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 “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
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-20051	PRV	Aaron Lawrence	1961-02-02	UHC-70537-90	7265745716	7528 Apache Blvd, Chandler, AZ, 85284	0.92	Phone reformatted City re-cased 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-25764	PRV	James Y Long	1972-08-16	—	2897838844	6078 Mountain View Dr, Nashville, TN, 37251	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24050	PRV	Logan S Ortiz	1979-09-01	—	8608056585	3486 Sunset Blvd, Tempe, AZ, 85257	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29036	PRV	Priia Dunn	1959-05-05	—	7439582379	7821 Oak St, Las Vegas, NV, 89148	0.92	Date of birth reformatted 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-24992	PRV	Wlater C Cle	1946-03-19	UHC-18104-33	2673831887	6107 Palm Dr, Atlanta, GA, 30382	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-23462	PRV	Eugene T Ryan	1938-10-12	UHC-31719-62	6568533992	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed 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-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-28179	PRV	Mary Herrera	1973-03-20	UHC-96852-32	8299189312	7943 Palm Dr, Houston, TX, 77040	0.92	Date of birth reformatted 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-25812	PRV	Christian Mills	2004-07-14	UHC-15038-45	4397283020	4462 Jefferson Ave, Charlotte, NC, 28223	0.92	Phone reformatted Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24876	PRV	Kenneth Miller	1954-07-05	UHC-52938-21	2809538433	—	0.92	Phone reformatted Email lower-cased Whitespace trimmed 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-25317	PRV	Nicholas Hall	1938-10-17	UHC-04610-89	6127026918	5369 Broadway, Dallas, TX, 75273	0.92	Phone reformatted Address re-cased 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-28270	PRV	Jesse Y Baker	1985-01-05	—	3199329132	6412 Lincoln Way, Houston, TX, 77033	0.92	Phone reformatted City re-cased 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-21221	PRV	Jacqueline Jimenez	1950-09-07	UHC-16993-83	8869740952	7066 Highland Ave, Orlando, FL, 32875	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24626	PRV	Benjamin Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24910	PRV	Martha Hawkins	2004-12-04	—	6187532603	3240 Baseline Rd, Houston, TX, 77021	0.92	Phone reformatted Email lower-cased 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-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-28602	PRV	Alan Contreras	1948-01-11	UHC-91768-91	5119444560	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29434	PRV	Amber D Ruiz	1947-11-07	—	8288418858	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25734	PRV	Diane Yang	2001-09-09	—	2616069814	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27538	PRV	Omar Valdez	1961-04-21	UHC-08703-94	7395475822	6802 Highland Ave, Scottsdale, AZ, 85215	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29263	PRV	Jacqueline Richards	2004-09-10	—	3352060718	2754 Main St, Dallas, TX, 75298	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-25907	PRV	Lawrence Jackson	1972-10-08	UHC-33336-58	4302933514	8802 Harbor Blvd, Nashville, TN, 37265	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28993	PRV	Diego Weaver	1970-08-19	UHC-97229-55	4447441769	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21473	PRV	Judith Lopez	2002-05-16	UHC-84948-25	3307270584	9047 Broadway, Glendale, AZ, 85316	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28109	PRV	Jonathan Flores	1972-09-19	—	8434524663	9441 Canyon Rd, Eden Prairie, MN, 55360	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-28110	PRV	Jonathan Flores	1972-09-19	—	8434524663	9441 Canyon Rd, Eden Prairie, MN, 55360	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25937	PRV	Kayla K Turner	1968-10-22	—	2254825712	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared

5,906 rows, page 105 of 119Previous Next