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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-431669	CLM	Michael A Howard	1947-06-26	UHC-16390-23	—	2431 Park Pl, Las Vegas, NV, 89151	0.54	Name split from “Last, First”Two-digit birth year Member ID reformatted State name converted to code+1 more
CLM-409671	CLM	Jeffrey Garza	1979-09-09	UHC-77639-01	—	6249 Mesa Dr, Atlanta, GA, 30366	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424161	CLM	Randy Maldonado	1963-10-24	UHC-17028-42	—	8563 Apache Blvd, Glendale, AZ, 85369	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-432714	CLM	Harold L Hansun	1959-12-11	UHC-26394-19	—	8336 Hillcrest Rd, Plano, TX, 75075	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-417401	CLM	Kyle Lynch	1947-10-15	UHC-65995-18	—	7672 Washington St, Phoenix, AZ, 85018	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406309	CLM	Joseph Thompson	1944-11-23	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-405207	CLM	Fatima Richardson	1959-12-19	UHC-74401-31	—	3512 Elm St, Phoenix, AZ, 85006	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-418600	CLM	Debborah Simpson	1939-04-23	—	3967030866	5622 Forest Ave, Nashville, TN, 37285	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419417	CLM	Jimmy Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
CLM-430218	CLM	Noah Bryant	1967-03-10	UHC-41330-62	3938230395	5903 Palm Dr # 428, Atlanta, GA, 30343	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
CLM-412318	CLM	John Burke	1977-07-17	—	—	126 Main St, Tempe, AZ	0.54	Two-digit birth year State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-412317	CLM	John Burke	1977-07-17	—	—	126 Main St, Tempe, AZ	0.54	Two-digit birth year State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-430640	CLM	Cynthia Stone	1942-04-06	UHC-70398-69	—	3601 Canyon Rd, Fresno, CA, 93754	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418869	CLM	Duncan Kathryn	1966-07-24	UHC-43519-95	—	8671 Forest Ave, Atlanta, GA, 30336	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-425362	CLM	Steven Park	2007-11-17	UHC-63840-34	—	9470 Pine Dr Apt 18, Austin, TX, 78751	0.54	Name re-cased Two-digit birth year Unit split from street ZIP+4 trimmed+1 more
CLM-421559	CLM	Greg S Luna	1953-02-15	UHC-66734-89	—	7307 Camelback Rd, Minneapolis, MN, 55495	0.54	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+1 more
CLM-414026	CLM	Bruce Bradley	1978-04-08	UHC-17909-89	—	9096 Washington St, Glendale, AZ, 85382	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
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-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-428715	CLM	Frances Spencer	1992-07-12	—	—	—	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+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-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-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-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-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-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-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-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-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-409696	CLM	Carlos Chavez	1943-08-28	—	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-431392	CLM	Jerry Roberts	2005-11-21	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-429753	CLM	Joseph Brooks	1949-02-20	UHC-78973-47	—	4944 Lake View Rd, Tampa, FL, 33658	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-415330	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	—	9841 Meadow Ln, Chandler, AZ, 85236	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-425884	CLM	Raymond Jenkins	2004-03-16	—	—	669 Washington St, Plano, TX, 75097	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-422655	CLM	Olivia McCoy	1969-04-26	UHC-44552-76	—	7460 Highland Ave, Minneapolis, MN, 55445	0.54	Name split from “Last, First”Two-digit birth year State code upper-cased Gender normalised+1 more
CLM-426932	CLM	Brittany Moore	2007-05-24	—	—	2956 Sunset Blvd, Tampa, FL, 33651	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-415342	CLM	Soia Wislon	2004-06-18	UHC-06608-41	—	3482 River Rd, San Diego, CA, 92138	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-413772	CLM	Nathan L Smith	1967-01-13	—	6572394061	7425 Ridge Rd, Mesa, AZ, 85215	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-411170	CLM	Russell Andrews	1989-04-11	UHC-37663-59	—	2725 Pine Dr, Chandler, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-428979	CLM	Daniel K Garcia	1979-10-23	UHC-19096-65	8058044584	7751 Union St, Seattle, WA, 98152	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427425	CLM	Bradley Elliott	1981-03-20	—	—	8883 Mesa Dr, Tucson, AZ, 85737	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425711	CLM	Ronald D Morales	1948-01-28	—	—	2228 Church St, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-424899	CLM	Diego Freeeman	1971-12-28	UHC-98952-98	—	3303 Ocean Ave, Glendale, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-405133	CLM	Richhard Silva	2000-07-04	—	—	1302 Meadow Ln Apt 23, San Diego, CA, 92143	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more

2,168 rows, page 12 of 44Previous Next