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-22785	PRV	Angela Wang	1967-03-01	UHC-43079-70	6679889966	8641 Valley View Dr, Orlando, FL, 32887	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27505	PRV	Andrew A Harper	1980-05-08	UHC-99041-25	9468199420	5722 Lincoln Way, Tempe, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22386	PRV	Kimberly Young	1974-07-18	—	3612186867	5824 Washington St, Mesa, AZ, 85291	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-29032	PRV	Benjamin K Vasquuez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr, Orlando, FL, 32879	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21223	PRV	Camila Delgado	1975-06-05	UHC-77210-26	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-27669	PRV	Christopher Mendoza	1986-10-10	—	3393631130	1970 Central Ave, Nashville, TN, 37268	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26630	PRV	Larry Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL	0.64	Name re-cased City re-cased ZIP missing Gender normalised+2 more
PRV-27630	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23789	PRV	Mary Robinson	2006-01-16	—	7643267621	7941 Valley View Dr, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24055	PRV	Julie Li	1986-01-24	—	9312746436	2088 Ocean Ave, Miami, FL, 33136	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21424	PRV	Austin Wong	1961-03-19	UHC-52819-86	7579956047	7229 Cedar Ln, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-23490	PRV	Andrew Lee	1991-10-06	—	—	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-21777	PRV	Mark Foster	1939-07-22	—	9846263981	4474 Sage Ct Apt 34, Fresno, CA, 93713	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-23393	PRV	Cal C Watson	1947-06-09	UHC-46114-22	6356141072	4297 Palm Dr, Miami, FL, 33100	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-26774	PRV	Jose Holmes	1986-06-03	—	2479018921	4808 Meadow Ln, San Diego, CA, 92189	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25870	PRV	Lauren McCoy	1946-01-06	UHC-57720-33	5459437491	692 Spring St, Charlotte, NC, 28248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22273	PRV	Harold D Mitchell	2005-12-08	—	4378038460	5445 Union St Apt 23, Los Angeles, CA, 90049	0.64	Name re-cased Phone reformatted Unit split from street 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
PRV-24656	PRV	Kathryn Ortega	2002-07-27	—	9828990969	1848 Main St, Atlanta, GA, 30307	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-22846	PRV	Christine McDonald	1952-09-07	UHC-07777-60	3534773061	1438 Grand Ave, Eden Prairie, MN, 55300	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23660	PRV	Olivia Dominguez	1977-08-09	—	4399614950	7574 Bayshore Dr, Scottsdale, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28517	PRV	Frank Scott	1988-11-22	UHC-44570-96	9323558609	2437 Highland Ave Apt 36, Dallas, TX, 75249	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28067	PRV	Aisha N Martin	1972-02-24	UHC-24039-32	8456994850	6550 Union St, Seattle, WA, 98184	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
PRV-21084	PRV	Camila Walsh	1956-04-22	—	—	238 Market St, Miami, FL, 33187	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20427	PRV	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd # 898, Minneapolis, MN, 55475	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-25404	PRV	Kayla Reid	1950-11-06	—	9527451399	1181 Sage Ct, Plano, TX, 75014	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20257	PRV	Albert Hanson	1940-03-10	UHC-65216-04	—	7146 Central Ave, Seattle, WA, 98191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28813	PRV	Carol Warren	1952-07-21	—	7727283716	7040 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-27227	PRV	Melissa Hawkins	—	UHC-47276-80	7004380328	4053 Forest Ave, San Diego, CA, 92140	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
PRV-24010	PRV	Dennis Elliott	1975-04-06	—	4146987519	3313 Maple Ave, Gilbert, AZ, 85265	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-26296	PRV	Douglas H Kennedy	1959-02-15	—	4076271319	9050 Sunset Blvd, Eden Prairie, MN, 55335	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-22228	PRV	Kelley Abgail	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25705	PRV	Gerald Banks	1998-10-17	—	6513665118	1424 Desert Sky Blvd, Mesa, AZ, 85258	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23481	PRV	Frances Y Carter	1961-01-06	UHC-52031-78	2495772154	2331 Lincoln Way, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-22378	PRV	Logan Walsh	1984-05-12	UHC-23715-26	—	1129 Lake View Rd, Tucson, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-24404	PRV	Laura Stone	1995-02-17	—	8614098541	9078 Canyon Rd, Tampa, FL, 33658	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-20980	PRV	Armstrong Ryen	1961-12-15	UHC-91572-43	6582708039	608 Spring St, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28204	PRV	Mateo Miller	2000-08-15	UHC-99133-72	7718582429	1423 Spring St Apt 40, Nashville, TN, 37299	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-28573	PRV	Christine Vega	1995-04-02	UHC-51289-46	—	3340 Willow Ct, Atlanta, GA, 30342	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-22580	PRV	Judith H Lopez	1955-12-23	UHC-71589-82	8656504963	7203 Market St, Columbus, OH, 43283	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26950	PRV	Paul T Morgan	1948-09-10	—	—	4504 Lake View Rd, Phoenix, AZ, 85044	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-27830	PRV	Ruth Spencer	2002-07-12	—	4788432334	1966 Main St, Tempe, AZ, 85241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24419	PRV	Gerald Tucker	1941-04-21	UHC-93483-60	—	3156 Canyon Rd, Tucson, AZ, 85768	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-27663	PRV	Charlotte H Harrison	1984-07-09	UHC-95450-37	6477884467	6728 Elm St, Seattle, WA, 98198	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25352	PRV	Linda Y Lucas	1952-03-06	—	4002711136	6009 Bayshore Dr # 516, Eden Prairie, MN, 55326	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24794	PRV	Omar Robertson	1968-09-14	UHC-90322-30	7823638544	3455 Meadow Ln, Seattle, WA, 98178	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29218	PRV	Valentina Castillo	1975-01-19	—	—	2097 Sunset Blvd, San Antonio, TX, 78268	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26512	PRV	Priya Allen	—	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-20273	PRV	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20274	PRV	Mary Payne	1948-01-25	—	3318008869	2881 Apache Blvd, Seattle, WA, 98120	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

3,816 rows, page 23 of 77Previous Next