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-58481	TPA	Gerald Banks	1998-10-17	UHC-54196-42	—	1424 Desert Sky Blvd, Mesa, AZ	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
TPA-51416	TPA	Kevin Rogers	1973-08-11	—	—	4596 Central Ave, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54609	TPA	—Junk	2004-04-13	—	6288047841	5051 Market St, Plano, TX, 75043	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61902	TPA	James Gardner	1993-12-01	—	—	4528 Desert Sky Blvd, Nashville, TN	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57281	TPA	Ethan Welch	—	—	—	1962 Mesa Dr # 404, San Antonio, TX, 78221	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55690	TPA	John Harper	2004-01-19	—	—	7402 Ocean Ave, Atlanta, GA, 30389	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50283	TPA	Lauren Spencer	1956-03-13	—	—	9516 Valley View Dr Apt 7, Mesa, AZ, 85280	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58319	TPA	Richard Hicks	1987-02-15	—	—	6440 River Rd, Eden Prairie, MN, 55321	0.52	Date of birth reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-57062	TPA	Carl Schmidt	—	—	7774573348	1359 Pine Dr, Mesa, AZ, 85254	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-57054	TPA	Marrk Green	1988-03-05	UHC-58036-68	—	464 Ocean Ave, San Diego, CA, 92114	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-52112	TPA	Diane S Banks	1988-03-16	—	—	8353 Ocean Ave, Orlando, FL, 32873	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-52743	TPA	Gloria Bennett	—	—	3613735871	8792 Grand Ave, Minneapolis, MN, 55419	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56738	TPA	Brian Carter	1941-08-02	—	—	4200 Valley View Dr # 372, Los Angeles, CA, 90014	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-50049	TPA	Dylan Reed	—	—	—	5538 Park Pl, Gilbert, AZ, 85209	0.52	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59977	TPA	Doris Fisher	1999-12-25	—	3082115052	3931 Oak St Apt 4, Glendale, AZ, 85376	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
TPA-63777	TPA	Steeve Robertson	1974-04-26	—	—	4568 Canyon Rd, Fresno, CA, 93735	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62684	TPA	Lauren Reid	—	—	—	4573 Willow Ct, Los Angeles, CA, 90021	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57860	TPA	Gregory Smith	1980-08-27	—	—	9597 Sage Ct, Charlotte, NC, 28267	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-62454	TPA	Jerry Mendez	1963-06-22	—	—	5505 Canyon Rd # 908, Las Vegas, NV, 89199	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61993	TPA	Philip T Burke	1967-07-13	—	—	5182 Apache Blvd, Plano, TX, 75068	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58073	TPA	Denise Ward	1959-07-06	—	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-52099	TPA	Albert Espinoza	1962-06-23	—	—	2343 Central Ave Apt 6, Plano, TX, 75050	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-51624	TPA	Kathryn Wang	2007-01-19	—	—	7432 Mountain View Dr, Chandler, AZ, 85216	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-54050	TPA	Joan Gilbert	1995-06-14	—	—	6266 Valley View Dr # 715, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-55604	TPA	Christian West	1982-01-14	—	—	7534 Sage Ct, Los Angeles, CA, 90037	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-56299	TPA	Judith Gomez	1944-02-18	—	—	7594 Pine Dr # 271, Denver, CO, 80231	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63202	TPA	Barbara C Carroll	1966-01-23	—	—	7998 Harbor Blvd, San Diego, CA, 92116	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59221	TPA	Arthur Kelley	1973-10-12	—	—	5723 Washington St, Jacksonville, FL, 32202	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-52298	TPA	Keith Hernandez	1998-11-21	—	4353518061	1394 Apache Blvd # 931, Scottsdale, AZ, 85239	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61323	TPA	Jennifer Castro	1950-04-02	—	—	1633 Sage Ct Apt 35, Jacksonville, FL, 32287	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57662	TPA	Austin C Richards	1989-08-07	—	—	9292 Forest Ave, Seattle, WA, 98168	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-59929	TPA	Charlotte Welch	2005-01-19	—	—	3149 Cedar Ln, Plano, TX, 75039	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-56601	TPA	Laura Watkins	1961-02-15	—	—	2762 Willow Ct, Mesa, AZ, 85231	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-60669	TPA	Peter Wells	1946-05-19	—	—	2917 Mesa Dr, Miami, FL, 33128	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-58542	TPA	Wei Fisher	2004-10-11	—	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61291	TPA	Michael Baker	2003-07-12	—	—	3497 Oak St Apt 25, Eden Prairie, MN, 55304	0.52	Name split from “Last, First”Unit split from street City re-cased Gender normalised+2 more
TPA-50386	TPA	Charlotte Stevens	1957-02-02	—	—	4201 Spring St, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-53372	TPA	Natalie Burton	1967-05-28	—	—	523 Main St Apt 11, Tucson, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60905	TPA	Dylan F Parker	1988-11-15	—	—	539 Harbor Blvd, San Diego, CA, 92160	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-55987	TPA	Carlos P Le	1944-10-15	UHC-07359-80	—	7655 Lake View Rd, Charlotte, NC	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63004	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59947	TPA	Juan Banks	1967-11-12	—	—	9425 Mesa Dr, Fresno, CA, 93762	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51350	TPA	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
TPA-55698	TPA	Ruth W Payne	1977-11-16	—	6968055688	6794 Church St, Jacksonville, FL, 32290	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54908	TPA	Keith Jones	1956-01-16	—	—	4325 Church St, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-62361	TPA	Jose Williams	1949-06-05	UHC-68499-83	—	4096 Oak St, Las Vegas, NV, 89125	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63491	TPA	Julie Wilson	1948-09-17	—	—	6180 Canyon Rd Apt 16, Orlando, FL, 32839	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60063	TPA	Laura Weber	1941-09-14	—	—	3697 Highland Ave, Orlando, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60151	TPA	Tarry D Stone	1976-06-03	—	—	7619 Ridge Rd # 100, Charlotte, NC, 28260	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61443	TPA	Diana Casttro	1971-09-25	—	—	2883 Market St, Tampa, FL, 33628	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

14,135 rows, page 23 of 283Previous Next