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-55392	TPA	Julie Lewis	1963-03-22	—	2862880696	7632 Church St, Seattle, WA, 98167	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
TPA-63625	TPA	Jerry Stevens	1998-06-17	—	—	4239 Union St, San Diego, CA, 92162	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56893	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-56892	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-61804	TPA	Janice Duncan	2003-08-22	UHC-43398-21	—	1469 Central Ave, Los Angeles, CA, 90099	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55250	TPA	Olivia Anderson	1990-05-17	—	—	4847 Bayshore Dr, Tucson, AZ, 85760	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-58732	TPA	Emma Dean	1989-04-24	—	9285827900	1260 Ocean Ave, Orlando, FL, 32827	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61238	TPA	Mariana Patel	1956-02-11	—	—	2743 Apache Blvd, Gilbert, AZ, 85230	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-58141	TPA	Justin X Schultz	1985-08-09	—	—	6556 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-57245	TPA	Andrew T Griffin	1956-09-07	—	—	644 Palm Dr, Atlanta, GA, 30388	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-54495	TPA	Michael Evans	2006-09-04	—	—	2201 Elm St, Nashville, TN, 37245	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61881	TPA	Gregory Lawson	1948-12-27	—	—	2487 Jefferson Ave, Phoenix, AZ, 85023	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-64333	TPA	Bobby Butler	1974-09-27	—	—	9720 Central Ave, Columbus, OH, 43261	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53879	TPA	Amanda Reyynolds	1981-04-11	—	3262891011	7514 Ocean Ave, Tucson, AZ, 85725	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59525	TPA	Pamela Grant	1949-06-15	—	—	6343 Maple Ave, Denver, CO, 80235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57536	TPA	Arjun Ramos	1999-09-18	—	—	5493 Apache Blvd, Dallas, TX, 75280	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59738	TPA	Janet Ryan	1948-04-08	—	—	1484 Mesa Dr, San Antonio, TX, 78203	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
TPA-60519	TPA	Brenda Perez	1983-01-14	UHC-39508-63	3047050832	6158 Camelback Rd Apt 23, Houston, TX, 77070	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-63060	TPA	Pamela Kim	1980-03-14	—	7699753197	2856 Washington St, Minneapolis, MN, 55408	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
TPA-55505	TPA	Lauren Holmes	1992-02-16	—	2107885949	8144 Camelback Rd, Austin, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
TPA-63315	TPA	John Matthews	1957-08-27	—	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-60344	TPA	Adam Morgan	1970-12-26	—	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
TPA-50465	TPA	Melissa M Moreno	2000-09-17	—	—	7186 Lake View Rd, Chandler, AZ, 85207	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61087	TPA	Christopher Payne	1996-03-28	—	—	5133 Canyon Rd, Houston, TX	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
TPA-55117	TPA	Samuel Williamson	1960-08-28	—	—	1245 Sage Ct, Orlando, FL, 32837	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-61331	TPA	Jesse Ramos	2008-04-13	—	—	7233 Park Pl, Fresno, CA, 93758	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56130	TPA	Kathryn Sims	1967-11-06	—	—	9716 River Rd, Minneapolis, MN, 55478	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51741	TPA	Kate Dean	1958-12-09	—	5045412694	2022 Canyon Rd, Denver, CO, 80279	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-63906	TPA	James Le	1952-02-20	—	—	6689 Main St, Tucson, AZ, 85758	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-59521	TPA	Emma Barnes	1960-10-15	—	—	3633 Desert Sky Blvd, Tucson, AZ, 85724	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-55036	TPA	Jean Ramos	1962-04-03	—	—	2365 Jefferson Ave, Seattle, WA, 98157	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-63961	TPA	Bradley Carpenter	1948-08-08	—	—	9271 Mountain View Dr, Fresno, CA, 93739	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-59801	TPA	Samantha Gibson	1977-09-18	—	—	8088 Washington St, San Diego, CA, 92153	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-52835	TPA	Kenneth Roberts	1977-01-07	UHC-87369-79	6313018862	2936 Hillcrest Rd, Chandler, AZ, 85268	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-52761	TPA	Timothy Berry	1976-03-12	UHC-17139-84	—	422 Meadow Ln, Minneapolis, MN, 55414	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-57689	TPA	Lawrence Russell	1981-02-16	—	—	7206 Valley View Dr, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-58917	TPA	Sarah Adams	2006-06-09	—	—	2699 Canyon Rd, Fresno, CA, 93784	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
TPA-59339	TPA	Nathan Nelson	1980-02-19	UHC-05465-76	—	2023 Park Pl, Tampa, FL, 33608	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63041	TPA	Patricia Wilson	1962-09-25	—	—	7558 Mesa Dr, Columbus, OH, 43220	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-54595	TPA	Marilyn Hill	1991-04-08	—	—	8995 Desert Sky Blvd, Tucson, AZ	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-60821	TPA	Clark Elijah	1945-08-06	—	—	1361 Desert Sky Blvd, Eden Prairie, MN, 55362	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-59957	TPA	Edward Duncan	1961-06-25	—	—	619 Market St, Denver, CO, 80280	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-52432	TPA	Brenda Richards	1981-09-18	UHC-59898-63	—	9371 Apache Blvd, Scottsdale, AZ, 85253	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-50678	TPA	Jordan Rice	2007-11-12	—	—	6869 Ridge Rd, Miami, FL, 33112	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-50881	TPA	Jeffrey King	1951-04-08	—	2994665423	8238 Camelback Rd, Los Angeles, CA, 90090	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-58808	TPA	Judy Brown	1979-03-24	—	8854644983	6536 Elm St, Plano, TX	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-50262	TPA	Henry Y Lane	1940-09-11	—	5697354109	1172 Lincoln Way, Los Angeles, CA, 90068	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-51645	TPA	Raymond Vasquez	1997-10-05	—	—	2095 Cedar Ln, Tampa, FL, 33669	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-56025	TPA	Roy Li	2005-03-07	—	—	5854 Harbor Blvd, Las Vegas, NV, 89181	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-53528	TPA	Arjun Wang	2008-11-20	—	3436525362	8548 Cedar Ln, Nashville, TN, 37274	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more

1,229 rows, page 17 of 25Previous Next