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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60962	TPA	Lori Sanders	1943-10-16	—	—	1021 Maple Ave, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-55856	TPA	Lisa Chapman	1946-10-13	—	—	9436 Ocean Ave, Dallas, TX, 75214	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50666	TPA	Daniel Wright	1970-12-24	—	—	1934 Valley View Dr, Orlando, FL, 32856	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52097	TPA	Jason Gomez	1945-04-03	—	3763780539	6458 Park Pl, Denver, CO, 80233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64078	TPA	Abby Carlson	1990-04-13	—	5128559598	1325 Ocean Ave, Los Angeles, CA, 90089	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51954	TPA	Nicole Smith	1957-12-16	—	—	1545 Willow Ct, Tampa, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-64250	TPA	Aisha Lawrence	1987-04-07	—	6016693678	2297 Elm St, Scottsdale, AZ, 85236	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50589	TPA	Vincent Roberts	1986-05-22	UHC-46711-68	4146298403	4910 Mountain View Dr, Sacramento, CA, 95852	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53083	TPA	Janet McDonald	1982-06-05	UHC-29446-60	3975337165	5152 Sunset Blvd, Tempe, AZ, 85297	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58144	TPA	Maria O Harper	1941-06-14	UHC-43044-73	—	48 Grand Ave, Seattle, WA, 98157	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52156	TPA	Amy McDonald	—	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-60571	TPA	Kenneth Piarce	1955-03-28	UHC-87501-90	9522879290	3947 Harbor Blvd, Dallas, TX, 75216	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54917	TPA	Nancy Wright	1988-08-12	—	2338354224	7666 Oak St, Los Angeles, CA, 90040	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60658	TPA	Michelle Black	1997-12-14	—	8809157048	8695 Lincoln Way, Atlanta, GA, 30398	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52004	TPA	Jason Q King	1976-08-06	—	—	9255 Palm Dr # 995, Fresno, CA, 93751	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-51287	TPA	Carolyn Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61838	TPA	Ellijah L Montgomery	1993-03-04	—	2499077765	7134 Jefferson Ave, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
TPA-53026	TPA	Ruth Hoffman	1997-04-14	—	—	1820 Market St, Mesa, AZ, 85244	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60384	TPA	Amy Myers	1950-09-21	—	—	5533 Valley View Dr, Charlotte, NC, 28223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55518	TPA	Jason Gutierrez	1971-06-19	—	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55294	TPA	Douglas Obrien	1966-08-26	—	—	6471 Church St, Chandler, AZ, 85231	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53562	TPA	Bill Weaver	2005-10-15	UHC-50237-81	5262984540	8974 Indian School Rd # 851, Atlanta, GA, 30355	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
TPA-51879	TPA	Willis Patrick	1966-07-03	—	4114404827	1850 Cedar Ln, Denver, CO, 80233	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53229	TPA	George Mrphy	1998-10-14	—	—	2791 Elm St, Fresno, CA, 93778	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-61765	TPA	Barbara Cooper	1993-09-17	—	4927428526	1440 Forest Ave, Tempe, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50186	TPA	Harold Sullivan	1988-06-21	—	—	7597 Pine Dr, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54492	TPA	Janet Wagner	1975-06-23	—	9063079348	9750 Meadow Ln, Sacramento, CA, 95809	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51761	TPA	Ryan Jimenez	1955-06-10	—	2765095753	2708 Forest Ave, Denver, CO, 80294	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54971	TPA	Danielle Fernandez	1975-04-03	—	—	46 Meadow Ln, Eden Prairie, MN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51718	TPA	Hiroshi Dean	1990-01-21	UHC-65896-87	4137983234	8478 Lincoln Way Apt 10, Austin, TX, 78784	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-60242	TPA	Laura Schmidt	2005-07-10	—	5699752119	4315 Union St, Mesa, AZ, 85230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-58179	TPA	Russell Brown	1941-07-27	—	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57174	TPA	Madison Taylor	1957-08-22	—	2967985659	16 Ocean Ave, Jacksonville, FL, 32299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55898	TPA	Amber Alexander	1960-05-26	—	2306384043	8353 Oak St, Jacksonville, FL, 32230	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-51885	TPA	Madison Simmons	1964-01-08	—	6116740896	6893 Sage Ct, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59733	TPA	Billy Collins	1941-06-06	—	—	1834 Mountain View Dr, Austin, TX, 78762	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54740	TPA	Ashley Gibson	2005-08-12	—	—	8818 Maple Ave, Phoenix, AZ, 85045	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57978	TPA	Sharon Ortiz	—	—	—	8541 Main St, Miami, FL, 33150	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-60944	TPA	Liz Nunez	2008-08-01	—	4068718195	5625 Washington St, Sacramento, CA, 95832	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53661	TPA	Brandon Johnston	1993-03-05	—	—	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-61606	TPA	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd Apt 23, Glendale, AZ, 85327	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
TPA-62831	TPA	Emily Nichols	1955-03-08	UHC-42390-85	9622022755	9636 Union St, Scottsdale, AZ, 85257	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58094	TPA	Theresa Cooper	1955-01-21	—	4055367414	5258 Lake View Rd Apt 21, Tempe, AZ, 85221	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61852	TPA	Jacob Harris	1938-07-16	—	5079545295	3560 Indian School Rd, Tempe, AZ, 85226	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55656	TPA	Carol Russell	2000-08-10	—	6803131019	1060 Apache Blvd, Nashville, TN, 37221	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58864	TPA	Nicholas Hughes	1972-12-17	UHC-36357-55	3169836417	4572 Maple Ave, Eden Prairie, MN, 55315	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58100	TPA	Joe Florse	1994-08-08	—	—	6068 Sunset Blvd, Charlotte, NC, 28283	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59306	TPA	Bradley U Foster	1961-10-06	—	4892945318	5329 Ridge Rd # 658, Orlando, FL, 32891	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60274	TPA	Madison Kelly	1952-05-25	UHC-20054-54	—	5238 Sage Ct, Nashville, TN	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-63206	TPA	Barbara Peters	1951-04-10	—	6223928410	4436 Maple Ave, Tampa, FL, 33650	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

14,135 rows, page 35 of 283Previous Next