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-414387	CLM	Carl Vasquez	—	—	3964821958	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
CLM-400834	CLM	Julie Webb	1951-02-14	UHC-82880-52	8449153139	3557 Palm Dr, Eden Prairie, MN, 55331	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-413102	CLM	Kelly Guarrero	1998-08-13	—	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-429222	CLM	Aisha Laron	1949-09-22	UHC-69901-39	—	3250 Broadway, Eden Prairie, MN, 55381	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-430576	CLM	Arthur Robertson	1989-05-18	UHC-01568-37	—	1090 River Rd, Glendale, AZ, 85315	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423170	CLM	Brandon Long	1963-11-17	UHC-49927-34	7009230695	6600 Ocean Ave, Tampa, FL, 33649	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-404595	CLM	Amber W Mejia	1953-02-17	—	—	5149 Mesa Dr, Gilbert, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-431187	CLM	Jason Kelley	1949-01-20	UHC-48760-69	—	3706 Valley View Dr, Houston, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-411276	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-421295	CLM	Harrold Espinoza	1984-09-28	UHC-90072-37	—	3889 Canyon Rd, Glendale, AZ, 85302	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-432806	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-432807	CLM	Carlos K Payne	—	UHC-13103-96	8973881268	3843 Broadway, Houston, TX, 77040	0.66	Name re-cased Date of birth unreadable State name converted to code Whitespace trimmed+1 more
CLM-400863	CLM	Joan I Lane	—	—	—	573 Willow Ct, Plano, TX, 75001	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
CLM-427372	CLM	Valentina Griffin	1968-09-04	UHC-04517-60	—	6018 Washington St, Nashville, TN, 37286	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420851	CLM	Julia McDonald	1990-11-24	UHC-03252-20	3606643257	7526 Hillcrest Rd, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-413478	CLM	Noah Moreno	1950-01-19	UHC-70253-94	—	2347 Bayshore Dr # 591, Charlotte, NC, 28283	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-428587	CLM	Joseph E Porter	2007-06-07	—	—	1656 Church St, Orlando, FL, 32833	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425500	CLM	Randy Gonsales	2005-02-16	—	4075431196	7227 Washington St Apt 40, Denver, CO, 80267	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
CLM-420016	CLM	Mark Lopez	1989-03-13	—	—	7194 Park Pl, Sacramento, CA, 95843	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421204	CLM	Kathleen Santiago	1943-10-11	—	—	3108 Apache Blvd, Las Vegas, NV, 89163	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407627	CLM	Frances West	1971-03-02	UHC-96840-78	4808890299	4234 Harbor Blvd, Houston, TX, 77069	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408719	CLM	Susan Chavez	1981-09-21	UHC-26482-42	3233610184	6323 Camelback Rd, Charlotte, NC, 28229	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428330	CLM	Gary Schultz	1974-05-01	UHC-32024-80	—	2035 Jefferson Ave, Tucson, AZ, 85747	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
CLM-414519	CLM	Jose Owens	1987-02-07	UHC-85056-73	—	1384 Pine Dr, Plano, TX, 75061	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417920	CLM	Patrick Meyer	1952-03-22	UHC-05803-05	6454029937	6386 Sage Ct, Dallas, TX, 75260	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-426030	CLM	Justin F Roggers	2001-12-10	—	—	9050 Willow Ct Apt 17, San Diego, CA, 92122	0.66	Middle initial moved out of first name Name re-cased Unit split from street Whitespace trimmed+1 more
CLM-417080	CLM	Camila P Hamilton	—	UHC-40053-43	—	1205 Washington St, Tempe, AZ, 85205	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-408028	CLM	Nicholas Salazar	2008-05-07	—	—	280 Union St, San Diego, CA, 92107	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-432026	CLM	Jose K Carpenter	1943-04-07	UHC-84499-49	—	4048 Willow Ct Apt 2, Plano, TX, 75049	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-416542	CLM	Janet Henderson	1976-07-16	UHC-29228-29	—	7039 Mountain View Dr # 867, Houston, TX, 77055	0.66	Name re-cased Member ID reformatted Unit split from street State name converted to code+1 more
CLM-432227	CLM	Wayne Contreras	1939-08-03	UHC-45743-43	—	8608 Hillcrest Rd, Charlotte, NC, 28217	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-404783	CLM	Arthur Alexander	1956-08-20	UHC-11557-51	—	4818 Market St, Nashville, TN, 37273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-418315	CLM	Julia Collins	1945-11-09	UHC-49715-81	—	3643 Sunset Blvd, Mesa, AZ, 85267	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-423782	CLM	Sam Andrews	2009-11-08	—	—	7446 Washington St, Las Vegas, NV, 89129	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417343	CLM	Kimberly Austin	1999-02-22	—	9814286798	1735 Church St, Charlotte, NC, 28268	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-401464	CLM	Lawrence Tucker	1983-12-11	—	—	1664 Valley View Dr Apt 37, Plano, TX, 75024	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
CLM-427094	CLM	Joan Ross	1959-10-25	UHC-79586-26	9263764800	1875 Elm St, Sacramento, CA, 95822	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415817	CLM	Patricia Payne	2003-11-14	UHC-57067-49	—	4502 Cedar Ln, Minneapolis, MN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-421970	CLM	Jonathan M Gibson	1978-02-08	UHC-88509-08	—	3380 Lake View Rd, Seattle, WA	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-401701	CLM	Jack C Estrada	1991-01-14	—	9288505242	3522 Market St, Miami, FL, 33185	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-430959	CLM	Amber Diaz	1955-11-26	UHC-29467-25	—	5873 Central Ave, Dallas, TX, 75273	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410813	CLM	Arjun Russell	1978-03-14	UHC-27441-79	—	3080 Palm Dr, Sacramento, CA, 95858	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415451	CLM	Jacqueline Young	1969-01-27	UHC-67667-24	—	5905 Maple Ave, Glendale, AZ, 85348	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-404770	CLM	Luis Park	1950-09-14	—	—	759 Forest Ave, Houston, TX	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-403106	CLM	Ethan Stevens	1961-05-25	UHC-83036-06	—	7486 River Rd, Dallas, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-402495	CLM	Evelyn P Fisher	2005-10-08	UHC-52353-84	—	489 Highland Ave, Sacramento, CA, 95826	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-403889	CLM	Henry M Tran	1977-01-13	UHC-54488-12	—	4058 Palm Dr, Miami, FL, 33124	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-403940	CLM	Diego Pena	1993-08-12	UHC-86712-48	—	43 Washington St, Atlanta, GA, 30375	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
CLM-408508	CLM	Brenda P Obrien	2004-09-12	—	—	2758 Jefferson Ave, Denver, CO, 80263	0.66	Name split from “Last, First”Name re-cased Street suffix standardised Address re-cased+1 more
CLM-419763	CLM	Kathy Gomze	2004-01-22	UHC-29714-20	4444697791	4910 Hillcrest Rd Apt 4, Minneapolis, MN, 55402	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more

13,120 rows, page 76 of 263Previous Next