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-411394	CLM	Christina I Guzman	2000-07-27	UHC-18324-39	3049036070	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405821	CLM	Benjamin N Havey	1949-06-01	UHC-69892-51	6196052892	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426615	CLM	Elizabeth Rodriguez	1963-12-06	UHC-01963-18	2787150921	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411670	CLM	Donna Stephens	1984-03-07	—	5458276708	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410525	CLM	Ann Hudson	1944-06-11	UHC-45319-60	4872690160	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415262	CLM	Edward Oliver	2006-04-20	—	4294649556	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414576	CLM	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	8090 Lake View Rd, Chandler, AZ, 85278	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425308	CLM	Michael Porter	1945-04-12	UHC-86184-86	5538261307	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407507	CLM	Andrea Q Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400244	CLM	Pamela Gonzalez	1996-12-18	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-422917	CLM	Justin Hamilton	1945-09-22	UHC-41100-42	7316124405	9352 Church St, Fresno, CA, 93763	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-421556	CLM	Donald Stewart	2000-07-06	UHC-62097-19	2256334194	5415 Highland Ave, Minneapolis, MN, 55498	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-406279	CLM	Jason Morales	1947-11-11	UHC-98668-81	7029978960	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431395	CLM	Diana Williamson	1977-08-15	UHC-93292-52	5268245957	9849 Highland Ave, Mesa, AZ, 85276	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-418096	CLM	Victoria Peterson	2004-03-17	UHC-99908-60	3673902205	5416 Sunset Blvd, Gilbert, AZ, 85228	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415027	CLM	Lori Campbell	1985-03-01	UHC-11917-91	4934477166	3207 Valley View Dr, Orlando, FL, 32890	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-409477	CLM	Amber Cole	1981-11-08	UHC-83374-02	4085893661	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-425339	CLM	George Bishop	1998-03-28	—	9042857970	1650 Grand Ave, Plano, TX, 75052	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426270	CLM	Sharon Lynch	1942-12-05	UHC-84606-18	6873273611	7952 Mountain View Dr, Nashville, TN, 37249	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413877	CLM	Henry Reynolds	1964-10-26	UHC-48672-91	4992484591	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-413872	CLM	Nicholas Bowman	1965-06-26	UHC-26614-77	9727230482	—	0.92	Name re-cased Phone reformatted Plan code upper-cased Whitespace trimmed
CLM-424971	CLM	Lis N Cole	1976-05-18	UHC-54865-68	5127429601	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411971	CLM	Charlotte Vargas	1977-08-08	UHC-37948-31	9469432870	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429446	CLM	Anna Reed	1993-06-10	UHC-81319-46	5678013180	5711 Park Pl, Jacksonville, FL, 32274	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-415669	CLM	Sharon Stevens	1985-05-24	UHC-10278-31	7628094049	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429361	CLM	Kennteh Ray	1965-07-14	UHC-87282-25	6774813526	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415428	CLM	Cynthia Alvarez	1953-07-13	—	8032261633	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-413471	CLM	Jonathan Dunn	1997-09-20	—	4154239307	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-400456	CLM	Nicole Chen	1978-03-01	UHC-32643-30	9148064077	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-403799	CLM	Jeffrey Allen	1990-10-02	—	6203934513	3685 Sunset Blvd, Chandler, AZ, 85287	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408480	CLM	Lauren Green	1960-06-15	—	6364516835	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412060	CLM	Lisa M Soto	1980-08-16	UHC-28518-82	8755444993	264 Elm St, Sacramento, CA, 95876	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424165	CLM	Mark Reyes	1985-09-11	UHC-44839-36	6262832217	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-419245	CLM	Roger Burton	1957-03-22	UHC-99566-78	7014428169	9068 Hillcrest Rd, Scottsdale, AZ, 85243	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426361	CLM	Denise Ryan	1968-12-17	UHC-11108-19	8182484773	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424973	CLM	Luis Cole	1976-05-18	UHC-54865-68	5127429601	1216 Grand Ave, Charlotte, NC, 28279	0.92	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-430624	CLM	Alan K Reynolds	1971-10-19	UHC-75853-19	3408103418	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-409754	CLM	Patriciia Phillips	1963-07-20	UHC-92486-54	8568847797	—	0.92	Phone reformatted Plan code upper-cased Whitespace trimmed Placeholder values cleared
CLM-417327	CLM	Michael R Flores	2000-05-13	UHC-18243-61	7163171886	7802 Oak St, Charlotte, NC, 28271	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-423436	CLM	Brittany Henderson	1993-01-25	—	5749071503	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401061	CLM	Gerald Stephens	1973-09-20	—	2349122001	8996 River Rd, Gilbert, AZ, 85293	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-414157	CLM	Brandon Cole	1996-09-27	UHC-38163-34	5809831735	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413000	CLM	Jean Graham	1961-08-15	UHC-91965-70	2056761681	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-420315	CLM	Lawrence Webb	1942-04-02	UHC-93961-29	8544171833	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-426781	CLM	Susan Ward	1976-10-13	UHC-82540-45	3299505809	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426710	CLM	Grace McCoy	2001-09-26	UHC-06695-99	3232390117	202 Desert Sky Blvd, Mesa, AZ, 85232	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403021	CLM	Aaron Hernandez	1990-03-28	—	5103260102	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401038	CLM	Ronald Sandoval	2004-01-26	UHC-92908-51	7277352193	1135 Ridge Rd, Denver, CO, 80288	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425306	CLM	Rebecca Burke	2008-07-21	—	7139196524	1508 Highland Ave, Austin, TX, 78755	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-401242	CLM	Denise Young	1950-11-07	UHC-41868-77	4146877186	6686 River Rd, Minneapolis, MN, 55419	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared

11,960 rows, page 193 of 240Previous Next