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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400954	CLM	Camila Santos	1951-11-20	—	6823136559	4386 Lake View Rd, Seattle, WA, 98115	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-122447	ENR	Andrea E Beell	1940-01-26	UHC-37247-96	5179991466	9349 Lake View Rd, Gilbert, AZ, 85250	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-115082	ENR	Maria Foster	1953-10-06	UHC-88787-54	7788502812	5575 Central Ave, Fresno, CA, 93722	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410291	CLM	Karen Morrison	1985-06-12	UHC-03154-63	9417035798	9358 Mountain View Dr, Fresno, CA, 93727	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-111339	ENR	Arthur K Lucas	1982-09-11	UHC-03901-28	9684261240	2547 Ocean Ave, Nashville, TN, 37228	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-20273	PRV	Janet Wright	1966-09-20	UHC-45348-02	3153185416	4019 Maple Ave, Minneapolis, MN, 55415	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407644	CLM	Butler K Betty	1956-11-26	UHC-72899-24	5786329064	1390 Jefferson Ave, Dallas, TX, 75228	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129900	ENR	Cynthia Ortega	2002-07-08	UHC-54454-59	2574457724	3415 Canyon Rd, Nashville, TN, 37299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421488	CLM	Phiilip B Simmons	1967-10-13	UHC-94170-33	—	4893 Maple Ave, Eden Prairie, MN, 55379	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
ENR-107446	ENR	Jacqueline V Fowler	1999-12-16	UHC-41947-43	2752865146	1885 Central Ave, Jacksonville, FL, 32221	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109983	ENR	Barbara Rojas	1974-05-22	UHC-91769-61	3116896591	8037 Church St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-127756	ENR	Arthur T Parker	1971-03-13	UHC-20503-28	9207608700	680 Park Pl, Chandler, AZ, 85241	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427253	CLM	Carolyn L Smith	1946-04-21	UHC-59178-53	9613435454	8220 Ocean Ave, Jacksonville, FL, 32219	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406981	CLM	Carlos Maldonado	1954-08-02	UHC-50356-95	—	2025 Valley View Dr, Columbus, OH, 43257	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22521	PRV	Alan O Howell	1999-05-27	—	7982510452	8558 Valley View Dr, Tucson, AZ, 85736	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126996	ENR	Bradley Foster	1992-10-12	UHC-61179-72	3692183356	8231 Grand Ave, Tempe, AZ, 85290	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57991	TPA	Emily Chen	1949-03-07	—	—	8476 Palm Dr, Glendale, AZ, 85381	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-124142	ENR	Melissa Peters	1963-11-08	UHC-15810-24	3029277697	1103 Forest Ave, Eden Prairie, MN, 55386	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118941	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	—	485 Washington St, Gilbert, AZ	0.64	Date of birth reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-135410	ENR	Cynthia E Sandoval	1945-04-07	UHC-16642-49	6766489341	5297 Elm St, San Antonio, TX, 78254	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-411385	CLM	Nathan Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-432643	CLM	Hiroshi Peterson	1947-08-28	—	3743863817	6875 Apache Blvd, Gilbert, AZ, 85234	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121157	ENR	Christine T Edwards	1969-05-22	UHC-19900-65	4294794897	2240 Desert Sky Blvd, Columbus, OH, 43262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-431891	CLM	Beverly Singh	1958-07-28	UHC-78091-79	—	8154 Sunset Blvd, Seattle, WA, 98132	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414407	CLM	George Torres	1964-05-20	UHC-42020-09	—	4804 Market St, Mesa, AZ, 85267	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-418591	CLM	Arjun Ward	1958-02-24	UHC-59588-89	—	5039 Washington St, Minneapolis, MN, 55449	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-405773	CLM	Jack V Armstrong	1966-07-16	UHC-92872-24	2577559969	9598 Oak St, Atlanta, GA, 30356	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119877	ENR	Carolyn Greene	1943-06-09	UHC-92702-38	2807018511	3861 Baseline Rd, Seattle, WA, 98112	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61848	TPA	Theresa Gonzales	1981-09-04	—	—	6783 Meadow Ln, Tempe, AZ, 85291	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404001	CLM	Arjun Ray	1963-03-12	UHC-68947-52	—	5602 Camelback Rd, Atlanta, GA, 30305	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126206	ENR	Sara E Schultz	1949-10-05	UHC-16036-07	8457522272	7856 Union St, Atlanta, GA, 30347	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101272	ENR	Joey I Gilbert	1946-07-21	UHC-99845-01	3513213461	2818 Bayshore Dr, Tucson, AZ	0.64	Phone reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-125984	ENR	Steven F Franklin	1987-07-04	UHC-52669-83	9306940761	5874 Park Pl, Houston, TX, 77065	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427790	CLM	Paul E Schmidt	1957-07-26	UHC-33818-80	—	6695 Washington St, Nashville, TN, 37229	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-127470	ENR	Nicholas G Alexander	1955-02-23	UHC-81486-07	5466950028	6174 Central Ave, San Diego, CA, 92154	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24341	PRV	Denise Stephens	1988-01-26	UHC-00197-62	—	538 Bayshore Dr, Atlanta, GA, 30320	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114011	ENR	Sofia Webb	—	UHC-71462-42	7009545390	3993 Highland Ave, Orlando, FL, 32802	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-120108	ENR	Janet Y Reynolds	1948-12-05	UHC-15656-39	7705831433	2594 Cedar Ln, Nashville, TN, 37225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128544	ENR	Ethan Guzman	1986-02-17	UHC-33032-60	2715393774	684 River Rd, Las Vegas, NV, 89119	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137950	ENR	Loir Miller	1942-02-11	UHC-11050-43	9055430691	138 Harbor Blvd, Nashville, TN, 37242	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-415148	CLM	Aaron Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407861	CLM	Marilyn Hunt	2000-04-25	—	4334049923	9005 Ridge Rd, Glendale, AZ, 85391	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400699	CLM	Marc X Collins	1946-03-20	UHC-00187-28	3772524734	3486 Harbor Blvd, Fresno, CA, 93786	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105410	ENR	Ahmed Y Perez	1941-05-09	UHC-47618-85	9662242443	3435 Broadway, Sacramento, CA, 95811	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-429398	CLM	Theresa Carter	1968-12-13	UHC-04988-64	8186483464	4683 Palm Dr, Chandler, AZ, 85262	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115692	ENR	Alexis P Sandoval	1985-08-01	UHC-93415-14	4394565375	5926 Valley View Dr, Tucson, AZ, 85745	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58305	TPA	Helen Green	1928-02-24	—	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-410047	CLM	Pamela Z Santiago	1982-04-10	UHC-70706-81	—	8298 Ridge Rd, Charlotte, NC, 28222	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21393	PRV	Billly Gibson	2008-04-13	—	—	3004 Sunset Blvd, Tucson, AZ, 85791	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100475	ENR	Rachel E Knight	1954-09-26	UHC-26205-18	9432327255	2999 Canyon Rd, Minneapolis, MN, 55423	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

9,084 rows, page 112 of 182Previous Next