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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-62849	TPA	Justin Ruiz	1971-06-17	—	—	4303 Grand Ave, Las Vegas, NV, 89134	0.62	Name re-cased Street suffix standardised Address re-cased City re-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-57270	TPA	Keith Ortiz	1947-05-06	—	9382690989	9658 Washington St, Tempe, AZ, 85276	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64385	TPA	Denise Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way, Chandler, AZ, 85272	0.62	Name re-cased 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-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-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-58144	TPA	Maria O Harper	1941-06-14	UHC-43044-73	—	48 Grand Ave, Seattle, WA, 98157	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61838	TPA	Ellijah L Montgomery	1993-03-04	—	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
TPA-53026	TPA	Ruth Hoffman	1997-04-14	—	—	1820 Market St, Mesa, AZ, 85244	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54492	TPA	Janet Wagner	1975-06-23	—	9063079348	9750 Meadow Ln, Sacramento, CA, 95809	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51761	TPA	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61852	TPA	Jacob Harris	1938-07-16	—	5079545295	3560 Indian School Rd, Tempe, AZ, 85226	0.62	Name re-cased 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
TPA-51069	TPA	Wei W Ruiz	1994-04-06	—	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54540	TPA	Jeremy Cook	1948-08-19	—	5055715690	7234 Indian School Rd, Columbus, OH, 43239	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-61345	TPA	Patrick Hernandez	2008-01-12	—	—	1688 Willow Ct, Columbus, OH, 43279	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54001	TPA	Bryan Ortiz	1965-07-06	—	—	3376 Market St, Chandler, AZ, 85230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58892	TPA	Rebecca V Foster	1972-09-20	—	3755638106	2598 Oak St, San Diego, CA, 92198	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53746	TPA	Mateo P Hill	1970-07-15	—	8406903357	2581 Elm St, Eden Prairie, MN, 55315	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62117	TPA	Jerry Luna	1979-11-14	—	—	9438 Sunset Blvd, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56697	TPA	Lucia Holmes	2007-02-04	—	—	8617 Highland Ave, Glendale, AZ, 85314	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52642	TPA	Lori Stevens	1966-06-13	—	—	8079 Sunset Blvd, Las Vegas, NV, 89113	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57256	TPA	Alex Prekins	1959-03-26	UHC-60662-97	7164336395	26 Camelback Rd, Plano, TX, 75058	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53988	TPA	Nancy Rios	1945-11-03	—	3529819484	7547 Highland Ave, Columbus, OH, 43286	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52142	TPA	Gerald Cox	1971-10-05	—	—	5111 Canyon Rd, Plano, TX, 75044	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62511	TPA	Gary Q Schultz	1974-05-01	—	7439390164	2035 Jefferson Ave, Tucson, AZ, 85747	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
TPA-56282	TPA	Rachel Kelley	1977-08-18	—	—	7186 Oak St, Orlando, FL, 32883	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55842	TPA	Samuel A Rivera	1988-07-26	—	3786441173	4182 Valley View Dr, Jacksonville, FL, 32271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58184	TPA	Jean Wang	1965-07-21	—	7958227871	2348 Elm St, Glendale, AZ, 85368	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53866	TPA	Jack C Pierce	1958-12-15	—	—	4710 Jefferson Ave, Miami, FL, 33123	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50753	TPA	Juan Hill	1973-11-18	UHC-37787-33	7657184208	5687 Washington St, Phoenix, AZ, 85004	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54546	TPA	Albert Stephens	1967-02-04	—	2968297461	5794 Ridge Rd, Columbus, OH, 43213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51305	TPA	Katherine Castillo	1953-04-28	—	5018561956	782 Highland Ave, Houston, TX, 77092	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50298	TPA	Frances Dominguez	1956-08-15	—	—	7201 Mountain View Dr, Minneapolis, MN, 55484	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56761	TPA	Kathy Watkins	1972-05-26	—	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50765	TPA	Anna King	1941-01-11	—	—	251 Main St, Eden Prairie, MN, 55323	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-54992	TPA	Jose Daniels	1954-04-14	—	5154077064	3947 Desert Sky Blvd, Mesa, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57645	TPA	Raymond E Howell	1980-05-23	—	—	9124 Highland Ave, Denver, CO, 80242	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59811	TPA	Samantha Peters	1997-12-01	—	—	4730 Mountain View Dr, Miami, FL, 33142	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-55240	TPA	Nicholas Morgan	1977-02-06	—	—	4559 Union St, Sacramento, CA, 95839	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-59948	TPA	Philip Vasquez	1942-01-18	—	6258985815	1135 Sage Ct, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61545	TPA	Eric M Andrews	1969-06-10	—	8457893306	2279 Park Pl, Austin, TX, 78750	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52468	TPA	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60067	TPA	Carolyn Cole	1970-01-18	—	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-63288	TPA	Scott Hwoell	1997-12-18	—	—	1511 Willow Ct, Scottsdale, AZ, 85241	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63653	TPA	Nathan Schmidt	1949-02-10	UHC-71347-26	—	9863 Meadow Ln, Mesa, AZ, 85249	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52884	TPA	James Gordon	1988-04-11	UHC-45160-16	—	9822 Highland Ave, Tempe, AZ, 85243	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more

1,229 rows, page 11 of 25Previous Next