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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115609	ENR	John Y Sanders	1999-07-08	UHC-07416-24	2016376492	7846 Mountain View Dr, Plano, TX, 75075	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128104	ENR	Bruce Jensen	1965-06-05	UHC-93320-87	—	1824 Park Pl, Scottsdale, AZ, 85243	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-426518	CLM	Clark Peetr	1938-10-16	—	—	3744 Sunset Blvd, Eden Prairie, MN, 55375	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-29285	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-29284	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-136027	ENR	Jessica Snyder	1947-04-25	UHC-52061-50	2045991278	7810 Ocean Ave, Glendale, AZ, 85357	0.50	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-28728	PRV	Alexis Singh	2007-12-05	—	8995932629	6744 Desert Sky Blvd, Las Vegas, NV, 89152	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-112254	ENR	Dennis J Medina	1967-07-25	UHC-69245-14	3388039639	7642 Mesa Dr # 472, Jacksonville, FL, 32238	0.50	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+3 more
ENR-100464	ENR	Ralph B Little	1941-02-04	UHC-15915-54	8487806162	3843 Elm St, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104405	ENR	Mei U Guzman	1948-06-07	UHC-54129-77	4847578175	5967 Grand Ave, Mesa, AZ, 85206	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-53687	TPA	Doris George	1947-01-18	—	—	9649 Canyon Rd, Plano, TX, 75096	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108697	ENR	Gerrald Banks	2008-05-13	UHC-39464-74	2188807953	8023 Oak St, Chandler, AZ	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432250	CLM	Catherine Romero	1952-02-09	—	—	9615 Camelback Rd, Tempe, AZ, 85263	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22113	PRV	Christine Marshall	1978-11-02	—	5307815623	3165 Elm St, Houston, TX, 77095	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26959	PRV	Larry Cox	1983-06-01	—	9553706658	4973 Grand Ave # 668, Tampa, FL	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-418967	CLM	Charles Sullivan	1963-10-07	—	—	3599 Maple Ave, Orlando, FL, 32858	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-104667	ENR	Bradley H Wallace	1970-04-28	UHC-69793-41	7449822214	2777 Market St, Minneapolis, MN, 55419	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421478	CLM	Ahmed Cunningham	1967-12-02	UHC-90142-41	5813223773	9547 Baseline Rd, Dallas, TX, 75238	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105546	ENR	Frank X Contreras	1959-06-18	UHC-79195-30	6285032006	5259 Spring St, Mesa, AZ, 85274	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50638	TPA	Kayla Sims	1987-05-14	—	3276288051	7655 Washington St, Atlanta, GA, 30371	0.50	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+3 more
CLM-410432	CLM	Catherine Bennett	1945-01-20	—	—	9312 Indian School Rd, Orlando, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-22920	PRV	Billy F Mendez	1978-12-26	—	—	3385 Desert Sky Blvd, Chandler, AZ	0.50	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+3 more
CLM-405322	CLM	Dick Jimenez	1941-09-12	UHC-48141-59	3878462631	792 Desert Sky Blvd, Sacramento, CA, 95859	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118678	ENR	Jesse M Reyes	2006-02-10	UHC-88973-05	2722119943	3997 Canyon Rd, Mesa, AZ, 85215	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113172	ENR	Mark F Washington	1964-09-02	UHC-44921-94	9122515141	4833 Grand Ave # 987, Phoenix, AZ, 85062	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22288	PRV	Raymond Banks	2004-07-09	UHC-53680-51	—	2102 Central Ave, Denver, CO, 80236	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-130429	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-130430	ENR	Dense Young	1969-11-18	UHC-62842-53	5053136925	2167 Desert Sky Blvd, Tempe, AZ, 85268	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-409379	CLM	Cynthia Morgan	1985-01-11	—	—	1084 Canyon Rd # 260, Charlotte, NC, 28271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
CLM-418449	CLM	Scott Alvarado	—	UHC-03782-04	9649297388	5896 Hillcrest Rd # 565, Glendale, AZ, 85399	0.50	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+3 more
CLM-429015	CLM	Brenda Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113102	ENR	Tyler Welch	—	UHC-09460-08	9452336376	8030 Apache Blvd, Houston, TX, 77087	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-55445	TPA	Jnaice Hanson	1966-12-14	—	8507143700	5303 Willow Ct, Tempe, AZ, 85271	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-51992	TPA	Sean Mureno	1989-08-28	—	—	8250 Elm St, San Diego, CA, 92188	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-402733	CLM	Justin X Murphhy	1997-05-06	UHC-71276-28	—	176 Lake View Rd Apt 13, Gilbert, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408210	CLM	Janet Aguilar	2006-05-27	UHC-14912-04	6043631534	8578 Ridge Rd, San Antonio, TX, 78203	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-428354	CLM	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd # 152, Jacksonville, FL, 32274	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-408145	CLM	Yuki C Wagnner	—	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-24985	PRV	John Contreras	1945-12-13	—	4568026616	3814 Union St, Tucson, AZ, 85718	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119114	ENR	Mateo Perez	2003-01-14	UHC-46817-61	9009394352	2630 Maple Ave, Tampa, FL, 33636	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419845	CLM	Paul Le	1992-11-08	UHC-35140-55	3597307891	3605 Oak St # 834, Minneapolis, MN, 55455	0.50	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-422256	CLM	Bobby Santos	1965-03-28	UHC-83369-97	—	7250 Apache Blvd, Dallas, TX, 75217	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-51093	TPA	Kelly Carter	1964-06-03	—	7283671484	405 Maple Ave, San Antonio, TX, 78269	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-405764	CLM	Peter Mendoza	1959-08-05	UHC-10519-63	7336488244	4978 Valley View Dr, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421568	CLM	Alexander Rivera	1958-07-12	UHC-52912-99	—	298 Washington St, Phoenix, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-401399	CLM	Gabriel Robertson	1946-05-09	—	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-432559	CLM	Amanda Bennett	2004-01-08	UHC-35446-77	—	6065 Union St, Columbus, OH, 43251	0.50	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-126261	ENR	Arjun T Jones	1979-06-19	UHC-20049-53	7618994381	5653 Spring St, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25094	PRV	Hanah Lucas	1986-12-09	UHC-54951-70	7145655361	9358 Mountain View Dr, Plano, TX, 75067	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105336	ENR	Jonathan Reed	—	UHC-35512-91	9467384338	1324 Camelback Rd Apt 1, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more

39,996 rows, page 45 of 800Previous Next