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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120122	ENR	Sean Guzman	2002-12-28	UHC-71216-47	3514030326	3295 Church St, Glendale, AZ, 85352	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-125658	ENR	Alexxander Fisher	1947-06-15	UHC-01049-28	2939755973	3904 Baseline Rd # 325, Jacksonville, FL, 32299	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128433	ENR	Larry Q Simpson	1973-01-25	UHC-81950-28	—	406 Lincoln Way, Charlotte, NC, 28235	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-125183	ENR	TerryJunk	1994-07-21	UHC-97302-84	3747824898	1875 Indian School Rd, Dallas, TX, 75254	0.52	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135614	ENR	Laura U Jackson	1987-12-28	UHC-55292-33	—	4088 Highland Ave, Chandler, AZ, 85270	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101614	ENR	Diana H Morrison	—	UHC-01125-53	—	9490 Willow Ct, Minneapolis, MN, 55472	0.52	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125278	ENR	Frances Garza	2000-08-16	UHC-66708-43	—	3974 Valley View Dr, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-135500	ENR	Ana W Bell	2007-05-09	UHC-07204-04	5076229056	2813 Lake View Rd, Seattle, WA, 98127	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-111599	ENR	David Ryan	1984-05-22	UHC-43444-74	—	701 Ridge Rd, Mesa, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-126627	ENR	Sandra X Powell	1996-04-25	—	9758505545	9548 Main St, Los Angeles, CA, 90026	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-117333	ENR	Junathan O James	1965-04-14	UHC-64223-13	—	4591 Mesa Dr, San Antonio, TX, 78288	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106351	ENR	Angela G Gordon	1989-03-20	UHC-91021-02	—	4781 Pine Dr, Miami, FL, 33108	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-135733	ENR	Lawrence W Flores	2008-06-27	UHC-58157-26	—	7822 Oak St, Los Angeles, CA, 90024	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109315	ENR	Natlaie T Moore	2005-08-23	UHC-14590-35	3138145666	59 Mountain View Dr, Atlanta, GA, 30323	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117643	ENR	Sam N Harris	1982-11-16	UHC-32799-29	4006119644	6925 Desert Sky Blvd, Scottsdale, AZ, 85270	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109153	ENR	Ethan Garza	1967-07-06	UHC-36481-22	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
ENR-114119	ENR	Shirley Armstrong	1993-03-18	UHC-87313-66	2675831872	5754 Harbor Blvd, San Antonio, TX, 78224	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137255	ENR	Russell N Ford	1949-11-02	UHC-94139-91	—	5170 Apache Blvd, Jacksonville, FL, 32220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104545	ENR	Lori N Duncan	1965-10-18	UHC-77386-40	—	2740 Oak St Apt 15, Plano, TX, 75093	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141531	ENR	Kayla Rojas	1944-07-13	UHC-54092-53	—	6042 Church St, Tucson, AZ, 85785	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125568	ENR	Charlotte Weber	—	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ, 85265	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-108654	ENR	Brenda Bradley	1954-10-17	UHC-06264-52	6167524312	5192 Meadow Ln, Jacksonville, FL, 32242	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136446	ENR	Sophia A Nguen	1979-10-14	UHC-35591-59	—	1745 Highland Ave, Miami, FL, 33119	0.52	Name re-cased Two-digit birth year Phone missing area code Email lower-cased+2 more
ENR-102927	ENR	Olivia Hart	1976-10-26	UHC-78547-45	—	9622 Highland Ave, Houston, TX, 77017	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120835	ENR	Gabriel Hawkins	1949-12-22	UHC-32513-52	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110044	ENR	Eric U Banks	1956-02-08	UHC-92677-89	9595534496	776 Central Ave, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102513	ENR	James E Montgomery	1987-04-13	UHC-66712-65	7677909699	2804 Central Ave, Charlotte, NC, 28298	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114962	ENR	Heather Garza	1983-04-15	UHC-85505-93	6279480819	7382 Baseline Rd, Phoenix, AZ, 85013	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125082	ENR	Barbara Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114606	ENR	Eric T Bowman	1950-05-23	UHC-56333-05	4509303605	8419 Central Ave # 287, Nashville, TN, 37296	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130684	ENR	Kevin X Guerrero	1985-05-16	UHC-46668-36	3487841390	2840 Apache Blvd, Dallas, TX	0.52	Two-digit birth year Phone reformatted ZIP missing Gender normalised+2 more
ENR-127855	ENR	Betsy Parker	1941-06-22	UHC-00177-45	—	1852 Cedar Ln, Seattle, WA, 98141	0.52	Member ID reformatted State name converted to code ZIP+4 trimmed Gender normalised+2 more
ENR-108749	ENR	Gabriel P Carter	—	UHC-25374-66	4296636011	7602 Spring St, Scottsdale, AZ, 85282	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-128823	ENR	Elijah N Payne	2000-07-03	UHC-20841-62	—	7940 Hillcrest Rd, Gilbert, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-113922	ENR	Austin Pena	—	UHC-44306-49	5692406719	5302 Mountain View Dr, Glendale, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-126621	ENR	Amber T Wellls	1939-12-20	UHC-53150-30	6122633391	7373 Jefferson Ave, Chandler, AZ, 85215	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112534	ENR	Jakke K Harvey	1986-07-03	UHC-64879-34	3143335770	5435 Highland Ave, Miami, FL	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-102426	ENR	Isabella Bowman	1953-10-22	UHC-75417-10	—	1711 Union St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108724	ENR	Gabriel R Ross	1982-07-27	UHC-82385-43	4123747243	5064 Mesa Dr, Sacramento, CA, 95875	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108725	ENR	Gabriel R Ross	1982-07-27	UHC-82385-43	4123747243	5064 Mesa Dr, Sacramento, CA, 95875	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136737	ENR	Shirley Spencer	1968-09-14	UHC-49565-98	5578512458	4384 Lincoln Way Apt 22, Fresno, CA, 93780	0.52	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-117265	ENR	Ronald D Daniels	1943-03-18	UHC-95529-06	—	2498 Oak St Apt 33, Plano, TX, 75033	0.52	Name re-cased Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-112667	ENR	William V Vega	1954-01-12	UHC-29188-45	3369658563	6214 Main St, Chandler, AZ	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-105409	ENR	Anna D Moore	—	UHC-72564-32	9482750419	4022 Sage Ct, Plano, TX, 75007	0.52	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+2 more
ENR-104037	ENR	Andrew Little	1958-05-10	UHC-87409-19	5946673145	7294 Spring St, Chandler, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-109526	ENR	Heather K Arnold	1939-10-06	UHC-93459-97	5368191123	6480 Lincoln Way # 698, San Diego, CA, 92195	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-118282	ENR	Mason G Young	1971-01-20	UHC-08186-30	—	1217 Oak St, Tempe, AZ, 85262	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-113864	ENR	Philip Butler	1980-02-07	UHC-93273-26	4819963678	6519 Baseline Rd, Jacksonville, FL	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121090	ENR	Ethan Warren	1983-03-11	UHC-72208-50	5218903019	3131 Elm St, Sacramento, CA, 95803	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-124921	ENR	Lauren Washington	1965-10-28	UHC-74755-05	—	6518 Harbor Blvd, Scottsdale, AZ, 85232	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more

7,326 rows, page 45 of 147Previous Next