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

All sources, 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-117161	ENR	Sofia A Wong	1978-03-15	UHC-38789-39	4207815854	2750 Spring St, Miami, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56651	TPA	Teresa Harrison	2007-01-27	—	9753049752	1781 Harbor Blvd, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57936	TPA	Jacqueline Sanders	1951-07-10	—	2998888429	737 Grand Ave, Glendale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-62340	TPA	Jack J Taylor	1971-03-07	UHC-47608-49	5294633874	3243 Main St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426315	CLM	Alex Young	1952-05-28	UHC-08174-22	4902003656	5866 Main St, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412947	CLM	Kyle Phillips	1999-01-04	UHC-66079-97	—	2516 Harbor Blvd, Austin, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120833	ENR	William Scott	1938-04-20	UHC-86572-89	9329670138	2049 River Rd, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25884	PRV	Arthur Munoz	1956-01-04	—	5238035252	4160 Sage Ct, Tampa, FL	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137269	ENR	Emma X Lewis	1972-04-19	UHC-60704-58	2295430951	1188 Ridge Rd, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-108062	ENR	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-59150	TPA	Gary Stewart	2004-07-21	UHC-03014-10	6919154393	4203 Apache Blvd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52714	TPA	Judith Dunn	1969-02-18	—	4257198931	3345 Meadow Ln, Atlanta, GA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52715	TPA	Judith Dunn	1969-02-18	—	4257198931	3345 Meadow Ln, Atlanta, GA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126223	ENR	Judy Willis	1997-06-11	UHC-66735-76	8972562951	7572 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-420828	CLM	Pauul S Butler	1962-03-16	—	—	528 Mesa Dr, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-118020	ENR	Michelle M Schultz	1957-06-07	UHC-25246-36	8605355818	8375 Forest Ave # 397, Tempe, AZ	0.64	Phone reformatted Member ID reformatted Unit split from street ZIP missing+2 more
PRV-21544	PRV	Branodn Hansen	1979-03-20	—	7959480557	4589 Mesa Dr, Chandler, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52988	TPA	Jacob Kyng	1970-03-14	—	5236796588	7963 Lake View Rd, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59749	TPA	Natalie Thomas	1946-03-08	—	—	9790 Hillcrest Rd, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112986	ENR	Scott Morris	1976-05-10	UHC-27113-70	5626868750	7172 Central Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24941	PRV	Kayla Murray	1988-09-07	—	9564426103	6435 Palm Dr, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103818	ENR	Linda A Garrtet	1947-03-01	UHC-52045-15	3724993067	6243 Mesa Dr, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-54940	TPA	Kayla Wheeler	1950-02-20	—	9627033802	4541 Meadow Ln, Minneapolis, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-128086	ENR	Natalie Morgan	1984-06-10	UHC-37332-82	8957775802	597 Washington St, Miami, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-421822	CLM	Jeffrey Martin	1952-12-20	—	—	4549 Harbor Blvd, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57503	TPA	Valentina B Riley	1955-07-28	—	—	5027 Meadow Ln, Orlando, FL	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-115704	ENR	George Greene	1990-02-21	UHC-36748-48	7068879465	4955 Palm Dr, Chandler, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424402	CLM	Amy Parker	1963-04-23	UHC-88714-34	—	9756 Lincoln Way # 140, Los Angeles, CA	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
ENR-132494	ENR	Dorohy Armstrong	1997-02-04	UHC-63392-55	2203887138	5801 Mesa Dr, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111543	ENR	Ethan O Ramos	2005-04-01	UHC-96236-46	4943074464	7771 Spring St, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-402974	CLM	Fatima Webb	1964-11-20	—	—	2690 Desert Sky Blvd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-406427	CLM	Jean Peters	1980-07-14	UHC-92982-01	4444915682	5944 Apache Blvd, Miami, FL	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
CLM-411300	CLM	Kathryn Parker	1945-08-28	UHC-62847-12	2812101713	6159 Broadway, Orlando, FL	0.64	Date of birth reformatted Member ID reformatted Address re-cased ZIP missing+2 more
ENR-117133	ENR	Jeremy L Dean	1952-12-02	UHC-08912-03	6474030656	6029 Central Ave, Eden Prairie, MN	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-141038	ENR	Brittany Butler	1963-12-09	UHC-89843-42	5762223048	1572 Jefferson Ave, Dallas, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55467	TPA	Joshua F Hunt	1975-11-16	—	—	866 Park Pl, Scottsdale, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-417189	CLM	Frances Moreno	1978-09-23	UHC-65118-03	—	8207 Harbor Blvd, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-400789	CLM	Alie Knight	1958-06-21	UHC-58125-21	4708262531	6465 Pine Dr, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-139521	ENR	Saarah Ruse	1953-04-13	UHC-73535-83	7587631917	2108 Indian School Rd, Charlotte, NC	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130110	ENR	Julia E Schmidt	1983-02-09	UHC-72599-06	8256988057	3498 Valley View Dr, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-401496	CLM	Alan A Maatthews	2000-07-24	UHC-27608-39	4844132956	148 Pine Dr, Tucson, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-124733	ENR	Anna Hawkins	1960-01-26	UHC-90995-47	3525018254	3186 Indian School Rd, Orlando, FL	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-431454	CLM	Jose S Jensen	1953-01-13	UHC-42670-96	—	2719 Ocean Ave, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-116858	ENR	Janice P Washington	2003-02-12	UHC-80769-32	9623048284	3122 Desert Sky Blvd, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117892	ENR	Daniel E Myers	2000-04-01	UHC-98359-04	5156094310	3748 Canyon Rd, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112623	ENR	Mason M Kelley	—	UHC-29311-14	7348242923	7144 Bayshore Dr, Miami, FL	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP missing+2 more
ENR-102648	ENR	Jack N Sanchez	1979-09-16	UHC-62801-89	6739817625	5240 Union St, Chandler, AZ	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127702	ENR	Arthur Gray	1996-05-02	UHC-88638-18	3618242906	4343 Spring St, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54274	TPA	Hiroshi Rice	1947-09-04	—	—	5783 Oak St, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57053	TPA	Mark Green	1988-03-05	—	—	464 Ocean Ave, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

7,146 rows, page 69 of 143Previous Next