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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58136	TPA	Gabriel F Cole	1988-03-14	—	—	2533 Hillcrest Rd, Eden Prairie, MN, 55350	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56884	TPA	Jose Green	1998-10-12	—	—	6617 Ocean Ave, Los Angeles, CA, 90002	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62441	TPA	Mei Clark	1987-03-09	—	—	4102 Sunset Blvd, Glendale, AZ, 85329	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53695	TPA	Kathryn Sandoval	1956-09-11	—	—	2498 Meadow Ln, Fresno, CA, 93760	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61074	TPA	Marcus I Wallace	1954-02-11	—	—	5894 Bayshore Dr, Miami, FL, 33162	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51949	TPA	Cynthia Rojas	1979-06-02	—	—	5677 Mesa Dr, Charlotte, NC, 28264	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-50936	TPA	Jimmy Marshall	2006-09-03	—	—	2554 Willow Ct, San Antonio, TX, 78240	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57079	TPA	Alice Bailey	1980-08-28	—	—	9752 Willow Ct, Glendale, AZ, 85322	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61020	TPA	Carol C Meyer	1979-07-21	UHC-67181-84	—	3897 Camelback Rd, Nashville, TN, 37265	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59174	TPA	Vincent Castro	1995-11-17	—	6929027527	6652 Valley View Dr, Orlando, FL, 32852	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57120	TPA	Charlotte Green	1946-08-06	—	9502210414	4490 Valley View Dr, Minneapolis, MN, 55449	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62963	TPA	Valentina Stevens	1943-01-26	—	—	8592 Mountain View Dr, Houston, TX, 77011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61417	TPA	Albert Fisher	1981-06-04	—	—	9784 Harbor Blvd, Gilbert, AZ, 85212	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58629	TPA	Bradley Patterson	1990-01-05	—	—	859 Valley View Dr, Scottsdale, AZ, 85241	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60854	TPA	Janice Jordan	1966-03-24	—	—	774 Washington St, Nashville, TN, 37275	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64462	TPA	Eugene Graham	1950-06-16	—	—	7226 Oak St, Atlanta, GA, 30343	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51201	TPA	Justin Ramos	1962-01-11	—	—	4154 Valley View Dr, Glendale, AZ, 85327	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58911	TPA	Jean Carroll	1993-10-12	—	8595980652	1545 Canyon Rd, Minneapolis, MN, 55433	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63053	TPA	Carol Shaw	2002-10-06	—	5447173992	1968 Willow Ct, Orlando, FL, 32826	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58304	TPA	Camila Tran	1958-03-13	—	—	1343 Forest Ave, Phoenix, AZ, 85032	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-55186	TPA	Jessica Valdez	1954-05-06	—	8464708695	4450 Park Pl, Mesa, AZ, 85297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63757	TPA	Kenneth Ryan	1938-12-17	—	—	5284 Washington St, Atlanta, GA, 30339	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57649	TPA	Judith Castro	1946-06-18	—	—	9281 Baseline Rd, San Diego, CA, 92180	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54955	TPA	Diego S George	1962-07-15	—	—	251 Apache Blvd, Tucson, AZ, 85792	0.80	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-52086	TPA	Maria Ray	1984-02-16	—	—	6515 Market St, Glendale, AZ, 85309	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58655	TPA	Christine Clark	1968-02-23	—	—	4908 Elm St, Los Angeles, CA, 90011	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-63517	TPA	Kimberly P Vega	1961-03-18	—	—	9577 Spring St, Nashville, TN, 37217	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53557	TPA	Ryan E Robinson	1946-08-04	—	5448338811	1897 Ocean Ave, Houston, TX, 77081	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62008	TPA	Jennifer Lee	1984-05-11	—	2416892642	2678 Palm Dr, Nashville, TN, 37256	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55745	TPA	Willie Moore	1998-03-23	—	—	6226 Ocean Ave, Eden Prairie, MN, 55336	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55852	TPA	Kevin Thompson	1948-01-11	—	3994531456	2487 Maple Ave, Charlotte, NC, 28260	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62430	TPA	Ruth Meyer	2004-06-19	—	—	8704 Central Ave, Glendale, AZ, 85341	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52123	TPA	Ronald Sims	1980-04-26	—	—	6616 Jefferson Ave, Eden Prairie, MN, 55372	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57025	TPA	Brenda Harper	1940-05-15	—	—	7291 Ocean Ave, Mesa, AZ, 85254	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57633	TPA	Marilyn Holmes	1944-08-12	—	—	7708 River Rd, San Diego, CA, 92164	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63665	TPA	Roger Santiago	1988-10-20	—	3124528801	6341 Market St, Columbus, OH, 43215	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50853	TPA	Brrittany Warren	2008-09-09	UHC-22159-07	—	4501 Park Pl, Austin, TX, 78721	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62494	TPA	Beverly Ross	1960-07-26	—	3396899358	8373 Hillcrest Rd, Eden Prairie, MN, 55370	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52685	TPA	Gregory Boyd	1959-04-06	—	—	9511 Harbor Blvd, Scottsdale, AZ, 85203	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53636	TPA	Elizabeth Ramirez	2003-01-11	—	—	2787 Indian School Rd, Austin, TX, 78741	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-54995	TPA	Sndra Clark	1967-09-06	—	—	9762 Apache Blvd, Gilbert, AZ, 85260	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59225	TPA	Brittany Hudson	1966-07-21	—	—	1462 Canyon Rd, Minneapolis, MN, 55447	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52378	TPA	Bobby Foster	1999-04-05	—	—	8924 Oak St, Los Angeles, CA, 90026	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53318	TPA	Daniel Wong	1981-07-10	—	—	4430 Meadow Ln, Jacksonville, FL, 32235	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51831	TPA	Kevin Baker	2001-01-12	—	—	9150 Church St, Jacksonville, FL, 32225	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61613	TPA	Diane Cox	1947-05-26	UHC-99365-35	—	4429 Harbor Blvd, Phoenix, AZ, 85031	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64201	TPA	Tim Nunez	1982-04-25	UHC-87616-06	7109259699	3333 Church St, Los Angeles, CA, 90015	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56945	TPA	Diana Fields	1990-09-26	UHC-61484-50	4043211488	1618 Jefferson Ave, Chandler, AZ, 85205	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56555	TPA	Droothy Hudson	1988-11-08	—	—	3077 Meadow Ln, Minneapolis, MN, 55437	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63259	TPA	Adam Burns	1964-04-28	—	6982269928	7744 Willow Ct, Atlanta, GA, 30395	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 141 of 156Previous Next