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-424316	CLM	Emily Ortega	1946-07-20	—	9425785381	5771 Grand Ave, Las Vegas, NV, 89179	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400492	CLM	Roy Butler	1975-12-16	UHC-98340-50	—	9411 Desert Sky Blvd, Glendale, AZ, 85310	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108502	ENR	Helen Webb	1971-02-27	UHC-48043-73	2317395609	8349 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted Address re-cased State name converted to code+1 more
ENR-134154	ENR	Keith Fields	2000-03-03	UHC-63733-07	—	9699 Sunset Blvd, San Antonio, TX, 78250	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-427981	CLM	Abigail R Rios	1979-05-26	UHC-06532-92	—	5815 Bayshore Dr # 723, San Antonio, TX, 78296	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-24754	PRV	Doris Anderon	1940-06-16	UHC-85647-30	—	5796 Broadway, Sacramento, CA, 95828	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-122434	ENR	Grace Reed	1973-10-26	UHC-50629-74	6025949708	8326 Highland Ave, Tucson, AZ, 85737	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117353	ENR	Ana L Boyd	1955-12-23	UHC-37481-63	5415505976	8426 Central Ave, Mesa, AZ, 85295	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-416924	CLM	Paul U Lawson	2005-04-09	UHC-29000-24	—	2360 Mesa Dr, Eden Prairie, MN, 55372	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-57964	TPA	Turner Kayla	1972-08-22	—	—	2610 Sunset Blvd, Minneapolis, MN	0.66	Name re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
ENR-113225	ENR	Christina G Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.66	Middle initial moved out of first name Date of birth reformatted City re-cased State name converted to code+1 more
CLM-431857	CLM	Kathleen Lane	2005-05-21	UHC-17661-79	5406334740	2331 Spring St, Phoenix, AZ	0.66	City re-cased State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20651	PRV	Noah Morris	1981-10-14	—	2394662279	6769 Park Pl, Glendale, AZ, 85301	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115433	ENR	Bobby Larson	1962-09-04	UHC-61479-77	—	2042 Main St, Orlando, FL, 32858	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-409782	CLM	Mei A Johnson	1978-02-23	—	—	4634 River Rd, Plano, TX, 75089	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
CLM-430895	CLM	Katherine Ellis	1945-08-02	—	3428365735	1385 Jefferson Ave, Eden Prairie, MN, 55322	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20099	PRV	Ana George	1976-08-11	—	5393476904	610 Maple Ave, Minneapolis, MN, 55469	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26938	PRV	Russell Ferguson	1949-04-04	—	3755916732	2954 Highland Ave, Charlotte, NC	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
CLM-417704	CLM	Brandon Dixon	1978-07-20	UHC-95071-91	8074556861	9110 Central Ave, Tampa, FL	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
CLM-432500	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.66	Member ID reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-430230	CLM	Maria Montgomery	1951-04-08	—	6173444429	2720 Baseline Rd # 888, Plano, TX, 75056	0.66	Name re-cased Unit split from street City re-cased State name converted to code+1 more
ENR-116134	ENR	Jacob Chen	1968-10-20	UHC-96793-99	9056245910	8375 Camelback Rd, Eden Prairie, MN, 55354	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103602	ENR	Jose Alvarez	1976-05-26	UHC-94418-36	—	4639 Camelback Rd, Orlando, FL, 32867	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53465	TPA	Yuki Luna	1987-06-20	—	—	2639 Central Ave, Las Vegas, NV	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
CLM-430503	CLM	Pamela Guzman	1982-06-11	UHC-98619-77	—	9168 Mountain View Dr, Tempe, AZ, 85257	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112622	ENR	Li Adam	1959-01-03	UHC-47013-50	—	9474 Union St, Atlanta, GA, 30353	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-125671	ENR	Gloria Freeman	2000-11-03	UHC-15237-23	6203572970	823 Sage Ct, Sacramento, CA, 95869	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-414891	CLM	Devid R Ryan	1956-10-15	—	—	5705 Pine Dr, Tempe, AZ, 85247	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-135533	ENR	Pamela Little	1944-02-19	UHC-32755-61	2077861357	8997 Forest Ave, Tucson, AZ, 85797	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-116526	ENR	Anthony Harrison	1983-09-08	UHC-10947-62	3208394348	5047 Canyon Rd, Las Vegas, NV, 89172	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-119353	ENR	Charlotte Smith	2008-06-03	UHC-00797-61	9458913084	9825 Elm St, Eden Prairie, MN, 55354	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
TPA-54280	TPA	Roger Lewis	1952-04-16	—	9448445964	9404 Highland Ave, Miami, FL, 33115	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53791	TPA	Susan Reynolds	1966-09-20	—	—	2323 Camelback Rd, Las Vegas, NV, 89115	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-414993	CLM	Kieth L Jones	1987-01-29	UHC-95396-91	2474192342	5349 Palm Dr, Orlando, FL, 32884	0.66	City re-cased State name converted to code Gender normalised Plan code upper-cased+1 more
ENR-136090	ENR	Elizabeth Sanchez	1956-05-03	UHC-65772-08	3555385252	5191 Willow Ct, Austin, TX, 78784	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421288	CLM	Lawrence Johnston	1976-02-23	—	—	4994 Desert Sky Blvd, Tempe, AZ, 85295	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127372	ENR	Robert Hayes	1951-11-12	UHC-16039-46	2708254037	8982 Oak St, Austin, TX, 78744	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-104248	ENR	Jordan Jenkins	1964-07-24	UHC-50659-48	4787216624	1038 Park Pl # 424, Atlanta, GA, 30302	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-106756	ENR	Emma O Reed	1991-06-07	UHC-91196-41	6332224385	5209 Desert Sky Blvd, Phoenix, AZ, 85073	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117766	ENR	John P Watkins	1957-11-06	UHC-85271-08	5528900150	7718 River Rd, Nashville, TN, 37276	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29230	PRV	Linda Cooper	1950-12-07	—	2522521993	4702 Jefferson Ave, Las Vegas, NV, 89153	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-142344	ENR	Catherine Romero	1952-02-09	UHC-95527-11	9445379019	9615 Camelback Rd, Tempe, AZ, 85263	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-23212	PRV	Santiago Price	1940-11-08	—	9009308202	3870 Sage Ct, Denver, CO, 80204	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-134415	ENR	Charlotte J Rojas	2006-06-13	UHC-76391-19	8674047573	5721 Canyon Rd, Mesa, AZ, 85252	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-405456	CLM	Philip Lawrence	1991-10-02	UHC-27655-89	8023222072	1594 River Rd, Chandler, AZ, 85200	0.66	Name re-cased Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-111358	ENR	Betty X Lane	1954-10-14	UHC-10795-17	3292310052	8950 Ridge Rd, Gilbert, AZ, 85275	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
CLM-431517	CLM	Priia Griffin	1991-04-14	UHC-12688-71	—	7957 Elm St, Jacksonville, FL, 32244	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114017	ENR	Ruth V Burns	2008-12-19	UHC-26747-34	3558588367	7147 Forest Ave, Glendale, AZ, 85359	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117281	ENR	Benjamin W Hawkins	1950-01-05	UHC-71370-31	5662764780	4245 Hillcrest Rd, Columbus, OH, 43230	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-105387	ENR	Raymond Wood	1977-12-17	UHC-43430-18	4136458907	409 Cedar Ln, Las Vegas, NV, 89148	0.66	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more

9,084 rows, page 119 of 182Previous Next