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

Third-party administrator, flag “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58131	TPA	Scott Alvarado	1973-09-21	UHC-03782-04	—	5896 Hillcrest Rd, Glendale, AZ, 85399	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50893	TPA	Laura Rojas	1991-05-21	—	7336243992	2057 Union St, Seattle, WA, 98127	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-60444	TPA	Timothy Bradley	1982-01-14	—	8068900272	4594 Baseline Rd, Nashville, TN, 37285	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54187	TPA	Bradley Lynch	1963-05-22	—	—	563 Willow Ct, Plano, TX, 75001	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63297	TPA	Isabella Young	1939-10-21	—	—	289 Baseline Rd, Sacramento, CA, 95804	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58517	TPA	Kayla Grant	1939-01-16	—	—	3675 Market St, Glendale, AZ, 85327	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61563	TPA	Rebecca Hoffman	1966-07-25	UHC-89652-89	—	218 Apache Blvd, Las Vegas, NV, 89176	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-55675	TPA	Amanda Cook	1967-05-04	—	5578452757	802 Sage Ct, Miami, FL, 33123	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60181	TPA	Katherine Rose	1973-04-01	—	—	2876 Oak St, Denver, CO, 80221	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60375	TPA	Ryaan Howard	1976-12-22	—	—	6625 Market St, Dallas, TX, 75230	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50287	TPA	Matthew Vega	1998-08-17	—	4834304551	789 River Rd, Dallas, TX, 75235	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53979	TPA	Wei Nelson	1975-03-28	—	—	5374 Mesa Dr, Tampa, FL, 33629	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-63605	TPA	Wayne Robertson	1964-03-04	—	—	3463 Palm Dr, Tampa, FL, 33601	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52686	TPA	Eugene Hendreson	1985-03-10	—	4875833046	6761 Ridge Rd, Tucson, AZ, 85770	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50959	TPA	Christina Bradley	1958-08-26	UHC-61892-18	—	934 Apache Blvd, Plano, TX, 75078	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56773	TPA	Tyler Rojas	1994-06-27	—	—	4070 Main St, Scottsdale, AZ, 85263	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50304	TPA	Alice Crawford	1953-10-20	—	—	8047 Forest Ave, Plano, TX, 75059	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56222	TPA	Fatima Nunez	1947-06-14	UHC-68443-71	—	9002 Maple Ave, Glendale, AZ, 85307	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52776	TPA	Arjun Sanders	1961-05-25	—	—	1118 Oak St, Miami, FL, 33190	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58056	TPA	Billy Ryan	1941-06-01	—	—	9764 Union St, Scottsdale, AZ, 85241	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52650	TPA	Don Martin	1980-01-17	—	7564668641	4944 Sage Ct, Gilbert, AZ, 85249	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57782	TPA	Mateo B Wallace	1980-05-21	—	—	8602 Harbor Blvd, Denver, CO, 80228	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57853	TPA	Aaron Jenssen	1969-05-08	—	—	5197 Baseline Rd, Scottsdale, AZ, 85227	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50565	TPA	Grace Alvarado	1945-12-20	—	—	806 Desert Sky Blvd, Atlanta, GA, 30330	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55533	TPA	Ruth Perez	2001-12-01	—	—	4458 Cedar Ln, San Antonio, TX, 78257	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55884	TPA	Robert Jordan	2006-08-03	—	—	6592 Highland Ave, Minneapolis, MN, 55431	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54447	TPA	Therasa Diaz	1904-08-20	UHC-13273-59	6303533211	5033 Oak St, Mesa, AZ, 85293	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-57766	TPA	Maria Simpson	1979-12-26	—	5892306355	7887 Forest Ave, Tampa, FL, 33686	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50698	TPA	Gloria X Chapman	1945-07-20	—	—	9217 Elm St, Phoenix, AZ, 85055	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59711	TPA	Eric Hudosn	2008-12-03	UHC-87974-59	7305204618	8745 Church St, Minneapolis, MN, 55422	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61941	TPA	Christina Lynch	1942-03-08	—	5424481134	8964 Maple Ave, Charlotte, NC, 28230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52075	TPA	Camila Perez	1965-07-28	—	—	3706 Jefferson Ave, San Antonio, TX, 78253	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63216	TPA	Danielle Young	2004-09-22	—	9798198386	5918 Baseline Rd, Sacramento, CA, 95811	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59834	TPA	Grace Ryan	1973-06-28	—	—	9392 Highland Ave, Mesa, AZ, 85210	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60069	TPA	Kelly Lawrence	1982-05-23	—	—	2077 Cedar Ln, Mesa, AZ, 85293	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53294	TPA	Donna Ford	1940-04-09	—	—	6615 Canyon Rd, Las Vegas, NV, 89157	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57888	TPA	Madison O Stephens	1951-08-04	UHC-13108-98	4823249184	1893 Washington St, Chandler, AZ, 85243	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55128	TPA	Valentina Otriz	1958-09-28	—	3432619680	2148 Willow Ct, Columbus, OH, 43285	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59673	TPA	Anrew Ryan	1938-11-04	UHC-80498-57	—	5629 Pine Dr, Houston, TX, 77089	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50129	TPA	Martha Peters	1975-04-12	—	3646736906	9204 Union St, Las Vegas, NV, 89157	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58843	TPA	Isabella Wallace	1955-09-12	—	4754751113	6211 Jefferson Ave, Miami, FL, 33141	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53534	TPA	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-62355	TPA	Obrien V Christopher	1982-05-11	—	—	5265 Central Ave, Atlanta, GA, 30332	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60653	TPA	Henry Delgao	1981-05-26	—	—	5525 Oak St, Minneapolis, MN, 55456	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50375	TPA	Lori Warren	1976-12-09	—	3949103879	4758 Highland Ave, Los Angeles, CA, 90065	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61131	TPA	Sophia White	1979-04-25	—	—	2873 Highland Ave, San Antonio, TX, 78268	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53515	TPA	Joshua Hayes	1956-04-13	—	5918584128	3463 Mountain View Dr, San Diego, CA, 92149	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58241	TPA	Carol Singh	1997-02-14	UHC-31898-22	—	5749 Canyon Rd, Las Vegas, NV, 89107	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53638	TPA	Alexis Lee	1965-03-04	—	—	2188 Ocean Ave, Mesa, AZ, 85272	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51216	TPA	Egene Espinoza	1945-12-11	—	—	4711 Mountain View Dr, Houston, TX, 77081	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

7,854 rows, page 125 of 158Previous Next