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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50244	TPA	Tyler Moreno	1994-11-12	—	—	1312 Ridge Rd, Seattle, WA, 98120	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53510	TPA	Natalie Pierce	1939-01-28	—	—	9679 Washington St, Glendale, AZ, 85315	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62695	TPA	Thomas O Larson	1938-07-09	—	—	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-62348	TPA	Elijah G Gilbert	1998-08-12	—	6958483029	7681 Canyon Rd, Charlotte, NC, 28207	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58300	TPA	Ethan Reid	1958-02-10	—	7423328602	123 Park Pl, Los Angeles, CA, 90017	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-56016	TPA	Kelly Perez	1990-08-15	—	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-63934	TPA	Jessica Hill	1990-12-16	—	—	4977 Church St, Charlotte, NC, 28254	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52023	TPA	Debra Marquez	1996-03-18	UHC-56584-90	—	4462 Forest Ave, Minneapolis, MN, 55483	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-62615	TPA	Natalie Phillips	1986-10-11	—	—	1429 Cedar Ln, Gilbert, AZ, 85213	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59551	TPA	Alan Bradley	1971-09-10	—	—	5458 Oak St, Tampa, FL, 33633	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59371	TPA	Christine U Ferguson	2003-09-16	UHC-41567-67	—	541 Sage Ct, Fresno, CA, 93728	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-62293	TPA	Dylan Cole	2004-07-01	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62651	TPA	Valentina Scott	1983-10-26	—	—	6070 Elm St, Gilbert, AZ, 85220	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-57288	TPA	Helen Mejia	1987-01-20	—	—	9445 Desert Sky Blvd, Eden Prairie, MN, 55352	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60259	TPA	Evelyn Palmer	1956-01-03	—	5335273349	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-51097	TPA	James Griffin	1973-01-19	—	—	3450 Cedar Ln, Plano, TX, 75067	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64057	TPA	Gabriel Rammos	1968-12-09	—	—	8943 Hillcrest Rd, Las Vegas, NV, 89186	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+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-55697	TPA	Scott U Jordan	1965-02-17	—	—	7935 Desert Sky Blvd Apt 5, Fresno, CA, 93744	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-57481	TPA	Roy Reyes	1982-12-28	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised 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-50996	TPA	Frances Porter	1949-01-13	UHC-23993-16	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52422	TPA	Thomas Powell	1965-12-19	—	—	1837 Palm Dr, Atlanta, GA, 30397	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51952	TPA	Terry Diaz	1939-05-15	—	—	4080 Palm Dr, Plano, TX	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-62429	TPA	Dylan Day	1946-11-15	—	—	8287 Central Ave, Gilbert, AZ, 85275	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+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-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-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-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-50436	TPA	Camila Santos	1951-11-20	—	—	4386 Lake View Rd, Seattle, WA	0.78	Name re-cased Date of birth reformatted ZIP missing 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-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-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-56347	TPA	Amber Welch	1942-02-28	UHC-68756-92	7769379595	6817 Church St, Glendale, AZ, 85348	0.78	Date of birth reformatted City re-cased State name converted to code Whitespace trimmed+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-58042	TPA	Janet Reyyes	1951-06-01	—	2039525882	4791 Bayshore Dr # 323, Tucson, AZ, 85701	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+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-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-62739	TPA	Lori Fluler	1985-09-22	—	—	2591 Camelback Rd, Tampa, FL	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+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-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-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-58954	TPA	Ahmd Murray	2003-08-15	—	—	9035 Palm Dr, Dallas, TX, 75286	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more

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