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-118783	ENR	Ray Q Lawrence	1949-08-08	UHC-59874-28	—	9838 Canyon Rd, Seattle, WA, 98109	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-428042	CLM	Austin Santos	1978-06-09	—	7883371383	457 Oak St, Chandler, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-60244	TPA	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave Apt 13, Las Vegas, NV, 89174	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-105401	ENR	Anthhony M Perkins	1961-05-03	UHC-47503-40	6777248181	1854 Ocean Ave, Glendale, AZ, 85339	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22563	PRV	Roger Morrison	1992-03-22	—	9242176416	1173 Apache Blvd, Las Vegas, NV, 89139	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-29331	PRV	Gloria Robinson	1986-05-28	—	2456991630	5674 Maple Ave, Seattle, WA, 98173	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424902	CLM	Alan Obiren	—	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-114036	ENR	Emily A Anderson	1953-02-16	UHC-77460-19	5059545342	3066 Sage Ct, Mesa, AZ, 85249	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142578	ENR	Timothy Stone	1960-01-08	UHC-53904-97	7243474412	8244 Jefferson Ave, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101059	ENR	Alice Knight	—	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL, 32859	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-141886	ENR	Sean Q Watson	1998-06-23	UHC-89921-87	9307044332	9192 Apache Blvd, Columbus, OH, 43218	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106262	ENR	Pamela U Rychardson	1941-03-21	UHC-65975-52	7633791900	7954 Spring St, Las Vegas, NV, 89173	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-108389	ENR	Amber X Bishop	1982-11-04	UHC-24337-50	5697082860	1127 Meadow Ln, Fresno, CA, 93719	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-400412	CLM	Robert Hoffman	1980-04-20	UHC-41946-58	9377788548	8892 Spring St, Dallas, TX, 75231	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-412512	CLM	Ana Jenkins	1946-01-22	UHC-83983-70	7778597230	882 Broadway Apt 28, Columbus, OH, 43233	0.60	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-418646	CLM	Cynthia Perkins	1954-01-11	UHC-57488-40	7882885535	3711 Mountain View Dr, Plano, TX, 75017	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-127647	ENR	Deborah Sandoval	—	UHC-24249-17	5157342770	6170 Sage Ct, Seattle, WA, 98191	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-106367	ENR	Beverly N Sanchez	—	UHC-48016-67	7243502087	2047 Washington St, Plano, TX, 75096	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Member ID reformatted+4 more
CLM-417329	CLM	Michael Flores	2000-05-13	—	7163171886	7802 Oak St Apt 33, Charlotte, NC, 28271	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-64200	TPA	Benjamin Copoer	1968-06-14	—	4894411550	5419 Market St, Houston, TX, 77041	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136396	ENR	Jordan E Flores	1944-07-12	UHC-62790-30	7625032040	7559 Hillcrest Rd, Minneapolis, MN, 55479	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-103413	ENR	Nathan M McCoy	1970-12-06	UHC-35142-11	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-55385	TPA	Gabriel Guzman	2007-09-24	—	—	6274 Lake View Rd, Chandler, AZ, 85276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-413737	CLM	Jonathan Marquez	1967-09-02	—	2716147183	6239 Canyon Rd, Dallas, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-128287	ENR	Joe F Lucas	1988-09-18	UHC-29310-40	2633564464	8962 Main St, Tempe, AZ, 85259	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
TPA-62988	TPA	Emily Roberts	1955-07-11	—	9565286935	6341 Meadow Ln, Tucson, AZ, 85745	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124953	ENR	Emma Mitchell	1962-01-22	UHC-83138-42	—	857 Cedar Ln, Jacksonville, FL, 32235	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-127262	ENR	Rebecca D Henry	1995-05-02	UHC-09021-94	9679670897	8916 Spring St, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106647	ENR	Diana O Hrrison	1966-08-06	UHC-09874-03	4013185529	7744 Central Ave, Gilbert, AZ, 85264	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107584	ENR	Heather T Weaver	2004-10-18	UHC-86273-12	2683872564	1990 Highland Ave, Phoenix, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429849	CLM	Adam Sanders	2005-02-09	UHC-72705-09	7463464053	5341 Ridge Rd, Tempe, AZ, 85206	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-403616	CLM	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-404217	CLM	Lawrence Harris	2008-04-03	UHC-52485-42	4144172685	2714 Elm St, Mesa, AZ, 85275	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56397	TPA	Laura Weaver	1983-03-21	—	8313131212	5819 Ridge Rd # 864, Charlotte, NC, 28207	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-51417	TPA	Kenneth Cooper	1999-04-06	—	4474774516	6394 Baseline Rd, Mesa, AZ, 85234	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23449	PRV	Scott Cruz	1990-03-08	—	4296522500	3854 Cedar Ln # 320, Austin, TX, 78740	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111813	ENR	Debra Brooks	1988-11-28	UHC-12059-12	8817942527	3518 Harbor Blvd, Charlotte, NC, 28294	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-415818	CLM	Patricia M Payne	2003-11-14	—	2064393479	4502 Cedar Ln # 467, Minneapolis, MN, 55427	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126759	ENR	Zachary Hicks	1939-09-26	UHC-79456-85	3813970857	4637 Maple Ave, Chandler, AZ, 85205	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-423993	CLM	Walter Ray	1991-11-28	UHC-99412-10	8155760992	1070 Cedar Ln, Austin, TX, 78741	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135708	ENR	Eric Coleman	1984-11-17	UHC-48581-76	6315156790	6859 Maple Ave, Tampa, FL, 33605	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409819	CLM	Sofia D Wrd	1961-04-16	UHC-55808-79	2366515297	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25195	PRV	Janice Johnson	1997-04-24	UHC-76647-45	7423403610	7828 Highland Ave, Eden Prairie, MN, 55363	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123309	ENR	Lawrence Dixn	1944-10-03	UHC-77814-35	4038637607	2001 Grand Ave, Scottsdale, AZ, 85281	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-64322	TPA	Valentina Mejia	1964-08-16	—	3217524507	7607 Hillcrest Rd, Eden Prairie, MN, 55386	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27529	PRV	Douglas Arnold	1991-03-01	—	9187258361	4155 Lincoln Way # 994, Tampa, FL, 33620	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126519	ENR	Julia I Snyder	1946-10-05	UHC-96900-09	7862064638	512 Willow Ct # 648, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-24449	PRV	Samuel P Morgan	2008-03-20	UHC-61315-08	9597124132	3999 Hillcrest Rd # 932, Tempe, AZ, 85285	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-116156	ENR	Terry Elliott	1980-05-20	UHC-43012-07	3874921011	6936 Willow Ct, Tempe, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131060	ENR	Justin W Garrett	1988-09-04	—	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more

39,996 rows, page 77 of 800Previous Next