ave, Tampa, FL, 33671	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-431169	CLM	Theresa Bradley	1954-11-05	—	—	8604 Forest Ave, Sacramento, CA, 95810	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-430214	CLM	Austin Millar	2000-11-16	UHC-05857-13	—	1627 Church St, Minneapolis, MN, 55476	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-427160	CLM	Sue Owens	1941-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423391	CLM	Hiroshi Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-408961	CLM	Priya Carr	1970-04-24	UHC-13946-61	—	5301 Church St, Plano, TX, 75093	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-408960	CLM	Priya Carr	1970-04-24	UHC-13946-61	—	5301 Church St, Plano, TX, 75093	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-415383	CLM	Santiago Tayllor	2007-08-18	—	—	—	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-415914	CLM	Julie Rios	1994-08-06	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-403036	CLM	Patricia Ray	1993-04-14	—	—	7829 Jefferson Ave, Phoenix, AZ, 85020	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-401354	CLM	Jean Lucas	1940-03-20	UHC-13467-31	2322739061	4579 Union St, Scottsdale, AZ, 85253	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-402562	CLM	Melissa Black	1988-07-05	—	8829433229	2435 Meadow Ln Apt 16, Eden Prairie, MN, 55353	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-402750	CLM	Patrick Martin	1999-03-11	—	8724437999	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
CLM-403595	CLM	Isabella Griffin	1958-12-20	UHC-44529-74	—	8641 Main St, Houston, TX, 77018	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414618	CLM	Cynthia Y Chavez	2008-06-17	—	—	4829 Willow Ct, Mesa, AZ, 85299	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
CLM-413605	CLM	Kevin S Price	1988-06-23	—	5727758697	8595 Broadway, Austin, TX, 78786	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413098	CLM	Wayne Stewart	1958-11-25	UHC-01428-01	—	6154 Indian School Rd, Scottsdale, AZ, 85288	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401175	CLM	Emma Vasquez	1986-08-05	—	—	1098 Market St, Dallas, TX, 75249	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403153	CLM	Patrick Carter	1994-02-05	—	—	6994 Cedar Ln, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
CLM-405975	CLM	Zachary Romero	1987-08-21	UHC-63280-47	—	7869 Camelback Rd, Sacramento, CA, 95833	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-404294	CLM	Carlos Gray	1941-08-12	UHC-64484-73	7286315196	8227 Grand Ave, San Diego, CA, 92146	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
CLM-429296	CLM	Adam Murray	1965-11-04	UHC-44804-05	7455147526	474 Pine Dr, Columbus, OH, 43242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
CLM-416167	CLM	Priya Gonzalz	1965-07-20	UHC-98742-51	—	12 Main St, Mesa, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-417838	CLM	Autsin Henry	2004-05-03	UHC-64407-01	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400319	CLM	Anthony K Armstrong	1939-07-20	—	—	5629 Harbor Blvd, Houston, TX, 77055	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared

3,226 rows, page 40 of 65Previous Next