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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60918	TPA	Hannah Howard	1944-04-28	—	—	2648 River Rd, Chandler, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54763	TPA	Sara M Kennedy	2000-01-08	—	8276373717	5858 Elm St, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51702	TPA	Albert Patel	1949-03-17	—	—	7524 Forest Ave, Fresno, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57337	TPA	Kyle Olson	1947-03-01	UHC-95004-65	5787238091	5525 Apache Blvd, Mesa, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58704	TPA	Frakn Crawford	1956-03-28	—	2973393821	964 Ocean Ave, Jacksonville, FL	0.64	Name re-cased ZIP missing Email lower-cased Gender normalised+2 more
TPA-52402	TPA	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60843	TPA	Eugene Nichols	1980-03-11	—	2044201408	1911 Palm Dr, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63079	TPA	Marcus Russell	1975-05-12	—	7084628688	3158 Jefferson Ave, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63721	TPA	Marrk Gardner	1966-02-12	—	3145760286	607 Harbor Blvd, Charlotte, NC	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50045	TPA	Omar McCoy	1951-12-23	—	3635401626	1770 Indian School Rd, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50787	TPA	Diane A Lopez	2008-02-15	—	—	4040 Highland Ave, Eden Prairie, MN	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-61182	TPA	Raalph Shaw	1951-11-25	—	2043527727	416 Valley View Dr, San Antonio, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59432	TPA	Arjun Williams	1947-07-11	—	9404445698	8526 Bayshore Dr Apt 23, Miami, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-50192	TPA	Cheryl Fernandez	1964-05-13	UHC-81604-35	9667477100	5415 Lake View Rd, San Diego, CA	0.66	Two-digit birth year Phone reformatted ZIP missing Whitespace trimmed+1 more
TPA-53502	TPA	Sharon B Aguilar	1981-06-17	—	—	9777 Grand Ave, Scottsdale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59792	TPA	Amber Ward	2008-04-19	—	—	1260 Willow Ct, Austin, TX	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-58378	TPA	Willie F Ray	1961-09-01	UHC-49421-70	—	271 Valley View Dr, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
TPA-54415	TPA	Priya Aguilar	2000-10-24	—	—	6298 Pine Dr, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53191	TPA	Theresa P Stevens	1954-10-25	—	—	9388 Church St, Eden Prairie, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-63596	TPA	Wayne Spencr	1999-12-01	—	5534726839	9632 Church St, Houston, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-57138	TPA	Emily Brown	1943-12-10	—	9408454541	8526 Valley View Dr, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57508	TPA	Cheryl D Thomas	1997-04-20	—	—	8372 Cedar Ln, Eden Prairie, MN	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
TPA-54340	TPA	Mason Gonzalez	1992-03-11	—	—	720 Pine Dr Apt 35, Atlanta, GA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-62972	TPA	Gloria Howerd	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56631	TPA	Yuki Russell	1942-02-14	—	4839904752	4736 Ridge Rd, Mesa, AZ	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
TPA-52666	TPA	Merilyn Murphy	1974-01-17	—	—	7566 Washington St, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-58686	TPA	Lori Murray	1926-01-19	—	—	183 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-61575	TPA	Kyle Lawrence	1997-10-11	—	—	6147 Lincoln Way, Fresno, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-57712	TPA	Joseph Welch	1999-12-19	—	—	4470 Apache Blvd, San Antonio, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-56505	TPA	Benjamin Thompson	1992-01-19	—	7059932624	6338 Broadway, Los Angeles, CA	0.66	Address re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-55574	TPA	Olivia Dominguez	1977-08-09	—	—	7574 Bayshore Dr, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
TPA-50634	TPA	Castro Albert	1982-05-10	—	—	3576 Desert Sky Blvd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
TPA-57738	TPA	John Romero	1990-02-19	—	—	5768 Lincoln Way, Phoenix, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-64405	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
TPA-51187	TPA	Lucia Bryant	1975-06-09	—	—	7161 Canyon Rd, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-63743	TPA	Alexis Murray	1990-12-15	—	—	5747 Camelback Rd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62621	TPA	Samuel Medina	1943-08-15	—	8734718945	1746 Grand Ave, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-62461	TPA	Dylan A Greene	1964-02-10	—	—	8214 Mesa Dr, Gilbert, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-59784	TPA	Janet Morgan	1968-04-24	—	—	2596 Sunset Blvd, Chandler, AZ	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-61025	TPA	Joyce B Jaes	1976-07-06	—	—	6288 Lake View Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-60758	TPA	Andrea Bryant	1955-03-03	—	4953335604	2442 Church St, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-58559	TPA	Jeffrey Wells	1992-03-12	—	—	6803 Apache Blvd, San Antonio, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
TPA-63432	TPA	Bradley Larson	1960-11-16	—	2033107296	9556 Maple Ave, Phoenix, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60097	TPA	Omar Schultz	1966-11-10	UHC-58276-63	—	6554 Park Pl, Austin, TX	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
TPA-57964	TPA	Turner Kayla	1972-08-22	—	—	2610 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-53639	TPA	Benjamin Jensen	1963-09-25	—	—	8817 Forest Ave, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-64417	TPA	Wei Phillips	1941-03-09	—	—	4341 Broadway, Eden Prairie, MN	0.66	Name split from “Last, First”Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-53787	TPA	Bety Le	1953-07-25	—	—	9800 Mesa Dr, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-53465	TPA	Yuki Luna	1987-06-20	—	—	2639 Central Ave, Las Vegas, NV	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
TPA-50168	TPA	Mark Stevens	1988-08-18	—	7463369917	3343 Apache Blvd, Sacramento, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more

1,012 rows, page 13 of 21Previous Next