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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60447	TPA	Brenda Munoz	1979-05-11	—	3998985380	6309 Park Pl, San Antonio, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-59848	TPA	Judy Carroll	—	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-59347	TPA	Steve Alvarez	2007-02-25	—	7799760516	6594 Spring St, San Antonio, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51600	TPA	Isabella N Harris	1996-01-27	—	4905638104	3768 Mesa Dr, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-53541	TPA	Deborah Freeman	1943-02-20	—	—	1889 Market St, Orlando, FL, 32832	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-62375	TPA	Kenneth Hamilton	1985-10-18	—	—	4095 Lake View Rd, Sacramento, CA, 95883	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61945	TPA	Isabella Singh	1949-11-14	—	9162509220	8764 Baseline Rd, Columbus, OH, 43296	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-60403	TPA	Bradley Williis	1999-01-08	—	—	5874 Cedar Ln, Miami, FL, 33165	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-59499	TPA	Mark Silva	1987-12-04	—	—	7641 Ocean Ave, Chandler, AZ, 85251	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-50821	TPA	Ethan A Stephens	1996-04-21	—	—	7458 Washington St, Eden Prairie, MN, 55337	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56401	TPA	Jesse H Collins	1987-04-01	—	—	7476 Grand Ave # 511, Columbus, OH, 43212	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59790	TPA	Heather Waston	1998-02-19	—	—	310 Main St, Plano, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-62023	TPA	Santiago Weber	1961-05-14	—	3207846909	1914 Forest Ave, Austin, TX, 78703	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53699	TPA	Jacqueline Adams	1996-06-09	—	4517223182	5404 Spring St, Houston, TX, 77067	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51743	TPA	Martha Bell	1965-09-21	—	—	1624 Palm Dr, Mesa, AZ, 85222	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-59494	TPA	Frank Carpenter	1999-02-27	—	—	1999 Cedar Ln, Austin, TX, 78737	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54367	TPA	Steve McCoy	1976-03-10	—	4637524888	8878 Market St, Scottsdale, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50700	TPA	Brandon E Porter	1947-04-22	—	7575976324	7764 Pine Dr, Miami, FL, 33165	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-60016	TPA	Natalie Ferguson	1942-05-16	—	—	8350 Hillcrest Rd, Tempe, AZ, 85206	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+3 more
TPA-54776	TPA	Joseph Ortiz	1949-11-19	—	8324242760	793 Central Ave, Mesa, AZ, 85260	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50252	TPA	Frances Wilson	1940-10-21	—	—	9472 Willow Ct, Mesa, AZ, 85227	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-61641	TPA	Denise Ryan	1968-12-17	—	—	7619 Palm Dr, Denver, CO, 80205	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56210	TPA	Gibson Michael	1986-02-27	—	8157379451	6105 Main St, Los Angeles, CA, 90079	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60120	TPA	Christine Graham	1955-05-24	—	6598030812	1820 Mesa Dr, Denver, CO, 80298	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61311	TPA	Luis Green	1964-04-24	UHC-57723-18	5752658492	873 Indian School Rd, Fresno, CA, 93783	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56305	TPA	Geroge Clark	1957-12-20	UHC-07697-40	—	2954 Bayshore Dr, Eden Prairie, MN, 55306	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56913	TPA	Noah Black	1999-05-15	—	—	9551 Baseline Rd, Scottsdale, AZ, 85239	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-61156	TPA	Emily Sims	1991-09-03	—	—	9820 Ocean Ave, Phoenix, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-62534	TPA	Shirley Meyer	1976-09-12	—	2663373260	413 Cedar Ln, Seattle, WA, 98187	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54766	TPA	Priya Jimenez	1962-12-10	—	—	1209 Central Ave, Dallas, TX, 75242	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-50969	TPA	Betty Luccas	1984-12-10	—	—	8176 Mesa Dr, Nashville, TN, 37212	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54231	TPA	Gabriel Wagner	1959-04-13	—	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-51900	TPA	Bradley W George	1978-09-01	—	—	114 Highland Ave, Denver, CO, 80226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61570	TPA	Lcuia Morrison	1949-08-08	—	—	3272 Forest Ave, Dallas, TX, 75243	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-59830	TPA	Michael Reynolds	2006-01-17	—	4427216562	6996 Cedar Ln, Dallas, TX, 75289	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54821	TPA	Helen McCoy	2004-04-17	—	—	5375 Oak St, Mesa, AZ, 85215	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61823	TPA	Deborah Wallace	1971-01-20	—	7273663553	7441 Ocean Ave, Nashville, TN, 37227	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-58133	TPA	Bradley Powell	1988-12-02	—	—	5426 Camelback Rd, Plano, TX, 75059	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64015	TPA	William Rodriguez	1993-05-23	UHC-66982-37	—	2554 Market St, Columbus, OH, 43296	0.50	Name split from “Last, First”Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-52323	TPA	Raymond Simmons	1972-02-03	—	5704047418	5242 Desert Sky Blvd, Nashville, TN, 37204	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
TPA-55813	TPA	Noah Hawkins	1976-10-12	—	4703777460	3221 Union St, San Antonio, TX, 78286	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59057	TPA	Danielle Vazquez	1948-10-27	—	—	8681 Grand Ave Apt 37, Atlanta, GA, 30386	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-53799	TPA	Victoria Chen	1947-02-23	—	6924259533	925 Ridge Rd, Orlando, FL, 32808	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58242	TPA	Carol Siingh	—	—	5752674334	5749 Canyon Rd, Las Vegas, NV, 89107	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-50381	TPA	Sandra Medina	—	—	3678336241	2837 Willow Ct, Las Vegas, NV, 89158	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-62934	TPA	Allice Gibson	1952-08-03	—	9569565704	3399 Palm Dr, Los Angeles, CA, 90062	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64095	TPA	Jacqueline Sandoval	1955-11-17	UHC-05415-48	7052189275	1902 Canyon Rd, Dallas, TX, 75237	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-50914	TPA	Jack Arnold	1950-10-23	—	—	6818 Spring St, Columbus, OH, 43276	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59202	TPA	Jessica Romero	1959-11-02	—	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54024	TPA	Joan Phillips	1945-04-28	—	6826829052	1773 Mesa Dr, Austin, TX, 78782	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted State code upper-cased+3 more

1,488 rows, page 5 of 30Previous Next