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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28489	PRV	Aisha W Hudson	1969-07-28	—	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23739	PRV	Dorothy Bishop	1975-12-12	—	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25921	PRV	Emma X Meyer	1950-04-22	UHC-01738-01	6689947215	4057 Main St, Tampa, FL, 33669	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21487	PRV	Carl Davis	1987-07-12	UHC-93283-17	5098810468	4425 Union St, Scottsdale, AZ, 85254	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23809	PRV	Ronald Daniels	1943-03-18	UHC-95529-06	6304574545	2498 Oak St, Plano, TX, 75033	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27154	PRV	Katherine Cox	2008-07-13	—	4399238866	4094 Washington St, Denver, CO, 80226	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-28286	PRV	Jason R Morgan	2006-04-10	UHC-31457-91	5042718566	2752 Hillcrest Rd, Tampa, FL, 33699	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21830	PRV	Andrea Sanchez	1951-01-03	UHC-98290-98	3128975630	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24121	PRV	Evelyn N Anderson	2001-02-11	—	3626162639	1535 Ocean Ave, Fresno, CA, 93714	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
PRV-23697	PRV	Diana Brown	1961-08-05	UHC-44223-69	6417758041	4932 Oak St, Miami, FL, 33133	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25674	PRV	Pat I Howard	—	UHC-28807-93	9308686400	7671 Sunset Blvd, Minneapolis, MN, 55499	0.78	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+1 more
PRV-27436	PRV	Diane S Moore	1940-11-02	UHC-33475-05	4906470638	3407 Desert Sky Blvd, Chandler, AZ, 85296	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20766	PRV	Sean V Stevens	1989-01-21	—	9728432516	7458 Grand Ave, Chandler, AZ, 85227	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21851	PRV	Sophia I Wells	1943-05-10	—	9594122567	7097 Park Pl, San Diego, CA, 92147	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27248	PRV	Helen G Weclh	1953-04-03	—	8955709808	2008 Jefferson Ave, Tucson, AZ, 85766	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
PRV-26686	PRV	Sarah McDonald	1956-05-05	—	7045518382	6759 River Rd, Miami, FL, 33162	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28282	PRV	Charles Scott	2006-03-13	UHC-81562-74	8376243308	5859 Palm Dr, San Antonio, TX, 78275	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-20889	PRV	Andrea Jimenez	1972-03-10	—	5235113994	6052 Jefferson Ave, Seattle, WA, 98131	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27690	PRV	Pat Hansen	1975-05-16	—	9285770943	1164 Broadway Apt 1, Denver, CO, 80225	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-23101	PRV	Ashley Hayes	1970-03-20	—	4842802916	2850 Valley View Dr, Chandler, AZ	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-21063	PRV	Cheryl Colilns	1973-08-10	—	9049643456	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-20986	PRV	Camila Olson	1938-06-17	—	7345417864	5990 Camelback Rd, Denver, CO, 80272	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
PRV-20526	PRV	Denise Mendoza	1989-02-12	UHC-54373-74	2277668269	5546 Sunset Blvd, Houston, TX, 77094	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25186	PRV	Carolyn Luna	1999-11-27	UHC-24535-03	4286699356	9464 Maple Ave, San Antonio, TX, 78248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23861	PRV	Cynthia Ray	1944-07-28	—	9855465699	2807 Lake View Rd, Houston, TX	0.78	Name re-cased Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-24861	PRV	Jeremy Bishop	1971-03-21	UHC-33995-12	3968042203	7906 Lake View Rd, Minneapolis, MN, 55450	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29454	PRV	Carl Johnston	2000-10-17	—	4297644549	8398 Desert Sky Blvd, Minneapolis, MN, 55473	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26287	PRV	Gerald Hansen	1948-09-21	UHC-73980-75	6723413545	4824 Maple Ave, Denver, CO, 80266	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25039	PRV	Dan Jimenez	1959-01-18	UHC-38087-84	2503385724	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-28983	PRV	Sarah Evans	2005-06-24	—	7863518033	834 Cedar Ln, Eden Prairie, MN, 55356	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28420	PRV	Christina Dunn	1942-03-01	—	6476114354	6848 Market St, Atlanta, GA, 30334	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22295	PRV	Samantha Smith	1958-06-16	—	6027286461	1097 Spring St, Los Angeles, CA, 90067	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27913	PRV	Gary P Hicks	1953-03-01	—	4612153672	3882 Jefferson Ave, Chandler, AZ, 85230	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20352	PRV	Gregory Salazar	1967-09-26	—	6639038016	7702 Apache Blvd, Seattle, WA, 98131	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25686	PRV	Judy Hoffmaan	1949-11-07	—	8239770775	9408 Valley View Dr, Phoenix, AZ, 85016	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-29169	PRV	Elizabeht Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24834	PRV	Jerry Watkins	1957-07-07	—	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26423	PRV	Kahtleen C Tran	1975-04-20	UHC-59783-86	3623599237	4373 Central Ave, Miami, FL, 33166	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24881	PRV	Judith Owens	1954-02-15	—	6107756168	1095 Willow Ct, Las Vegas, NV, 89164	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21786	PRV	Luis I Porter	2006-06-17	—	6658578571	2013 Lake View Rd, Jacksonville, FL, 32286	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24721	PRV	Nathan Campbell	1958-01-12	UHC-46707-26	8123458389	6555 Palm Dr, Charlotte, NC, 28231	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21545	PRV	Adam Spencer	1959-01-01	—	2167382345	8509 Mesa Dr, Columbus, OH, 43280	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23427	PRV	Donald O Lynch	1999-02-27	—	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22604	PRV	Eugene C Arnold	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr, Gilbert, AZ, 85204	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28336	PRV	Russell Ford	1949-11-02	—	2576840382	5170 Apache Blvd, Jacksonville, FL, 32220	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22784	PRV	Elizabeth F Greene	1950-01-08	—	2412458741	4344 Central Ave, Atlanta, GA, 30336	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22672	PRV	Omar J Carter	1940-09-08	—	8698924762	6152 Camelback Rd, Seattle, WA, 98188	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25254	PRV	Brenda Castro	1960-04-01	UHC-25301-78	3042731898	4199 Spring St, Glendale, AZ, 85353	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26383	PRV	Ahmde Alexander	1989-05-22	—	6583100140	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-21553	PRV	Roy Jordan	2002-06-11	—	3167770903	3977 Main St, Miami, FL, 33122	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,906 rows, page 67 of 119Previous Next