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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51616	TPA	Jess G Rios	1950-07-04	—	6348221949	552 Spring St, Charlotte, NC, 28238	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55182	TPA	Carl Watson	1947-06-09	—	6356141072	4297 Palm Dr, Miami, FL, 33100	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51795	TPA	Amber Colemman	1948-07-20	—	—	1524 Market St, Dallas, TX, 75203	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63826	TPA	Kevin Gonzales	1949-10-25	—	—	5627 Union St, San Diego, CA, 92150	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57364	TPA	Jordan Ramirez	1985-10-28	—	4638726516	3884 Mountain View Dr, Tampa, FL, 33671	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-52994	TPA	Bryan Bailey	1950-02-26	—	7906196459	3511 Union St, Las Vegas, NV, 89157	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56662	TPA	Mark Ramirez	1959-05-03	UHC-99276-30	—	4317 Lake View Rd, Seattle, WA, 98109	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61683	TPA	Carol D King	1980-12-06	—	6226563870	4013 Union St, Nashville, TN, 37285	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62533	TPA	Shirley A Meyer	1976-09-12	UHC-36691-72	—	413 Cedar Ln, Seattle, WA, 98187	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63144	TPA	Eric Burke	1976-06-20	—	9697927617	5360 Valley View Dr, San Diego, CA, 92194	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57931	TPA	Roger Bishop	1975-11-01	—	—	5376 Bayshore Dr # 602, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-63830	TPA	Joshua Guerrero	1963-09-04	—	6243763251	7674 Baseline Rd, Dallas, TX, 75246	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57489	TPA	Sarah Banks	1980-10-22	—	5929922729	3771 Lincoln Way, Houston, TX, 77001	0.74	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
TPA-61607	TPA	Camila Chen	1977-01-12	—	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51330	TPA	Ryan Marquez	1967-05-07	UHC-70690-14	—	121 Mountain View Dr, Sacramento, CA, 95861	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-55646	TPA	Arjun Marshall	1990-03-22	—	—	8882 Meadow Ln, Austin, TX, 78727	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-64112	TPA	Theresa Sims	1984-01-16	—	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57195	TPA	Kelly N Campbell	1969-10-27	—	5223223035	3552 Church St, Denver, CO, 80259	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61334	TPA	Madison Franklin	1943-01-01	—	2334260479	1042 Spring St, Las Vegas, NV, 89111	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52381	TPA	Paul Warren	1950-04-14	—	—	8163 Hillcrest Rd, Columbus, OH, 43253	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61676	TPA	Hiroshi N Greene	1997-09-26	—	—	7106 Market St, Sacramento, CA, 95896	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53320	TPA	Jonathan J Scott	1964-01-16	—	6002881178	5318 Maple Ave, Seattle, WA, 98159	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62593	TPA	Philip Red	1951-08-10	—	—	3340 Palm Dr, Nashville, TN, 37237	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50694	TPA	Russell Aguilar	2004-04-06	—	6663006532	7938 Elm St, Jacksonville, FL, 32281	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50713	TPA	Charles Marquez	1991-05-09	—	5675652015	357 Willow Ct, Miami, FL, 33145	0.74	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-57941	TPA	Carl N Valdez	1964-02-03	—	—	6049 Forest Ave, Atlanta, GA, 30380	0.74	Name re-cased Date of birth reformatted City re-cased State name converted to code+3 more
TPA-50855	TPA	Tyler Guerrero	1989-03-25	—	2558771204	3570 Park Pl, Phoenix, AZ, 85026	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50540	TPA	Pamela Garrett	1944-12-07	—	9614046705	9254 Grand Ave, Chandler, AZ, 85265	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56137	TPA	William Thomas	1963-02-12	—	4893124310	6444 Ridge Rd, Scottsdale, AZ, 85280	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62132	TPA	Jack Danies	1952-12-08	—	6764784172	6951 Church St, Atlanta, GA, 30313	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-59723	TPA	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63957	TPA	Mary V Hudson	1995-01-14	—	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50990	TPA	Ana Singh	1964-06-17	—	2825572922	1586 Park Pl, Sacramento, CA, 95875	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-53139	TPA	Christina Garza	1981-02-15	—	—	305 Church St, Tampa, FL, 33664	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53073	TPA	Bruce Espinoza	1965-04-10	—	—	2762 Park Pl, Charlotte, NC, 28237	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53072	TPA	Bruce Espinoza	1965-04-10	—	—	2762 Park Pl, Charlotte, NC, 28237	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-59652	TPA	Jeffrey Harrison	1942-09-28	—	5592909024	6635 Canyon Rd, Las Vegas, NV, 89189	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53890	TPA	Gabriel James	1966-02-11	—	—	9853 Spring St, Miami, FL, 33112	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53356	TPA	Juan R Cestro	2000-08-25	—	—	7584 Mountain View Dr, Charlotte, NC, 28219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53818	TPA	Vincent Gordon	1973-01-03	—	2558169267	1710 Central Ave, Miami, FL	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
TPA-56428	TPA	Charlotte Morgan	1993-02-17	—	—	8620 River Rd, Charlotte, NC, 28208	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53932	TPA	Jason King	1996-04-09	—	8849268391	5932 Central Ave, Sacramento, CA, 95865	0.76	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
TPA-52898	TPA	Alexis Schltz	1942-08-23	—	4809060013	4330 Sage Ct, Minneapolis, MN, 55467	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-55534	TPA	KathleenJunk	2001-01-26	—	4949725027	7643 Highland Ave, Miami, FL, 33193	0.76	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
TPA-52593	TPA	James Barnes	1989-12-07	—	—	7584 Indian School Rd, Tampa, FL, 33641	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62673	TPA	Rebcca Chavez	1950-01-16	—	7263254587	5053 Pine Dr, Houston, TX, 77045	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62296	TPA	Nicholas West	1984-01-12	—	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62295	TPA	Nicholas West	1984-01-12	—	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51789	TPA	Priya Owens	1988-02-28	—	—	4814 Sage Ct, San Antonio, TX, 78278	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-63343	TPA	Kevin Cole	1983-12-18	—	—	1759 Forest Ave, Phoenix, AZ, 85030	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

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