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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50965	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50964	TPA	Alan Gomez	1970-09-14	—	—	4112 Central Ave, Plano, TX, 75038	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53728	TPA	Brian Jensen	2001-09-21	—	2974166832	3976 Canyon Rd, Charlotte, NC, 28276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53418	TPA	Noah Milller	2003-01-20	—	—	468 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61787	TPA	Tyler Wag	1941-12-14	—	2755196299	1579 Lincoln Way, Dallas, TX, 75217	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57179	TPA	Bradley D Burton	1996-09-28	—	3613039971	2223 Valley View Dr, Tucson, AZ, 85775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51770	TPA	Roy Hill	1977-08-12	—	6125030383	5091 Maple Ave, Orlando, FL, 32863	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51326	TPA	Denise Bennett	2003-06-18	—	—	3143 Mountain View Dr, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53376	TPA	—Junk	1990-12-12	—	8029312371	1686 Hillcrest Rd, Columbus, OH, 43227	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52992	TPA	Angela P Ross	1939-12-23	—	5428900259	6160 Ridge Rd, Tucson, AZ, 85722	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56232	TPA	Daniel J Larson	1969-07-04	—	—	5189 Jefferson Ave, Seattle, WA, 98194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60224	TPA	Mark Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-50494	TPA	Gregory P Salazar	1967-09-26	—	—	7702 Apache Blvd # 213, Seattle, WA, 98131	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-61365	TPA	Brian Davis	1966-07-20	—	—	6652 Park Pl, Jacksonville, FL, 32214	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57789	TPA	Wayne Carter	1991-01-27	—	—	473 Forest Ave, Plano, TX, 75038	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60329	TPA	Diego Fields	1958-05-17	—	8506646040	7626 Union St, Los Angeles, CA, 90092	0.62	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+3 more
TPA-59765	TPA	Patrick Orteega	2001-07-20	—	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63238	TPA	Martha Hunter	1960-05-25	—	2027052652	5179 Ridge Rd, Nashville, TN, 37216	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-58730	TPA	Ronald Fowler	2001-04-05	—	8608026760	1894 Elm St, Glendale, AZ, 85370	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58731	TPA	Ronald Fowler	2001-04-05	—	8608026760	1894 Elm St, Glendale, AZ, 85370	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60740	TPA	Omar Perez	1976-02-05	—	—	5497 Canyon Rd, Las Vegas, NV, 89146	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-58997	TPA	Maria Romero	1964-03-15	—	—	4347 Willow Ct, Dallas, TX, 75275	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54843	TPA	Tom Z Berry	1992-07-25	—	8885793983	1895 Hillcrest Rd, San Diego, CA, 92146	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62464	TPA	Adam Obrien	1982-04-02	—	—	4314 Sunset Blvd, Chandler, AZ, 85208	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
TPA-54240	TPA	Brryan Martinez	2008-10-21	—	8102198850	4682 Washington St, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50824	TPA	Dennis G Spencer	2008-11-06	—	—	2302 Palm Dr, Scottsdale, AZ, 85206	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57967	TPA	Jennifer Santos	1944-02-16	—	6707461860	4465 Hillcrest Rd, Seattle, WA, 98130	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60706	TPA	Brenda Carpenter	1953-05-23	—	—	4125 Canyon Rd, Minneapolis, MN, 55419	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-53088	TPA	Bradley Vega	1938-06-13	—	9496089448	7952 Spring St, Gilbert, AZ, 85274	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63708	TPA	Benjamin Jones	1989-02-11	—	7936477754	5630 Baseline Rd, Plano, TX, 75019	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57229	TPA	Raymond Santos	1959-02-12	—	8946100025	1830 Spring St, Atlanta, GA, 30311	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64078	TPA	Abby Carlson	1990-04-13	—	5128559598	1325 Ocean Ave, Los Angeles, CA, 90089	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51954	TPA	Nicole Smith	1957-12-16	—	—	1545 Willow Ct, Tampa, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50589	TPA	Vincent Roberts	1986-05-22	UHC-46711-68	4146298403	4910 Mountain View Dr, Sacramento, CA, 95852	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53083	TPA	Janet McDonald	1982-06-05	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60571	TPA	Kenneth Piarce	1955-03-28	UHC-87501-90	9522879290	3947 Harbor Blvd, Dallas, TX, 75216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54917	TPA	Nancy Wright	1988-08-12	—	2338354224	7666 Oak St, Los Angeles, CA, 90040	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52004	TPA	Jason Q King	1976-08-06	—	—	9255 Palm Dr # 995, Fresno, CA, 93751	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-51287	TPA	Carolyn Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51879	TPA	Willis Patrick	1966-07-03	—	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53229	TPA	George Mrphy	1998-10-14	—	—	2791 Elm St, Fresno, CA, 93778	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50186	TPA	Harold Sullivan	1988-06-21	—	—	7597 Pine Dr, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54971	TPA	Danielle Fernandez	1975-04-03	—	—	46 Meadow Ln, Eden Prairie, MN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51885	TPA	Madison Simmons	1964-01-08	—	6116740896	6893 Sage Ct, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59733	TPA	Billy Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54740	TPA	Ashley Gibson	2005-08-12	—	—	8818 Maple Ave, Phoenix, AZ, 85045	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58094	TPA	Theresa Cooper	1955-01-21	—	4055367414	5258 Lake View Rd Apt 21, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-55656	TPA	Carol Russell	2000-08-10	—	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58864	TPA	Nicholas Hughes	1972-12-17	UHC-36357-55	3169836417	4572 Maple Ave, Eden Prairie, MN, 55315	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58100	TPA	Joe Florse	1994-08-08	—	—	6068 Sunset Blvd, Charlotte, NC, 28283	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

4,728 rows, page 11 of 95Previous Next