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-432339	CLM	Christian Moreno	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ, 85213	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-415056	CLM	Raymond Kim	2002-05-10	—	7678130137	1535 Main St, Tempe, AZ, 85297	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-422227	CLM	Patrick Ortega	2001-07-02	UHC-45462-68	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+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-415064	CLM	Jackson I Marilyn	1975-03-27	—	5614313140	5334 Hillcrest Rd, Nashville, TN, 37237	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-408372	CLM	Annna Coleman	2006-03-20	—	—	9158 Washington St, Austin, TX, 78747	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-427603	CLM	Joseph Day	1948-02-19	UHC-72292-79	—	6135 Apache Blvd, Miami, FL, 33133	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410391	CLM	Steven Parker	1949-06-25	UHC-34642-01	9399111135	7981 Spring St, Phoenix, AZ, 85070	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-426691	CLM	Christian I Patel	1995-02-19	UHC-73526-77	2496531835	1065 Maple Ave, Atlanta, GA, 30358	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-423492	CLM	Gabriel Bell	1976-12-08	—	4772846941	7713 Market St, Tampa, FL, 33634	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-430981	CLM	Karen Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.64	Name re-cased Two-digit birth year 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-425261	CLM	Amy Fisher	1975-05-19	UHC-32895-69	2398252548	653 Washington St, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-403829	CLM	Marquez Mason	1998-12-04	UHC-73096-61	6466029964	3220 Maple Ave, Sacramento, CA, 95843	0.64	Name re-cased Phone 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-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-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-417693	CLM	Joan X Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404511	CLM	Daniel Allen	1944-11-27	UHC-80230-70	—	9804 Camelback Rd, Houston, TX, 77018	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421550	CLM	Frances Vega	2006-03-18	UHC-07350-60	—	2973 Elm St, Miami, FL, 33150	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426952	CLM	Gerald Dean	1964-08-14	UHC-07212-83	—	6063 Ridge Rd, San Diego, CA, 92196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-428918	CLM	Donald O Cooper	1989-03-11	—	5756987106	4619 Central Ave, Los Angeles, CA, 90000	0.64	Name re-cased Phone reformatted 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-415101	CLM	Michelle Lee	1942-09-04	—	—	182 Canyon Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-425666	CLM	Alexis O Vasquez	1968-08-12	UHC-44563-43	7719250588	6026 Ocean Ave, Chandler, AZ, 85241	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-400235	CLM	Angela Espinoza	1979-07-09	UHC-96990-15	—	6531 Ocean Ave, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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

16,411 rows, page 105 of 329Previous Next