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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139324	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-139325	ENR	Ronald Santos	1964-01-02	UHC-84582-52	6147873280	541 Camelback Rd, Jacksonville, FL	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-130323	ENR	Hiroshi Rogers	1978-04-10	UHC-65675-17	7872044505	6982 Maple Ave, Seattle, WA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-104424	ENR	Katheriine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-101933	ENR	Shirley Harrrison	1973-07-10	UHC-40065-75	8254974022	5839 Grand Ave, Nashville, TN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134579	ENR	Bryan I Hawkins	1963-06-14	UHC-61785-78	2908174035	4861 Cedar Ln, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113848	ENR	Karen Jones	2002-07-28	UHC-76594-76	7426539630	203 Washington St, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-128814	ENR	David V Ford	1991-03-11	UHC-92766-36	7628170414	9634 Baseline Rd, Columbus, OH	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-101084	ENR	Andrea Bishop	2005-12-15	UHC-45947-89	7108256801	6243 Ridge Rd, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-107190	ENR	Marilyn Fisher	1985-04-16	UHC-53466-53	6327881364	4815 Sage Ct, San Antonio, TX	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-131275	ENR	Maria Q Jenkins	2006-04-01	UHC-85849-89	7118276384	2486 Mountain View Dr, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108798	ENR	Walter J Kelley	1940-10-04	UHC-88520-79	2724732346	2940 Mesa Dr, Charlotte, NC	0.66	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-142095	ENR	Jack Yang	1992-01-27	UHC-07057-61	4359854255	1847 Central Ave, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-113441	ENR	Teresa J Hanson	1951-09-17	UHC-21907-74	3558731205	2999 Pine Dr, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-108741	ENR	Keith V Dixon	2004-11-24	UHC-14813-19	2945856444	4238 Oak St, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125062	ENR	Marcus Rodriguez	1995-09-07	UHC-13361-97	2205693909	439 Desert Sky Blvd, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114413	ENR	Katherine O Burns	1989-08-26	UHC-25847-76	3717508803	275 Spring St, Los Angeles, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108365	ENR	Virginia G Graham	1943-12-05	UHC-43956-72	2746209937	4639 Palm Dr, San Diego, CA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-127012	ENR	Martha Q Salazar	1982-06-10	UHC-04503-85	6134008412	8402 Pine Dr, Plano, TX	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-107969	ENR	Gabriel T Edwards	1967-06-01	UHC-72894-86	5792721768	8238 Union St, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112185	ENR	Patricia Carpenter	1953-12-18	UHC-50496-96	—	4022 Grand Ave, Atlanta, GA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128552	ENR	Arjun P Evans	1979-02-19	UHC-02954-72	2913574271	2479 Washington St, Nashville, TN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-129066	ENR	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-142531	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-142530	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-116825	ENR	Alice G Perkins	1993-01-28	UHC-87615-02	8239453032	951 Palm Dr, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Email lower-cased+1 more
ENR-105312	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123825	ENR	Helen Marshall	1965-06-04	UHC-81480-61	9384868552	6645 Washington St Apt 40, Austin, TX	0.66	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-115333	ENR	Catherine W Haarvey	1960-07-11	—	3574388239	5638 Indian School Rd, Orlando, FL	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-110676	ENR	Ralph A Lewis	1950-07-23	UHC-43255-16	5384860436	8899 Mountain View Dr, Fresno, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121216	ENR	Willie U Hansn	1995-03-20	UHC-50777-90	3374316747	8046 Maple Ave, Seattle, WA	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-114804	ENR	Gabriel Gray	2001-08-25	UHC-14318-72	3388153032	8384 Lincoln Way, Gilbert, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-138545	ENR	Sara Little	1987-08-14	UHC-83330-48	2479012868	7101 Main St, Chandler, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103873	ENR	Natalie H Banks	—	UHC-06375-15	4805542343	4380 Pine Dr, Austin, TX	0.66	Name re-cased Date of birth missing Phone reformatted ZIP missing+1 more
ENR-105854	ENR	Johnny Morris	1958-12-27	UHC-17367-62	—	5012 Ridge Rd, Miami, FL	0.66	Name re-cased Phone missing area code City re-cased ZIP missing+1 more
ENR-142284	ENR	Helen Green	1990-05-19	UHC-47620-65	—	1088 Spring St, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-108499	ENR	Stephen Holmes	1940-01-28	UHC-84368-17	—	2998 Cedar Ln, Orlando, FL	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-101173	ENR	Laura W Tucker	1994-01-10	UHC-80382-94	3997800866	8125 Indian School Rd, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124709	ENR	Luis B Nichols	1947-03-14	UHC-85196-78	6354756215	5706 Lincoln Way, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-136972	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-121275	ENR	Ed Collins	1977-05-16	UHC-24133-24	3272722093	2911 Apache Blvd, Glendale, AZ	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-105831	ENR	Janice J Thompson	1963-04-24	UHC-71698-05	4186016180	3803 Desert Sky Blvd, Orlando, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124533	ENR	Luis Johnston	2006-07-26	UHC-43002-68	5328839680	273 Elm St, Atlanta, GA	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-113687	ENR	Fatima Nunez	1944-03-12	UHC-67055-02	9225465460	4927 Hillcrest Rd, Houston, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117651	ENR	Santiago Tran	1983-11-27	UHC-38066-24	3007289467	549 River Rd, Austin, TX	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-126979	ENR	Juan M Padilla	2000-09-05	UHC-83094-01	9704428012	5578 Valley View Dr, Tempe, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103647	ENR	Ruth E Wells	2003-12-08	UHC-16007-69	8227708183	7402 Sage Ct, Tempe, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+1 more
ENR-104041	ENR	Jack B Soto	1955-04-11	UHC-39725-43	4713813670	1297 Central Ave, Tampa, FL	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
ENR-126605	ENR	Valentina U Austin	1987-05-24	UHC-27686-48	2844465589	2807 Indian School Rd, Dallas, TX	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+1 more
ENR-119706	ENR	Brenda Y Reed	1974-02-24	UHC-39078-46	2484142651	3928 Hillcrest Rd, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

3,340 rows, page 43 of 67Previous Next