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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27988	PRV	Billy Hansen	1974-02-21	UHC-24086-77	6437986171	201 River Rd, Jacksonville, FL, 32247	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
PRV-29428	PRV	Martha Luna	1981-06-14	—	8744182831	2310 Grand Ave, San Diego, CA, 92144	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-20190	PRV	Matt Vega	1998-08-17	UHC-91944-19	4834304551	4884 Desert Sky Blvd, Tucson, AZ, 85722	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-25008	PRV	Charles L Webb	1990-08-11	—	4444079877	2023 Desert Sky Blvd, Las Vegas, NV, 89154	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-23577	PRV	Henry Gomez	1957-07-16	UHC-44840-46	5165932301	8724 Bayshore Dr, Scottsdale, AZ, 85211	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-26281	PRV	Judy Hansen	1968-08-13	UHC-56044-45	4784042141	7537 Union St, Gilbert, AZ, 85296	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-21112	PRV	Kenneth Tucker	1947-04-12	UHC-48286-43	2384297613	1345 Meadow Ln, Gilbert, AZ, 85250	0.92	Date of birth reformatted Member ID reformatted City re-cased Placeholder values cleared
PRV-23796	PRV	Lori C Williamson	1950-06-12	UHC-02443-02	5302043195	2701 Union St, Tampa, FL, 33601	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
PRV-24710	PRV	Paul L Henry	1950-12-23	—	7779024897	9855 Broadway, Columbus, OH, 43233	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-26848	PRV	Jean Lawrence	1974-03-03	UHC-43612-23	6409951893	3662 Lincoln Way, Gilbert, AZ, 85292	0.92	Date of birth reformatted City re-cased State code upper-cased Placeholder values cleared
PRV-25730	PRV	Vincent C Dixon	1985-07-10	UHC-85495-07	2163164367	7753 Pine Dr, Seattle, WA, 98140	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-25177	PRV	Joyce Snyder	1961-01-07	UHC-38342-05	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-23703	PRV	Camila Baker	1946-03-09	—	9009578885	815 Ocean Ave, Las Vegas, NV, 89195	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-21668	PRV	Matthew A Fuller	1986-01-08	UHC-61724-23	—	3540 Apache Blvd, Austin, TX, 78704	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-25480	PRV	Betty L Johnson	1948-12-12	—	7297806019	8542 Central Ave, Eden Prairie, MN, 55398	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-21109	PRV	Hiroshi Dean	1990-01-21	UHC-65896-87	4137983234	8478 Lincoln Way, Austin, TX, 78784	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-20193	PRV	Walsh Willie	1959-01-26	—	2414327954	4995 Broadway, Los Angeles, CA, 90095	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-25608	PRV	Rachel Jimenez	1964-05-08	UHC-73124-86	4743089998	7348 Harbor Blvd, Charlotte, NC, 28224	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
PRV-21551	PRV	Ronald Sims	1983-08-21	UHC-85514-63	7753208593	2231 Church St, Fresno, CA, 93729	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-23632	PRV	Anthony Harrison	1983-09-08	—	3208394348	5047 Canyon Rd, Las Vegas, NV, 89172	0.92	Phone reformatted City re-cased State code upper-cased Whitespace trimmed
PRV-22797	PRV	Lucia Cook	1950-10-17	—	5007957531	4149 Indian School Rd, Mesa, AZ, 85271	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-27737	PRV	Abigail Spencer	1969-09-15	—	3175753421	8550 Lincoln Way, Dallas, TX, 75209	0.92	Name re-cased City re-cased Email lower-cased Placeholder values cleared
PRV-28106	PRV	Alexis Bennett	1968-06-04	—	9674333853	8577 Broadway, Sacramento, CA, 95882	0.92	Phone reformatted Address re-cased City re-cased Placeholder values cleared
PRV-22025	PRV	Arthur L Bennett	1999-10-06	UHC-95087-14	2059529160	9341 Forest Ave, Dallas, TX, 75241	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-20083	PRV	Jack Brooks	1995-06-08	UHC-96259-40	8722882723	2490 Broadway, Mesa, AZ, 85275	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-23767	PRV	Stephanie Castro	1984-06-09	—	2253747528	6077 Market St, Tucson, AZ, 85790	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-26472	PRV	Philip O Tucker	1951-04-02	—	2667523626	8795 Spring St, Glendale, AZ, 85359	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-23504	PRV	Marilyn H Li	1995-02-24	—	3593209189	2881 Camelback Rd, Phoenix, AZ, 85052	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-22018	PRV	Amanda Hicks	1972-10-09	—	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.92	Phone reformatted City re-cased 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-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-20055	PRV	Ann N Flores	1978-10-19	UHC-43456-24	3674327305	5599 Broadway, Nashville, TN, 37234	0.92	Phone reformatted City re-cased State code upper-cased Placeholder values cleared
PRV-25614	PRV	Matthew Nunez	1969-05-13	—	4632897483	7935 Hillcrest Rd, Tempe, AZ, 85279	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
PRV-24938	PRV	Karen Powell	1971-06-12	UHC-95508-84	9683421649	5502 Broadway, Fresno, CA, 93753	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28452	PRV	Priya Phillips	1984-06-03	—	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.92	Phone reformatted City re-cased Plan code upper-cased Placeholder values cleared
PRV-20088	PRV	Ben K Flores	1965-12-08	—	—	735 Central Ave, Gilbert, AZ, 85217	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-28103	PRV	Ray Phillips	1995-01-28	—	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.92	Date of birth reformatted City re-cased 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-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-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-22504	PRV	Judy Peyne	1950-01-20	UHC-70825-08	6587975545	1141 Indian School Rd, Minneapolis, MN, 55402	0.92	Name re-cased City re-cased 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-25425	PRV	Madison George	1973-08-01	—	8604444992	2881 Church St, Orlando, FL, 32867	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-24493	PRV	Samuel Robinson	1966-03-26	UHC-35425-74	2562179642	944 Hillcrest Rd, Los Angeles, CA, 90080	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
PRV-27146	PRV	James W Fowler	1961-09-11	UHC-97018-67	6233257956	2069 Palm Dr, Denver, CO, 80294	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
PRV-22139	PRV	Lauren Howard	2002-10-01	—	9186796560	5084 River Rd, Gilbert, AZ, 85251	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared
PRV-28303	PRV	Andrew McCoy	1986-06-03	—	8677209579	343 Pine Dr, Tempe, AZ, 85210	0.92	Phone reformatted City re-cased Email lower-cased Placeholder values cleared
PRV-24145	PRV	Patricia Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
PRV-21806	PRV	Sandra Lucas	2007-12-14	UHC-39711-12	5374051445	8619 Broadway, Austin, TX, 78777	0.92	Name re-cased Phone reformatted City re-cased Placeholder values cleared

1,737 rows, page 33 of 35Previous Next