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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101424	ENR	Sean Carter	1989-03-09	UHC-33480-82	6943474294	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-102920	ENR	Anthony Wong	1939-02-17	UHC-96640-09	2923417071	4634 Sage Ct, Fresno, CA, 93703	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129602	ENR	Heather Brown	1970-10-02	UHC-40975-16	6553733784	2111 Baseline Rd, Minneapolis, MN, 55466	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110994	ENR	James F Gordon	1946-12-05	UHC-90387-42	2035365136	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-123883	ENR	Anthony H Montgomery	1990-02-18	UHC-14354-70	3574243437	9325 Mountain View Dr, Denver, CO, 80274	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104721	ENR	Diana X Ortega	1978-08-19	UHC-22553-31	4692665241	9025 Palm Dr, Chandler, AZ, 85246	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-121035	ENR	Ryan H Carlson	1942-06-11	UHC-69086-44	5463401984	4516 Harbor Blvd, Eden Prairie, MN, 55326	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117117	ENR	Dylan Hicks	1950-10-04	UHC-73266-51	7495887876	4675 Willow Ct, Tempe, AZ, 85277	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-118006	ENR	Laura Snyder	1957-10-19	UHC-51993-56	9555388965	927 Washington St, Plano, TX, 75057	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125352	ENR	Wayne K Collins	1983-12-03	UHC-90077-22	4425993236	4627 Camelback Rd, Phoenix, AZ, 85059	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-100047	ENR	Logan V Knight	1950-01-05	UHC-74188-59	7884603730	8720 Central Ave, Orlando, FL, 32852	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105760	ENR	Teresa N George	1971-06-02	UHC-44926-85	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-120817	ENR	Mary Q Miller	1975-10-10	UHC-94480-70	6649080750	3851 Cedar Ln, Houston, TX, 77027	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139847	ENR	Emily A Howard	1966-06-04	UHC-32460-21	5692927340	525 Meadow Ln, Columbus, OH, 43211	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108222	ENR	Jessica V Freeman	2005-08-11	UHC-88193-87	8296896910	258 Grand Ave, Denver, CO, 80228	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141618	ENR	Beverly Carlson	1998-10-09	UHC-97520-90	2969047432	834 Grand Ave, Fresno, CA, 93708	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137538	ENR	Aaron E Sims	1968-05-20	UHC-61920-76	6925577505	7525 Spring St, Miami, FL, 33132	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132531	ENR	Carl Campbell	1955-01-05	UHC-79675-76	9349815038	515 Canyon Rd, Sacramento, CA, 95870	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-141844	ENR	Victoria T Torres	1978-01-28	UHC-64889-92	4603118860	6703 Elm St # 252, Jacksonville, FL, 32232	0.76	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-115219	ENR	Timothy Parrk	1996-02-21	UHC-02264-61	9112057316	2407 Palm Dr, Atlanta, GA, 30371	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118622	ENR	Gabriel F Freeman	1943-05-03	UHC-08406-34	4722127743	7013 Highland Ave, Jacksonville, FL, 32224	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100600	ENR	Shirley Little	1982-08-14	UHC-65674-05	3197646821	2899 Oak St, Chandler, AZ, 85276	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-106601	ENR	Eugene Roemro	1966-01-01	UHC-80359-11	7629913511	4701 Oak St, Jacksonville, FL, 32217	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142684	ENR	Mejia Q Sarah	1947-06-06	UHC-98503-55	5055122665	3832 Sunset Blvd, Tampa, FL, 33623	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115056	ENR	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140923	ENR	Patrick Morales	1966-05-01	UHC-01065-38	8953673611	1729 Central Ave, Sacramento, CA, 95803	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104231	ENR	Tyler I Palmer	—	UHC-12717-61	2926686026	—	0.76	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-123408	ENR	Roger H Nelson	1989-06-14	UHC-31937-38	9684758967	9244 Mountain View Dr, Miami, FL, 33198	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137536	ENR	Mark A Young	1967-05-20	UHC-00268-39	—	1847 Spring St, Chandler, AZ, 85272	0.76	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-100022	ENR	Raymond Walsh	1951-11-03	UHC-09175-90	6463199468	764 Baseline Rd, Seattle, WA, 98198	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124112	ENR	Kelly K Gardner	1969-11-19	—	3255514310	6746 Central Ave, Mesa, AZ, 85232	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-104201	ENR	Tyler F Carroll	1956-07-23	UHC-66139-23	4672936962	4135 Ocean Ave, Austin, TX, 78721	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100799	ENR	Kathleen K Le	1997-11-22	UHC-96079-84	7797794064	4502 Pine Dr, Jacksonville, FL, 32268	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137053	ENR	Beverly P Kennedy	1943-05-06	UHC-48471-80	6014045500	2465 Pine Dr, Houston, TX, 77054	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129064	ENR	Martha X Reid	1981-01-12	UHC-18004-07	3453609355	1230 Camelback Rd, Atlanta, GA, 30304	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123995	ENR	Camial Harrison	1977-07-17	UHC-44391-38	2704527698	6067 Canyon Rd, Denver, CO, 80265	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119648	ENR	Jessica Cook	2004-07-07	UHC-84109-26	9496370799	2137 Camelback Rd, Glendale, AZ, 85348	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104436	ENR	Mariana Webb	1960-07-07	UHC-20825-98	—	9040 Canyon Rd, Houston, TX, 77026	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101651	ENR	Sharon U Owens	1946-05-14	UHC-33733-61	—	2917 Desert Sky Blvd, Seattle, WA, 98150	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110498	ENR	Lawrence E Diaz	1938-06-03	UHC-21905-26	9309440897	6968 Mesa Dr, Chandler, AZ, 85254	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111560	ENR	Jeff Ortiz	1986-10-08	UHC-55126-77	6715436453	9236 Spring St, Fresno, CA, 93791	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100925	ENR	Arthur R Hunt	1995-12-18	UHC-77473-21	8498952110	9247 Sage Ct, Nashville, TN, 37269	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-141680	ENR	Peter W Elliott	1943-03-19	UHC-30062-36	5295277309	7953 Jefferson Ave, Mesa, AZ, 85289	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110080	ENR	Christine Carpenter	1987-07-20	—	5964267462	3743 Harbor Blvd, Charlotte, NC, 28241	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-129722	ENR	Richard O Santiago	1986-05-09	UHC-26774-18	6607451570	9782 Bayshore Dr, Austin, TX, 78722	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118083	ENR	Christian I Wood	1941-12-22	UHC-19195-42	3704900822	4177 Ocean Ave, Chandler, AZ, 85271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126623	ENR	Julie H Holmes	1943-06-11	UHC-06106-94	3708116397	4313 Maple Ave, Glendale, AZ, 85333	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127789	ENR	Jeremy B Nguyen	1990-03-26	UHC-03233-46	6288714833	5719 Jefferson Ave, Atlanta, GA, 30308	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116973	ENR	Lucia G Little	2008-01-04	UHC-70129-25	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115803	ENR	Obrien E Douglas	1966-08-26	UHC-37735-01	2259087231	5267 Grand Ave, Gilbert, AZ, 85202	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 161 of 339Previous Next