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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58482	TPA	Brenda Harris	1986-05-16	—	—	5419 Jefferson Ave, Plano, TX, 75043	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63294	TPA	Frank Yang	1954-06-13	—	—	4140 Jefferson Ave, Nashville, TN, 37272	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62777	TPA	Cheryl Weaver	1965-09-19	—	—	5516 Lake View Rd, Miami, FL, 33126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57757	TPA	Mason Espinoza	1941-11-26	—	—	9727 Canyon Rd, Scottsdale, AZ, 85256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62182	TPA	Donald Adams	1946-11-07	—	—	9804 Sunset Blvd, Plano, TX, 75003	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57173	TPA	Albert Deniels	1954-05-11	—	—	5558 Oak St, Tampa, FL, 33681	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52342	TPA	Megan Chavez	2006-02-24	—	—	1613 Lincoln Way, Las Vegas, NV, 89112	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64346	TPA	Jnaet Hernandez	1974-05-06	—	—	37 Oak St, Orlando, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-58428	TPA	Megan Ortega	1972-09-09	UHC-29695-46	2283978085	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-63469	TPA	Evelyn Hudson	1989-06-07	—	—	1021 Grand Ave, Plano, TX, 75034	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55938	TPA	Jennifer Auilar	1938-06-12	—	—	1514 Harbor Blvd, Gilbert, AZ, 85210	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-60690	TPA	Beverly Butler	1993-10-06	UHC-36916-85	3688040538	8572 Ocean Ave, Houston, TX, 77078	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58622	TPA	Mary Lewis	1964-12-11	—	—	801 Highland Ave, Eden Prairie, MN, 55315	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-50836	TPA	Kayla Berry	1951-03-20	—	—	1481 Bayshore Dr, Denver, CO, 80256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53350	TPA	Russell L Marshall	1998-01-25	—	2203983496	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56154	TPA	Pamela G Chen	1941-11-06	—	7979437379	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-51011	TPA	Carl Morales	1979-12-15	—	6095466523	5098 Market St, Orlando, FL, 32800	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61272	TPA	Sarah Wung	1948-03-17	UHC-18126-07	—	8431 Desert Sky Blvd, Houston, TX, 77032	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54564	TPA	Emma Hawkins	1947-08-08	UHC-98014-78	—	1302 Ocean Ave, Nashville, TN, 37263	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53996	TPA	Gabriel Munoz	1938-08-21	—	—	1299 Indian School Rd, Glendale, AZ, 85370	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50866	TPA	Anna Shaw	1956-08-26	—	5074415820	8585 Desert Sky Blvd, San Antonio, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-58145	TPA	Nicholas Garrett	1987-02-16	—	—	8090 Lincoln Way, Tucson, AZ, 85776	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56405	TPA	Mateo Perez	2003-01-14	—	—	2630 Maple Ave, Tampa, FL, 33636	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60144	TPA	Olivia Cooper	1981-09-05	—	—	683 Bayshore Dr, Minneapolis, MN, 55492	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55180	TPA	Arjun Herrera	1983-12-20	—	—	6028 Maple Ave, Chandler, AZ, 85287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58296	TPA	Brittany Lucas	1951-04-16	—	—	495 Washington St, San Antonio, TX, 78269	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50668	TPA	Patrick Henry	1975-08-15	UHC-39305-02	6152268122	4132 Palm Dr, Glendale, AZ, 85350	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-58081	TPA	Janet Morrison	1993-11-28	—	2848247814	9399 Cedar Ln, San Antonio, TX, 78206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64344	TPA	Ana Murphhy	1949-09-21	—	—	2678 Bayshore Dr, Tempe, AZ, 85265	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63919	TPA	BrittanyJunk	1968-01-08	—	—	—	0.78	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared+1 more
TPA-63918	TPA	BrittanyJunk	1968-01-08	—	—	—	0.78	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared+1 more
TPA-62608	TPA	Mei Olson	1956-09-21	UHC-06921-33	5547738539	6886 Pine Dr # 534, Sacramento, CA, 95863	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-50076	TPA	Mason Williams	1994-07-17	—	—	6790 Valley View Dr, Eden Prairie, MN, 55389	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57477	TPA	Elijah Richardson	1951-04-02	UHC-63367-57	—	3875 Park Pl, Orlando, FL, 32864	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59017	TPA	Sophia Le	2000-04-12	—	—	3641 Forest Ave, Dallas, TX, 75221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53424	TPA	Mark Z Webb	1979-02-19	—	4355989637	7988 Cedar Ln, Gilbert, AZ, 85268	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-53263	TPA	Shirley Walsh	1970-02-11	UHC-61247-35	—	4744 Lincoln Way, Sacramento, CA, 95852	0.78	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-56762	TPA	Arjun Brooks	—	UHC-10874-58	7465254212	—	0.78	Name re-cased Date of birth unreadable Phone reformatted Whitespace trimmed+1 more
TPA-50865	TPA	Mrcus Bennett	1950-06-07	UHC-69159-18	—	7597 Valley View Dr, Los Angeles, CA, 90079	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55451	TPA	Stevn Mason	1965-11-06	—	—	6665 Pine Dr, Miami, FL, 33184	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59607	TPA	Vincent Littel	1980-02-28	—	6794154910	1858 Market St, Phoenix, AZ, 85033	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-61749	TPA	Theresa Y Rios	2007-07-20	—	7099412606	3083 Sage Ct, Houston, TX, 77063	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58609	TPA	Terry Bannks	1947-12-03	—	8139397603	1760 Highland Ave, Orlando, FL, 32830	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50329	TPA	Jonathan Bryant	1980-03-06	—	2067526309	6901 Baseline Rd, Plano, TX, 75033	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55008	TPA	Lori Jordan	1985-05-24	—	—	3367 Ocean Ave, Mesa, AZ, 85209	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56028	TPA	Brittany Munoz	1960-04-02	—	8025740413	6223 Central Ave, Chandler, AZ, 85268	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61564	TPA	Jacob Mitchell	2005-05-03	—	3805945755	3700 Hillcrest Rd, Eden Prairie, MN, 55306	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-53805	TPA	Hannah Freeman	1989-01-10	—	—	1191 Palm Dr, Orlando, FL, 32829	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53030	TPA	Lauren Moore	1988-05-28	—	—	8085 Spring St, Tempe, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62521	TPA	Keith Thompson	1963-12-21	—	—	6960 Indian School Rd, Jacksonville, FL, 32274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,750 rows, page 58 of 115Previous Next