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-131465	ENR	Charles G Perry	1953-09-03	UHC-24528-85	8819610904	3200 Mesa Dr, Glendale, AZ, 85307	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-61274	TPA	Cheryl Perez	1990-04-03	—	—	260 Lake View Rd, San Diego, CA, 92101	0.46	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-116199	ENR	Mdaison Padilla	1963-07-01	UHC-08831-32	5458405782	409 Bayshore Dr, Fresno, CA, 93733	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-139175	ENR	Keith Adams	1965-02-05	—	3974342422	1984 Church St, San Antonio, TX, 78298	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106312	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106313	ENR	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132705	ENR	Austin Benett	1948-10-24	UHC-98289-93	2318273358	7038 Mesa Dr, Gilbert, AZ, 85223	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-141106	ENR	Ana T Rodriguez	1950-02-13	UHC-52673-18	3977060063	7984 Palm Dr, San Diego, CA, 92126	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53098	TPA	Kelly Reed	1981-06-21	—	—	640 Washington St, Phoenix, AZ	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-417712	CLM	Lori Contreras	1964-02-14	UHC-34891-72	8594720235	5981 Maple Ave, Dallas, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-21934	PRV	Christina Fox	1991-04-09	UHC-46991-39	5979043437	873 Spring St # 537, Tempe, AZ, 85245	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-431909	CLM	Zachary Ramos	2005-02-23	—	4659933339	9573 Valley View Dr, Miami, FL, 33173	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-112926	ENR	Priya Roberts	1949-04-22	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-129463	ENR	Samuel J Brown	2001-05-09	UHC-22101-79	9465149159	8733 Main St # 212, Scottsdale, AZ, 85220	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-60680	TPA	Rebecca Myers	1985-12-02	—	5239443816	2515 Palm Dr, Tucson, AZ, 85767	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117665	ENR	Adam I McCoy	—	UHC-56750-62	2552709479	6072 Canyon Rd, San Antonio, TX, 78263	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-135571	ENR	Jordan D Padilla	2000-03-12	UHC-26828-27	3954694704	1639 Baseline Rd, Phoenix, AZ, 85032	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-406098	CLM	Philip White	1963-09-19	UHC-62738-03	—	9889 Canyon Rd, Chandler, AZ	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26597	PRV	Marshall Larry	1971-07-04	—	5284209087	1466 Grand Ave Apt 21, Minneapolis, MN, 55410	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-404454	CLM	Larry F Martin	2001-01-13	—	—	4620 Valley View Dr, San Antonio, TX, 78256	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-21723	PRV	Victoria K Webb	1951-07-08	UHC-59648-01	5186870944	1681 Desert Sky Blvd, Miami, FL	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403443	CLM	Donna Berry	1994-09-24	UHC-30521-33	8465254955	8353 Bayshore Dr, Atlanta, GA, 30329	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423625	CLM	Eric Simpson	1998-10-18	UHC-65773-70	9843752110	8776 Canyon Rd, Columbus, OH, 43289	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-417175	CLM	Shirley Bennnett	1955-08-22	—	—	8915 Canyon Rd, Plano, TX, 75024	0.48	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-142182	ENR	Raymond Richardson	1987-01-13	UHC-30484-31	4489062347	5745 Pine Dr, Gilbert, AZ, 85231	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127017	ENR	Soofia Peters	2001-05-16	UHC-73843-80	7665877977	4433 Camelback Rd Apt 33, Glendale, AZ, 85384	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120426	ENR	Joshua Gardner	1941-01-10	UHC-87871-01	2466967449	8336 Bayshore Dr, Tucson, AZ, 85774	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-408368	CLM	Mason Maldonado	1982-10-08	UHC-54625-23	2722862384	1570 Union St, Tampa, FL, 33604	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138305	ENR	Emma R Black	1975-09-27	UHC-75057-97	3044807996	9463 Sage Ct, Los Angeles, CA, 90001	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133958	ENR	Brandon U Hart	1982-04-10	UHC-55080-97	6422779496	2303 Indian School Rd Apt 33, Columbus, OH, 43218	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-140219	ENR	Edward Hicks	1989-04-06	UHC-50339-17	6545484363	3192 Mesa Dr, Columbus, OH	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112207	ENR	Brenda Coleman	1992-11-18	UHC-20384-71	6625946961	7077 Sunset Blvd, Denver, CO, 80293	0.48	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+4 more
TPA-55589	TPA	Justin Wilson	1974-03-27	—	9504625876	5123 Camelback Rd, Plano, TX, 75001	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411571	CLM	Glora Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave Apt 17, Tempe, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109990	ENR	Gary Day	1974-05-27	UHC-86503-99	2048197147	5743 Hillcrest Rd # 228, Denver, CO, 80266	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132941	ENR	Paul Q Porter	1941-07-27	UHC-28456-84	2483459516	4240 Church St Apt 31, Plano, TX, 75025	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-110087	ENR	Patrick Morris	1992-10-26	UHC-18755-45	5335151382	3131 Palm Dr, Eden Prairie, MN, 55381	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-108563	ENR	Kevin Rice	1953-10-21	UHC-17571-21	7408127885	7401 Pine Dr, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416040	CLM	Kathryn A Hayes	1971-09-11	UHC-11060-89	5584057733	9284 Cedar Ln, Jacksonville, FL, 32261	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-125751	ENR	Maria M Banks	1962-11-18	—	3439996331	6292 Church St, Los Angeles, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427009	CLM	Kimberly Vargas	1956-12-08	UHC-25104-42	9419986597	5780 Sage Ct, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-24200	PRV	Jennifer Vazquez	1946-07-25	—	7714455658	1445 Market St, Los Angeles, CA, 90048	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25460	PRV	Camila B Sanders	2003-07-23	UHC-24398-42	3077990541	7123 Cedar Ln, Tampa, FL, 33648	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-140062	ENR	Grace D Hughes	1965-10-15	UHC-78713-50	6717940564	181 Central Ave, Tampa, FL, 33632	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428703	CLM	Kathryn Carlson	1939-12-07	UHC-76593-95	5548083216	2320 Highland Ave, Las Vegas, NV, 89109	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101617	ENR	Brandon O Adams	1957-09-08	UHC-04938-69	3874682776	2111 Jefferson Ave, Eden Prairie, MN, 55357	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20348	PRV	Sophia Munoz	1977-05-22	UHC-32629-21	8549995737	6455 Ridge Rd, Scottsdale, AZ, 85256	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-26722	PRV	Terry A Turner	1971-11-01	—	2737798336	1573 Park Pl Apt 38, Eden Prairie, MN, 55331	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-141678	ENR	Gabriel Vazquez	1979-05-14	UHC-22403-99	5247442623	2070 Apache Blvd, Phoenix, AZ, 85060	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402421	CLM	Lauren Carroll	1963-12-24	—	8667107430	2829 Lake View Rd, Mesa, AZ	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

9,980 rows, page 19 of 200Previous Next