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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53081	TPA	Judith Hamilton	1971-03-26	—	8609681024	3677 Washington St, Tempe, AZ, 85281	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62217	TPA	Roy Burns	1996-01-06	—	—	1170 Church St, Denver, CO, 80296	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51595	TPA	Sarah Alvarado	1963-04-16	—	2095581648	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-61501	TPA	Kayla Cole	2008-02-27	—	—	2740 Highland Ave, Nashville, TN, 37276	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62426	TPA	Sophia Rojas	1999-11-18	—	3467249967	4947 Mesa Dr, Nashville, TN, 37299	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62111	TPA	Karen Foler	1990-05-23	—	—	1888 Forest Ave, Tampa, FL, 33646	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55891	TPA	Nicholas Gibson	2005-05-25	UHC-22877-52	—	8407 Ocean Ave, Austin, TX, 78718	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-50840	TPA	Carl Young	1960-02-05	—	8897555220	6285 Valley View Dr, San Diego, CA, 92115	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51356	TPA	Amanda Fox	1992-11-01	—	8467912571	324 Highland Ave, Eden Prairie, MN, 55332	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60813	TPA	Kenneth Reynolds	1947-05-04	—	—	1528 Jefferson Ave, Gilbert, AZ, 85211	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-56719	TPA	Teresa Alvarado	1974-07-25	—	3156699436	5002 Union St, Eden Prairie, MN, 55339	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60471	TPA	Evelyn Hansen	1971-05-08	—	—	3438 Lake View Rd, Las Vegas, NV, 89115	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61558	TPA	Jessica Pierce	1960-03-20	—	—	1226 Jefferson Ave, Los Angeles, CA, 90020	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51530	TPA	Gary Richardson	1954-08-03	—	—	5154 Mountain View Dr, Eden Prairie, MN, 55336	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53266	TPA	Lawrence Li	1995-04-25	—	7785338097	2804 Cedar Ln, Phoenix, AZ, 85024	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62029	TPA	Carlos Lane	2005-05-06	—	—	8291 Desert Sky Blvd, Nashville, TN, 37244	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53530	TPA	Carolyn W Kelley	1991-02-21	—	8787864914	3821 Market St, Tucson, AZ, 85715	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-64436	TPA	Jacob Wagner	1987-08-08	—	—	6552 Cedar Ln, Denver, CO, 80239	0.76	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
TPA-52484	TPA	Mason Morales	1942-02-27	—	—	9675 Indian School Rd, Tempe, AZ, 85270	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
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-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-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-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-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-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-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-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-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-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-60619	TPA	Sharon Richards	1951-01-26	—	8032546192	3206 Valley View Dr, Houston, TX, 77067	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+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-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

5,750 rows, page 54 of 115Previous Next