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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127416	ENR	Bradley Mlls	1975-07-26	UHC-88855-94	—	3885 Pine Dr, Las Vegas, NV, 89164	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-107815	ENR	Doris X Coleman	1989-06-06	UHC-31811-70	7357357749	342 Valley View Dr, Tempe, AZ, 85275	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-128510	ENR	Kyle Burns	1946-02-23	UHC-52612-93	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-118741	ENR	Benjamin D Thompson	—	UHC-96031-72	5223389950	1064 Union St, Tucson, AZ, 85769	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-104469	ENR	Stephen W Lucas	1973-09-09	UHC-63783-73	8466465555	3539 Grand Ave, Minneapolis, MN, 55494	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113039	ENR	Jason W Herrera	1958-06-27	UHC-57145-52	2349543371	1600 Palm Dr, Fresno, CA, 93747	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102384	ENR	Anthony E Freeman	1985-11-17	UHC-41115-85	4016804568	4223 Hillcrest Rd, Gilbert, AZ, 85286	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108294	ENR	Terry T Boyd	2004-01-23	UHC-83315-11	9456895672	4571 Bayshore Dr, Scottsdale, AZ, 85272	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138622	ENR	Scott M Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.66	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-141209	ENR	Bradley HJunk	1967-06-08	UHC-08456-54	2419496475	553 Highland Ave, San Diego, CA, 92129	0.66	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-132294	ENR	Daniel Garcia	1976-12-04	UHC-29220-65	—	645 Union St, Orlando, FL, 32805	0.66	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-123796	ENR	Billy Vega	1941-05-20	UHC-19280-61	3883406916	6469 Hillcrest Rd, Chandler, AZ, 85210	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135891	ENR	Madison N Reyes	1946-04-18	UHC-15905-97	3839294814	6130 Elm St, Orlando, FL, 32897	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118276	ENR	Margaret Gardner	1978-11-20	UHC-83781-04	4456969596	9118 Cedar Ln, Orlando, FL, 32864	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111436	ENR	Christian Barnes	1941-11-12	UHC-06628-52	9263517139	7655 Canyon Rd, Los Angeles, CA, 90057	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104535	ENR	Mari F Burns	1978-03-19	UHC-33124-31	2974253271	345 Grand Ave, Columbus, OH, 43222	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133885	ENR	Noah X Hoffman	1940-05-18	UHC-83947-97	6302188321	7143 Grand Ave, Mesa, AZ, 85250	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132460	ENR	Judith L Martinez	1993-09-16	UHC-48517-88	6608294651	9374 Hillcrest Rd, Phoenix, AZ, 85043	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121780	ENR	Olivia Lopez	2004-06-27	UHC-30429-10	7326323822	2477 Broadway # 963, Sacramento, CA, 95834	0.66	Phone reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
ENR-104538	ENR	Diego Castillo	1997-04-08	UHC-15329-94	9565703053	8724 Ocean Ave, Los Angeles, CA, 90099	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106709	ENR	Lauren N Thompson	1998-09-04	UHC-80523-37	3577152469	9221 Sunset Blvd, San Diego, CA, 92174	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140909	ENR	Jake S Stone	1974-10-19	UHC-49529-71	3737875530	2735 Pine Dr, Dallas, TX, 75204	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130152	ENR	Camila J Guerrero	1977-02-06	UHC-45067-31	5468097591	3791 Ridge Rd, Charlotte, NC, 28218	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135597	ENR	Mkie Y Castillo	1993-10-10	UHC-96541-82	3142586483	4631 Sage Ct, Denver, CO, 80276	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-104713	ENR	Betty O Johnson	1991-01-24	UHC-60892-14	4397933926	9343 Jefferson Ave, Atlanta, GA, 30356	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127181	ENR	Brian S Parker	1976-11-10	UHC-72365-12	—	6467 Camelback Rd, Plano, TX, 75098	0.66	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-126657	ENR	Frances W Hicks	—	UHC-42723-22	—	284 Mountain View Dr, Tampa, FL, 33673	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-106142	ENR	Ronald L Dean	1982-08-11	UHC-43191-80	—	7414 Meadow Ln, Jacksonville, FL, 32213	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-103655	ENR	Castro D Laura	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-134008	ENR	Mariana L Vega	1958-08-13	UHC-60373-77	3099878638	2462 Mountain View Dr, Houston, TX, 77052	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121436	ENR	Frank E Duncan	1981-04-09	UHC-27210-12	3479009627	696 Park Pl, Seattle, WA, 98160	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124098	ENR	Keith S Webb	1995-10-16	UHC-92115-80	4146552867	5609 Elm St, Miami, FL, 33185	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-111957	ENR	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-109436	ENR	Mason Hansen	1990-11-12	UHC-96817-98	6823587326	3212 Union St, Dallas, TX, 75217	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139532	ENR	Sandra H Reynolds	1946-05-23	UHC-28203-56	5499631879	3725 Apache Blvd, Jacksonville, FL, 32226	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137133	ENR	Janice Sto	1955-05-28	UHC-96551-62	2772719495	3265 Mountain View Dr, Las Vegas, NV, 89127	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
ENR-131528	ENR	Jose F Powell	1944-05-22	UHC-96914-98	5175134559	3607 Palm Dr, San Diego, CA, 92141	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117436	ENR	Kyle Watkins	1986-09-24	UHC-09482-52	—	24 Union St, Glendale, AZ, 85302	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-137213	ENR	Stephanie T Espinoza	1942-07-21	UHC-27835-46	3983737624	1618 Washington St, Glendale, AZ, 85353	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-127341	ENR	Joe Z Carlson	1974-02-08	UHC-73768-75	7359461783	8045 Willow Ct, Tampa, FL, 33695	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115507	ENR	Teresa S Knight	1969-10-26	UHC-05402-97	6985405208	9898 Apache Blvd, Mesa, AZ, 85208	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122454	ENR	Aisha K Roberts	1980-11-07	UHC-45959-65	2374620615	8827 Lincoln Way, Minneapolis, MN, 55451	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138709	ENR	Wayne Payne	1974-03-16	UHC-38229-70	2405843306	4120 River Rd, Jacksonville, FL, 32230	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-109827	ENR	Santiago Black	1951-12-04	UHC-04410-16	7284474573	2384 Camelback Rd, Chandler, AZ, 85247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-128365	ENR	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135397	ENR	Billy T Dean	1982-09-27	UHC-18419-83	9336265801	969 Valley View Dr, San Antonio, TX, 78202	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-127654	ENR	Madison Tucker	1963-10-17	UHC-87905-69	2093770449	5673 River Rd, Columbus, OH, 43220	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123296	ENR	Ryan Chen	1963-04-11	UHC-69720-39	8739516905	4269 Maple Ave, San Diego, CA, 92151	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104347	ENR	Mateo Cooper	1992-07-07	UHC-54482-85	8504563929	3037 Baseline Rd, Mesa, AZ, 85211	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-129057	ENR	Roger Y Rivera	2006-07-08	UHC-22785-78	2048346714	4497 Forest Ave, Los Angeles, CA, 90084	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

3,951 rows, page 50 of 80Previous Next