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-63772	TPA	Liz D Myers	1981-12-18	—	—	9332 Ridge Rd, Dallas, TX, 75292	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63712	TPA	Robert Patterson	1982-10-18	—	—	8502 Ridge Rd, Phoenix, AZ, 85004	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61375	TPA	Joan J Soto	1981-05-17	—	—	1004 Apache Blvd, Los Angeles, CA, 90000	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-64341	TPA	Paul Morris	1987-08-17	—	—	9224 Sunset Blvd, Las Vegas, NV, 89157	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60984	TPA	Betty Wang	1977-05-08	—	3735019281	2663 Park Pl, Glendale, AZ, 85335	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51214	TPA	Alan Brown	2004-01-08	—	6279760412	740 Central Ave, Phoenix, AZ, 85077	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59992	TPA	William Hudson	1995-08-11	UHC-43451-15	—	5967 Church St, Tempe, AZ, 85298	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63499	TPA	Eric V Owens	1963-08-24	—	—	1197 Willow Ct, Orlando, FL, 32872	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64240	TPA	Jason Wells	1979-06-12	—	—	7236 Valley View Dr, San Antonio, TX, 78296	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61422	TPA	Matthew Bowman	1992-11-25	—	3075231472	4383 Palm Dr, Miami, FL, 33143	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51476	TPA	Brian Allen	1951-05-13	—	2622348559	9215 Lincoln Way, Austin, TX, 78736	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-55843	TPA	Carl Park	1963-01-14	—	—	9297 Ocean Ave, Fresno, CA, 93741	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60303	TPA	Nicole Arnold	1979-05-10	—	5623336184	3165 Mesa Dr, Chandler, AZ, 85231	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50670	TPA	Wayne Mitchell	1969-03-13	—	—	6633 Central Ave, Fresno, CA, 93789	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-54058	TPA	Russell D Bryant	1960-11-27	—	—	2305 Willow Ct, Chandler, AZ, 85202	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63618	TPA	David N Phillips	1938-01-10	—	—	7151 Spring St, Chandler, AZ, 85299	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59325	TPA	Brenda Simmons	1992-05-23	—	—	6890 Spring St, Sacramento, CA, 95882	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54733	TPA	Teresa Fisher	1991-05-02	—	—	8299 Meadow Ln, Dallas, TX, 75251	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52496	TPA	Lori Li	1994-08-08	—	4574607825	4073 Camelback Rd, Tucson, AZ, 85784	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-62143	TPA	Kimberly Robertson	1940-11-18	—	—	9549 Apache Blvd, Tempe, AZ, 85296	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53152	TPA	Janet Boyd	1967-01-03	—	7848160075	711 Desert Sky Blvd, Nashville, TN, 37271	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58757	TPA	Ronald Lucas	2006-07-08	—	—	2996 Camelback Rd, Plano, TX, 75019	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53727	TPA	Brian D Jensen	2001-09-21	—	—	3976 Canyon Rd, Charlotte, NC, 28276	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50167	TPA	Christopher Pierce	1944-11-18	—	—	3313 Desert Sky Blvd, Minneapolis, MN, 55405	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51386	TPA	Carolyn King	1997-06-22	—	—	6321 Highland Ave, Fresno, CA, 93768	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53694	TPA	Zachary Weber	1945-01-21	—	—	1671 Elm St, Miami, FL, 33142	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52977	TPA	Robert Murphy	1999-04-24	—	—	7979 Apache Blvd, Charlotte, NC, 28258	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50790	TPA	Joyce Carlson	1956-07-15	—	—	2610 Baseline Rd, Glendale, AZ, 85327	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58085	TPA	Doris Peterson	1989-06-09	—	—	5401 Desert Sky Blvd, Fresno, CA, 93753	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50519	TPA	Daniel Carroll	1951-02-04	—	2795424672	5784 Highland Ave, Houston, TX, 77002	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53619	TPA	Jerry Myers	1953-12-14	—	—	7557 Union St, Nashville, TN, 37227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61767	TPA	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52841	TPA	Brian Guerrero	2003-07-22	UHC-77891-89	7768248278	1517 Apache Blvd, Houston, TX, 77038	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-61250	TPA	Stephen Cox	1959-07-01	—	—	2758 Mountain View Dr, Gilbert, AZ, 85227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63528	TPA	Alice Day	2001-05-06	—	6969788454	6309 Union St, Dallas, TX, 75288	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62124	TPA	Jessica Butler	1982-07-23	—	7299124563	4446 Sage Ct, Houston, TX, 77041	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59350	TPA	Maria P Lunna	1998-08-15	—	4407334607	801 Indian School Rd, Glendale, AZ, 85332	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51679	TPA	Raymond Ramos	2003-12-14	UHC-67665-29	5749491412	2185 Church St, Minneapolis, MN, 55488	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52908	TPA	Brenda P Bradley	1954-10-17	—	6167524312	5192 Meadow Ln, Jacksonville, FL, 32242	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56570	TPA	Gloria Nguyen	1948-12-13	—	5784812748	242 Desert Sky Blvd, Denver, CO, 80223	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62839	TPA	Morrison Russell	1952-07-14	—	—	6556 Spring St, Houston, TX, 77089	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57540	TPA	Omar Gardner	1953-09-05	—	—	2622 Sunset Blvd, Nashville, TN, 37271	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57541	TPA	Omar Gardner	1953-09-05	—	—	2622 Sunset Blvd, Nashville, TN, 37271	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-57028	TPA	Judith C Mills	1943-05-28	UHC-96992-51	—	7674 Pine Dr, Denver, CO, 80205	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-55324	TPA	Walter Alvarez	1941-06-02	—	—	4448 Sage Ct, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51204	TPA	Patrick Chapman	1938-04-13	UHC-67096-01	4178858332	493 Camelback Rd, Dallas, TX, 75269	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52390	TPA	Daniel Williams	1993-11-01	—	—	8390 Park Pl, Minneapolis, MN, 55408	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59831	TPA	Betty Rilley	2003-08-15	—	—	9568 Grand Ave, Sacramento, CA, 95862	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54434	TPA	Thomas Arnold	1982-09-17	UHC-19975-43	3587108822	6875 Lake View Rd, Denver, CO, 80261	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61753	TPA	Sara Cruz	1962-05-20	—	6633857504	5142 Central Ave, Chandler, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

7,854 rows, page 120 of 158Previous Next