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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54357	TPA	Peter Wong	1965-05-19	—	3798657689	1640 Ocean Ave, Seattle, WA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418568	CLM	Steven Howell	2008-02-19	UHC-92754-01	—	1820 Maple Ave Apt 37, Sacramento, CA, 95878	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408688	CLM	Evelyn Ramos	1970-12-02	—	—	330 Baseline Rd, Orlando, FL, 32832	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-404417	CLM	Hiroshi Mills	1962-05-01	UHC-42502-08	2497153941	1782 Highland Ave # 310, Las Vegas, NV, 89162	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
CLM-411133	CLM	Lori Garcia	1993-06-24	UHC-39221-56	—	988 Sage Ct, Tampa, FL, 33691	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24735	PRV	Ryan J Hill	1966-09-13	—	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419364	CLM	Sofia Wallace	1989-07-10	—	9516532110	1093 Ocean Ave, Orlando, FL, 32845	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105436	ENR	Priya U Chavez	1999-09-07	UHC-11128-20	4273622084	3976 Market St, Chandler, AZ, 85278	0.52	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+2 more
ENR-113166	ENR	Martha J Payne	1943-11-21	UHC-73293-13	8525780357	5082 Maple Ave, Charlotte, NC, 28206	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
CLM-411949	CLM	Jacob Roberts	1959-04-06	UHC-64537-46	—	5524 Canyon Rd Apt 8, Austin, TX, 78796	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-417149	CLM	Maria Hansen	1977-08-11	—	—	7203 Central Ave, Los Angeles, CA	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60578	TPA	Pamela Sanders	1960-06-11	—	—	5409 Washington St, Nashville, TN, 37230	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-418205	CLM	Sharon Fowler	1998-12-14	—	7243345765	9896 Apache Blvd, Mesa, AZ, 85262	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-51269	TPA	Willie Williamson	1980-02-11	—	4746465626	7994 Canyon Rd Apt 10, San Antonio, TX, 78239	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-123012	ENR	Patricia RJunk	1992-08-25	UHC-68939-94	9089761394	5270 Highland Ave, Chandler, AZ, 85227	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-125802	ENR	Arthur J Baker	1949-02-15	UHC-95250-58	5405256712	291 Indian School Rd, Orlando, FL, 32824	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406251	CLM	Harold Fisher	1962-04-25	UHC-14995-60	—	2037 Lake View Rd Apt 18, Mesa, AZ, 85273	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133571	ENR	Wayne Perkins	1943-09-07	UHC-83686-34	9098771961	5373 Highland Ave, Mesa, AZ, 85212	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29339	PRV	Ashley Vargas	1958-09-03	—	6805032837	9179 Cedar Ln Apt 13, Chandler, AZ, 85219	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-403519	CLM	Pemela E Thompson	1981-12-15	—	—	99 Valley View Dr, Glendale, AZ	0.52	Name split from “Last, First”Two-digit birth year City re-cased ZIP missing+2 more
ENR-108175	ENR	Lauren O Porter	2007-09-10	UHC-20565-29	6206198383	1895 Elm St, Glendale, AZ, 85335	0.52	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-22404	PRV	Roger U Hawkins	2004-10-01	UHC-20801-61	2768744343	3171 Harbor Blvd, Plano, TX, 75012	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-107360	ENR	William Bradley	1964-03-20	UHC-33492-59	3982753015	9247 Jefferson Ave, Glendale, AZ, 85349	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137681	ENR	Julie Q Simmons	1983-02-16	UHC-66793-44	5817213191	1667 Canyon Rd, Miami, FL, 33192	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-401790	CLM	Walter Harris	1955-10-03	—	—	7654 River Rd, Plano, TX, 75018	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-105074	ENR	Nancy Gibson	1957-12-21	UHC-64279-71	3263182219	8709 Forest Ave, Chandler, AZ, 85274	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121830	ENR	Stephanie Bell	1940-04-27	UHC-76947-21	2126217158	3211 Oak St, Tempe, AZ, 85280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121831	ENR	Stephanie Bell	1940-04-27	UHC-76947-21	2126217158	3211 Oak St, Tempe, AZ, 85280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125305	ENR	Austin Clark	2007-06-05	UHC-09557-64	—	9803 Washington St # 633, Dallas, TX, 75257	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135606	ENR	Austin Perkins	1977-06-08	UHC-84670-68	3977071475	5500 Union St, Seattle, WA, 98171	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58877	TPA	Bobby Vasquez	1987-08-27	—	—	776 Sunset Blvd, Atlanta, GA, 30347	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417866	CLM	Jacqueline Maldonado	1983-10-05	UHC-29559-72	4487602518	5838 Apache Blvd, Glendale, AZ, 85300	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59205	TPA	Russell Bell	2006-04-02	—	—	2688 Jefferson Ave, Atlanta, GA, 30380	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
CLM-420712	CLM	Dennis N Ray	1961-07-12	—	—	959 Sunset Blvd, Atlanta, GA, 30368	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63923	TPA	Sophia Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416912	CLM	Jesse Mendez	1971-07-20	—	—	7000 Mesa Dr, Chandler, AZ, 85286	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124842	ENR	Ana X Luna	1970-06-08	UHC-91289-45	2875296262	6915 Lake View Rd # 611, Nashville, TN, 37280	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-425930	CLM	Danel Snyder	1965-05-24	—	5536740787	2733 Grand Ave Apt 21, Minneapolis, MN, 55474	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57810	TPA	Amy Evans	1967-05-21	—	4207141903	6124 Hillcrest Rd # 556, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-428014	CLM	Terry Z Perkins	1970-06-03	—	8533485710	9150 Hillcrest Rd, Los Angeles, CA, 90055	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414595	CLM	Diego Castillo	1949-12-03	UHC-99368-85	8097957030	5556 Central Ave, Columbus, OH, 43285	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25622	PRV	Russell Valedz	1968-04-09	UHC-94337-10	6368216455	1589 Willow Ct, Tampa, FL, 33652	0.52	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413806	CLM	Willie Robinson	1967-08-05	—	—	5548 Valley View Dr, Jacksonville, FL, 32295	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-429098	CLM	Emily Ramirez	1959-12-05	—	—	2364 Broadway, Tempe, AZ, 85294	0.52	Two-digit birth year Address re-cased State name converted to code Gender normalised+2 more
CLM-430361	CLM	Mariana Garrett	2003-11-15	—	—	6949 Sunset Blvd Apt 4, Mesa, AZ, 85258	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
CLM-420883	CLM	Paul Bennett	1970-06-17	UHC-74898-50	9694094238	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-111395	ENR	Alexis Garza	1969-02-17	UHC-59195-32	3157024133	141 Bayshore Dr, Tucson, AZ, 85706	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-411977	CLM	Frank Castillo	2005-01-02	—	—	3298 Jefferson Ave, Miami, FL, 33129	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-423665	CLM	Janice A Banks	1964-06-22	—	—	7977 Elm St, Orlando, FL, 32847	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103152	ENR	Theresa Andrews	1998-05-22	UHC-47418-40	4912495314	3267 Central Ave, Austin, TX, 78749	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

6,661 rows, page 31 of 134Previous Next