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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108014	ENR	Bobby U Rojas	1945-05-20	UHC-53291-78	5359582762	2796 Hillcrest Rd, Orlando, FL, 32805	0.84	ZIP+4 trimmed Whitespace trimmed
ENR-113222	ENR	Marilyn Russell	1985-11-07	UHC-30013-20	6219294344	879 Main St, Plano, TX, 75055	0.84	Phone reformatted ZIP+4 trimmed
ENR-102884	ENR	Sofia F Day	1938-07-28	UHC-43857-58	4638595313	2714 Ocean Ave, Chandler, AZ, 85245	0.84	Phone reformatted ZIP+4 trimmed
ENR-120174	ENR	Robert Flores	1988-01-25	UHC-93809-33	—	8541 River Rd, Los Angeles, CA, 90056	0.84	ZIP+4 trimmed Whitespace trimmed
ENR-107733	ENR	Emily S Singh	1991-07-23	UHC-65155-15	7078100539	4040 Jefferson Ave, Columbus, OH, 43230	0.84	Phone reformatted ZIP+4 trimmed
ENR-139202	ENR	Jacob Perez	1971-06-12	UHC-27590-46	5545845970	1783 Sage Ct, Mesa, AZ, 85239	0.84	Name re-cased ZIP+4 trimmed
ENR-108115	ENR	Donna G Mitchell	1947-08-01	UHC-84277-54	—	1369 Canyon Rd, Gilbert, AZ, 85290	0.84	Date of birth reformatted ZIP+4 trimmed
ENR-131810	ENR	Jackie Gomez	1938-04-04	UHC-28088-09	2424514603	3491 Sage Ct, Austin, TX, 78758	0.84	Phone reformatted ZIP+4 trimmed
ENR-140154	ENR	Andrea J Richards	1960-01-07	UHC-85331-38	8348443364	4521 Forest Ave, San Antonio, TX, 78294	0.84	Phone reformatted ZIP+4 trimmed
ENR-140289	ENR	Dennis R Delgado	1991-08-14	UHC-37047-84	3788984725	7235 Bayshore Dr, Fresno, CA, 93725	0.84	Phone reformatted ZIP+4 trimmed
ENR-112943	ENR	Sofia D Ward	1961-04-16	UHC-55808-79	2366515297	6963 Desert Sky Blvd, Tucson, AZ, 85786	0.84	ZIP+4 trimmed Whitespace trimmed
ENR-117949	ENR	Aaron Ford	2006-08-21	UHC-64440-42	—	8192 Lincoln Way, Houston, TX, 77090	0.84	Name re-cased ZIP+4 trimmed
ENR-102114	ENR	Sophia I Flores	1998-01-12	UHC-11952-63	5666040379	1954 Desert Sky Blvd, Plano, TX, 75087	0.84	Phone reformatted ZIP+4 trimmed
ENR-137629	ENR	Vincent O Owens	1940-03-06	UHC-82525-96	3325679622	7679 Church St, Jacksonville, FL, 32222	0.84	ZIP+4 trimmed Whitespace trimmed
ENR-137630	ENR	Vincent O Owens	1940-03-06	UHC-82525-96	3325679622	7679 Church St, Jacksonville, FL, 32222	0.84	ZIP+4 trimmed Whitespace trimmed
ENR-104052	ENR	Aisha A Dixon	1945-08-08	UHC-81067-89	5978343199	593 Harbor Blvd, Nashville, TN, 37245	0.84	Date of birth reformatted ZIP+4 trimmed
ENR-137029	ENR	Richard H Jackson	2004-02-11	UHC-03936-31	5157791955	4069 Washington St, Houston, TX, 77010	0.84	Phone reformatted ZIP+4 trimmed
ENR-140087	ENR	Pamela D Phillips	1981-08-15	UHC-56127-45	5484308049	9186 Willow Ct, Denver, CO, 80292	0.84	Phone reformatted ZIP+4 trimmed
ENR-121434	ENR	Santiago Jeensen	1992-05-26	UHC-40660-07	—	8713 Meadow Ln, Seattle, WA, 98137	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-116185	ENR	Caterine E Kim	1984-09-28	UHC-20559-64	8458418887	3360 Church St, Mesa, AZ, 85213	0.84	Phone reformatted ZIP+4 trimmed
ENR-134793	ENR	Joseph Spencer	1986-06-21	UHC-96572-28	6159214378	8039 Central Ave, Orlando, FL, 32892	0.84	Phone reformatted ZIP+4 trimmed
ENR-111664	ENR	Christian Ray	1947-08-20	UHC-82209-54	7582319477	5974 Grand Ave, Tampa, FL, 33646	0.84	Date of birth reformatted ZIP+4 trimmed
ENR-110519	ENR	Keith L Gordon	1964-04-19	UHC-57784-50	9039316384	6363 Mesa Dr, Scottsdale, AZ, 85249	0.84	Phone reformatted ZIP+4 trimmed
ENR-138277	ENR	Ashley J Hall	1959-07-24	UHC-37221-22	3874342858	4977 Maple Ave, Los Angeles, CA, 90038	0.84	Member ID reformatted ZIP+4 trimmed
ENR-134040	ENR	Victoria Z Butler	1989-04-13	UHC-17039-24	7564421294	2895 Union St, Dallas, TX, 75286	0.84	Phone reformatted ZIP+4 trimmed
ENR-110783	ENR	Robert E Maldonado	1977-05-22	UHC-89048-29	—	7388 Palm Dr, Orlando, FL, 32844	0.84	Name re-cased ZIP+4 trimmed
ENR-125769	ENR	Rachel O Wagner	1967-02-28	UHC-69511-69	6884301702	3551 Palm Dr, Columbus, OH, 43210	0.84	Phone reformatted ZIP+4 trimmed
ENR-137723	ENR	Betty P Cunningham	1997-06-13	UHC-80120-38	3014006672	5483 Sunset Blvd, Phoenix, AZ, 85017	0.84	Phone reformatted ZIP+4 trimmed
ENR-103744	ENR	Janice Anderson	1981-10-10	UHC-06664-40	7292220567	8439 Indian School Rd, Atlanta, GA, 30360	0.84	Phone reformatted ZIP+4 trimmed
ENR-123791	ENR	Denise V Ortega	1956-02-19	UHC-05763-13	5476584625	9540 Broadway, Dallas, TX, 75244	0.84	Phone reformatted ZIP+4 trimmed
ENR-101230	ENR	Priya F Chen	1999-03-03	UHC-87411-86	7486117223	6678 Ridge Rd, Nashville, TN, 37262	0.84	City re-cased ZIP+4 trimmed
ENR-126038	ENR	Jerry Pierce	1985-02-16	UHC-08294-56	3076835680	3505 Harbor Blvd, Dallas, TX, 75258	0.84	Phone reformatted ZIP+4 trimmed
ENR-137453	ENR	Randy Hart	1996-06-15	UHC-98135-99	9493356901	2732 Desert Sky Blvd, Tucson, AZ, 85723	0.84	Name re-cased ZIP+4 trimmed
ENR-128232	ENR	Jesse Morrisno	2006-09-28	UHC-21310-06	3914560239	3971 Baseline Rd, Sacramento, CA, 95864	0.84	Phone reformatted ZIP+4 trimmed
ENR-101883	ENR	Brradley U Edwards	2004-12-06	UHC-73227-09	—	6517 Sage Ct, Seattle, WA, 98185	0.84	ZIP+4 trimmed Whitespace trimmed
ENR-137288	ENR	Kathleen J Myers	1952-10-16	UHC-02616-44	—	1268 Main St, Houston, TX, 77079	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-101035	ENR	Adam Anderson	1956-04-18	UHC-78727-50	7045711048	2882 Grand Ave, Austin, TX, 78727	0.84	ZIP+4 trimmed Whitespace trimmed
ENR-109254	ENR	Bryan G Carter	1973-11-26	UHC-77574-52	3859541310	2538 Valley View Dr, Austin, TX, 78720	0.84	Phone reformatted ZIP+4 trimmed
ENR-128138	ENR	Santiago J Jimenez	2003-09-04	UHC-41873-93	4152765322	4928 Palm Dr, Columbus, OH, 43272	0.84	Phone reformatted ZIP+4 trimmed
ENR-102452	ENR	Kimberly Evans	1969-02-23	UHC-88674-09	9383622532	8652 Hillcrest Rd, Columbus, OH, 43288	0.84	City re-cased ZIP+4 trimmed
ENR-111428	ENR	Mariaan Z Morrison	1960-07-23	UHC-48094-21	8743343898	8632 Mesa Dr, Chandler, AZ, 85261	0.84	Phone reformatted ZIP+4 trimmed
ENR-127560	ENR	Ronald S Williamson	1983-02-23	UHC-04062-47	3809220573	3583 Broadway, Nashville, TN, 37278	0.84	Phone reformatted ZIP+4 trimmed
ENR-131892	ENR	Amy I Parker	1963-04-23	UHC-88714-34	3394010900	9756 Lincoln Way, Los Angeles, CA, 90067	0.84	Phone reformatted ZIP+4 trimmed
ENR-120506	ENR	Gregory Howard	1941-03-20	UHC-16734-85	8202439409	101 Main St, Tucson, AZ, 85777	0.84	Name re-cased ZIP+4 trimmed
ENR-118040	ENR	Charlotte Kelyl	1989-05-21	UHC-07800-37	9854999892	3950 Lincoln Way, Atlanta, GA, 30314	0.84	ZIP+4 trimmed Placeholder values cleared
ENR-141281	ENR	Soto I Janet	1941-09-11	UHC-72859-55	2116176229	5224 Apache Blvd, Gilbert, AZ, 85203	0.86	ZIP+4 trimmed
ENR-112002	ENR	Richard D Rojas	1961-06-18	UHC-57563-62	7754331828	1419 Ocean Ave, Columbus, OH, 43236	0.86	ZIP+4 trimmed
ENR-140843	ENR	Sandra Richerdson	2008-03-12	UHC-00981-78	9109637712	3793 Canyon Rd, Scottsdale, AZ, 85254	0.86	ZIP+4 trimmed
ENR-106121	ENR	Hannah A Wodo	1982-10-02	UHC-77455-70	—	8882 Harbor Blvd, Houston, TX, 77005	0.86	ZIP+4 trimmed
ENR-132365	ENR	Carolyn Z Price	1983-07-27	UHC-44884-39	4767298151	524 Broadway, Nashville, TN, 37252	0.86	ZIP+4 trimmed

3,951 rows, page 79 of 80Previous Next