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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55204	TPA	Tyler Ward	1972-08-16	—	—	421 Church St, Miami, FL, 33153	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50385	TPA	Crl Obrien	1976-10-12	—	—	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Whitespace trimmed+1 more
TPA-56908	TPA	Christina W Pierce	1964-06-24	—	—	4130 Maple Ave, Los Angeles, CA, 90060	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57249	TPA	Billy Jackson	1951-06-13	—	8286326178	9686 Hillcrest Rd, Jacksonville, FL, 32258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
TPA-50259	TPA	Donald Morris	1942-04-15	—	—	8022 Elm St, San Antonio, TX, 78268	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63036	TPA	Carol Turner	1988-06-04	—	8674376699	834 Highland Ave, Eden Prairie, MN, 55325	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-64010	TPA	Charlotte Jacobs	1947-07-01	—	—	2840 Cedar Ln, Scottsdale, AZ, 85266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56941	TPA	Jeffrey Evans	1997-04-07	—	—	9743 Sunset Blvd, Jacksonville, FL, 32221	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-52949	TPA	Terry Hansen	1942-07-22	—	3253685745	1582 Spring St, Seattle, WA, 98165	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60705	TPA	Lisa Torres	1961-12-18	—	9602836369	5711 Union St, Glendale, AZ, 85394	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58729	TPA	Justin Y Elliott	2007-08-16	—	—	797 Mountain View Dr, Phoenix, AZ, 85043	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50888	TPA	Wayne Jimenez	1962-12-03	—	—	6937 Grand Ave, Las Vegas, NV, 89161	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60856	TPA	Ann O Sims	2003-11-13	UHC-16272-69	6726657957	4580 Lincoln Way, Scottsdale, AZ, 85243	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59272	TPA	Elizabeth M Dean	1989-06-12	—	6935047284	4310 Church St, Austin, TX, 78747	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52227	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-52226	TPA	Nathan Jacobs	1946-07-04	—	—	3405 Pine Dr, Seattle, WA, 98114	0.78	Name split from “Last, First”Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-55011	TPA	Julie T Ortega	1964-09-26	—	—	1649 Mountain View Dr, Fresno, CA, 93764	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64242	TPA	Teresa Reed	1974-06-13	UHC-91743-86	—	2181 Main St, Las Vegas, NV, 89144	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63068	TPA	Luis Nichols	1975-08-02	—	—	8547 Spring St, Tucson, AZ, 85721	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63558	TPA	Katherine Black	1997-07-25	—	—	45 Palm Dr, Tucson, AZ, 85765	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53379	TPA	Grace Santiago	2002-12-09	—	8919238749	776 Forest Ave, Seattle, WA, 98118	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
TPA-54939	TPA	Henry Rodriguez	1959-05-24	—	6267414210	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-63284	TPA	Amy V Butler	1959-06-20	—	4196633809	1003 Harbor Blvd, Tucson, AZ, 85753	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57974	TPA	Joseph Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51800	TPA	Jean Welsh	1949-10-02	—	4452854437	2051 Canyon Rd, Los Angeles, CA, 90059	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59641	TPA	Diane W Collins	1938-01-18	—	9784235205	1129 Lake View Rd, Scottsdale, AZ, 85263	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50042	TPA	Kyle Carr	1978-09-07	—	—	8327 Apache Blvd, Scottsdale, AZ, 85275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53581	TPA	Elijah Allen	1943-12-01	—	6168902010	425 Main St, Tucson, AZ, 85792	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60283	TPA	Hannah Yang	1960-11-12	—	8628563844	9744 Church St, Tucson, AZ, 85713	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57718	TPA	Rachel Webb	2001-04-13	—	—	5298 Maple Ave, Atlanta, GA, 30378	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50050	TPA	Dylaan Reed	1950-04-23	—	5409818923	5538 Park Pl, Gilbert, AZ, 85209	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-51033	TPA	Karen Little	1959-03-03	—	—	7996 Willow Ct, Orlando, FL, 32830	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54911	TPA	John Gomez	1958-03-19	—	—	5201 Park Pl, Orlando, FL, 32873	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54910	TPA	John Gomez	1958-03-19	—	—	5201 Park Pl, Orlando, FL, 32873	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60354	TPA	Jerry Moore	1963-04-12	—	—	5838 Lincoln Way, Columbus, OH, 43249	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61665	TPA	Chryl Alvarez	1938-01-25	—	—	9105 Baseline Rd, Orlando, FL, 32875	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60744	TPA	Jacqueline Lewis	1978-05-16	—	—	9882 Sage Ct, San Diego, CA, 92163	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56441	TPA	Samuel Ross	1998-03-03	UHC-33174-59	—	3528 Meadow Ln, Houston, TX, 77002	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60493	TPA	Kevin Fowler	1963-10-01	—	—	5151 Valley View Dr, Chandler, AZ	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-58160	TPA	Mason Fowler	1940-01-28	—	4247934688	606 Palm Dr, Glendale, AZ, 85310	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51936	TPA	Justin Crawford	1982-10-08	—	4915538423	3216 Park Pl, Houston, TX, 77003	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54225	TPA	Scott Howell	2004-09-04	—	—	1885 Meadow Ln, Houston, TX, 77071	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51074	TPA	Anthony J Chen	1999-12-01	—	—	8278 Desert Sky Blvd, Austin, TX, 78749	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55554	TPA	Olivia Sanchez	1947-09-04	UHC-66069-07	—	94 Cedar Ln # 421, Atlanta, GA, 30374	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-50300	TPA	Shirley Woods	1959-10-18	—	6592621873	9434 Washington St, Eden Prairie, MN, 55379	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57415	TPA	Kevin Marshall	1962-04-05	—	8177369229	6674 Sage Ct, Tampa, FL, 33694	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54033	TPA	Lori Ellis	2005-08-15	—	8887633981	5821 Union St, Orlando, FL, 32879	0.78	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed+1 more
TPA-64343	TPA	Sandra Guzman	1945-08-09	—	—	3250 Indian School Rd, Miami, FL, 33177	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55830	TPA	Thomas Mendoza	2007-04-23	—	8639936816	4060 Grand Ave, Eden Prairie, MN, 55393	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54287	TPA	Lucia Foster	1944-01-24	—	—	9070 Maple Ave, Atlanta, GA, 30364	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

14,135 rows, page 156 of 283Previous Next