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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-121275	ENR	Ed Collins	1977-05-16	UHC-24133-24	3272722093	2911 Apache Blvd, Glendale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-105831	ENR	Janice J Thompson	1963-04-24	UHC-71698-05	4186016180	3803 Desert Sky Blvd, Orlando, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419756	CLM	Greene Noah	1950-02-17	UHC-68781-12	6764416981	1784 River Rd, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-27800	PRV	Gerald K Robertson	1945-09-20	UHC-52253-14	—	2789 Palm Dr, Phoenix, AZ	0.66	Two-digit birth year Member ID reformatted ZIP missing Whitespace trimmed+1 more
CLM-422079	CLM	Natalie J Murphy	2002-12-24	—	7959920488	2401 Union St Apt 17, Austin, TX	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-124533	ENR	Luis Johnston	2006-07-26	UHC-43002-68	5328839680	273 Elm St, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
TPA-58559	TPA	Jeffrey Wells	1992-03-12	—	—	6803 Apache Blvd, San Antonio, TX	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-113687	ENR	Fatima Nunez	1944-03-12	UHC-67055-02	9225465460	4927 Hillcrest Rd, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117651	ENR	Santiago Tran	1983-11-27	UHC-38066-24	3007289467	549 River Rd, Austin, TX	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-407993	CLM	Samantha D Nunez	1990-02-28	UHC-31120-14	—	3542 Hillcrest Rd, Los Angeles, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-63432	TPA	Bradley Larson	1960-11-16	—	2033107296	9556 Maple Ave, Phoenix, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126979	ENR	Juan M Padilla	2000-09-05	UHC-83094-01	9704428012	5578 Valley View Dr, Tempe, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103647	ENR	Ruth E Wells	2003-12-08	UHC-16007-69	8227708183	7402 Sage Ct, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+1 more
PRV-28724	PRV	Jacob Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-426595	CLM	Judy L Robinson	1984-04-18	UHC-50698-88	2125819328	1766 Maple Ave, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-60097	TPA	Omar Schultz	1966-11-10	UHC-58276-63	—	6554 Park Pl, Austin, TX	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
ENR-104041	ENR	Jack B Soto	1955-04-11	UHC-39725-43	4713813670	1297 Central Ave, Tampa, FL	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
CLM-415163	CLM	Carol U Pena	1995-03-26	UHC-31476-15	—	2755 Palm Dr, Jacksonville, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-126605	ENR	Valentina U Austin	1987-05-24	UHC-27686-48	2844465589	2807 Indian School Rd, Dallas, TX	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+1 more
TPA-57964	TPA	Turner Kayla	1972-08-22	—	—	2610 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-119706	ENR	Brenda Y Reed	1974-02-24	UHC-39078-46	2484142651	3928 Hillcrest Rd, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-121477	ENR	Gabriel Carr	2007-02-14	UHC-50247-35	6693611473	2015 Jefferson Ave, Tempe, AZ	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-53639	TPA	Benjamin Jensen	1963-09-25	—	—	8817 Forest Ave, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431857	CLM	Kathleen Lane	2005-05-21	UHC-17661-79	5406334740	2331 Spring St, Phoenix, AZ	0.66	City re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-125772	ENR	Mary Franklin	1942-09-17	UHC-63571-51	2198708516	728 Washington St, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-425388	CLM	Shilrey Cruz	1951-11-28	—	7686368459	7029 Ridge Rd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-119703	ENR	Hrioshi H Parker	1979-07-03	UHC-03341-19	—	8871 Ocean Ave, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-64417	TPA	Wei Phillips	1941-03-09	—	—	4341 Broadway, Eden Prairie, MN	0.66	Name split from “Last, First”Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-136299	ENR	Beverly Y Green	1985-12-20	UHC-01481-07	5972663693	1874 Canyon Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-411250	CLM	Luis Watsno	2007-09-15	—	5886013478	265 Spring St, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119088	ENR	Evelyn X Oliver	2008-12-16	UHC-71609-07	4398152553	5495 Oak St, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21834	PRV	Willie Shaw	1978-12-02	—	—	7789 Canyon Rd, Minneapolis, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-415920	CLM	Donna Webeer	1951-08-05	UHC-68630-22	—	3086 Sunset Blvd, Scottsdale, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-422092	CLM	Luis R Romero	1947-05-10	—	9322377468	2683 Mountain View Dr, Glendale, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-410684	CLM	Teresa Gonzales	1961-04-23	—	4467870483	9167 Grand Ave, Houston, TX	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
PRV-26938	PRV	Russell Ferguson	1949-04-04	—	3755916732	2954 Highland Ave, Charlotte, NC	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-432267	CLM	Kyle Q Wells	1988-04-04	UHC-72557-18	7323738105	5026 Sage Ct, Sacramento, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-53787	TPA	Bety Le	1953-07-25	—	—	9800 Mesa Dr, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-417704	CLM	Brandon Dixon	1978-07-20	UHC-95071-91	8074556861	9110 Central Ave, Tampa, FL	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
ENR-141022	ENR	Jerry J Maldonaod	1953-02-05	UHC-13952-08	6558147264	9164 Main St, Tempe, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-423608	CLM	Gerald Perkins	1983-10-22	UHC-47298-31	—	9658 Maple Ave, Glendale, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-411399	CLM	Julie T Ortega	1964-09-26	—	—	1649 Mountain View Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-53465	TPA	Yuki Luna	1987-06-20	—	—	2639 Central Ave, Las Vegas, NV	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
ENR-133221	ENR	Janet A Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased ZIP missing Whitespace trimmed+1 more
PRV-25204	PRV	Mariana G Gutierrez	1999-07-23	—	6016756473	8486 Central Ave, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted ZIP missing+1 more
CLM-403277	CLM	Harold Cox	1990-07-21	—	8966329013	7364 Lincoln Way, Las Vegas, NV	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-426602	CLM	Christopher Simmons	1966-01-20	—	8908945678	882 Park Pl, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-130880	ENR	Pamela Johnston	1979-07-12	UHC-19171-30	9436996818	4813 Oak St, Orlando, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50168	TPA	Mark Stevens	1988-08-18	—	7463369917	3343 Apache Blvd, Sacramento, CA	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-104022	ENR	Andrea Fuller	2005-03-01	UHC-87746-30	3177411713	8857 Camelback Rd, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 93 of 143Previous Next