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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128861	ENR	Alan P Perry	1958-11-22	UHC-67699-54	2437354474	5216 Desert Sky Blvd, Austin, TX, 78739	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-129086	ENR	Sean Yang	1978-12-20	UHC-75066-21	6989019021	7871 Desert Sky Blvd, Miami, FL, 33194	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-109337	ENR	Arthur R Ortiz	1968-05-06	UHC-41253-19	2183641233	4506 Valley View Dr Apt 1, Glendale, AZ, 85370	0.78	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-124493	ENR	Jack N Santiago	1958-10-20	UHC-32263-16	9329606619	4038 Sage Ct, Minneapolis, MN, 55489	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-121493	ENR	Betty Soto	—	UHC-28968-52	4995925720	2184 Sage Ct, Jacksonville, FL, 32234	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-133316	ENR	Vldez Mary	1944-04-02	UHC-99876-88	2917274599	4738 Maple Ave Apt 10, Chandler, AZ, 85268	0.78	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-112985	ENR	Steven M Gray	1969-07-02	UHC-78165-78	6799746630	8064 Desert Sky Blvd, Orlando, FL, 32870	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-113414	ENR	Nicholas Estrada	1979-07-19	UHC-57748-42	7326835696	5564 Desert Sky Blvd, Seattle, WA, 98137	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-130823	ENR	Dylan C Porter	1972-10-15	UHC-33063-04	8318746121	2998 Union St, Tucson, AZ, 85790	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-137479	ENR	Carolyn Santiago	1979-07-12	UHC-60388-44	2589087250	2007 Church St, Plano, TX, 75053	0.78	Date of birth reformatted City re-cased State name converted to code Email lower-cased+1 more
ENR-140673	ENR	Arthur Morrison	1959-07-18	UHC-32438-68	7609247265	1130 Sunset Blvd, Fresno, CA, 93785	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-109844	ENR	Andrea Q Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-108808	ENR	Walter Williamson	1959-04-23	UHC-89344-95	5742886457	2703 Sunset Blvd, Glendale, AZ, 85384	0.78	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-130636	ENR	Marilyn S Young	1962-10-11	UHC-08043-56	4469964893	2241 River Rd, Los Angeles, CA, 90039	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-119172	ENR	Charlotte M Morgan	1993-02-17	UHC-22430-91	8123215083	8620 River Rd, Charlotte, NC, 28208	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135910	ENR	Kim I Sullivan	1992-05-22	UHC-83376-29	7942650125	97 Central Ave, Orlando, FL	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
ENR-142007	ENR	Diane A Car	2005-08-14	UHC-71365-75	6324767089	2848 Lake View Rd, Seattle, WA, 98102	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-116511	ENR	Diane L Daniels	1940-12-16	UHC-73681-72	—	8712 Forest Ave, Las Vegas, NV, 89138	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-123635	ENR	Matthaw Q Larson	1978-04-09	UHC-20968-67	5628689248	3283 Park Pl, Glendale, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-107870	ENR	Pamela T Wagner	1960-06-10	UHC-90245-31	2434635405	5087 Sage Ct, Orlando, FL, 32879	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-122858	ENR	Isabella H Olson	1941-05-22	UHC-41542-46	9574934152	9391 Ridge Rd, Sacramento, CA, 95868	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120598	ENR	Amanda Lewis	1940-05-12	UHC-15730-25	8839281353	744 Elm St, Orlando, FL, 32866	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110149	ENR	Arjun Q Bell	1962-05-06	UHC-99994-84	2934297320	2219 Palm Dr, Columbus, OH, 43221	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-140812	ENR	Anna Hudson	1951-03-14	UHC-78384-29	7147986255	9254 Highland Ave, Tucson, AZ, 85727	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-100124	ENR	Judith H Nichols	1989-12-05	UHC-38800-69	8239658375	302 Palm Dr, Seattle, WA, 98113	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-102354	ENR	Bobby Diaz	1991-11-03	UHC-03799-75	4534807806	1619 Broadway, Eden Prairie, MN, 55319	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-128159	ENR	Donald Wite	1983-09-24	UHC-98726-28	4434997750	4638 Oak St, Charlotte, NC, 28217	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-128716	ENR	Dylan White	1948-11-26	UHC-40771-60	—	8523 Oak St, Mesa, AZ, 85273	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-108310	ENR	Samuel Cook	1994-08-16	UHC-53331-97	5187677614	3831 Bayshore Dr, Los Angeles, CA, 90049	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142772	ENR	Amy Z Ortega	2000-08-14	UHC-71099-74	6524127748	9469 Main St, Houston, TX, 77079	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126111	ENR	Crol G Garrett	1971-01-17	UHC-65902-92	9076525042	1631 River Rd, Tempe, AZ, 85213	0.78	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-115607	ENR	Kimberly Z Lee	1997-06-28	UHC-22171-88	9004400258	4083 Pine Dr, Sacramento, CA, 95899	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-102686	ENR	Laura Rojas	1991-05-21	UHC-45643-55	7336243992	2057 Union St, Seattle, WA, 98127	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-107201	ENR	Shirley Martin	1950-12-03	UHC-20802-62	—	9029 Harbor Blvd, Scottsdale, AZ, 85226	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-136507	ENR	Patricia O Grant	1981-11-10	UHC-25553-74	—	8161 Ridge Rd, Chandler, AZ, 85219	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-107172	ENR	Waye Y Edwards	1978-02-16	UHC-07434-80	7549485099	6403 Desert Sky Blvd, Gilbert, AZ, 85247	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-115397	ENR	Debra Rivera	1996-02-15	UHC-46042-67	7303235911	7286 Hillcrest Rd, Sacramento, CA, 95811	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133520	ENR	Justin K Oliver	1964-08-14	UHC-86048-11	5354436709	7132 Church St, Las Vegas, NV, 89195	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-143052	ENR	William I Price	1990-01-09	UHC-97384-33	8773389051	8654 Jefferson Ave, Dallas, TX, 75206	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-118164	ENR	Anthony N Davis	1950-09-01	UHC-46770-67	5156974317	6352 Bayshore Dr, Gilbert, AZ, 85292	0.78	Member ID reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-122426	ENR	Sofia L Carter	1998-01-28	—	9024502387	9329 Broadway, Tucson, AZ	0.78	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
ENR-126305	ENR	Judy U Ward	1978-11-04	UHC-61206-39	2323941431	931 Sunset Blvd, San Antonio, TX, 78219	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-101764	ENR	Bruce Guerrero	1996-06-27	UHC-99039-30	5638074867	9173 Desert Sky Blvd, Austin, TX, 78744	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-101765	ENR	Bruce Guerrero	1996-06-27	UHC-99039-30	5638074867	9173 Desert Sky Blvd, Austin, TX, 78744	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-122274	ENR	Thomas X Dean	1995-10-04	UHC-61728-83	3614942218	4645 Highland Ave, Los Angeles, CA, 90030	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-133393	ENR	Alan Ellis	1991-01-18	UHC-70586-66	4035605611	9768 Mountain View Dr, Plano, TX, 75055	0.78	Phone reformatted City re-cased State name converted to code Email lower-cased+1 more
ENR-117920	ENR	Kelly Z Perez	1990-08-15	UHC-12316-29	2277078162	1759 Mountain View Dr, Los Angeles, CA, 90000	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-131849	ENR	Helen Fernandez	1942-06-16	UHC-17523-60	9188964154	5023 Grand Ave, Atlanta, GA, 30344	0.78	Name re-cased Phone reformatted City re-cased Email lower-cased+1 more
ENR-108002	ENR	Nathan G Hoffman	1949-01-13	UHC-41869-67	9665742563	2381 Willow Ct, Gilbert, AZ, 85265	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-120653	ENR	Sara E Harvey	1951-07-06	UHC-72610-72	7725563424	4625 Sunset Blvd, Sacramento, CA, 95825	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 110 of 169Previous Next