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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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
TPA-62166	TPA	Mariana Owens	1998-06-24	—	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53427	TPA	Ben Webb	1967-03-24	UHC-91181-73	4184709271	9584 Hillcrest Rd, San Diego, CA, 92173	0.78	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-51830	TPA	Kevin Bakeer	2001-01-12	—	8966871486	9150 Church St, Jacksonville, FL, 32225	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57757	TPA	Mason Espinoza	1941-11-26	—	—	9727 Canyon Rd, Scottsdale, AZ, 85256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59297	TPA	Maria Fields	2001-09-12	—	8792688239	8076 Highland Ave, Seattle, WA, 98195	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-64016	TPA	Christian Rivera	1988-10-19	UHC-65906-62	—	1552 Willow Ct, Tucson, AZ, 85785	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62182	TPA	Donald Adams	1946-11-07	—	—	9804 Sunset Blvd, Plano, TX, 75003	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-57173	TPA	Albert Deniels	1954-05-11	—	—	5558 Oak St, Tampa, FL, 33681	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53542	TPA	Kimberly Maldonado	1991-02-08	—	—	8564 Washington St, Columbus, OH, 43255	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52342	TPA	Megan Chavez	2006-02-24	—	—	1613 Lincoln Way, Las Vegas, NV, 89112	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62152	TPA	Brian Matthews	1964-09-19	—	—	6673 Meadow Ln, Miami, FL, 33132	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56109	TPA	Diana V Bowman	1949-07-02	—	8376057654	3258 Forest Ave, Tucson, AZ, 85742	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61221	TPA	Dennis Daniels	1972-02-10	UHC-93018-85	—	3114 Elm St, Houston, TX, 77041	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-60452	TPA	Sarah Boyd	1955-02-23	UHC-43849-79	8093101076	1040 Willow Ct, Glendale, AZ, 85376	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-55609	TPA	Ethan U Turner	1979-07-21	UHC-63512-82	—	3909 Central Ave, Seattle, WA, 98119	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-63469	TPA	Evelyn Hudson	1989-06-07	—	—	1021 Grand Ave, Plano, TX, 75034	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55119	TPA	Juan Jordan	2000-07-03	—	—	7107 Jefferson Ave, Plano, TX, 75064	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60690	TPA	Beverly Butler	1993-10-06	UHC-36916-85	3688040538	8572 Ocean Ave, Houston, TX, 77078	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-60540	TPA	Roger Harrison	1981-01-09	—	—	778 Harbor Blvd, Glendale, AZ, 85345	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-58622	TPA	Mary Lewis	1964-12-11	—	—	801 Highland Ave, Eden Prairie, MN, 55315	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55030	TPA	Olivia Andrews	1939-10-13	—	—	1729 Union St, Charlotte, NC, 28261	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50836	TPA	Kayla Berry	1951-03-20	—	—	1481 Bayshore Dr, Denver, CO, 80256	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54220	TPA	Samantha U Patterson	1973-10-20	—	—	1608 Sage Ct, Scottsdale, AZ, 85290	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more

7,767 rows, page 112 of 156Previous Next