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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62580	TPA	Andrew Armstrong	1987-05-17	—	—	7138 Main St, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123413	ENR	Kyle B Oslon	1998-06-26	UHC-89184-73	4578211779	774 Harbor Blvd, Orlando, FL, 32898	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-103768	ENR	Zachary A Wheeler	1991-01-13	UHC-43929-28	2993185230	3086 Sage Ct, Mesa, AZ, 85243	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111924	ENR	Bobby W Ortiz	1951-11-28	UHC-28257-23	—	8007 Cedar Ln, Houston, TX, 77037	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420590	CLM	Emma A Sanders	1948-08-06	—	2228543447	6865 Sage Ct, Nashville, TN, 37297	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-414206	CLM	Heather Sympson	1995-12-01	UHC-44129-07	7052744371	4087 Apache Blvd, Plano, TX, 75005	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108269	ENR	Nathan W Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60191	TPA	Megan Lawrence	1963-11-26	UHC-76908-83	4617311412	5603 Baseline Rd, Phoenix, AZ, 85001	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419395	CLM	Sophia P Moreno	1978-04-16	UHC-86788-83	9439019688	7487 Ridge Rd, Tucson, AZ, 85721	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105533	ENR	Anna Willis	1963-11-06	UHC-02375-50	7695472625	7346 Grand Ave, Seattle, WA, 98119	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121348	ENR	Timothy B Freeman	1992-07-09	UHC-34025-60	9316966389	5657 Market St, Seattle, WA, 98103	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-420092	CLM	Janet Harris	1998-10-06	UHC-03351-82	—	1529 Highland Ave, Tempe, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432477	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432476	CLM	Emma Maldonado	1997-11-02	UHC-45716-23	—	2613 Central Ave, San Diego, CA, 92148	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103023	ENR	Cheryl Henry	2000-07-14	UHC-35872-51	5877259033	9407 Oak St, Fresno, CA, 93788	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137475	ENR	Henry F Hunter	1946-09-13	UHC-98712-70	9737497858	1756 Indian School Rd, Las Vegas, NV, 89103	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-414547	CLM	George Diaz	1971-08-22	UHC-75475-51	—	2001 Washington St, Fresno, CA, 93778	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50557	TPA	Frank Park	1940-10-09	—	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61016	TPA	Luis Cruz	1945-09-05	—	—	8064 Park Pl, Orlando, FL, 32811	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61684	TPA	Joan Morales	1945-05-09	—	—	2787 Union St, Jacksonville, FL, 32218	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-417565	CLM	Mariana Freeman	1968-12-20	UHC-39956-01	8975461539	7185 Valley View Dr, Las Vegas, NV, 89109	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-425748	CLM	Sraa Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108647	ENR	Christina U Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St, Tempe, AZ, 85245	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-130166	ENR	Amy E Andrews	1944-02-27	UHC-03390-19	—	3903 Bayshore Dr, Jacksonville, FL, 32265	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23398	PRV	Marilyn Gonzales	1966-11-14	—	—	5305 Forest Ave, Sacramento, CA, 95848	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101028	ENR	Bobby C Guzman	1994-02-25	UHC-75753-62	9747353534	2609 Sage Ct, Plano, TX, 75026	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422621	CLM	Danielle Lee	1975-10-25	—	8745331126	7026 Jefferson Ave, Atlanta, GA, 30306	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-104341	ENR	Rachel Gonzalez	1973-10-17	UHC-89828-42	3444094592	2830 Valley View Dr, Orlando, FL, 32893	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428784	CLM	Christina Dominguez	1985-09-15	UHC-80528-85	8428256560	949 Pine Dr, Dallas, TX, 75251	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408985	CLM	Joyce Bowman	1953-08-08	UHC-07872-47	7309602856	1658 Canyon Rd, Plano, TX, 75017	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111085	ENR	Cynthia Gonzalez	2004-10-16	UHC-20910-26	8008834771	9167 Church St, Austin, TX	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-126503	ENR	Adam O Peterson	1997-05-01	UHC-80659-23	4463593442	782 Palm Dr, Scottsdale, AZ, 85228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111955	ENR	Robert T Yang	1997-08-15	UHC-85622-65	5959409130	1172 Oak St, Orlando, FL, 32866	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125010	ENR	Donald A Olson	2000-09-12	UHC-43659-72	9876461848	1670 Maple Ave, Gilbert, AZ, 85203	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101942	ENR	Alan A Matthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ, 85745	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-140623	ENR	Jaocb Sandoval	1999-07-07	UHC-89969-12	3937201192	1111 Mesa Dr, Atlanta, GA, 30330	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-141588	ENR	Patrick Vega	1954-11-11	UHC-95424-04	9166261139	3555 Willow Ct, Nashville, TN, 37212	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122640	ENR	Julia L Jackson	2004-09-26	UHC-87854-09	9474176512	6367 Oak St, Orlando, FL, 32800	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-123284	ENR	Abigail Reyes	1975-02-23	UHC-26677-78	5468270667	6533 Sunset Blvd, Gilbert, AZ, 85222	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421362	CLM	Angela Oliver	1994-06-04	UHC-69117-84	2768189550	9075 Desert Sky Blvd, Tucson, AZ, 85738	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431938	CLM	Natalie Nguyen	1999-08-14	UHC-95171-02	3027117996	391 Willow Ct, Nashville, TN, 37267	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60712	TPA	Nathan Payne	1974-09-14	—	—	8774 Canyon Rd, San Antonio, TX, 78299	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-140411	ENR	Ryan V Chavez	1977-07-23	UHC-53432-15	7969983431	640 River Rd, Miami, FL, 33127	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110273	ENR	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-110272	ENR	Keith Z Alvarez	2001-08-18	UHC-14541-33	6609361558	6453 Indian School Rd, Charlotte, NC, 28299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123042	ENR	Patrick B Morgan	1978-04-07	UHC-69976-20	5134115944	8062 Mesa Dr, Houston, TX, 77015	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-110146	ENR	Gloria P Gomez	1941-11-24	UHC-96827-74	—	8179 Washington St, San Diego, CA, 92118	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404814	CLM	Bobby Z Rivera	1978-07-28	—	—	6527 Washington St, Scottsdale, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413883	CLM	Nicholas W Dixon	1948-06-27	UHC-09024-50	9339303634	8495 Canyon Rd, Fresno, CA, 93705	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109098	ENR	Jaen P Hudson	1964-09-02	UHC-23947-41	7814822206	2624 Elm St, Eden Prairie, MN, 55365	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 104 of 182Previous Next