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-60614	TPA	Nicole Gonzalez	1959-04-24	—	—	1921 Union St, Las Vegas, NV, 89106	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57328	TPA	Andrea Lawson	1979-08-19	—	—	9607 Central Ave, Tempe, AZ, 85220	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57622	TPA	Jerry Adams	1969-04-08	—	—	5849 Maple Ave, Scottsdale, AZ, 85289	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56483	TPA	Sophia Perez	1948-12-19	—	—	2043 Forest Ave, Sacramento, CA, 95833	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64289	TPA	Amanda Yang	1941-10-25	—	2575223460	7632 Pine Dr, Dallas, TX, 75255	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59443	TPA	Roger Sullivan	1941-01-21	—	—	9235 Hillcrest Rd, Glendale, AZ, 85385	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56148	TPA	Mason Rios	1950-09-14	—	2208220528	8770 Washington St, Glendale, AZ, 85340	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
TPA-63306	TPA	Linda Watson	2005-10-21	—	3808961733	3703 Park Pl, Minneapolis, MN, 55493	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55121	TPA	Kimberly Webb	2001-10-11	—	—	1437 Grand Ave, Nashville, TN, 37292	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51892	TPA	Raymond Hanon	1990-05-20	—	—	3321 Grand Ave, Atlanta, GA, 30388	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50421	TPA	Santiago J Reid	1991-05-21	—	—	8160 Willow Ct, Sacramento, CA, 95874	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-50760	TPA	Abigail W Snyder	1970-01-20	—	4774688648	565 Ocean Ave, Plano, TX, 75087	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59019	TPA	Charlotte Y Murphy	1944-06-28	—	—	5478 Main St, Phoenix, AZ, 85035	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53911	TPA	Helen Freeman	2000-03-19	—	—	712 Main St, San Antonio, TX, 78299	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51261	TPA	Albert Hunt	1939-04-27	—	—	843 Church St, Plano, TX, 75062	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-59409	TPA	Santiago Green	1998-04-02	—	—	6800 Canyon Rd, Columbus, OH, 43216	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57605	TPA	Madison C Brooks	1958-05-25	—	—	3536 Palm Dr, San Diego, CA, 92133	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63188	TPA	Elizabeth Robinson	1969-10-07	—	—	6194 Bayshore Dr, Gilbert, AZ, 85237	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-64161	TPA	Isabella Dominguez	2001-11-14	—	—	3224 Union St, Orlando, FL, 32850	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58297	TPA	Anthony Taylor	2004-02-11	—	—	1177 Sage Ct, San Antonio, TX, 78208	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60799	TPA	Kyle Li	1941-10-02	—	—	1629 River Rd, Tucson, AZ, 85724	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60857	TPA	Jerry Perkins	1960-02-18	—	—	1106 Mesa Dr, Nashville, TN, 37212	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60858	TPA	Jerry Perkins	1960-02-18	—	—	1106 Mesa Dr, Nashville, TN, 37212	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60676	TPA	Sue Vazquez	2007-09-06	UHC-84134-22	3206987761	7588 Apache Blvd, Eden Prairie, MN, 55378	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60175	TPA	Randy Washington	1980-02-03	—	3637071896	1243 Maple Ave, Seattle, WA, 98115	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50282	TPA	Harold McDonald	2006-09-18	UHC-00925-10	—	1397 Bayshore Dr, Orlando, FL, 32832	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54229	TPA	Diane Perry	1972-06-28	UHC-44965-89	2063760734	5899 Union St, Phoenix, AZ, 85095	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59504	TPA	Andrea Grant	1989-02-09	—	6242416008	4241 Baseline Rd, Dallas, TX, 75270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54876	TPA	Brian Powelll	1972-03-11	—	6553298627	3245 Main St, Denver, CO, 80255	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57772	TPA	Karen Allen	1986-09-15	UHC-05227-85	—	3484 Cedar Ln, Los Angeles, CA, 90008	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52735	TPA	Willie Wood	1968-02-12	—	2319069442	2996 Pine Dr, Fresno, CA, 93766	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54928	TPA	Kevin Mills	1976-08-28	UHC-48283-04	—	8930 Mesa Dr, Orlando, FL, 32899	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-51849	TPA	Maria D Estrada	1977-08-07	—	—	4706 Indian School Rd, Jacksonville, FL, 32292	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63981	TPA	Roger Luna	1960-10-11	—	8308053037	2436 Indian School Rd, Miami, FL, 33148	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64415	TPA	Teresa Howell	1959-10-07	—	—	6315 Oak St, Austin, TX, 78713	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54698	TPA	Evelyn M Williams	2007-09-27	—	—	8149 Bayshore Dr, Tempe, AZ, 85270	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-52383	TPA	Maria M Ramirez	1999-04-23	—	4519246038	1413 Ridge Rd, San Antonio, TX, 78296	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55792	TPA	Steven Carlson	1961-09-04	—	—	4558 Harbor Blvd, Houston, TX, 77065	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-53835	TPA	Gerald Rose	1982-08-05	—	—	7637 Forest Ave, Mesa, AZ, 85283	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59719	TPA	Bruce Little	1939-07-09	—	7795054597	9067 Harbor Blvd, Fresno, CA, 93797	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58745	TPA	Kyel Garrett	1972-02-20	—	—	1381 Apache Blvd, Jacksonville, FL, 32299	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52153	TPA	Susan Contreras	1995-09-03	—	—	4132 Baseline Rd, Tempe, AZ, 85203	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58092	TPA	Gary H Hart	1984-01-04	—	—	5166 Ridge Rd, Mesa, AZ, 85272	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61192	TPA	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr, Gilbert, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61622	TPA	Collins Ruth	1938-02-06	—	—	4725 Harbor Blvd, Charlotte, NC, 28279	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56647	TPA	Daniel Jackson	1951-11-21	—	—	9136 Baseline Rd, Denver, CO, 80242	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-51948	TPA	Jesse Santos	1981-06-19	—	—	8431 Palm Dr, Phoenix, AZ, 85086	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-56980	TPA	Tyler Padilla	1974-03-25	—	—	7057 Mesa Dr, Tempe, AZ, 85297	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56236	TPA	Kathleen Morris	1962-10-27	—	—	4720 Apache Blvd, Tucson, AZ, 85750	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53870	TPA	Michael Alexander	2003-08-01	—	—	9873 Indian School Rd, Glendale, AZ, 85318	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

7,767 rows, page 140 of 156Previous Next