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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24615	PRV	Theresa Payne	1978-09-05	—	5907677118	9004 Sage Ct, Charlotte, NC, 28269	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-28819	PRV	Frank Yang	1954-06-13	UHC-01242-71	6147452696	4140 Jefferson Ave, Nashville, TN, 37272	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26716	PRV	Bobby R Simpson	1980-03-27	UHC-39775-45	6924850062	4772 Highland Ave, Tempe, AZ, 85220	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28184	PRV	Wei Johnson	1980-11-23	UHC-52953-76	8263425733	9776 Forest Ave, Sacramento, CA, 95855	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22812	PRV	Donna Coleman	1942-10-15	UHC-56324-15	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20244	PRV	Linda A Bishop	1974-01-25	—	3506569452	2829 Pine Dr, Tampa, FL, 33684	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25338	PRV	Austin Thomas	2004-05-28	UHC-15598-86	2043320144	9416 Ocean Ave, Sacramento, CA, 95859	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23041	PRV	Ethan Morrison	1978-12-19	UHC-86725-04	4174832668	8293 Harbor Blvd, Fresno, CA, 93715	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25997	PRV	Nancy George	1979-06-04	UHC-95306-31	4115147965	436 Bayshore Dr, San Antonio, TX, 78234	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24734	PRV	Madison D Bryant	2006-08-09	—	8817913094	2645 Union St, Denver, CO, 80298	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20317	PRV	Jaun Thompson	1963-12-24	—	6842047158	660 Willow Ct, Phoenix, AZ, 85031	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22904	PRV	Lisa Hayes	1997-11-16	UHC-48433-58	6132327411	3266 Mountain View Dr, Plano, TX, 75053	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22753	PRV	Olivia Campbell	1986-10-04	—	6424320170	5315 Indian School Rd, Glendale, AZ, 85319	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20879	PRV	Maria J Perez	2000-02-01	—	5874100049	4692 Grand Ave, Denver, CO, 80296	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-21816	PRV	Jessica Mendez	1958-11-24	UHC-94335-21	2742227518	1455 Meadow Ln, Phoenix, AZ, 85016	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24164	PRV	Ronad Valdez	1995-11-13	—	6709085317	1195 Jefferson Ave, Nashville, TN, 37231	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22332	PRV	Evelyn Herrera	1973-06-03	—	7365475531	2696 Baseline Rd, Tampa, FL, 33643	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22985	PRV	Wei N Berry	1983-09-09	UHC-57906-75	7145231338	1615 Indian School Rd, Eden Prairie, MN, 55342	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28274	PRV	Alexander Patel	1985-09-23	—	4435563349	5375 Sunset Blvd, Plano, TX, 75026	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28422	PRV	Adam P Hicks	1979-05-03	UHC-61952-26	4716532928	5348 Mountain View Dr, Denver, CO, 80282	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20050	PRV	Austin Hart	1961-05-21	—	—	6027 Apache Blvd, Mesa, AZ, 85259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25045	PRV	Cheryl Thomas	1997-04-20	UHC-96463-73	7528030642	8372 Cedar Ln, Eden Prairie, MN, 55387	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26971	PRV	Olivia Q Wang	1971-01-19	UHC-18220-29	5708720991	5888 Lincoln Way, Gilbert, AZ, 85259	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
PRV-26447	PRV	Natalie Taylor	1990-05-01	UHC-81929-18	4462800579	3265 Main St, Atlanta, GA, 30372	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
PRV-23304	PRV	Cynthia M Elliott	1990-07-15	UHC-89870-57	—	8525 Sage Ct, Eden Prairie, MN, 55386	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23378	PRV	Emily Hanson	1987-06-12	—	8566311779	3323 Hillcrest Rd, Las Vegas, NV, 89132	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-22678	PRV	Jean T Shaw	1940-04-23	—	5872686825	6276 Elm St, Atlanta, GA, 30308	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20263	PRV	Diana Ross	1985-04-21	UHC-68670-46	4664677953	5464 Oak St, Tempe, AZ, 85277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20264	PRV	Diana Ross	1985-04-21	UHC-68670-46	4664677953	5464 Oak St, Tempe, AZ, 85277	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27491	PRV	Rogre Stevens	1978-03-01	—	—	3348 Lincoln Way, Chandler, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20491	PRV	Gloria X Chapman	1944-07-20	—	6343153093	9217 Elm St, Phoenix, AZ, 85055	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21508	PRV	Austin Watson	1998-06-16	UHC-30177-94	6283583015	7865 Highland Ave, Minneapolis, MN, 55425	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23986	PRV	Theresa Mendez	1976-12-25	UHC-72420-38	4758232018	7707 River Rd, Miami, FL, 33156	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23668	PRV	Justin Payne	1949-11-03	UHC-39329-76	4482530587	1744 Willow Ct, Gilbert, AZ, 85216	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24678	PRV	Omar Dunn	1981-11-14	UHC-59784-86	9478014741	5238 Union St, Chandler, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20322	PRV	Henry Gray	1950-12-21	—	—	119 Park Pl, Gilbert, AZ, 85282	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-24534	PRV	Sophia U Williamson	1944-06-09	UHC-37598-10	—	7952 Grand Ave, Plano, TX, 75077	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26605	PRV	Dylan Gibson	2002-01-13	—	6757098180	8165 Meadow Ln, Jacksonville, FL, 32264	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28379	PRV	Madison Butler	1975-06-07	UHC-99817-46	2962530468	8928 Lake View Rd, Minneapolis, MN, 55401	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21676	PRV	Julie Nelson	2006-06-26	—	7157793011	2858 Hillcrest Rd, Denver, CO, 80238	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20129	PRV	Jack Roberts	1985-02-01	—	2859058674	2800 Lake View Rd, Atlanta, GA, 30335	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26792	PRV	Melissa Owens	1972-03-18	UHC-20322-63	7324086024	7251 Sunset Blvd, San Antonio, TX, 78222	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20290	PRV	Christian I Williamson	1974-08-05	—	—	3455 Oak St, Chandler, AZ, 85285	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-29050	PRV	Michelle Bowman	1971-10-24	—	—	7317 Oak St, Tampa, FL, 33639	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24995	PRV	Jacob Little	1974-07-12	—	6986938137	2649 Indian School Rd, Houston, TX, 77023	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
PRV-26129	PRV	Andrew Bradley	1951-04-22	—	8902605677	9405 Washington St, Tempe, AZ, 85205	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20924	PRV	Megan Perkins	1985-09-03	—	9665580892	3220 Camelback Rd, Seattle, WA, 98196	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27990	PRV	Olivia Medina	1968-07-12	UHC-41565-81	3089282390	9683 Canyon Rd, Orlando, FL, 32802	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24435	PRV	Teresa V Harrison	2007-01-27	UHC-56572-05	9753049752	1781 Harbor Blvd, San Antonio, TX, 78294	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24976	PRV	Jessica Campbell	1970-05-04	—	4142670478	343 Palm Dr, Tucson, AZ, 85763	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,405 rows, page 97 of 109Previous Next