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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138490	ENR	Sean M Delgado	2007-05-22	UHC-78051-06	9018802282	2586 Jefferson Ave, Gilbert, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127518	ENR	Jess Romero	1959-11-02	UHC-07054-03	6048115514	2273 Lincoln Way, Nashville, TN, 37264	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-126605	ENR	Valentina U Austin	1987-05-24	UHC-27686-48	2844465589	2807 Indian School Rd, Dallas, TX	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+1 more
ENR-132735	ENR	Patrick Jordan	1948-08-20	UHC-27638-29	—	5088 Mesa Dr, San Antonio, TX, 78269	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-117255	ENR	Jesse Q Nichuls	1986-03-20	UHC-62688-65	6298413648	8847 Lake View Rd, San Diego, CA, 92132	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-120565	ENR	Jacqqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
ENR-142877	ENR	Mary Foster	1978-06-27	UHC-70030-68	9672593697	4855 Mesa Dr, San Diego, CA, 92181	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136901	ENR	Omar Stone	2000-03-03	UHC-96683-20	—	3196 Ocean Ave, Tempe, AZ, 85210	0.66	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-119129	ENR	Terry W Nelson	1960-02-01	UHC-50961-19	5074693860	8917 Highland Ave, Nashville, TN, 37287	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108650	ENR	Ann Dunn	—	UHC-83785-92	4715513104	—	0.66	Name split from “Last, First”Date of birth unreadable Member ID reformatted Plan code upper-cased+1 more
ENR-103385	ENR	Vicky Diaz	1957-01-10	UHC-79441-31	7335998370	5666 Lake View Rd, Scottsdale, AZ, 85241	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140949	ENR	John Austin	1939-07-15	UHC-44139-94	4877941078	6587 Bayshore Dr, Eden Prairie, MN, 55331	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-121794	ENR	Jose X Guerrero	1979-10-27	UHC-81269-77	5088629483	6336 Elm St, Las Vegas, NV, 89172	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105981	ENR	Timothy M Tran	1958-04-25	UHC-04978-95	4657645355	5906 Apache Blvd, Glendale, AZ, 85384	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-136053	ENR	Ana W Perez	1973-01-15	UHC-25600-23	8155698316	584 Washington St, Mesa, AZ, 85271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133745	ENR	Harold K Alvarez	1986-03-19	UHC-54243-69	4663893229	6628 Ridge Rd # 606, Mesa, AZ, 85290	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-122728	ENR	Jack Wang	1996-02-16	UHC-56893-66	—	552 Main St, San Diego, CA, 92134	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-103301	ENR	Kayla E Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd, Fresno, CA, 93700	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107099	ENR	Doris Alvarez	1971-01-07	UHC-60201-75	6699270351	8860 Meadow Ln, Tampa, FL, 33639	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-133334	ENR	Patrick I Barnes	1970-06-10	UHC-32707-31	3603931957	1678 Ridge Rd, Gilbert, AZ, 85298	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116444	ENR	Henry M Nguyeen	1975-07-18	UHC-89598-34	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104140	ENR	Samantha V Sandoval	2000-06-18	UHC-17937-83	9466474914	7192 Highland Ave, Minneapolis, MN, 55419	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-126327	ENR	Jeremy Roberts	1994-12-02	UHC-19875-43	5318715301	9863 Sage Ct # 235, Columbus, OH, 43260	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-118575	ENR	Grace R Collins	1988-09-08	—	4545070571	681 Forest Ave, Miami, FL, 33125	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109507	ENR	Thomas W Tran	1978-11-08	UHC-05853-23	2085968364	5079 Camelback Rd, Plano, TX, 75081	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-113770	ENR	Ambre L Day	1971-01-22	UHC-56441-98	3298645030	6898 Baseline Rd, Denver, CO, 80273	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100310	ENR	Jessica Armstrong	1962-09-14	UHC-07333-60	—	1123 Bayshore Dr, Plano, TX, 75025	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108458	ENR	Aaron F Kelley	1972-04-19	UHC-36205-79	—	909 Forest Ave, Glendale, AZ	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-123654	ENR	Joshua W Tran	2003-08-04	UHC-48255-08	8838343537	700 Market St, Seattle, WA, 98101	0.66	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-133943	ENR	Jeremy Mitchell	1970-08-07	UHC-54886-96	3003547756	1460 Camelback Rd, Los Angeles, CA, 90080	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126952	ENR	Martha Mejia	1995-04-06	UHC-37847-81	9195493899	9430 Sunset Blvd, Austin, TX, 78712	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109209	ENR	Joyce J Vega	1947-06-09	UHC-91649-13	—	4301 Sunset Blvd, Atlanta, GA, 30397	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113933	ENR	Stephanie S Porter	2001-02-18	UHC-07006-03	5075854083	3225 Forest Ave, Denver, CO, 80200	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-114073	ENR	Carl U Gilbert	1966-08-23	UHC-44633-68	5783226069	2361 Camelback Rd, San Diego, CA, 92186	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113781	ENR	Joyce Roberts	2007-01-12	UHC-91571-60	3377074840	2751 Jefferson Ave, Los Angeles, CA, 90046	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135084	ENR	Donna Delgado	1939-08-03	UHC-28789-87	5519259954	8190 Desert Sky Blvd, Seattle, WA, 98110	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Email lower-cased+1 more
ENR-129250	ENR	Lauren Vasquez	1969-06-01	UHC-16499-87	4536605087	6717 Pine Dr, Los Angeles, CA, 90049	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141174	ENR	Samel Mejia	1942-12-01	UHC-75278-50	—	5404 Desert Sky Blvd, Eden Prairie, MN, 55320	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-101497	ENR	Dorothy Jackson	2008-11-10	UHC-09214-53	9759369494	6142 Lake View Rd, Denver, CO, 80268	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-113352	ENR	Andrew P Little	1972-07-06	UHC-11547-97	3903531535	3646 Sunset Blvd, Tempe, AZ, 85217	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130081	ENR	Jeffrey Payne	1966-11-15	UHC-28815-19	4108737703	8073 Lake View Rd, Tempe, AZ, 85256	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141848	ENR	Mateo B Simpson	1994-10-16	UHC-34741-79	2039855055	2939 Broadway, Las Vegas, NV, 89108	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Address re-cased+1 more
ENR-111971	ENR	Joan G Lawrence	1950-08-27	UHC-41562-28	7322507464	8673 Cedar Ln, Gilbert, AZ, 85271	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123055	ENR	Carllos Luna	1956-11-05	UHC-61107-88	—	8583 Jefferson Ave, Denver, CO, 80271	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107120	ENR	Vicky Lucas	1940-01-17	UHC-83942-95	—	9563 Lake View Rd, Tampa, FL, 33698	0.66	Name split from “Last, First”Member ID reformatted Gender normalised Whitespace trimmed+1 more
ENR-100671	ENR	Amber Bnenett	1959-05-15	UHC-43794-53	6002079323	1407 Palm Dr, Fresno, CA, 93717	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-114577	ENR	Theresa Perkins	1975-08-10	UHC-70953-15	2233675599	3869 Oak St, Miami, FL, 33149	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119520	ENR	Deborah I Gonzalez	1945-11-14	UHC-20343-70	8885563042	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-129479	ENR	Carolyn V George	1972-12-23	UHC-32639-37	4493256030	939 Jefferson Ave, Denver, CO, 80287	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106007	ENR	Sofia Baker	1944-07-07	UHC-18394-15	6855447021	2623 Baseline Rd, Dallas, TX, 75261	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more

4,309 rows, page 52 of 87Previous Next