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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111053	ENR	Nicholas J Obrien	1958-09-02	UHC-77329-14	5115297318	4628 Sunset Blvd, Las Vegas, NV, 89125	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140644	ENR	Joan Santiago	1960-05-03	UHC-90878-30	7727016450	8177 Harbor Blvd, Dallas, TX, 75268	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110768	ENR	Robert L Phillips	2006-02-22	UHC-81499-96	2968430674	2396 Valley View Dr, Los Angeles, CA, 90072	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129280	ENR	Wayne Y Brooks	—	UHC-70246-85	7966339248	582 Main St # 797, Fresno, CA, 93723	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
ENR-126718	ENR	Danielle L Schmmidt	1957-09-08	UHC-67449-37	8208110420	664 Hillcrest Rd, Eden Prairie, MN, 55307	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117204	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117205	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141983	ENR	Evelyn Z Siimmons	1938-11-26	UHC-10993-53	3482179398	1087 Spring St, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135393	ENR	Ann Marquez	—	UHC-61611-49	2608548739	9841 Central Ave, Gilbert, AZ, 85252	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-132606	ENR	Brenda K Ryan	1976-03-09	UHC-87555-07	8034405145	4946 Mesa Dr, Plano, TX, 75003	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134322	ENR	Larry T Medina	1940-05-03	UHC-68818-80	2889811869	6093 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116598	ENR	NathanJunk	1946-03-25	UHC-29005-70	3709253713	5454 Elm St, Los Angeles, CA, 90031	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125390	ENR	Christopher Perkins	1980-12-20	UHC-86844-01	9087919382	8198 Baseline Rd, Scottsdale, AZ, 85256	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-128265	ENR	Maria Salazar	1973-12-13	UHC-61139-77	2608360426	2905 Harbor Blvd, Las Vegas, NV, 89192	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-142140	ENR	Jason Rogers	—	UHC-81029-91	7383966102	3757 Pine Dr, Minneapolis, MN, 55414	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-110424	ENR	Gabrieel H Torres	1999-02-09	UHC-01302-08	7742175279	9733 Valley View Dr, San Antonio, TX, 78212	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120715	ENR	Jonathan Li	1953-03-23	UHC-13181-99	4709523556	5572 Mesa Dr, Charlotte, NC, 28206	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105796	ENR	Elijaah O Salazar	1942-03-08	UHC-92421-36	8086946471	9700 Main St # 185, Las Vegas, NV, 89148	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-109858	ENR	Melissa Walsh	1987-08-13	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126254	ENR	Doris Bowman	1964-06-27	UHC-38304-59	3117787425	9294 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142010	ENR	Lisa Knight	2000-08-02	UHC-55792-79	4128534894	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123794	ENR	Judyth Lawrence	1976-01-24	UHC-43217-77	3145426255	8384 Mountain View Dr, San Antonio, TX, 78205	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124919	ENR	Mark Q Greene	1991-10-25	UHC-68929-38	2454801147	9173 Meadow Ln, Dallas, TX, 75223	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-108617	ENR	Lucia Vargas	1964-12-27	UHC-14079-98	9077270186	3420 Broadway Apt 9, Jacksonville, FL, 32252	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-110489	ENR	Ahmed Phillips	1944-01-07	UHC-63412-32	9868312555	324 Park Pl, Gilbert, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114186	ENR	Ken Webb	1965-01-10	UHC-15069-35	5917162758	9442 Central Ave, Chandler, AZ, 85235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128820	ENR	Noah Z Wright	1960-06-04	UHC-86044-28	7834840937	7972 Hillcrest Rd, Scottsdale, AZ, 85253	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118003	ENR	Karen Nunez	2004-03-23	UHC-63596-67	6835685275	7675 Oak St, Nashville, TN, 37242	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136198	ENR	Brandon Wagner	2008-05-09	UHC-92913-50	2643612816	5057 Ocean Ave, Scottsdale, AZ, 85204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121300	ENR	Sara J Brooks	2002-04-04	UHC-07873-18	3773302252	9616 Camelback Rd, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-118114	ENR	Sofia B Contreras	1956-07-15	UHC-51828-71	5585442286	2383 Ocean Ave, Phoenix, AZ, 85044	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123395	ENR	Maria V Wagner	1983-05-02	UHC-23015-94	4059179634	4726 Valley View Dr, Orlando, FL, 32877	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-109161	ENR	Jesse R Hudson	1973-08-21	UHC-83954-38	8006928238	7065 Lincoln Way Apt 15, Los Angeles, CA, 90025	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-112581	ENR	Judith Y Hughes	1992-09-24	UHC-29952-06	4702187639	8232 Valley View Dr, Los Angeles, CA, 90085	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121622	ENR	Richard Weber	1943-10-02	UHC-47031-62	5094373878	3157 Grand Ave, Sacramento, CA, 95840	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124067	ENR	Gloria Dean	2002-02-17	UHC-59777-51	5185532839	3807 Meadow Ln, Plano, TX, 75055	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131634	ENR	Teresa Z Dixon	1988-07-12	—	4147130275	7439 Lincoln Way, Houston, TX, 77073	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-129696	ENR	Alexander I Dunan	1992-07-05	UHC-20026-63	3345692055	5365 River Rd, Seattle, WA, 98154	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133021	ENR	Gay U West	1950-10-18	UHC-64421-67	4963977857	9832 Grand Ave Apt 33, Fresno, CA, 93796	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121787	ENR	Greg M Hayes	1975-07-20	UHC-04760-22	—	1498 Forest Ave, Minneapolis, MN, 55452	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-117157	ENR	Randy P Mills	1957-01-02	UHC-06038-24	2066035968	6343 Indian School Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125619	ENR	Philip Gardner	1989-06-23	UHC-10833-92	6436689531	6494 Desert Sky Blvd Apt 14, Phoenix, AZ, 85014	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137317	ENR	Lucya K Long	1996-10-19	UHC-58798-83	8582663360	3137 Sunset Blvd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-142922	ENR	Roger I Garza	1961-03-12	UHC-70965-65	7947197749	8262 Market St, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117451	ENR	Cynthia M Ray	1944-07-28	UHC-77905-14	9855465699	8816 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137377	ENR	Carol Q Pena	1959-05-16	UHC-65801-28	—	656 Maple Ave, Eden Prairie, MN, 55375	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-115605	ENR	Pat Le	2007-07-13	UHC-86550-30	7813629188	5819 Washington St, Gilbert, AZ, 85233	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129545	ENR	Sofia Y Grant	1953-02-03	UHC-68246-83	—	5696 Bayshore Dr, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

17,310 rows, page 65 of 347Previous Next