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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100422	ENR	Alexis Bell	—	UHC-40956-10	7825112024	8121 Meadow Ln, Houston, TX, 77012	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
CLM-401749	CLM	Kelly Harper	2003-03-10	UHC-75619-53	3243422924	8799 Jefferson Ave, San Diego, CA	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
CLM-419004	CLM	Reynolds Wei	1973-07-01	UHC-28141-19	—	2782 Apache Blvd, Scottsdale, AZ, 85297	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-20463	PRV	Sofia Chen	1996-09-25	—	4557419514	7943 Washington St, Phoenix, AZ, 85006	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-50209	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-50210	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
ENR-127330	ENR	Pamela Brown	2003-11-10	UHC-00296-23	—	6660 Maple Ave Apt 23, Orlando, FL, 32806	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405259	CLM	Frank Padilla	1964-02-14	UHC-18739-54	6403168158	3588 River Rd, Minneapolis, MN	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-52932	TPA	Bradley Rodriguez	1959-01-01	—	—	682 Pine Dr, Las Vegas, NV, 89194	0.54	Name re-cased Two-digit birth year Phone missing area code State name converted to code+1 more
CLM-411393	CLM	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
CLM-412928	CLM	Justin Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-407999	CLM	Jean Waatkins	1990-03-21	—	—	5101 Mountain View Dr, Seattle, WA	0.54	Name split from “Last, First”State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-424915	CLM	Debra R Knight	1991-04-27	UHC-42617-07	—	4546 Church St, Tampa, FL, 33644	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61093	TPA	Kelly Baker	1953-02-17	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+1 more
TPA-59038	TPA	Linda B McDonald	1980-04-09	—	—	6056 Highland Ave, Atlanta, GA, 30385	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138074	ENR	Vincent T Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-401974	CLM	Justin Myers	1972-03-15	—	—	1634 Apache Blvd, San Diego, CA, 92189	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416636	CLM	Ann G Stewart	1946-07-10	—	—	6460 Valley View Dr, Gilbert, AZ, 85295	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407143	CLM	Dylan Watkins	2007-10-27	—	—	343 Bayshore Dr, Seattle, WA, 98191	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-414983	CLM	Henry Gray	1948-10-20	—	—	9612 Jefferson Ave, Charlotte, NC	0.54	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+1 more
TPA-62756	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62755	TPA	Aisha Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd # 237, Tucson, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-62865	TPA	Roy Wood	1950-08-01	—	7655754581	5991 Church St # 616, Sacramento, CA, 95881	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
TPA-55633	TPA	Brian Burke	1995-01-24	—	—	6480 Valley View Dr, Austin, TX, 78776	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63700	TPA	Fatima Price	1945-11-18	—	—	3822 Lincoln Way, San Diego, CA, 92174	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-422571	CLM	Valentina Wong	—	UHC-87911-51	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
PRV-21097	PRV	Albert Marshall	1938-08-12	—	6812672132	1431 Ocean Ave, San Diego, CA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-108985	ENR	Aaron Smith	1947-09-28	UHC-12751-91	—	6483 Washington St, Gilbert, AZ, 85253	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61318	TPA	Larry Grant	1947-01-22	UHC-85640-98	—	5685 Washington St, Austin, TX, 78785	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25820	PRV	Nicole Carlson	1941-10-20	—	—	8802 Pine Dr Apt 3, Tampa, FL, 33663	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58826	TPA	Gloria Torres	1991-11-21	—	—	156 Sunset Blvd # 548, Charlotte, NC, 28268	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-426420	CLM	Wei Nichols	—	—	—	8744 Sunset Blvd, Chandler, AZ	0.54	Date of birth missing State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-407424	CLM	Priya Ortiz	1946-06-05	—	—	3345 Baseline Rd, Tucson, AZ, 85783	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-137021	ENR	Joan B Vazquez	1958-10-06	UHC-66979-80	—	2813 Valley View Dr, Chandler, AZ, 85283	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54848	TPA	Nicole Sandoval	1956-12-15	—	6574344785	5628 Ridge Rd, Atlanta, GA, 30316	0.54	Two-digit birth year Phone reformatted State name converted to code ZIP+4 trimmed+1 more
CLM-423584	CLM	Haroold O Howell	—	UHC-51378-74	4844312628	2564 Valley View Dr, Tucson, AZ	0.54	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+1 more
ENR-104704	ENR	Mary B Miills	1967-01-21	—	—	2271 Central Ave, Tampa, FL, 33666	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58087	TPA	Melissa Peters	1963-11-08	—	3029277697	1103 Forest Ave # 117, Eden Prairie, MN, 55386	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411784	CLM	Barbara M Yang	2003-08-06	—	—	2610 Palm Dr # 245, Sacramento, CA	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28482	PRV	Deborah Richards	1955-06-14	—	—	7280 Bayshore Dr, Atlanta, GA, 30396	0.54	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-408406	CLM	Marilyn N Meyer	1969-04-26	—	4338874914	7037 Forest Ave, Fresno, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-50922	TPA	Ashley Turner	1982-08-20	UHC-15343-73	—	7867 Elm St, Atlanta, GA, 30390	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129050	ENR	Camila Jenkins	1941-05-25	UHC-40064-21	7182886714	7015 Palm Dr, Los Angeles, CA, 90021	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61426	TPA	Juhn Dean	1983-06-25	—	—	2971 Broadway, Fresno, CA, 93700	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-418083	CLM	Laura Banks	1969-10-15	—	—	5289 Lake View Rd Apt 14, Scottsdale, AZ, 85273	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-421813	CLM	Camila Lawrence	1967-10-12	—	—	6983 Grand Ave Apt 8, Sacramento, CA	0.54	Unit split from street State code upper-cased ZIP missing Gender normalised+1 more
ENR-105131	ENR	Elijah P Pena	1997-09-16	UHC-72695-92	—	5445 Canyon Rd, Sacramento, CA, 95885	0.54	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-27488	PRV	Sean Perkins	1943-10-17	—	—	2758 Harbor Blvd, Mesa, AZ, 85242	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
CLM-401673	CLM	Grace Valdez	2002-08-14	UHC-35478-16	—	2005 Elm St # 888, Jacksonville, FL, 32298	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
CLM-406231	CLM	Victoria Z Schmidt	1988-06-12	UHC-00189-24	5377627244	4939 Church St, Gilbert, AZ, 85276	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more

71,257 rows, page 138 of 1,426Previous Next