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

Provider network, 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-23978	PRV	Ethan Morgan	1939-03-26	—	8378715781	6874 Baseline Rd, Fresno, CA, 93715	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
PRV-21963	PRV	Keith Dixon	2004-11-24	—	2945856444	8405 Meadow Ln, Las Vegas, NV, 89176	0.60	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-29088	PRV	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-26282	PRV	Katherine V Willis	1995-08-27	—	—	7286 Market St, Tampa, FL, 33675	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-28945	PRV	Janet Grant	1991-05-18	—	4312737256	7089 Willow Ct, Los Angeles, CA, 90080	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-20253	PRV	Brandon W Russell	1944-07-24	UHC-21934-36	—	7081 Main St, Jacksonville, FL, 32262	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-26916	PRV	Ashley Hnry	1965-12-15	—	3019232575	8367 Church St, Atlanta, GA, 30347	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-22681	PRV	Mariana Wheeler	1959-10-23	—	—	9891 Washington St, Columbus, OH, 43204	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21266	PRV	Gloria Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-22234	PRV	Larry Ortega	1967-02-18	—	8462904302	2939 Sage Ct, Plano, TX, 75014	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-25613	PRV	Ashley Black	1979-05-21	UHC-06518-66	2949464773	9803 Harbor Blvd, Orlando, FL, 32838	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-27292	PRV	Frances Phillips	1964-10-25	—	9358982434	128 Union St, Fresno, CA, 93735	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-23366	PRV	Ralph Arnold	1951-08-10	—	7419684318	1384 Canyon Rd, Plano, TX, 75089	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-22911	PRV	Sofia Weaver	1968-06-05	UHC-51460-08	3593601826	1381 Union St, Mesa, AZ, 85234	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-27923	PRV	Jacob Alvarado	1953-02-16	—	7527522087	8878 Ocean Ave, Nashville, TN, 37269	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29106	PRV	Cheryl Jordan	2003-06-06	UHC-20575-37	5728804657	9780 Forest Ave, San Antonio, TX, 78296	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
PRV-24758	PRV	Marcus Tucker	2000-11-21	UHC-60936-79	—	6343 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted SSN last four extracted Email lower-cased+2 more
PRV-23714	PRV	Josh Herrera	1971-03-17	—	3002743617	7826 Mesa Dr, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-23490	PRV	Andrew Lee	1991-10-06	—	—	9648 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-29217	PRV	Jusitn Coleman	1977-12-02	—	8784173750	6753 Baseline Rd, San Diego, CA, 92138	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-24419	PRV	Gerald Tucker	1941-04-21	UHC-93483-60	—	3156 Canyon Rd, Tucson, AZ, 85768	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20755	PRV	Albart Myers	1959-03-01	—	—	2650 Mountain View Dr, Denver, CO, 80224	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-21510	PRV	Brittany Campbell	1954-04-18	—	8278517763	5105 Valley View Dr, Fresno, CA, 93759	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
PRV-24219	PRV	Christiian Ortega	1989-10-28	UHC-60388-18	3683619780	4157 Desert Sky Blvd, Tempe, AZ, 85254	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-24275	PRV	Carl Torres	2000-05-16	—	—	8732 Lake View Rd, Glendale, AZ, 85342	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-23088	PRV	Richard Brown	1955-05-11	UHC-07594-55	9155620804	304 Oak St, Columbus, OH, 43280	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-26651	PRV	Aisha Peterson	1964-06-27	—	—	722 Church St, Houston, TX, 77035	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20991	PRV	Tiler W Jackson	—	UHC-45708-12	9297363562	7548 Baseline Rd, Atlanta, GA, 30326	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
PRV-27176	PRV	Henry Ruiz	1992-02-13	UHC-11129-89	9188487342	86 Bayshore Dr, San Antonio, TX, 78296	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
PRV-28687	PRV	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
PRV-24657	PRV	Kathryn Ortega	2002-07-27	UHC-85581-79	9828990969	1848 Main St, Atlanta, GA, 30307	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
PRV-26100	PRV	Ahmed Ford	1973-01-28	UHC-38320-21	7387054692	9525 Harbor Blvd, Sacramento, CA, 95829	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Gender normalised+1 more
PRV-23063	PRV	Carol Hart	1945-05-28	UHC-35612-34	—	7981 Pine Dr, Austin, TX, 78789	0.66	Date of birth reformatted SSN last four extracted State name converted to code Email lower-cased+1 more
PRV-21451	PRV	Peter Wallace	1974-02-10	UHC-28274-41	—	—	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-20687	PRV	Russell U Jensen	1960-08-26	UHC-60553-97	8646283416	3170 Main St, Scottsdale, AZ, 85274	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22692	PRV	Eugene Jones	1966-02-20	UHC-84030-43	—	1907 Broadway, Chandler, AZ, 85295	0.68	Name split from “Last, First”SSN last four extracted Address re-cased Placeholder values cleared
PRV-29137	PRV	Kathryn Watkins	1957-03-14	UHC-05724-67	3434525990	2121 Union St, Nashville, TN, 37261	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Placeholder values cleared
PRV-23312	PRV	Linda Smith	1989-09-17	UHC-68199-20	8909450678	6905 Hillcrest Rd, Tempe, AZ, 85222	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
PRV-22259	PRV	Tyler Ellis	1964-06-11	UHC-57220-44	8316687261	9799 Maple Ave, Las Vegas, NV, 89140	0.68	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased
PRV-28012	PRV	Christine Valdez	1960-02-08	UHC-95611-79	8623587484	—	0.68	Name re-cased SSN last four extracted Gender normalised Placeholder values cleared
PRV-28112	PRV	Grace Wong	1999-12-03	UHC-13056-47	—	—	0.70	SSN last four extracted Gender normalised Placeholder values cleared
PRV-28472	PRV	Keith Millre	—	UHC-21541-75	—	—	0.72	Date of birth unreadable SSN last four extracted
PRV-28302	PRV	Jerry Perkins	1988-01-07	UHC-63351-43	8097555262	9878 Desert Sky Blvd, Atlanta, GA, 30380	0.76	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
PRV-28480	PRV	Danielle Diaaz	1947-03-24	UHC-42957-15	6557210908	2992 Jefferson Ave, Miami, FL, 33121	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-26383	PRV	Ahmde Alexander	1989-05-22	—	6583100140	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-25623	PRV	Arjun Barnes	2000-11-01	—	2032452113	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-21245	PRV	David Garza	1938-04-06	—	6429218121	4042 Canyon Rd, Plano, TX, 75098	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-21244	PRV	David Garza	1938-04-06	—	6429218121	4042 Canyon Rd, Plano, TX, 75098	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-20056	PRV	Teresa Franklin	2006-09-27	UHC-79947-46	4965056080	4892 Broadway, Orlando, FL, 32896	0.78	Name re-cased Phone reformatted SSN last four extracted Address re-cased+1 more
PRV-25916	PRV	Raymond Ortiz	1965-04-04	—	8676294665	9314 Hillcrest Rd, Fresno, CA, 93776	0.78	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more

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