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-117357	ENR	Judy Johnston	1957-01-22	UHC-69913-88	8075315852	5814 Broadway, Chandler, AZ, 85254	0.70	Phone reformatted State name converted to code Gender normalised
ENR-115420	ENR	Diane King	1972-07-21	UHC-67403-97	—	7739 Cedar Ln, Chandler, AZ, 85261	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-123410	ENR	Jake Schmidt	1969-03-25	UHC-25356-26	5413923289	7946 Oak St, Columbus, OH, 43211	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-139475	ENR	Austin M Knight	1938-02-20	UHC-16690-66	3699950770	8220 Oak St, Minneapolis, MN, 55400	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-140648	ENR	Ray L Robinson	1994-09-08	UHC-23437-72	5648760310	4780 Oak St, Scottsdale, AZ, 85277	0.70	Street suffix standardised Address re-cased State name converted to code
ENR-134725	ENR	Danielle Ross	1953-03-22	UHC-75922-92	—	5484 Mesa Dr, Mesa, AZ, 85266	0.70	Phone missing area code State name converted to code Whitespace trimmed
ENR-114500	ENR	Mei Hudson	1961-05-03	UHC-21510-91	2546809363	6252 Ocean Ave, Tampa, FL, 33610	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-126549	ENR	Josse P Soto	2001-01-14	UHC-54396-76	—	238 Harbor Blvd, Columbus, OH	0.70	State name converted to code ZIP missing Whitespace trimmed
ENR-105176	ENR	Mark I Espinoza	1973-01-15	UHC-15956-12	—	3873 Bayshore Dr, Tucson, AZ, 85791	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-104822	ENR	Jason Kim	1986-12-17	UHC-17134-05	3477553904	2789 River Rd, Sacramento, CA, 95857	0.70	Name split from “Last, First”Phone reformatted State name converted to code
ENR-127899	ENR	Brittany H Mendez	1946-05-27	UHC-75234-10	9825017689	5701 Baseline Rd, Columbus, OH	0.70	State name converted to code ZIP missing Whitespace trimmed
ENR-140321	ENR	Janice Salazar	1959-08-16	UHC-85587-62	7125896710	5992 Palm Dr, Tempe, AZ, 85222	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-111966	ENR	Betty Fields	1990-09-12	UHC-71045-07	8672511619	4666 Broadway, Charlotte, NC, 28275	0.72	Phone reformatted Member ID reformatted Address re-cased City re-cased+4 more
ENR-100295	ENR	Isabella N Fernandez	1959-07-24	UHC-84816-78	2749908588	9875 Forest Ave, Eden Prairie, MN, 55304	0.72	Name split from “Last, First”State name converted to code
ENR-132926	ENR	David L Cooper	1952-10-03	UHC-31002-68	2127647184	4490 Valley View Dr, Columbus, OH, 43232	0.72	Middle initial moved out of first name State name converted to code
ENR-131115	ENR	Barbara L Hudson	1946-06-16	UHC-71415-88	5798130866	3512 Forest Ave, Fresno, CA, 93747	0.72	State name converted to code ZIP+4 trimmed
ENR-123038	ENR	Betty I Watson	1941-07-12	UHC-53708-85	3894433016	9629 Broadway, Phoenix, AZ, 85080	0.72	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+4 more
ENR-102614	ENR	Maria N Butler	1984-08-02	UHC-08890-59	2375262333	726 Valley View Dr, Dallas, TX, 75210	0.72	State name converted to code Gender normalised
ENR-123814	ENR	Jason Bryant	1955-12-01	UHC-97836-97	5953897036	4131 Market St, Chandler, AZ, 85216	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-137057	ENR	Sandra J Wang	1943-12-04	UHC-58698-65	3554830772	3643 Grand Ave, Plano, TX	0.72	State name converted to code ZIP missing
ENR-107945	ENR	Philip Fisher	1953-02-10	UHC-26472-43	6239207402	2181 Jefferson Ave, Seattle, WA, 98180	0.72	State name converted to code Gender normalised
ENR-100641	ENR	Isabella Wang	1997-04-11	UHC-38725-82	—	4334 Jefferson Ave, Houston, TX, 77027	0.72	Phone missing area code State name converted to code
ENR-132883	ENR	Amanda A Simmons	1945-02-14	UHC-72306-59	2098525970	4107 Indian School Rd, San Diego, CA, 92111	0.72	Name split from “Last, First”State name converted to code
ENR-107710	ENR	Carolyn Lopez	2001-09-05	UHC-67098-51	8149315980	3957 Baseline Rd, Denver, CO, 80246	0.72	State name converted to code ZIP+4 trimmed
ENR-113261	ENR	Randy Mason	1959-10-09	UHC-99251-17	—	3911 Lincoln Way, Scottsdale, AZ, 85205	0.72	Name split from “Last, First”State name converted to code
ENR-122758	ENR	Rebecca X Chavez	1986-12-03	UHC-60022-24	3557102982	6705 Cedar Ln, Miami, FL, 33175	0.72	Name split from “Last, First”State name converted to code
ENR-110695	ENR	Carolyn Tucker	1948-08-17	UHC-76082-44	—	9482 Valley View Dr, Jacksonville, FL, 32292	0.72	State name converted to code Gender normalised
ENR-110252	ENR	Hiroshi V Valdez	1969-10-19	UHC-16176-62	8056105283	3890 Lincoln Way, Houston, TX, 77066	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-127925	ENR	Sean J Le	1995-05-23	UHC-51623-66	9585624543	465 Willow Ct, Austin, TX, 78743	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-140278	ENR	Mason D Jimenez	1984-07-20	UHC-12368-64	5326649655	5361 Union St, Glendale, AZ, 85315	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131618	ENR	Teresa Y Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-131619	ENR	Teresa Y Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-104272	ENR	Arthur M Hall	1938-11-24	UHC-87611-37	2655323170	6568 Cedar Ln, Chandler, AZ, 85245	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-109347	ENR	Arjun Robinson	1993-04-08	UHC-87526-10	2673156991	9798 River Rd, Charlotte, NC, 28239	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-114910	ENR	Pamela U Padilla	1964-02-16	UHC-75119-62	6205719342	8048 Mountain View Dr, Chandler, AZ, 85206	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-140829	ENR	Elizabeth V Lucas	2008-07-01	UHC-40561-13	8098235084	8572 Sage Ct, Plano, TX, 75018	0.74	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-101649	ENR	Charlotte Guzman	1985-05-17	UHC-77788-73	5605303999	9180 Oak St, Miami, FL, 33129	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120343	ENR	Jaems X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-120344	ENR	Jaems X Fernandez	1994-08-23	UHC-25043-68	7185591945	8740 Palm Dr, Seattle, WA, 98102	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-132566	ENR	Noah I Yang	1944-11-23	UHC-46307-49	2468735326	7976 Central Ave, Charlotte, NC, 28286	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-140046	ENR	Robert X Jordan	1972-11-19	UHC-91338-54	5639928018	913 Hillcrest Rd, Chandler, AZ, 85295	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-112246	ENR	Dennis N Foster	1979-11-27	UHC-42225-66	9546230114	7226 Ocean Ave, Jacksonville, FL, 32212	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-108436	ENR	Matthew E Kim	2008-04-21	UHC-77690-05	9362711051	4933 Grand Ave, Houston, TX, 77032	0.74	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-133469	ENR	Billy Q Richards	1945-09-14	UHC-02139-91	2894482980	2322 Hillcrest Rd, Minneapolis, MN, 55404	0.74	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-139041	ENR	Bradley Romero	1955-02-12	UHC-69707-82	3308148498	2559 Lake View Rd, Jacksonville, FL, 32282	0.74	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-102933	ENR	Anna G Young	1988-03-28	UHC-69231-03	2089919527	4366 Sage Ct, Columbus, OH, 43226	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-138712	ENR	Abigail H Turner	1960-12-18	UHC-81001-64	2763606166	1536 Lake View Rd, Nashville, TN, 37272	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131632	ENR	Sean Lawrece	1942-07-21	UHC-49495-21	7095635514	1498 Willow Ct, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-131318	ENR	Victoria G Smith	1974-10-14	UHC-70339-33	8074720887	9563 River Rd, Los Angeles, CA, 90017	0.76	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-138939	ENR	Cheryl Howell	1987-07-07	UHC-72843-98	9025578865	9849 Spring St, Jacksonville, FL, 32276	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more

4,296 rows, page 71 of 86Previous Next