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 “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
ENR-117584	ENR	Michelle T Lee	1954-10-11	UHC-92235-70	2072131280	5375 Hillcrest Rd, San Antonio, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124630	ENR	Jasno N Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd # 141, Columbus, OH, 43282	0.52	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129459	ENR	Marcus Ward	2004-03-13	UHC-17912-68	7955419368	6546 Jefferson Ave, Charlotte, NC, 28231	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-129370	ENR	Sarah U Kelley	1946-09-03	UHC-44030-41	7053860570	9831 Mountain View Dr Apt 13, Orlando, FL, 32802	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101508	ENR	Karan Baker	1951-06-10	UHC-03116-01	4784193990	3263 Hillcrest Rd, Jacksonville, FL, 32238	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101509	ENR	Karan Baker	1951-06-10	UHC-03116-01	4784193990	3263 Hillcrest Rd, Jacksonville, FL, 32238	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107362	ENR	Eugene Jimenez	1984-02-04	UHC-93297-60	9254385844	1999 Willow Ct, Eden Prairie, MN, 55397	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109237	ENR	Reed Kelly	1981-06-21	UHC-12779-47	3486418768	640 Washington St, Phoenix, AZ, 85050	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140067	ENR	Raymond A Meyer	1983-01-04	UHC-99901-92	3335114863	5905 Mountain View Dr, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119950	ENR	Aaron F Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114895	ENR	Michelle Hernandez	1989-02-27	UHC-91392-48	3247764936	7088 Mesa Dr, Glendale, AZ, 85307	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127173	ENR	Emma S Griffin	1961-04-16	UHC-91839-84	9888686331	6820 Hillcrest Rd, Los Angeles, CA, 90022	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-119193	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	8090 Lake View Rd, Chandler, AZ, 85278	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136558	ENR	Maria Cole	1946-12-12	UHC-57827-95	6113525955	7219 Apache Blvd, Phoenix, AZ, 85014	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-142963	ENR	Adam M Delgado	1971-09-05	UHC-51736-88	8003563708	3565 Grand Ave, Houston, TX, 77003	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109801	ENR	Tyler C Fernandez	1978-08-14	UHC-64576-92	6672376826	4638 Mountain View Dr, Los Angeles, CA, 90025	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124385	ENR	Brandon Gibson	—	UHC-73891-30	9418385882	3199 Desert Sky Blvd, Houston, TX, 77023	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117155	ENR	Michelle G Jimenez	1944-09-20	UHC-07901-84	2467090634	148 Forest Ave, Atlanta, GA, 30385	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125798	ENR	Alice Carter	1963-12-03	UHC-42043-27	6529860076	5321 Ocean Ave, Sacramento, CA, 95804	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110261	ENR	Henry Yang	1979-06-01	UHC-51973-52	7017275417	6477 Valley View Dr, Scottsdale, AZ, 85277	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-124488	ENR	Virginia Cooper	1942-04-16	UHC-28150-15	4854742524	3201 Mesa Dr, Gilbert, AZ, 85253	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132912	ENR	Emma Jackson	1905-11-25	UHC-14402-88	6897179127	1433 Jefferson Ave, Nashville, TN, 37238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131355	ENR	Roger Fox	1990-07-18	UHC-96985-70	6404148100	5466 Maple Ave, Tampa, FL, 33680	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-108034	ENR	Judith H Rivara	1954-09-08	UHC-82345-54	7208860022	7771 Lake View Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111579	ENR	Bryan S Smith	2003-10-02	UHC-11693-40	7415637435	8664 Ridge Rd, Nashville, TN, 37207	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130950	ENR	Bobby Luna	1980-04-14	UHC-58068-44	9664425131	6309 Jefferson Ave, Miami, FL, 33162	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-118853	ENR	Angela E Woods	1977-08-26	UHC-24555-87	7374163663	3702 Central Ave, Los Angeles, CA, 90047	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115281	ENR	Alexis M Hunt	1978-10-09	UHC-21311-85	3026347580	6601 Maple Ave, Tempe, AZ, 85245	0.52	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-130331	ENR	Frances A Wong	1997-11-20	UHC-71214-60	7178921720	6245 Broadway, Denver, CO, 80235	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-132268	ENR	Hannah Cooper	1945-03-20	UHC-05330-12	8547649675	6186 Ocean Ave, Denver, CO, 80205	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137394	ENR	Sarrah Obrien	1979-03-22	UHC-18352-69	2833381593	5148 Maple Ave, Minneapolis, MN, 55474	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-135346	ENR	Nicholas Diaz	2004-04-09	UHC-37468-77	2239982353	9304 Elm St # 560, Seattle, WA, 98139	0.52	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-104473	ENR	Kathelen Baker	1943-04-12	UHC-40436-49	7135346339	9748 Washington St, Atlanta, GA, 30329	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140613	ENR	Raymond Q Alvarado	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-104662	ENR	Kelly SJunk	2002-11-22	UHC-86692-91	8183498188	2310 Highland Ave, Columbus, OH, 43286	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126556	ENR	Donald B Vzquez	1967-07-25	UHC-46967-70	8135808579	3799 Indian School Rd, Miami, FL, 33155	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114595	ENR	Ethan Wood	2008-02-15	UHC-34077-39	5013258690	3802 Indian School Rd, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-106054	ENR	Stephanie Reed	1994-02-26	UHC-72165-55	8794793904	7279 Bayshore Dr, Seattle, WA, 98103	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121655	ENR	Andrew W Cooper	1983-06-12	—	8329935777	805 Desert Sky Blvd, Charlotte, NC, 28211	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114134	ENR	Lawrence P Romero	1947-12-28	UHC-11868-35	3973857667	4907 Apache Blvd # 703, Eden Prairie, MN, 55395	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118323	ENR	Judith Foster	—	UHC-34522-45	5396566661	6667 Elm St # 433, Dallas, TX, 75243	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125304	ENR	Zachary Payne	1948-03-24	UHC-70686-74	9853600044	4827 Baseline Rd, Eden Prairie, MN, 55398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121279	ENR	Yuki D Jones	1987-04-24	UHC-69070-02	5826373080	2363 Maple Ave # 476, Jacksonville, FL, 32260	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-135514	ENR	Sofia U Andrews	1996-02-17	UHC-65628-97	6905613448	377 Spring St, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-106593	ENR	Carl V Dean	1972-03-28	UHC-87857-89	5768443760	9585 Oak St # 839, Tampa, FL, 33642	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116838	ENR	Lisa Hayes	1985-07-09	UHC-46841-84	4594449792	33 Grand Ave, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123648	ENR	Carlyn D Coleman	1985-08-11	UHC-68786-20	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113394	ENR	Dylan P Simpsoon	1996-12-09	UHC-44034-72	4672681835	4745 Lake View Rd, Minneapolis, MN, 55475	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138496	ENR	Carolyn S Hernandez	1939-12-07	UHC-64823-02	3632254257	2739 Pine Dr Apt 27, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114712	ENR	John S Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

28,181 rows, page 62 of 564Previous Next