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-64291	TPA	Gay Santos	1957-03-08	—	2328547760	947 Grand Ave, Miami, FL, 33168	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58430	TPA	Joyce I Reyd	1965-10-13	—	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51340	TPA	Margaret Bailey	1998-01-13	UHC-09162-99	8315914501	9793 Elm St, Orlando, FL, 32804	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55819	TPA	Frances Fields	1952-11-04	—	—	565 Main St, Tempe, AZ, 85239	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52808	TPA	Margaret Marshall	1960-09-25	—	7563809209	420 Forest Ave, Minneapolis, MN, 55420	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-52656	TPA	Arjun U Anderson	1939-10-02	—	2919337865	6456 Meadow Ln # 395, Los Angeles, CA, 90004	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-63082	TPA	Benjamin Hudson	1960-11-03	—	—	5758 Mountain View Dr, Tucson, AZ, 85762	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55709	TPA	Kathleen Alvarez	2002-05-10	—	—	4674 Forest Ave, Glendale, AZ, 85394	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60723	TPA	Kimberly Sandoval	1942-08-19	—	—	4288 Pine Dr, Mesa, AZ, 85282	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53656	TPA	Thomas Richardson	1996-01-21	—	—	8105 Bayshore Dr, Tucson, AZ, 85775	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56046	TPA	Melissa Yang	1968-05-01	UHC-50658-16	8694346413	6901 Hillcrest Rd, Plano, TX, 75036	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60308	TPA	Christian Kelley	2008-11-28	—	9527336216	2826 Union St, Columbus, OH, 43245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53103	TPA	Ralph Daniels	2001-07-07	—	—	3822 Sage Ct, Phoenix, AZ, 85082	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54081	TPA	Kenneth Stewart	2003-04-08	—	—	333 Jefferson Ave, Atlanta, GA, 30389	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56710	TPA	Keith Scott	1999-07-09	—	—	2392 River Rd, Fresno, CA, 93727	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62598	TPA	Elijah Stone	1948-02-20	—	—	1563 Forest Ave, Plano, TX, 75022	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56535	TPA	Amanda D Martinez	1960-08-03	—	—	7043 Forest Ave, Glendale, AZ, 85321	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58435	TPA	Jack Jenkins	1952-08-07	—	—	7076 Church St, Atlanta, GA, 30329	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64229	TPA	Danielle Herrera	1963-01-22	—	8323954101	9155 Bayshore Dr, Phoenix, AZ, 85083	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57148	TPA	Bryan Gonzales	1982-09-28	—	4257360730	81 Union St, Minneapolis, MN, 55449	0.76	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
TPA-62940	TPA	Lucia Ellis	1972-09-15	—	—	1316 Sage Ct, Chandler, AZ, 85252	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54661	TPA	Carl Long	1982-10-17	UHC-98459-44	6094311303	4180 Maple Ave, Orlando, FL, 32860	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62288	TPA	Ruth Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54934	TPA	Betty Wood	1950-04-12	—	5589806735	7551 Lincoln Way, Seattle, WA, 98176	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58010	TPA	Walter Guzman	1980-07-20	UHC-84623-41	—	9478 Washington St, Tucson, AZ, 85787	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53420	TPA	Frank Anderson	1941-10-02	—	—	3969 Apache Blvd, Tucson, AZ, 85784	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57242	TPA	Emma Patel	1976-10-05	—	—	5189 River Rd, Charlotte, NC, 28284	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61110	TPA	Brian Morgan	1998-03-16	—	—	9619 Maple Ave, Los Angeles, CA, 90072	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59652	TPA	Jeffrey Harrison	1942-09-28	—	5592909024	6635 Canyon Rd, Las Vegas, NV, 89189	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53890	TPA	Gabriel James	1966-02-11	—	—	9853 Spring St, Miami, FL, 33112	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54170	TPA	Helen Garza	1945-10-14	—	—	1514 Highland Ave, Eden Prairie, MN, 55378	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51661	TPA	Robert Wells	1957-10-10	—	—	3675 Mountain View Dr, San Antonio, TX, 78234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61784	TPA	Paul Coleman	1939-09-22	—	—	8638 Main St, Miami, FL, 33170	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53898	TPA	Maria Walace	1991-04-03	UHC-55505-29	—	4494 Spring St, Minneapolis, MN, 55442	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54352	TPA	Teresa Hayes	1958-07-09	UHC-65208-35	2643977486	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-57760	TPA	Andrew Lawson	1940-01-10	—	3407428230	8968 Willow Ct, Orlando, FL, 32895	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-54072	TPA	Arjun Sullivan	1967-11-02	—	7098308941	5726 Broadway, Jacksonville, FL, 32202	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-53356	TPA	Juan R Cestro	2000-08-25	—	—	7584 Mountain View Dr, Charlotte, NC, 28219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54318	TPA	Omar Foster	1992-05-16	—	2407147100	5197 Highland Ave, Minneapolis, MN, 55484	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51984	TPA	Brenda Collins	1981-05-04	—	2179688368	4472 Bayshore Dr, Gilbert, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51169	TPA	Janet Alvarado	1977-01-01	—	—	4558 Cedar Ln, Nashville, TN, 37284	0.76	Name re-cased Date of birth reformatted City re-cased Gender normalised+2 more
TPA-60155	TPA	Raymond G Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60626	TPA	Juan X West	2006-12-22	—	—	8647 Highland Ave, Mesa, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53577	TPA	Sofia I Porter	2002-07-04	—	—	1396 Apache Blvd, Austin, TX, 78708	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53930	TPA	Joe Wells	2005-12-07	—	—	4949 Spring St, Eden Prairie, MN, 55300	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62903	TPA	Ashley Hall	1959-07-24	UHC-37221-22	—	4977 Maple Ave, Los Angeles, CA, 90038	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51764	TPA	Austin Rodriguez	1995-10-26	—	—	9749 Mesa Dr, Mesa, AZ, 85288	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62265	TPA	Valntina I Elliott	1954-05-17	—	2326895943	7142 Canyon Rd, San Diego, CA, 92149	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60034	TPA	George Chapman	1951-09-05	—	—	788 Elm St, Tempe, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55532	TPA	Ryan Martin	2008-09-08	—	—	678 Palm Dr, Miami, FL, 33187	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

4,728 rows, page 35 of 95Previous Next