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

Claims, 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
CLM-417760	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429982	CLM	Julie F Romero	1992-06-27	UHC-29496-76	—	5486 Central Ave # 442, Nashville, TN, 37292	0.78	Date of birth reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
CLM-420605	CLM	Billy I Wong	1989-02-21	UHC-81240-57	7366585740	5293 Ridge Rd, Plano, TX, 75096	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-415352	CLM	Kenneth K Kennedy	1997-07-03	UHC-75623-35	—	2830 Valley View Dr, Minneapolis, MN, 55413	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418783	CLM	Kathryn Collins	1973-12-27	UHC-56200-39	—	1909 Canyon Rd, Denver, CO, 80250	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-420481	CLM	Martha Mejia	1995-04-06	UHC-37847-81	—	9430 Sunset Blvd, Austin, TX, 78712	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
CLM-417705	CLM	Justin V Murphy	1954-02-10	UHC-77321-35	3312006189	5061 Park Pl, Glendale, AZ, 85344	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404149	CLM	Albert Park	1990-08-25	UHC-69736-83	—	1473 Hillcrest Rd, Chandler, AZ, 85212	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-401019	CLM	Kimberly Mejia	1977-11-19	UHC-56315-91	—	4850 Indian School Rd, Mesa, AZ, 85252	0.78	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-431713	CLM	Harold Alvarado	1974-10-05	UHC-97987-12	—	2637 Church St, San Antonio, TX, 78216	0.78	Name split from “Last, First”Member ID reformatted State code upper-cased Whitespace trimmed+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
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
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
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
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
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
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
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
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
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
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
CLM-415942	CLM	Abigail Olson	1944-07-07	UHC-32653-35	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-421511	CLM	Jeffrey Y Elliott	1948-03-01	UHC-79071-32	—	—	0.78	Middle initial moved out of first name Name re-cased Member ID reformatted Whitespace trimmed+1 more
CLM-421166	CLM	Frances Diaz	1972-11-19	UHC-60722-75	6888686172	—	0.78	Name re-cased Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-427261	CLM	John Freeman	1946-07-23	UHC-26724-61	7047446923	2736 Lake View Rd, San Antonio, TX, 78294	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432782	CLM	Mateo V Simpson	1998-02-15	UHC-48188-73	—	9683 Canyon Rd, Minneapolis, MN, 55409	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432783	CLM	Mateo V Simpson	1998-02-15	UHC-48188-73	—	9683 Canyon Rd, Minneapolis, MN, 55409	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406038	CLM	Larry Y Barnes	1958-04-09	UHC-76599-05	—	—	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
CLM-407473	CLM	Brenda Stephens	1965-07-27	UHC-83061-21	5736872252	3910 Forest Ave, Phoenix, AZ, 85033	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-428505	CLM	Sam Pierce	2004-03-28	UHC-33483-59	—	4847 Valley View Dr, Houston, TX, 77001	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-417974	CLM	Douglas Z Gonzales	1991-07-21	UHC-51488-52	7442195854	1017 Apache Blvd, Dallas, TX, 75218	0.78	Phone reformatted Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
CLM-424193	CLM	Beverly Grant	2001-05-07	UHC-75207-50	8055355676	6197 River Rd, Minneapolis, MN, 55477	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409541	CLM	Mari Park	1979-04-01	UHC-74024-31	—	1510 Grand Ave, Phoenix, AZ, 85034	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418075	CLM	Kelly Powell	1984-05-14	UHC-57639-35	6033866345	1647 Oak St, Gilbert, AZ, 85212	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432415	CLM	Jacob Rojas	1988-12-24	UHC-35325-16	—	4083 Elm St, Plano, TX, 75028	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-427787	CLM	Jennifer T Padilla	1943-06-20	UHC-90521-32	—	8407 Highland Ave Apt 26, Gilbert, AZ, 85213	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-416534	CLM	Yuki Ward	1948-12-23	UHC-49692-58	—	4400 Central Ave, Miami, FL, 33132	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-409424	CLM	Harold Bishop	2006-05-25	UHC-58284-64	5956972075	1322 Willow Ct, Seattle, WA, 98103	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-421181	CLM	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-407438	CLM	Christopher X Adams	1956-06-26	UHC-88794-67	—	4764 Spring St, Atlanta, GA, 30333	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424734	CLM	Joseph Olson	1951-01-23	UHC-17116-81	—	8346 Desert Sky Blvd, San Diego, CA, 92115	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424499	CLM	Charles Nguyen	1981-01-23	UHC-11107-77	—	7463 Forest Ave, Sacramento, CA, 95831	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-430103	CLM	Scott B Howell	1997-12-18	UHC-04080-62	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406056	CLM	Scott Kim	1949-12-21	UHC-98455-86	—	3083 Ocean Ave, Tempe, AZ, 85251	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared

2,293 rows, page 30 of 46Previous Next