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 split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109709	ENR	Barbara C Gibson	2001-09-07	UHC-31992-36	2492470431	2335 Willow Ct, Gilbert, AZ, 85288	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
ENR-114781	ENR	Kathy Q West	1968-04-18	UHC-48148-99	6683475901	3928 Camelback Rd # 253, Glendale, AZ, 85339	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-429805	CLM	Jessica L Hunt	1980-04-27	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61082	TPA	Carolyn Daniels	1946-12-25	—	7867792967	5483 Cedar Ln, Austin, TX, 78716	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-58396	TPA	Judith Burns	1978-04-16	—	—	8847 Pine Dr, Nashville, TN, 37258	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-129517	ENR	Daniel Morales	2006-06-28	UHC-50469-96	—	5695 Willow Ct, Fresno, CA	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112559	ENR	Randy Kennedy	1954-11-01	UHC-29773-41	9732274314	5003 Union St, Las Vegas, NV, 89159	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-141929	ENR	Angela Kelly	2003-11-26	UHC-38102-92	9774250532	2483 Willow Ct, Nashville, TN, 37297	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28639	PRV	Jose Yang	1996-12-24	UHC-79343-17	6139254564	6764 Ridge Rd, Tampa, FL, 33657	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412624	CLM	Vincent U George	1996-04-01	UHC-05005-65	4012294419	1886 Market St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-108906	ENR	Sara F Aguilar	1949-01-09	UHC-97394-26	3194025434	8640 Forest Ave, Las Vegas, NV, 89192	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28006	PRV	Olivia Lynch	1992-07-18	UHC-54864-68	5082543013	2929 Union St, Los Angeles, CA, 90062	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139301	ENR	Katherine Q Stephens	1973-12-22	UHC-65510-30	3757578067	7018 Valley View Dr, Mesa, AZ, 85269	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22993	PRV	Megan Olson	1945-10-28	UHC-31741-46	6704101226	3348 Ridge Rd, Los Angeles, CA, 90097	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129314	ENR	Paul U Arnold	2008-11-11	UHC-58490-28	3664719205	4396 Jefferson Ave, Miami, FL, 33145	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26165	PRV	William C Castro	—	UHC-34758-35	8628238259	5084 Park Pl Apt 2, Eden Prairie, MN, 55342	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+3 more
TPA-61159	TPA	Ahmed Hoffman	1979-12-22	—	—	1307 Pine Dr, Dallas, TX, 75200	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-430638	CLM	Beverly Davis	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave, Dallas, TX, 75295	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108494	ENR	Elizabeth Fox	2005-12-07	UHC-85549-30	2096109660	9575 Ocean Ave, Los Angeles, CA, 90057	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-137954	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd, Plano, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404634	CLM	Deborah Day	1955-06-07	UHC-19228-66	—	4202 Washington St, Tucson, AZ, 85718	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-429133	CLM	Murray Juan	1960-12-26	UHC-76789-10	—	9062 Park Pl, Gilbert, AZ, 85263	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109062	ENR	Judy D Rose	1944-02-08	UHC-90243-80	5324027610	6538 Park Pl, Los Angeles, CA, 90010	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-61410	TPA	Dorothy Wang	1974-07-20	—	—	4129 Bayshore Dr, Columbus, OH, 43268	0.50	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-57461	TPA	Tommy Chapman	1967-01-23	—	8624451824	4340 Canyon Rd, Chandler, AZ, 85252	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28776	PRV	Ashley V Marquez	1939-01-03	UHC-56997-24	4835801301	384 Lake View Rd Apt 8, Nashville, TN, 37279	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58829	TPA	Alice Willis	1944-06-18	—	7088054449	5380 Willow Ct, Nashville, TN, 37241	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419384	CLM	Catheryne Hart	1963-09-20	UHC-18151-19	—	7998 Desert Sky Blvd, Atlanta, GA, 30317	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-131341	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131342	ENR	Jennifer I Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136105	ENR	George Ray	2001-06-05	UHC-83002-54	8359095135	2902 Union St, Houston, TX, 77045	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129372	ENR	Doris Griffin	1994-02-10	—	9596854431	6340 Mesa Dr, Miami, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24907	PRV	Jerry Bowman	1954-04-03	UHC-10796-06	2157552230	5417 Oak St, Eden Prairie, MN, 55347	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138085	ENR	Omar Santos	—	UHC-67223-77	4687698289	7590 Willow Ct, Denver, CO, 80247	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-58653	TPA	Debra Ray	1970-06-16	—	—	9349 Meadow Ln, San Diego, CA, 92106	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423969	CLM	Ralph Hoffman	1984-12-26	UHC-55886-66	—	2087 Indian School Rd, Los Angeles, CA, 90077	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-114257	ENR	Dot H Elliott	1963-04-10	UHC-67017-31	6238675387	6036 Highland Ave, Plano, TX, 75048	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126145	ENR	Bryan S Ramirez	1996-01-11	UHC-62667-46	2718844585	9889 Indian School Rd, Plano, TX, 75009	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109539	ENR	Jacqueline Ward	2005-10-19	UHC-85118-85	4097503030	523 Lake View Rd, Tucson, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-409757	CLM	Aaron Lee	1997-12-14	—	5996599303	9253 Spring St, Tucson, AZ, 85748	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400636	CLM	Matthew Vgea	1998-08-17	UHC-91944-19	4834304551	789 River Rd, Dallas, TX, 75235	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120010	ENR	Dennis G Carter	1993-05-11	UHC-04709-16	5205396307	749 Mountain View Dr, Atlanta, GA, 30381	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131509	ENR	Omar D Ferguson	1950-11-04	UHC-22742-24	6027145674	7551 Harbor Blvd, Los Angeles, CA, 90022	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-411209	CLM	Eric Rios	1966-11-03	—	3502839364	3440 Willow Ct, Atlanta, GA, 30382	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417414	CLM	Angela Martin	2006-02-23	—	—	3353 Ridge Rd, Tucson, AZ, 85795	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407558	CLM	Bobby Clark	1949-08-03	UHC-74673-94	8324835296	9785 Indian School Rd, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113971	ENR	Evelyn V Coleman	—	UHC-59991-62	7553933108	5757 Main St, Tampa, FL, 33672	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-407040	CLM	Denny J Baker	1967-07-16	UHC-24430-47	—	4332 Jefferson Ave, Orlando, FL, 32882	0.50	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412567	CLM	Kathleen Lane	2001-01-26	UHC-31114-80	4949725027	7643 Highland Ave, Miami, FL	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122200	ENR	Carol Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd, Phoenix, AZ, 85018	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

9,980 rows, page 26 of 200Previous Next