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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58902	TPA	Diego M Lawrence	2005-03-13	UHC-68548-08	4465048557	1001 Hillcrest Rd Apt 36, Tempe, AZ, 85203	0.50	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Unit split from street+3 more
TPA-52987	TPA	Thomas F Freeman	2006-04-07	—	—	1119 Pine Dr, Charlotte, NC	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58016	TPA	Vincent Thomas	1939-06-11	UHC-72529-98	8993797926	1569 Elm St, Las Vegas, NV, 89177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59910	TPA	Susan Gray	1975-12-26	—	—	9559 Lincoln Way, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-57710	TPA	Charlotte Duncan	1989-11-08	—	—	9268 Valley View Dr, Columbus, OH, 43264	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-53917	TPA	Amanda Ortiz	1971-11-28	—	—	9163 Desert Sky Blvd, Atlanta, GA, 30361	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51496	TPA	Abigail McDoald	1969-07-26	—	—	2735 Washington St # 570, Fresno, CA, 93710	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
TPA-60105	TPA	Diana Mills	1954-03-08	—	4186158499	8309 Canyon Rd, Denver, CO, 80237	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52935	TPA	Johnny Little	1968-05-02	—	—	1768 Maple Ave, Gilbert, AZ, 85254	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61486	TPA	Christian Salazar	—	—	—	6140 Elm St, Columbus, OH, 43202	0.50	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
TPA-56790	TPA	Jack M Barnes	1979-04-24	—	7666769332	3185 Washington St, Las Vegas, NV, 89125	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+3 more
TPA-57654	TPA	Judy Pierce	1991-02-15	UHC-76830-07	—	2875 Maple Ave Apt 8, San Antonio, TX, 78239	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61089	TPA	Diana Dean	1970-06-22	—	5154529362	2271 Indian School Rd, Orlando, FL, 32852	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55016	TPA	Mariana S Hart	1950-10-09	—	—	4835 Pine Dr, Scottsdale, AZ	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-58671	TPA	Sarra F Carpenter	1954-05-13	UHC-93904-22	2426327396	5892 Willow Ct, Orlando, FL, 32834	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-58853	TPA	Laura P Perry	1980-02-09	—	9038203639	5380 Ocean Ave, Gilbert, AZ, 85289	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55585	TPA	Abigail Alexander	1940-03-04	—	—	6190 Indian School Rd, Atlanta, GA, 30392	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55048	TPA	Carl Montgomery	1963-08-11	UHC-57349-54	—	1278 Lake View Rd, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-60312	TPA	Larry Salazar	1959-01-11	—	—	3354 Park Pl, Gilbert, AZ, 85257	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-56976	TPA	John Ramos	1941-03-16	—	—	8029 Park Pl # 157, San Antonio, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-57988	TPA	Lucia N Montgmoery	1947-12-09	—	6517390159	2513 Harbor Blvd, Houston, TX, 77084	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54723	TPA	Rachel Guzman	1992-09-27	—	8652752749	2817 Sunset Blvd # 161, Houston, TX, 77035	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-60891	TPA	Patrick Z Simpson	1962-09-21	—	—	5005 Bayshore Dr Apt 35, Denver, CO, 80265	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63092	TPA	Anna Olson	1977-11-10	—	—	4540 Elm St, Las Vegas, NV, 89181	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-62032	TPA	Christine W Ortega	1969-09-22	—	—	3529 Market St, San Diego, CA, 92177	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63329	TPA	Kyle Kennedy	1994-02-14	—	5887905978	357 Canyon Rd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-64266	TPA	Olivia Richards	1954-07-12	—	—	303 Ocean Ave, Tempe, AZ, 85256	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60627	TPA	Gerald Ellis	1997-07-28	—	—	3286 Washington St, Phoenix, AZ, 85033	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63203	TPA	Kathryn P Padilla	1991-02-26	UHC-78549-23	6822566405	5993 River Rd, Gilbert, AZ, 85224	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-52087	TPA	Mei Jordaan	—	—	4192914781	8617 Desert Sky Blvd, Glendale, AZ, 85333	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
TPA-52173	TPA	Debra Moore	1957-05-26	—	—	3078 Jefferson Ave, Plano, TX	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-58726	TPA	Sean Vargas	1948-02-26	—	5224060065	2813 Church St Apt 2, Phoenix, AZ, 85082	0.50	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
TPA-62388	TPA	Jimmy Reed	1945-03-19	—	—	4459 Washington St Apt 22, Tempe, AZ, 85220	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
TPA-54207	TPA	Vincent O Willis	1996-09-12	—	—	7913 Sunset Blvd # 945, Las Vegas, NV, 89110	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-59308	TPA	Gabriel Castro	1994-09-24	—	—	6936 Spring St, Atlanta, GA, 30322	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-57099	TPA	Gerald Yang	1963-07-07	—	2459276170	533 Baseline Rd, Columbus, OH, 43261	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-55566	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-55567	TPA	George P Vasquez	2008-11-14	—	—	7870 River Rd Apt 36, Plano, TX, 75085	0.50	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50171	TPA	Ralph Ellioott	1993-06-26	—	—	3733 Lake View Rd, Eden Prairie, MN, 55372	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51296	TPA	Juan Reyes	1941-04-23	—	—	7663 Forest Ave, Dallas, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-58181	TPA	Ashley Thompsson	1999-11-22	—	—	8765 Central Ave, Eden Prairie, MN, 55320	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-62471	TPA	Kenneth Medina	1967-10-03	UHC-58954-97	8256422353	817 Hillcrest Rd, Houston, TX, 77090	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-53497	TPA	Jeremy Daniels	1961-02-21	UHC-81515-12	—	6850 Sage Ct, Las Vegas, NV	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-60597	TPA	Christopher Willis	1980-03-14	—	7679142678	788 Willow Ct, Las Vegas, NV, 89153	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-60447	TPA	Brenda Munoz	1979-05-11	—	3998985380	6309 Park Pl, San Antonio, TX	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-61057	TPA	Rogers Ruszell	1989-10-26	—	4227611220	2184 Grand Ave # 413, Nashville, TN, 37248	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-53404	TPA	Ronald Moore	1995-01-08	—	—	2050 Palm Dr, Fresno, CA, 93799	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-50427	TPA	Ann Campbell	2008-12-18	—	—	223 Indian School Rd, Denver, CO, 80250	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-59848	TPA	Judy Carroll	—	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.50	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
TPA-62298	TPA	Mariana Perez	1994-09-22	—	—	4020 Meadow Ln, San Diego, CA, 92121	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

7,854 rows, page 13 of 158Previous Next