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

All sources, 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
CLM-414048	CLM	Mason Le	1954-04-12	—	6057531126	1454 Camelback Rd Apt 7, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61834	TPA	Ssan Wadr	1976-10-13	UHC-82540-45	—	1262 Canyon Rd # 492, Columbus, OH, 43220	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109885	ENR	Evelyn O Woods	1980-12-02	UHC-04940-63	8195389686	7917 Central Ave Apt 35, Tampa, FL, 33653	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-126265	ENR	Mateo S Diaz	1952-06-25	UHC-92907-25	5253721839	2968 Apache Blvd # 166, Houston, TX, 77085	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53817	TPA	Carlos Li	1979-07-08	—	—	8294 Grand Ave # 401, Jacksonville, FL, 32266	0.62	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
TPA-61727	TPA	Ray V Carpenter	1968-04-14	—	9809553635	64 Palm Dr # 587, Tucson, AZ, 85720	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402572	CLM	Kayla Soto	1948-08-02	UHC-34616-97	—	5011 Harbor Blvd Apt 25, Fresno, CA, 93700	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-130455	ENR	Sofia Silva	1960-09-16	UHC-37027-49	2662382510	7071 Maple Ave # 364, Mesa, AZ, 85288	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58149	TPA	Julia Perkins	1945-03-26	—	—	5328 Washington St Apt 8, Tempe, AZ, 85269	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54057	TPA	Gabriel Richardson	2002-11-01	UHC-41025-97	7397941121	2343 Lake View Rd # 599, Dallas, TX, 75274	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-124966	ENR	Ashley D Hall	2002-03-15	UHC-12898-35	2685977492	5373 Jefferson Ave Apt 27, Nashville, TN, 37281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410526	CLM	Ann W Hudson	1944-06-11	UHC-45319-60	4872690160	1546 Highland Ave # 211, Nashville, TN, 37278	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-428921	CLM	Andrea Griffin	1985-06-07	—	—	5822 Bayshore Dr Apt 1, Charlotte, NC, 28203	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-127473	ENR	Marcus Rojas	1979-09-12	UHC-13207-05	9517343345	6350 Sunset Blvd Apt 29, Miami, FL, 33195	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121984	ENR	Charles J Watson	1952-06-16	UHC-58095-79	7102090425	2196 Spring St # 310, Tempe, AZ, 85221	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125750	ENR	Mariana X Kellly	1981-08-25	UHC-11420-45	6816069230	5286 Indian School Rd Apt 40, Miami, FL, 33119	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-419028	CLM	Natalie Ramos	1958-04-23	—	7477556480	7803 Washington St Apt 2, Phoenix, AZ, 85046	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100236	ENR	Kenneth M Johnston	1992-11-04	UHC-07144-10	7872604031	3346 Park Pl # 258, Tempe, AZ, 85278	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29295	PRV	Denise Walker	1960-07-11	—	3915528076	4844 Palm Dr # 237, Nashville, TN, 37274	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-415108	CLM	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St # 749, Austin, TX, 78774	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-428994	CLM	Jack Pena	2004-03-20	—	6559910376	4207 Baseline Rd Apt 23, Phoenix, AZ, 85083	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103012	ENR	Frances I Porter	1949-01-13	UHC-23993-16	6076977962	173 Broadway # 318, Tempe, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-130256	ENR	Barbara Reed	1968-01-07	UHC-47110-21	4662319638	3533 Ridge Rd Apt 34, Miami, FL, 33180	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404385	CLM	Gregory K Smith	1984-03-20	—	—	6641 Mesa Dr # 209, Seattle, WA, 98150	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-108591	ENR	Michael Jordan	2000-11-24	UHC-94325-83	2125125878	1678 Oak St Apt 21, San Antonio, TX, 78293	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402037	CLM	Thomas Chavez	1959-01-21	UHC-08205-93	6396910334	6626 Market St # 710, Miami, FL, 33199	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-414044	CLM	Stephen L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr # 813, Denver, CO, 80244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-430132	CLM	Zachary W Harvey	1982-02-22	UHC-43673-22	—	7636 Canyon Rd Apt 15, Miami, FL, 33176	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-123927	ENR	Diane Jimenez	1947-04-06	UHC-02910-16	9835052316	7314 Bayshore Dr Apt 28, Las Vegas, NV, 89181	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21309	PRV	Amber F White	1962-01-21	—	8209117647	2131 Sunset Blvd # 710, Miami, FL, 33105	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-111374	ENR	James Nguyen	1966-02-04	UHC-49719-49	7718574072	9889 Hillcrest Rd Apt 16, Columbus, OH, 43254	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-403556	CLM	Marilyn G Hayes	1971-05-03	UHC-81234-76	7412004925	9800 Grand Ave Apt 30, Charlotte, NC, 28207	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137830	ENR	Debbie Z Richards	1955-06-14	UHC-57396-21	2878277154	7280 Bayshore Dr Apt 37, Atlanta, GA, 30396	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-131321	ENR	Raymond Woods	1996-04-12	UHC-91976-08	2534897061	2178 Washington St Apt 38, Minneapolis, MN, 55497	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54710	TPA	Valentina R James	1958-11-14	UHC-20196-87	—	384 Market St # 914, Mesa, AZ, 85296	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431418	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431419	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-401705	CLM	Sean Nunez	1997-10-03	UHC-98948-59	—	4431 Forest Ave # 376, Fresno, CA, 93704	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-118067	ENR	Logan T Phillips	1962-04-09	UHC-41116-08	2077777071	2237 Market St Apt 12, Seattle, WA, 98118	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104016	ENR	Cynthia Carter	2006-05-23	UHC-48864-12	4412839282	1973 Broadway Apt 19, Plano, TX, 75081	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-28543	PRV	Jonathan Mendoza	1997-01-20	—	6033249527	5911 Meadow Ln # 921, Dallas, TX, 75203	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406096	CLM	Alan Tran	1970-06-06	UHC-55420-11	—	7475 Valley View Dr Apt 21, Nashville, TN, 37292	0.62	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-421538	CLM	Charles Payne	1954-10-06	UHC-44575-47	2646873784	4594 Ocean Ave Apt 3, Atlanta, GA, 30368	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-106032	ENR	Frank E Dunn	1977-06-21	UHC-10912-05	4874379073	4244 Meadow Ln Apt 20, Denver, CO, 80224	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23121	PRV	Josh Payne	1946-12-20	UHC-46227-21	3004991602	8870 Main St Apt 8, Denver, CO, 80285	0.62	Phone reformatted Unit split from street City re-cased State name converted to code+3 more
CLM-405012	CLM	Eugene Romero	1966-01-01	—	7629913511	4701 Oak St # 253, Jacksonville, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
PRV-20719	PRV	Alexis Nguyen	1960-09-04	—	4247615077	9279 Forest Ave # 208, Houston, TX, 77040	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417807	CLM	Gregory Smith	1980-08-27	UHC-84719-85	2843201062	9597 Sage Ct # 467, Charlotte, NC, 28267	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-423830	CLM	Elijah Day	1964-05-06	UHC-27074-93	9622866486	6639 Union St # 625, San Antonio, TX, 78255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

6,994 rows, page 67 of 140Previous Next