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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102616	ENR	Scott Z Shaw	1943-09-25	UHC-47109-16	5699184977	663 Market St, Dallas, TX, 75296	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137194	ENR	Denise D Dominguez	1972-05-01	UHC-13081-73	8045114895	2833 Palm Dr, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-119151	ENR	Jeffrey Morales	1946-12-07	UHC-24187-91	6006902413	6273 Harbor Blvd, Tempe, AZ, 85246	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-101432	ENR	Sandoval P Willie	2000-02-15	UHC-46612-21	—	5599 River Rd, Fresno, CA, 93749	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-106405	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	—	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137815	ENR	Sharon F Martin	1946-05-10	UHC-49913-33	9199233370	2983 Forest Ave, Seattle, WA, 98144	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102640	ENR	Doris Owens	1976-10-07	UHC-50196-22	4906184510	3552 Highland Ave, Minneapolis, MN, 55408	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135725	ENR	Charles M Wang	1994-02-03	UHC-35113-59	—	9780 Willow Ct, Los Angeles, CA, 90031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137584	ENR	Margaret Bradley	1966-09-13	UHC-01772-13	6739750394	2445 Spring St, Glendale, AZ, 85314	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111555	ENR	Nathan Rose	1964-05-05	UHC-57831-42	9882545271	439 Baseline Rd, Denver, CO, 80269	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107792	ENR	Jacob Warren	1988-08-12	—	9794341797	860 Market St, Dallas, TX, 75236	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-125176	ENR	Julia W Alexander	1993-08-02	UHC-68877-99	9676340616	5257 Elm St, Gilbert, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112096	ENR	Juan M Murphy	1973-10-03	UHC-80089-58	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126540	ENR	Scott P Hughes	1958-01-10	UHC-53716-26	8217485157	5069 Lincoln Way # 614, Orlando, FL, 32854	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-137077	ENR	Harold Wood	1991-04-19	UHC-31679-43	4492035714	9393 Oak St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117343	ENR	Noah L Hawkins	1975-10-12	UHC-16115-52	—	3221 Union St, San Antonio, TX, 78286	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-100491	ENR	Patrycia X Mitchell	2008-09-01	UHC-58066-27	8837566993	513 Hillcrest Rd, Gilbert, AZ, 85298	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133289	ENR	Judy K Snyder	2001-04-21	UHC-49523-70	9553458882	4775 Baseline Rd, Austin, TX, 78741	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130002	ENR	Anthony Hunter	2003-02-28	UHC-08886-47	4328052034	7734 Desert Sky Blvd, Atlanta, GA, 30338	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-109195	ENR	Charles E Cunningham	1960-01-21	UHC-96805-50	4812390161	6946 Maple Ave, Scottsdale, AZ, 85248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139817	ENR	Ashley Hunter	1962-01-15	UHC-27397-79	—	4675 Mesa Dr, Columbus, OH, 43203	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142919	ENR	Masno Ward	1993-02-17	UHC-71648-92	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112777	ENR	Jonathan M Patel	1961-12-21	UHC-08496-08	2478348380	4336 Desert Sky Blvd, Glendale, AZ, 85381	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108422	ENR	Randy Parker	1965-08-23	UHC-85362-22	4883071610	129 Meadow Ln # 701, Chandler, AZ, 85208	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-119506	ENR	Jean T Hawkins	1951-01-23	UHC-05195-82	4764284509	4375 Ocean Ave, Tampa, FL, 33689	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110221	ENR	Maria Z Burton	1960-02-10	—	—	3568 Market St, Tampa, FL, 33685	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-128902	ENR	Elizabeth A Garza	2006-09-21	UHC-52036-07	2866960785	8630 Grand Ave, Sacramento, CA, 95848	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142929	ENR	Wayne G Watkins	1940-04-26	UHC-07200-64	6297601417	1841 Sunset Blvd, Fresno, CA, 93780	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114513	ENR	Sophia T Nunez	1976-11-07	UHC-45080-80	3096830015	6284 Maple Ave, Scottsdale, AZ, 85213	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117548	ENR	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127804	ENR	Julie M Chapman	1939-03-04	UHC-21000-12	8823078782	7752 Sage Ct, Gilbert, AZ, 85253	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136145	ENR	Fatima Warren	1943-01-18	UHC-57298-39	5983363300	9247 Oak St, Minneapolis, MN, 55453	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112012	ENR	Emma Carter	1943-02-15	UHC-30598-22	9209783981	2898 Church St, Austin, TX, 78758	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133833	ENR	Guzman E David	1957-08-27	UHC-47294-74	3904235765	8849 Oak St, Sacramento, CA, 95848	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120687	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120688	ENR	Terry Watson	1968-12-15	UHC-91677-64	5534822391	9625 Market St, San Antonio, TX, 78262	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-116331	ENR	Susan Clark	1983-12-06	UHC-41538-04	4646232642	9001 River Rd, Houston, TX, 77035	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118127	ENR	Justin Montgomery	1981-06-01	UHC-35192-79	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104214	ENR	Jack H Fisher	1998-07-20	UHC-01029-95	—	2171 Mountain View Dr, Charlotte, NC, 28288	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134951	ENR	Alexis U Freeman	1973-06-24	UHC-97467-72	2588509352	5193 Sage Ct, Minneapolis, MN, 55433	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-116385	ENR	Nathan P Hanson	1990-08-26	UHC-79251-76	2862003851	599 Sunset Blvd, Mesa, AZ, 85227	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-103190	ENR	Vincent Hernandez	1970-11-27	UHC-79184-35	5812268140	4259 Canyon Rd, Chandler, AZ, 85217	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133857	ENR	Jordan Lawrence	2002-09-13	—	8357539084	7239 Ocean Ave, Los Angeles, CA, 90071	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105708	ENR	Joyce S Hoffman	1968-12-19	UHC-00985-31	4652037132	9011 Lake View Rd, Jacksonville, FL, 32286	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128802	ENR	Grace T Taylor	1987-06-25	UHC-14572-13	5346798505	5460 Grand Ave, San Antonio, TX, 78296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100239	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100238	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114461	ENR	Diego M Hicks	1999-10-24	UHC-33928-89	5556305755	517 Church St, Sacramento, CA, 95835	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114460	ENR	Diego M Hicks	1999-10-24	UHC-33928-89	5556305755	517 Church St, Sacramento, CA, 95835	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130116	ENR	Amanda Kelly	2001-05-04	UHC-16076-20	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

3,951 rows, page 33 of 80Previous Next