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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-416312	CLM	Kathleen Johnston	1964-01-05	—	6596069361	1204 Highland Ave, Los Angeles, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429791	CLM	Ashley Coleman	1950-09-15	—	—	4299 Washington St, Los Angeles, CA, 90057	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-414661	CLM	Susan Carr	2005-06-19	UHC-11023-15	—	5207 Pine Dr, Las Vegas, NV, 89177	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-409698	CLM	Eugene Coleman	1986-01-20	UHC-30788-02	—	9066 Ocean Ave, Austin, TX, 78748	0.52	Name re-cased SSN last four extracted State name converted to code Gender normalised+2 more
CLM-401823	CLM	Cynthia Nelson	—	—	—	4108 Forest Ave Apt 7, Orlando, FL, 32858	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-409295	CLM	Stephenie Hamilton	1963-09-04	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432702	CLM	Jack Kelly	1977-05-26	UHC-23475-39	—	6237 Harbor Blvd, Seattle, WA, 98176	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-405184	CLM	Austin Watson	1998-06-16	UHC-30177-94	—	7865 Highland Ave, Minneapolis, MN, 55425	0.52	Name re-cased Two-digit birth year State name converted to code Gender normalised+2 more
CLM-420054	CLM	Teresa Snyder	2006-03-14	UHC-84654-02	—	750 Church St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413262	CLM	Edward Alvarez	1948-01-05	UHC-92725-88	8786178484	9770 Highland Ave, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405160	CLM	Alexis Fox	2007-04-26	UHC-32649-36	—	7627 Indian School Rd Apt 38, Gilbert, AZ, 85200	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411983	CLM	Fuller Christian	1993-07-18	—	—	7702 Harbor Blvd, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411892	CLM	Ryan Fuller	1965-12-23	—	7176395510	9460 Elm St, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401286	CLM	Emma Valdez	—	UHC-16477-14	—	5102 Cedar Ln, Seattle, WA, 98192	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-403283	CLM	Judith E Gilbert	1955-10-23	UHC-52805-66	—	7478 Market St, Austin, TX, 78715	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404044	CLM	Robert Wng	1951-08-03	UHC-24041-45	—	167 Harbor Blvd, Sacramento, CA, 95888	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427819	CLM	Andrea Armstrong	1958-04-28	UHC-90391-35	—	1343 Willow Ct, Tampa, FL, 33602	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404417	CLM	Hiroshi Mills	1962-05-01	UHC-42502-08	2497153941	1782 Highland Ave # 310, Las Vegas, NV, 89162	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-429119	CLM	Herrera G Jim	—	—	—	4491 Church St Apt 16, Denver, CO, 80228	0.52	Name re-cased Date of birth unreadable Unit split from street ZIP+4 trimmed+2 more
CLM-417149	CLM	Maria Hansen	1977-08-11	—	—	7203 Central Ave, Los Angeles, CA	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-414648	CLM	Philip Shaw	—	UHC-81336-84	9492235526	5551 Willow Ct Apt 26, Nashville, TN, 37243	0.52	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
CLM-404191	CLM	Logan Elliott	1951-02-03	UHC-52877-90	—	3366 Harbor Blvd, Los Angeles, CA	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402641	CLM	Anthony Hoffman	1977-01-02	UHC-25832-74	—	7546 Main St, Mesa, AZ, 85263	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-430386	CLM	Donna Lawson	—	—	8453023316	112 Grand Ave Apt 4, Phoenix, AZ, 85030	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-423105	CLM	Donald B Weaver	1967-07-01	—	—	9560 Valley View Dr, Columbus, OH	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-400539	CLM	Austin Brooks	2003-06-19	UHC-83271-97	—	749 Maple Ave, Tempe, AZ, 85261	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402235	CLM	Jack Jimenez	1965-07-22	UHC-31944-66	—	1751 Apache Blvd # 717, Tucson, AZ, 85725	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-423854	CLM	Lawrence Braynt	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-432086	CLM	Arthur Wilson	—	—	—	8847 Ridge Rd, Chandler, AZ, 85284	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-426573	CLM	Terry A Butlr	2008-10-10	UHC-98914-41	2586641575	5887 Jefferson Ave Apt 16, Plano, TX, 75041	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-418129	CLM	Amber Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419154	CLM	Terry Fernandez	1985-03-27	UHC-26247-59	—	6649 Grand Ave, Jacksonville, FL, 32250	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-416750	CLM	Jordan Fisher	1949-10-12	UHC-55830-11	—	7641 Mesa Dr, Denver, CO	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411977	CLM	Frank Castillo	2005-01-02	—	—	3298 Jefferson Ave, Miami, FL, 33129	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-425348	CLM	Dot Patterson	—	—	—	3384 Cedar Ln, Nashville, TN, 37266	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
CLM-408569	CLM	Timothy Obrien	1994-05-22	UHC-68603-34	9698669011	631 Sunset Blvd, Mesa, AZ, 85232	0.52	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-423035	CLM	Camila J Guerrero	1977-02-06	—	—	3791 Ridge Rd, Charlotte, NC, 28218	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-415201	CLM	Emily X Contreras	1984-11-12	—	—	1247 Baseline Rd, San Antonio, TX, 78220	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-403424	CLM	Grace I Robertson	1940-03-22	UHC-83130-16	5547331813	101 Sunset Blvd, Las Vegas, NV, 89158	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-430251	CLM	Ashley Q Mejia	1969-02-05	UHC-53643-77	—	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.52	Name re-cased Phone missing area code ZIP+4 trimmed Gender normalised+2 more
CLM-420872	CLM	Donna Cook	1978-02-12	—	8798708298	6955 Maple Ave # 791, Scottsdale, AZ, 85256	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405470	CLM	Nathan Obrien	—	UHC-35857-33	—	9887 Apache Blvd, Tempe, AZ, 85200	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-420649	CLM	Ralph Nichols	1962-06-14	UHC-69144-34	—	5689 Lincoln Way, Chandler, AZ, 85269	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419612	CLM	Cynthia Banks	1996-04-05	UHC-21793-89	—	8267 Ridge Rd, Minneapolis, MN, 55489	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413010	CLM	Mary Y Powell	—	UHC-10162-80	3326072968	2667 Indian School Rd Apt 37, Atlanta, GA, 30336	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-410002	CLM	Priya McDonald	2007-08-25	UHC-04817-13	—	5470 Market St Apt 30, Tucson, AZ, 85708	0.52	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-428981	CLM	Helen H Bishop	1992-01-16	—	—	1149 Forest Ave, Chandler, AZ, 85253	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409921	CLM	Alexis Ruiz	1973-05-05	—	—	3858 Harbor Blvd, Sacramento, CA, 95828	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427120	CLM	Lisa Graham	1956-08-06	UHC-69384-55	—	6089 Apache Blvd, Eden Prairie, MN, 55377	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more

13,120 rows, page 17 of 263Previous Next