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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21681	PRV	Ahmed Munoz	1980-06-16	—	3827764197	3355 River Rd, Plano, TX, 75054	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-61476	TPA	Aisha Wilson	1964-02-01	—	—	2473 Bayshore Dr, Nashville, TN, 37229	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133545	ENR	Jonathan Roberts	1942-08-19	UHC-96363-58	7883418493	2139 Ocean Ave, Fresno, CA, 93779	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-121764	ENR	Stephanie Lane	1941-06-10	UHC-25162-84	4474942332	7072 Baseline Rd, Atlanta, GA, 30315	0.50	Two-digit birth year Member ID reformatted SSN last four extracted State code upper-cased+3 more
ENR-133769	ENR	Diego Snyder	—	UHC-57459-82	3989341877	2917 Washington St, Seattle, WA, 98101	0.50	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105156	ENR	Willie Schmit	1946-01-03	UHC-97718-83	7539794678	7642 Forest Ave, Seattle, WA, 98118	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-107311	ENR	Gabriel P Salazar	1943-02-04	UHC-97571-17	2378144343	4562 Union St, Gilbert, AZ	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-28856	PRV	Donna P Torres	1957-03-17	UHC-62265-92	6878102635	2673 Park Pl, Tempe, AZ	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-139678	ENR	Richard McDonald	1966-04-08	UHC-41907-91	3604042254	1822 Central Ave, Orlando, FL, 32863	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-427166	CLM	Brandon Martin	1952-12-02	—	—	962 Harbor Blvd, Glendale, AZ, 85390	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114313	ENR	WJunk	1984-06-12	UHC-76015-46	5744502759	1221 Harbor Blvd, Chandler, AZ, 85270	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-400970	CLM	Gary J Sullivan	1965-11-03	UHC-11966-43	7709632432	4564 Baseline Rd, Atlanta, GA, 30334	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101917	ENR	Fatima Stevens	1979-04-05	UHC-61847-88	—	715 Spring St, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-58159	TPA	Charlotte Elliott	1996-01-01	—	—	7422 Market St, Glendale, AZ, 85322	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-113302	ENR	Debra M Bradley	1971-01-11	UHC-29050-73	7545261287	1134 Maple Ave, Scottsdale, AZ, 85254	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-423619	CLM	Diane Ramos	1951-10-02	UHC-44594-97	6556412449	131 Willow Ct, Glendale, AZ, 85350	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120858	ENR	Teresa Fox	1961-05-17	UHC-55652-57	7083451464	3267 Camelback Rd, Minneapolis, MN, 55437	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-115774	ENR	Hiroshi Lawrece	1943-01-16	UHC-54967-01	2835169672	7093 Grand Ave, Scottsdale, AZ, 85275	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-113853	ENR	Thomas D Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-104462	ENR	Julia O Montgomery	1953-03-18	UHC-08245-41	3424773408	8871 Harbor Blvd, Scottsdale, AZ, 85265	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-54239	TPA	Patricia Phillips	1963-07-20	—	8568847797	3971 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-123439	ENR	Jim J Santiago	1946-12-26	UHC-83965-28	8983719168	1506 Mountain View Dr, Glendale, AZ, 85361	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-104065	ENR	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-426548	CLM	Amanda Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd, Charlotte, NC	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103208	ENR	Brandon N Jenkins	1994-08-01	UHC-34796-81	6559348279	1660 Palm Dr, Scottsdale, AZ, 85209	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-125041	ENR	Hannah I Hoffman	1968-04-15	UHC-34504-21	2814544116	4655 Oak St, Atlanta, GA	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-122548	ENR	Lawrence U Grant	1966-01-19	UHC-64977-89	3008060546	3509 Sunset Blvd, Tempe, AZ, 85269	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-126447	ENR	Kimberly G Reynolds	1995-06-10	UHC-53253-11	8079070095	5724 Elm St, Austin, TX, 78741	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-63897	TPA	Heather Kim	2006-01-04	—	—	4203 Harbor Blvd # 558, Tempe, AZ, 85255	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
ENR-142727	ENR	Nanky X Marquez	1974-07-23	UHC-40161-64	7967428582	9403 Sage Ct, Glendale, AZ, 85383	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-142228	ENR	Diane Fowler	1962-09-21	UHC-21142-80	6362236489	2837 Park Pl, Tampa, FL, 33665	0.50	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-102504	ENR	Emma Munoz	1994-09-16	UHC-82412-81	3145283398	2062 Jefferson Ave, Dallas, TX, 75213	0.50	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-136586	ENR	Kyle Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-137601	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-137602	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-131894	ENR	Melissa Harper	1989-08-25	UHC-49551-95	6718921974	3459 River Rd, Las Vegas, NV, 89101	0.50	SSN last four extracted Street suffix standardised Address re-cased City re-cased+3 more
ENR-133404	ENR	David Brown	1991-08-27	—	7872387239	729 Pine Dr, Minneapolis, MN, 55478	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101767	ENR	Edward L Perez	1969-07-23	UHC-70988-21	8369287540	7363 Meadow Ln, Houston, TX, 77093	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128136	ENR	John Andrews	2005-10-17	UHC-79943-13	6433839122	8205 Mesa Dr, Orlando, FL	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124552	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA, 95810	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107065	ENR	Arjun Bradley	1959-04-16	UHC-26745-33	—	1459 Ocean Ave, Dallas, TX, 75254	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-123121	ENR	Fatima Sanchez	1985-06-10	UHC-51322-71	2204003324	4361 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110064	ENR	Christopher Diaz	1940-11-27	UHC-69730-93	4618652343	3368 Oak St, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-423704	CLM	Doris Barnes	1980-03-13	UHC-22231-79	—	—	0.50	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
PRV-25291	PRV	Kimberly R Ortega	2000-05-19	UHC-66789-55	—	7148 Sage Ct Apt 17, Jacksonville, FL, 32297	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-404436	CLM	Charlotte U Day	1981-10-02	—	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted SSN last four extracted+3 more
CLM-407383	CLM	Mari S Price	1986-05-12	UHC-97503-98	9437081697	72 Mesa Dr, Atlanta, GA, 30388	0.50	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-102719	ENR	Diana D Butler	—	UHC-83959-10	3497566507	1810 Indian School Rd, Scottsdale, AZ, 85294	0.50	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+3 more
CLM-429888	CLM	Alan Olson	1953-01-19	—	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-141538	ENR	Douglas D Cruz	1961-04-01	UHC-70015-67	2817939656	9571 Baseline Rd, Columbus, OH, 43278	0.50	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+3 more

2,817 rows, page 11 of 57Previous Next