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-57063	TPA	Nancy Jones	1950-05-18	—	9827185668	6297 Hillcrest Rd, Las Vegas, NV, 89198	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-59613	TPA	Paul Welch	1951-06-06	—	—	1850 Park Pl, Phoenix, AZ, 85071	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58897	TPA	Mateo F Alvarez	1994-06-14	—	—	8301 Lake View Rd, Denver, CO, 80212	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57280	TPA	Jacob Hal	2001-06-06	—	—	2618 Ridge Rd, Phoenix, AZ, 85094	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-62750	TPA	Logan Scott	1988-08-15	—	5052434196	9396 Cedar Ln, Nashville, TN, 37243	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52353	TPA	Theresa Hoffman	1982-08-08	—	—	3909 Desert Sky Blvd, Sacramento, CA, 95839	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56260	TPA	Nancy S Price	1979-11-07	—	7817945399	9716 Park Pl, Charlotte, NC, 28205	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-54324	TPA	William Banks	1961-03-01	—	—	6816 Spring St, Los Angeles, CA, 90031	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62945	TPA	Kyle Lane	1981-11-07	—	7489465380	9320 Willow Ct, Dallas, TX, 75209	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50409	TPA	Mary Payne	1948-01-25	—	—	2881 Apache Blvd, Seattle, WA, 98120	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64261	TPA	Jerry Weber	2007-02-02	—	6985769670	1357 Union St, Eden Prairie, MN, 55317	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56655	TPA	Virginia Jackson	1958-05-09	—	—	1576 Oak St, Austin, TX, 78774	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50004	TPA	Sophia Ramirez	1974-07-12	—	7196681436	1154 Indian School Rd, Dallas, TX, 75285	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55411	TPA	Terry Elliott	1980-05-20	—	—	6936 Willow Ct, Tempe, AZ, 85260	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62539	TPA	Ann X Bowman	1970-06-15	—	—	6414 Ridge Rd, Phoenix, AZ, 85023	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52709	TPA	Adam Collins	1975-06-08	—	—	2667 Canyon Rd, Tucson, AZ, 85765	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53119	TPA	Rachel Jacobs	1987-04-14	UHC-12610-08	—	2993 Union St, San Antonio, TX, 78219	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62697	TPA	Heather Gardner	1996-07-12	—	—	3937 Elm St, Denver, CO, 80212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51159	TPA	Laryr Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-51843	TPA	Anna Willis	1963-11-06	—	—	7346 Grand Ave, Seattle, WA, 98119	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62794	TPA	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53691	TPA	Bobby Anderson	1978-03-09	UHC-53467-07	8534510543	3664 Harbor Blvd, Minneapolis, MN, 55491	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53299	TPA	Emily U Aguilar	1985-08-05	—	—	1301 Willow Ct, Scottsdale, AZ, 85292	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more
TPA-61703	TPA	Teresa G Elliott	1938-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50597	TPA	Maria Bradley	1976-11-21	—	—	7106 Ridge Rd, Austin, TX, 78770	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63108	TPA	Kevin Burton	1974-02-28	—	8846081503	6383 Mountain View Dr, Gilbert, AZ, 85246	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54666	TPA	Alexis Y Palmer	1950-11-01	—	8103248489	795 Highland Ave, San Antonio, TX, 78208	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56293	TPA	Gabriel Hill	1996-05-02	—	9359605061	3390 Main St, Dallas, TX, 75230	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58579	TPA	Jonathan Silva	2006-05-10	—	5905414389	8190 Cedar Ln, Fresno, CA, 93752	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-64026	TPA	Mark Henry	1980-11-23	—	—	1685 Market St, Orlando, FL, 32816	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-63608	TPA	Christian Anderson	1939-07-09	UHC-03780-58	9458787180	2042 Washington St, Orlando, FL, 32818	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54159	TPA	Megan Simpson	1996-02-28	UHC-32074-70	—	9117 Market St, Los Angeles, CA, 90091	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-50986	TPA	Joshua Hernandez	2006-01-02	—	—	8353 Sage Ct, Scottsdale, AZ, 85285	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61839	TPA	Scott Le	1960-06-05	UHC-13697-19	—	586 Canyon Rd, Gilbert, AZ, 85216	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-58349	TPA	David Mason	1938-07-25	—	—	4860 Mountain View Dr, Jacksonville, FL, 32255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64381	TPA	Joyce Carter	1958-01-15	—	—	6250 Maple Ave, San Diego, CA, 92130	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57204	TPA	Jean Ortega	2000-07-25	—	—	9182 Indian School Rd, Dallas, TX, 75246	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53595	TPA	Linda Munoz	1988-01-13	—	7635041072	8437 Church St, Tampa, FL, 33627	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50688	TPA	Thomas Lynch	1939-04-20	—	5835069979	1768 Pine Dr, Tampa, FL, 33601	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58898	TPA	Denise Berry	1943-01-02	—	—	6018 Maple Ave, Nashville, TN, 37261	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63335	TPA	Gary Ryan	1965-08-20	—	—	3177 Canyon Rd, Tucson, AZ, 85783	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61696	TPA	Mason Weaver	2008-02-06	UHC-52861-29	—	5809 Harbor Blvd, Mesa, AZ, 85238	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60568	TPA	Megan Arnold	1996-10-20	—	—	473 Jefferson Ave, Plano, TX, 75051	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58837	TPA	Evelin Delgado	1961-10-05	—	3543686826	495 Church St, Plano, TX, 75074	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59414	TPA	Aisha Hughes	2000-08-26	—	—	5338 Cedar Ln, Denver, CO, 80284	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58546	TPA	Jeremy H Gomez	1972-08-09	—	—	5315 Mesa Dr, Minneapolis, MN, 55462	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52667	TPA	Steven Santiago	1984-01-24	—	—	3471 Market St, Chandler, AZ, 85281	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57021	TPA	Ray Thomas	1966-03-27	—	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56672	TPA	Aaron Webb	1951-01-24	—	—	4854 Forest Ave, Phoenix, AZ, 85084	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61144	TPA	Aisha Montgomery	1940-08-14	—	—	6702 River Rd, Las Vegas, NV, 89125	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,767 rows, page 127 of 156Previous Next