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

Third-party administrator, 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-59147	TPA	Jacob Jensen	—	—	—	5608 Meadow Ln, Denver, CO, 80260	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-53986	TPA	Jacqueline E Truner	2000-11-12	UHC-69964-16	—	898 Lincoln Way, Austin, TX, 78789	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56960	TPA	Noah Burton	1959-02-27	—	—	6852 Meadow Ln # 186, Jacksonville, FL, 32259	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50034	TPA	Christian W Contreras	1983-07-26	—	—	5376 Desert Sky Blvd, Miami, FL, 33172	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58436	TPA	Gerald Little	1996-11-14	UHC-94042-51	—	3476 Ocean Ave, Columbus, OH, 43297	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-56053	TPA	Jean L Edwards	1956-04-04	—	4527366468	8902 Central Ave, Mesa, AZ, 85238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53091	TPA	Angela Cook	1957-11-18	—	—	2908 Highland Ave # 989, Plano, TX, 75000	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54566	TPA	Michelle Cunningham	2007-07-25	—	—	1038 Main St # 290, Gilbert, AZ, 85250	0.52	SSN last four extracted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-59955	TPA	Billy Bradley	1998-05-18	—	—	2621 Palm Dr Apt 25, Atlanta, GA, 30374	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-51379	TPA	Jacob Wong	1982-10-02	—	—	5567 Palm Dr, Houston, TX, 77049	0.52	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+2 more
TPA-54944	TPA	Eveyln Castro	1965-08-12	—	—	1347 Ocean Ave, Columbus, OH, 43286	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-54069	TPA	Zachary Perkins	2003-04-25	—	—	9138 Grand Ave, Tucson, AZ, 85730	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-53716	TPA	Brenda Garrett	1984-09-28	—	—	—	0.54	Name re-cased Phone missing area code SSN last four extracted Gender normalised+1 more
TPA-54430	TPA	Karren Guerrero	1980-06-26	—	3723771339	7928 Bayshore Dr, Orlando, FL, 32854	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58438	TPA	Rebecca Williams	1980-04-20	—	—	1967 Union St, Charlotte, NC, 28278	0.54	Name re-cased SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
TPA-64037	TPA	Logan Lnch	1967-08-25	—	—	6009 Palm Dr, Fresno, CA, 93755	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50364	TPA	Agela R Yang	1970-01-18	—	—	7662 Oak St, Austin, TX, 78702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63287	TPA	Nathan Campbell	1985-11-19	UHC-33373-43	8525258031	8466 Lake View Rd, Seattle, WA, 98103	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52092	TPA	Bradley Schmidt	1954-04-16	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-55164	TPA	Laura Jensen	2003-06-19	—	—	6137 Indian School Rd, Sacramento, CA, 95876	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58587	TPA	Randy Long	1990-01-25	—	—	3698 River Rd, San Diego, CA	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
TPA-58030	TPA	Noah Wallace	1952-12-09	UHC-53723-54	—	3878 Main St, Minneapolis, MN, 55470	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59545	TPA	Jesse Rios	1905-07-02	—	—	8321 Apache Blvd, Miami, FL, 33193	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-59307	TPA	Frances Diaz	1972-11-19	—	—	5477 Hillcrest Rd, Houston, TX, 77071	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
TPA-58971	TPA	Gloria Tran	1945-05-04	—	—	403 Lake View Rd, Tampa, FL	0.54	Name split from “Last, First”ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-55069	TPA	Joshua Ramos	1952-07-04	—	—	1749 Broadway # 313, Minneapolis, MN	0.54	Name split from “Last, First”Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-58371	TPA	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave, Seattle, WA, 98197	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
TPA-57596	TPA	Charlotte M Haansen	—	—	—	2692 Palm Dr, Scottsdale, AZ, 85271	0.54	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+1 more
TPA-53929	TPA	Cheryl Dunn	1987-12-14	—	—	6313 Highland Ave, Eden Prairie, MN, 55363	0.54	Name split from “Last, First”Two-digit birth year City re-cased State name converted to code+1 more
TPA-62377	TPA	Drew James	1939-01-24	—	—	7426 Forest Ave, Jacksonville, FL, 32221	0.54	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-53255	TPA	Sarah Vazquez	1982-04-20	—	2192558280	7529 Grand Ave, Tucson, AZ, 85732	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57968	TPA	Cynthia Carroll	2004-07-27	—	—	7925 Mountain View Dr Apt 10, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-57252	TPA	Janet U Dean	—	—	—	8717 Palm Dr # 330, Phoenix, AZ, 85037	0.54	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+1 more
TPA-55603	TPA	Nicole Weber	2008-04-01	—	—	8660 Broadway, Glendale, AZ, 85354	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-54545	TPA	Frank S Garrett	1984-11-11	—	—	9229 Sunset Blvd, Tampa, FL, 33618	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63328	TPA	Nancy B Gilbert	1976-03-20	—	—	4914 Forest Ave, San Antonio, TX, 78206	0.54	Middle initial moved out of first name Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58652	TPA	Shirley Rogers	1944-05-12	—	—	6321 Harbor Blvd, Scottsdale, AZ, 85292	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52683	TPA	Gary Hernandez	—	UHC-48744-09	—	8374 Central Ave # 180, Tempe, AZ, 85208	0.54	Name re-cased Date of birth unreadable Unit split from street Gender normalised+1 more
TPA-56809	TPA	Katherine Hawkins	2002-12-12	—	—	7014 Valley View Dr, Austin, TX, 78788	0.54	Name split from “Last, First”State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-62231	TPA	Wayne Fernandez	1941-12-03	—	—	6873 Canyon Rd, Jacksonville, FL, 32269	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
TPA-50856	TPA	Tylre Gurrero	1989-03-25	—	2558771204	3570 Park Pl, Phoenix, AZ	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
TPA-60399	TPA	Eric Simposn	1998-10-18	—	—	8776 Canyon Rd, Columbus, OH, 43289	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58670	TPA	Sarah Nelson	—	—	—	2553 Canyon Rd Apt 19, Eden Prairie, MN, 55345	0.54	Name re-cased Date of birth unreadable Unit split from street State name converted to code+1 more
TPA-57216	TPA	Benjamin Lee	2006-09-23	—	—	5582 Valley View Dr, Houston, TX, 77095	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-51056	TPA	Mary Allen	1974-10-02	UHC-94733-16	—	4111 Grand Ave # 224, Eden Prairie, MN, 55368	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more
TPA-53366	TPA	Brittany Knight	1950-10-10	—	—	3394 Mesa Dr, Columbus, OH, 43281	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-60026	TPA	Diane Hunt	1974-07-11	—	—	772 Bayshore Dr, Austin, TX, 78781	0.54	Name split from “Last, First”ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-64421	TPA	Patrick Jacobs	1952-01-27	—	—	2015 Sage Ct # 158, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54337	TPA	Evelyn Gardner	1981-08-14	—	—	7508 Highland Ave, Los Angeles, CA, 90020	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58553	TPA	Barbara Chavez	1984-04-28	—	—	6126 Indian School Rd, San Antonio, TX	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more

14,135 rows, page 25 of 283Previous Next