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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128245	ENR	Helen Williams	1996-06-22	UHC-06869-63	7898098614	6789 Canyon Rd Apt 20, Houston, TX, 77046	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100754	ENR	Diego E Sanchez	1964-02-07	UHC-13365-28	5905475100	9567 Park Pl Apt 25, Charlotte, NC, 28231	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-132871	ENR	Sharon Carroll	1981-09-16	UHC-68191-57	9157792559	1457 Grand Ave Apt 29, Atlanta, GA, 30323	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132293	ENR	Anthony K Martin	1949-09-01	UHC-77394-07	5719854969	6926 Market St # 211, Atlanta, GA, 30302	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135952	ENR	Michelle Gray	2008-09-10	UHC-05375-73	5926282705	3840 Hillcrest Rd # 419, Los Angeles, CA, 90010	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-117118	ENR	Kelly Little	2008-11-24	UHC-49705-38	3968278273	1047 Palm Dr # 838, Austin, TX, 78762	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109361	ENR	Nancy J Wheeler	1963-01-01	UHC-12362-52	7947958406	5840 Palm Dr # 192, Austin, TX, 78763	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111104	ENR	Marilyn X Reynolds	1945-06-15	UHC-46674-53	8509682835	5503 Central Ave Apt 2, Orlando, FL, 32865	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-106943	ENR	Juan F Thomas	1951-05-14	UHC-16020-03	6404232827	2865 Sunset Blvd Apt 12, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-141595	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	7049231856	9373 Spring St Apt 20, Mesa, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-100850	ENR	Stephen Ramirez	2005-10-17	UHC-34622-69	7649540080	4006 Maple Ave Apt 37, Mesa, AZ, 85233	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-120718	ENR	Doirs Nichols	1944-11-19	UHC-72925-71	8308692916	5904 Willow Ct Apt 21, Houston, TX, 77024	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-102567	ENR	Anna U Shaw	1956-08-26	UHC-44369-31	5074415820	8585 Desert Sky Blvd # 393, San Antonio, TX, 78276	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134402	ENR	Virginia Mjia	2006-02-17	UHC-29010-39	2412314554	5994 Canyon Rd Apt 22, Fresno, CA, 93767	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111266	ENR	Ronald B Lawrence	1981-05-22	UHC-29293-43	—	3578 Central Ave Apt 6, Scottsdale, AZ, 85283	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123539	ENR	Alice I Burns	1943-11-16	UHC-66412-77	5552387277	1416 Pine Dr # 154, Scottsdale, AZ, 85252	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133817	ENR	Albert Fisher	1981-06-04	—	3059760699	9784 Harbor Blvd # 537, Gilbert, AZ, 85212	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126717	ENR	Ethan L Palmer	1998-05-03	UHC-82294-17	6363217862	9433 Spring St Apt 23, Las Vegas, NV, 89124	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114485	ENR	Lauren Tran	1986-01-14	UHC-07819-24	2593582163	5167 Hillcrest Rd # 430, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121777	ENR	Lawrence O Morgan	1987-06-08	UHC-20131-53	8245494912	3943 Cedar Ln # 176, Los Angeles, CA, 90027	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-103854	ENR	Philip Le	1983-04-22	UHC-39834-94	7534863035	3707 Union St Apt 18, Jacksonville, FL, 32202	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111620	ENR	Elijah Peters	1908-03-01	UHC-48945-36	2229525268	5869 Harbor Blvd # 714, Tampa, FL, 33696	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108631	ENR	Lisa V Park	1981-01-07	UHC-71833-42	6023521726	6352 Desert Sky Blvd # 791, Sacramento, CA, 95813	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-107116	ENR	Bobby J Foster	1999-04-05	UHC-79226-65	7329549250	8924 Oak St # 955, Los Angeles, CA, 90026	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135149	ENR	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd Apt 12, Charlotte, NC, 28225	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121098	ENR	John H Lopez	2007-10-26	UHC-22836-21	9405873671	8776 Harbor Blvd # 374, Tucson, AZ, 85767	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-106666	ENR	Donna Torres	1978-02-11	UHC-22870-14	7664553844	5372 Bayshore Dr Apt 18, Los Angeles, CA, 90045	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-131979	ENR	Sarah Oliver	1992-12-26	UHC-68141-22	6979669245	8057 Cedar Ln Apt 10, Columbus, OH, 43217	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112456	ENR	Laura S Dunn	1976-02-22	UHC-44881-02	6166557095	8838 Park Pl # 999, Mesa, AZ, 85200	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110966	ENR	Abigail L Marshall	1943-09-25	UHC-76851-39	6475203297	8253 Desert Sky Blvd Apt 3, Dallas, TX, 75264	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110533	ENR	Carol A Chapman	1988-08-20	UHC-63066-66	6169666703	5400 Broadway # 712, San Diego, CA, 92153	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-136775	ENR	Evelyn Black	1953-01-02	UHC-03263-23	7566685455	3361 Sunset Blvd Apt 23, Orlando, FL, 32861	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126906	ENR	Patrick O Buyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr Apt 19, Mesa, AZ, 85230	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-134935	ENR	Roy N Duncan	1974-12-12	UHC-19828-47	7528507158	6138 Grand Ave # 573, Sacramento, CA, 95879	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133687	ENR	Abigail Morrison	1950-04-01	UHC-09145-97	3974204494	928 Bayshore Dr # 958, Minneapolis, MN, 55448	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-113012	ENR	Jason Guerrero	1949-07-19	UHC-14738-35	9383936989	1164 Indian School Rd Apt 5, Seattle, WA, 98130	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112289	ENR	Arthur Ryan	1946-06-09	UHC-65502-89	—	8034 Spring St Apt 40, Plano, TX, 75097	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135010	ENR	Mason T Garett	1967-12-18	UHC-33278-74	4143920025	3110 Elm St Apt 3, Columbus, OH, 43278	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132177	ENR	Raymond P Contreras	1945-09-07	UHC-54829-01	7635297315	6265 River Rd Apt 11, Dallas, TX, 75213	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103934	ENR	Pat Ray	1993-04-14	UHC-60766-67	9722445159	2307 Elm St Apt 30, Tampa, FL, 33617	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125378	ENR	Jose Flores	1941-03-05	UHC-21719-50	4846711010	7684 Ridge Rd Apt 17, Dallas, TX, 75273	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-142053	ENR	Burton B Santiago	1998-05-26	UHC-39291-32	4428302308	3029 Willow Ct # 718, Orlando, FL, 32897	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119707	ENR	Diego M Fox	2002-12-07	UHC-18151-08	6462926769	9433 Elm St # 608, Plano, TX	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-119974	ENR	Anthony K Moreno	1940-10-18	UHC-93745-83	6639937052	3602 Baseline Rd Apt 34, Scottsdale, AZ, 85252	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100864	ENR	Amanda D Wheeler	1938-07-07	—	7297087633	9600 Maple Ave # 118, Phoenix, AZ, 85055	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131297	ENR	Karen Z Fields	2003-11-24	UHC-86759-11	9598548617	3684 Camelback Rd Apt 16, Chandler, AZ, 85260	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137885	ENR	Brittany T Griffin	1967-12-24	UHC-33334-49	5369864995	8300 Mountain View Dr # 683, San Antonio, TX, 78229	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110263	ENR	Amy W Park	1981-06-17	UHC-81057-31	3426406071	7336 Camelback Rd Apt 11, Fresno, CA, 93761	0.64	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-118016	ENR	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr # 735, Los Angeles, CA, 90028	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-137117	ENR	Wayne V Ray	2003-12-15	UHC-38341-12	2209994971	1480 Jefferson Ave Apt 3, Dallas, TX, 75296	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

3,345 rows, page 42 of 67Previous Next