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
CLM-429771	CLM	Jean Aguilar	1964-03-15	—	7828314723	4645 Sunset Blvd, Seattle, WA, 98108	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410440	CLM	Jeffrey Parker	2000-11-19	UHC-31127-48	—	7356 Canyon Rd, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-426947	CLM	Ahmed Vega	1953-09-25	UHC-03347-26	—	5743 Bayshore Dr, Scottsdale, AZ, 85245	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-119830	ENR	Alice I Baker	1994-09-15	UHC-01548-27	—	4209 Washington St, Denver, CO, 80219	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-101312	ENR	Alexander Herrera	1944-01-07	UHC-89424-84	6009428061	9103 Forest Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102621	ENR	Arthur J Garrett	1965-11-27	UHC-35004-63	4847752631	5313 Sunset Blvd # 298, Charlotte, NC, 28207	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50272	TPA	Carol Hunt	1967-11-23	—	5533760788	3809 Apache Blvd Apt 30, Columbus, OH, 43215	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-135863	ENR	Kelly S Jones	1959-06-27	UHC-87480-35	5173227883	4723 Maple Ave, Miami, FL, 33102	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-408192	CLM	Larry Patterson	1993-11-15	UHC-30933-70	—	8912 Ocean Ave, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112553	ENR	Arjun Walsh	2002-04-19	UHC-14006-97	7509494648	2013 Market St, Nashville, TN, 37291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112552	ENR	Arjun Walsh	2002-04-19	UHC-14006-97	7509494648	2013 Market St, Nashville, TN, 37291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432750	CLM	Maria Fields	1944-03-23	UHC-29736-44	—	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142440	ENR	Maria G Marshall	2002-02-08	UHC-46344-65	—	—	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-408468	CLM	Judy Payne	1950-01-20	UHC-70825-08	—	1141 Indian School Rd, Minneapolis, MN, 55402	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427234	CLM	Alexander King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-56344	TPA	Diane Weaver	1964-05-12	—	6523849284	2791 Maple Ave, Atlanta, GA, 30319	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402450	CLM	Beverly Miller	1938-01-27	UHC-85811-35	—	7645 Central Ave, San Diego, CA, 92180	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406964	CLM	Diana Ramos	1994-10-07	UHC-98291-09	—	8705 Pine Dr, Atlanta, GA, 30335	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-52468	TPA	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd, Scottsdale, AZ, 85260	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418303	CLM	Sophia Vega	2001-08-26	UHC-47773-39	5663784589	2161 Sage Ct, Sacramento, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112927	ENR	Priya Roberts	—	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-140723	ENR	Gabriel Alvarez	1940-06-16	UHC-00863-68	5197450228	3520 Market St, Columbus, OH, 43292	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-408597	CLM	Kevin Hudson	1991-01-01	UHC-27296-98	—	8959 Market St, Glendale, AZ, 85387	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-139283	ENR	Gregory C Salazar	1952-03-17	UHC-57766-77	8995304982	5541 Highland Ave, Los Angeles, CA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132035	ENR	Kelly A Munoz	1971-07-06	UHC-16171-83	6109535292	997 Bayshore Dr, Tempe, AZ, 85247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431670	CLM	Sophia Hall	1942-01-17	UHC-60987-96	5572425063	6314 Ridge Rd, Los Angeles, CA, 90067	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25955	PRV	Laura H Cooper	2007-11-04	—	3596564023	1831 Willow Ct Apt 19, San Diego, CA, 92106	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419574	CLM	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-419311	CLM	Melissa U Chavez	1991-11-18	—	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53838	TPA	Nathan Rose	1964-05-05	—	—	439 Baseline Rd, Denver, CO, 80269	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50871	TPA	Ruth M Murray	1938-05-13	UHC-90896-58	2893116770	1962 Lake View Rd Apt 5, Dallas, TX, 75259	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50870	TPA	Ruth M Murray	1938-05-13	UHC-90896-58	2893116770	1962 Lake View Rd Apt 5, Dallas, TX, 75259	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426570	CLM	Arjun T Wright	1982-09-07	UHC-27547-79	—	8140 Washington St, Charlotte, NC, 28227	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-417863	CLM	Roger E Black	1992-07-21	UHC-70794-50	—	929 Harbor Blvd, Dallas, TX, 75217	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22566	PRV	Mariana Morrison	—	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-113609	ENR	Evelyn McDonald	1960-11-01	UHC-62319-26	7698415872	1973 Sage Ct, Chandler, AZ, 85242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22093	PRV	Samantha Freeman	1977-05-08	UHC-78622-78	7555115205	1512 Camelback Rd, Scottsdale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114685	ENR	Karen W Shaw	1995-04-08	UHC-04059-22	5218202286	9539 Camelback Rd, Austin, TX, 78745	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421998	CLM	Katherine Medina	1965-01-25	UHC-13206-38	8152649263	6551 Central Ave, Los Angeles, CA, 90051	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130205	ENR	Roger Powell	1993-07-07	UHC-24883-81	7747432929	7669 Lincoln Way, Eden Prairie, MN, 55350	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138841	ENR	Diane G Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138730	ENR	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138326	ENR	Denise W Daniels	1984-02-09	—	5729107954	5397 Valley View Dr, Denver, CO, 80228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122049	ENR	Kieth Burke	1951-08-19	UHC-26388-23	7255806428	9829 Desert Sky Blvd, Miami, FL, 33192	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122044	ENR	George Coleman	1961-02-13	UHC-34296-72	9609266717	4707 Meadow Ln, Las Vegas, NV, 89154	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-117926	ENR	Carol F Owens	1976-05-19	UHC-59852-07	5239866108	2011 Camelback Rd, Phoenix, AZ, 85006	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-105322	ENR	Abigail J Hunt	1979-11-28	UHC-64284-36	9834761383	8501 Park Pl Apt 18, Houston, TX, 77002	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60067	TPA	Carolyn Cole	1970-01-18	—	3937635596	4149 Mountain View Dr, Tempe, AZ, 85288	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-102694	ENR	Kelly V Evans	1990-07-11	UHC-53747-07	8765873832	2275 Meadow Ln, Fresno, CA, 93780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-415396	CLM	Kathy N Watkins	1972-05-26	UHC-19886-37	8113903013	630 Desert Sky Blvd, Charlotte, NC, 28297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

39,996 rows, page 134 of 800Previous Next