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-105362	ENR	Marilyn Y Jimenez	2007-08-03	UHC-04201-04	5458440152	7500 Maple Ave, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431810	CLM	Samuel Richards	1984-02-14	—	2645453770	2173 Mountain View Dr, Phoenix, AZ, 85006	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119477	ENR	Kathryn P Hall	1978-10-11	UHC-42231-04	3409730598	4517 Jefferson Ave, Phoenix, AZ, 85086	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-401266	CLM	Marilyn Long	1982-08-17	—	4696515047	4829 Oak St, Atlanta, GA, 30357	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56267	TPA	Gabriel Freeman	1943-05-03	—	—	7013 Highland Ave, Jacksonville, FL, 32224	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-138076	ENR	Stephen E Fuller	1966-02-27	UHC-14276-03	5912434363	3178 Valley View Dr, San Antonio, TX, 78223	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-424255	CLM	Scott N Anedrson	1987-07-26	—	2314012079	4712 Hillcrest Rd, Glendale, AZ, 85348	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24932	PRV	Charlotte White	—	UHC-56376-07	—	4157 Mountain View Dr, Miami, FL, 33198	0.60	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
TPA-58472	TPA	Cynthia Lopez	2003-11-17	—	—	4377 Washington St, Austin, TX, 78715	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-110380	ENR	Harold D Hudson	1980-08-07	UHC-86397-55	4974924107	7039 Jefferson Ave, Dallas, TX, 75254	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-111530	ENR	Albert Burton	2004-07-01	UHC-40536-65	2797710596	8988 Pine Dr # 495, Tucson, AZ, 85745	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-418283	CLM	Abigail Aguilar	1997-05-25	UHC-54533-25	—	8621 Hillcrest Rd, Las Vegas, NV	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52133	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-137722	ENR	Jim R Kelley	1947-11-13	UHC-86255-50	9036209614	9773 Ocean Ave Apt 27, Tampa, FL, 33683	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-411624	CLM	George Day	1963-09-28	—	—	6255 River Rd, Phoenix, AZ, 85095	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-106264	ENR	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	7386 Central Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted City re-cased ZIP missing+4 more
TPA-51064	TPA	Charles Crawford	1956-01-01	UHC-28011-91	—	733 Willow Ct, Seattle, WA, 98168	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27081	PRV	Grace W Cooper	1975-11-17	—	3647852882	5629 Palm Dr, Glendale, AZ, 85321	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21375	PRV	Lisa Jimenez	1985-04-16	UHC-89522-53	4492953475	8398 Indian School Rd, Los Angeles, CA, 90009	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-23010	PRV	Sophia Jenkins	1964-12-06	UHC-20692-63	9223981116	1597 Bayshore Dr # 231, Miami, FL, 33141	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-59422	TPA	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 652, Sacramento, CA, 95863	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-420819	CLM	Ashley Pena	—	UHC-93084-46	—	5362 Church St, Los Angeles, CA, 90017	0.60	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-111231	ENR	Charles C Morrison	1954-02-22	UHC-66990-41	7069965379	5746 Harbor Blvd, Glendale, AZ, 85353	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-122246	ENR	Paul U Lawson	2005-04-09	UHC-29000-24	3639530976	2360 Mesa Dr, Eden Prairie, MN, 55372	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-411533	CLM	Logan Collins	1944-12-21	—	5114008104	9814 Pine Dr, Las Vegas, NV, 89137	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428299	CLM	Mychael N Carpenter	1995-07-11	UHC-99707-65	7864243532	8019 Market St, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-54186	TPA	Joseph Williams	1974-04-11	—	5599403013	6312 Hillcrest Rd Apt 37, Mesa, AZ, 85220	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432813	CLM	Valentina Jacobs	1974-08-06	—	8957016616	7801 Spring St, Las Vegas, NV, 89133	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22989	PRV	Charles Garza	1956-06-28	—	4629683657	4858 Indian School Rd, San Diego, CA, 92125	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109240	ENR	Virginia C Weber	1973-10-18	UHC-27686-59	4492257728	3723 Ocean Ave, Seattle, WA, 98103	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-52028	TPA	Angela Chapman	1938-05-15	—	4899362928	2648 Cedar Ln, San Antonio, TX, 78264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56779	TPA	Juse Reyes	1942-06-27	—	—	5287 Valley View Dr, Charlotte, NC, 28250	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-61593	TPA	Martha Marquez	1964-06-05	—	7047738091	2207 Central Ave, Tempe, AZ, 85266	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-114483	ENR	Heather H Lynch	1996-05-02	UHC-37423-63	6293745670	695 Highland Ave, Plano, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431690	CLM	Jacqueline Richards	2004-09-10	—	—	2754 Main St, Dallas, TX, 75298	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
ENR-107295	ENR	Mason D Ryan	1990-04-02	—	5065248906	5688 Pine Dr, Chandler, AZ, 85297	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
CLM-409121	CLM	Julie Alvarez	1976-09-24	UHC-08988-72	5042120143	8968 Oak St, Tucson, AZ, 85762	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-63395	TPA	Samueel Gray	1970-08-06	—	2142236265	5075 Meadow Ln, Scottsdale, AZ, 85207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-418410	CLM	Melissa Tran	1978-08-11	UHC-46772-18	—	2670 Bayshore Dr, Atlanta, GA, 30348	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-107281	ENR	Camila L Meyer	1971-08-08	UHC-63608-27	4529304374	3788 Main St, Glendale, AZ, 85310	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-410022	CLM	Tyler Carter	1997-10-16	UHC-34633-94	2467695867	7468 Lake View Rd, Los Angeles, CA, 90055	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422469	CLM	Emma McDonald	1986-06-13	UHC-14703-77	4262966586	7127 Meadow Ln, Tempe, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422468	CLM	Emma McDonald	1986-06-13	UHC-14703-77	4262966586	7127 Meadow Ln, Tempe, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51810	TPA	Ryan Mendez	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-24324	PRV	Nathan Watkins	1982-09-26	UHC-78419-09	8563790874	7109 Central Ave, Phoenix, AZ, 85034	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108483	ENR	Marcus J Delgado	1990-12-17	UHC-19436-23	9009239963	2234 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105757	ENR	Austin Lucas	1973-04-28	UHC-18883-68	—	9566 Oak St, Minneapolis, MN, 55454	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-111640	ENR	Sarah Henderson	1972-04-16	UHC-24133-93	5716900431	8426 Cedar Ln, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56065	TPA	Scott H Hamilton	1944-01-26	—	6845883514	234 Broadway, Orlando, FL	0.62	Name re-cased Phone reformatted State code upper-cased ZIP missing+3 more
ENR-109624	ENR	Kathryn L Carpeenter	1974-11-22	UHC-20471-72	2479061184	7653 Canyon Rd, Las Vegas, NV, 89153	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

39,996 rows, page 102 of 800Previous Next