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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
TPA-52889	TPA	Camila Santiago	1940-08-03	—	—	1728 Valley View Dr, Scottsdale, AZ, 85255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52108	TPA	Brenda X Johnston	1996-01-24	—	—	1490 River Rd, Tampa, FL, 33656	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60925	TPA	Keith Sliva	1987-02-11	—	9596605010	3056 Jefferson Ave, Las Vegas, NV, 89160	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62793	TPA	Priya Rios	1918-02-14	—	—	610 Desert Sky Blvd, Eden Prairie, MN, 55387	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-54420	TPA	Ruth Herrera	1960-02-24	—	—	6473 Cedar Ln, Minneapolis, MN, 55477	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63420	TPA	Beverly Reid	1967-12-17	—	—	6813 Sunset Blvd, Austin, TX, 78705	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-53470	TPA	Alan U Patterson	2007-11-15	—	8663359802	5417 Baseline Rd, Seattle, WA, 98140	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62399	TPA	Marcus Y Webb	1953-10-21	—	8315478128	5736 Church St, Sacramento, CA, 95809	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58920	TPA	Janice Lucas	1943-11-03	—	—	4330 Oak St, Fresno, CA, 93759	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56071	TPA	Betyt Kelly	1961-06-07	—	—	338 Meadow Ln, San Diego, CA, 92165	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57232	TPA	Brian Bell	1963-01-06	—	7235787441	784 Camelback Rd, San Diego, CA, 92192	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52164	TPA	Katherine R Austin	1964-01-09	—	6152244394	8602 Main St, Jacksonville, FL, 32240	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61928	TPA	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-56925	TPA	Sharon Herrera	1966-02-01	—	—	8230 Market St, Jacksonville, FL, 32291	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54490	TPA	Bradely Hall	1978-05-24	—	8886447395	1877 Lincoln Way, Phoenix, AZ, 85054	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61630	TPA	Brittany Walsh	1984-05-09	—	—	6263 Forest Ave, Denver, CO, 80220	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-50687	TPA	Richard Stewart	1997-01-27	—	—	524 Mountain View Dr, Miami, FL, 33106	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63380	TPA	Pamela Wallace	1988-03-20	—	—	8337 Bayshore Dr, Tempe, AZ, 85298	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-59099	TPA	Carolyn Kennedy	1948-08-06	UHC-02309-97	—	5655 Main St, Glendale, AZ, 85336	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50975	TPA	Carol King	2002-07-03	—	—	9307 Apache Blvd, Tucson, AZ, 85724	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56410	TPA	Paul Cooper	1984-05-19	—	—	732 Camelback Rd, San Antonio, TX, 78283	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54749	TPA	Larry Fuller	1978-03-07	—	9205310869	9464 Forest Ave, Austin, TX, 78713	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

7,854 rows, page 128 of 158Previous Next