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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124471	ENR	Henry Daniels	1945-03-11	UHC-26249-22	5764216657	2317 Church St, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138485	ENR	Mariana V Gomez	1944-08-09	UHC-22781-46	2292872321	4512 Meadow Ln, Jacksonville, FL, 32242	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107680	ENR	Joshua Kim	1982-09-18	UHC-63212-22	2989954008	8447 Central Ave, Tucson, AZ, 85788	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142909	ENR	Helen P Nguyen	1992-11-19	UHC-32465-91	4198476611	9835 Meadow Ln # 392, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-124932	ENR	Mray Miller	1940-11-17	UHC-95565-83	4866259318	7724 Mountain View Dr, Jacksonville, FL, 32204	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109509	ENR	Amber Green	1981-11-20	UHC-91347-12	3345451443	6965 Baseline Rd, Charlotte, NC, 28269	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124891	ENR	Keith Singh	1953-09-14	UHC-39203-68	4697525420	7307 Apache Blvd # 368, Columbus, OH, 43280	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104422	ENR	Katherine Marshall	1944-08-16	UHC-61716-65	5719886069	6981 Grand Ave, Fresno, CA, 93735	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128494	ENR	Susan Davis	1957-07-24	UHC-22832-41	4608604648	9258 Ocean Ave, San Diego, CA, 92195	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137924	ENR	Theresa W West	1990-09-16	UHC-89238-83	2189108440	1312 Main St, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101890	ENR	Kayla Sims	1987-05-14	UHC-89313-41	3276288051	7655 Washington St, Atlanta, GA, 30371	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140197	ENR	Angela M Brown	1946-05-27	UHC-61297-62	—	5531 Grand Ave, Glendale, AZ, 85321	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103617	ENR	Adam X Lynch	1996-01-24	UHC-95143-89	2275445744	3179 Washington St, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124497	ENR	Gregory Vasquez	1949-12-06	UHC-23843-06	3137640769	5697 Main St, Tampa, FL, 33636	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110760	ENR	Joen Ferguson	2003-08-28	UHC-48591-61	5585428466	7655 Union St, Glendale, AZ, 85392	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121878	ENR	Janice Estraa	1967-04-10	UHC-14238-55	7515384914	3657 Mountain View Dr, Jacksonville, FL, 32224	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123700	ENR	Sam Brown	1943-06-26	UHC-13988-27	7995037961	5214 Park Pl, Houston, TX, 77094	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109717	ENR	Carolyn Jimenez	1947-10-28	UHC-43087-38	5324322581	3589 Pine Dr, Columbus, OH, 43242	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112235	ENR	Karen C Henry	2007-10-20	UHC-60245-90	8939173519	9161 Main St, Miami, FL, 33130	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-107107	ENR	Carolyn Wallace	1999-01-07	UHC-49684-67	4847170868	2659 Grand Ave, Tampa, FL, 33668	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119981	ENR	Aisha Bishop	1978-02-27	UHC-96052-20	2872082209	7086 Oak St, Glendale, AZ, 85305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140251	ENR	Karen I Bisohp	1996-06-05	UHC-78276-89	9389182720	4628 River Rd, Miami, FL, 33156	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116094	ENR	Madison V Jensen	1962-02-08	UHC-49654-88	8215380683	7937 Valley View Dr, Denver, CO, 80272	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119728	ENR	Lauren Moreno	1998-10-13	UHC-40660-98	2462415841	7155 Ocean Ave # 545, Plano, TX, 75087	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138152	ENR	Walter Gomez	1946-05-22	UHC-83989-37	5906943061	2117 Camelback Rd, Chandler, AZ, 85299	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119161	ENR	Samantha U Cunningham	1980-08-02	UHC-70790-61	3426507235	8441 Main St, Fresno, CA, 93755	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-100331	ENR	Lori S Mendoza	1973-05-08	UHC-66986-50	6517234862	9073 Indian School Rd, Gilbert, AZ, 85235	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119774	ENR	Joyce N Robertson	1968-07-26	UHC-92098-81	6637673916	174 Canyon Rd, Charlotte, NC, 28208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132962	ENR	Julia Hudson	1988-05-01	UHC-12835-65	6466363851	3484 Maple Ave, Eden Prairie, MN, 55357	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110096	ENR	Doris R Contreras	1962-05-19	UHC-02950-74	6987518369	3497 Willow Ct, Glendale, AZ, 85328	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-141915	ENR	Austin Bradley	1943-08-01	UHC-33190-68	7626066429	9838 Palm Dr, Austin, TX, 78799	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126950	ENR	Betty F Wallace	1956-10-16	UHC-43761-16	4558392726	7130 Union St, Los Angeles, CA, 90013	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122392	ENR	Christina G Stone	1983-04-02	UHC-45212-97	6774408686	2805 Highland Ave, Fresno, CA, 93799	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-103517	ENR	Sofia Lucas	1953-01-25	UHC-18083-05	6062342622	3179 Ridge Rd, San Antonio, TX, 78279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120348	ENR	Aisha Q Henderson	1986-02-18	UHC-27793-06	6573880632	563 Spring St, San Antonio, TX, 78287	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124059	ENR	Albert N Freeman	1980-04-15	UHC-90198-79	5023696716	8360 Central Ave, Charlotte, NC, 28241	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-120995	ENR	Nicholas Grant	1998-11-06	UHC-26220-94	7867267946	7769 Lake View Rd, Fresno, CA, 93715	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110765	ENR	Charlotte Vega	1969-05-09	UHC-23171-99	2054368369	4574 Ocean Ave, Las Vegas, NV, 89191	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120536	ENR	Lori Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120535	ENR	Lori Foster	1993-05-17	UHC-94326-05	4796326521	8427 River Rd, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123122	ENR	Sandra Hart	1950-09-18	UHC-51984-99	8464264777	9811 Maple Ave # 555, Orlando, FL, 32892	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-127027	ENR	Patricia Maldonado	1988-01-25	UHC-13370-92	—	599 Apache Blvd, Fresno, CA, 93760	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132623	ENR	Victoria H Herrera	1985-11-07	UHC-13803-78	6482891546	6217 Park Pl, Austin, TX, 78727	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-141136	ENR	Harold Nichols	1968-04-05	UHC-60495-13	3885170909	4690 Cedar Ln, Mesa, AZ, 85289	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-104655	ENR	Andrew Padilla	1984-08-21	UHC-80718-14	7452519577	902 Market St, Dallas, TX, 75267	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112565	ENR	Brandon Murphy	1938-10-26	UHC-22146-50	5744991514	2711 Main St, Sacramento, CA, 95838	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121061	ENR	Austin H Stevens	1960-06-14	UHC-43550-76	5567049968	2950 Spring St Apt 26, Mesa, AZ, 85268	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-110616	ENR	Gary Diaz	2002-06-22	UHC-02826-83	6362226164	8326 Mountain View Dr, Dallas, TX, 75218	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-130172	ENR	Gregory Moreno	1952-02-15	UHC-73677-65	—	768 Willow Ct, Houston, TX, 77015	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-132467	ENR	Janet J Ford	1940-06-02	UHC-44003-92	4003461374	6545 Washington St, Charlotte, NC, 28204	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

26,564 rows, page 179 of 532Previous Next