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-102033	ENR	Priya Kelly	1959-05-22	UHC-02663-92	3886271158	6859 Grand Ave # 370, Tucson, AZ	0.38	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-135886	ENR	Lauren Nguyen	1959-09-25	UHC-00209-76	9044767227	7758 Desert Sky Blvd Apt 21, Orlando, FL, 32807	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137153	ENR	Megan C Burton	1992-02-06	UHC-16715-97	4964991389	247 Sunset Blvd Apt 31, Dallas, TX, 75266	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
ENR-101178	ENR	Christian Montgomery	1995-06-04	UHC-75946-90	6179919454	7147 Union St Apt 2, Los Angeles, CA	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110159	ENR	Vincent W Maldonado	1997-04-01	UHC-63268-01	9067394747	8069 Spring St, Nashville, TN, 37205	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126200	ENR	HiroshiJunk	1950-07-07	UHC-42235-41	3443645351	4534 Church St, Gilbert, AZ, 85228	0.38	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126941	ENR	Michael O Cox	1998-01-16	UHC-12578-94	4127135896	1486 Apache Blvd # 413, Seattle, WA	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
ENR-104177	ENR	Robert V Ellis	1985-03-20	UHC-85875-44	2686135099	1165 Canyon Rd, Columbus, OH, 43297	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119843	ENR	Lori Cole	—	UHC-55402-62	6552756205	6098 Harbor Blvd, Seattle, WA, 98145	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-127156	ENR	Carl J Ross	1984-10-05	UHC-17816-38	2547942074	9633 Pine Dr, Los Angeles, CA, 90083	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103993	ENR	Gregory Chavez	1968-05-15	UHC-38992-27	6275208019	7768 Elm St, Columbus, OH, 43258	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138480	ENR	Roger Henry	1957-05-03	—	7065122546	9587 Harbor Blvd, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110514	ENR	Joshua R Hayes	1956-04-13	UHC-85275-22	5918584128	3922 Hillcrest Rd, Eden Prairie, MN, 55303	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138481	ENR	Mason B Hill	—	UHC-48547-94	5939778967	4209 Elm St, San Diego, CA, 92141	0.38	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-132049	ENR	Ken Reynolds	1948-05-04	UHC-87659-01	6783598088	1528 Jefferson Ave # 136, Gilbert, AZ, 85211	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136686	ENR	Christina Rose	1999-01-02	UHC-21461-75	8948864244	1652 Indian School Rd Apt 5, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-103570	ENR	Maria T Nelson	1995-08-18	UHC-81446-60	9748400941	3563 Highland Ave, Atlanta, GA, 30324	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132395	ENR	Katherine O Silva	1939-05-20	UHC-05146-68	5894321118	7888 Valley View Dr # 573, Las Vegas, NV, 89162	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123824	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St, Austin, TX, 78762	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101063	ENR	Randy Sanchez	1962-01-09	UHC-91481-56	6478829925	3993 Elm St, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-127683	ENR	Patrick Q Edwards	1992-05-21	UHC-25254-36	2146059401	1167 Cedar Ln # 390, Columbus, OH	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-121664	ENR	George Valdez	—	UHC-03628-68	5074006772	7536 Pine Dr, Glendale, AZ, 85328	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-111443	ENR	Hannah K Freeman	1989-01-10	UHC-41971-97	7959801389	1191 Palm Dr, Orlando, FL	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137352	ENR	Martha T Black	1979-07-25	UHC-60855-59	7275741569	4783 River Rd, Minneapolis, MN, 55407	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142006	ENR	Karen Spencer	1969-12-21	UHC-79017-46	9135698106	1338 Cedar Ln Apt 27, Phoenix, AZ, 85004	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-136475	ENR	Andrea Y Armstrong	1958-04-28	UHC-90391-35	2928019801	1343 Willow Ct Apt 10, Tampa, FL, 33602	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125800	ENR	Kimberly T Rose	1961-07-06	UHC-88845-21	9013335157	1611 Spring St, Gilbert, AZ, 85247	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110766	ENR	Kimberly Fowler	1967-04-13	UHC-87015-96	4875790660	6308 Union St, Tucson, AZ	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136338	ENR	Johnston Grace	—	UHC-06724-33	3084562016	5768 Jefferson Ave # 562, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-107652	ENR	Kelly V Rogers	1973-07-25	UHC-83341-04	3498337678	8868 Oak St, Houston, TX, 77026	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111766	ENR	Henry A Adams	—	UHC-21262-29	6504101200	1169 Elm St, Plano, TX, 75003	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121949	ENR	Albert C Parker	2002-03-03	UHC-63627-89	2387815960	258 Market St, Scottsdale, AZ, 85255	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124081	ENR	Arjun A Olson	1990-05-15	UHC-60248-06	8113078829	769 Cedar Ln, Dallas, TX, 75225	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138468	ENR	Carl C Milller	—	UHC-42305-55	9457385035	170 Willow Ct, Miami, FL	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-140528	ENR	Arthur T Reid	—	UHC-82158-14	4499742444	4854 Church St, Miami, FL, 33163	0.38	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127418	ENR	Steve M Harrison	1955-03-22	UHC-14162-85	3752847338	9547 Indian School Rd, San Antonio, TX	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-119858	ENR	Heather N Hart	1940-09-07	UHC-30106-34	2089763047	3708 Hillcrest Rd, Miami, FL	0.38	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-100140	ENR	Asutin O Aguilar	1993-07-28	UHC-85487-94	6506967563	3665 River Rd, Los Angeles, CA, 90049	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-104265	ENR	Diego Jimenez	1940-09-20	UHC-73976-87	5873181263	5774 Hillcrest Rd Apt 21, Tampa, FL, 33675	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140916	ENR	Ethan Y Thompson	1939-03-09	UHC-90196-95	8049026240	1975 Desert Sky Blvd Apt 39, Glendale, AZ, 85312	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134733	ENR	Bryan Matthews	1988-07-28	UHC-23750-61	9246330012	8907 Harbor Blvd, Plano, TX, 75085	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101967	ENR	Cheryl A Cunningham	1949-09-03	UHC-44238-01	8229730775	1762 Cedar Ln, Chandler, AZ, 85280	0.38	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105205	ENR	Emma Jimenez	1947-03-08	UHC-12284-50	2597680633	6157 Palm Dr, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112221	ENR	Rachel W Elliott	1995-11-25	UHC-94005-32	9612852033	9231 River Rd, San Antonio, TX, 78241	0.38	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120588	ENR	Diana P Ruiz	—	UHC-17013-52	4843639569	6684 Indian School Rd, Tucson, AZ, 85771	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-105526	ENR	Willie N Gonzalez	1938-08-11	UHC-09367-68	4997564927	8463 Indian School Rd Apt 10, Seattle, WA, 98160	0.38	Middle initial moved out of first name Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-141838	ENR	Ana P Lewis	1951-03-11	—	3924669478	7077 Palm Dr # 323, Austin, TX, 78718	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104799	ENR	Bradley W Hart	1967-02-21	UHC-04020-53	2396698415	1900 Sunset Blvd Apt 4, Las Vegas, NV, 89125	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-140280	ENR	Jessica V Wood	2004-05-24	UHC-42569-57	5596342608	3017 Camelback Rd, Scottsdale, AZ, 85270	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120825	ENR	Gerald Hunter	—	UHC-11413-03	4457338803	5105 Sunset Blvd, Columbus, OH	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 11 of 564Previous Next