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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52646	TPA	Harold Carr	1978-01-16	—	—	7475 Pine Dr, Denver, CO, 80247	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-111678	ENR	Ahmed Vasquez	1956-06-02	UHC-88338-81	7462383231	6948 Camelback Rd, Gilbert, AZ, 85282	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138765	ENR	Margaret Hanson	1994-05-23	UHC-18541-05	5189797677	614 Lake View Rd, Charlotte, NC, 28268	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-400742	CLM	Carolyn Hanson	2008-08-09	UHC-95340-58	5937236006	300 Indian School Rd, Houston, TX, 77016	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-58643	TPA	Dennis Bowman	2001-08-12	UHC-53395-80	8766362245	4292 Market St Apt 8, Charlotte, NC, 28258	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-105101	ENR	Arthur L Guzman	1971-05-06	UHC-34464-25	6309628444	3255 Market St, Mesa, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56894	TPA	Ashley Kelley	1990-07-03	—	—	9283 Indian School Rd, San Diego, CA, 92129	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-119566	ENR	Carolyn P Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr, Tucson, AZ	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-105032	ENR	Bobby X Moreno	1969-02-07	UHC-17565-73	—	1957 Baseline Rd, Tampa, FL, 33627	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-424362	CLM	Pamela Hayes	1967-07-20	—	—	3336 Valley View Dr, Atlanta, GA, 30325	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-138120	ENR	Omar Q Reed	1962-02-17	UHC-46285-34	—	8059 Indian School Rd, Miami, FL, 33136	0.52	Date of birth reformatted Phone missing area code City re-cased ZIP+4 trimmed+2 more
CLM-426269	CLM	Sharon Lynch	1942-12-05	UHC-84606-18	—	7952 Mountain View Dr Apt 15, Nashville, TN, 37249	0.52	Date of birth reformatted SSN last four extracted Unit split from street City re-cased+2 more
CLM-400394	CLM	ChristopherJunk	1944-11-18	UHC-48535-90	—	3313 Desert Sky Blvd, Minneapolis, MN, 55405	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-140223	ENR	Davis V Beverly	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave # 221, Dallas, TX, 75295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-62452	TPA	Denise L Hughes	1997-09-03	—	—	8318 Central Ave, Denver, CO, 80219	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-57281	TPA	Ethan Welch	—	—	—	1962 Mesa Dr # 404, San Antonio, TX, 78221	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116377	ENR	Rebecca Pierce	1997-01-17	UHC-36404-38	—	3492 Forest Ave, Houston, TX, 77034	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-112282	ENR	Aisha P Burke	1958-10-14	UHC-98365-72	6749400075	6872 Palm Dr # 999, Nashville, TN, 37298	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107155	ENR	Scott D Howard	1989-08-10	UHC-12674-72	6227219418	2527 Union St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-58319	TPA	Richard Hicks	1987-02-15	—	—	6440 River Rd, Eden Prairie, MN, 55321	0.52	Date of birth reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-416347	CLM	Arjun Anderson	2006-04-21	UHC-43813-38	—	7072 Desert Sky Blvd Apt 18, Austin, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-57054	TPA	Marrk Green	1988-03-05	UHC-58036-68	—	464 Ocean Ave, San Diego, CA, 92114	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-52112	TPA	Diane S Banks	1988-03-16	—	—	8353 Ocean Ave, Orlando, FL, 32873	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-56738	TPA	Brian Carter	1941-08-02	—	—	4200 Valley View Dr # 372, Los Angeles, CA, 90014	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-59977	TPA	Doris Fisher	1999-12-25	—	3082115052	3931 Oak St Apt 4, Glendale, AZ, 85376	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-123991	ENR	Alan F Ward	1981-08-20	UHC-36246-03	9299486177	117 Mesa Dr, Dallas, TX, 75213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426681	CLM	Judith Larson	—	UHC-46251-99	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-52193	TPA	Arthur I Contreras	1943-10-20	UHC-78188-71	—	3294 Baseline Rd, Jacksonville, FL, 32277	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-135294	ENR	Paul Marquez	1949-10-11	UHC-66457-34	—	2834 Indian School Rd # 749, Tampa, FL, 33661	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-130994	ENR	Elijah Alexander	2005-04-15	UHC-94455-08	8213486616	2219 Palm Dr, Seattle, WA	0.52	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-123483	ENR	Michael Q Santiago	1982-03-19	UHC-18032-12	2472944322	6144 Indian School Rd # 650, Atlanta, GA, 30313	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128465	ENR	Billy Z Castillo	1961-03-08	UHC-03191-11	—	4676 Harbor Blvd, Atlanta, GA, 30399	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-119543	ENR	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103812	ENR	Bruce L Campbell	2000-03-02	UHC-55606-07	3764156082	7816 Desert Sky Blvd, Atlanta, GA	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-100774	ENR	Judith J Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd Apt 2, Orlando, FL, 32893	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
TPA-61291	TPA	Michael Baker	2003-07-12	—	—	3497 Oak St Apt 25, Eden Prairie, MN, 55304	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
ENR-117798	ENR	Heather Ramirez	1985-09-07	UHC-96401-94	6756695687	3843 Main St, Plano, TX, 75050	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137698	ENR	Patricia Coleman	1958-05-18	UHC-71949-76	—	6613 Apache Blvd, Atlanta, GA, 30344	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
CLM-401259	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-414594	CLM	—Junk	1963-06-14	UHC-45096-59	—	3449 Forest Ave, Plano, TX, 75017	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-24471	PRV	Frank F Nelson	1997-09-14	—	—	9185 Elm St, Chandler, AZ, 85222	0.52	Phone missing area code SSN last four extracted City re-cased State name converted to code+2 more
ENR-116624	ENR	Priya P Morgan	1945-08-17	UHC-69874-28	7852782422	2195 Lake View Rd, Dallas, TX, 75209	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55698	TPA	Ruth W Payne	1977-11-16	—	6968055688	6794 Church St, Jacksonville, FL, 32290	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427294	CLM	Cheryl M Pena	1992-06-08	UHC-77349-09	—	5459 Valley View Dr, Minneapolis, MN, 55480	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-416586	CLM	Heen Mejya	1987-01-20	UHC-40105-27	—	9445 Desert Sky Blvd, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-427000	CLM	George Estrada	2008-02-27	UHC-75585-02	—	5649 Harbor Blvd, San Antonio, TX, 78265	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-114824	ENR	Omar V Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St # 135, Eden Prairie, MN	0.52	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-114872	ENR	Mark G Hicks	1970-05-20	UHC-81141-15	7067717139	3440 Ocean Ave, Tucson, AZ, 85766	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
PRV-28170	PRV	Mei Harris	1945-10-08	UHC-08874-15	7314083975	2008 Maple Ave, Los Angeles, CA, 90037	0.52	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-55372	TPA	Stephanie Ruiz	—	—	—	1752 Main St, Eden Prairie, MN, 55329	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more

17,850 rows, page 41 of 357Previous Next