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-55457	TPA	Wei Dunn	1980-05-05	—	—	8050 Jefferson Ave, Chandler, AZ, 85220	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54462	TPA	Sandra Tucker	1962-06-06	—	—	4843 Grand Ave, San Diego, CA, 92176	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51015	TPA	Mary Bennett	1943-09-13	—	—	7846 Main St, Scottsdale, AZ, 85214	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-53925	TPA	Joyce Watkins	1994-02-16	—	—	8082 Apache Blvd, Houston, TX, 77092	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56765	TPA	Keith Williamson	1976-03-27	—	3008777832	1299 Valley View Dr, Phoenix, AZ, 85015	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62505	TPA	Dennis Dean	1974-02-06	—	—	863 Forest Ave, Gilbert, AZ, 85273	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61241	TPA	Carl N Coleman	1970-03-15	—	9847669139	3129 Church St, San Antonio, TX, 78288	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59824	TPA	Marcus Yang	1959-05-24	—	—	4981 Lake View Rd, Columbus, OH, 43250	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-62291	TPA	Dylan Cole	2004-07-01	UHC-93588-47	—	6513 Cedar Ln, Phoenix, AZ, 85086	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51531	TPA	Gary Richardson	1954-08-03	—	—	5154 Mountain View Dr, Eden Prairie, MN, 55336	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-58283	TPA	Stephen Alexander	1977-05-25	—	9165636371	1435 Indian School Rd, Austin, TX, 78701	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55038	TPA	Charles A Little	1951-04-09	UHC-26339-12	5843517130	2376 Washington St, Fresno, CA, 93740	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52651	TPA	Albert Maldonado	1950-08-11	—	2213895260	3570 Main St, Scottsdale, AZ, 85290	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60025	TPA	William O Kelly	2007-10-22	UHC-90416-44	—	1416 Jefferson Ave, Gilbert, AZ, 85216	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59638	TPA	Nacy Howard	1994-02-07	—	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52807	TPA	Billy Bennett	1953-01-25	—	—	1043 Sage Ct, Seattle, WA, 98127	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54441	TPA	Ethan Green	1996-12-01	—	7945294957	714 Canyon Rd, Jacksonville, FL, 32212	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53532	TPA	Yuki Dominguz	1982-09-13	UHC-20110-23	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-50142	TPA	Russell Delgado	1987-05-25	—	—	6154 Church St, Nashville, TN, 37221	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57847	TPA	Albeert Hunt	2002-08-01	—	—	5402 Park Pl, Eden Prairie, MN, 55324	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62513	TPA	Danielle C Grant	1943-09-06	—	—	9196 Harbor Blvd, Charlotte, NC, 28287	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52460	TPA	Jean Mills	1961-04-07	—	—	6528 Grand Ave, Columbus, OH, 43232	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62517	TPA	Scott Medina	1938-03-06	—	—	637 Spring St, Orlando, FL, 32855	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57384	TPA	Samuel Montgomery	1946-10-24	—	—	1004 Pine Dr, Sacramento, CA, 95879	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-51237	TPA	Maria A Palmer	1989-09-08	UHC-46148-48	—	7366 Palm Dr, Scottsdale, AZ, 85274	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-64007	TPA	William Vargas	1981-12-28	—	—	24 Forest Ave, Gilbert, AZ, 85207	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52440	TPA	Lawrennce Warren	1961-05-03	—	—	7599 Indian School Rd, Miami, FL, 33150	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59288	TPA	Stephen C Vega	1962-12-18	—	—	8354 Maple Ave, Denver, CO, 80252	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58108	TPA	Brittany Feguson	1960-11-14	—	—	8443 Valley View Dr, Fresno, CA, 93729	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61491	TPA	Camila Herrera	1946-01-08	—	—	6176 Park Pl, Glendale, AZ, 85380	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53381	TPA	Roger George	1983-01-10	—	—	1902 Washington St, Atlanta, GA, 30362	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54325	TPA	Martha G Gonzaales	1941-04-22	UHC-09453-25	—	1995 Church St, Atlanta, GA, 30375	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58861	TPA	Lauren F Diza	1956-12-14	—	—	6254 Bayshore Dr, Nashville, TN, 37277	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51334	TPA	Nicholas Carter	1938-12-23	—	—	8213 Apache Blvd, Orlando, FL, 32843	0.78	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-50055	TPA	Philip Santos	1947-01-20	UHC-90436-31	—	5673 Broadway, Austin, TX, 78761	0.78	Date of birth reformatted Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-58110	TPA	Lucia Dixon	1993-11-24	—	—	7092 Highland Ave, Dallas, TX, 75291	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56864	TPA	Peter V Baker	2001-04-28	—	—	9241 Sunset Blvd, Fresno, CA, 93757	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60476	TPA	Bryan Hamilton	2002-06-03	—	—	2921 Ocean Ave, Denver, CO, 80223	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63715	TPA	Anthony Gibson	1963-06-08	—	5704643442	2139 Forest Ave, Minneapolis, MN, 55428	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50877	TPA	Brian K Wong	1946-09-25	—	—	2639 Canyon Rd, Plano, TX, 75033	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51793	TPA	Camila D Alvarado	1977-07-19	—	—	2575 Park Pl, Charlotte, NC, 28201	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60996	TPA	Wei Cruz	1943-11-23	UHC-51966-63	8042896007	9317 Indian School Rd, Plano, TX, 75014	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54162	TPA	Jessica Beennett	1991-05-02	—	—	5439 Camelback Rd, Denver, CO, 80206	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58482	TPA	Brenda Harris	1986-05-16	—	—	5419 Jefferson Ave, Plano, TX, 75043	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60665	TPA	Brandon Guzman	1948-12-09	—	3708970317	3766 Sunset Blvd, Tempe, AZ, 85226	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63294	TPA	Frank Yang	1954-06-13	—	—	4140 Jefferson Ave, Nashville, TN, 37272	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62777	TPA	Cheryl Weaver	1965-09-19	—	—	5516 Lake View Rd, Miami, FL, 33126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54401	TPA	Shirley George	1976-07-24	—	—	7203 Sunset Blvd, Charlotte, NC, 28231	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61672	TPA	Philip Gilbert	1978-05-09	—	—	69 Meadow Ln, Jacksonville, FL, 32203	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64187	TPA	Logan Otriz	1960-07-15	—	3377433387	6603 Jefferson Ave, Miami, FL, 33191	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,854 rows, page 112 of 158Previous Next