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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54919	TPA	Roy Olsson	1956-12-13	—	—	6965 Indian School Rd, Houston, TX, 77029	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-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-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-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-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-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-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-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-56181	TPA	Mariana G Dixon	—	UHC-58745-51	6062608105	9177 Main St, Scottsdale, AZ, 85289	0.78	Date of birth reformatted Date of birth unreadable Phone reformatted City 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
TPA-59663	TPA	Gary Hill	1955-03-23	—	—	1930 Apache Blvd, Seattle, WA, 98148	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
TPA-52942	TPA	Debra Maldonado	1973-10-14	—	—	1488 Union St, Austin, TX, 78724	0.78	Name re-cased City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-61432	TPA	Scott Hawkins	2008-06-10	—	—	8995 Pine Dr, Tempe, AZ, 85250	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-62357	TPA	Danielle W Jones	1991-08-18	—	—	9088 Baseline Rd, Chandler, AZ, 85292	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-64361	TPA	Russell Jacobs	1986-02-10	—	—	3278 Spring St, Denver, CO, 80225	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-60886	TPA	Alna Dminguez	1990-07-24	UHC-26620-07	2643157691	690 Valley View Dr, Houston, TX, 77006	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-52765	TPA	Ashley C Kim	1975-12-28	—	8426090029	4485 Forest Ave, Tempe, AZ, 85263	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-53402	TPA	Betty Boyd	2001-09-14	—	—	1692 Sage Ct, Mesa, AZ, 85280	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57610	TPA	Ktherine Mason	1991-06-25	—	—	2654 Canyon Rd, Nashville, TN, 37273	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55383	TPA	Jacqueline V Jones	1955-05-13	UHC-92030-89	4156409037	1278 Lake View Rd, Denver, CO, 80286	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
TPA-58993	TPA	Janet Morales	1992-01-17	—	—	1780 Spring St, Chandler, AZ, 85240	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59874	TPA	Bobby Wilson	1980-12-08	UHC-65025-01	—	2048 Lake View Rd, San Antonio, TX	0.78	Date of birth reformatted City re-cased ZIP missing Whitespace trimmed+1 more
TPA-51852	TPA	Russeell Warren	1989-02-01	—	—	1252 Market St, Gilbert, AZ, 85265	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-61537	TPA	Joseph Hayes	1968-08-14	—	—	4112 Hillcrest Rd, San Antonio, TX, 78218	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-57949	TPA	Jordan Mitchell	1970-03-02	—	—	9358 Jefferson Ave, Denver, CO, 80204	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-52919	TPA	William P Howard	1946-05-27	—	—	9694 Bayshore Dr, Nashville, TN, 37277	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-55676	TPA	Anna Torres	2005-04-23	UHC-62997-94	—	5265 Canyon Rd, Charlotte, NC, 28216	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54874	TPA	Vincent Larson	1988-05-15	UHC-73026-62	—	2120 Church St, Dallas, TX, 75240	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-56950	TPA	Bryan Ramos	1942-01-24	—	—	9069 Ridge Rd, Gilbert, AZ, 85216	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63207	TPA	Barrbara Peters	1951-04-10	—	6223928410	4436 Maple Ave, Tampa, FL	0.78	City re-cased ZIP missing Email lower-cased Whitespace trimmed+1 more
TPA-54167	TPA	Mason M Kelley	1942-11-17	—	—	7144 Bayshore Dr, Miami, FL, 33198	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54531	TPA	Edward O Peterson	1969-01-12	UHC-42460-12	9752701716	4454 Harbor Blvd, Houston, TX, 77072	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-54979	TPA	Brittany M Wilson	1979-01-02	—	—	891 Union St, San Diego, CA, 92132	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-52769	TPA	Larry K Hall	1976-01-12	—	—	2039 Maple Ave, Tucson, AZ, 85739	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-50573	TPA	Adam Sanders	1998-12-16	—	—	8671 Valley View Dr, Fresno, CA, 93713	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62785	TPA	Victoria Castro	2006-07-13	—	3675660290	2915 Central Ave, Tucson, AZ, 85797	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-56933	TPA	Jeremy Duncan	1969-05-17	—	—	6026 Main St, Fresno, CA, 93731	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-55104	TPA	Gabriel Nguyen	1949-04-25	UHC-08946-13	—	5009 Jefferson Ave, Chandler, AZ, 85212	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-51290	TPA	Arjun Turner	1984-09-08	—	7696717981	8735 Valley View Dr, Phoenix, AZ, 85067	0.78	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+1 more

2,455 rows, page 31 of 50Previous Next