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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427053	CLM	Bryaan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420825	CLM	George Foster	1972-01-04	UHC-93150-43	6028437312	1130 Mesa Dr, Orlando, FL, 32826	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428333	CLM	Danielle C Grant	1943-09-06	—	7436538896	9196 Harbor Blvd, Charlotte, NC	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418197	CLM	Diana Black	1988-01-22	UHC-32855-08	—	4681 Forest Ave, Phoenix, AZ, 85070	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406485	CLM	Ralph Schultz	1980-08-17	UHC-47566-06	—	8278 Elm St, Miami, FL, 33140	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424085	CLM	Jean Owenns	1956-07-14	UHC-67566-52	—	4511 Cedar Ln, San Diego, CA, 92156	0.64	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-426985	CLM	Christine Hunter	—	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403937	CLM	Jerry W Vasquez	2000-12-19	UHC-81842-70	—	3137 Willow Ct # 888, Fresno, CA, 93701	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428451	CLM	Heather Jackson	1992-04-01	UHC-20288-13	5684539592	9590 Mesa Dr, Minneapolis, MN	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
CLM-401687	CLM	Bryan Walsh	1980-07-19	UHC-16393-73	7556900912	5966 Central Ave, Phoenix, AZ, 85035	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415937	CLM	Ralph Lynch	1951-05-27	—	—	7455 Cedar Ln, Chandler, AZ, 85246	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-430344	CLM	Margaret Fowler	1959-12-03	UHC-04517-23	5435551132	3661 Main St, Austin, TX, 78721	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405550	CLM	Lawrence Warren	1961-05-03	UHC-31399-31	—	7599 Indian School Rd, Miami, FL, 33150	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-410751	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St, Mesa, AZ, 85283	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-427607	CLM	Richard A Lawrence	1953-06-20	UHC-05636-56	—	7375 Sage Ct # 614, Eden Prairie, MN, 55371	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411536	CLM	Kenneth Santos	1944-04-09	UHC-35521-44	5226564984	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-419486	CLM	Raymond Sullivan	1989-08-22	—	4874231313	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-402846	CLM	Ronald Smith	2003-07-06	UHC-43052-53	—	9385 Park Pl, Atlanta, GA, 30332	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406579	CLM	Alexis Schultz	1942-08-23	UHC-14389-28	—	4330 Sage Ct, Minneapolis, MN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410220	CLM	David Y Yang	2008-01-27	UHC-06564-81	—	7936 Park Pl, Atlanta, GA, 30313	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412022	CLM	Patricia G Munoz	1947-10-21	—	9294153586	3866 Union St, Tucson, AZ, 85757	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-402663	CLM	Yuki Herrera	1996-01-20	UHC-52366-24	—	301 Elm St, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-424981	CLM	Olivia King	1954-02-21	UHC-33741-51	4013725209	6000 Cedar Ln, Scottsdale, AZ, 85281	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404325	CLM	Brenda Kelley	1939-09-06	UHC-29633-02	2376015830	1801 Park Pl, Dallas, TX, 75207	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-431464	CLM	Laryr Hunt	2006-04-09	—	—	7696 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424581	CLM	Amy Collins	1970-09-28	UHC-11297-50	—	4997 Maple Ave, Minneapolis, MN, 55493	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406875	CLM	Jonathan Ferguson	1945-06-13	UHC-93124-89	—	8474 River Rd, San Diego, CA, 92190	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426603	CLM	Christopher Simmons	1966-01-20	UHC-42124-69	—	882 Park Pl, Tempe, AZ, 85299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-403318	CLM	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418789	CLM	Bryan Morris	1944-12-09	—	3758720481	2367 Jefferson Ave, Tucson, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-400045	CLM	Maria McCoy	1980-10-08	—	—	9418 Forest Ave, Orlando, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418781	CLM	Doris Powell	1996-12-12	UHC-43897-58	3435112823	2154 Main St, Sacramento, CA, 95825	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-420328	CLM	Kyle Smith	1984-10-21	—	6009582377	2161 Jefferson Ave, Orlando, FL, 32827	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425138	CLM	Logan Davis	1975-12-05	UHC-19058-33	9412123448	2947 Palm Dr, Tampa, FL, 33616	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428759	CLM	Mason Flores	1946-01-06	UHC-05511-99	—	4535 Willow Ct, Austin, TX, 78736	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427020	CLM	Kelly Luna	1968-06-03	UHC-78201-10	5192734701	6508 Central Ave, Austin, TX, 78719	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415503	CLM	Ryan Mendez	1950-05-28	—	—	2824 Valley View Dr, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423081	CLM	Kenneth Nguyen	1989-12-14	—	8144767892	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+2 more
CLM-423124	CLM	Sandra Reynols	1946-09-26	UHC-58865-76	—	5433 Meadow Ln, Phoenix, AZ, 85035	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-431336	CLM	Brian Z Fox	1969-01-20	—	3014308839	4879 Spring St, Glendale, AZ, 85378	0.64	Phone reformatted City re-cased State name converted to code Gender normalised+2 more
CLM-420455	CLM	Janet Morales	1992-01-17	—	2562524520	1780 Spring St, Chandler, AZ, 85240	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405493	CLM	Rachel Wheeler	1968-04-06	UHC-03328-76	—	3159 River Rd, Chandler, AZ	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-402241	CLM	Jesse Stewart	1987-07-23	UHC-43749-60	—	6125 Oak St, Gilbert, AZ, 85258	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408198	CLM	Kathleen Wagner	1990-12-17	UHC-97845-16	7716306860	9711 Spring St Apt 18, Tampa, FL, 33653	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427204	CLM	William M Hansen	1974-02-21	UHC-24086-77	6437986171	201 River Rd, Jacksonville, FL, 32247	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406207	CLM	William Stewart	1976-08-11	UHC-87792-82	—	7629 Ridge Rd, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406208	CLM	William Stewart	1976-08-11	UHC-87792-82	—	7629 Ridge Rd, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416490	CLM	Tony Z Weaver	1999-03-14	UHC-71437-69	—	8177 Mountain View Dr, Fresno, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-400708	CLM	Karen T Rojas	1996-05-21	UHC-95344-65	9038384737	6039 Sage Ct, Miami, FL, 33184	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-426600	CLM	Pat Owens	1950-08-04	UHC-87048-14	—	3078 Ocean Ave, Nashville, TN, 37201	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more

18,771 rows, page 77 of 376Previous Next