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-59917	TPA	Gabriel Cox	1994-08-17	—	—	3550 Willow Ct, Scottsdale, AZ, 85217	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50376	TPA	Bobby Ryan	1985-01-27	—	5149677339	8076 Pine Dr, Tucson, AZ, 85753	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51595	TPA	Sarah Alvarado	1963-04-16	—	2095581648	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-52497	TPA	Jackie Fowler	1999-12-16	UHC-41947-43	—	1885 Central Ave, Jacksonville, FL	0.76	Date of birth reformatted City re-cased ZIP missing Plan code upper-cased+2 more
TPA-61501	TPA	Kayla Cole	2008-02-27	—	—	2740 Highland Ave, Nashville, TN, 37276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61267	TPA	Charlotte Nichols	1970-05-19	—	8148244059	3495 Market St, Columbus, OH, 43209	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50840	TPA	Carl Young	1960-02-05	—	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61939	TPA	Kyle Cook	1963-06-20	—	9472163495	8422 Hillcrest Rd, Tampa, FL, 33671	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64259	TPA	Atrhur Guerrero	1959-07-27	—	—	1737 Highland Ave, Austin, TX, 78749	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56316	TPA	Cheryl Jacobs	1974-07-10	—	8352538081	8057 Harbor Blvd, Minneapolis, MN, 55439	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60471	TPA	Evelyn Hansen	1971-05-08	—	—	3438 Lake View Rd, Las Vegas, NV, 89115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60074	TPA	Tony Hunter	2003-02-28	—	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61558	TPA	Jessica Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62029	TPA	Carlos Lane	2005-05-06	—	—	8291 Desert Sky Blvd, Nashville, TN, 37244	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60153	TPA	Donald Weaver	1967-07-01	—	8719882023	9560 Valley View Dr, Columbus, OH, 43203	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
TPA-51174	TPA	Chris Fox	1950-04-28	—	—	3691 Hillcrest Rd, Atlanta, GA, 30320	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-64436	TPA	Jacob Wagner	1987-08-08	—	—	6552 Cedar Ln, Denver, CO, 80239	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-50225	TPA	Joseph Jordan	1959-10-27	—	2418246598	8423 Palm Dr, Las Vegas, NV, 89143	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52484	TPA	Mason Morales	1942-02-27	—	—	9675 Indian School Rd, Tempe, AZ, 85270	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51101	TPA	Janet A Graham	1965-01-05	—	2075643692	7239 Lincoln Way, Phoenix, AZ, 85034	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-54919	TPA	Roy Olsson	1956-12-13	—	—	6965 Indian School Rd, Houston, TX, 77029	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58552	TPA	Kelly Perry	1963-08-16	—	—	6792 Maple Ave, Fresno, CA, 93783	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54104	TPA	Timothy Perez	1940-01-24	—	—	3824 Oak St, Miami, FL, 33197	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-58775	TPA	Kathryn Y Robinson	1968-05-13	—	—	3930 Palm Dr, Las Vegas, NV, 89171	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51667	TPA	Ftima Green	1971-01-19	—	8975855235	764 River Rd, Minneapolis, MN, 55442	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54309	TPA	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd, Scottsdale, AZ, 85299	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62678	TPA	Maria Payne	1975-10-03	—	—	820 Canyon Rd, Scottsdale, AZ, 85270	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60210	TPA	Judith Q Hicks	1972-05-26	—	—	7709 Desert Sky Blvd, Sacramento, CA, 95801	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60461	TPA	Barbara Hudson	1946-06-16	—	—	3512 Forest Ave, Fresno, CA, 93747	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57169	TPA	James Myers	1980-04-20	UHC-80186-79	—	493 Market St, Miami, FL, 33185	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54625	TPA	Sean Silva	1959-05-03	—	7673356525	7819 Church St, Chandler, AZ, 85221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59375	TPA	Emma Hayes	1947-11-22	—	—	7363 Cedar Ln, Charlotte, NC, 28215	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64190	TPA	Sharon Alvarado	1977-06-14	—	—	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57024	TPA	Brenda Harper	1940-05-15	—	9208532646	7291 Ocean Ave, Mesa, AZ, 85254	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52295	TPA	Robert Ross	1997-08-18	—	—	6404 Central Ave, Gilbert, AZ, 85224	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60131	TPA	Ralph Washington	1977-07-06	—	—	3498 Meadow Ln, Plano, TX, 75077	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57064	TPA	Jerry I Salazar	1990-01-10	—	—	6001 Ridge Rd, San Antonio, TX, 78219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50647	TPA	Marcus Mendez	1998-01-10	—	7578791239	878 Camelback Rd, Chandler, AZ, 85287	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-53468	TPA	Marilyn Hunt	2000-04-25	—	—	2638 Indian School Rd, Nashville, TN, 37286	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60269	TPA	Catherine Hart	1973-11-23	—	—	1502 Oak St, Gilbert, AZ, 85208	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56181	TPA	Mariana G Dixon	—	UHC-58745-51	6062608105	9177 Main St, Scottsdale, AZ, 85289	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted City re-cased+1 more
TPA-60896	TPA	Jean Pena	1952-11-26	UHC-63144-44	—	2729 Market St, San Antonio, TX, 78227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-63557	TPA	Katherien Black	1997-07-25	—	2322677319	45 Palm Dr # 211, Tucson, AZ, 85765	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-55744	TPA	Anthony Lewis	1952-08-09	—	—	7328 Union St, Houston, TX, 77058	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63567	TPA	Dick Ward	1973-04-10	—	—	6126 Baseline Rd, Tampa, FL, 33679	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61949	TPA	Eugene U Martinez	1977-07-22	—	5557898981	17 Pine Dr, Plano, TX, 75043	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59663	TPA	Gary Hill	1955-03-23	—	—	1930 Apache Blvd, Seattle, WA, 98148	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
TPA-60732	TPA	Gloria Howard	1996-03-22	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-58951	TPA	George Weaver	1961-03-13	—	—	6059 Bayshore Dr, San Antonio, TX, 78243	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55644	TPA	Eric Phillips	1951-12-09	—	6688516313	8796 Ridge Rd, Seattle, WA, 98149	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more

4,728 rows, page 45 of 95Previous Next