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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106079	ENR	Kenneth Jordan	1963-09-22	UHC-39698-67	3558552864	3273 Canyon Rd, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
ENR-104922	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd # 329, Denver, CO, 80214	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-125641	ENR	Jose Lane	1966-09-03	UHC-35015-77	7348032949	7622 Spring St, Sacramento, CA, 95800	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101308	ENR	Beverly X Dominguez	1963-06-01	UHC-31657-36	9233500104	2507 Cedar Ln, San Diego, CA, 92172	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-119662	ENR	Andy S Banks	1956-07-22	UHC-26341-52	—	4132 Willow Ct, Eden Prairie, MN, 55335	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112301	ENR	Ryan Webb	1948-09-17	UHC-74733-63	9635849000	1242 Main St, Tempe, AZ, 85274	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-134977	ENR	Sean Black	—	UHC-29465-84	5715033382	2110 Sage Ct, Minneapolis, MN, 55488	0.64	Name re-cased Date of birth unreadable Member ID reformatted Email lower-cased+2 more
ENR-126536	ENR	Abigail V Gonzalez	1980-11-06	UHC-62276-24	—	6210 Highland Ave, San Antonio, TX, 78200	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105137	ENR	Wayne Hayes	1955-01-27	UHC-81566-25	—	6294 Highland Ave, San Diego, CA, 92136	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130808	ENR	Scott Marshall	1985-02-16	UHC-57608-82	7816414872	—	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-139948	ENR	Ray H Simpson	2000-04-13	UHC-16899-95	4867461031	8207 Pine Dr, Tampa, FL, 33647	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111801	ENR	Emily Scott	1987-08-19	UHC-19898-07	9332972501	5675 Oak St, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102302	ENR	Aisha X Stewart	1990-01-28	UHC-19127-09	6515878418	4407 Baseline Rd, Eden Prairie, MN, 55368	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108916	ENR	Amy Andrews	1968-08-10	UHC-27865-67	—	6269 Market St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-118727	ENR	Willie R Armstrong	1938-12-04	UHC-54698-32	9326704084	9795 Sage Ct, Columbus, OH, 43276	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
ENR-132455	ENR	Martha Russell	1986-09-26	UHC-05709-13	5532736503	8647 Desert Sky Blvd, Orlando, FL, 32896	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142219	ENR	Richard T Burns	1955-09-02	UHC-96197-03	5407299760	1673 Camelback Rd, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-111474	ENR	Emily Y Martin	2000-10-02	UHC-21382-50	6297192327	7853 Valley View Dr, Tucson, AZ, 85746	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116816	ENR	Keith Burns	1988-09-16	UHC-28763-39	3388309775	9209 Lake View Rd, Phoenix, AZ, 85010	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116954	ENR	Wei R Torres	1979-05-09	UHC-56088-15	6752806109	983 Desert Sky Blvd, Miami, FL, 33180	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-130036	ENR	Nicole B Mitchell	2003-03-23	UHC-19620-71	2374136517	8191 Sunset Blvd, Columbus, OH, 43292	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-103777	ENR	Ruth Young	1989-01-11	UHC-18250-65	6784433901	3975 Ridge Rd # 435, Nashville, TN, 37244	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-104287	ENR	Omar Murray	1960-02-04	UHC-31124-86	9364445295	8437 River Rd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119256	ENR	Cynthia Chavez	2008-06-17	UHC-42338-82	—	4829 Willow Ct, Mesa, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103361	ENR	Luis P Vega	1939-07-28	UHC-18828-56	—	2560 Ocean Ave, Minneapolis, MN, 55458	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-111499	ENR	Evelyn C Lane	1985-04-14	UHC-61513-03	5677666790	2837 Cedar Ln, Jacksonville, FL, 32248	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107513	ENR	Roy Stephens	—	UHC-69885-63	—	—	0.64	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+2 more
ENR-109994	ENR	Linda Q Kelley	1977-04-15	UHC-65744-09	9342593909	6434 Washington St, Las Vegas, NV, 89155	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-132434	ENR	James M Tran	1948-05-04	UHC-05807-14	6527593718	5674 Meadow Ln, Tampa, FL, 33621	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100169	ENR	Keith Morrison	1966-04-02	UHC-22386-70	6607373153	7664 Canyon Rd, Glendale, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105714	ENR	Don M Coleman	1984-12-24	UHC-72406-80	5904275218	1107 Maple Ave # 244, Austin, TX, 78727	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114209	ENR	Justin Estrada	1999-10-01	UHC-08400-52	4545374322	6120 Maple Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-128901	ENR	Gerald Parker	1953-07-26	UHC-73850-59	5497961253	4446 Forest Ave, Dallas, TX, 75237	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141490	ENR	Bradley U Carpenter	1948-08-08	UHC-06430-16	2089338981	9271 Mountain View Dr, Fresno, CA, 93739	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131787	ENR	Luis Stewart	1969-01-04	UHC-90674-38	6144851471	867 Camelback Rd, Los Angeles, CA, 90065	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109391	ENR	Sharon B Perez	1993-04-25	UHC-67455-26	4984828512	2104 Harbor Blvd, Mesa, AZ, 85208	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130716	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130717	ENR	Danielle N Burns	1965-08-03	UHC-52250-99	8227193032	5746 Oak St, Nashville, TN, 37224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122702	ENR	Charles S Butler	1971-12-12	UHC-81045-69	8295146067	4407 Harbor Blvd, Tucson, AZ, 85718	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124523	ENR	Gerald J Harris	1949-08-15	UHC-66605-66	7258367025	4868 Sage Ct, Seattle, WA, 98152	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133394	ENR	Lauren X Simmons	1991-10-26	UHC-04808-71	8782236703	2970 Willow Ct, Chandler, AZ, 85283	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111335	ENR	Kevin Hduson	1991-01-01	UHC-27296-98	2633439077	8959 Market St, Glendale, AZ, 85387	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136985	ENR	Jesse W Padilla	1944-01-13	UHC-93997-85	—	2649 Canyon Rd, Orlando, FL, 32890	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-136922	ENR	Maeto Robinson	1998-07-04	UHC-53334-17	4216567369	6073 Baseline Rd, Austin, TX, 78731	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123237	ENR	Nancy T Williams	1983-09-13	UHC-38414-77	3487983527	4029 Harbor Blvd, Dallas, TX, 75225	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-112173	ENR	Joshua T Roberts	1963-03-27	UHC-94013-86	—	9038 Washington St, Columbus, OH, 43202	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-137845	ENR	Walter O Carlson	1955-10-26	UHC-39159-19	4295406549	2773 Mountain View Dr, Phoenix, AZ, 85067	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129522	ENR	Betty P Johnston	1977-01-21	UHC-31784-85	6585984154	4534 Baseline Rd, Houston, TX, 77096	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138739	ENR	Christian Campbell	1997-08-12	UHC-27250-91	7072348648	9801 Lake View Rd, Mesa, AZ, 85244	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101646	ENR	Mark R McDonald	1989-02-06	UHC-69783-42	8548300320	1238 Park Pl, Seattle, WA, 98192	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more

8,934 rows, page 60 of 179Previous Next