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-109448	ENR	David B Welch	1949-12-20	UHC-36888-34	6328521600	5546 Camelback Rd, Atlanta, GA, 30331	0.68	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased
ENR-134604	ENR	Carol Grant	1939-07-13	UHC-58128-35	2563778166	9824 Sunset Blvd, San Diego, CA, 92139	0.68	Name split from “Last, First”City re-cased Email lower-cased Gender normalised
ENR-114278	ENR	Amber Y Howell	1968-02-03	UHC-49101-43	4128910576	369 Hillcrest Rd, Glendale, AZ, 85332	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-110875	ENR	Alan White	1941-05-22	UHC-81845-87	—	353 Pine Dr, Houston, TX	0.68	Phone missing area code ZIP missing Email lower-cased Whitespace trimmed
ENR-115595	ENR	Kathryn Y Marquez	—	UHC-99441-94	2416810562	8346 Baseline Rd, Tucson, AZ, 85740	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
ENR-128098	ENR	Emma L Carroll	1984-04-25	UHC-47807-89	5816291336	8499 Indian School Rd, Fresno, CA, 93735	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-107346	ENR	Alice T Walker	1947-06-05	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.68	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased
ENR-137487	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-137488	ENR	Jacqueine K Young	1984-01-19	UHC-24609-37	9317821382	2853 Mesa Dr, Plano, TX, 75086	0.68	Phone reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-135113	ENR	Beverly Jackson	1986-03-23	UHC-04410-23	7016324921	7204 Jefferson Ave, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-122322	ENR	Ana Woods	1999-12-10	UHC-76907-92	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-138729	ENR	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-131116	ENR	Pat Ferguson	1970-05-01	UHC-00688-98	5695489503	3806 Valley View Dr Apt 37, Orlando, FL, 32810	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased
ENR-107027	ENR	Theresa F Hoffman	1982-08-08	UHC-15893-12	7088151358	—	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased
ENR-131699	ENR	Barbara Q Mendoza	2007-01-02	UHC-03073-98	8963725268	8073 Sage Ct, Las Vegas, NV, 89102	0.68	State name converted to code ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-104198	ENR	Zachary Reynolds	2006-09-10	UHC-13310-72	9077672286	1038 Main St, Plano, TX, 75037	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-118412	ENR	Donald K Kennedy	1971-11-23	UHC-11082-55	8536735200	340 Meadow Ln Apt 28, Gilbert, AZ, 85232	0.68	Unit split from street Email lower-cased Gender normalised Plan code upper-cased
ENR-104243	ENR	Jess G Carroll	—	UHC-03251-98	3618668303	7789 Spring St, Scottsdale, AZ, 85265	0.68	Date of birth unreadable State name converted to code Email lower-cased Whitespace trimmed
ENR-142271	ENR	—Junk	1995-10-23	UHC-41395-61	—	8889 Ocean Ave, Sacramento, CA, 95893	0.68	Two-digit birth year Email lower-cased Placeholder values cleared No usable name (quarantined)
ENR-117387	ENR	Carl Powell	1943-07-19	UHC-28536-45	—	8808 Canyon Rd, Glendale, AZ, 85304	0.68	SSN last four extracted State name converted to code Email lower-cased Whitespace trimmed
ENR-106416	ENR	Ahmde Vazquez	1955-08-09	—	9142541272	2802 Sunset Blvd, Tucson, AZ, 85748	0.68	Phone reformatted State name converted to code Email lower-cased Gender normalised
ENR-132706	ENR	Austin Bennett	1948-10-24	UHC-98289-93	2318273358	7038 Mesa Dr, Gilbert, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-108649	ENR	Douglas F Garza	—	UHC-82645-48	2734276134	1168 Cedar Ln, Phoenix, AZ, 85069	0.68	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased
ENR-103295	ENR	Mateo O Jackson	1990-04-07	UHC-48696-50	9494711696	3971 Lincoln Way, Las Vegas, NV, 89146	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-138407	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-138408	ENR	Priya E Ryan	1958-07-20	UHC-22153-20	6518353929	4212 Washington St, Plano, TX, 75015	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-115355	ENR	Rachel J Rivera	1985-11-07	UHC-18771-42	6879940000	9013 Maple Ave, Dallas, TX, 75202	0.68	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-102994	ENR	Brandon W Russell	1988-12-24	UHC-06169-41	3012852333	2850 Highland Ave, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased
ENR-102911	ENR	Hiroshi N Keley	1977-12-16	UHC-89921-68	5736294678	1459 Jefferson Ave, Miami, FL, 33136	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-130661	ENR	Amber Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-132661	ENR	Judith H Austin	1948-11-12	UHC-16752-93	4458688624	1210 Maple Ave, Sacramento, CA, 95846	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-108759	ENR	Wayne Elliott	1944-06-02	UHC-18984-86	—	2609 Central Ave, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-140313	ENR	Laura Perry	1976-07-06	UHC-68005-71	—	174 Maple Ave, Jacksonville, FL, 32223	0.68	Phone missing area code SSN last four extracted Email lower-cased Whitespace trimmed
ENR-125574	ENR	Sophia U Palmer	2008-12-21	UHC-68627-70	3016289690	5502 Ridge Rd, San Diego, CA, 92126	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-121167	ENR	Hannah Simpson	1995-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 733, Tucson, AZ, 85725	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-103571	ENR	Steven A Bell	1987-01-22	UHC-72953-34	3185914211	1075 Palm Dr, Charlotte, NC, 28299	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-101929	ENR	Martha Carter	1989-09-22	UHC-40028-30	—	8319 Lake View Rd, Las Vegas, NV, 89104	0.68	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed
ENR-135362	ENR	Davvid W Jacobs	1994-10-21	UHC-01841-09	4198046399	2839 Canyon Rd, Mesa, AZ, 85246	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
ENR-142013	ENR	Hannah Patterson	—	UHC-40407-99	—	—	0.68	Date of birth unreadable Phone missing area code Email lower-cased Whitespace trimmed
ENR-130760	ENR	Ruth Clark	1982-10-24	UHC-55596-08	9542127533	2811 Apache Blvd, Nashville, TN, 37260	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-110347	ENR	Justin R Campbell	1938-08-08	UHC-25971-15	8262074474	525 Sage Ct Apt 40, Jacksonville, FL, 32208	0.68	Middle initial moved out of first name Name re-cased Unit split from street Email lower-cased
ENR-126837	ENR	Teresa N Carpenter	1939-10-25	UHC-09736-05	—	7659 Grand Ave, Glendale, AZ, 85386	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-114898	ENR	Roy O Simmons	2005-01-21	UHC-73280-23	5586656058	1753 Baseline Rd, Scottsdale, AZ, 85272	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-123694	ENR	Jordan Howell	1965-02-13	UHC-95053-20	7936429148	8510 Mesa Dr, San Antonio, TX, 78250	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
ENR-142184	ENR	Kayla Carter	2001-05-22	UHC-81353-86	9645993710	8758 Desert Sky Blvd, Austin, TX, 78708	0.68	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased
ENR-108357	ENR	Jose D Fuller	1987-10-06	UHC-95750-97	—	3819 Indian School Rd, Minneapolis, MN, 55441	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-110895	ENR	Walter Weber	1988-01-16	UHC-22039-25	8752661980	3286 Hillcrest Rd, Dallas, TX	0.68	Street suffix standardised Address re-cased ZIP missing Email lower-cased
ENR-101481	ENR	Albert Woods	1954-07-09	UHC-81873-91	—	1380 Harbor Blvd, Denver, CO, 80213	0.68	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed
ENR-132916	ENR	Olivia Stevens	1956-03-27	UHC-96381-35	4127724309	6766 Indian School Rd, Seattle, WA, 98105	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased
ENR-139920	ENR	Alexander E Johnston	—	UHC-11573-97	5566083016	4124 Sunset Blvd, Eden Prairie, MN, 55367	0.68	Middle initial moved out of first name Date of birth missing Phone reformatted Email lower-cased

8,934 rows, page 76 of 179Previous Next