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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415395	CLM	Kathy Watkins	1972-05-26	UHC-19886-37	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-422067	CLM	Bradley Hernandez	2008-02-15	UHC-53383-59	2174508444	3819 Sunset Blvd, Seattle, WA, 98178	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412825	CLM	George Padilla	2005-01-20	—	9417304308	7600 Valley View Dr, Charlotte, NC, 28274	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-425999	CLM	Aissha Miller	2001-05-07	UHC-92764-59	2176511803	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427828	CLM	Alice Brooks	1957-09-21	UHC-89254-39	4584596642	2450 Sage Ct, San Antonio, TX, 78210	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401805	CLM	Natalie W Herrison	1962-12-17	UHC-82848-19	5344398162	3976 Broadway, Las Vegas, NV	0.78	Name re-cased Phone reformatted Address re-cased ZIP missing+1 more
CLM-401955	CLM	Rachel Burns	1978-10-24	UHC-77800-01	7872811378	9765 Sunset Blvd, Mesa, AZ, 85230	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427739	CLM	Donald T Howard	1993-03-21	—	6526879852	2317 Lake View Rd, Scottsdale, AZ, 85241	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-406999	CLM	Megan Williams	1939-04-10	UHC-64753-11	7909719764	8738 Washington St, Phoenix, AZ, 85049	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-410528	CLM	Diego Bowman	1990-12-23	—	9158017164	4924 Sage Ct, Nashville, TN	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-404930	CLM	Cynthia Chapman	1978-05-02	UHC-75673-50	3906447278	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-413042	CLM	Kelly Little	2008-11-24	UHC-49705-38	3968278273	1047 Palm Dr, Austin, TX, 78762	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-414024	CLM	Harold Allen	1982-05-24	UHC-32188-32	7466087016	4801 Mountain View Dr, Atlanta, GA, 30350	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402490	CLM	Sandra Morris	1976-08-19	—	6228348788	8039 Valley View Dr, Minneapolis, MN, 55428	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413114	CLM	Carol G Fowler	1995-04-09	—	2275168933	7684 Lincoln Way, Sacramento, CA, 95821	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400247	CLM	Jonathan Black	1952-12-24	—	6365861447	6042 Forest Ave, Seattle, WA, 98184	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-402378	CLM	Julia Bailey	1954-05-06	UHC-66212-73	2409294354	9691 Church St, Charlotte, NC, 28251	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-400847	CLM	Roger B Hamilton	1970-08-26	UHC-09343-47	8397472337	380 Spring St, Jacksonville, FL, 32208	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401352	CLM	Carolyn Snyder	1981-08-10	—	7363917189	6684 Meadow Ln, Scottsdale, AZ, 85288	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409026	CLM	Emily W Murray	1963-08-23	UHC-02083-82	9015664820	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-402753	CLM	Nicole Park	1990-09-14	—	7682429092	2838 Bayshore Dr, Mesa, AZ, 85274	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-430246	CLM	Brenda Vega	1973-12-15	—	9328303791	1299 Ridge Rd, Orlando, FL, 32860	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-406266	CLM	Sarah Stewart	2004-02-25	UHC-84406-92	8383298966	9196 Sunset Blvd, Gilbert, AZ, 85210	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407435	CLM	Abmer X Fowler	—	UHC-88541-95	5392307779	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
CLM-406014	CLM	Donald Luna	1955-01-09	UHC-18639-83	2685572026	8713 Main St, Scottsdale, AZ, 85205	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-408580	CLM	Kelly Flores	1962-07-20	—	3128795903	4296 Pine Dr, Eden Prairie, MN, 55381	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428003	CLM	Helen Garcia	1973-01-28	UHC-38530-83	9082605200	8801 Forest Ave, Fresno, CA, 93720	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432497	CLM	Kelly Gonzalez	1990-11-16	UHC-45875-06	8675531899	6614 Central Ave, Jacksonville, FL	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-416871	CLM	Brenda Ortiz	1973-05-20	UHC-96228-35	6006619747	4107 Palm Dr, Fresno, CA, 93701	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-417828	CLM	Ashley Bradley	1956-04-18	—	9799207989	6661 Apache Blvd, Las Vegas, NV, 89153	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-404865	CLM	Mary Flores	1956-07-28	UHC-18073-20	5874512424	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-409395	CLM	Theresa Ferguson	1971-08-02	UHC-72869-72	8169818524	4160 Harbor Blvd, Dallas, TX, 75223	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-409394	CLM	Theresa Ferguson	1971-08-02	UHC-72869-72	8169818524	4160 Harbor Blvd, Dallas, TX, 75223	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-421166	CLM	Frances Diaz	1972-11-19	UHC-60722-75	6888686172	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-428502	CLM	Kimberly Howard	2008-09-21	—	2426604068	1953 Desert Sky Blvd, Chandler, AZ, 85280	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-430905	CLM	Roger Santiago	1988-10-20	UHC-01621-13	3124528801	6341 Market St, Columbus, OH, 43215	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429277	CLM	John Bell	1979-07-03	UHC-89686-04	3126068312	4113 Market St, Tucson, AZ, 85785	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
CLM-412967	CLM	Janice Hunt	—	UHC-20449-42	8569003404	5192 Lincoln Way, Charlotte, NC, 28268	0.78	Date of birth unreadable Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-422231	CLM	Hiroshi Schultz	1978-07-23	—	9873904263	2330 Palm Dr, Phoenix, AZ, 85079	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422780	CLM	Kimberly Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-405214	CLM	Barbara Howard	2002-07-14	UHC-62387-23	2102620539	6324 Mountain View Dr Apt 6, Jacksonville, FL, 32235	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-414629	CLM	Kathryn Gray	2000-06-03	—	5146624207	2024 Indian School Rd, Nashville, TN, 37234	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420175	CLM	Jess G Marquez	1995-02-23	—	5697120059	2107 Sunset Blvd, Gilbert, AZ, 85212	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-424675	CLM	Patricia Gibson	1979-12-07	UHC-40185-58	4874149509	7601 Hillcrest Rd Apt 37, Atlanta, GA, 30327	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-406872	CLM	Roy Dunn	2005-06-22	UHC-64037-81	4687803368	4764 Ocean Ave, Glendale, AZ, 85329	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415127	CLM	Karen Turner	1995-07-17	UHC-23665-06	9616543257	6370 Ocean Ave, Plano, TX, 75049	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
CLM-403947	CLM	Ralph W Garza	1947-08-28	—	9834411893	3855 Jefferson Ave, Charlotte, NC, 28271	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407473	CLM	Brenda Stephens	1965-07-27	UHC-83061-21	5736872252	3910 Forest Ave, Phoenix, AZ, 85033	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-430645	CLM	Rebecca Gardner	1948-03-04	UHC-93513-53	4163847386	9408 Union St, Eden Prairie, MN, 55377	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418418	CLM	Henry Wells	1938-11-01	—	2087534582	539 Lincoln Way, Plano, TX, 75092	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more

11,960 rows, page 144 of 240Previous Next