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

Enrollment, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140197	ENR	Angela M Brown	1946-05-27	UHC-61297-62	—	5531 Grand Ave, Glendale, AZ, 85321	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121878	ENR	Janice Estraa	1967-04-10	UHC-14238-55	7515384914	3657 Mountain View Dr, Jacksonville, FL, 32224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140251	ENR	Karen I Bisohp	1996-06-05	UHC-78276-89	9389182720	4628 River Rd, Miami, FL, 33156	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116094	ENR	Madison V Jensen	1962-02-08	UHC-49654-88	8215380683	7937 Valley View Dr, Denver, CO, 80272	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138152	ENR	Walter Gomez	1946-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100331	ENR	Lori S Mendoza	1973-05-08	UHC-66986-50	6517234862	9073 Indian School Rd, Gilbert, AZ, 85235	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132962	ENR	Julia Hudson	1988-05-01	UHC-12835-65	6466363851	3484 Maple Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106866	ENR	Paul Fernandez	1989-03-22	UHC-24250-94	5273117113	3114 Broadway, Scottsdale, AZ, 85204	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-118631	ENR	Joyce I Harvey	1994-03-07	UHC-19081-25	3659345400	9892 Mesa Dr, Plano, TX, 75034	0.64	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-123192	ENR	Frank Santos	1972-10-25	UHC-87051-08	9422313149	1611 Meadow Ln, Glendale, AZ, 85345	0.64	Date of birth reformatted City re-cased State name converted to code Email lower-cased+2 more
ENR-130478	ENR	Mark K Elliott	1981-08-23	UHC-53509-99	2728556363	7325 Harbor Blvd, Minneapolis, MN, 55470	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114979	ENR	Christina I Guzman	2000-07-27	UHC-18324-39	3049036070	3359 Cedar Ln, Scottsdale, AZ, 85253	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101505	ENR	Anna P Lawrence	1983-12-17	UHC-95417-06	3016564880	5430 River Rd, Austin, TX, 78734	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116636	ENR	Sharon Jordan	1940-10-09	UHC-95905-11	4188870161	9743 Ridge Rd, Jacksonville, FL, 32207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115808	ENR	Carolyn Grant	1946-04-20	UHC-15051-83	6406384885	2730 Maple Ave, Tempe, AZ, 85259	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100263	ENR	Laura Y Collins	2005-01-11	UHC-99538-22	3023994266	5094 Camelback Rd, Tucson, AZ, 85710	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136580	ENR	Will Patterson	1953-03-02	UHC-87036-79	6245199885	9271 Oak St, Tempe, AZ, 85291	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102492	ENR	Glora Q Meyer	1988-01-23	UHC-25460-17	5222390186	8279 Willow Ct, Dallas, TX, 75212	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-108775	ENR	Jonathhan O Owans	1939-02-17	UHC-76046-66	4896897781	4236 Hillcrest Rd, Las Vegas, NV, 89147	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-118091	ENR	Rogger Stewart	1968-02-21	UHC-97026-67	9217988735	6205 Sage Ct Apt 22, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-123842	ENR	Walter B Guzman	1980-07-20	UHC-84623-41	9268843798	9478 Washington St, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115217	ENR	Steven Ray	1978-07-26	UHC-45059-06	8342654357	4497 Forest Ave, Gilbert, AZ, 85255	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-143062	ENR	Albert F Perry	2007-01-07	UHC-04979-01	4066071744	80 Jefferson Ave, Chandler, AZ, 85236	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130498	ENR	Omar Ortiz	1956-02-23	UHC-62827-27	3804356776	2029 Ridge Rd, Nashville, TN, 37239	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-137715	ENR	Priya L Phillips	1984-06-03	UHC-39705-39	4853134742	1868 Hillcrest Rd, Miami, FL, 33156	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-134569	ENR	Lucia T Olson	—	UHC-29957-26	8966968406	4774 Apache Blvd, Los Angeles, CA, 90013	0.64	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
ENR-100776	ENR	Jesse Kim	1967-01-14	UHC-45304-40	3357488814	3377 Market St, Fresno, CA, 93709	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128598	ENR	Olivia Powell	1960-07-13	UHC-19972-86	4816125549	3983 Bayshore Dr, Columbus, OH, 43273	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137562	ENR	Washinngton B Martha	2001-09-04	UHC-25585-33	7369486454	8987 Grand Ave, Denver, CO, 80200	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-110681	ENR	Nicole Q Kim	2005-10-04	UHC-81297-86	7358381612	6904 Mountain View Dr, Las Vegas, NV, 89150	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132694	ENR	Alan Mendez	1999-04-23	UHC-09937-27	2705100280	9237 Lincoln Way, Las Vegas, NV, 89135	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136971	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH, 43204	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132187	ENR	Bradley Russell	1976-02-07	UHC-39128-68	5219562117	3277 Bayshore Dr, Sacramento, CA, 95833	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126845	ENR	Harold Lynch	1981-08-26	UHC-33352-64	6777597482	7608 Desert Sky Blvd, Tucson, AZ, 85735	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124083	ENR	Arjun Y Cook	1976-04-22	UHC-87493-59	8304068451	1438 Church St, Seattle, WA, 98101	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111960	ENR	Doris Ford	1958-08-03	UHC-09446-73	2744938096	4869 Meadow Ln, Mesa, AZ, 85259	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-141947	ENR	Randy A Foster	2000-01-18	UHC-46657-20	3544723810	8906 Palm Dr, Denver, CO, 80215	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113312	ENR	James B Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd, Denver, CO, 80254	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117177	ENR	Linda Gordon	1974-05-07	UHC-71410-38	8497318412	4793 Sunset Blvd # 147, Houston, TX, 77044	0.64	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-135830	ENR	Janice Moore	1982-07-13	UHC-20558-92	—	7643 Union St, Houston, TX, 77017	0.64	Name re-cased Two-digit birth year State name converted to code Email lower-cased+2 more
ENR-119288	ENR	Jacob Watkins	1948-01-23	UHC-84596-80	9825231742	1221 Church St, Fresno, CA, 93719	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123961	ENR	Carolyn Daniels	2004-07-04	UHC-66809-89	5154986964	2466 Meadow Ln, Atlanta, GA, 30367	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129008	ENR	Mary Z Brown	1948-09-27	UHC-11560-96	6869193294	4845 Main St, Nashville, TN, 37258	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101034	ENR	Judith A Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd, Las Vegas, NV, 89145	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130336	ENR	Megan Lawrence	1963-11-26	UHC-76908-83	4617311412	5603 Baseline Rd, Phoenix, AZ, 85001	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100886	ENR	Shirley Woods	1959-10-18	UHC-25499-05	—	9434 Washington St, Eden Prairie, MN, 55379	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102781	ENR	Arthur P Reynolds	1984-05-13	UHC-92206-60	4596068217	9016 Elm St, Tampa, FL, 33696	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122751	ENR	Janet Hunter	2000-02-08	UHC-72010-34	5939942076	5074 Spring St, Chandler, AZ, 85275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136651	ENR	Laura N Wagner	1965-11-27	UHC-30017-27	—	7724 Lincoln Way # 851, Charlotte, NC, 28246	0.64	Name re-cased Unit split from street City re-cased State name converted to code+2 more
ENR-127741	ENR	Richard Lawrence	1950-10-16	UHC-94560-14	—	6026 Church St, Gilbert, AZ, 85225	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more

4,296 rows, page 46 of 86Previous Next