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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53328	TPA	Beverly Harris	2002-03-03	—	2919754979	1193 Apache Blvd, Scottsdale, AZ, 85211	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-58836	TPA	Mark Lewis	1995-06-14	—	—	1859 Indian School Rd Apt 6, Austin, TX, 78766	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-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-54772	TPA	Charlotte Valdez	1991-05-01	—	8302217698	1375 Canyon Rd Apt 26, Columbus, OH, 43288	0.52	Two-digit birth year Phone reformatted Unit split from street State code upper-cased+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-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-61097	TPA	Amber Lawson	1989-08-18	—	—	6226 Indian School Rd, Orlando, FL, 32872	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59407	TPA	Jeffrey X Prk	1938-06-15	—	—	5894 Pine Dr, Chandler, AZ	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
TPA-58815	TPA	Jeremy A Roberts	1994-12-02	—	—	9863 Sage Ct, Columbus, OH	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+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-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-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-52141	TPA	Diana Henry	—	—	—	9167 Camelback Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Date of birth unreadable State code upper-cased ZIP missing+1 more
TPA-58668	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-58667	TPA	Danielle X Cox	1943-04-12	—	—	5635 Spring St, Sacramento, CA	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-53409	TPA	Rebecca X Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-57821	TPA	Brenda Santiago	1995-01-10	—	5637327961	7882 Washington St, Glendale, AZ, 85377	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-60422	TPA	Santiago Price	1978-05-09	UHC-98266-18	2632983584	8949 Mesa Dr Apt 27, Houston, TX, 77059	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-60423	TPA	Sharon Romero	2008-11-02	—	4672269397	633 Park Pl, Orlando, FL, 32897	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-51584	TPA	Evelyn Ray	1941-10-09	—	2313290812	1967 Camelback Rd, Eden Prairie, MN, 55330	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
TPA-54736	TPA	Fatima Baker	1982-12-22	—	—	7973 Apache Blvd, Chandler, AZ, 85289	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-63839	TPA	Tyler Ortiz	1976-09-09	—	—	9412 Highland Ave Apt 29, San Antonio, TX, 78265	0.58	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-54052	TPA	Walter P Meyer	1980-06-04	—	—	2722 Grand Ave, Scottsdale, AZ, 85224	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-57957	TPA	Linda Lucas	1951-03-06	—	4002711136	6009 Bayshore Dr Apt 29, Eden Prairie, MN, 55326	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
TPA-62010	TPA	Alice Palmer	1968-07-18	—	6022567270	2542 Palm Dr, Minneapolis, MN, 55402	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-58593	TPA	Jennifer Fisher	1993-11-23	—	—	3366 Palm Dr, Jacksonville, FL, 32292	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-53876	TPA	Alan Cole	1977-06-25	—	9124839337	4335 Ocean Ave, Mesa, AZ, 85295	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-54077	TPA	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct, Tucson, AZ, 85722	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-64200	TPA	Benjamin Copoer	1968-06-14	—	4894411550	5419 Market St, Houston, TX, 77041	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56397	TPA	Laura Weaver	1983-03-21	—	8313131212	5819 Ridge Rd # 864, Charlotte, NC, 28207	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-54942	TPA	Jessica C Vargas	1971-11-27	—	—	4014 Sunset Blvd, Glendale, AZ, 85329	0.60	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
TPA-56613	TPA	Laura Stone	1995-02-17	—	8614098541	9078 Canyon Rd, Tampa, FL, 33658	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51351	TPA	Diana F Rid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-51352	TPA	Diana F Rid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54506	TPA	Lawrence Hicks	1954-03-16	—	6608903294	1518 Canyon Rd, Eden Prairie, MN	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
TPA-56534	TPA	Jeremy Mejia	1951-09-14	—	4168711896	7721 Camelback Rd Apt 34, Las Vegas, NV, 89187	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-58549	TPA	Payne Amber	1974-01-05	UHC-74098-98	—	5347 Central Ave # 905, Glendale, AZ, 85399	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-50642	TPA	Roger A Ortiz	1945-02-12	—	—	7876 Forest Ave # 812, Orlando, FL, 32897	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-50059	TPA	Amber O Schultz	2006-02-21	—	8469648188	1979 Washington St Apt 2, Miami, FL, 33176	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
TPA-56267	TPA	Gabriel Freeman	1943-05-03	—	—	7013 Highland Ave, Jacksonville, FL, 32224	0.60	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
TPA-51810	TPA	Ryan Mendez	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
TPA-56065	TPA	Scott H Hamilton	1944-01-26	—	6845883514	234 Broadway, Orlando, FL	0.62	Name re-cased Phone reformatted State code upper-cased ZIP missing+3 more
TPA-56551	TPA	Randy B Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.62	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57615	TPA	Nancy Hughes	—	UHC-92987-80	6757855487	7424 Cedar Ln, Las Vegas, NV, 89131	0.62	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-57535	TPA	Ruth Z Price	1971-01-26	—	3438950785	4460 Mesa Dr, Las Vegas, NV, 89187	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57179	TPA	Bradley D Burton	1996-09-28	—	3613039971	2223 Valley View Dr, Tucson, AZ, 85775	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62130	TPA	Samuel Romero	1939-09-27	—	7485128467	5854 Bayshore Dr, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-56232	TPA	Daniel J Larson	1969-07-04	—	—	5189 Jefferson Ave, Seattle, WA, 98194	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-60657	TPA	Brian Thomas	1968-11-22	—	7167398921	4478 River Rd, San Diego, CA, 92183	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53416	TPA	Daniel Wang	1963-08-01	—	—	1901 Valley View Dr, Denver, CO	0.62	Street suffix standardised Address re-cased City re-cased State code upper-cased+3 more

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