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

Provider network, 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
PRV-28252	PRV	Santiago Adasm	1981-12-07	—	3913260254	9625 Camelback Rd, Jacksonville, FL, 32274	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29362	PRV	Nicholas Cunningham	1971-07-18	UHC-89997-78	9848448842	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21791	PRV	Arthur Thompson	1945-05-20	UHC-52821-02	6882082359	2767 Forest Ave, Chandler, AZ, 85233	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-28266	PRV	Marilyn H Castro	1987-10-05	—	9727084503	4304 Park Pl, Gilbert, AZ, 85295	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-25341	PRV	Luis Pena	1963-08-21	UHC-67941-70	9408377937	7615 River Rd, San Diego, CA, 92136	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-25340	PRV	Luis Pena	1963-08-21	UHC-67941-70	9408377937	7615 River Rd, San Diego, CA, 92136	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-27638	PRV	Chrstopher Tomas	2003-09-08	—	3424954941	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-28426	PRV	Virginia Z Bowman	1957-09-20	—	3187669881	5826 Hillcrest Rd, Atlanta, GA, 30346	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29319	PRV	Charles I Stevens	2004-01-25	—	3586152962	9425 Jefferson Ave, Atlanta, GA, 30382	0.92	Name re-cased Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-26480	PRV	Albert Diaz	1944-07-06	—	7906992008	3720 Church St, Nashville, TN, 37298	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21874	PRV	Joyce Vegga	2003-11-25	UHC-52734-38	9609020251	7706 Meadow Ln, Gilbert, AZ, 85233	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25146	PRV	Roger Edwards	2002-10-01	UHC-27243-62	8782199861	7296 Union St, Tempe, AZ, 85298	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-24224	PRV	Roger Graham	1985-04-21	UHC-31502-30	7637499012	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21854	PRV	Matthew Nichols	1947-10-03	—	3185639127	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20677	PRV	Mike W Reyes	1945-11-25	UHC-84549-13	3483849828	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25084	PRV	Yuki Olson	1963-11-14	UHC-91705-70	5208408983	2544 Forest Ave, Fresno, CA, 93788	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28897	PRV	Kelly Diaz	1996-08-11	UHC-26056-23	2416917221	—	0.92	Name re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-22017	PRV	Adam Adams	1969-07-05	UHC-49503-77	7612827366	87 Ridge Rd, Las Vegas, NV, 89191	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28414	PRV	Rebecca Estrada	1998-01-03	UHC-94735-59	8983885406	9541 Jefferson Ave, Atlanta, GA, 30310	0.92	Name re-cased Date of birth reformatted Phone reformatted Plan code upper-cased
PRV-24315	PRV	Elizabeth Wang	1965-12-22	—	6295506291	287 Grand Ave, Plano, TX, 75066	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24314	PRV	Elizabeth Wang	1965-12-22	—	6295506291	287 Grand Ave, Plano, TX, 75066	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22805	PRV	Jeffrey Garza	1979-09-09	—	8589214752	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25370	PRV	Joshua Hunter	1956-11-02	UHC-57452-96	5334646636	9157 Camelback Rd, Sacramento, CA, 95833	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27303	PRV	Jackie Carr	1959-05-17	UHC-40230-33	5296038209	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22602	PRV	Bruce Fowler	1937-05-08	—	3897636212	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26763	PRV	Joyce Porter	1964-11-26	—	6717641555	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20361	PRV	Mark C Johnson	1982-02-03	—	5765606988	4650 Market St, Las Vegas, NV, 89145	0.92	Name re-cased Phone reformatted Email lower-cased Placeholder values cleared
PRV-26057	PRV	Jessica Miller	1952-02-08	UHC-28040-04	5825465213	8223 Jefferson Ave, Jacksonville, FL, 32252	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26153	PRV	Nathan Salazar	1956-08-11	UHC-50188-33	9042072255	506 Mountain View Dr, Atlanta, GA, 30351	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25746	PRV	Frank Bradley	1967-04-11	UHC-83035-86	5223348332	789 Church St, Plano, TX, 75015	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28136	PRV	Willie Bailey	1973-10-24	UHC-45370-87	6732864536	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-24161	PRV	Bryan Graham	1952-04-08	—	7733559998	238 Jefferson Ave, San Antonio, TX, 78204	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24160	PRV	Bryan Graham	1952-04-08	—	7733559998	238 Jefferson Ave, San Antonio, TX, 78204	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25703	PRV	Jeff Lane	1940-09-24	UHC-27279-65	4994598239	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29054	PRV	Raymond Jensen	1965-01-26	UHC-53128-19	9292823743	3947 Market St, Atlanta, GA, 30322	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-25464	PRV	Billy F Dunn	1938-08-19	—	7553230472	8982 Mountain View Dr, Chandler, AZ, 85225	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22558	PRV	Julia Powell	1982-02-15	—	5453123644	7906 Apache Blvd, Sacramento, CA, 95864	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28658	PRV	Carol Duncan	1943-10-11	—	6039047913	9468 Forest Ave, Scottsdale, AZ, 85254	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-25438	PRV	Dorothy Griffin	1944-12-26	UHC-53734-03	4564782435	8163 Mesa Dr, Gilbert, AZ, 85232	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20277	PRV	Maria Coleman	2008-06-26	UHC-49758-95	2315073874	3616 Camelback Rd, Nashville, TN, 37240	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25175	PRV	Christopher Guerrero	1990-08-04	UHC-94197-05	—	7502 Forest Ave, Scottsdale, AZ, 85226	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-29442	PRV	Arthur Guerrero	1959-07-27	—	9566478487	1737 Highland Ave, Austin, TX, 78749	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20015	PRV	Kyle J Watson	1957-02-19	UHC-64229-19	4899079543	1571 Broadway, Phoenix, AZ, 85034	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27229	PRV	Barbara S Bell	1978-10-25	UHC-53380-72	5579080129	9869 Lincoln Way, Miami, FL, 33119	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21101	PRV	Diego Pena	1993-08-12	—	5868388473	43 Washington St, Atlanta, GA, 30375	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-27235	PRV	Hannah Burton	2003-10-26	UHC-36951-77	5578469076	7667 Desert Sky Blvd, Denver, CO, 80245	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28996	PRV	Larry Hudson	1983-09-17	UHC-70621-95	5372156216	7931 Elm St, San Diego, CA, 92161	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24284	PRV	Sandra Soto	2001-10-01	UHC-82070-02	2129714286	9307 Mesa Dr, Denver, CO, 80280	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-24946	PRV	Kimberly L Payne	1942-04-07	UHC-83579-91	9323141309	4517 Bayshore Dr, Jacksonville, FL, 32253	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27656	PRV	Aaron Morales	1967-04-21	—	—	840 Main St, Atlanta, GA, 30315	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared

3,816 rows, page 68 of 77Previous Next