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-129760	ENR	John Morales	1966-02-26	UHC-19687-64	—	7673 Camelback Rd, Plano, TX, 75012	0.68	Two-digit birth year State name converted to code Email lower-cased Placeholder values cleared
ENR-110316	ENR	Rebecca D Duncan	1976-10-21	UHC-15711-81	8854844079	1670 Broadway, Gilbert, AZ, 85247	0.68	Middle initial moved out of first name Address re-cased State name converted to code Whitespace trimmed
ENR-135318	ENR	Elijah Campbell	1959-10-22	UHC-67267-58	3409678447	6580 Central Ave # 332, Sacramento, CA, 95886	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed
ENR-136247	ENR	Debra X Rivera	—	UHC-98238-44	5794231734	8273 Camelback Rd, Atlanta, GA, 30345	0.68	Name re-cased Date of birth missing Phone reformatted State name converted to code
ENR-110356	ENR	Judith Gardner	1996-07-24	UHC-21987-43	7439028198	9762 Main St, Phoenix, AZ, 85077	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased
ENR-140186	ENR	John V Maldonado	1943-04-02	UHC-04570-68	5012699231	1029 Sage Ct, Mesa, AZ, 85211	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-136937	ENR	Jacob Romero	1953-11-04	UHC-62450-79	3183286700	6080 Market St, San Antonio, TX, 78241	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-137075	ENR	Ralph P Wagner	2001-06-05	UHC-63442-26	4884808342	1263 Spring St, Plano, TX, 75051	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-100502	ENR	Mason A Bradley	1965-06-10	UHC-76756-55	5274805569	4794 Maple Ave, Los Angeles, CA, 90007	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-104693	ENR	Joseph T Cunningham	1939-09-10	UHC-10594-91	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-127950	ENR	Bobby Chapman	2004-02-20	UHC-80403-78	4188720773	5157 Lake View Rd, Dallas, TX, 75274	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-128627	ENR	Amy Daniels	2007-04-09	UHC-65236-29	—	673 Bayshore Dr, Denver, CO, 80282	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-129113	ENR	Kevin V Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.68	Name re-cased State name converted to code ZIP missing Whitespace trimmed
ENR-128112	ENR	Roger F Slulivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
ENR-134535	ENR	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.68	Name re-cased Two-digit birth year State name converted to code Email lower-cased
ENR-126241	ENR	Wayne K Davis	1956-05-25	UHC-67278-96	—	4681 Oak St, Eden Prairie, MN, 55309	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-138974	ENR	Lawrence Ramirez	1993-03-11	UHC-95611-07	—	1423 Cedar Ln Apt 23, Tucson, AZ, 85769	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
ENR-137052	ENR	Nciole I Vega	1965-06-28	UHC-90651-35	3172299941	7571 Palm Dr, Mesa, AZ, 85244	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-137051	ENR	Nciole I Vega	1965-06-28	UHC-90651-35	3172299941	7571 Palm Dr, Mesa, AZ, 85244	0.68	Middle initial moved out of first name Name re-cased Phone reformatted State name converted to code
ENR-126107	ENR	Jose J Gumez	1997-04-02	UHC-35309-70	8636290173	5705 Ocean Ave, Tucson, AZ, 85783	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-106472	ENR	Ralph Johnson	2002-07-12	UHC-66724-02	6853889592	716 Elm St, Fresno, CA, 93758	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-126538	ENR	Valentina Nguyen	1947-05-01	UHC-34214-65	—	8410 Sunset Blvd, Columbus, OH, 43270	0.68	Phone missing area code City re-cased State name converted to code Whitespace trimmed
ENR-129138	ENR	Billy Morales	1997-12-01	UHC-83444-60	9632818563	342 Grand Ave, Miami, FL	0.68	Phone reformatted State name converted to code ZIP missing Email lower-cased
ENR-107175	ENR	Camila L Knight	1977-12-26	UHC-37268-86	8666637272	9815 Harbor Blvd, Phoenix, AZ, 85062	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-134373	ENR	Debra E Ryan	1963-12-24	UHC-49221-41	—	1623 Mountain View Dr, Mesa, AZ, 85266	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-116506	ENR	Sean D Freeman	1966-03-08	UHC-70386-67	3606138729	9782 Grand Ave, Seattle, WA, 98171	0.68	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed
ENR-142586	ENR	Jennifer Oliver	1974-10-28	UHC-26072-74	4158569070	7835 Oak St, Denver, CO, 80273	0.68	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed
ENR-129690	ENR	Edward C Duncan	1961-06-25	UHC-59797-84	8545193167	619 Market St, Denver, CO, 80280	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-128225	ENR	James P Stewart	2004-09-23	UHC-71459-23	3744402053	1520 Lincoln Way, Scottsdale, AZ, 85268	0.68	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-104873	ENR	Amy Alvarado	1976-08-13	UHC-80360-58	6224939984	4689 Spring St, Las Vegas, NV, 89132	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-106805	ENR	John Daniels	1964-03-14	UHC-60949-65	5829272496	5533 Central Ave, San Antonio, TX, 78225	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-126008	ENR	Noah M Greene	1950-02-17	UHC-68781-12	6764416981	1784 River Rd, Atlanta, GA, 30300	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
ENR-119891	ENR	Martha Ortega	1980-06-16	UHC-68860-37	6739663647	9115 Lake View Rd, Columbus, OH, 43222	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-111745	ENR	Kathryn Schultz	2001-01-21	UHC-26229-11	9523110889	2869 Central Ave, Phoenix, AZ, 85021	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-117749	ENR	Parker Brian	1983-03-04	UHC-69055-38	4525864470	5116 Ocean Ave, Minneapolis, MN, 55460	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
ENR-129852	ENR	Sofia Rudriguez	1941-08-23	UHC-80555-02	9885105438	5934 Harbor Blvd, Atlanta, GA, 30349	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-140284	ENR	Jean E White	1998-04-21	UHC-70576-27	9454965223	7751 Camelback Rd, San Antonio, TX, 78237	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-139549	ENR	David Marshall	1965-08-17	UHC-68634-52	7239458311	5382 Canyon Rd, Columbus, OH, 43290	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed
ENR-106104	ENR	Josh Martinez	1944-08-14	UHC-37146-04	6326915939	4272 Lincoln Way, Nashville, TN, 37235	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-131161	ENR	Sofia O Duncan	1972-09-05	UHC-85476-16	6702973583	4043 Spring St, Denver, CO, 80280	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-124217	ENR	Christian Singh	1982-01-01	UHC-90566-12	3588723278	3214 Washington St, Austin, TX, 78763	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-132818	ENR	Sean T Larson	1990-01-19	UHC-19173-70	3963992486	3183 Camelback Rd, Sacramento, CA, 95844	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-136398	ENR	Sharon E Banks	1948-11-10	UHC-10080-74	5275171570	1075 Indian School Rd, Charlotte, NC, 28208	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-136397	ENR	Sharon E Banks	1948-11-10	UHC-10080-74	5275171570	1075 Indian School Rd, Charlotte, NC, 28208	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-137286	ENR	Rachel C Barnes	1961-03-10	UHC-65916-38	2475195338	1832 Grand Ave, Seattle, WA, 98154	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-124199	ENR	Michelle O Hill	1945-11-05	UHC-12950-32	2195916327	7958 Park Pl, Sacramento, CA, 95860	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-130915	ENR	Austin C Kelly	1978-10-18	UHC-12653-84	6745724897	7797 Mountain View Dr, Nashville, TN, 37272	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-141351	ENR	Keith T Black	1995-06-07	UHC-03770-61	—	6161 Church St, Miami, FL	0.68	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed
ENR-103545	ENR	Robert Hicks	1992-04-27	UHC-72464-56	6516952559	2510 Ocean Ave, Gilbert, AZ, 85298	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-131086	ENR	Ronald C Lee	1992-01-02	UHC-60511-78	4692263918	4093 Ocean Ave, San Antonio, TX, 78206	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared

4,296 rows, page 65 of 86Previous Next