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
TPA-59744	TPA	Raymond Robinson	1942-04-12	UHC-17881-72	—	1979 Union St, Atlanta, GA	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-64256	TPA	Austin Morgan	2003-05-17	—	—	6020 Sunset Blvd, Dallas, TX, 75225	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111616	ENR	James Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St Apt 20, Seattle, WA, 98113	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-134483	ENR	Philip Freeman	—	UHC-41323-38	—	3882 Central Ave, Phoenix, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427425	CLM	Bradley Elliott	1981-03-20	—	—	8883 Mesa Dr, Tucson, AZ, 85737	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-425711	CLM	Ronald D Morales	1948-01-28	—	—	2228 Church St, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132796	ENR	Jacob Riley	1943-04-26	UHC-23169-11	—	1862 Hillcrest Rd, Seattle, WA, 98179	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53485	TPA	Michelle Lee	1952-02-03	—	—	88 Highland Ave, Charlotte, NC, 28211	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-405133	CLM	Richhard Silva	2000-07-04	—	—	1302 Meadow Ln Apt 23, San Diego, CA, 92143	0.54	Two-digit birth year Phone missing area code Unit split from street Whitespace trimmed+1 more
CLM-410846	CLM	Laura Powell	1969-05-21	—	—	3187 Harbor Blvd Apt 27, Eden Prairie, MN	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-416897	CLM	Carl Hall	2004-04-28	UHC-68238-77	—	6376 Desert Sky Blvd # 229, Phoenix, AZ, 85018	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64238	TPA	Larry Webb	2004-10-23	—	—	6503 Church St, Orlando, FL	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54887	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
TPA-54886	TPA	Justin Mason	2002-01-09	—	7604226272	8634 Sunset Blvd, Dallas, TX	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
ENR-102014	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	8155948815	8827 Main St, Chandler, AZ, 85240	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135587	ENR	Judith A Jenkins	1971-08-10	UHC-83319-71	8803860100	253 Highland Ave Apt 9, Phoenix, AZ, 85035	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431726	CLM	Ahmed Sims	1972-07-07	UHC-36382-81	—	7759 Harbor Blvd, Dallas, TX, 75257	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119545	ENR	Gloriia D Ramirez	2008-09-21	UHC-49725-20	6735669244	6554 Highland Ave # 803, Seattle, WA, 98133	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431190	CLM	Terry Williams	1939-10-17	UHC-02175-32	8036281479	9227 Cedar Ln # 376, Nashville, TN	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
TPA-50067	TPA	Evelyn Singh	1976-01-08	—	—	9466 Union St, Minneapolis, MN, 55477	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-428409	CLM	Nancy Rojas	2007-10-03	UHC-59612-31	8799502293	309 Ocean Ave, Austin, TX, 78700	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54273	TPA	Hiroshi Rice	—	—	—	5783 Oak St, Jacksonville, FL, 32271	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107689	ENR	Sofia O Duncan	1938-06-28	—	7576423281	2365 River Rd, Denver, CO, 80217	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-56708	TPA	Ann Gonzalez	1960-10-27	UHC-34996-49	2788362292	4617 Grand Ave, Sacramento, CA, 95855	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-419493	CLM	Brittany Turnre	1962-11-15	UHC-11003-49	—	2023 Pine Dr, Jacksonville, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
CLM-405452	CLM	Austin Simmons	1962-02-28	UHC-19960-78	6445305003	1678 Palm Dr, Scottsdale, AZ, 85249	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-108797	ENR	Ana F Rojas	1971-07-05	UHC-82015-88	—	2168 Meadow Ln Apt 31, Mesa, AZ, 85214	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413741	CLM	Christian Y Burton	1976-03-16	UHC-48813-22	—	3628 Lake View Rd, Miami, FL	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-139674	ENR	Gary Wagner	1964-06-27	UHC-71648-57	8843414597	7160 Desert Sky Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
CLM-427703	CLM	Jacqueline Mitchell	1984-06-10	—	—	7226 Broadway, Denver, CO, 80223	0.54	Name split from “Last, First”Two-digit birth year Address re-cased Gender normalised+1 more
CLM-400268	CLM	Donald Ruiz	1956-07-18	UHC-28641-21	—	7520 Cedar Ln Apt 1, Tempe, AZ, 85246	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-415415	CLM	Carolyn Jordan	1952-10-12	—	—	3878 Market St, Charlotte, NC, 28245	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
PRV-29294	PRV	Aisha T Hughes	2002-02-24	—	—	3610 Oak St, Las Vegas, NV, 89182	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
CLM-415798	CLM	Joe Diaz	2001-03-25	—	—	3111 Maple Ave, Glendale, AZ	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-406596	CLM	Hiroshi Lewis	1954-09-13	—	—	3962 Main St, Scottsdale, AZ	0.54	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed+1 more
CLM-406093	CLM	Amber Valdez	1954-09-28	UHC-35139-26	7809788208	7773 Highland Ave, Miami, FL, 33103	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-137999	ENR	Walter Payne	1960-04-08	UHC-73011-94	—	1587 Camelback Rd Apt 33, Tempe, AZ, 85229	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-423053	CLM	Dennis G Ward	—	—	—	9793 Harbor Blvd, Plano, TX, 75067	0.54	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+1 more
PRV-21789	PRV	Jake Kim	—	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC	0.54	Date of birth missing Phone reformatted State name converted to code ZIP missing+1 more
CLM-411493	CLM	Gerald Marquez	1943-05-27	—	—	7247 Valley View Dr, Tempe, AZ, 85279	0.54	Phone missing area code Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54640	TPA	Sara Ortiz	1979-04-07	—	3052494046	6585 Lake View Rd, Minneapolis, MN, 55411	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
TPA-50529	TPA	Danielle Young	1954-06-21	—	6733814339	3852 Market St, Scottsdale, AZ	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-63756	TPA	Nathan Thompson	1947-04-04	—	—	8222 Jefferson Ave, Denver, CO	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
PRV-21255	PRV	Gregory Smith	1984-03-20	—	5117960269	6641 Mesa Dr, Seattle, WA, 98150	0.54	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed+1 more
CLM-402008	CLM	Arthur M Grant	1960-10-23	UHC-68341-63	6057398363	3750 Sunset Blvd, Nashville, TN, 37221	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-21529	PRV	Carolyn Barnes	—	UHC-31715-59	3452563870	8801 Broadway # 849, Plano, TX, 75034	0.54	Date of birth unreadable Phone reformatted Unit split from street Gender normalised+1 more
CLM-401561	CLM	Jessica Elllis	1963-07-27	—	8886321549	2220 Central Ave, Fresno, CA, 93781	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
CLM-407074	CLM	Angela Sanders	1975-04-10	—	—	2301 Grand Ave, Jacksonville, FL, 32217	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27650	PRV	Joseph Reynolds	1960-03-27	—	2734248384	6878 Grand Ave, Fresno, CA	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+1 more
CLM-400608	CLM	Kenneth Dunn	1950-03-15	—	—	345 Harbor Blvd # 650, Atlanta, GA, 30390	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

71,257 rows, page 142 of 1,426Previous Next