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-61490	TPA	Valentina Morris	2000-09-25	—	—	1890 Mesa Dr, Austin, TX, 78794	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-63779	TPA	Debra Bennett	1984-09-06	—	—	5322 Indian School Rd, Columbus, OH, 43291	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60089	TPA	Kathleen Fisher	1940-06-22	—	4052561273	8461 Harbor Blvd, San Diego, CA, 92108	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63803	TPA	Niicholas Holmas	1951-03-17	—	9767401116	6938 Bayshore Dr, Eden Prairie, MN, 55373	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58552	TPA	Kelly Perry	1963-08-16	—	—	6792 Maple Ave, Fresno, CA, 93783	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54104	TPA	Timothy Perez	1940-01-24	—	—	3824 Oak St, Miami, FL, 33197	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-58775	TPA	Kathryn Y Robinson	1968-05-13	—	—	3930 Palm Dr, Las Vegas, NV, 89171	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60871	TPA	Bradley Russell	1977-02-07	—	—	3277 Bayshore Dr, Sacramento, CA, 95833	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51667	TPA	Ftima Green	1971-01-19	—	8975855235	764 River Rd, Minneapolis, MN, 55442	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54309	TPA	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd, Scottsdale, AZ, 85299	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61419	TPA	Betty Bennett	1983-07-08	—	7785039119	5946 Forest Ave, Tempe, AZ, 85205	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62678	TPA	Maria Payne	1975-10-03	—	—	820 Canyon Rd, Scottsdale, AZ, 85270	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59030	TPA	Priya Gutierrez	2005-09-07	—	—	2606 Elm St, Charlotte, NC, 28279	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-60210	TPA	Judith Q Hicks	1972-05-26	—	—	7709 Desert Sky Blvd, Sacramento, CA, 95801	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60461	TPA	Barbara Hudson	1946-06-16	—	—	3512 Forest Ave, Fresno, CA, 93747	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55428	TPA	Barb Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57495	TPA	Ross Ruth	1973-06-03	—	—	4968 Lincoln Way, Chandler, AZ, 85285	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50900	TPA	Danile Lawrence	1978-07-10	—	8726698499	8162 Spring St, Plano, TX, 75004	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54735	TPA	Danielle R Clark	1984-08-14	—	—	8705 Palm Dr, Scottsdale, AZ, 85223	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-57169	TPA	James Myers	1980-04-20	UHC-80186-79	—	493 Market St, Miami, FL, 33185	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-54625	TPA	Sean Silva	1959-05-03	—	7673356525	7819 Church St, Chandler, AZ, 85221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59375	TPA	Emma Hayes	1947-11-22	—	—	7363 Cedar Ln, Charlotte, NC, 28215	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50133	TPA	Edward Wilson	2006-07-10	—	7217311026	8344 Bayshore Dr, Denver, CO, 80215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64190	TPA	Sharon Alvarado	1977-06-14	—	—	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57024	TPA	Brenda Harper	1940-05-15	—	9208532646	7291 Ocean Ave, Mesa, AZ, 85254	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50875	TPA	Richard Wright	1972-01-03	UHC-96272-72	8904503789	5994 Ridge Rd, Sacramento, CA, 95866	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52295	TPA	Robert Ross	1997-08-18	—	—	6404 Central Ave, Gilbert, AZ, 85224	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60131	TPA	Ralph Washington	1977-07-06	—	—	3498 Meadow Ln, Plano, TX, 75077	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57064	TPA	Jerry I Salazar	1990-01-10	—	—	6001 Ridge Rd, San Antonio, TX, 78219	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58523	TPA	Austin Cunningham	2005-12-11	—	—	4366 Forest Ave, Phoenix, AZ, 85002	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57287	TPA	Ahmed Black	1995-11-24	UHC-40100-10	5652872375	4516 Indian School Rd, Fresno, CA, 93720	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55253	TPA	Carol R Walker	1986-08-16	—	2052651534	384 Grand Ave, Orlando, FL, 32870	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50647	TPA	Marcus Mendez	1998-01-10	—	7578791239	878 Camelback Rd, Chandler, AZ, 85287	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-59192	TPA	Christopher Castro	2005-02-27	—	3014325148	1841 Maple Ave, Las Vegas, NV, 89108	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52165	TPA	Mark Hernandez	1962-02-06	—	5612488793	2686 Sunset Blvd, Charlotte, NC, 28281	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53468	TPA	Marilyn Hunt	2000-04-25	—	—	2638 Indian School Rd, Nashville, TN, 37286	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52312	TPA	Jeffrey Oliver	2008-06-11	UHC-68483-48	5979621331	5314 Camelback Rd, Mesa, AZ, 85264	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-57736	TPA	Nicholas Brooks	1982-04-20	—	—	9470 Bayshore Dr, Fresno, CA, 93760	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-59395	TPA	Cynthia Baker	1939-09-16	—	—	5643 Park Pl, Phoenix, AZ, 85044	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60269	TPA	Catherine Hart	1973-11-23	—	—	1502 Oak St, Gilbert, AZ, 85208	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53830	TPA	Brenda S Jimenez	1946-09-24	—	—	3317 Mountain View Dr, Atlanta, GA, 30315	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-54321	TPA	Bobby Ferguson	1954-07-24	—	8354778259	541 Hillcrest Rd, Orlando, FL, 32896	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57504	TPA	Austin Chavez	1997-11-14	—	—	2492 Spring St, Seattle, WA, 98110	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-60896	TPA	Jean Pena	1952-11-26	UHC-63144-44	—	2729 Market St, San Antonio, TX, 78227	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-55744	TPA	Anthony Lewis	1952-08-09	—	—	7328 Union St, Houston, TX, 77058	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58405	TPA	Sandra White	1941-03-24	—	2069152864	498 Main St, San Antonio, TX, 78253	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63567	TPA	Dick Ward	1973-04-10	—	—	6126 Baseline Rd, Tampa, FL, 33679	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51995	TPA	Mike Henry	1990-05-07	—	—	6130 Mountain View Dr, Tempe, AZ, 85297	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56549	TPA	Donald Gonzales	2006-10-09	—	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51086	TPA	Harold Soto	1999-02-06	—	—	5478 Elm St, Miami, FL, 33123	0.78	Street suffix standardised Address re-cased City re-cased State code upper-cased+1 more

7,767 rows, page 107 of 156Previous Next