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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51383	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-50332	TPA	Douglas Morales	1952-08-19	—	9172454353	2023 Maple Ave, Gilbert, AZ, 85226	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54892	TPA	Patrick Alexander	1968-08-09	—	—	1326 River Rd # 958, Austin, TX, 78721	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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-53188	TPA	Rihard Santos	1947-06-15	—	—	7248 Main St, Mesa, AZ, 85217	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-63269	TPA	Denise Pena	1998-08-10	—	—	8859 Lake View Rd, Tucson, AZ, 85711	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-58564	TPA	Charlotte Vasquez	1989-12-02	UHC-33932-81	—	6142 Cedar Ln, Jacksonville, FL, 32226	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-61129	TPA	Jordan Mason	1963-03-07	—	—	9391 Valley View Dr, Nashville, TN, 37291	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+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-50318	TPA	Diego Holmes	1965-05-21	—	—	5512 Sage Ct, Scottsdale, AZ, 85238	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-55829	TPA	Ronald J Snyder	1957-07-20	—	—	1398 Harbor Blvd, Tampa, FL, 33605	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-62486	TPA	Sophia Morgan	1989-01-15	—	—	504 River Rd, Houston, TX, 77048	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-54311	TPA	Ruth Owens	1988-01-27	UHC-38282-21	2465225709	8039 Washington St, Houston, TX, 77015	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-64471	TPA	Margaret Patel	1991-06-28	—	2595516968	6042 Hillcrest Rd, Austin, TX, 78791	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62157	TPA	Linda Smith	—	—	—	6026 Indian School Rd, Tampa, FL, 33609	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-50470	TPA	Gloria Stone	1954-03-28	—	—	7547 Broadway, Seattle, WA, 98141	0.50	Address re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-58331	TPA	Ethan Perry	2007-06-27	UHC-68803-96	—	124 Park Pl, Eden Prairie, MN, 55357	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-53566	TPA	Carlos M Thomas	1983-01-24	—	—	1777 Highland Ave, Houston, TX, 77034	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+3 more
TPA-63089	TPA	Heather Rodriguez	1942-02-16	—	3008083557	460 Washington St, Mesa, AZ, 85276	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-52904	TPA	Nancy Andrews	1983-12-26	—	—	627 Grand Ave, Glendale, AZ, 85355	0.50	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-61080	TPA	Paul Price	2001-03-20	—	8032190290	6131 Jefferson Ave, Glendale, AZ, 85325	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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
TPA-52277	TPA	Emma Bryant	1970-12-11	—	—	1609 Lincoln Way, Tucson, AZ, 85729	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51087	TPA	Bryan Carpenter	1953-01-10	—	—	3793 Harbor Blvd, Los Angeles, CA, 90075	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62156	TPA	Linda Smith	1960-12-14	UHC-42244-14	9089252938	6026 Indian School Rd, Tampa, FL, 33609	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-64036	TPA	Evelyn Guzman	1990-07-11	—	—	5792 Bayshore Dr # 818, Seattle, WA, 98178	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56058	TPA	Henry Z Johnson	1982-05-24	—	—	8640 Willow Ct, Tucson, AZ, 85757	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59444	TPA	William Payne	1942-07-04	—	—	6262 Sunset Blvd # 599, Charlotte, NC, 28204	0.52	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
TPA-54179	TPA	Ralph D Chavez	1988-12-07	—	—	8378 Ridge Rd, Denver, CO, 80258	0.52	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
TPA-56560	TPA	Timothy Berry	2007-12-24	—	—	1940 Cedar Ln Apt 26, Plano, TX, 75095	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50505	TPA	Terry Fox	2007-08-14	—	—	5658 Maple Ave, Las Vegas, NV, 89181	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56594	TPA	George Hernandez	1955-03-23	—	—	6868 Ridge Rd, Mesa, AZ, 85297	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51493	TPA	Anthony N Salazar	2004-01-25	—	—	3940 Hillcrest Rd, Plano, TX, 75007	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-59103	TPA	Ashley W Walker	1952-12-07	—	—	524 Indian School Rd, Atlanta, GA, 30310	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-62453	TPA	Samantha Riely	1965-12-27	—	—	5302 Hillcrest Rd, Orlando, FL, 32828	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52470	TPA	Larry Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St, Seattle, WA, 98124	0.52	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+2 more
TPA-55673	TPA	Amy Dominguez	1976-03-19	UHC-21901-22	—	2826 Union St, Sacramento, CA, 95885	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51145	TPA	Charlotte Shaw	1941-11-28	—	—	9013 Canyon Rd, Chandler, AZ, 85211	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63699	TPA	Douglas Smith	1939-02-21	—	3554501225	6704 Valley View Dr, Seattle, WA, 98166	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-53571	TPA	Sofia Y Romero	1978-10-13	—	—	8981 Willow Ct, Glendale, AZ, 85349	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-58633	TPA	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53736	TPA	Joe Matthews	1945-05-09	—	—	1238 Willow Ct, Las Vegas, NV, 89183	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59336	TPA	Austin Franklin	1944-05-04	—	—	8689 Bayshore Dr, Tempe, AZ, 85212	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-60808	TPA	Peter Hill	1940-12-17	—	8764594172	1619 Central Ave # 869, Tucson, AZ, 85781	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-57666	TPA	Eric Bailey	1988-04-01	—	—	2012 Mountain View Dr, Atlanta, GA, 30315	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-51567	TPA	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-50085	TPA	Sahron Patel	1955-09-08	—	—	400 Washington St, Chandler, AZ, 85207	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-62805	TPA	Pamela Gibsson	1956-08-17	UHC-70252-36	—	5051 Willow Ct, Phoenix, AZ, 85076	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62590	TPA	Carol Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

1,145 rows, page 5 of 23Previous Next