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

All sources, 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-58997	TPA	Maria Romero	1964-03-15	—	—	4347 Willow Ct, Dallas, TX, 75275	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27572	PRV	Kathleen Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122132	ENR	Larry V Cunningham	1981-10-10	UHC-55343-96	3823770299	2368 Canyon Rd, Tucson, AZ, 85721	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402886	CLM	Mark V Cloe	1958-09-01	—	—	9515 Sunset Blvd, Nashville, TN, 37286	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-26121	PRV	Davis Deborah	1953-07-11	UHC-21383-58	5963862981	9882 Valley View Dr, Austin, TX, 78745	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53464	TPA	Gerald Martinez	1955-10-03	—	—	4734 Grand Ave, Dallas, TX, 75298	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-414706	CLM	Sophia Perez	1948-12-19	UHC-65778-87	4452787432	2043 Forest Ave, Sacramento, CA, 95833	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403814	CLM	Jesse Y Alvarez	1939-04-07	—	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135734	ENR	Ahmed D Carter	1994-10-16	UHC-42546-68	5245089289	5512 Sunset Blvd, Minneapolis, MN, 55414	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24153	PRV	Bradley Arnold	1957-01-14	—	—	525 Lake View Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110795	ENR	Gregory Wang	1960-03-23	UHC-40108-70	7148345056	934 Ocean Ave # 558, Columbus, OH, 43248	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27852	PRV	Julie Hart	1940-08-25	—	—	3705 Harbor Blvd, Mesa, AZ, 85245	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54843	TPA	Tom Z Berry	1992-07-25	—	8885793983	1895 Hillcrest Rd, San Diego, CA, 92146	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131544	ENR	Ana Harper	1978-05-11	UHC-01916-90	3689181999	3484 Ocean Ave, San Diego, CA, 92194	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407806	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-410585	CLM	Denise Hawkins	2001-05-23	UHC-13378-62	—	1088 Washington St, Charlotte, NC, 28256	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-411637	CLM	Susan E Coleman	1952-10-13	UHC-57625-86	3484770801	355 Mountain View Dr, Tempe, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64179	TPA	Samuel Carter	1993-11-27	—	—	4509 Sage Ct, Seattle, WA, 98190	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-401011	CLM	Justin Weber	1948-06-28	UHC-21843-63	8607039790	9726 Palm Dr, Miami, FL, 33131	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113754	ENR	Cheryl Collins	1992-04-14	UHC-48515-83	4783251355	7644 Washington St, Phoenix, AZ, 85021	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-401661	CLM	Christina Sandoval	1983-12-28	—	6713807910	257 Meadow Ln, Fresno, CA, 93762	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123495	ENR	Bradley George	1962-07-12	UHC-69200-97	2703995001	7412 Maple Ave, Houston, TX, 77099	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-413683	CLM	Daniel Myers	2000-04-01	UHC-98359-04	—	3748 Canyon Rd, Tempe, AZ, 85248	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412652	CLM	Evelyn I Stewart	1997-03-04	UHC-37643-23	—	8320 Union St, Atlanta, GA, 30332	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-421132	CLM	Hannah Hoffman	1951-10-12	UHC-41519-61	6418214518	2300 Elm St Apt 40, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107495	ENR	Michael Owens	1940-08-19	UHC-07421-16	4108483787	3292 Valley View Dr, Austin, TX, 78773	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28616	PRV	Andrew Brown	1975-10-17	—	6199336966	7476 Apache Blvd # 576, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-25208	PRV	Fatima Daniels	2007-06-08	—	6599382100	500 Desert Sky Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409707	CLM	Joshua Smith	1948-04-04	UHC-43885-01	—	7868 Bayshore Dr, Jacksonville, FL, 32266	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122343	ENR	Doris Garrett	2002-02-22	UHC-97274-60	7949669473	6241 Central Ave, Las Vegas, NV, 89119	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120992	ENR	Billy M Fuller	1961-03-05	UHC-50232-64	2473987039	4442 Ocean Ave, Eden Prairie, MN, 55326	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
TPA-62464	TPA	Adam Obrien	1982-04-02	—	—	4314 Sunset Blvd, Chandler, AZ, 85208	0.62	Name split from “Last, First”Name re-cased Date of birth reformatted Street suffix standardised+3 more
CLM-421090	CLM	Davd Butler	2004-12-28	—	—	2061 Lake View Rd, Mesa, AZ, 85277	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117431	ENR	Gabriel Garcia	1949-10-24	UHC-95145-59	3817068853	6830 Jefferson Ave, Glendale, AZ, 85388	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-57270	TPA	Keith Ortiz	1947-05-06	—	9382690989	9658 Washington St, Tempe, AZ, 85276	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432169	CLM	Logan Morrison	1992-11-08	UHC-83355-82	8263121989	7541 Canyon Rd, Phoenix, AZ, 85043	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134433	ENR	Jose X Rodriguez	1959-02-22	UHC-57817-31	5067899538	5762 River Rd, Atlanta, GA, 30346	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104081	ENR	Andrea K Jimenez	1972-03-10	UHC-34741-89	5235113994	6052 Jefferson Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27877	PRV	Ahmed Russell	1951-03-24	—	2914949633	9679 Hillcrest Rd, Los Angeles, CA, 90087	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429942	CLM	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128556	ENR	Daniel Brooks	1987-01-01	UHC-14086-28	7997001733	5261 Ridge Rd, Fresno, CA, 93749	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121734	ENR	Noah K Mills	1984-02-01	UHC-03923-92	—	9545 River Rd, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129780	ENR	Theresa T Maldonado	—	UHC-45767-75	8065319468	6139 Elm St, Dallas, TX, 75293	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-411821	CLM	Vincent Jones	1975-09-01	UHC-15101-05	—	3540 Jefferson Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25436	PRV	Sara Obrien	2005-07-18	UHC-73544-87	5999066106	8510 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114309	ENR	Teresa R Payne	1959-09-23	UHC-81632-20	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.62	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+3 more
CLM-406421	CLM	Christine N Reid	1967-02-20	—	7872063129	7201 Ridge Rd, Jacksonville, FL, 32280	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23492	PRV	Joshua Ross	1989-12-07	—	2955334474	3415 Pine Dr, Miami, FL, 33128	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137268	ENR	Joyce Q Murray	—	UHC-53509-33	4663273964	3758 Jefferson Ave, Tempe, AZ, 85206	0.62	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+3 more
CLM-428736	CLM	Pamela Cooper	1993-04-16	UHC-38311-79	5995635429	7204 Indian School Rd Apt 29, Miami, FL, 33107	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more

71,257 rows, page 188 of 1,426Previous Next