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-121131	ENR	Aaron Lewis	1971-06-12	UHC-17278-60	5692278983	9083 Grand Ave, Seattle, WA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431471	CLM	Rebecca Jones	1967-05-27	UHC-46908-53	7535833803	7642 Lincoln Way Apt 8, Seattle, WA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-425477	CLM	Nnacy Gibson	1977-06-23	UHC-33101-19	—	8766 Indian School Rd, Las Vegas, NV	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-114467	ENR	Denie R Harper	1985-08-11	UHC-73184-07	4319335024	1619 Camelback Rd, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-26762	PRV	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26380	PRV	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-106020	ENR	Nancy Castro	2005-10-27	UHC-89788-87	7674836600	340 Canyon Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-127513	ENR	Alex Chen	1988-08-11	UHC-61087-40	9235221940	5146 Apache Blvd, San Antonio, TX	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121962	ENR	Edward H Lawson	1982-04-04	UHC-29283-46	9775838497	8410 Apache Blvd, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
TPA-55329	TPA	Kayla Bradley	1953-02-12	—	—	3936 Jefferson Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-55328	TPA	Kayla Bradley	1953-02-12	—	—	3936 Jefferson Ave, Charlotte, NC	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-105677	ENR	Sofia Burke	1955-10-14	UHC-43403-52	6317163586	1637 Mountain View Dr, Glendale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-22746	PRV	Elijah Gray	2003-07-26	UHC-73436-77	6382969891	1329 Elm St, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410006	CLM	Gerald Fernandez	1951-04-27	—	—	6759 Camelback Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-21980	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-118245	ENR	Joyce F Reyes	2008-12-04	UHC-28639-46	5382203546	1156 Broadway, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+1 more
CLM-402656	CLM	Kathleen Hanson	1946-09-17	UHC-09595-21	—	1114 Grand Ave, Gilbert, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-21914	PRV	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
TPA-63352	TPA	Hannah Arnld	1989-06-16	—	3699562370	4860 Desert Sky Blvd, Charlotte, NC	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103830	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-104978	ENR	Megan Fields	1972-03-26	UHC-47863-82	4396455390	3135 Mesa Dr, San Antonio, TX	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409179	CLM	Omar Contreras	1990-04-12	UHC-81935-53	—	920 Valley View Dr, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
TPA-63087	TPA	Helen Diaz	2000-05-28	—	—	5905 Camelback Rd, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-115193	ENR	Maria Patterson	1991-03-23	UHC-79144-41	—	8319 Bayshore Dr, Las Vegas, NV	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127337	ENR	Anna N Reyes	1996-06-11	UHC-26722-38	5613191706	8428 Central Ave, Houston, TX	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
CLM-426695	CLM	Billy Lopez	1940-09-21	UHC-11120-88	—	6638 Highland Ave, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112370	ENR	Deborah C Burke	2004-01-15	UHC-80344-90	2577482631	6650 Spring St, Nashville, TN	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-113699	ENR	Adrew O Ward	1990-04-28	UHC-57823-65	3997085657	9830 Maple Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137081	ENR	Thomas Laura	—	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
ENR-118841	ENR	Nancy Daniels	1969-03-01	UHC-33110-86	3697514988	7100 Highland Ave, Phoenix, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419616	CLM	Eugene R Warren	1965-03-23	UHC-16651-20	5739904544	4103 Bayshore Dr Apt 10, Gilbert, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-63327	TPA	Brian Evnas	1955-01-05	—	3974220095	7147 Cedar Ln, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103172	ENR	Brandon Rivera	—	UHC-83841-16	—	4526 Jefferson Ave, Gilbert, AZ	0.66	Date of birth reformatted Date of birth unreadable ZIP missing Whitespace trimmed+1 more
ENR-120901	ENR	Yuki C Oliver	2004-09-14	UHC-01996-12	3858687069	3917 Bayshore Dr, Fresno, CA	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-117901	ENR	Yuki Moreon	1965-09-11	UHC-18359-83	—	851 Market St, Plano, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-407238	CLM	Gerald E Pierce	1996-11-14	—	—	1752 Lake View Rd, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-131850	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-131851	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
CLM-401560	CLM	Jessica Elliis	1963-07-27	UHC-59698-55	—	1791 Palm Dr, Atlanta, GA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-426908	CLM	Frakn Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St # 371, Denver, CO	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-127724	ENR	Denise C Gordon	1972-10-09	UHC-08598-17	4502568458	8053 Cedar Ln, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106983	ENR	Olivia P Cox	1958-07-16	UHC-53008-24	9579960055	8025 Maple Ave # 317, Fresno, CA	0.66	Name re-cased Unit split from street ZIP missing Email lower-cased+1 more
ENR-108590	ENR	Maria Sandoval	1938-05-09	UHC-69641-21	4848918726	7066 Sunset Blvd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103606	ENR	Roy Gilbert	2004-04-09	UHC-34998-46	3947330805	4631 Spring St, Atlanta, GA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-432385	CLM	Stephen O Harris	2001-01-28	UHC-18624-69	—	6491 Grand Ave, Plano, TX	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
CLM-423232	CLM	Virginia Barnes	2007-04-02	UHC-21509-56	3827817215	6404 Sage Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
TPA-63871	TPA	Josh Crawford	1966-05-13	—	8655014135	7519 Elm St, Denver, CO	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137693	ENR	Janice Perkins	1959-08-26	UHC-04977-71	5982902949	2707 Lincoln Way, Sacramento, CA	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
PRV-22861	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-22862	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more

7,146 rows, page 99 of 143Previous Next