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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137231	ENR	Patrick Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC, 28298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-111454	ENR	Aisha A Allen	1979-02-22	UHC-59734-47	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-131818	ENR	Janet B Anderson	2002-10-24	UHC-16486-01	3942399667	3028 Willow Ct, San Antonio, TX, 78204	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-119237	ENR	Sean N Sandoval	1955-05-28	UHC-11554-69	6513782669	4121 Hillcrest Rd, Dallas, TX, 75205	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-142478	ENR	Jerry G Wang	1946-09-10	UHC-14036-84	6204099402	9799 Park Pl, Mesa, AZ, 85250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130311	ENR	Nathan Stewart	1977-07-16	UHC-94689-46	9265211957	8006 Cedar Ln, Phoenix, AZ, 85074	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123305	ENR	Vincent Jacobs	1999-09-07	UHC-69484-81	2264674918	4581 Ocean Ave, Nashville, TN, 37229	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130864	ENR	Joyce C Daniels	1999-03-12	UHC-17507-69	8207156604	6364 Broadway, Seattle, WA	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-103202	ENR	Danielle B Bishop	1974-09-14	UHC-38178-59	9193449787	5050 Desert Sky Blvd, Houston, TX, 77067	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104078	ENR	Yuki Morrison	1972-06-13	UHC-46933-33	5813799101	79 Cedar Ln, Tampa, FL, 33682	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125337	ENR	Debra B Lewis	2002-01-25	UHC-60002-78	2047313307	7820 Highland Ave, Mesa, AZ, 85212	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-112816	ENR	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117280	ENR	Joe D Burns	1999-02-22	UHC-36384-52	4819426737	4862 Central Ave, Jacksonville, FL, 32251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131032	ENR	Terry G Bishop	1994-02-15	UHC-02714-33	6156223904	6872 Church St, Austin, TX, 78741	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129800	ENR	Andrea Gomez	1987-10-27	UHC-49598-70	7345869631	9419 Sunset Blvd, Tucson, AZ, 85762	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106063	ENR	Deborah Vazquez	2002-04-08	UHC-47652-65	9415419807	7172 Bayshore Dr, Tucson, AZ, 85785	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105536	ENR	Pamlea M Andrews	1970-01-20	UHC-69557-11	3043157677	9644 Apache Blvd, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118401	ENR	Elijah K Hudson	1967-07-17	UHC-28101-71	3532080370	4748 Apache Blvd, Nashville, TN, 37226	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124979	ENR	Samuel F Powell	1952-04-19	UHC-90652-31	3263348253	7828 Willow Ct, Scottsdale, AZ	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+2 more
ENR-136121	ENR	Marilyn Y George	1956-07-01	UHC-28198-68	9725383490	4851 Desert Sky Blvd, Jacksonville, FL, 32249	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134361	ENR	Hannah Martinez	1944-05-13	UHC-52664-14	—	6560 Lincoln Way, San Diego, CA, 92159	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-132135	ENR	Roy T Vargas	1967-08-07	UHC-26736-82	9003522427	2645 Baseline Rd, Dallas, TX, 75265	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111990	ENR	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112345	ENR	Ralph Pierce	1962-10-19	UHC-49727-75	2063445570	7815 Desert Sky Blvd, Nashville, TN, 37251	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115876	ENR	Daniel Palmer	1976-01-03	UHC-83334-25	—	5385 Broadway, Eden Prairie, MN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
ENR-131404	ENR	Ethan Rose	1999-07-01	UHC-74572-28	2127712693	3894 Grand Ave, Charlotte, NC, 28241	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113674	ENR	Chris James	1949-11-18	UHC-33225-10	7769818609	—	0.64	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+2 more
ENR-122393	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130947	ENR	Carlos Z Ortega	1985-05-15	UHC-86655-27	—	8554 Harbor Blvd, Sacramento, CA, 95837	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113991	ENR	Mateo Gordon	2000-03-20	UHC-32351-59	5628462515	9341 Ocean Ave, Scottsdale, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102479	ENR	Mason U Guzman	1969-02-21	UHC-87047-02	8863982756	9598 Palm Dr, San Antonio, TX, 78219	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118173	ENR	Dylan Lynch	1946-09-12	UHC-50578-24	8556854066	3680 Indian School Rd, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123206	ENR	Patrick Y Estrada	1985-11-12	UHC-35894-99	2396364800	9608 Oak St, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-113121	ENR	Mariana R Jones	2004-04-06	UHC-02793-47	2643367260	4073 Union St, Tucson, AZ, 85753	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122914	ENR	Ahmed Hudson	1963-04-04	UHC-89402-89	2272459308	6882 Sage Ct, Dallas, TX, 75259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-140856	ENR	Andrew M Herrera	2004-01-23	UHC-78655-68	—	3253 Palm Dr, Minneapolis, MN, 55487	0.64	Name split from “Last, First”Member ID reformatted City re-cased State name converted to code+2 more
ENR-109095	ENR	Walter Roberts	1979-01-05	UHC-32804-90	9173025383	8525 Ocean Ave, Miami, FL, 33110	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119267	ENR	Mason A Ellis	1965-06-19	UHC-64618-74	6416457339	5237 Indian School Rd Apt 33, Glendale, AZ, 85388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114083	ENR	Caolyn Taylor	1999-12-28	UHC-94825-21	2187028594	3614 Jefferson Ave, Houston, TX, 77007	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-129354	ENR	Angela Burtoon	1988-07-08	UHC-28844-31	—	6571 River Rd, Orlando, FL, 32886	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-137571	ENR	Stephanie Martinez	1943-05-07	UHC-86165-98	7038576417	9578 Camelback Rd, Orlando, FL, 32816	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107773	ENR	Sophia N Wagner	1982-04-26	UHC-66406-43	8895125018	617 Highland Ave, Gilbert, AZ, 85210	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142762	ENR	Dot Gomez	1965-10-25	UHC-28888-43	8404448085	4929 Elm St, Los Angeles, CA, 90030	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117921	ENR	Julia K Graham	1947-05-12	UHC-16313-77	8007937540	352 Willow Ct, Tucson, AZ, 85748	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-113555	ENR	Emma O Campbell	1971-11-15	UHC-47039-85	4163118053	4875 Central Ave, Mesa, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-116197	ENR	Catherine V Henderson	1986-01-17	UHC-95700-75	7679563869	4276 Church St, Miami, FL, 33140	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-130729	ENR	Peter Harper	1957-04-15	UHC-87117-06	2522107241	4191 Grand Ave, Columbus, OH, 43284	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117261	ENR	Michael Chapman	1960-09-01	UHC-78960-31	6898099082	3528 Bayshore Dr, Tampa, FL, 33698	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

4,309 rows, page 42 of 87Previous Next