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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140072	ENR	Janice J Carter	1957-03-13	UHC-63333-08	7903691938	6522 Church St, Austin, TX	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127836	ENR	Randy Carlson	1948-01-28	UHC-66217-85	3114600537	9624 Baseline Rd, Dallas, TX	0.38	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-120218	ENR	Pamela O Phillips	1968-06-17	UHC-46853-39	6889559998	6594 Maple Ave, Columbus, OH, 43262	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
PRV-25412	PRV	Bruce Olson	1938-06-21	UHC-09197-07	—	2751 Ridge Rd, Seattle, WA, 98165	0.38	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+3 more
ENR-100478	ENR	NJunk	1951-03-21	UHC-94513-70	4908389410	9531 Central Ave, Atlanta, GA, 30370	0.38	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-131757	ENR	Emma G Santtos	—	UHC-89792-57	—	8719 Union St, Las Vegas, NV, 89134	0.38	Name split from “Last, First”Date of birth unreadable Phone missing area code 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-106341	ENR	Diego S Espinoza	1992-02-11	UHC-74540-68	4636196016	6172 Willow Ct, Houston, TX, 77062	0.38	Name split from “Last, First”Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-118400	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd # 434, Nashville, TN	0.40	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425458	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr Apt 7, Denver, CO, 80204	0.44	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-136447	ENR	David I Gardner	1964-12-07	UHC-74358-71	4448133248	4966 Church St Apt 3, Sacramento, CA	0.44	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-132620	ENR	Nancy Z Rios	1978-08-03	UHC-35917-23	6233587537	5048 Hillcrest Rd, Jacksonville, FL, 32223	0.44	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-112788	ENR	Helen Ward	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.44	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-103074	ENR	Frank Santiago	1946-02-25	UHC-15366-30	2686214170	4144 Desert Sky Blvd, Tampa, FL, 33686	0.44	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-103718	ENR	Diego Valdez	1962-04-06	UHC-00431-81	—	315 Palm Dr, Tucson, AZ	0.44	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-111554	ENR	Timothy P Weber	2001-09-27	UHC-91272-09	—	3400 Park Pl, Scottsdale, AZ	0.44	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+6 more
PRV-21018	PRV	Larry L Mills	1998-01-13	—	5265578622	155 Harbor Blvd # 679, Gilbert, AZ, 85209	0.44	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+6 more
CLM-420844	CLM	Jacob Jensen	1942-01-19	UHC-74692-41	4237326649	5608 Meadow Ln, Denver, CO	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-119488	ENR	Isabella U Burton	1980-11-25	UHC-09055-50	7938588103	3009 Apache Blvd # 188, Tempe, AZ, 85238	0.44	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
ENR-115545	ENR	Ethan Kennedy	—	UHC-94235-35	3559499214	2663 Hillcrest Rd # 756, Mesa, AZ, 85297	0.44	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+6 more
CLM-412268	CLM	David W Hansen	2004-02-20	UHC-62023-76	8323597913	8251 Apache Blvd, Jacksonville, FL, 32255	0.44	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+6 more
ENR-100688	ENR	Martha B Parker	—	UHC-19603-97	6026444202	9366 Maple Ave Apt 24, Eden Prairie, MN, 55321	0.44	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
CLM-423639	CLM	Eugene Morales	1976-03-11	UHC-18419-70	5559934176	7390 Bayshore Dr Apt 30, Austin, TX, 78766	0.44	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
CLM-415276	CLM	Camila Brown	1951-11-17	UHC-87174-49	6099803556	3113 Forest Ave, Orlando, FL, 32832	0.44	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+6 more
ENR-129154	ENR	Joseph M Daniiels	1995-07-13	UHC-26322-25	8167990088	9477 Bayshore Dr, Phoenix, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-62493	TPA	Cheryl Yang	2003-02-03	—	7472906448	3370 Bayshore Dr Apt 21, Jacksonville, FL, 32235	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
CLM-413656	CLM	Amy Sandoval	1978-01-28	UHC-15452-48	4882054874	7809 Sunset Blvd, Charlotte, NC	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-131356	ENR	Roger Fox	1990-07-18	UHC-96985-70	6404148100	5466 Maple Ave # 686, Tampa, FL, 33680	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-55793	TPA	Kathleen Z Simpson	1999-07-27	—	—	9520 Central Ave, Columbus, OH, 43244	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-419750	CLM	Gerald Maldonado	1946-04-17	—	—	3295 Pine Dr # 915, Charlotte, NC	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-114943	ENR	Charlotte J Watson	1969-08-27	UHC-45410-02	4589482383	429 Pine Dr, Atlanta, GA, 30356	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-114942	ENR	Charlotte J Watson	1969-08-27	UHC-45410-02	4589482383	429 Pine Dr, Atlanta, GA, 30356	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-401059	CLM	Charles Hunter	1989-06-08	—	5238736858	5023 Elm St Apt 17, Tempe, AZ, 85267	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-113417	ENR	Gabriel N Mnoz	1986-01-14	UHC-68548-73	8388535293	3915 Park Pl, Atlanta, GA	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-410658	CLM	Jacqueline Jenkins	1954-01-08	UHC-69211-43	8249375053	995 Baseline Rd, Minneapolis, MN, 55452	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-118480	ENR	Debra J Elliott	—	UHC-29655-41	7519558773	5362 Park Pl, Nashville, TN, 37210	0.46	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-138119	ENR	Natalie Kim	1997-01-07	UHC-69045-49	4997363276	9655 Cedar Ln # 327, Phoenix, AZ, 85081	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-59541	TPA	Mateo Silva	2008-01-02	—	—	4577 Camelback Rd Apt 22, Columbus, OH, 43210	0.46	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+5 more
PRV-25658	PRV	Aisha Stone	1984-07-07	UHC-36349-47	7474481889	905 Main St, Houston, TX	0.46	Phone reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-20936	PRV	Gary Palmer	1948-08-24	—	7318882464	4655 Meadow Ln, Los Angeles, CA, 90091	0.46	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-20657	PRV	Stephen Mason	1949-01-20	—	7267442355	5037 Ocean Ave, Columbus, OH, 43224	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-432551	CLM	Robert Ramos	1946-11-20	UHC-34491-97	—	5876 Indian School Rd, San Antonio, TX, 78239	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-102206	ENR	Arthur N Mason	1975-07-11	UHC-95789-74	3373974367	5652 Jefferson Ave # 776, San Antonio, TX, 78266	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-129468	ENR	Tyler M Mason	—	UHC-65746-05	7276199688	4287 Union St, San Diego, CA, 92134	0.46	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-122059	ENR	Frank Weber	1956-03-02	UHC-60254-75	8028170414	3595 Valley View Dr, Glendale, AZ, 85311	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
CLM-422885	CLM	Kimberly Hart	1995-12-05	UHC-93318-25	7012846521	6600 Indian School Rd, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-112933	ENR	Justin Warren	1970-02-02	UHC-50704-53	6902588402	6843 Mountain View Dr Apt 30, Glendale, AZ, 85350	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-134131	ENR	Alexander N Marquez	1978-08-01	UHC-84217-49	6996762498	8121 Park Pl, Denver, CO, 80215	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-107565	ENR	Debra G Patel	1948-01-07	UHC-55850-08	2388216340	3271 River Rd, Orlando, FL, 32835	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-60902	TPA	Gabriel Phillips	1980-01-03	—	—	5932 Sage Ct # 795, San Antonio, TX	0.46	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more

4,010 rows, page 2 of 81Previous Next