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
CLM-421589	CLM	Andrea Bennett	1946-05-13	UHC-64984-58	—	241 Spring St, Jacksonville, FL, 32292	0.64	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
PRV-20497	PRV	Ralph C Harper	1950-06-14	—	8224266008	712 Elm St, Plano, TX, 75055	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50843	TPA	Christina Nguyen	2003-04-20	—	—	9150 Harbor Blvd, San Diego, CA, 92182	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-54195	TPA	Peter Herrera	1941-07-16	—	—	4776 Washington St, Sacramento, CA, 95843	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53745	TPA	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-118704	ENR	Logan R Jensen	1965-06-18	UHC-93744-90	6865464230	2423 Cedar Ln, Plano, TX, 75061	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-130930	ENR	Price O Betty	1973-03-28	UHC-67858-78	6709448627	4166 Grand Ave, Seattle, WA, 98173	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400057	CLM	Lara Hamilton	1956-01-17	—	2047051289	7386 River Rd, Las Vegas, NV, 89191	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-60152	TPA	Amanda A West	1977-05-16	—	9244703483	4670 Lake View Rd, Charlotte, NC, 28286	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-119855	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-105970	ENR	Roger Guerrero	2007-05-28	UHC-47048-77	2509268708	5799 Church St, Minneapolis, MN, 55455	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-112780	ENR	Lawrence Banks	1978-09-08	—	5354229068	8422 Jefferson Ave, Columbus, OH, 43264	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-408363	CLM	Albert Herrera	1979-02-01	UHC-78925-85	—	5972 Baseline Rd, Charlotte, NC, 28221	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-102454	ENR	Bradley R Grant	1942-12-11	UHC-19561-64	5289861297	8189 Main St, Miami, FL, 33148	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112765	ENR	Donna Coleman	1942-10-15	UHC-56324-15	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-403146	CLM	Fatima Jones	1965-05-13	UHC-49631-46	9498251916	8055 Harbor Blvd, Seattle, WA, 98167	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59954	TPA	Betty Cox	1944-01-01	—	—	3527 Central Ave, Jacksonville, FL, 32275	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-123053	ENR	Santiago X Jiimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-408769	CLM	Shaw Vincent	1984-04-27	UHC-60140-35	7722673629	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-61886	TPA	Alexis Henry	1961-09-27	—	—	9695 Harbor Blvd, Tucson, AZ, 85779	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-26929	PRV	Aaron Reyes	1996-04-11	UHC-76516-13	—	593 Pine Dr, Phoenix, AZ	0.64	Name re-cased Two-digit birth year City re-cased ZIP missing+2 more
ENR-117078	ENR	Gabriel L Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St, Scottsdale, AZ, 85282	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-135360	ENR	Wei Ruiz	1962-05-15	UHC-43378-20	—	4731 Canyon Rd, Sacramento, CA, 95879	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411588	CLM	Juan Jordan	2000-07-03	UHC-43301-66	3265291127	7107 Jefferson Ave, Plano, TX, 75064	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-59261	TPA	Ana Hamilton	2001-04-27	UHC-11133-36	2183834671	176 Baseline Rd, Las Vegas, NV, 89121	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134084	ENR	Evelyn Yang	1985-12-24	UHC-37213-97	4834149028	8283 Main St, Fresno, CA, 93730	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-416711	CLM	Amber Graene	1965-07-14	UHC-66959-32	—	5664 Market St, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-21552	PRV	Elijah Schultz	1982-05-16	—	5886519766	6187 Pine Dr, Tampa, FL	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
TPA-59603	TPA	Ralph Pierce	1959-07-23	—	—	313 Meadow Ln, Charlotte, NC, 28226	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23281	PRV	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428060	CLM	Joyce Ramirez	1983-06-25	UHC-92711-12	—	5983 Park Pl, Orlando, FL, 32899	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-402764	CLM	Frank Ramirez	1947-10-18	UHC-29023-35	8285237923	3119 Camelback Rd, Tampa, FL, 33645	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
PRV-22344	PRV	Diego Hill	1986-04-18	UHC-71876-27	7022853275	2197 Church St, San Antonio, TX, 78227	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117199	ENR	Jason B Wang	1942-07-04	UHC-43783-35	5354319408	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-123624	ENR	Wayne Q Silva	2005-02-18	UHC-07518-90	2374504670	3386 Union St, Orlando, FL, 32817	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
CLM-430211	CLM	Alan Gilbert	1965-01-14	—	—	7071 Union St, Columbus, OH, 43298	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
PRV-22749	PRV	Heather SJunk	1960-05-18	—	7263988696	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-112326	ENR	Tim C Crawford	1970-08-17	UHC-33870-20	2738922197	2957 Cedar Ln, Glendale, AZ, 85395	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-401148	CLM	Victoria I Wilson	1951-06-12	—	9346631750	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-106155	ENR	Sophia Hill	1960-12-15	UHC-87798-97	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-402882	CLM	Gloria Flores	1949-06-18	—	7023135329	700 Willow Ct, Chandler, AZ, 85222	0.64	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+2 more
ENR-141352	ENR	Tricia Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-135303	ENR	Omar Li	1952-06-27	UHC-33271-88	—	2889 Central Ave, Mesa, AZ, 85299	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23371	PRV	Cheryl S Lee	1957-11-25	—	7795654448	6438 Baseline Rd, Dallas, TX, 75245	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-26390	PRV	Pamela Q Grant	1949-06-15	—	7123353593	6343 Maple Ave, Denver, CO, 80235	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-135883	ENR	Mei V Vasquez	1958-03-22	UHC-37162-88	4444327533	1826 Lincoln Way, Glendale, AZ, 85365	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415981	CLM	Chris Harvey	1997-03-09	UHC-40603-08	3793261896	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
CLM-428464	CLM	Megan Edwards	2006-06-04	—	6586794040	4207 Spring St, Phoenix, AZ, 85058	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427855	CLM	Sara Hawkins	1986-02-02	—	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.64	Two-digit birth year Phone reformatted State code upper-cased Gender normalised+2 more
CLM-427190	CLM	Priya Rodriguez	1963-11-16	UHC-00786-93	6723806149	7200 Indian School Rd, Las Vegas, NV, 89154	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

6,661 rows, page 61 of 134Previous Next