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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130157	ENR	Lucia U Bishop	1967-11-15	UHC-00972-20	2056440234	535 Spring St, Tampa, FL	0.78	Name re-cased ZIP missing Email lower-cased Plan code upper-cased+1 more
ENR-121044	ENR	Christina X Bishop	1975-04-27	UHC-40173-47	2279369569	2857 Bayshore Dr, Phoenix, AZ, 85009	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-120602	ENR	Gloria B Martiez	1967-11-21	UHC-13095-05	2719937627	9425 Canyon Rd, Las Vegas, NV, 89118	0.78	Name split from “Last, First”Member ID reformatted City re-cased Plan code upper-cased+1 more
ENR-132466	ENR	Alice Hernandez	1961-03-25	UHC-85387-23	7759827426	1283 Market St, Houston, TX, 77066	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-138215	ENR	Camila N Rios	1963-11-18	UHC-12493-59	2228906829	3286 Indian School Rd, Tempe, AZ, 85295	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
ENR-102387	ENR	Kyle Li	1966-03-10	UHC-58094-35	9329231641	7657 Elm St, Austin, TX, 78774	0.78	Phone reformatted City re-cased State name converted to code Plan code upper-cased+1 more
ENR-101884	ENR	Albert V Castro	1982-05-10	UHC-91693-71	3903443809	3576 Desert Sky Blvd, Sacramento, CA	0.78	Name re-cased Phone reformatted ZIP missing Plan code upper-cased+1 more
ENR-109936	ENR	Alexis U James	1986-07-06	UHC-42001-80	4053702728	3166 Hillcrest Rd, Los Angeles, CA, 90075	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
ENR-128095	ENR	Barbara T Johnston	1974-09-16	UHC-72209-44	5804223914	1870 Indian School Rd, Tampa, FL, 33689	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-119669	ENR	Kathryn T Gonzalez	1988-08-13	UHC-91606-76	6019982729	4472 Main St Apt 35, Minneapolis, MN, 55483	0.78	Phone reformatted Unit split from street Email lower-cased Plan code upper-cased+1 more
ENR-102999	ENR	Joan Vargas	1975-09-14	UHC-56474-61	—	5951 Maple Ave, Seattle, WA, 98175	0.78	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+1 more
ENR-135628	ENR	Bryan Black	1940-01-26	UHC-11439-98	3844308523	985 Apache Blvd, Minneapolis, MN, 55412	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-129759	ENR	Sharon Cruz	1950-07-28	UHC-31927-16	7053017850	3056 Desert Sky Blvd, Glendale, AZ, 85332	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-104205	ENR	Richard Henry	1978-06-16	UHC-39882-07	8482959786	7513 Spring St, Atlanta, GA, 30352	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-126566	ENR	Anna X Nguyen	1995-01-02	UHC-88432-52	7268405215	6755 Jefferson Ave, Denver, CO, 80237	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100733	ENR	Santiago Bennett	1988-09-19	UHC-00928-23	4837690416	5393 Palm Dr, San Diego, CA, 92142	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135505	ENR	Michelle P Baker	1989-05-27	UHC-65872-85	7593215151	3246 Sage Ct, San Diego, CA	0.78	Phone reformatted ZIP missing Plan code upper-cased Whitespace trimmed+1 more
ENR-126075	ENR	Benjamin G Lewis	1955-08-24	UHC-70328-19	—	4405 Hillcrest Rd, Tempe, AZ, 85211	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-122038	ENR	Kimberly Morrison	1978-02-03	UHC-53270-68	7077390896	5491 Willow Ct, Plano, TX, 75030	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-142079	ENR	Mason I Phillips	2004-05-17	UHC-51033-94	2154496140	3820 Apache Blvd, Tucson, AZ, 85757	0.78	Name re-cased Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-140746	ENR	Randy Morris	1988-02-05	UHC-18166-28	—	9286 Washington St, Eden Prairie, MN, 55333	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-130230	ENR	Arthur Y Jimenez	2001-02-01	UHC-75581-43	7044303301	4586 Lake View Rd, Eden Prairie, MN, 55342	0.78	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+1 more
ENR-111038	ENR	Russell I Santiago	1986-08-22	UHC-79710-30	3942033662	6241 Baseline Rd, Orlando, FL, 32830	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-126956	ENR	Fatima Scott	1942-06-24	UHC-88687-99	5987958688	7415 Lake View Rd, Plano, TX, 75091	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-108021	ENR	Richard Duncan	1965-12-24	UHC-54635-46	—	573 Oak St, Houston, TX, 77069	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-124297	ENR	Kyle U Gray	1998-02-04	UHC-48658-50	8669573916	2344 Cedar Ln, Houston, TX, 77009	0.78	Two-digit birth year Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-119290	ENR	Aisha Lawson	2002-08-08	UHC-24582-90	—	6933 Mesa Dr, Gilbert, AZ, 85281	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-136835	ENR	Melissa G Hawkins	1975-06-26	UHC-87638-87	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120732	ENR	Raymond R Elliott	1940-11-15	UHC-54128-92	6472847842	6835 Indian School Rd, Chandler, AZ, 85277	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-140226	ENR	Carolyn Crawford	1965-02-09	UHC-94463-25	6553962054	2594 Hillcrest Rd, Columbus, OH, 43271	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more
ENR-129604	ENR	Nancy E Lucas	1946-06-20	UHC-58813-95	9125610925	5535 Apache Blvd, Seattle, WA, 98141	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-131350	ENR	Jerry Q Dominguez	1959-04-24	UHC-34607-27	9319780105	8695 Indian School Rd, Austin, TX, 78784	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-104551	ENR	Kelly N Moorrison	1941-02-03	UHC-19138-15	6017928052	5012 Washington St, Atlanta, GA, 30363	0.78	Street suffix standardised Address re-cased Plan code upper-cased Whitespace trimmed+1 more
ENR-105397	ENR	Christine O Garrett	1981-04-04	UHC-81591-26	5753242411	829 Baseline Rd, Las Vegas, NV, 89182	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-107060	ENR	Roy P Jordan	2002-06-11	UHC-59020-72	3167770903	3977 Main St, Miami, FL, 33122	0.78	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed+1 more
ENR-129061	ENR	Victoria Turner	1994-03-05	UHC-26966-68	6033402265	8929 Park Pl, Columbus, OH, 43209	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-106159	ENR	Emma Morris	2007-11-25	UHC-26345-16	4017347612	2595 Central Ave, Jacksonville, FL, 32282	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-134494	ENR	Timothy E Herrera	2004-05-25	UHC-89916-28	5996330040	1567 Grand Ave, Austin, TX, 78797	0.78	Date of birth reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-126055	ENR	Alexander Payne	2007-04-03	UHC-40615-86	2942080306	241 Ridge Rd, Tempe, AZ, 85223	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-142843	ENR	Joyce U Vazquez	2005-12-23	—	5914665163	2913 Lake View Rd, Eden Prairie, MN, 55309	0.78	Middle initial moved out of first name Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
ENR-134510	ENR	Eugene C Grant	1972-01-10	UHC-90493-22	2748187226	680 Sage Ct, Chandler, AZ, 85276	0.78	Name re-cased State name converted to code Email lower-cased Plan code upper-cased+1 more
ENR-102290	ENR	Lnida B Harper	1977-11-26	UHC-73028-18	—	7545 Lake View Rd, Houston, TX, 77012	0.78	Name re-cased State name converted to code Plan code upper-cased Whitespace trimmed+1 more
ENR-107794	ENR	Walter Rivera	1994-12-28	UHC-97624-67	6347227260	2298 Main St, Minneapolis, MN, 55425	0.78	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-108369	ENR	Natalie Li	1987-08-02	UHC-57373-93	3306096087	—	0.78	Phone reformatted Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-136193	ENR	Virginia Berry	1938-12-23	UHC-98861-22	3146492632	5975 Church St, Eden Prairie, MN, 55357	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-130815	ENR	Theresa I Maldonado	1962-05-11	UHC-54915-05	2837179402	351 Ocean Ave, Minneapolis, MN, 55422	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136292	ENR	Ann D Lynch	1940-08-02	UHC-25951-49	9643619420	4782 Camelback Rd, Austin, TX, 78741	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-129942	ENR	Betty Gardner	1964-04-20	UHC-30425-67	2823098523	7139 Lake View Rd, Fresno, CA, 93763	0.78	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-132675	ENR	Thomas Sanchez	1943-03-28	UHC-02366-75	5487895912	9360 Highland Ave, Jacksonville, FL, 32229	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-101401	ENR	Wei Q Richardson	2004-10-15	UHC-37687-05	9159586458	5601 Oak St, San Diego, CA, 92121	0.78	Street suffix standardised Address re-cased Email lower-cased Plan code upper-cased+1 more

2,126 rows, page 29 of 43Previous Next