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-26349	PRV	Megan Medina	1944-10-12	—	3529675550	3116 Hillcrest Rd, Jacksonville, FL, 32245	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24762	PRV	Thomas A Raymond	—	UHC-02723-41	8274614635	7605 Harbor Blvd, Phoenix, AZ, 85007	0.78	Date of birth missing Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-23775	PRV	Juudy Stevens	1962-08-11	UHC-82487-20	4019688917	3652 Palm Dr, Los Angeles, CA, 90041	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25744	PRV	Valentina King	2007-06-23	—	8446694586	5606 Grand Ave, Columbus, OH, 43291	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25698	PRV	Angela Gilbert	1953-10-11	UHC-84008-87	—	—	0.78	Name re-cased Two-digit birth year Plan code upper-cased Whitespace trimmed+1 more
PRV-21665	PRV	Dan Herrera	1975-02-05	—	—	1962 Church St, Plano, TX, 75096	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20091	PRV	Kenneth Rivera	1965-01-14	—	2203600906	6922 Park Pl, Fresno, CA, 93706	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-24899	PRV	Martha Flores	1956-10-16	UHC-46994-53	7377016721	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-24898	PRV	Martha Flores	1956-10-16	UHC-46994-53	7377016721	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-25260	PRV	Grace S Romero	1978-08-24	—	6328209186	6656 Lincoln Way, Nashville, TN, 37237	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27034	PRV	Kevvin Fowler	1963-10-01	UHC-05853-80	8745722321	5151 Valley View Dr, Chandler, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-26825	PRV	Raymond Collins	1971-03-26	UHC-04176-72	—	6254 Forest Ave, Seattle, WA, 98140	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28620	PRV	Michelle Lyynch	1944-05-17	—	8346145726	7066 Central Ave, Jacksonville, FL, 32227	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25620	PRV	Carl Marshall	1963-07-22	UHC-27566-03	6894527111	1078 Forest Ave, Gilbert, AZ	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
PRV-20164	PRV	Anthony Riley	1961-09-02	—	3408448924	4452 Harbor Blvd, San Diego, CA, 92151	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
PRV-23074	PRV	Albert Q Delgado	1951-04-25	UHC-21429-15	8015219221	1506 Broadway, San Diego, CA	0.78	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-22547	PRV	Arthur K Lucas	1982-09-11	—	—	2547 Ocean Ave, Nashville, TN, 37228	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26672	PRV	Arthur Ryan	1964-06-17	—	6007025020	2777 Oak St, Tampa, FL, 33672	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-25216	PRV	Theresa Mejia	1950-03-10	—	5379148304	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29021	PRV	Ana E King	1983-04-14	UHC-25436-16	3803949632	5915 Park Pl, Orlando, FL, 32850	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-26230	PRV	Thomas Wang	1959-12-08	UHC-80935-49	8855269941	2879 Hillcrest Rd, San Antonio, TX, 78296	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28014	PRV	Austin R Medina	1954-03-06	UHC-50918-06	8027098372	4470 Main St Apt 26, Fresno, CA, 93780	0.78	Phone reformatted Member ID reformatted Unit split from street Whitespace trimmed+1 more
PRV-29468	PRV	Jeff J Edwards	1993-02-09	—	9718937258	4979 Bayshore Dr, Plano, TX, 75032	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26526	PRV	Raymond Wong	1994-04-14	—	8573971127	6869 Union St, Los Angeles, CA, 90038	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21160	PRV	Ahmed Robertson	1994-02-11	UHC-07829-56	2277087311	986 Broadway, Plano, TX	0.78	Phone reformatted Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-24556	PRV	Randy K Soto	1969-03-03	—	7264909914	368 Ridge Rd, Tucson, AZ, 85782	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21352	PRV	Olivia F Mendoza	1950-08-20	—	3092677353	5633 Willow Ct, Mesa, AZ, 85279	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27497	PRV	Kayla Turner	2001-02-19	—	3098253639	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21951	PRV	Andrea Foster	2002-05-24	UHC-45296-24	—	3205 Union St, Tucson, AZ, 85789	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-21667	PRV	Daniel Herrera	1975-02-05	—	5087202685	8261 Broadway, Gilbert, AZ, 85219	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27930	PRV	Catherine Wheeler	1952-10-07	UHC-48380-89	8033194021	3516 Harbor Blvd, Tampa, FL, 33696	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27188	PRV	Raymond Yeng	1964-05-20	UHC-67004-66	8595448822	6038 Market St, San Antonio, TX, 78289	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21425	PRV	Gabriel Owens	1992-12-11	—	3666654353	5073 Desert Sky Blvd, Houston, TX, 77041	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21349	PRV	Natalie Adams	1980-11-12	UHC-15911-63	—	6511 Pine Dr, San Diego, CA, 92159	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22819	PRV	Donald E Fox	1994-09-09	UHC-76516-01	—	3402 Pine Dr, Tampa, FL, 33694	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28298	PRV	Marcus Q Harvey	1952-12-13	—	—	2799 Bayshore Dr, Charlotte, NC, 28212	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28791	PRV	Jacob X Snyder	1959-08-04	—	5203400319	3879 Lake View Rd, Charlotte, NC, 28276	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-25678	PRV	Samuel Salazar	1980-09-13	—	—	8284 Harbor Blvd, Sacramento, CA, 95851	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24334	PRV	Megan A Morrison	1981-12-16	UHC-40939-67	8317493170	5736 Cedar Ln, Tampa, FL, 33645	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25212	PRV	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23675	PRV	Steven Z Schmidt	1986-09-25	UHC-10816-62	6286739037	5175 Market St, Las Vegas, NV, 89123	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26584	PRV	Omar Arnold	1976-04-22	UHC-09544-10	2604801165	1974 Baseline Rd, Jacksonville, FL, 32254	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21472	PRV	Alan Rios	2002-11-20	UHC-32796-59	3025516496	9075 Desert Sky Blvd, Minneapolis, MN, 55480	0.78	Date of birth reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-25841	PRV	Olivia Arnold	1940-05-23	—	8006046003	824 Forest Ave, Plano, TX, 75049	0.78	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22926	PRV	Sarah Campbell	1945-02-09	UHC-65576-41	—	671 Canyon Rd, Charlotte, NC, 28223	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-26060	PRV	Mason Sanchez	1953-01-04	—	—	1884 Forest Ave, San Antonio, TX, 78278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21020	PRV	Kenneth Gomez	1985-03-06	UHC-06126-03	9314943332	6290 Hillcrest Rd, Gilbert, AZ, 85261	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24664	PRV	Eric Bell	1943-10-03	—	7349738013	6105 Bayshore Dr, Denver, CO, 80258	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24665	PRV	Eric Bell	1943-10-03	—	7349738013	6105 Bayshore Dr, Denver, CO, 80258	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-20928	PRV	Linda Spencer	1966-09-16	—	3328480395	6260 Ridge Rd, Tucson, AZ, 85787	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,467 rows, page 71 of 110Previous Next