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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21662	PRV	Christine D Elliott	1956-03-08	UHC-65978-88	2184941420	2209 Hillcrest Rd, Charlotte, NC, 28215	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27007	PRV	Christopher Reynolds	1962-02-17	UHC-61478-29	6105832971	1652 Maple Ave, Orlando, FL, 32861	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20409	PRV	Joseph Fields	1967-12-01	—	—	704 Grand Ave, Denver, CO, 80254	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26410	PRV	Randy I Lynch	1996-09-27	UHC-19138-60	8787679973	269 Canyon Rd, Eden Prairie, MN, 55336	0.78	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed+1 more
PRV-28126	PRV	Sharon Maldonado	—	UHC-48917-93	4786993618	7013 Meadow Ln, Tucson, AZ, 85755	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
PRV-22940	PRV	Zachary Hansen	2006-09-21	—	9465627067	8690 Indian School Rd, Charlotte, NC, 28224	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29505	PRV	Betty Wang	1985-06-11	—	—	8453 Washington St, Minneapolis, MN, 55471	0.78	Name re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
PRV-21195	PRV	Judith Cruz	1945-12-27	—	2975241766	2981 Highland Ave, Miami, FL, 33173	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20817	PRV	Luis Payne	1986-12-14	—	—	5466 Mesa Dr, Gilbert, AZ, 85234	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23193	PRV	Helen McCoy	2004-04-17	—	4133819639	1922 Central Ave, Phoenix, AZ, 85092	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29288	PRV	Mei Santiago	1972-08-04	—	8655792346	2981 Spring St, Sacramento, CA, 95857	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23056	PRV	Betty I Hutner	1989-09-07	UHC-84042-08	8756302387	2690 Desert Sky Blvd, Seattle, WA, 98177	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-28004	PRV	Randy Burton	1938-03-02	—	3015630417	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-22141	PRV	Carlos L Montgomery	1956-05-18	—	3434117803	9412 Broadway, Austin, TX, 78724	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-25839	PRV	Eric Lewis	1979-09-26	UHC-91782-76	5127804389	1644 Cedar Ln, Orlando, FL, 32864	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-29449	PRV	Benjamin Walker	1995-12-12	UHC-70830-99	5879180816	4431 Union St, Jacksonville, FL	0.78	Date of birth reformatted Member ID reformatted ZIP missing Whitespace trimmed+1 more
PRV-25495	PRV	Ralph A Cruz	1958-06-07	UHC-08000-40	6579469524	2076 Highland Ave, Phoenix, AZ, 85068	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25194	PRV	Janice Perry	2001-11-11	UHC-27746-87	9502029778	112 Highland Ave, Eden Prairie, MN, 55327	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22265	PRV	Emma A Graham	1978-09-13	—	2464621374	6542 Central Ave, Glendale, AZ, 85306	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28785	PRV	Mateo Gardner	1991-11-03	UHC-88333-70	—	2185 Market St, Minneapolis, MN, 55468	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29398	PRV	Alan Warren	1946-09-10	—	3213403999	7316 Valley View Dr, Chandler, AZ, 85285	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
PRV-24441	PRV	Grace Jenkins	1999-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21052	PRV	Jessica Berry	1982-06-25	UHC-02004-26	2193622562	8958 Bayshore Dr, Orlando, FL, 32826	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-24095	PRV	Fatima Y Nunez	1947-06-14	UHC-68443-71	9732322916	9002 Maple Ave, Glendale, AZ, 85307	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20184	PRV	Jacqueline Lawrence	2007-06-11	—	5248002302	8326 Desert Sky Blvd, Eden Prairie, MN	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-25429	PRV	Joan Anderson	1968-07-17	—	—	—	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
PRV-23335	PRV	Shirley Jensen	1957-03-15	—	4489268805	3189 Pine Dr, Glendale, AZ, 85375	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-23432	PRV	Julia Adams	1962-04-13	UHC-29398-05	6208274753	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22798	PRV	Alice Watson	1956-04-02	UHC-88399-93	—	4795 Grand Ave, San Antonio, TX, 78251	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-28593	PRV	Joseph Riley	1974-11-28	—	—	6915 Hillcrest Rd, Gilbert, AZ, 85223	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23370	PRV	Emily Y Guzman	1938-01-16	—	9572548194	88 Sage Ct, Gilbert, AZ, 85204	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28988	PRV	Angela I Nelson	1947-08-01	—	—	982 Harbor Blvd, Atlanta, GA, 30337	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-21677	PRV	Hanson Diego	2000-08-03	—	4893091213	3400 Broadway # 333, Mesa, AZ, 85275	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-24504	PRV	Camila Brown	1951-11-17	—	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24595	PRV	Gregory Howard	1941-03-20	—	8202439409	101 Main St, Tucson, AZ, 85777	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26715	PRV	Pamela Hayes	1964-02-25	UHC-52829-16	8894170874	2372 Elm St, San Diego, CA, 92174	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27765	PRV	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24045	PRV	Kelly Duncan	1978-09-20	—	6864764460	9867 Oak St, Tampa, FL, 33688	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27702	PRV	Maggie Valdez	2003-10-16	—	5485360070	1601 Jefferson Ave, San Antonio, TX, 78200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21284	PRV	Cynthia Rojas	1979-06-02	—	9749992783	5677 Mesa Dr, Charlotte, NC, 28264	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-27038	PRV	Diana Agiular	2003-11-20	UHC-20499-18	5216155886	2189 Jefferson Ave, Eden Prairie, MN, 55348	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23671	PRV	Melissa Dixon	1993-11-16	UHC-54897-01	2856232365	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-26429	PRV	Timothy I Sullivan	1992-05-26	—	3903477696	5317 Washington St, Charlotte, NC	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-23226	PRV	Brittany F Munoz	1948-04-17	—	7228508677	1220 Desert Sky Blvd, Houston, TX, 77015	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22330	PRV	Judith Gardner	1996-07-24	UHC-21987-43	7439028198	9762 Main St, Phoenix, AZ, 85077	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29317	PRV	Lauren Jackson	2004-04-04	—	8903456751	7895 Harbor Blvd, Houston, TX, 77066	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20151	PRV	Bobby Rios	1977-09-18	—	8625484940	6800 Mesa Dr, San Antonio, TX, 78216	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25270	PRV	Ahmed Y Davis	2007-08-17	—	6013043745	1495 Union St # 517, Tucson, AZ, 85700	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
PRV-24446	PRV	Jacob Bnaks	1988-07-10	—	—	5849 Cedar Ln, Mesa, AZ, 85267	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-22683	PRV	Zachary O Nichols	1973-09-11	UHC-39053-23	6344942060	7771 Harbor Blvd, Atlanta, GA, 30378	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more

5,467 rows, page 70 of 110Previous Next