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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118193	ENR	Eugene Gilbert	1990-03-02	UHC-96168-79	—	1104 Harbor Blvd, Miami, FL, 33136	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-102769	ENR	Diane Gardner	1960-04-20	UHC-64461-38	6106399614	6786 Sunset Blvd, Nashville, TN, 37299	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-414479	CLM	Edward Ford	—	UHC-01186-58	4777968781	3257 Broadway, Tampa, FL, 33647	0.66	Name re-cased Date of birth unreadable Address re-cased Gender normalised+1 more
PRV-20014	PRV	Olivia H Mejia	1996-01-27	—	—	1802 Forest Ave, Atlanta, GA, 30389	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129748	ENR	Patrick Armstrong	1974-06-07	UHC-97021-81	4893923571	9026 Willow Ct, Glendale, AZ, 85376	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-54292	TPA	Jessica Chavez	2008-08-08	—	—	3793 Washington St, Phoenix, AZ, 85091	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52621	TPA	Thomas Armstrong	1993-12-04	UHC-87670-07	—	1436 Elm St, Austin, TX, 78709	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-133516	ENR	Barbara B Webb	2007-07-22	UHC-95611-74	8374021065	2043 Desert Sky Blvd, Los Angeles, CA, 90005	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24669	PRV	Russell Harrison	1950-08-14	UHC-05513-68	9875500866	460 Palm Dr, Dallas, TX, 75239	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102540	ENR	Walter Palmer	1979-12-15	UHC-76890-92	7997496707	3447 Ridge Rd, Tempe, AZ, 85235	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123924	ENR	Juan Singh	1951-08-22	UHC-53432-92	7507468626	2491 Ocean Ave, Eden Prairie, MN, 55322	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424497	CLM	Carol Peterson	1988-03-27	—	—	7116 Central Ave, Columbus, OH, 43230	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-56839	TPA	Cheryl K Nunez	1974-03-17	—	8004872922	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422275	CLM	Luis Tuker	1953-09-13	UHC-25918-17	—	4409 Hillcrest Rd, Atlanta, GA, 30307	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-432098	CLM	Jesse Coleman	1983-02-04	UHC-37560-46	—	8018 Camelback Rd, Phoenix, AZ, 85043	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-409959	CLM	Kyle Taylor	2006-05-28	UHC-63974-95	—	8390 Market St, Tampa, FL, 33671	0.66	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed+1 more
CLM-431738	CLM	Arthur Valdze	1996-08-18	UHC-18114-77	—	8255 Ocean Ave, Columbus, OH, 43201	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-420767	CLM	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	301 Baseline Rd, Denver, CO, 80251	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
TPA-57747	TPA	Mark George	1938-12-13	UHC-88108-61	9339409905	—	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-106770	ENR	Gregory Hunt	1978-09-14	UHC-84710-60	9447374573	6266 Ocean Ave, Seattle, WA, 98128	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113779	ENR	Christian Y Gibson	1999-04-16	UHC-66139-13	7906028534	564 Bayshore Dr, Phoenix, AZ, 85088	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400979	CLM	Camila J Rogers	2004-02-15	—	—	811 Hillcrest Rd, Miami, FL, 33103	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-135585	ENR	Brandon Shaw	2007-05-20	UHC-41262-36	—	9042 Desert Sky Blvd, Charlotte, NC, 28263	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431053	CLM	Dean Andrew	1946-06-15	UHC-73405-81	—	1670 Mesa Dr, Tucson, AZ	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-110975	ENR	Klly V Alvarado	1957-08-04	UHC-89744-35	—	431 Lake View Rd, San Diego, CA, 92144	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-100001	ENR	Mark B Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-129866	ENR	Amber Nichols	2004-09-27	UHC-96274-49	4053109992	2520 River Rd, Scottsdale, AZ, 85269	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-103618	ENR	Katherine K Turner	1953-12-05	UHC-72280-81	8676985424	7485 Lake View Rd, Seattle, WA, 98138	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57890	TPA	Sara Jones	1965-11-04	—	—	5042 Main St, Columbus, OH, 43243	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406659	CLM	Joyce P Perry	1972-09-08	UHC-51288-35	—	6984 Pine Dr, Los Angeles, CA, 90009	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-22967	PRV	Paul Bryant	1941-11-16	UHC-60881-82	2903752486	2302 Sage Ct, Los Angeles, CA, 90001	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112316	ENR	Pamela Dominguez	1957-08-13	UHC-15089-82	3599504426	6080 Valley View Dr, Plano, TX, 75024	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55350	TPA	Ronald Alexander	1990-01-09	—	—	4525 Union St, Jacksonville, FL, 32229	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-129293	ENR	Jack Dunn	1944-06-26	UHC-52947-29	3393469805	5132 Oak St, Plano, TX, 75084	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139540	ENR	Logan F McDonnald	1979-12-13	UHC-23240-38	6828935222	900 Sunset Blvd, San Antonio, TX, 78209	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137862	ENR	Austin J Garcia	1972-07-16	UHC-61676-05	—	8689 Meadow Ln, Sacramento, CA, 95863	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425456	CLM	Edward Reyes	2004-09-24	UHC-07461-95	—	8191 Pine Dr, Denver, CO, 80204	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-414300	CLM	Maria A Kim	1946-06-22	UHC-55425-51	—	1529 Market St, Tempe, AZ, 85233	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-52347	TPA	Santiago Gardner	1988-07-05	UHC-96725-82	6222516731	628 Oak St, San Antonio, TX, 78217	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64312	TPA	Christina Cooer	1958-05-08	—	—	6821 Sage Ct, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-22243	PRV	Hannah Clark	1981-05-15	—	6819926218	2713 Jefferson Ave, Fresno, CA, 93737	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64069	TPA	Timothy Gonzales	1991-10-25	—	2468541764	6157 Market St, Houston, TX, 77065	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-106346	ENR	John V Diaz	1973-02-15	UHC-09680-90	2097273612	1634 Willow Ct, Sacramento, CA, 95877	0.66	Name re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-122582	ENR	Mary Contreras	1953-01-07	UHC-87904-93	5452844399	5106 Ocean Ave, Mesa, AZ, 85236	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55967	TPA	Linda I Wang	1979-05-24	—	—	528 Sage Ct, Seattle, WA, 98117	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-101095	ENR	Stephen Morales	1961-03-24	UHC-68494-83	9183796476	5118 Grand Ave, Los Angeles, CA, 90075	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-400170	CLM	Paul Washington	1978-03-11	UHC-15231-47	8166778754	951 Washington St, Houston, TX, 77002	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-118711	ENR	Bradley Gomez	1940-12-06	UHC-66765-56	5428858025	7947 Lincoln Way, Fresno, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-111132	ENR	Roger O Valdez	1989-10-02	UHC-36017-63	8454673873	6462 Church St, Tampa, FL, 33669	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58797	TPA	Mateo O Hansen	1996-01-23	UHC-39094-52	—	1668 Jefferson Ave, Chandler, AZ, 85243	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more

16,828 rows, page 201 of 337Previous Next