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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53733	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53732	TPA	Stephen Patel	1961-07-20	—	—	8076 Highland Ave, Columbus, OH, 43290	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-62758	TPA	Diane George	1994-09-26	—	—	6546 Spring St Apt 8, Houston, TX, 77077	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-61861	TPA	Carl Dominguez	—	UHC-67933-51	—	1514 Baseline Rd # 279, Gilbert, AZ, 85224	0.56	Date of birth unreadable Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-52048	TPA	Vincent Contreras	1992-05-18	—	—	5174 Forest Ave, Tucson, AZ, 85732	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-57752	TPA	Alexanedr O Williams	1964-05-18	—	3415249761	9121 Lincoln Way, Los Angeles, CA, 90058	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
TPA-53665	TPA	Mariana Fields	1960-11-22	—	—	3511 Main St, Phoenix, AZ, 85023	0.56	Name split from “Last, First”State name converted to code ZIP+4 trimmed Placeholder values cleared
TPA-57624	TPA	Adam P Dunn	—	—	—	232 Lincoln Way, Atlanta, GA, 30366	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-62294	TPA	Carol G Baker	1956-10-28	—	—	3917 Maple Ave, Houston, TX, 77006	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-57131	TPA	Elizabeth Li	1954-02-01	—	—	3590 Willow Ct, Eden Prairie, MN, 55392	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-56447	TPA	Rayomnd Nelson	1955-03-01	—	—	8292 Sunset Blvd Apt 8, Houston, TX, 77058	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-57805	TPA	Janice Tucker	2005-12-03	—	—	1178 Palm Dr, Sacramento, CA, 95825	0.56	State name converted to code ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-51584	TPA	Evelyn Ray	1941-10-09	—	2313290812	1967 Camelback Rd, Eden Prairie, MN, 55330	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-50523	TPA	Amy Gonzalez	2008-11-09	—	—	492 Bayshore Dr, Glendale, AZ, 85309	0.56	Name split from “Last, First”Phone missing area code ZIP+4 trimmed Placeholder values cleared
TPA-57507	TPA	Gerald Hamilton	1986-10-02	—	—	6006 Spring St Apt 21, San Antonio, TX, 78237	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-51057	TPA	Mary Allen	1974-10-02	—	9436077668	4111 Grand Ave, Eden Prairie, MN, 55368	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-58593	TPA	Jennifer Fisher	1993-11-23	—	—	3366 Palm Dr, Jacksonville, FL, 32292	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-51554	TPA	Dennis Powell	1977-07-24	—	9316250254	8141 Main St, Tucson, AZ, 85765	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63843	TPA	John Holmes	1983-10-10	—	3549491986	1760 Forest Ave, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60640	TPA	Kevin W Howell	1965-01-04	—	—	8133 Palm Dr, Denver, CO, 80276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-55385	TPA	Gabriel Guzman	2007-09-24	—	—	6274 Lake View Rd, Chandler, AZ, 85276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-59368	TPA	Amy Hamilton	1957-11-14	—	7488178584	6489 River Rd, Gilbert, AZ, 85229	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63302	TPA	Adam Vega	1974-12-27	—	5372467498	3130 Cedar Ln, San Diego, CA, 92181	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-55381	TPA	Wayne T Greene	1964-05-20	—	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-55382	TPA	Wayne T Greene	1964-05-20	—	4785479922	5071 Cedar Ln, Nashville, TN, 37279	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64088	TPA	Brenda Wallace	2007-02-21	—	3346189246	1270 Park Pl, Orlando, FL, 32880	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61383	TPA	Jonathan Reed	2006-09-05	—	6419179846	1453 Valley View Dr, Dallas, TX, 75208	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61944	TPA	Beverly Andrews	1967-12-18	—	5166347246	2649 Canyon Rd, Nashville, TN, 37299	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-51381	TPA	Janet Jenkins	1976-05-08	—	9794867603	5208 Main St, Phoenix, AZ, 85004	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52330	TPA	Christine Hicks	1996-10-24	—	3089776609	4361 Canyon Rd, Scottsdale, AZ, 85277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63402	TPA	Mriana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-54509	TPA	Wei Berry	1983-09-09	—	—	1615 Indian School Rd, Eden Prairie, MN, 55342	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54048	TPA	Lauren K Sullivan	1986-10-09	—	8836385689	381 Park Pl, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-61726	TPA	Janice Wong	2006-04-19	—	—	7523 Highland Ave, Nashville, TN, 37223	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-54959	TPA	Patricia Kennedy	1991-09-17	—	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59254	TPA	Jessica Carter	1977-08-02	UHC-74848-26	8954134479	2230 Hillcrest Rd, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51339	TPA	Judith Pena	1939-08-25	—	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59128	TPA	Julia Garza	1951-12-07	UHC-69609-77	2879180689	9030 Indian School Rd, Las Vegas, NV, 89162	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62382	TPA	Lauren Castillo	1995-02-27	—	5838302953	1958 Highland Ave, Austin, TX, 78734	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-59915	TPA	Jeremy Fernandez	1952-09-27	UHC-18768-76	8967108812	1634 Market St, Dallas, TX, 75277	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-55669	TPA	Dot Z Rios	2001-08-04	UHC-82541-55	—	4551 Maple Ave, Seattle, WA, 98185	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-63780	TPA	Deebra Bennett	1984-09-06	—	—	4676 River Rd, Minneapolis, MN, 55409	0.60	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+4 more
TPA-56997	TPA	Patrick Fisher	1985-08-03	—	7773295953	8910 Camelback Rd, Plano, TX, 75099	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-61132	TPA	Billy Peterson	1983-03-22	—	4296632093	5022 Willow Ct, Tampa, FL, 33685	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63732	TPA	Pamela Bailey	1976-09-06	—	—	3492 Meadow Ln, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58472	TPA	Cynthia Lopez	2003-11-17	—	—	4377 Washington St, Austin, TX, 78715	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56779	TPA	Juse Reyes	1942-06-27	—	—	5287 Valley View Dr, Charlotte, NC, 28250	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-56551	TPA	Randy B Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-63005	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-58278	TPA	Randy Woods	1976-04-09	—	3947042040	1919 Market St, Phoenix, AZ, 85057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

1,145 rows, page 8 of 23Previous Next