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-421066	CLM	Don Daniels	2001-05-01	UHC-99841-01	—	6814 Valley View Dr, Dallas, TX, 75290	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-416673	CLM	Catheriine Lee	1967-03-15	UHC-31793-24	—	1926 Union St, Chandler, AZ, 85249	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405800	CLM	Julia McDonald	1999-01-04	UHC-38336-75	9039003988	9310 Washington St, Houston, TX, 77028	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420289	CLM	Sarah Hall	1963-09-18	—	7335977930	7399 Park Pl # 381, Gilbert, AZ, 85205	0.64	Phone reformatted Unit split from street City re-cased Gender normalised+2 more
CLM-431716	CLM	Carol Lane	1971-04-14	UHC-55885-02	—	1038 Apache Blvd, Dallas, TX, 75207	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406296	CLM	Rebecca T Moore	2000-10-24	—	2115351340	6114 Meadow Ln # 964, Charlotte, NC, 28211	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
CLM-432552	CLM	Charles Wang	1970-06-14	—	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432351	CLM	Julie Hall	1956-08-14	—	—	1783 Union St, Jacksonville, FL, 32202	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-427736	CLM	Lucia Hughes	1939-07-22	—	3725976654	3294 Lake View Rd, Atlanta, GA, 30345	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413531	CLM	Brian Parker	1983-03-04	—	4525864470	5116 Ocean Ave, Minneapolis, MN, 55460	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419697	CLM	Marcus Burke	2007-05-07	UHC-06300-95	—	8892 Meadow Ln, Minneapolis, MN	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403724	CLM	Julie Simmos	1977-12-28	—	—	3742 Forest Ave, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-405105	CLM	Mary A Miller	1961-10-25	—	4732937664	870 Market St Apt 21, Orlando, FL, 32832	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405596	CLM	Sandra Smith	1977-06-05	UHC-19366-24	4095011127	2383 Park Pl, Chandler, AZ, 85204	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408491	CLM	Stephen Ptael	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419212	CLM	Jason X Herrera	1956-10-03	UHC-87054-06	6032629224	6182 Baseline Rd, Gilbert, AZ, 85252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401485	CLM	Natalie Simpson	1940-11-11	—	4947090529	4332 Maple Ave, Jacksonville, FL, 32207	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405407	CLM	Keith Ortega	1978-12-20	UHC-38565-14	—	2270 Ocean Ave, San Diego, CA, 92170	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-423558	CLM	David Brooks	1939-05-06	UHC-87270-42	—	5972 Jefferson Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412880	CLM	Randy H Montgomery	1973-12-01	—	—	1863 Desert Sky Blvd, Houston, TX, 77044	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-414400	CLM	Amanda Olson	1996-07-06	—	—	4130 Hillcrest Rd, Columbus, OH	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-427459	CLM	Donna Graham	1976-06-12	UHC-00728-71	7767305430	1770 Oak St, Miami, FL, 33104	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-400451	CLM	Margaret K Chavez	1951-03-19	UHC-92419-11	8756610430	5663 Spring St, Minneapolis, MN, 55457	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419074	CLM	Jason Gray	1983-11-23	—	—	3678 Spring St # 478, Gilbert, AZ, 85264	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400954	CLM	Camila Santos	1951-11-20	—	6823136559	4386 Lake View Rd, Seattle, WA, 98115	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-429186	CLM	Eric P Williamson	1998-05-13	—	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-407961	CLM	Keith L Gordon	1964-04-19	—	—	6363 Mesa Dr Apt 20, Scottsdale, AZ, 85249	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-432799	CLM	Sara Baker	1998-08-02	UHC-05605-66	—	9166 Market St, Atlanta, GA, 30331	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410291	CLM	Karen Morrison	1985-06-12	UHC-03154-63	9417035798	9358 Mountain View Dr, Fresno, CA, 93727	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409161	CLM	Mary Rivera	1951-04-24	UHC-91758-33	—	3566 Central Ave, Las Vegas, NV, 89152	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425177	CLM	James Y Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-411401	CLM	Emma Harrison	1939-12-13	UHC-39812-09	—	1925 Mountain View Dr, Miami, FL, 33123	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428753	CLM	Joan T Coleman	2003-05-25	UHC-76680-53	—	6592 Willow Ct Apt 33, Tampa, FL, 33636	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425696	CLM	Diego Vasquez	1979-11-06	—	8195964943	8166 Ocean Ave, Miami, FL, 33198	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421488	CLM	Phiilip B Simmons	1967-10-13	UHC-94170-33	—	4893 Maple Ave, Eden Prairie, MN, 55379	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-417569	CLM	Stephen Carpenter	1973-02-04	UHC-76604-67	4632820237	1248 Union St, Sacramento, CA, 95864	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418541	CLM	Mei Cunningham	1985-07-19	UHC-58863-81	—	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-419881	CLM	Elizabeth Dunn	2003-09-28	—	—	6988 Mesa Dr, Seattle, WA, 98197	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409116	CLM	Eugene Edwards	2006-06-04	—	9755309843	3717 Mesa Dr, Plano, TX, 75078	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416442	CLM	Cynthia Brooks	1971-07-03	—	—	9713 Park Pl, Minneapolis, MN, 55410	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-406193	CLM	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-418339	CLM	Aaron Torres	2005-10-11	—	—	6393 Mountain View Dr, Minneapolis, MN, 55468	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430008	CLM	Jacqueline Hansen	1998-02-28	—	—	7272 Forest Ave, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427253	CLM	Carolyn L Smith	1946-04-21	UHC-59178-53	9613435454	8220 Ocean Ave, Jacksonville, FL, 32219	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410527	CLM	Joan Wheeler	1996-12-21	—	—	1955 Park Pl, Fresno, CA, 93729	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406981	CLM	Carlos Maldonado	1954-08-02	UHC-50356-95	—	2025 Valley View Dr, Columbus, OH, 43257	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402164	CLM	Brenda Campbell	2004-07-04	UHC-47470-58	5679285712	9082 Lincoln Way, Houston, TX, 77028	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-402109	CLM	Emily Adams	2000-07-22	—	4666348658	9365 Sage Ct, Orlando, FL, 32823	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426422	CLM	Alan Ryan	1940-06-15	UHC-68642-08	—	5901 Grand Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401060	CLM	Charles Hunter	1989-06-08	UHC-17944-90	5238736858	5023 Elm St, Tempe, AZ, 85267	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

18,771 rows, page 101 of 376Previous Next