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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139506	ENR	Juan Q Alexander	1989-04-28	UHC-51910-62	8285258649	9353 Main St, Plano, TX, 75061	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-119524	ENR	Elijah Y Ferguson	1965-08-27	UHC-23904-16	8288159443	1718 River Rd, Fresno, CA, 93792	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-115154	ENR	Kevin Warren	1983-09-19	UHC-89468-07	5763571395	7739 Broadway, Gilbert, AZ, 85220	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Address re-cased+1 more
ENR-137649	ENR	Kathryn Carlson	1939-12-07	UHC-76593-95	5548083216	3619 Highland Ave, Mesa, AZ, 85231	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-116133	ENR	Jordan D Wheeler	1954-09-25	UHC-10993-15	8507786892	9746 Mesa Dr, Mesa, AZ, 85258	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-142332	ENR	Alice O Webb	1970-08-21	UHC-97323-98	5646924706	4530 Washington St, Tucson, AZ, 85707	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-125088	ENR	Christina T Clark	1974-11-10	UHC-10282-83	4883775230	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-133290	ENR	Charles Q Knight	1953-08-06	UHC-62586-03	9413744704	7763 Valley View Dr, Austin, TX, 78724	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-131266	ENR	Priya M Cunningham	1962-04-22	UHC-81515-13	2322296435	1045 Indian School Rd, Tampa, FL, 33655	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-117559	ENR	Nancy Kelley	1945-04-16	UHC-35134-70	8887128191	9887 Mountain View Dr, Orlando, FL, 32893	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-140222	ENR	Jack N Torres	1949-02-10	UHC-14810-26	3558995888	110 Spring St, Nashville, TN, 37271	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-125677	ENR	Jen Fisher	1993-11-23	UHC-26712-13	4397889024	3366 Palm Dr, Jacksonville, FL, 32292	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-122900	ENR	Aaron Cox	1957-01-01	UHC-14653-90	9049333526	3438 Jefferson Ave, Mesa, AZ, 85240	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-118427	ENR	Nathan I Johnston	1978-03-05	UHC-62857-20	7518794409	7576 Ocean Ave, Glendale, AZ, 85310	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-117624	ENR	Valentina Rice	1956-06-23	UHC-63637-02	4996159647	5500 Broadway, Dallas, TX, 75282	0.78	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
ENR-119468	ENR	John K Lynch	1985-12-18	UHC-71698-36	4619606705	4927 Ocean Ave, Charlotte, NC, 28289	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-142156	ENR	Brenda R Diaz	1986-07-16	UHC-41496-75	2018733562	6985 Broadway, Denver, CO, 80244	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-142124	ENR	Jacob Garcia	1988-02-20	—	3356271115	4780 Meadow Ln, Seattle, WA, 98126	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-133030	ENR	Michael V Cole	1958-07-12	UHC-18134-27	5285998440	4135 Washington St, Minneapolis, MN, 55477	0.78	Name re-cased SSN last four extracted City re-cased Whitespace trimmed+1 more
ENR-117983	ENR	Adam A Snyder	1964-09-27	UHC-25891-48	5934629771	9660 Market St, Denver, CO, 80265	0.78	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed+1 more
ENR-128148	ENR	Madison Ruiz	2004-03-28	UHC-01541-28	2987268833	6331 Willow Ct, Minneapolis, MN, 55422	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-110664	ENR	Alice Hayes	1985-05-27	UHC-29680-22	5854214091	1823 Central Ave, Las Vegas, NV, 89158	0.78	Name re-cased Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-102361	ENR	Anna F Boyd	1995-06-27	UHC-08172-11	3833421889	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-138603	ENR	Daniel U Green	1946-02-17	UHC-29070-58	3202522313	4763 Jefferson Ave, San Antonio, TX, 78260	0.78	Name re-cased Member ID reformatted SSN last four extracted State code upper-cased+1 more
ENR-108103	ENR	Helen S Gray	1978-07-03	UHC-92539-10	5214004681	8725 Church St, Atlanta, GA, 30393	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-108102	ENR	Helen S Gray	1978-07-03	UHC-92539-10	5214004681	8725 Church St, Atlanta, GA, 30393	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-133472	ENR	Wayne O Welch	1956-07-27	UHC-40062-90	7635549360	—	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-110667	ENR	Ryan G Richards	1980-05-09	UHC-91216-27	7378308796	8087 Mesa Dr, Seattle, WA, 98141	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-114652	ENR	Brian U Powell	1972-03-11	UHC-93282-35	6553298627	3245 Main St, Denver, CO, 80255	0.78	Phone reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-111467	ENR	Amanda K Larson	1948-12-20	UHC-40234-04	6463650878	9834 Highland Ave, Gilbert, AZ, 85259	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-141828	ENR	Natalie C Vazquez	1974-09-11	UHC-96384-44	2645313082	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-122127	ENR	Eric Hernandez	1959-01-07	—	2474987159	9634 Mountain View Dr, San Diego, CA, 92171	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-113035	ENR	Joseph C Lawson	1981-02-19	UHC-26174-27	2454192338	9661 Meadow Ln, San Diego, CA, 92142	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-134165	ENR	Martha Marshall	1987-10-20	UHC-27303-42	7679696023	1246 Hillcrest Rd, Minneapolis, MN, 55415	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-107724	ENR	Susan Matthews	1960-06-04	UHC-67347-77	4099310599	2622 Meadow Ln, Austin, TX, 78742	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-101264	ENR	Heather Spencer	1971-03-24	UHC-17323-23	8027635236	7133 Church St, Los Angeles, CA, 90065	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-117424	ENR	Eugene Chapman	1968-04-10	UHC-19511-84	8694356621	7013 Highland Ave, San Diego, CA, 92103	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-136766	ENR	Steven Clark	1962-05-22	UHC-26298-95	5014009902	8358 Ocean Ave, San Diego, CA, 92154	0.78	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-127233	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.78	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+1 more
ENR-134948	ENR	Isabella X George	1944-12-24	UHC-40296-74	7502928433	2699 Palm Dr, Sacramento, CA, 95828	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-129425	ENR	Debar J Morales	1971-12-11	UHC-02640-44	8165211623	6534 Park Pl, Columbus, OH, 43226	0.78	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed+1 more
ENR-103107	ENR	Natalie S Guzman	1994-02-26	UHC-13685-46	2825378010	3513 Central Ave, Plano, TX, 75008	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-132030	ENR	Terry Hunter	1961-07-17	UHC-31301-61	6836296684	6487 Oak St, Houston, TX, 77084	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-118255	ENR	Gerald Hudson	1963-12-25	UHC-90982-29	7373030013	721 Forest Ave, Tucson, AZ, 85734	0.78	Name re-cased Date of birth reformatted SSN last four extracted City re-cased+1 more
ENR-112037	ENR	Mary Lee	1950-04-12	UHC-16620-48	4293265182	9630 Elm St, Glendale, AZ, 85390	0.78	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-141602	ENR	Randy G Soto	1976-10-12	UHC-71386-98	4938157366	—	0.78	Name re-cased Member ID reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-111420	ENR	Ruth Fisher	1968-10-20	UHC-47109-24	8752567430	5096 Broadway, Los Angeles, CA, 90091	0.78	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+1 more
ENR-122401	ENR	Joshua Shaw	1944-01-21	UHC-03553-62	3597756528	4739 Forest Ave, Austin, TX, 78782	0.78	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-124384	ENR	Mendoza Janice	1971-10-20	UHC-83314-54	9062907377	5387 Broadway, Glendale, AZ, 85350	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-118409	ENR	Omar D Nguyen	1997-06-08	UHC-18431-18	—	5478 Lake View Rd, Tampa, FL, 33621	0.78	Name re-cased SSN last four extracted City re-cased Email lower-cased+1 more

1,767 rows, page 31 of 36Previous Next