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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-119610	ENR	Ahmed F Edwards	1997-12-19	UHC-35674-54	6274661495	9550 Palm Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107447	ENR	Ruth Williams	1945-02-14	UHC-57933-77	3666020616	4734 Pine Dr, Tempe, AZ, 85250	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127116	ENR	Sandra H Bell	1952-11-28	UHC-70265-57	2329043078	3064 Oak St, Miami, FL, 33185	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139510	ENR	Frank D Wang	1974-04-11	UHC-52030-56	8656849700	9191 Union St # 504, Tempe, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134998	ENR	Eric Foster	1953-07-26	UHC-04955-08	3585718910	4997 Elm St, Tempe, AZ, 85241	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130860	ENR	Ethan K Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130846	ENR	Bruce T Graham	1938-04-24	UHC-62566-62	7747627572	5761 Elm St, Tampa, FL, 33641	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101906	ENR	Ethan J Herrera	1948-01-21	UHC-58484-97	9246163522	3154 Sunset Blvd # 524, Glendale, AZ, 85388	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106823	ENR	Jacob Scott	1995-09-05	UHC-63996-57	2366427446	5350 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108200	ENR	Steven G Roberts	1984-09-22	UHC-13249-09	5102013793	4159 Mountain View Dr, Tucson, AZ, 85728	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113125	ENR	Dougles R Schultz	1974-07-19	UHC-55063-31	7723170773	3366 Elm St, Miami, FL, 33181	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116895	ENR	Beverly Z Austin	2000-02-11	UHC-48975-69	4548622635	1700 Broadway, Houston, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-118935	ENR	Barbara J Brooks	2004-04-02	UHC-49696-28	7159973458	2534 Palm Dr, Scottsdale, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108447	ENR	Judith B Wood	—	UHC-98663-15	3155364374	3125 Desert Sky Blvd, Eden Prairie, MN, 55364	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-136445	ENR	Valentina Q Contreras	1958-06-16	UHC-43924-28	7299045898	9833 Baseline Rd, Columbus, OH, 43291	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-114411	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114412	ENR	Douglas A Hall	1965-03-27	UHC-41939-31	4726718562	4216 Harbor Blvd, Houston, TX, 77087	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115302	ENR	George Day	1963-09-28	UHC-52847-57	3234607260	6255 River Rd, Phoenix, AZ, 85095	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103067	ENR	Charlotte Young	1998-05-02	UHC-74145-50	8056260184	1108 Union St Apt 33, Plano, TX, 75044	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100590	ENR	Anna P West	1992-12-07	UHC-73605-83	2044924905	4679 Harbor Blvd, Scottsdale, AZ, 85260	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138213	ENR	Nancy W Morles	1945-10-03	UHC-29743-13	6607485132	2130 Forest Ave, Mesa, AZ, 85239	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107286	ENR	Gary Vega	2006-02-20	UHC-86681-75	5002156966	2281 Grand Ave, San Diego, CA, 92156	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-131180	ENR	Tricia Dean	1975-01-19	UHC-92478-92	4044431190	9355 Cedar Ln, Chandler, AZ, 85273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125496	ENR	Carlos K Howard	1959-05-04	—	9797037808	4386 Palm Dr Apt 25, Orlando, FL, 32891	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104921	ENR	John S Howarrd	1966-05-09	UHC-29863-30	4729471098	1195 Washington St, Chandler, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134123	ENR	Brandon Hayes	1971-06-09	—	2987445210	8682 Ridge Rd # 257, Nashville, TN, 37287	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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-125947	ENR	Jesze V Pena	1982-07-12	UHC-77062-43	7019750620	9522 Oak St, Las Vegas, NV, 89171	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123591	ENR	Christopher Marshall	1959-08-27	UHC-31218-31	2403555494	6291 Harbor Blvd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105713	ENR	Catherine A Richardson	1988-01-10	UHC-00641-21	4248223146	4471 Elm St Apt 20, Seattle, WA, 98189	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136654	ENR	Ahmed P Washington	1959-10-04	UHC-72011-30	3243472179	580 Maple Ave, Minneapolis, MN, 55437	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110278	ENR	Kenneth L Austin	1948-09-16	UHC-51251-30	5315242344	4707 Palm Dr, Columbus, OH, 43278	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137867	ENR	Donna Russell	1981-09-22	UHC-64385-22	3098673471	8815 Sunset Blvd, Seattle, WA, 98122	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102379	ENR	Bobby Banks	1948-08-26	UHC-25181-58	3852921108	8937 Ocean Ave, Nashville, TN, 37269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119902	ENR	Arjun Harris	1945-12-01	UHC-75263-37	5493781207	8106 Meadow Ln, Orlando, FL, 32858	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110354	ENR	Amber O Lucas	1947-09-14	UHC-43598-38	5268217032	5039 Sage Ct, Plano, TX, 75058	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118971	ENR	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave, Phoenix, AZ, 85084	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109078	ENR	Jesse Alexander	2007-02-13	UHC-98335-18	3156531933	7579 Canyon Rd, Chandler, AZ, 85266	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142126	ENR	Catherine O Allen	1954-03-19	UHC-76664-88	2056882186	9190 Harbor Blvd, San Antonio, TX, 78235	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-132322	ENR	Scott M Singh	2006-10-16	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City 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-100726	ENR	Harold X Carter	1939-02-03	UHC-55890-56	7154045081	162 Washington St, Fresno, CA, 93793	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
ENR-121694	ENR	Brittany Gilbert	2002-02-15	UHC-09613-64	3667725534	4053 Ridge Rd, Atlanta, GA, 30382	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106893	ENR	Emma G Willis	1954-08-24	UHC-58209-41	3946726890	5090 Forest Ave, Columbus, OH, 43299	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125125	ENR	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 25, Orlando, FL, 32876	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101941	ENR	Soffia J Chen	1996-09-25	UHC-18452-22	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-106864	ENR	Ryan Green	1995-12-03	UHC-87774-30	5993419936	1735 Sunset Blvd, Phoenix, AZ, 85035	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120753	ENR	Cheryl U Stephens	1986-06-06	UHC-11129-02	7482697831	8588 Washington St, Miami, FL, 33176	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

28,181 rows, page 157 of 564Previous Next