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-133261	ENR	Emily G Gibson	1986-01-08	UHC-40847-14	6957307328	1442 Grand Ave, Mesa, AZ	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
TPA-57210	TPA	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-106880	ENR	Watkins M Megan	1997-10-10	UHC-36574-72	2086708343	2995 Mountain View Dr, San Diego, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
CLM-427276	CLM	Mrai Stewart	2006-12-26	UHC-45508-52	2098852771	9251 Pine Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400935	CLM	Brandon Gonzales	1966-05-07	UHC-09464-72	—	1764 Ocean Ave, Plano, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-409360	CLM	Ssan Scott	1971-09-12	—	—	6472 Main St, San Diego, CA	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-60438	TPA	Diego X Morales	1963-05-24	—	—	890 Hillcrest Rd, Tampa, FL	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP missing+1 more
CLM-421840	CLM	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-410375	CLM	Arjun Larson	1991-01-24	UHC-89929-24	9854405454	1443 Mesa Dr, Plano, TX	0.66	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
ENR-100540	ENR	Bradley Bailey	1977-08-14	UHC-33731-47	5098816964	5384 Mountain View Dr, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
CLM-406556	CLM	Nicholas Larson	1993-08-09	UHC-90661-50	—	9895 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125202	ENR	Ethan G Wood	1959-11-23	UHC-70586-14	—	2316 Washington St, Austin, TX	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
ENR-135009	ENR	Catherine Greene	1964-05-11	UHC-10744-90	—	3178 Grand Ave, Phoenix, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Email lower-cased+1 more
PRV-24790	PRV	Harold Greene	1994-12-16	—	9595439891	7545 Ocean Ave, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-136743	ENR	Denny E Sullivan	1942-05-12	UHC-75347-80	6307616331	3647 Palm Dr, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54701	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-54700	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-134882	ENR	Angela Perez	1964-12-21	UHC-15991-36	2248778546	3715 Mountain View Dr, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137328	ENR	Alexander Kennedy	1962-10-17	—	2818668900	5630 Forest Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-413562	CLM	Luis X Gry	2007-11-21	UHC-12522-66	—	8034 Park Pl, Fresno, CA	0.66	Middle initial moved out of first name Date of birth reformatted ZIP missing Whitespace trimmed+1 more
ENR-126855	ENR	Jessica Miller	1952-02-08	UHC-28040-04	5825465213	8223 Jefferson Ave, Jacksonville, FL	0.66	Two-digit birth year State code upper-cased ZIP missing Whitespace trimmed+1 more
ENR-109922	ENR	Daniel P Wong	—	UHC-33833-96	9673669916	4430 Meadow Ln, Jacksonville, FL	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+1 more
CLM-415697	CLM	Judy Burns	1980-12-09	UHC-13174-98	—	3367 Maple Ave, Seattle, WA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137162	ENR	Fatima Vargas	1997-10-14	UHC-88824-10	6489486316	315 Oak St, Jacksonville, FL	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-113947	ENR	Teresa P Schmidt	1992-09-23	UHC-39158-87	7333935991	4736 Pine Dr, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-418335	CLM	Camila Ramos	1952-05-01	UHC-23396-60	3156815432	8909 Market St, Charlotte, NC	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-403456	CLM	Christina G Orteega	1985-12-27	UHC-82591-33	6567000272	3808 Central Ave, Los Angeles, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-407607	CLM	Richard Washington	2006-06-16	UHC-88336-76	—	8427 Camelback Rd, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-56294	TPA	Arjun Wells	1957-11-04	—	—	8956 Desert Sky Blvd, San Diego, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-137679	ENR	Victoria Peters	1974-07-28	—	6819061533	2121 Sage Ct, Miami, FL	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
ENR-105899	ENR	Terry H Diaz	1939-05-15	UHC-77144-47	2984482979	4080 Palm Dr, Plano, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112967	ENR	Austin T Frnklin	2003-07-11	UHC-49819-90	6109822477	5393 Maple Ave, Glendale, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-138066	ENR	Ann Henry	1950-11-28	UHC-47061-95	3493199676	4023 Main St, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-115604	ENR	Patrick Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-109469	ENR	Grace T Robinson	1949-10-27	UHC-41837-79	6087312003	5053 Palm Dr, Tucson, AZ	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-115293	ENR	Andrew C Ramirez	2005-02-13	UHC-07301-34	—	6236 Hillcrest Rd, Charlotte, NC	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-410928	CLM	Jooyce A Herrera	1942-06-21	UHC-61035-88	5757403081	2531 Ridge Rd, Dallas, TX	0.66	Phone reformatted State code upper-cased ZIP missing Gender normalised+1 more
ENR-103088	ENR	Joshua A Simmons	1977-04-09	UHC-13424-53	4297271590	3358 Hillcrest Rd, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103087	ENR	Joshua A Simmons	1977-04-09	UHC-13424-53	4297271590	3358 Hillcrest Rd, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50479	TPA	Janet Sanchez	2007-08-22	—	—	3187 Hillcrest Rd, Tucson, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-130953	ENR	Janice Banks	1964-06-22	UHC-81252-69	7216183607	7977 Elm St, Orlando, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-124202	ENR	Jennifer J Castro	1961-01-05	UHC-56669-12	6174975385	5284 Main St, Tucson, AZ	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134117	ENR	Amanda Little	1989-06-12	UHC-87673-57	6056815541	8345 Lincoln Way, Mesa, AZ	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-109280	ENR	Billy Delgado	1988-08-24	UHC-56995-47	4876514980	6024 Harbor Blvd, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126666	ENR	Scot D Daniels	1995-07-08	UHC-86146-39	7302217424	1872 Lincoln Way, San Antonio, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-57377	TPA	Peter L Bennett	1998-11-28	—	—	9378 Cedar Ln, Tempe, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-427594	CLM	Nathan H Wong	2001-08-11	UHC-21440-42	7622412439	7166 Sage Ct, Phoenix, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
TPA-52638	TPA	Maria Danies	1982-10-09	—	—	5183 Sunset Blvd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25099	PRV	Willie Elliott	1943-01-20	UHC-22957-69	4236107302	9782 Ridge Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-431934	CLM	Austin Bradley	1943-08-01	—	7626066429	9838 Palm Dr, Austin, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

7,146 rows, page 104 of 143Previous Next