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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140735	ENR	Josh X Diez	1953-03-05	UHC-25720-29	7343492128	1005 Market St, Columbus, OH, 43276	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129550	ENR	David T Fernandez	1951-08-26	UHC-00684-23	3063776480	4905 Spring St, Houston, TX, 77012	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-121249	ENR	Logan B Richardson	1978-04-19	UHC-37659-40	3182742384	5259 Highland Ave, Fresno, CA, 93783	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115179	ENR	Linda L Burns	1949-04-04	UHC-33371-57	4928863686	982 Forest Ave, Glendale, AZ, 85301	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133337	ENR	David M Graham	1991-02-17	UHC-30463-08	4372294661	5820 Forest Ave, San Diego, CA, 92138	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116463	ENR	Melissa Gilbert	1999-03-20	UHC-06890-08	7594964891	8750 Palm Dr, Minneapolis, MN, 55498	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-136419	ENR	Robert J Bryant	1972-12-14	UHC-33831-92	9584237385	7085 Maple Ave, Orlando, FL, 32863	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135135	ENR	Linda O Marquez	1953-09-16	UHC-26316-13	8349394370	7510 Grand Ave, Denver, CO, 80299	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118062	ENR	Valentina L Bishop	2004-11-17	UHC-77430-04	5668802645	7983 Washington St, Tampa, FL, 33630	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135930	ENR	Russell Holmes	1981-12-03	UHC-96335-85	9803564027	8880 Meadow Ln, Atlanta, GA, 30317	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121974	ENR	Stephen L Hall	2001-01-10	UHC-50047-14	9844010130	6530 Spring St, Glendale, AZ, 85344	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-126987	ENR	Judith H Sanchez	1994-04-11	UHC-34589-55	3222076248	6227 Main St, Charlotte, NC, 28201	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106902	ENR	Dorothy Ward	1965-08-12	UHC-79814-12	3129790029	2025 Canyon Rd, San Antonio, TX, 78287	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106173	ENR	Ahmed Vega	2002-10-16	UHC-10206-05	3932206753	3061 Maple Ave, Tucson, AZ, 85739	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134157	ENR	Margaret V Hill	1958-03-03	UHC-72772-41	2075126206	3727 Maple Ave, Nashville, TN, 37222	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141083	ENR	Stephanie Brown	1980-11-02	UHC-58523-40	6625605636	7753 Desert Sky Blvd, Jacksonville, FL, 32297	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140158	ENR	Teresa I Nguyen	2006-04-04	UHC-40534-10	9815127715	7070 Pine Dr, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107037	ENR	Sandra Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-141985	ENR	Arthur Oliver	1972-07-19	UHC-81066-86	—	3820 Mountain View Dr, Minneapolis, MN, 55472	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136622	ENR	Helen Lucas	1961-09-24	UHC-64236-44	6755010390	1643 Washington St, Los Angeles, CA, 90032	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-104825	ENR	Josh Roe	1976-07-10	UHC-06457-96	—	6255 Meadow Ln, Los Angeles, CA, 90054	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-107797	ENR	Valentina S Knight	1972-03-19	UHC-33721-28	9385331839	8232 Elm St, Miami, FL, 33166	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136518	ENR	Sara Hawkins	1986-02-02	UHC-45242-14	9262901022	1415 Ocean Ave, Atlanta, GA, 30337	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117441	ENR	Gary L Miller	1993-04-20	UHC-58590-92	2112920633	6416 Harbor Blvd, Los Angeles, CA, 90038	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129575	ENR	Barbara E Griffin	2007-08-03	UHC-87421-82	2184478651	747 Park Pl, Glendale, AZ, 85341	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131598	ENR	Weber Brittany	1956-03-07	UHC-17859-27	4796663471	6021 Union St, Phoenix, AZ, 85025	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110789	ENR	Cunningham T Doris	1949-03-07	UHC-12346-13	3359438706	6648 Palm Dr, Chandler, AZ, 85284	0.74	Date of birth reformatted Phone reformatted City re-cased State code upper-cased+3 more
ENR-102845	ENR	Debra Duncan	1968-04-18	UHC-01762-08	6753275374	259 Apache Blvd, Mesa, AZ, 85225	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132993	ENR	Stephanie J Wagner	1966-09-22	UHC-41796-51	3656963373	7721 River Rd, Gilbert, AZ, 85205	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138163	ENR	Donna Carpenter	1983-09-12	UHC-25893-43	5803238775	7395 Cedar Ln, Chandler, AZ, 85225	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132250	ENR	Teresa Johnson	1944-11-06	UHC-93030-14	2097641862	6582 Ocean Ave, Seattle, WA, 98152	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-104982	ENR	Kevin Foster	2005-12-06	UHC-75040-45	3263305186	262 Jefferson Ave, Dallas, TX, 75206	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104983	ENR	Kevin Foster	2005-12-06	UHC-75040-45	3263305186	262 Jefferson Ave, Dallas, TX, 75206	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110976	ENR	Tyler Ross	2000-01-22	UHC-29708-97	—	8109 Camelback Rd, Tempe, AZ, 85253	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125490	ENR	Omar George	1980-11-12	UHC-95287-38	9295882596	4930 Sunset Blvd, Seattle, WA, 98106	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125755	ENR	Logan Schmidt	1940-05-01	UHC-14333-36	—	1699 Desert Sky Blvd, Mesa, AZ, 85237	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136855	ENR	Lara Cooper	1969-09-05	UHC-94311-94	2377304974	6983 Hillcrest Rd, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132972	ENR	Bruce N Rodriguez	1969-07-16	UHC-13735-40	4429318539	7551 Market St, Plano, TX, 75070	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119304	ENR	Joan B Jacobs	1970-05-08	UHC-04661-64	2908123684	7011 Ridge Rd, Denver, CO, 80287	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-142721	ENR	Douglas J Matthews	1967-04-02	UHC-06439-58	4663423750	1698 Lake View Rd, Atlanta, GA, 30395	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114688	ENR	Marilyn Aguilar	1981-07-01	UHC-98818-07	3387502877	1980 Ocean Ave, Miami, FL, 33119	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133813	ENR	Natalie Reid	1987-10-19	UHC-17980-94	8708111811	2154 Meadow Ln, Minneapolis, MN, 55455	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137528	ENR	Hill M Mary	1972-07-16	UHC-33363-47	2327976461	2472 Jefferson Ave, Tucson, AZ, 85743	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-104674	ENR	Isabella Griffin	1958-12-20	UHC-44529-74	8117320200	2457 Willow Ct, Dallas, TX, 75237	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117425	ENR	Katherne C King	1944-12-21	UHC-59861-38	—	5831 Meadow Ln, Tempe, AZ, 85271	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125952	ENR	Abby L Arnold	1943-01-12	UHC-99410-20	7187396828	8528 Pine Dr, Gilbert, AZ, 85253	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128759	ENR	Camila I Hayes	1998-10-20	UHC-66519-02	9786460768	4888 Park Pl, Eden Prairie, MN, 55355	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102925	ENR	Olivia Grant	1994-07-23	UHC-50903-76	7594719061	631 Camelback Rd, Charlotte, NC, 28253	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-136057	ENR	Beverly G Satos	1984-03-21	UHC-19689-95	7458275991	7505 Ocean Ave, Fresno, CA, 93736	0.74	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-112059	ENR	Donald T Taylor	2000-01-13	UHC-78843-89	7222985698	1401 Hillcrest Rd, Miami, FL, 33106	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

13,989 rows, page 129 of 280Previous Next