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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407137	CLM	Jason Tucker	1985-09-22	—	3869232984	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413712	CLM	Frank Baker	1990-09-08	—	—	993 Pine Dr, Charlotte, NC, 28244	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-417953	CLM	Roger Bishop	1975-11-01	UHC-09109-88	—	5376 Bayshore Dr, Los Angeles, CA, 90063	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426360	CLM	Denise V Ryan	1968-12-17	UHC-11108-19	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405758	CLM	Kathleen Taylor	2004-01-06	—	3412996523	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-429747	CLM	Lauren M Franklin	1954-12-22	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410516	CLM	James Burke	1984-04-13	UHC-15512-71	4768982074	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411585	CLM	Bruce Stone	2006-02-06	UHC-02412-43	7777630224	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430247	CLM	Brenda Y Vega	1973-12-15	UHC-61619-78	9328303791	1299 Ridge Rd, Orlando, FL, 32860	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422540	CLM	Maria Lopez	1945-04-08	UHC-24953-26	—	3303 Forest Ave, Jacksonville, FL, 32243	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406915	CLM	Jean Perry	1962-12-27	UHC-02151-49	4108109877	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429363	CLM	Kenneth S Ray	1965-07-14	UHC-87282-25	—	9330 Cedar Ln, Orlando, FL, 32826	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424954	CLM	Nancy Rios	1978-08-03	—	6233587537	5048 Hillcrest Rd, Jacksonville, FL, 32223	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-411743	CLM	Albert Guzman	1968-01-08	—	—	2821 Highland Ave, Glendale, AZ, 85372	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-432136	CLM	Daniel Richardson	1970-04-25	UHC-32106-19	4479772512	10 Ridge Rd, Tampa, FL, 33688	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416289	CLM	Philip Brown	2003-03-10	UHC-75306-06	6717400471	429 Mesa Dr, Jacksonville, FL, 32286	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-419219	CLM	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-419218	CLM	Alice Gordon	1961-02-17	—	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-420407	CLM	Angela King	1953-02-24	UHC-04129-87	—	8840 Lincoln Way, Fresno, CA, 93746	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-428936	CLM	Camila Walker	1964-02-22	UHC-54715-07	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419430	CLM	Christine W Stevens	1983-06-13	UHC-87437-98	—	9540 Broadway, San Antonio, TX, 78215	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420130	CLM	Lawrence H Buutler	1997-01-19	—	5236510574	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403637	CLM	Betty Johnson	1991-01-24	UHC-60892-14	4397933926	9343 Jefferson Ave, Atlanta, GA, 30356	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431134	CLM	Nancy Rios	1977-12-11	UHC-76965-35	4717473991	9570 Broadway, Scottsdale, AZ, 85294	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407327	CLM	Ana Burns	1979-01-27	—	8255969663	226 Ocean Ave, Orlando, FL, 32861	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
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-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-415262	CLM	Edward Oliver	2006-04-20	—	4294649556	—	0.92	Name re-cased Date of birth reformatted Phone reformatted 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-421257	CLM	Dorothy Bradley	1952-09-12	—	6219104998	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420882	CLM	William Castro	1977-03-24	UHC-34758-35	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426520	CLM	Kelly Robinson	1981-07-19	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422758	CLM	Lucia Washington	1972-06-19	UHC-13607-07	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed 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-420264	CLM	Christopher T Rios	1956-08-03	—	2368808539	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-429023	CLM	Mitchell Kayla	1985-01-11	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403926	CLM	Wayne Henry	1983-09-06	UHC-55782-53	—	8107 Indian School Rd, Mesa, AZ, 85268	0.92	Name re-cased Date of birth reformatted Plan code upper-cased Whitespace trimmed
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-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-407235	CLM	Christian Marshall	1985-09-21	UHC-85149-33	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed 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-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-413471	CLM	Jonathan Dunn	1997-09-20	—	4154239307	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-426931	CLM	Elijah F Campbell	1959-10-22	UHC-67267-58	3409678447	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413654	CLM	Emily Wallaec	2004-10-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413653	CLM	Emily Wallaec	2004-10-05	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 168 of 212Previous Next