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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52954	TPA	Bryan Espinoza	1994-09-02	—	—	1947 Lincoln Way, Chandler, AZ, 85275	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-60358	TPA	Kyle Marquez	1961-05-17	—	—	3116 Main St, Glendale, AZ, 85367	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-50743	TPA	Larry Porter	1995-06-19	—	—	2951 Indian School Rd Apt 5, San Antonio, TX, 78212	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-60040	TPA	Lsa Willis	1974-09-05	—	—	1426 Park Pl, Tucson, AZ, 85720	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54844	TPA	Luri Cruz	—	UHC-43223-03	—	3912 Main St, Austin, TX	0.64	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+2 more
TPA-62950	TPA	Ann Sims	1992-02-16	—	4029507313	2701 Pine Dr, Gilbert, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54164	TPA	Zachary Perry	—	—	6392581928	1235 Main St, Charlotte, NC, 28237	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-50200	TPA	Philip B Mendez	2005-08-23	—	—	7910 Willow Ct, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61304	TPA	William Phillips	1952-12-19	—	—	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57790	TPA	Logan Davis	1977-12-22	—	—	6326 Washington St, Mesa, AZ, 85237	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-59689	TPA	Mary Ramirez	1986-05-21	—	—	9497 Willow Ct, Eden Prairie, MN, 55379	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53819	TPA	Vincent Gordon	1973-01-03	—	—	1710 Central Ave, Miami, FL, 33190	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60573	TPA	Jeremy Elliott	1977-09-03	—	—	1576 Grand Ave, Tucson, AZ, 85784	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-57682	TPA	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53172	TPA	Bruce Hart	1963-04-13	UHC-75859-83	8042921422	8947 Market St, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
TPA-62883	TPA	Luis Gray	2000-03-07	—	—	1486 Willow Ct, Denver, CO, 80216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51937	TPA	Wei Gardner	1971-04-01	UHC-94736-96	—	7039 Apache Blvd, Columbus, OH, 43244	0.64	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+2 more
TPA-54834	TPA	Fatima Collins	1999-12-24	—	6343053581	9073 Lincoln Way, Denver, CO, 80205	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-54183	TPA	Martha Singh	—	—	—	3687 Pine Dr, Jacksonville, FL, 32278	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-62221	TPA	Sofia Arnold	1973-09-13	UHC-41265-38	—	423 Market St, Sacramento, CA, 95843	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-52742	TPA	Ronald Reed	1947-10-26	—	—	9356 Forest Ave, Jacksonville, FL, 32254	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-57614	TPA	Charlotte Gibson	1948-07-04	—	—	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-57383	TPA	Ralph Sullivan	1944-12-18	—	—	19 Washington St, Orlando, FL, 32867	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-51411	TPA	Adma Burke	1940-09-04	—	—	1835 Hillcrest Rd, Nashville, TN, 37249	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-56747	TPA	Carolyn Fisher	1959-11-11	—	—	1539 Apache Blvd, Tucson, AZ, 85731	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-57991	TPA	Emily Chen	1949-03-07	—	—	8476 Palm Dr, Glendale, AZ, 85381	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-62164	TPA	Kimberly Elliott	1980-04-02	UHC-63437-77	—	5434 Hillcrest Rd, Seattle, WA, 98157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61710	TPA	Amanda McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54505	TPA	Edwrad Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA, 93763	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62624	TPA	Angela Burns	1959-02-14	—	4909447303	8684 Ridge Rd, Eden Prairie, MN, 55350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51497	TPA	Roy Baker	1990-07-17	UHC-57070-14	—	3701 Washington St, Tampa, FL, 33607	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51620	TPA	Charles Bryaant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-52402	TPA	Jessica Alexander	1973-06-17	—	—	5403 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61600	TPA	Ruth Dixon	—	—	—	4358 Park Pl, Glendale, AZ, 85349	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-62444	TPA	Scott Li	2004-10-06	—	—	5197 Ocean Ave, Phoenix, AZ, 85086	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50288	TPA	Mattheew Vega	1998-08-17	—	4834304551	4884 Desert Sky Blvd, Tucson, AZ, 85722	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56575	TPA	Donald Hamilton	1965-03-16	—	—	4473 Canyon Rd, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62137	TPA	Jacqueline Bennett	1977-07-05	—	3159626158	5967 Washington St, Tempe, AZ, 85271	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58544	TPA	Richard Boyd	1957-09-01	—	8805923977	7982 Central Ave, Glendale, AZ, 85337	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53422	TPA	Steven Jones	1987-01-21	—	—	8824 Main St, Tempe, AZ, 85261	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-57102	TPA	Pamela Ruiz	1973-02-23	—	—	383 Meadow Ln, Charlotte, NC, 28235	0.66	City re-cased State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-63059	TPA	Pamela Kim	1980-03-14	UHC-79074-20	7699753197	2856 Washington St, Minneapolis, MN, 55408	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57273	TPA	Billy Price	1955-12-11	—	—	8964 Willow Ct, Denver, CO, 80285	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
TPA-53162	TPA	Gloria Rogers	1985-03-18	—	—	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-55409	TPA	Thomas Richards	1945-02-21	—	—	4221 Oak St, Las Vegas, NV, 89129	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-59013	TPA	Alice Hernandez	1987-10-06	—	—	4948 Sage Ct, Nashville, TN, 37211	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-60477	TPA	Benjamin Cox	1983-03-07	—	—	2173 Main St, San Antonio, TX, 78230	0.66	Name re-cased Phone missing area code City re-cased State name converted to code+1 more
TPA-60838	TPA	Diana Castro	1977-10-11	—	—	2172 Ocean Ave, Orlando, FL, 32838	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-53055	TPA	Stephen Bryant	1977-04-15	—	—	9317 Lincoln Way, Glendale, AZ, 85384	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
TPA-63596	TPA	Wayne Spencr	1999-12-01	—	5534726839	9632 Church St, Houston, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more

2,455 rows, page 17 of 50Previous Next