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
CLM-421106	CLM	Stephen U Elliott	1993-12-09	—	7068913399	209 Maple Ave, Columbus, OH, 43232	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-421920	CLM	Kevin Burke	1985-11-22	—	—	5265 Main St, Eden Prairie, MN, 55387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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
ENR-110492	ENR	Ethan N Fields	1982-11-04	UHC-38617-49	5795865654	8099 Ridge Rd, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127661	ENR	Katherine W Adams	1942-07-08	UHC-28383-12	6486388366	554 Park Pl, Los Angeles, CA	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-138363	ENR	Alan McDonald	1978-06-07	UHC-93299-85	7688792119	775 Jefferson Ave, Orlando, FL, 32814	0.62	Name re-cased Phone reformatted Street suffix standardised Address 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
PRV-22046	PRV	Matthew K Montgomery	1972-10-03	—	9079446751	4920 Lake View Rd Apt 31, Charlotte, NC, 28279	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403816	CLM	Jesse Alvarez	1939-04-07	UHC-20741-25	6416446781	8496 Harbor Blvd, Scottsdale, AZ, 85271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24542	PRV	Evelyn Z Freeman	1958-03-22	—	5744770213	1736 Mountain View Dr, Atlanta, GA, 30364	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28394	PRV	Richard Ryan	2005-07-22	UHC-99882-77	9899269507	1288 Washington St Apt 35, Fresno, CA, 93743	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-21833	PRV	Jason Morales	1947-11-11	—	7029978960	3993 Desert Sky Blvd, Charlotte, NC, 28246	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-27226	PRV	Santiago Franklin	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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
PRV-27423	PRV	Arthur Greene	1942-11-16	—	4914654923	4951 Canyon Rd, Los Angeles, CA, 90085	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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
ENR-102369	ENR	Patrick U Franklin	1976-12-05	UHC-08591-47	—	8100 Camelback Rd # 181, Tempe, AZ, 85249	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-427777	CLM	Billy Romero	1992-09-22	UHC-51311-12	4513129900	6253 Church St, Mesa, AZ, 85294	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412896	CLM	Gregory Delgado	1968-04-21	UHC-32595-69	8166737532	4695 Lincoln Way, Austin, TX, 78742	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110986	ENR	Justin Q Wright	1963-11-15	UHC-25235-54	—	4940 Elm St, Plano, TX, 75057	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135802	ENR	Fatima F Freeman	1986-09-04	UHC-38123-26	5438216398	6623 Church St, Glendale, AZ, 85378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124926	ENR	Carol B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-26399	PRV	Richard Montgomery	1974-09-26	UHC-73151-29	4444215030	5204 Lincoln Way, Sacramento, CA, 95802	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-420522	CLM	Judith Ford	1949-12-12	—	8073744480	4607 Mountain View Dr, Miami, FL, 33147	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136009	ENR	Ahmed N Grant	1988-04-16	UHC-81442-49	2307558400	8056 Sage Ct Apt 20, Nashville, TN, 37279	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+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
CLM-424571	CLM	Eugene Nichols	1980-03-11	UHC-77317-26	—	1911 Palm Dr, Phoenix, AZ, 85031	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25473	PRV	Kayla Brooks	1955-09-14	—	5992514981	2690 Oak St Apt 4, Los Angeles, CA, 90007	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-403371	CLM	Julia Dean	1959-11-20	—	4984146658	6505 Highland Ave, Jacksonville, FL, 32273	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-424345	CLM	Heather Vazquez	1956-05-14	—	6876094958	1445 Central Ave, Glendale, AZ, 85399	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-406908	CLM	Emily X Greene	1972-11-07	UHC-54979-01	2975559707	4133 Willow Ct, Chandler, AZ, 85286	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100801	ENR	Lerry S Richardson	—	UHC-30947-57	—	8965 Palm Dr, Phoenix, AZ, 85094	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-430989	CLM	Dennis Kelley	2006-05-23	—	8796066295	1820 Pine Dr, Las Vegas, NV, 89138	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139830	ENR	Tomas Robinson	1986-01-11	UHC-59732-27	3229527203	8098 Sunset Blvd, Miami, FL, 33169	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City 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
CLM-410035	CLM	Bruce Campbell	1973-08-02	UHC-19587-40	—	9246 Indian School Rd, Seattle, WA, 98145	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-23027	PRV	Amber Salazar	1962-12-17	—	3498815048	1069 Sunset Blvd Apt 15, Las Vegas, NV, 89103	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+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
ENR-127900	ENR	Janet E Brown	1939-08-23	UHC-78003-20	6197299720	1614 Washington St, Dallas, TX, 75288	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
CLM-414092	CLM	Joseph S Freeman	1986-11-01	UHC-94064-09	7652221778	3239 Mesa Dr, Orlando, FL, 32896	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
CLM-426924	CLM	Sofia Gonzalez	1989-06-16	UHC-28733-52	5323619992	2628 Washington St, Nashville, TN, 37234	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402654	CLM	Amy Murray	1952-03-15	UHC-24519-12	—	5657 Central Ave, San Diego, CA, 92144	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-409451	CLM	Rachel Walker	1986-02-06	—	7669910293	6585 Maple Ave, Chandler, AZ, 85266	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-420229	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-420228	CLM	Raymond Elliott	—	UHC-34636-62	8403759083	8816 Forest Ave, Denver, CO, 80284	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+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
ENR-104484	ENR	Baker F Roy	1990-07-17	UHC-57070-14	2556490367	3701 Washington St, Tampa, FL, 33607	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
CLM-421300	CLM	Amber Palmer	1958-05-09	UHC-28566-35	—	5064 Church St, Austin, TX, 78748	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430902	CLM	Jean Scott	2008-07-28	UHC-21473-47	8243501357	8015 River Rd, Minneapolis, MN, 55419	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more

71,257 rows, page 190 of 1,426Previous Next