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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402449	CLM	Betsy V Freeman	1945-09-03	—	—	3288 Valley View Dr, Denver, CO, 80200	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+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-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-403892	CLM	Betty Willis	2006-05-12	UHC-26725-43	9413319643	7434 Canyon Rd, Gilbert, AZ	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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-412933	CLM	Cheryl K Guzman	2008-10-09	UHC-71613-42	9677166258	9620 Main St Apt 28, Minneapolis, MN, 55422	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-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-407324	CLM	Michael Ray	1942-10-25	UHC-73727-67	—	6408 Desert Sky Blvd, Dallas, TX	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+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-400603	CLM	Katherine B Spencer	1941-12-05	UHC-92145-04	—	7159 Jefferson Ave, Eden Prairie, MN	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+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-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-410359	CLM	Ahmed Riley	2007-03-13	UHC-08481-83	—	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.54	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+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-402301	CLM	Lawrece K Johnston	1952-10-18	UHC-57335-96	—	5968 Park Pl, Chandler, AZ, 85223	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed 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-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-407424	CLM	Priya Ortiz	1946-06-05	—	—	3345 Baseline Rd, Tucson, AZ, 85783	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-423584	CLM	Haroold O Howell	—	UHC-51378-74	4844312628	2564 Valley View Dr, Tucson, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411784	CLM	Barbara M Yang	2003-08-06	—	—	2610 Palm Dr # 245, Sacramento, CA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-408406	CLM	Marilyn N Meyer	1969-04-26	—	4338874914	7037 Forest Ave, Fresno, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-428872	CLM	Walter Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-418083	CLM	Laura Banks	1969-10-15	—	—	5289 Lake View Rd Apt 14, Scottsdale, AZ, 85273	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-406231	CLM	Victoria Z Schmidt	1988-06-12	UHC-00189-24	5377627244	4939 Church St, Gilbert, AZ, 85276	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425234	CLM	David Nguyen	1992-12-28	—	—	7691 Washington St # 884, Jacksonville, FL, 32288	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406588	CLM	Tyler Young	1981-07-21	UHC-00161-11	—	7471 Ocean Ave, Tampa, FL, 33657	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-424593	CLM	Paul D Estrada	—	UHC-63153-81	9586879366	5930 Ridge Rd, Seattle, WA	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
CLM-414370	CLM	Diane Weaver	1964-05-12	UHC-06730-84	—	2791 Maple Ave Apt 21, Atlanta, GA, 30319	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more

16,411 rows, page 53 of 329Previous Next