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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25818	PRV	David Hoffman	1974-11-01	UHC-56897-78	7686178513	9643 Camelback Rd Apt 33, Nashville, TN, 37298	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-408092	CLM	William Weaver	2005-10-15	UHC-50237-81	—	8974 Indian School Rd # 663, Atlanta, GA, 30355	0.68	Date of birth reformatted Phone missing area code Unit split from street Placeholder values cleared
ENR-101081	ENR	Brenda K Price	2001-10-16	UHC-58479-84	5799419776	7479 Canyon Rd # 974, Los Angeles, CA, 90080	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-137520	ENR	Melissa Valdez	1958-04-10	UHC-92566-61	8754810688	1948 Lincoln Way Apt 8, Fresno, CA, 93740	0.68	Name re-cased Date of birth reformatted Unit split from street Gender normalised
ENR-100912	ENR	Randy Myers	1965-01-11	UHC-81110-70	6085909804	5633 Mesa Dr # 891, San Antonio, TX, 78256	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
CLM-401208	CLM	Ana Knigth	1991-03-25	—	—	3627 Lincoln Way # 531, Gilbert, AZ, 85236	0.68	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed
TPA-53312	TPA	Bruce Sanchez	1966-12-13	UHC-67947-39	—	9891 Highland Ave # 771, Tempe, AZ, 85216	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-412403	CLM	Eric Jones	1944-01-24	UHC-34203-06	—	8255 Apache Blvd Apt 6, Minneapolis, MN, 55493	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-401985	CLM	Stephanie W Berry	1945-05-06	UHC-73453-17	—	7425 Main St Apt 3, Tucson, AZ, 85748	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-418932	CLM	Jesse Wallace	2006-06-01	UHC-53717-54	—	6051 River Rd # 200, San Diego, CA, 92182	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-120518	ENR	Jan W Simpson	1954-09-27	UHC-60353-59	6732010551	2287 Central Ave Apt 29, Scottsdale, AZ, 85223	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
CLM-418094	CLM	Priya F Alvarado	1981-02-27	UHC-65556-89	—	5707 Mountain View Dr Apt 11, Miami, FL, 33109	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-142280	ENR	Donald E Nelson	1994-05-23	UHC-92978-40	4422970550	7977 Market St Apt 25, Nashville, TN, 37255	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
PRV-21878	PRV	Jerry Kelley	1965-11-04	—	2639341075	6586 Park Pl # 675, Scottsdale, AZ, 85220	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22247	PRV	Joe G Turner	1997-09-21	UHC-65327-39	6117624390	3679 Lincoln Way Apt 34, Denver, CO, 80227	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-408438	CLM	Brandon Kim	2005-03-05	UHC-49210-04	—	9353 Church St Apt 3, San Diego, CA, 92173	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-127225	ENR	Teresa Stevens	1969-04-11	UHC-40692-09	2615338411	6710 Sage Ct Apt 27, Scottsdale, AZ, 85239	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-125002	ENR	Ashley F Hunt	1993-02-17	UHC-17135-04	7175151481	9010 Grand Ave # 407, Miami, FL, 33154	0.68	Middle initial moved out of first name Date of birth reformatted Unit split from street Whitespace trimmed
TPA-61561	TPA	Donald Kennedy	2005-08-27	—	—	2438 Grand Ave Apt 28, Austin, TX, 78758	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26620	PRV	Danny Black	2005-02-09	—	—	4370 Spring St # 768, Phoenix, AZ, 85078	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-57604	TPA	Edward Gomez	1996-05-03	—	2746718402	6547 Ridge Rd Apt 23, Eden Prairie, MN, 55366	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-107932	ENR	Mateo J Contreras	1947-09-24	UHC-79750-62	3107792647	3838 Market St # 349, Austin, TX	0.68	Name re-cased Phone reformatted Unit split from street ZIP missing
ENR-111396	ENR	Arjun Garza	1948-01-28	UHC-77274-12	3129587510	6737 Ocean Ave Apt 9, Jacksonville, FL, 32208	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
CLM-400416	CLM	Paul W Turner	1941-08-26	UHC-48325-16	—	1866 Maple Ave # 489, Minneapolis, MN, 55456	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-427442	CLM	Phiip Valdez	2002-07-04	UHC-98601-37	6855070551	2007 Mountain View Dr Apt 38, Eden Prairie, MN, 55320	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
ENR-134975	ENR	Cynhia H Stephens	1957-04-06	UHC-44022-07	2173893906	8209 Bayshore Dr Apt 25, Atlanta, GA, 30364	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-107413	ENR	Andrew Davis	1980-03-19	UHC-87127-13	9404659477	1983 Oak St Apt 23, Tucson, AZ	0.68	Phone reformatted Unit split from street ZIP missing Whitespace trimmed
ENR-117010	ENR	Carlos E Howell	1978-08-10	UHC-32155-72	8724481261	5139 Palm Dr # 965, Orlando, FL, 32811	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-132462	ENR	Olivia Nunez	1941-10-20	UHC-17412-39	—	8887 Elm St # 732, Phoenix, AZ, 85032	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
PRV-23388	PRV	Raymond Patterson	1938-09-28	UHC-88717-54	2227995434	8662 Sage Ct # 505, Chandler, AZ, 85251	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-414138	CLM	Raymond Banks	1966-04-28	—	6528102518	3219 Grand Ave Apt 8, Eden Prairie, MN, 55344	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-117770	ENR	Jimenez X Bryan	1961-03-08	UHC-52341-82	9374503850	1671 Bayshore Dr Apt 14, Phoenix, AZ, 85054	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
PRV-29552	PRV	Wei Mason	1982-09-01	—	5504373701	9839 Palm Dr # 990, Seattle, WA, 98103	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
TPA-63046	TPA	Russell Torres	1984-12-02	UHC-27828-45	—	4623 Lake View Rd # 404, Nashville, TN, 37205	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423878	CLM	Ashley Nunez	1990-04-28	UHC-90338-03	—	8208 Park Pl Apt 10, Nashville, TN, 37279	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-425444	CLM	Liz Weaver	1985-07-09	UHC-21629-88	—	2357 Ocean Ave # 446, San Antonio, TX, 78239	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
PRV-26738	PRV	Chris Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln Apt 40, Orlando, FL, 32849	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-418583	CLM	Christian Chavez	1996-01-20	UHC-18389-73	5037920366	7834 Oak St # 623, Seattle, WA, 98113	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-413853	CLM	Karen Wong	2001-09-25	UHC-75927-48	—	672 Hillcrest Rd # 206, Minneapolis, MN, 55447	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-59980	TPA	Jonathan Alexander	2001-11-14	—	—	1803 Willow Ct # 197, Las Vegas, NV, 89134	0.68	Name re-cased Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-420192	CLM	Wei Miller	1949-03-27	—	6977770510	967 Canyon Rd # 466, Tempe, AZ, 85223	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-411830	CLM	Debra Cook	1943-11-19	UHC-39496-64	—	4011 Palm Dr # 888, Orlando, FL, 32860	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-138839	ENR	Aaron Cox	1974-11-25	UHC-81716-18	8029675752	3792 Jefferson Ave Apt 19, Plano, TX, 75037	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400260	CLM	Jonathan Edwards	1969-10-03	UHC-24676-54	9329393204	2491 Palm Dr Apt 15, Denver, CO, 80261	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-401539	CLM	Jeffrey Silva	1978-08-05	—	—	4836 Pine Dr Apt 11, Glendale, AZ, 85399	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27119	PRV	Randy Maldonado	1963-10-24	UHC-17028-42	5507664265	8563 Apache Blvd Apt 11, Glendale, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-58157	TPA	Gerald Ortega	—	—	—	8711 Cedar Ln Apt 29, Columbus, OH, 43291	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
TPA-58156	TPA	Gerald Ortega	—	—	—	8711 Cedar Ln Apt 29, Columbus, OH, 43291	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
CLM-414289	CLM	Valentina Coleman	1984-04-09	UHC-82461-63	—	5143 Market St Apt 28, Nashville, TN, 37207	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-122998	ENR	Kathleen Laen	1973-04-06	UHC-42335-34	7512165262	4005 Oak St Apt 34, Houston, TX, 77042	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased

6,994 rows, page 112 of 140Previous Next