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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106369	ENR	Donna Crafword	1976-04-07	UHC-15832-60	5952317804	1081 Canyon Rd, Tampa, FL, 33679	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-407088	CLM	Alexander Allen	1948-08-01	UHC-46570-79	—	—	0.78	Date of birth reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-139664	ENR	Aisha R Gray	1983-12-18	UHC-66078-28	7129421644	8462 Main St, Minneapolis, MN, 55488	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139663	ENR	Aisha R Gray	1983-12-18	UHC-66078-28	7129421644	8462 Main St, Minneapolis, MN, 55488	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140413	ENR	Bradley Chen	1983-05-06	UHC-87280-46	6629860241	697 Union St, Columbus, OH, 43265	0.78	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-126772	ENR	Kayla Pnea	1969-01-04	UHC-82931-02	3687610808	6436 Ridge Rd, Atlanta, GA, 30308	0.78	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-421269	CLM	Burton Samantha	1972-12-11	UHC-10215-25	8786846900	363 Hillcrest Rd Apt 11, Scottsdale, AZ, 85248	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
ENR-122050	ENR	Kyle J Vega	2006-05-23	UHC-33666-83	9236953488	377 Washington St, Sacramento, CA, 95829	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-412711	CLM	Willie Rojas	1979-02-13	UHC-56471-45	9096296986	5962 Washington St, Chandler, AZ, 85269	0.78	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-405364	CLM	Theresa F Hoffman	1982-08-08	UHC-15893-12	—	3909 Desert Sky Blvd, Sacramento, CA, 95839	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409515	CLM	Nicole Torres	1957-03-02	UHC-00087-21	—	6740 Pine Dr, Seattle, WA, 98157	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409516	CLM	Nicole Torres	1957-03-02	UHC-00087-21	—	6740 Pine Dr, Seattle, WA, 98157	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-117598	ENR	Bobby Milller	1995-01-10	UHC-03506-53	3713143240	3637 Harbor Blvd, Tucson, AZ, 85759	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
CLM-423238	CLM	Jacqueline Diaz	1955-12-28	UHC-15009-91	—	5150 Central Ave, San Antonio, TX, 78205	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-423239	CLM	Jacqueline Diaz	1955-12-28	UHC-15009-91	—	5150 Central Ave, San Antonio, TX, 78205	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120958	ENR	Jordan Y Young	2006-12-19	UHC-11243-09	2956700581	4637 Highland Ave, Fresno, CA, 93791	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
CLM-427380	CLM	Dennis Dean	1939-08-27	UHC-16691-43	—	7382 River Rd, Tampa, FL, 33684	0.78	Date of birth reformatted Phone missing area code Member ID reformatted Whitespace trimmed+1 more
ENR-112973	ENR	Christina Flores	1983-05-23	UHC-54244-79	3995315855	7652 Maple Ave, Orlando, FL, 32821	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135343	ENR	Billy C Mills	1946-11-11	UHC-12680-16	9603095488	8661 Indian School Rd, Plano, TX, 75097	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120424	ENR	Hannah G Arnold	1963-06-17	UHC-27042-68	—	9533 Indian School Rd, Chandler, AZ, 85278	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117415	ENR	Maldonado S Grace	—	UHC-96133-18	—	6552 Baseline Rd, Jacksonville, FL, 32265	0.78	Date of birth unreadable Member ID reformatted City re-cased Whitespace trimmed+1 more
TPA-55638	TPA	Charlotte E Wasshington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-59291	TPA	Denise Riley	1990-08-11	UHC-76596-67	—	4126 Bayshore Dr, Minneapolis, MN, 55435	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142293	ENR	Amber Owens	1999-09-16	UHC-54567-55	8947149981	5065 Ocean Ave, Dallas, TX, 75275	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-120911	ENR	Teresa X Lopez	1943-05-19	UHC-31623-18	6212569112	854 Oak St, Glendale, AZ, 85316	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126986	ENR	Jose N Wells	1968-06-15	UHC-83554-72	4147465634	409 Baseline Rd, Chandler, AZ, 85238	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-102651	ENR	Kimberly Cunningham	1943-01-17	UHC-50704-33	2817705447	4044 Jefferson Ave, Houston, TX	0.78	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-133029	ENR	Terry X Butler	1944-04-07	UHC-72146-95	6783996193	4363 Baseline Rd, Orlando, FL	0.78	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-109596	ENR	Virginia W Weber	1973-04-04	UHC-10635-06	—	2954 Oak St, Columbus, OH, 43204	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-103554	ENR	Alexis Alvarado	2002-07-18	UHC-08236-43	6908443487	7620 Harbor Blvd, Columbus, OH, 43299	0.78	Phone reformatted Member ID reformatted City re-cased State code upper-cased+1 more
TPA-57586	TPA	Hannh Lucas	1986-12-09	UHC-54951-70	7145655361	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
TPA-52706	TPA	Kayla Myers	1980-11-25	UHC-24038-47	—	3718 Church St, Tampa, FL, 33686	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-139518	ENR	Noah Bowman	1996-09-01	UHC-77645-77	7328301945	7524 Market St, Chandler, AZ, 85256	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-427828	CLM	Alice Brooks	1957-09-21	UHC-89254-39	4584596642	2450 Sage Ct, San Antonio, TX, 78210	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-419321	CLM	Ethan J Dean	1958-02-12	UHC-34369-32	—	8968 Elm St, Mesa, AZ, 85269	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-413425	CLM	Jeremy Q Oliver	1975-08-04	UHC-40783-65	—	6752 Palm Dr, Chandler, AZ, 85272	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-129607	ENR	Bruce U Clark	1990-05-02	UHC-63878-37	8644093656	2717 Ocean Ave, Houston, TX, 77077	0.78	Phone reformatted Member ID reformatted SSN last four extracted Email lower-cased+1 more
ENR-109976	ENR	Richard Q Washington	2006-06-16	UHC-88336-76	5408400677	8427 Camelback Rd, Glendale, AZ, 85357	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-51274	TPA	Mary Wilson	1988-12-11	UHC-70575-82	—	7940 Ocean Ave, Atlanta, GA, 30390	0.78	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-402077	CLM	Benjamin W Mitchell	1976-12-10	UHC-40333-59	—	7287 Desert Sky Blvd Apt 25, San Diego, CA, 92144	0.78	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed+1 more
ENR-109691	ENR	Dorothy P Miller	1990-06-25	UHC-57023-37	5758690305	1933 Meadow Ln, Dallas, TX, 75272	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406999	CLM	Megan Williams	1939-04-10	UHC-64753-11	7909719764	8738 Washington St, Phoenix, AZ, 85049	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-125660	ENR	Albert E Sanders	1976-09-21	UHC-32402-15	—	1619 Broadway Apt 3, Atlanta, GA, 30327	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
ENR-124736	ENR	Megan S Perkins	1971-02-17	UHC-57518-79	7819370943	7113 Apache Blvd, Denver, CO, 80209	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406766	CLM	Edward Howard	1955-02-20	UHC-57201-34	—	—	0.78	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-139940	ENR	James Watkins	1968-03-23	UHC-33571-64	8895793837	5967 Willow Ct, Eden Prairie, MN, 55329	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased+1 more
CLM-432365	CLM	Maria E Russell	1983-12-05	UHC-17012-96	7836836817	8622 Ocean Ave, Tucson, AZ, 85746	0.78	Date of birth reformatted Member ID reformatted City re-cased State name converted to code+1 more
ENR-136666	ENR	Benjamin Z Cunningham	1961-09-18	UHC-23075-63	3176813105	5415 Mountain View Dr, Chandler, AZ, 85246	0.78	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+1 more
PRV-22132	PRV	Christopher N Webb	1988-01-17	UHC-62698-47	—	3164 Union St, Houston, TX, 77068	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-421859	CLM	Judith Murray	2006-08-11	UHC-15847-88	—	235 Main St, Columbus, OH, 43289	0.78	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+1 more

7,723 rows, page 108 of 155Previous Next