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
TPA-60678	TPA	Julie Arnold	1981-09-06	—	—	9290 Oak St, Tempe, AZ, 85261	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57097	TPA	Amanda I Hayes	1991-04-02	—	4415156189	5103 River Rd, Denver, CO, 80204	0.54	Street suffix standardised Address re-cased State name converted to code 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
ENR-141275	ENR	Jeremy Roberts	2002-08-08	UHC-15499-53	2922886180	1986 Church St, Atlanta, GA, 30319	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58530	TPA	Ortega Raymond	—	—	—	6056 Valley View Dr, Chandler, AZ, 85263	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-131423	ENR	Mray L Bishop	1971-12-21	UHC-15059-18	—	4398 Sage Ct, Glendale, AZ, 85301	0.54	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-51732	TPA	Brenda Ramos	1979-01-12	—	—	4632 Spring St, Tampa, FL, 33659	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-24824	PRV	Joyce E Hanson	1944-01-14	—	—	2684 Grand Ave, Plano, TX, 75062	0.54	Name split from “Last, First”Street suffix standardised Address re-cased 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
TPA-54890	TPA	Camila Jones	2007-03-06	—	—	4149 Bayshore Dr, Tampa, FL, 33633	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56352	TPA	Douglas Mendez	1947-12-11	UHC-96845-13	—	5921 Washington St, Miami, FL, 33188	0.54	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed+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
TPA-58558	TPA	Diane Schmidt	1938-12-10	—	—	2641 Broadway, Miami, FL, 33166	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-110529	ENR	Diane N Perez	1968-05-22	UHC-33040-39	8738954054	4520 Spring St # 384, Plano, TX, 75097	0.54	Unit split from street 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
TPA-58823	TPA	Steen Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-63430	TPA	Omar V Fisher	1995-03-19	—	—	8386 Ocean Ave, Las Vegas, NV	0.54	Name split from “Last, First”Street suffix standardised Address re-cased 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
TPA-56464	TPA	Susan Carr	2005-06-19	—	—	8577 Spring St # 747, Charlotte, NC, 28263	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+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
TPA-63098	TPA	Amber Delgado	1972-11-06	—	—	1854 Union St, Seattle, WA, 98150	0.54	Name split from “Last, First”Street suffix standardised Address re-cased 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
ENR-109733	ENR	Priya Ortiz	—	UHC-99723-31	—	3345 Baseline Rd # 550, Tucson, AZ, 85783	0.54	Date of birth unreadable Unit split from street 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
TPA-59076	TPA	Nicholas V Campbell	2004-08-21	—	—	5205 Elm St, Scottsdale, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+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
PRV-27821	PRV	Stephanei J Moore	1978-07-04	UHC-96480-12	5987382091	4646 Ridge Rd, San Antonio, TX, 78256	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+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
TPA-59062	TPA	Carlos S Schmidt	1942-01-28	—	6087291157	886 Ridge Rd Apt 3, Atlanta, GA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-55323	TPA	Grace Sandoval	—	—	—	9578 Camelback Rd, Columbus, OH, 43245	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+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
TPA-64319	TPA	Douglas Lukas	1944-09-12	—	7837058963	2791 Forest Ave, Las Vegas, NV, 89177	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+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
TPA-59511	TPA	Victoria Barnes	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133372	ENR	Scott Reed	1965-09-13	UHC-22245-78	6606496281	9322 Lincoln Way Apt 24, Denver, CO, 80259	0.54	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+1 more
TPA-52691	TPA	Hanneh Green	1981-12-16	—	—	9332 Camelback Rd, Dallas, TX, 75293	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

71,257 rows, page 137 of 1,426Previous Next