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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24185	PRV	Douglas Mendez	1959-08-10	UHC-84771-78	3438859555	630 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-23237	PRV	Mei Ellis	1938-06-27	UHC-77487-48	—	1321 Ridge Rd, San Antonio, TX, 78276	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27458	PRV	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26540	PRV	Kelly Ray	1972-10-16	UHC-34652-06	6414038096	9554 Sage Ct, Los Angeles, CA, 90009	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25845	PRV	Richard E Lwason	1976-05-25	UHC-60156-03	3754435819	9040 Ridge Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20947	PRV	Justin I Palmer	1950-09-24	—	8417209064	7502 Pine Dr, Phoenix, AZ, 85043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22137	PRV	Amy Matthews	1977-12-25	—	7395686519	4188 Hillcrest Rd, Mesa, AZ, 85259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23198	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23197	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29344	PRV	Michael Garrett	2003-11-10	UHC-15377-59	4196827958	63 Harbor Blvd Apt 8, Scottsdale, AZ, 85285	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22260	PRV	Tyler Ellis	1964-06-11	—	8316687261	9799 Maple Ave # 918, Las Vegas, NV, 89140	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28552	PRV	Bruce Q Wilson	2007-09-09	UHC-69395-77	7449154205	2098 Baseline Rd, Tampa, FL, 33668	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-25205	PRV	Andrew Lawson	1940-01-10	—	3407428230	8968 Willow Ct # 183, Orlando, FL, 32895	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22092	PRV	Stephen Parker	1996-08-10	UHC-23565-74	—	272 Church St, Tucson, AZ, 85744	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-29513	PRV	Jeremy H Stevens	1952-01-07	UHC-47173-61	4222332187	473 Market St, Plano, TX, 75072	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28618	PRV	Donna Cook	1944-02-16	—	2563339851	599 Washington St Apt 33, Fresno, CA, 93712	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-26916	PRV	Ashley Hnry	1965-12-15	—	3019232575	8367 Church St, Atlanta, GA, 30347	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21522	PRV	Dylan I Hill	1962-01-21	—	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23385	PRV	Melissa Stephens	2005-04-03	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
PRV-29090	PRV	AlexisJunk	1990-12-15	—	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20334	PRV	Kenneth N Parker	2001-02-16	UHC-71358-38	—	6628 Baseline Rd, Charlotte, NC, 28215	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-29233	PRV	Wayne Rios	1985-10-01	—	5787018798	4228 Market St, San Antonio, TX, 78253	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21086	PRV	Gerald B Harris	2001-11-10	UHC-76132-83	—	2875 Mountain View Dr, Dallas, TX, 75275	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-29163	PRV	Jacob C Guerrero	1973-09-21	—	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22003	PRV	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22123	PRV	David H Weaver	1967-12-12	UHC-28824-31	5152145224	6824 Elm St Apt 32, Orlando, FL, 32867	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20185	PRV	Nicholas Lawson	1958-01-19	UHC-16478-62	5518029643	1395 Hillcrest Rd # 258, Atlanta, GA, 30321	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23719	PRV	Marcus Burke	2008-04-17	UHC-79080-92	8573819812	4628 River Rd, San Antonio, TX, 78278	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25955	PRV	Laura H Cooper	2007-11-04	—	3596564023	1831 Willow Ct Apt 19, San Diego, CA, 92106	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29338	PRV	Ann Perez	1993-08-11	—	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-27195	PRV	Ralph A Ruiz	1950-05-14	—	8179605979	5738 Valley View Dr, Mesa, AZ, 85298	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22566	PRV	Mariana Morrison	—	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ, 85261	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-26066	PRV	Jerry X Martin	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21769	PRV	Kathleen Daneils	1939-03-11	UHC-48830-22	7426086699	5667 Lake View Rd, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23170	PRV	Robert V Murray	1960-04-28	UHC-06624-68	2265750560	8849 Mesa Dr, Tampa, FL, 33680	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-20562	PRV	Jacqueline Simpson	1951-06-01	UHC-21238-96	—	1304 Mountain View Dr, Gilbert, AZ, 85294	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-22019	PRV	Cynthia Flores	1953-03-20	—	2857015766	7392 Pine Dr, Minneapolis, MN, 55481	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22883	PRV	Ryan Contreras	2005-06-09	UHC-89560-36	2107228461	3154 Elm St, Seattle, WA, 98117	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-25999	PRV	Emma H Pena	2006-12-15	UHC-89588-48	2135477737	1716 Sunset Blvd, Austin, TX, 78701	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26547	PRV	Jeramy X Pena	1952-07-10	—	5283734031	2723 Indian School Rd, Orlando, FL, 32847	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
PRV-26040	PRV	Donna Greene	—	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-26156	PRV	Diego Matthews	1938-12-01	UHC-11271-69	5157312831	4858 Mountain View Dr, Tucson, AZ, 85708	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-21353	PRV	Kathleen O Obren	1988-02-05	—	4366344511	9351 Elm St, Los Angeles, CA, 90075	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24782	PRV	Danielle King	1982-05-23	—	6984437672	6050 Park Pl, Fresno, CA, 93707	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21986	PRV	Janice K Alexander	2008-05-23	UHC-43589-03	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26982	PRV	Ashley Wong	1981-05-08	UHC-65191-42	4245107653	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27269	PRV	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21377	PRV	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 442, Denver, CO, 80294	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27228	PRV	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr Apt 27, Austin, TX, 78768	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-25984	PRV	Maria Gonzales	1966-05-05	UHC-94421-13	9815902792	8457 Cedar Ln # 938, Tempe, AZ, 85287	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

5,467 rows, page 23 of 110Previous Next