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
TPA-55349	TPA	Camila M Morgan	1992-07-21	—	—	2671 Lake View Rd, Orlando, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126616	ENR	Keith I Gordon	1965-09-11	UHC-14722-66	3936293122	9536 Lake View Rd, Dallas, TX, 75240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429773	CLM	Mateo Guerrero	2001-04-08	UHC-46112-25	—	955 Elm St, San Antonio, TX, 78240	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-402862	CLM	Jason White	1971-04-05	—	—	4266 Forest Ave, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423671	CLM	Donna Owens	1956-08-12	UHC-44246-61	—	7269 Pine Dr, Scottsdale, AZ, 85254	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-20731	PRV	Austin C Holmes	1976-02-25	—	3899321696	2810 Spring St # 349, San Diego, CA, 92123	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125192	ENR	Noah Ramos	1947-04-23	—	—	5404 Highland Ave, Orlando, FL, 32817	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-424950	CLM	Joe Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129407	ENR	Martha I Hayes	—	UHC-66309-25	2317348464	873 Bayshore Dr, Plano, TX, 75002	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-102758	ENR	Samantha Hanson	—	UHC-22982-65	5997631210	3319 Elm St, Miami, FL, 33136	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-28202	PRV	Ruth X Jacobs	2004-07-10	—	—	6862 Sage Ct, Tempe, AZ, 85266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109497	ENR	Kevin Jordan	1965-12-11	UHC-05086-79	2712959556	1804 Jefferson Ave, Gilbert, AZ, 85243	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113587	ENR	Donna O Hoffman	1998-08-07	UHC-23819-12	4402656997	5099 Canyon Rd, Columbus, OH, 43264	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134785	ENR	Ann Z Burns	1975-05-03	UHC-51136-97	3312213899	8478 Central Ave, Plano, TX, 75003	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-105609	ENR	Beverly P Cruz	1984-09-25	UHC-18244-83	5244338683	6302 Harbor Blvd, Seattle, WA, 98189	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-420390	CLM	Laura Smith	2008-02-11	—	3367712501	3423 Park Pl, Las Vegas, NV, 89135	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61473	TPA	Kevin Ortega	1950-11-09	—	—	7358 Oak St, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-403890	CLM	Raymond Aguilar	1951-04-03	UHC-81281-26	4118760579	1291 Highland Ave, Chandler, AZ, 85250	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426271	CLM	Kelly Mitchell	1991-07-13	UHC-46965-75	—	256 Sunset Blvd, Seattle, WA, 98147	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-422360	CLM	Brian Barnes	1984-10-09	—	3054498682	1011 Meadow Ln, San Antonio, TX, 78281	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-430320	CLM	Joyce Santos	1986-04-08	—	—	9522 Central Ave, Orlando, FL, 32815	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24004	PRV	Pamela A Tucker	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-105412	ENR	Dylan Webb	1993-04-28	UHC-32490-35	6387672848	2218 Harbor Blvd, Eden Prairie, MN	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426834	CLM	Justin I Rios	1940-03-24	UHC-51097-31	—	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402114	CLM	Albert Crawford	1942-11-20	UHC-09010-78	—	2926 Ocean Ave Apt 33, Glendale, AZ, 85347	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-422221	CLM	Henry Foster	1976-04-11	UHC-39147-45	6318756399	2845 Forest Ave, Glendale, AZ, 85352	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407587	CLM	Charles H Thomas	1941-07-20	—	8862680111	3700 Washington St # 424, Dallas, TX, 75203	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-63181	TPA	Shyrley Banks	1947-01-01	—	—	125 Lake View Rd, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55155	TPA	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55156	TPA	Carolyn Fisher	1951-05-24	—	5153310641	7001 Baseline Rd, Eden Prairie, MN, 55378	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-62270	TPA	Eimly Lane	1943-08-08	—	—	3213 Bayshore Dr, Tucson, AZ, 85794	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-123797	ENR	Joshua W Hunter	1956-11-02	UHC-57452-96	5334646636	9157 Camelback Rd, Sacramento, CA, 95833	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-105862	ENR	Albert W Marquez	1955-08-14	UHC-90690-86	2672903013	8098 Union St Apt 35, Las Vegas, NV, 89166	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-108995	ENR	Ana D Gibson	1998-12-05	UHC-12515-95	5817394555	985 Highland Ave, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431953	CLM	Dougals Castillo	1962-12-03	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426078	CLM	Lauren Peters	1984-07-16	—	—	1420 Oak St, Glendale, AZ, 85392	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-64235	TPA	Julie Knight	1989-05-17	—	—	9298 Lake View Rd Apt 17, Tucson, AZ, 85745	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107149	ENR	Johnny M Snyder	1949-04-10	UHC-19895-89	—	1460 Church St, San Diego, CA, 92181	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-411980	CLM	Hiroshi J Lawrence	1943-01-16	UHC-54967-01	—	5431 Hillcrest Rd, San Antonio, TX, 78200	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140523	ENR	Joe Z Castillo	2004-07-01	UHC-32471-33	2068476160	3407 Lincoln Way, Seattle, WA, 98139	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-127183	ENR	Patrick Murphy	1956-03-05	UHC-80947-87	4739219594	1182 Desert Sky Blvd, Houston, TX, 77009	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-135683	ENR	Dorothy Q Howell	1990-10-05	UHC-62871-74	3196910269	8359 Maple Ave, San Diego, CA, 92167	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-428761	CLM	Shirley Patel	1990-11-08	UHC-16580-02	—	8596 Mountain View Dr # 412, Fresno, CA, 93740	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-121043	ENR	Peter Padilla	1985-05-25	UHC-83367-14	7584433280	3373 Mountain View Dr, Phoenix, AZ, 85063	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-408702	CLM	Ann Gray	1981-06-26	—	7686554715	4566 Camelback Rd # 691, Houston, TX, 77023	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-404390	CLM	Joe M Flores	1977-12-18	UHC-45040-71	—	8481 River Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416779	CLM	Adam Li	1945-01-18	UHC-03793-43	3782546894	51 Oak St # 934, Houston, TX, 77050	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-427578	CLM	Dane Ortega	2003-07-13	—	—	913 Valley View Dr, Chandler, AZ, 85233	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50380	TPA	Brandon W Russell	1945-07-24	—	—	7081 Main St, Jacksonville, FL, 32262	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27647	PRV	Amnada Johnson	1946-07-03	UHC-06364-64	8624656105	3153 Mountain View Dr Apt 39, Los Angeles, CA, 90094	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more

39,996 rows, page 169 of 800Previous Next