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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142389	ENR	Christian Q Wheeler	1976-08-08	UHC-84072-99	2552216963	6628 Lincoln Way Apt 22, Tampa, FL, 33620	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-107618	ENR	Aisha Austin	1967-10-16	UHC-45784-26	2075844497	8211 Willow Ct, Charlotte, NC, 28295	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-117176	ENR	Joyce K Fsiher	1974-05-01	UHC-71280-23	6424829456	6729 Washington St, Chandler, AZ, 85205	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130442	ENR	Jose X Gordun	1994-04-13	UHC-27613-60	8759569091	2402 Willow Ct, Tempe, AZ, 85268	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100833	ENR	Diane Hart	2008-02-04	UHC-90073-96	2598166920	7848 Ridge Rd, Miami, FL	0.54	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+1 more
ENR-113202	ENR	PJunk	1985-01-23	UHC-31708-64	9413372476	2064 Pine Dr, Tempe, AZ, 85218	0.54	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-102248	ENR	Jan Hill	1973-11-18	UHC-37787-33	7657184208	5687 Washington St, Phoenix, AZ, 85004	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120206	ENR	Bruce V Brown	1946-05-18	UHC-63047-48	2479154289	2426 Cedar Ln # 982, Minneapolis, MN, 55483	0.54	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-132419	ENR	Benjamin Henry	2008-01-09	UHC-63829-07	3469501106	6289 Desert Sky Blvd # 957, Plano, TX, 75093	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-111007	ENR	Alexander Perez	1993-06-05	UHC-58073-33	7566544101	1775 Lincoln Way, Phoenix, AZ	0.54	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
ENR-125221	ENR	Jesse Fisher	1982-08-26	UHC-84739-48	4945850163	5232 Elm St Apt 37, Houston, TX, 77041	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137405	ENR	Hannah B Mitchell	1942-01-23	UHC-69310-97	7428387536	7772 Willow Ct, Phoenix, AZ, 85081	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123493	ENR	Raymond L Palmer	1983-06-22	UHC-07780-39	7574499563	728 Apache Blvd, Austin, TX, 78742	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124227	ENR	Omar Y Evans	1971-06-08	UHC-04207-13	7705504523	3145 Jefferson Ave, Charlotte, NC, 28242	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-116806	ENR	Logan S Evans	1999-03-16	UHC-46383-50	4534277399	7167 Valley View Dr Apt 16, Fresno, CA, 93766	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-105987	ENR	William X Vargas	1983-02-24	UHC-98408-06	9592022535	5685 Baseline Rd, Atlanta, GA, 30304	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128462	ENR	Cynthia Q Ortega	1943-02-04	UHC-81402-27	4387570627	8531 Mountain View Dr, Atlanta, GA, 30311	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111199	ENR	Stephanie Valdez	1982-02-19	UHC-06509-68	4034708571	6959 River Rd, Gilbert, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136977	ENR	Albert R Brown	1992-04-12	UHC-45592-15	2254173591	1776 Grand Ave, Tucson, AZ, 85787	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-132536	ENR	Frank K Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St # 551, Phoenix, AZ, 85050	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133372	ENR	Scott Reed	1965-09-13	UHC-22245-78	6606496281	9322 Lincoln Way Apt 24, Denver, CO, 80259	0.54	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+1 more
ENR-139123	ENR	Teresa G James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave Apt 40, Plano, TX, 75084	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113123	ENR	Ahmed West	1998-02-07	UHC-52082-68	9032286384	6585 Mountain View Dr, Eden Prairie, MN	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-133383	ENR	Christina N Campbell	—	UHC-89991-61	7956803673	6439 Apache Blvd Apt 7, Miami, FL, 33141	0.54	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-131484	ENR	Aaron Berry	1954-04-03	UHC-39244-86	9604603928	1258 Oak St # 355, Tucson, AZ, 85743	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-138074	ENR	Vincent T Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-127805	ENR	Brian Fuller	1992-11-16	UHC-89616-14	4076237329	8939 Spring St, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-105091	ENR	Robert T Young	1978-11-18	UHC-06031-99	9233945781	393 Willow Ct, Tampa, FL, 33686	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140809	ENR	Rob Mason	1979-01-24	UHC-58571-04	7025515297	4934 Mountain View Dr, Orlando, FL, 32839	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142008	ENR	Diane A Carr	2005-08-14	UHC-71365-75	6324767089	2848 Lake View Rd # 813, Seattle, WA, 98102	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-116388	ENR	Beverly Y Hunt	1984-05-06	UHC-39169-49	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142351	ENR	James R Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl, Sacramento, CA, 95829	0.54	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-110170	ENR	Stephanie R Murray	1978-06-14	UHC-88833-25	7593134234	4629 Main St, Eden Prairie, MN	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134448	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134447	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133644	ENR	Matthew Z Johnston	1962-06-27	UHC-06763-58	3256313497	6365 Bayshore Dr, Fresno, CA, 93706	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120251	ENR	Marilyn Stephens	2008-08-13	UHC-46235-78	6505305035	7632 Camelback Rd Apt 37, Eden Prairie, MN	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102019	ENR	Julie L Washington	1939-10-25	UHC-19375-27	4662015517	4718 Union St, Scottsdale, AZ, 85298	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-115579	ENR	Henry Yang	1987-12-03	UHC-64402-89	7117605827	4104 Highland Ave, Dallas, TX, 75298	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133891	ENR	Ashley H Castro	—	UHC-29387-63	8466303477	1834 Jefferson Ave, Austin, TX, 78730	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119008	ENR	Vincent F Holmes	1948-03-13	UHC-50225-88	7646746103	8436 Spring St Apt 26, Mesa, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104333	ENR	Teresa Hayes	1962-10-05	UHC-81477-97	2623678546	2774 Pine Dr, Gilbert, AZ	0.54	Phone reformatted State name converted to code ZIP missing Gender normalised+1 more
ENR-135840	ENR	Karen T Lopez	—	UHC-99332-07	6888045170	4053 Grand Ave, Orlando, FL, 32850	0.54	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108137	ENR	Dinae A Garrett	2001-11-06	—	4889663372	4719 Bayshore Dr, Gilbert, AZ, 85228	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138366	ENR	Brian Medina	1968-10-16	UHC-58175-21	2634280153	2973 Highland Ave, Miami, FL, 33178	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-140297	ENR	Kathleen Z Fisher	1953-08-12	UHC-98423-32	9756269555	5400 Sunset Blvd Apt 8, Nashville, TN, 37219	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-111977	ENR	Kenneth X Carroll	—	UHC-91935-85	2776674397	5265 Maple Ave, Dallas, TX, 75298	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-128334	ENR	Victoria Q Barnes	2003-11-26	UHC-54618-10	3019801147	1900 Ocean Ave, Charlotte, NC, 28251	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100152	ENR	Mariana A Turnr	1997-07-23	UHC-20164-12	3437119710	9224 Sage Ct, Nashville, TN, 37264	0.54	Phone reformatted SSN last four extracted State name converted to code ZIP+4 trimmed+1 more
ENR-127145	ENR	Brenda M Mroeno	1976-06-16	UHC-64839-49	4346432900	512 Grand Ave, Tempe, AZ, 85202	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more

28,181 rows, page 67 of 564Previous Next