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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105704	ENR	Madison L Armstrong	1973-10-11	UHC-95183-75	9595884632	466 Highland Ave, San Diego, CA	0.62	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+3 more
ENR-131251	ENR	Frances L Day	1987-05-23	UHC-68525-02	5056444164	1944 Park Pl Apt 12, Atlanta, GA, 30300	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
ENR-106404	ENR	Kayla G Rojas	1987-03-19	UHC-99967-49	2638842174	2708 Bayshore Dr, Denver, CO, 80251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112792	ENR	Dvaid C King	1939-03-05	UHC-67658-10	6575108015	3308 Elm St, Columbus, OH, 43260	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-132689	ENR	Aisha Medina	1999-02-06	UHC-78384-87	3888891822	7802 Ocean Ave, San Antonio, TX, 78270	0.62	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+3 more
ENR-122926	ENR	Ahmmed G Howard	1972-06-26	UHC-95529-67	6456337906	8347 Church St, Las Vegas, NV, 89147	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-122124	ENR	Kathleen Howard	1986-01-21	UHC-39187-01	7907765295	3370 Oak St, Houston, TX, 77060	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106042	ENR	Amber F White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119054	ENR	Kathleen Z Park	1994-08-09	UHC-09672-42	2636289409	5014 Mountain View Dr, Seattle, WA, 98144	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129344	ENR	Valentina G Hicks	1951-08-06	—	8808488420	137 Canyon Rd, Denver, CO, 80245	0.62	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+3 more
ENR-141687	ENR	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr, Plano, TX, 75045	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135567	ENR	Gabriel L Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave, Orlando, FL, 32877	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120489	ENR	Eugene O Roberts	1991-08-14	UHC-61925-07	8148320753	5606 Lincoln Way, San Antonio, TX, 78285	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106390	ENR	Yuki Nguyen	1955-01-22	UHC-27496-70	8686306366	7942 Maple Ave Apt 23, Austin, TX, 78721	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-117219	ENR	Becky R Fuler	1952-05-22	UHC-12980-59	6103621757	1662 Mesa Dr, Eden Prairie, MN, 55399	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128898	ENR	Harold I Nunez	1994-02-23	UHC-70318-42	7702128551	8831 Grand Ave, Tucson, AZ, 85719	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120275	ENR	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125451	ENR	Michelle L Richardson	1974-07-15	UHC-68007-27	8786660630	228 Union St, Seattle, WA, 98111	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-112754	ENR	Andrew Reed	1965-03-28	UHC-82214-50	5793802721	4467 Maple Ave, Charlotte, NC, 28285	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-141901	ENR	Amy Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136045	ENR	Sandra I Thompson	1979-08-20	UHC-34895-83	5516352476	4841 Bayshore Dr, Plano, TX, 75043	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-127497	ENR	Ann D Nguyen	1987-01-03	UHC-02107-04	3566202158	5519 Washington St, Chandler, AZ, 85258	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-135393	ENR	Ann Marquez	—	UHC-61611-49	2608548739	9841 Central Ave, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-132606	ENR	Brenda K Ryan	1976-03-09	UHC-87555-07	8034405145	4946 Mesa Dr, Plano, TX, 75003	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128265	ENR	Maria Salazar	1973-12-13	UHC-61139-77	2608360426	2905 Harbor Blvd, Las Vegas, NV, 89192	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109858	ENR	Melissa Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126254	ENR	Doris Bowman	1964-06-27	UHC-38304-59	3117787425	9294 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135750	ENR	Jeffrey X Fernandez	1967-12-26	UHC-50567-88	2702394330	1440 Market St, Tucson, AZ, 85737	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-123794	ENR	Judyth Lawrence	1976-01-24	UHC-43217-77	3145426255	8384 Mountain View Dr, San Antonio, TX, 78205	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124919	ENR	Mark Q Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-110489	ENR	Ahmed Phillips	1944-01-07	UHC-63412-32	9868312555	324 Park Pl, Gilbert, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-116328	ENR	Virginia F Smith	1963-08-07	UHC-21841-47	—	4860 Canyon Rd, Las Vegas, NV	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-114186	ENR	Ken Webb	1965-01-10	UHC-15069-35	5917162758	9442 Central Ave, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139106	ENR	Lucia Lewis	1969-06-11	UHC-36306-59	9053810469	4823 Forest Ave, Gilbert, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123395	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr, Orlando, FL, 32877	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-121622	ENR	Richard Weber	1943-10-02	UHC-47031-62	5094373878	3157 Grand Ave, Sacramento, CA, 95840	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131634	ENR	Teresa Z Dixon	1988-07-12	—	4147130275	7439 Lincoln Way, Houston, TX, 77073	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-116184	ENR	Walter Cunningham	1943-01-05	UHC-39378-75	3432580850	523 Palm Dr, Plano, TX, 75056	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133021	ENR	Gay U West	1950-10-18	UHC-64421-67	4963977857	9832 Grand Ave Apt 33, Fresno, CA, 93796	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121787	ENR	Greg M Hayes	1975-07-20	UHC-04760-22	—	1498 Forest Ave, Minneapolis, MN, 55452	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121550	ENR	Logan Wang	2000-11-20	UHC-37033-56	4966289444	7493 Ridge Rd, Scottsdale, AZ, 85245	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128491	ENR	Deborah Wung	2007-07-16	UHC-41251-21	5869177081	1633 Mesa Dr, San Diego, CA, 92140	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-142922	ENR	Roger I Garza	1961-03-12	UHC-70965-65	7947197749	8262 Market St, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137377	ENR	Carol Q Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-128917	ENR	Brittany U Carpenter	1994-11-22	UHC-26223-55	8944326983	9136 Bayshore Dr, Columbus, OH, 43285	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141770	ENR	Logan Z Lynch	1967-08-25	UHC-55152-79	8728827514	6009 Palm Dr, Fresno, CA, 93755	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126737	ENR	Drew Matthews	1980-07-04	UHC-58353-57	4503420006	606 Church St, Miami, FL, 33129	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-140393	ENR	Sara Palmer	1998-05-20	UHC-47320-20	2596291534	133 Elm St, Gilbert, AZ, 85272	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-119141	ENR	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

8,934 rows, page 41 of 179Previous Next