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 “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
CLM-422104	CLM	Jeff Dominguez	1962-05-18	UHC-23167-87	—	6186 Baseline Rd, Sacramento, CA, 95851	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418575	CLM	Keith Hicks	1951-08-22	UHC-44307-53	—	6882 Oak St, Eden Prairie, MN	0.54	Name re-cased State name converted to code ZIP missing Gender normalised+1 more
CLM-404272	CLM	Gary Welch	1940-12-20	UHC-29174-76	—	1042 Church St, Tampa, FL, 33621	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-412062	CLM	Emily Schuultz	1940-12-09	—	—	8124 Park Pl, Denver, CO	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-426935	CLM	Ashley Garza	1971-09-10	—	—	6125 Park Pl, Plano, TX, 75086	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-427044	CLM	Hiroshi Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr # 147, Fresno, CA, 93756	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408860	CLM	Joan T Hoffman	1968-09-13	UHC-43415-86	—	8411 Ridge Rd, Mesa, AZ, 85275	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-423741	CLM	William Dean	1997-11-24	UHC-03327-76	—	3731 Bayshore Dr, Miami, FL, 33194	0.54	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403374	CLM	Rachel Hughes	1969-06-06	UHC-06997-78	—	3782 Meadow Ln, Glendale, AZ, 85328	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428715	CLM	Frances Spencer	1992-07-12	—	—	—	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-405994	CLM	Mei B White	—	UHC-02392-26	—	8916 River Rd, Jacksonville, FL, 32273	0.54	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-405620	CLM	Jessica Taylor	1951-02-22	UHC-33596-12	3448900471	2381 Lincoln Way # 287, Nashville, TN	0.54	Phone reformatted Unit split from street ZIP missing Gender normalised+1 more
CLM-418058	CLM	Brittany Nnez	2006-06-06	UHC-13686-89	—	2966 Cedar Ln, Seattle, WA, 98195	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403325	CLM	Helen Snyder	1982-06-03	UHC-87519-98	6307396842	455 Grand Ave # 189, Jacksonville, FL, 32276	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-418384	CLM	Brenda U Hernandez	1996-04-12	UHC-85229-30	—	1513 Bayshore Dr Apt 5, Seattle, WA, 98146	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404006	CLM	Donna Palmer	1975-06-23	UHC-21096-27	—	7728 Market St, Eden Prairie, MN, 55393	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-401597	CLM	Brandon E Porter	—	—	7575976324	7764 Pine Dr, Miami, FL	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted ZIP missing+1 more
CLM-407977	CLM	Evelyn Griffin	1980-12-09	UHC-10238-52	—	5030 Market St, Columbus, OH, 43269	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427421	CLM	Grace Watkins	1979-12-27	—	—	9798 Central Ave, Los Angeles, CA, 90038	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415740	CLM	Jonathan L Li	1953-03-23	UHC-13181-99	—	5572 Mesa Dr, Charlotte, NC	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427405	CLM	Betty Hwell	1946-06-14	UHC-12924-59	—	8049 Highland Ave, Gilbert, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-414868	CLM	Dorothy Hudson	1988-11-08	UHC-18183-88	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-423325	CLM	Austin D Wong	1979-03-20	UHC-43391-44	2236791095	9008 Willow Ct, Las Vegas, NV	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
CLM-427061	CLM	Aamnda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-426687	CLM	Frances B Ross	1987-12-11	—	—	379 Washington St, Las Vegas, NV, 89188	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-424720	CLM	Joan Weber	—	UHC-41593-57	—	2151 Canyon Rd, Los Angeles, CA	0.54	Date of birth unreadable ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-425112	CLM	Richard West	1945-06-02	UHC-77633-09	—	7522 Desert Sky Blvd, Glendale, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
CLM-414957	CLM	Tyler S Torres	2002-11-05	UHC-22537-44	—	9062 Oak St Apt 26, Tampa, FL	0.54	Unit split from street City re-cased State name converted to code ZIP missing+1 more
CLM-427480	CLM	Wayne X Castillo	1957-03-05	UHC-95042-59	—	—	0.54	Middle initial moved out of first name Two-digit birth year Phone missing area code Whitespace trimmed+1 more
CLM-427481	CLM	Wayne X Castillo	1957-03-05	UHC-95042-59	—	—	0.54	Middle initial moved out of first name Two-digit birth year Phone missing area code Whitespace trimmed+1 more
CLM-420075	CLM	Victoria Salazar	1970-06-13	UHC-74312-49	4178407961	9172 Lake View Rd, Los Angeles, CA, 90071	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-430706	CLM	Ahmed Cooper	1942-03-08	UHC-91936-31	8447284113	8482 Valley View Dr # 486, Los Angeles, CA, 90028	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-412113	CLM	Christopher Jenkins	1982-09-18	UHC-46541-04	—	9681 Forest Ave, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-401698	CLM	Steve G Jensen	1981-11-03	—	3023507889	5564 Washington St, Minneapolis, MN, 55430	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-416403	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-416402	CLM	Harold Rojas	—	UHC-16881-88	—	4310 Ridge Rd, Fresno, CA, 93794	0.54	Date of birth unreadable Phone missing area code State name converted to code Whitespace trimmed+1 more
CLM-423923	CLM	GeorgeJunk	1990-12-21	—	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared+1 more
CLM-430168	CLM	Lawrence I Ray	—	UHC-62884-26	—	475 Pine Dr, Jacksonville, FL, 32213	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
CLM-401749	CLM	Kelly Harper	2003-03-10	UHC-75619-53	3243422924	8799 Jefferson Ave, San Diego, CA	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419004	CLM	Reynolds Wei	1973-07-01	UHC-28141-19	—	2782 Apache Blvd, Scottsdale, AZ, 85297	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405259	CLM	Frank Padilla	1964-02-14	UHC-18739-54	6403168158	3588 River Rd, Minneapolis, MN	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411393	CLM	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
CLM-412928	CLM	Justin Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407999	CLM	Jean Waatkins	1990-03-21	—	—	5101 Mountain View Dr, Seattle, WA	0.54	Name split from “Last, First”State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-424915	CLM	Debra R Knight	1991-04-27	UHC-42617-07	—	4546 Church St, Tampa, FL, 33644	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401974	CLM	Justin Myers	1972-03-15	—	—	1634 Apache Blvd, San Diego, CA, 92189	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416636	CLM	Ann G Stewart	1946-07-10	—	—	6460 Valley View Dr, Gilbert, AZ, 85295	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407143	CLM	Dylan Watkins	2007-10-27	—	—	343 Bayshore Dr, Seattle, WA, 98191	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-414983	CLM	Henry Gray	1948-10-20	—	—	9612 Jefferson Ave, Charlotte, NC	0.54	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+1 more
CLM-422571	CLM	Valentina Wong	—	UHC-87911-51	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more

30,862 rows, page 54 of 618Previous Next