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-28688	PRV	Barbara Owens	2002-06-24	—	5953490383	4882 Church St, Chandler, AZ, 85256	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25522	PRV	John N Santiago	1958-10-20	—	9329606619	4038 Sage Ct, Minneapolis, MN, 55489	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24082	PRV	Omar D Nguyen	1997-06-08	—	8802568685	5478 Lake View Rd, Tampa, FL, 33621	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27515	PRV	Grace Armstrong	1959-03-16	—	8696162345	6118 Sage Ct, Scottsdale, AZ, 85288	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25381	PRV	Harold K Mejia	1969-10-17	UHC-63645-91	5163320294	1262 Willow Ct, Nashville, TN, 37270	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23701	PRV	Santiago A Wong	1969-10-19	—	6855242033	4049 Washington St, Houston, TX, 77081	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28031	PRV	Ana A Cox	1981-07-08	—	9546857596	8684 Main St, Tempe, AZ, 85216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28019	PRV	Emily Reynolds	1962-04-06	UHC-54398-28	8903392682	5254 Mountain View Dr, Austin, TX, 78712	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25666	PRV	Gerald Little	1996-11-14	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21586	PRV	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	4815 Sage Ct, San Antonio, TX, 78201	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24300	PRV	Sue Carr	2005-06-19	UHC-11023-15	4392075440	5207 Pine Dr, Las Vegas, NV, 89177	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23581	PRV	Mateo P Obrien	1969-03-09	UHC-64674-51	—	9873 Pine Dr, Fresno, CA, 93740	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28902	PRV	Christina N Evans	1944-12-04	UHC-35274-45	—	6102 Camelback Rd, Jacksonville, FL, 32212	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25120	PRV	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr, Jacksonville, FL, 32259	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29049	PRV	Patricia P King	1967-06-23	—	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20298	PRV	Carolyn Lewis	1996-08-27	—	—	5024 Spring St, Charlotte, NC, 28254	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20547	PRV	Betty Peters	1940-12-28	—	9106580553	7521 Camelback Rd, Sacramento, CA, 95881	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23178	PRV	David Rose	1970-11-27	—	8742522938	703 Palm Dr, Minneapolis, MN, 55433	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-25604	PRV	Roy Martinez	1954-12-03	UHC-35367-39	5233003240	985 Union St, Glendale, AZ, 85377	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27197	PRV	Angela F Wells	1985-07-25	—	3067956585	2563 Pine Dr, Fresno, CA, 93715	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27761	PRV	Gloria A Fernandez	1954-01-05	UHC-87618-90	7484380394	8069 River Rd, Dallas, TX, 75203	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
PRV-28150	PRV	Jeffrey Harvey	1969-10-15	—	3353580723	6301 Valley View Dr, Nashville, TN, 37244	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-25172	PRV	Kenneth Masun	1962-08-27	UHC-03925-28	2707546714	8342 Washington St, Charlotte, NC, 28233	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26983	PRV	Grace I Williiams	1977-04-18	—	2232374335	9067 Highland Ave, Jacksonville, FL, 32233	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26586	PRV	Shirley Powel	1968-11-08	—	6714997328	7652 Ocean Ave, Seattle, WA, 98160	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21093	PRV	Btty Y Willis	2006-05-12	—	9413319643	7434 Canyon Rd, Gilbert, AZ, 85267	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28337	PRV	Elijah Z Le	1964-09-23	—	5338389722	9800 Elm St, Fresno, CA, 93709	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21126	PRV	Virginia B Singh	1957-04-27	—	7104572779	1609 Valley View Dr, Charlotte, NC, 28268	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28439	PRV	Joyce Johnson	1994-08-04	UHC-57438-80	—	1785 Ridge Rd, Scottsdale, AZ, 85209	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21512	PRV	Ana Contreras	2003-05-17	—	6187624848	9416 Ridge Rd, Atlanta, GA, 30359	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24897	PRV	Yuki Aguilar	1986-12-19	—	2789970779	2651 Ocean Ave, Denver, CO, 80231	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29307	PRV	David Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV, 89153	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21162	PRV	Fatima Elliott	1950-11-05	—	—	5297 Indian School Rd, San Diego, CA, 92115	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21828	PRV	Bryan Valdez	1964-07-24	UHC-23489-04	3205360215	5054 Lake View Rd, Mesa, AZ, 85254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-26361	PRV	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24696	PRV	Tyler X Snyder	1964-08-19	UHC-00613-40	7393587845	6743 Lake View Rd, Eden Prairie, MN, 55316	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26761	PRV	Cynthia Oretga	2002-07-08	UHC-54454-59	2574457724	3415 Canyon Rd, Nashville, TN, 37299	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-23624	PRV	Brandon White	2000-04-11	UHC-94755-46	—	1696 Apache Blvd, Las Vegas, NV, 89171	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22370	PRV	Ana Ortega	1951-06-23	UHC-19282-90	7299707135	2539 Palm Dr, Scottsdale, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27856	PRV	Jordan Weaver	1947-11-19	UHC-41990-34	5623143035	4916 Sunset Blvd, Phoenix, AZ, 85065	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24650	PRV	John Porter	1993-06-22	—	7939670501	2936 Camelback Rd, San Diego, CA, 92107	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28834	PRV	Isabella Crawford	1950-05-23	UHC-64929-99	4734618525	4169 Willow Ct, San Diego, CA, 92146	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23750	PRV	Rachel I Diaz	1999-12-10	UHC-34219-67	5266524855	9301 Highland Ave, Nashville, TN, 37232	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28489	PRV	Aisha W Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21487	PRV	Carl Davis	1987-07-12	UHC-93283-17	5098810468	4425 Union St, Scottsdale, AZ, 85254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23809	PRV	Ronald Daniels	1943-03-18	UHC-95529-06	6304574545	2498 Oak St, Plano, TX, 75033	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25320	PRV	Janice Greene	1986-08-15	UHC-32981-06	—	3408 Spring St, Sacramento, CA, 95829	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25725	PRV	Mariana Munoz	1971-04-24	UHC-53160-14	2672304254	8127 Desert Sky Blvd, Los Angeles, CA, 90086	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-28286	PRV	Jason R Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL, 33699	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24121	PRV	Evelyn N Anderson	2001-02-11	—	3626162639	1535 Ocean Ave, Fresno, CA, 93714	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more

5,405 rows, page 84 of 109Previous Next