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

Enrollment, 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
ENR-124092	ENR	Camila Sims	1988-10-11	UHC-71314-54	2083470701	6271 Spring St, San Antonio, TX, 78210	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-122330	ENR	Luis Y Jackson	1992-06-25	UHC-64643-91	4527155097	2919 Park Pl, Minneapolis, MN, 55476	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128779	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-128780	ENR	Lauren J Willis	1984-12-18	UHC-41715-68	8298238232	9796 Park Pl, Glendale, AZ, 85338	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-100223	ENR	Mateo P Lawson	1960-10-05	UHC-61957-49	8324772521	9381 Elm St, Jacksonville, FL, 32219	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125614	ENR	Jozeph Daniels	1958-05-08	UHC-62760-29	5485384603	4754 Cedar Ln, Austin, TX, 78779	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136972	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-140437	ENR	Sanders U Douglas	1958-07-23	UHC-15375-20	4699400251	7638 Bayshore Dr, Atlanta, GA, 30371	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-118731	ENR	Ryan Q Duncan	1971-05-26	UHC-35024-48	4465996390	6813 Spring St, Scottsdale, AZ, 85230	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-126234	ENR	Albert E Dean	1990-11-20	UHC-88054-86	—	5601 Market St, Sacramento, CA, 95829	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117534	ENR	Teresa B Rodriguez	2002-02-28	UHC-70614-27	2045032889	421 Camelback Rd, Fresno, CA, 93710	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132575	ENR	Priya Q Clark	1955-08-28	UHC-86614-39	—	5635 Union St, Tampa, FL, 33696	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
ENR-103081	ENR	Henry K Grant	1988-06-07	UHC-26219-75	7674686399	2204 Market St, Houston, TX, 77072	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108858	ENR	Robert A Dunn	1969-08-27	UHC-94097-91	3044965421	4219 Indian School Rd, Plano, TX, 75060	0.66	Phone reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-128929	ENR	Vincent W Campbell	1982-11-20	UHC-21729-18	3137257856	6665 Pine Dr, San Antonio, TX, 78254	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137175	ENR	Jerry Webb	1949-01-20	UHC-52071-44	6155649313	9385 Desert Sky Blvd, Jacksonville, FL, 32280	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139225	ENR	Susan Perry	1946-01-03	UHC-00025-27	3296789979	8796 Camelback Rd, Eden Prairie, MN, 55309	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115625	ENR	Natalie Z Garza	1983-06-04	UHC-86293-53	5126987446	6728 Elm St, Austin, TX, 78794	0.66	Name re-cased Phone reformatted State name converted to code Email lower-cased+1 more
ENR-136675	ENR	Melissa G Crter	1973-11-14	UHC-02903-88	8214181279	5666 Oak St, Austin, TX, 78732	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102973	ENR	Laura E Willis	1946-03-19	—	2516774992	3014 Jefferson Ave, San Diego, CA, 92175	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-132504	ENR	Alice Cruz	1974-09-13	UHC-21043-26	5165815396	2591 Cedar Ln, Tampa, FL, 33676	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
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
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
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
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
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
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
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
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
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
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
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
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
ENR-101736	ENR	Deborah A Stephens	1998-04-13	UHC-02721-84	8697199417	2776 Mesa Dr, Chandler, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101735	ENR	Deborah A Stephens	1998-04-13	UHC-02721-84	8697199417	2776 Mesa Dr, Chandler, AZ, 85203	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129124	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133232	ENR	Frances A Anderson	1989-02-20	UHC-57483-84	9828437499	6339 Park Pl, Phoenix, AZ, 85024	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-114044	ENR	Sarah Bowman	1983-04-27	UHC-65972-52	3436679817	3180 Apache Blvd, Los Angeles, CA, 90041	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more

4,296 rows, page 57 of 86Previous Next