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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423472	CLM	Walter Hudson	1939-11-17	UHC-10004-82	9547087269	7989 Lake View Rd, Houston, TX, 77053	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52891	TPA	Julia Peterson	1944-12-08	—	—	718 Palm Dr, Dallas, TX, 75255	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101571	ENR	Vincent W Foster	1971-04-22	UHC-78204-77	7909707994	8942 Valley View Dr, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133989	ENR	Gregory T Gutierrez	1938-02-28	UHC-09302-32	7829520279	7268 Spring St, Columbus, OH, 43211	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101009	ENR	Camila U Munoz	1992-07-04	—	5914727245	9042 Canyon Rd, Tampa, FL, 33697	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104208	ENR	Keith G Cunningham	1962-05-22	UHC-21738-50	9387137318	6316 Central Ave, Charlotte, NC, 28224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111448	ENR	Jean H Vasquze	1972-09-15	UHC-72732-38	7133433139	447 Ocean Ave, Jacksonville, FL, 32204	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427457	CLM	Stephen Wallace	1940-10-19	—	4376485714	8935 Willow Ct, Fresno, CA, 93741	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-64198	TPA	Karen Porter	2006-01-11	—	—	973 Desert Sky Blvd, Las Vegas, NV, 89137	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-112645	ENR	Evelyn R Hamilton	1996-05-27	UHC-19691-51	9292051446	5460 Cedar Ln, Denver, CO, 80268	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428085	CLM	Kelley Arthur	1988-04-25	UHC-28863-81	4378213411	4444 Spring St, Tempe, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136269	ENR	Bradley P Gilbert	1985-10-09	UHC-76728-84	7018948607	3443 Oak St, Glendale, AZ, 85334	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122666	ENR	Maria L Ryan	1965-03-01	UHC-53814-07	2898118492	8437 Lake View Rd, Atlanta, GA, 30370	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20436	PRV	Mark Gomez	1959-12-09	UHC-95727-77	5138700456	5174 Meadow Ln, Seattle, WA, 98159	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
CLM-427047	CLM	Hiroshi A Martinez	1993-08-16	UHC-21659-34	8992714513	6792 Valley View Dr Apt 2, Fresno, CA, 93756	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-100694	ENR	Mary W Hoffman	2000-09-03	UHC-18674-07	6032428636	6372 Oak St, Glendale, AZ, 85303	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-64316	TPA	Gabriel Day	1991-11-24	—	—	1249 Indian School Rd, Austin, TX, 78717	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419877	CLM	Mariana Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-100212	ENR	Katherine X Young	1985-06-08	UHC-45033-96	9274545148	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-422809	CLM	Carlos Daniels	1975-11-06	—	7292072607	7882 Harbor Blvd, San Diego, CA, 92132	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113846	ENR	Vincent Day	1994-01-23	UHC-43106-96	5384793763	815 Highland Ave, Eden Prairie, MN, 55386	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417254	CLM	Jerry Contreras	1983-12-09	—	9344280533	7457 Canyon Rd, Nashville, TN, 37208	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60015	TPA	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121826	ENR	Sarah Warren	1961-05-12	UHC-02050-37	6016592829	7979 Meadow Ln, Scottsdale, AZ, 85270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20247	PRV	Laurra A Sullivan	1974-11-11	—	6567179083	1021 Highland Ave, Atlanta, GA, 30378	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127945	ENR	Jennifer I Weber	1946-07-05	UHC-83139-76	9197241137	4569 Jefferson Ave, Eden Prairie, MN, 55389	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121006	ENR	Bruce Arnold	1947-05-25	UHC-54596-65	3967214978	7396 Main St, Sacramento, CA, 95811	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109490	ENR	Nancy Robertson	1940-04-16	UHC-25650-42	5838436550	5341 Baseline Rd, Tampa, FL, 33688	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-28268	PRV	Randy D Ward	1966-08-21	UHC-18923-49	—	5264 Sage Ct, Mesa, AZ, 85277	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420579	CLM	Christine Munoz	1954-10-19	UHC-75708-70	7123209134	8026 Forest Ave, Mesa, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115328	ENR	Anna I Dominguez	1988-01-08	UHC-48356-13	7637036214	1499 Indian School Rd, Seattle, WA, 98150	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62567	TPA	Kelly Pierce	1975-11-01	—	9417704876	7028 Mesa Dr, Plano, TX, 75002	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-133637	ENR	Kimberly Bell	1938-02-18	UHC-35960-58	5787019905	9241 Elm St, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-56202	TPA	Michael Franklin	1977-08-13	—	—	4937 Canyon Rd, Plano, TX, 75059	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136453	ENR	Frances E Miller	1940-08-06	UHC-26918-94	5412059842	1684 Broadway, Gilbert, AZ, 85287	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
TPA-63553	TPA	Jose Harvey	1970-03-26	UHC-69584-36	—	8072 Oak St, Houston, TX, 77063	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419306	CLM	Willie Harrison	1984-07-13	UHC-17637-88	5139515823	7270 Harbor Blvd, Dallas, TX, 75203	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427184	CLM	Albert U Johnston	1961-05-09	UHC-58242-57	5548778504	5512 Highland Ave, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107925	ENR	Rachel O Carroll	1956-11-10	UHC-07257-67	9554036284	6558 Union St, Miami, FL, 33163	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-105932	ENR	Welter U Coleman	—	UHC-46983-59	—	4297 Canyon Rd, Houston, TX, 77060	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
ENR-125462	ENR	Melissa U Chavez	1991-11-18	UHC-46372-65	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-101715	ENR	Angela Myers	2003-01-09	UHC-10239-50	4397734503	3652 Oak St, Jacksonville, FL, 32238	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124487	ENR	Nicholas A Chapman	1942-02-14	UHC-21609-61	—	9582 Sage Ct, Phoenix, AZ, 85080	0.64	Name re-cased State name converted to code Email lower-cased Gender normalised+2 more
CLM-407636	CLM	Ana Mason	2002-01-10	UHC-43455-67	—	8872 Highland Ave, Charlotte, NC, 28224	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137527	ENR	Wayne D Dunn	1981-09-20	UHC-76545-20	4546713779	2552 Willow Ct, Sacramento, CA, 95878	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
CLM-412256	CLM	Jacob Chen	1968-10-20	—	9056245910	8375 Camelback Rd, Eden Prairie, MN, 55354	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52954	TPA	Bryan Espinoza	1994-09-02	—	—	1947 Lincoln Way, Chandler, AZ, 85275	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-401422	CLM	Sandra Z Davis	1953-01-05	—	—	7452 Elm St, Plano, TX, 75000	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-140816	ENR	Mei Vega	2008-01-22	UHC-96916-94	4669632303	641 Highland Ave, Gilbert, AZ, 85208	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129244	ENR	Omar Arnold	1976-04-22	UHC-09544-10	2604801165	1974 Baseline Rd, Jacksonville, FL, 32254	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 109 of 182Previous Next