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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113531	ENR	Megan T Garcia	1979-11-28	UHC-85835-94	8296506587	9530 Forest Ave # 859, Austin, TX, 78723	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-22106	PRV	Dylan Watkins	2007-10-27	—	8029169881	343 Bayshore Dr, Seattle, WA, 98191	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117623	ENR	Robert Li	1958-02-14	UHC-01999-78	—	9518 Desert Sky Blvd, Chandler, AZ, 85280	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+2 more
CLM-420870	CLM	Donna Cook	—	—	—	6772 Desert Sky Blvd, Nashville, TN	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
TPA-64065	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-64066	TPA	Lisa White	1939-07-16	—	—	6103 Hillcrest Rd, Tucson, AZ, 85768	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403063	CLM	Angela Franklin	1956-01-13	UHC-82634-27	—	8529 Lake View Rd, Scottsdale, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-114402	ENR	Gerald Wright	1998-09-24	UHC-16903-15	—	223 Church St, Miami, FL, 33114	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53094	TPA	Santiago Lewis	1973-11-02	—	—	1083 Sage Ct, Fresno, CA, 93776	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60968	TPA	Kenneth West	1989-04-08	—	—	8925 Pine Dr, Austin, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-60967	TPA	Kenneth West	1989-04-08	—	—	8925 Pine Dr, Austin, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-425423	CLM	Barbara S Park	1982-05-01	UHC-16638-84	3326972621	4177 Pine Dr, Scottsdale, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415320	CLM	Michelle Riley	1941-10-16	UHC-24426-58	—	3847 Highland Ave # 897, Plano, TX, 75009	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407520	CLM	Patricia Grant	1978-09-07	—	7485931064	6500 Ridge Rd Apt 27, Miami, FL, 33172	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416997	CLM	Abigail H Gomez	1954-05-20	—	—	9733 Apache Blvd, Tempe, AZ	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
ENR-125967	ENR	Mariana Guzamn	1954-06-03	UHC-05958-12	6577460469	3575 Hillcrest Rd, Columbus, OH, 43266	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-26098	PRV	Barbara Z Fields	—	—	3183196559	5933 Oak St, Glendale, AZ	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405600	CLM	James Day	1956-11-11	UHC-69120-92	6699376488	5159 Maple Ave # 115, Los Angeles, CA, 90091	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60849	TPA	Amy Collins	1970-09-28	—	—	4997 Maple Ave # 315, Minneapolis, MN, 55493	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-432475	CLM	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429355	CLM	Isabella Shaw	1942-11-09	—	—	1072 Maple Ave, Tampa, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406396	CLM	Linda U Harvey	1965-12-27	UHC-26634-20	—	8129 Central Ave, Denver, CO, 80279	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126326	ENR	Aisha Salazar	1967-12-18	UHC-25890-60	8404335234	9703 Willow Ct, Las Vegas, NV, 89193	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61958	TPA	Sofia U Andrews	1996-02-17	—	—	377 Spring St # 447, Charlotte, NC, 28218	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142710	ENR	Arjun J Hanson	1962-01-24	UHC-47578-88	6287326931	7609 Spring St, Seattle, WA, 98109	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117520	ENR	Logan U Gibson	1999-08-16	UHC-61944-97	4448220382	1387 Lake View Rd, Miami, FL, 33127	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128161	ENR	Marshall Wayne	1983-10-09	UHC-19370-19	3912203085	6085 Church St, San Antonio, TX, 78295	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115706	ENR	Ana X Scott	1990-09-23	UHC-07807-14	5164151717	569 Hillcrest Rd, Scottsdale, AZ, 85216	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55086	TPA	Rachel Harrison	1956-09-25	—	—	5938 Cedar Ln, Eden Prairie, MN, 55366	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-139497	ENR	Roegr Carroll	2003-09-20	UHC-99287-92	5507948842	8485 Meadow Ln, Minneapolis, MN, 55402	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407734	CLM	Vincent Maldonado	1997-04-01	UHC-63268-01	—	8069 Spring St, Nashville, TN, 37205	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-412591	CLM	Jordan Wheeer	—	UHC-68353-50	—	7792 Sage Ct, Dallas, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-431415	CLM	Carolyn Richards	1955-06-02	—	4537340861	7689 Market St, Columbus, OH, 43266	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139599	ENR	Alice I Lopez	1993-01-01	UHC-78452-10	8373380794	7408 Mesa Dr, Jacksonville, FL, 32248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-412729	CLM	Mateo Flores	1975-04-04	UHC-34251-40	—	486 Highland Ave, Jacksonville, FL, 32249	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425878	CLM	Chavez Ethan	1989-09-10	—	7199302937	7974 Lincoln Way, Denver, CO, 80250	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-419315	CLM	Priya Murray	1978-02-02	UHC-60074-18	—	995 Washington St, Miami, FL, 33156	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-52041	TPA	Keith Hall	1966-04-03	—	—	1725 Cedar Ln # 423, Dallas, TX, 75243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56485	TPA	Tyler Jones	1946-04-21	—	—	4500 Indian School Rd, Phoenix, AZ, 85069	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424429	CLM	Daniel Dean	1952-03-07	—	—	497 Camelback Rd, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60389	TPA	Patrick Knight	1978-08-19	—	—	4240 Indian School Rd, Plano, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-432708	CLM	Jeremy Sims	—	UHC-18079-22	—	3402 Washington St, Chandler, AZ, 85238	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-20123	PRV	Jacqueline Chen	1997-08-07	—	—	5143 Grand Ave, Los Angeles, CA, 90011	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107611	ENR	Stephen Lewis	1958-03-04	UHC-80754-67	—	7899 Church St, Miami, FL, 33177	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55047	TPA	Terry N Arnold	1952-02-27	—	—	5298 Elm St, Sacramento, CA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-63449	TPA	Ralph Phillips	1983-08-09	—	—	6178 Park Pl, Austin, TX, 78712	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61097	TPA	Amber Lawson	1989-08-18	—	—	6226 Indian School Rd, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425297	CLM	Roger Le	1987-12-14	UHC-84334-48	—	9800 Cedar Ln, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58059	TPA	Evelyn Evans	1988-03-04	—	—	549 Grand Ave, Gilbert, AZ, 85249	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-418819	CLM	Beverly Martinez	1985-09-20	UHC-52759-66	—	127 Valley View Dr, Phoenix, AZ, 85045	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more

71,257 rows, page 116 of 1,426Previous Next