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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52603	TPA	Anna Gonzalez	1984-04-25	—	—	425 Elm St, Denver, CO, 80241	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55075	TPA	Lawrence Mills	1946-01-24	—	—	1067 Jefferson Ave, Seattle, WA, 98195	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58754	TPA	Bryan Remirez	1996-01-11	—	—	9889 Indian School Rd, Plano, TX, 75009	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53909	TPA	Gebriel O Mejia	1961-12-12	—	—	1816 Forest Ave, Orlando, FL, 32826	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61455	TPA	Martha Perkins	2004-06-14	—	—	1561 Desert Sky Blvd, Mesa, AZ, 85213	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-61201	TPA	Sandra Knight	1956-08-03	—	—	5560 Sage Ct, Chandler, AZ, 85252	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-60075	TPA	Douglas M Kim	1940-07-09	—	—	5295 Market St, Fresno, CA, 93711	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53055	TPA	Stephen Bryant	1977-04-15	—	—	9317 Lincoln Way, Glendale, AZ, 85384	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
TPA-51127	TPA	Gregory Richardson	1960-04-11	UHC-32697-71	—	1687 Palm Dr, Dallas, TX, 75271	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52866	TPA	Kayla Henry	1969-11-11	—	—	5247 Spring St, Columbus, OH, 43222	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62797	TPA	Judy Patterson	1998-03-07	—	—	7921 Church St, Austin, TX, 78767	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59122	TPA	Aaron Pierce	1942-09-19	UHC-91720-52	—	7423 Park Pl, Houston, TX, 77063	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-56537	TPA	Wells Rachel	1974-05-08	—	—	4991 Market St, Minneapolis, MN, 55485	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-62310	TPA	Cheryl Wagner	1962-03-27	—	—	7207 Spring St, Dallas, TX, 75247	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57186	TPA	Carol N Ross	1987-03-24	—	—	5318 Central Ave, Orlando, FL, 32845	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62478	TPA	Austin Wlch	1963-04-23	—	7728276325	278 Palm Dr, Gilbert, AZ, 85277	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-51837	TPA	Wells Jonathan	1997-04-19	—	—	9341 Church St, Seattle, WA, 98160	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-50919	TPA	Benjamin Cruz	2007-06-05	—	—	3939 Pine Dr, Jacksonville, FL, 32265	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63028	TPA	Megan Elliott	1999-03-18	—	—	2593 Harbor Blvd, Orlando, FL, 32822	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-63410	TPA	Maria Greene	1918-03-10	—	—	2309 Market St, Las Vegas, NV, 89167	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55314	TPA	Martha Cole	1964-12-06	—	—	7007 Central Ave, Gilbert, AZ, 85258	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-53583	TPA	Kyle Jackson	1990-08-01	—	—	1123 Willow Ct, Atlanta, GA, 30325	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-63070	TPA	Jonathan Gutieerrez	2004-02-09	—	—	2956 Market St, Scottsdale, AZ, 85200	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
TPA-51005	TPA	Matt Allen	1989-07-11	—	2306515265	558 Forest Ave, Eden Prairie, MN, 55396	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-52166	TPA	Mariana C Hawkins	1960-03-08	UHC-87456-54	2203509097	9230 Mountain View Dr, Gilbert, AZ, 85264	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
TPA-54499	TPA	Daniel D Alvarez	1943-05-25	—	4276742153	6848 Grand Ave, Austin, TX, 78790	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
TPA-63214	TPA	Janet Olson	1951-03-04	—	—	3349 Palm Dr, Atlanta, GA, 30378	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
TPA-51808	TPA	Sharon B Santos	1990-01-28	—	—	6404 Bayshore Dr, Denver, CO, 80272	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63880	TPA	Susan Welch	1983-01-10	—	—	6930 Cedar Ln, Minneapolis, MN, 55464	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51081	TPA	Larry Powell	1947-08-03	—	—	1524 Sage Ct, Columbus, OH, 43236	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53211	TPA	Sara Mitchell	2007-05-01	—	—	9648 Oak St, Tampa, FL, 33636	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58930	TPA	Sandra Kelley	1960-02-27	—	3683386402	6943 Lincoln Way, Tucson, AZ, 85705	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-53388	TPA	Alice EJunk	1950-07-12	—	8735422059	6473 Central Ave, Los Angeles, CA, 90044	0.66	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared+1 more
TPA-62373	TPA	Hannah Santos	1941-06-09	—	—	2094 Sunset Blvd, San Antonio, TX, 78271	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55023	TPA	Madison Moreno	1946-08-02	—	—	4686 Ocean Ave, Eden Prairie, MN, 55326	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
TPA-59573	TPA	Kathleen Tran	1975-04-20	—	—	4373 Central Ave, Miami, FL, 33166	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60729	TPA	Henry Riz	1992-02-13	—	—	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60411	TPA	Eugene Morales	1976-03-11	—	5559934176	7390 Bayshore Dr, Austin, TX, 78766	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57738	TPA	John Romero	1990-02-19	—	—	5768 Lincoln Way, Phoenix, AZ	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
TPA-62666	TPA	Richard Riley	1961-07-11	—	—	3721 Mesa Dr, Tucson, AZ, 85728	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-64434	TPA	Harold P Martinez	1974-02-21	—	—	8897 Broadway # 479, Gilbert, AZ, 85237	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
TPA-58453	TPA	Austin Murray	—	UHC-61729-64	—	6579 Washington St, Austin, TX, 78760	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-62482	TPA	Gerald Parker	1970-07-24	—	—	7751 Mesa Dr, Chandler, AZ, 85228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-51423	TPA	Omar Rios	1987-10-15	UHC-69358-19	—	5383 Union St, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57134	TPA	Brandon Garcia	1945-12-04	—	9413637070	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-56239	TPA	Ana Willis	1954-03-06	—	—	7807 Apache Blvd, Chandler, AZ, 85210	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50396	TPA	Raymond Walker	2005-07-26	—	—	1409 Washington St, Mesa, AZ, 85247	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-54125	TPA	Becky Campbell	1953-05-09	—	7623964285	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-62920	TPA	Tim Andrews	2004-10-24	—	6295866091	8479 Market St, Gilbert, AZ, 85293	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52905	TPA	Nency Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

2,435 rows, page 26 of 49Previous Next