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-429052	CLM	William Hall	1975-07-16	—	—	1847 Pine Dr, Scottsdale, AZ, 85272	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-425876	CLM	Maria Green	1959-06-16	UHC-28618-76	—	5973 Meadow Ln, Nashville, TN, 37270	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-421238	CLM	Elizabeth Parker	1941-06-22	UHC-00177-45	4622746372	1852 Cedar Ln, Seattle, WA, 98141	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403386	CLM	Margaret G Daniels	1967-05-01	—	9134685584	6083 Canyon Rd, Tucson, AZ, 85725	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-403531	CLM	Megan Davis	1994-06-27	—	9096427424	4311 Church St, Atlanta, GA, 30320	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415638	CLM	Janet Hamiltno	1985-07-11	UHC-48718-74	—	6953 Spring St, Chandler, AZ, 85200	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424460	CLM	Sarah Oliver	1992-12-26	UHC-68141-22	—	8057 Cedar Ln, Columbus, OH, 43217	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421622	CLM	Olivia Gonzales	1943-12-08	UHC-00411-18	9682994643	8846 Apache Blvd, Seattle, WA, 98151	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-400008	CLM	Sophia Ramirez	1974-07-12	UHC-63528-88	7196681436	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400007	CLM	Sophia Ramirez	1974-07-12	UHC-63528-88	7196681436	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-419577	CLM	Jeremy James	2008-03-04	UHC-50115-88	—	5158 Park Pl, Nashville, TN, 37242	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412010	CLM	Jose Campbell	1980-01-09	UHC-70117-04	—	5850 Union St, Jacksonville, FL, 32269	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414461	CLM	Noah Garrett	1984-06-17	UHC-99638-91	7952268932	3201 Sunset Blvd, Charlotte, NC, 28246	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431244	CLM	Theresa Singh	1948-04-09	UHC-14998-79	4599033090	8027 Union St, Austin, TX, 78747	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407217	CLM	Theresa Espinoza	1979-02-20	—	—	8697 Mountain View Dr, Orlando, FL, 32873	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-408018	CLM	Beverly L Rios	1945-10-15	UHC-66895-93	—	5655 Park Pl, Columbus, OH, 43210	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413313	CLM	Teresa J Larson	—	—	8062937259	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-421231	CLM	Catherine Anderson	—	UHC-68010-04	—	—	0.78	Name re-cased Date of birth unreadable Member ID reformatted Whitespace trimmed+1 more
CLM-431942	CLM	Tyler Fisher	1970-10-15	UHC-12257-40	—	7191 Forest Ave, Fresno, CA, 93796	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404886	CLM	Alan Castillo	1954-06-12	UHC-85083-26	—	—	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
CLM-417256	CLM	Jerry Adas	1969-04-08	—	—	9223 Desert Sky Blvd, Phoenix, AZ, 85097	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413410	CLM	Bradley Martinez	1998-05-14	UHC-38793-60	—	7736 Pine Dr, Columbus, OH, 43237	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407004	CLM	Deborah Banks	1964-01-22	UHC-57459-80	9638990368	8093 Oak St, Phoenix, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-411239	CLM	Emily Walker	1957-12-26	UHC-96731-61	3812594600	541 Maple Ave, Austin, TX, 78749	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421361	CLM	Walter Cook	1962-06-25	UHC-07206-18	8353676991	4996 Meadow Ln, Tampa, FL, 33611	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408918	CLM	Wei Alexander	2003-03-09	—	—	7351 Park Pl, Phoenix, AZ, 85035	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424732	CLM	Joe Olson	1951-01-23	—	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-424733	CLM	Joe Olson	1951-01-23	—	4554462453	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Name re-cased City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421552	CLM	Kevin P King	1980-12-17	UHC-00010-37	—	7344 Indian School Rd, Sacramento, CA, 95823	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
CLM-413091	CLM	Natalie Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd, Miami, FL, 33177	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400591	CLM	Larry Richardson	1992-01-08	UHC-30947-57	4018202269	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-429786	CLM	Heather Ramirez	1984-02-13	—	7002360098	—	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
CLM-406709	CLM	Douglas Schultz	1954-10-05	UHC-05331-95	—	3506 Baseline Rd, Miami, FL, 33103	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-404241	CLM	Martha Romero	1971-12-09	UHC-86120-37	—	4012 Broadway, Sacramento, CA, 95809	0.78	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+1 more
CLM-426917	CLM	Juan E Nunez	1952-05-23	UHC-78483-83	—	8263 Camelback Rd, Tempe, AZ, 85266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412356	CLM	Deborah Gilbert	—	UHC-22494-09	7152997127	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-406792	CLM	Diana Estrada	1996-11-10	—	5762514278	2583 Harbor Blvd # 109, Eden Prairie, MN, 55397	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-404899	CLM	Zachary Gibson	1955-12-07	UHC-27948-29	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-410889	CLM	Katherine Bell	1997-07-13	—	—	8466 Bayshore Dr, Tempe, AZ, 85265	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404259	CLM	Melissa Thompson	1976-02-10	UHC-59296-89	4806760819	7633 Washington St, Scottsdale, AZ, 85205	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425128	CLM	Joshua Gray	1994-04-12	UHC-40679-05	8249883339	1373 Lincoln Way, Sacramento, CA, 95872	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-429246	CLM	Stephanie Thomas	1975-08-01	—	7312012011	4840 Elm St, Eden Prairie, MN, 55390	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406005	CLM	Janice Roberts	1981-08-28	—	9005793777	1097 Mountain View Dr, Eden Prairie, MN, 55330	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404031	CLM	Kyle Simpson	2007-04-15	UHC-10810-94	—	621 Palm Dr, Plano, TX, 75092	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423103	CLM	Kenneth Rios	1940-03-10	UHC-43039-54	8148105963	1594 Washington St, Mesa, AZ, 85226	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-431851	CLM	Jlie Evans	1978-10-16	UHC-51135-08	3204880468	847 Sage Ct, Tucson, AZ, 85791	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430824	CLM	Randy Wright	1947-08-15	UHC-97517-01	8902045648	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422252	CLM	Gerald Patterson	2003-01-01	UHC-56975-81	—	9706 Elm St, Austin, TX, 78757	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422887	CLM	Radny Stewart	1955-03-05	UHC-05456-20	—	8689 Grand Ave, San Diego, CA, 92137	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-420897	CLM	Austin Martinez	1967-10-23	UHC-11479-37	—	3253 Baseline Rd, Tempe, AZ, 85224	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

13,120 rows, page 134 of 263Previous Next