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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133716	ENR	Jessica C Lane	1954-11-05	UHC-34812-69	—	8291 Main St, Eden Prairie, MN, 55378	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-140696	ENR	Julie N Guerrero	1976-02-13	UHC-36502-86	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111339	ENR	Arthur K Lucas	1982-09-11	UHC-03901-28	9684261240	2547 Ocean Ave, Nashville, TN, 37228	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115176	ENR	George Bishop	1962-11-25	UHC-42128-42	5026511949	6104 Highland Ave, Columbus, OH, 43275	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118813	ENR	Kathleen C Knight	1981-08-22	UHC-60314-10	2336873624	3149 Park Pl, Dallas, TX, 75204	0.64	Date of birth reformatted Phone reformatted 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-129900	ENR	Cynthia Ortega	2002-07-08	UHC-54454-59	2574457724	3415 Canyon Rd, Nashville, TN, 37299	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-142817	ENR	Jacqueline X Rogers	1972-07-03	UHC-40625-48	9178587586	8721 Ridge Rd, Scottsdale, AZ, 85297	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126384	ENR	Daniel Morrison	1967-01-20	UHC-57254-08	6179700274	2317 Baseline Rd, Phoenix, AZ, 85098	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137272	ENR	Lauran K Phillips	1966-01-01	UHC-19206-41	—	3689 Bayshore Dr, Los Angeles, CA, 90069	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-105893	ENR	Jesse Santos	1981-06-19	UHC-21978-49	3377739768	8431 Palm Dr, Phoenix, AZ, 85086	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-107446	ENR	Jacqueline V Fowler	1999-12-16	UHC-41947-43	2752865146	1885 Central Ave, Jacksonville, FL, 32221	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104408	ENR	Brian C Castillo	1966-06-21	UHC-33506-03	3507824371	5969 Willow Ct, Austin, TX, 78750	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111082	ENR	Anthony Henderson	1989-01-09	UHC-92935-47	2262270341	3140 Central Ave, Tucson, AZ, 85701	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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-121670	ENR	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105092	ENR	Grace R Chavez	2000-08-04	UHC-47838-28	9876321302	2225 Hillcrest Rd, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137054	ENR	Mark Ferguson	2006-06-06	UHC-22617-37	8667991352	8257 Indian School Rd, Tampa, FL, 33606	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101301	ENR	Arthur Greene	1989-09-25	UHC-22003-20	6736540329	34 Baseline Rd, Seattle, WA, 98180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107778	ENR	Jeffrey R Chen	1974-01-07	UHC-36893-66	4186864788	5236 Union St, Austin, TX, 78704	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-106891	ENR	Eugene V Owens	2008-05-22	UHC-90372-35	—	3082 Indian School Rd, Dallas, TX, 75238	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124142	ENR	Melissa Peters	1963-11-08	UHC-15810-24	3029277697	1103 Forest Ave, Eden Prairie, MN, 55386	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131962	ENR	Alexander Y Meyer	1985-05-24	UHC-60817-83	9144369142	6475 Main St, Glendale, AZ, 85327	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141095	ENR	Kelly E Howard	—	UHC-06459-89	7066417702	9817 Church St, Glendale, AZ, 85319	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-118941	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	—	485 Washington St, Gilbert, AZ	0.64	Date of birth reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-135410	ENR	Cynthia E Sandoval	1945-04-07	UHC-16642-49	6766489341	5297 Elm St, San Antonio, TX, 78254	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112063	ENR	Bruce P Adams	1942-10-15	UHC-74963-28	—	6011 Main St, Sacramento, CA	0.64	Name re-cased Phone missing area code Member ID reformatted ZIP missing+2 more
ENR-136745	ENR	Anthony D Guerrero	1953-12-24	UHC-05111-02	3567785681	1641 Central Ave, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121157	ENR	Christine T Edwards	1969-05-22	UHC-19900-65	4294794897	2240 Desert Sky Blvd, Columbus, OH, 43262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125291	ENR	Sophia Butler	2005-04-12	UHC-88598-31	4106501981	3012 Market St, Glendale, AZ, 85320	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141863	ENR	Jeffrey Z Moore	1938-11-12	UHC-86572-28	—	1943 Hillcrest Rd, Plano, TX, 75061	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138386	ENR	Mei U Miller	1981-04-16	UHC-86504-87	8232901643	8901 Indian School Rd, Austin, TX, 78766	0.64	SSN last four extracted Street suffix standardised Address re-cased Plan code upper-cased+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-106425	ENR	Jesse R Berry	1963-05-21	UHC-34766-81	7964200802	823 Harbor Blvd, Eden Prairie, MN, 55337	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130350	ENR	Brenda Tucker	1977-08-28	UHC-97550-61	5983598422	7764 Central Ave, Chandler, AZ, 85228	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101272	ENR	Joey I Gilbert	1946-07-21	UHC-99845-01	3513213461	2818 Bayshore Dr, Tucson, AZ	0.64	Phone reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-130564	ENR	Eric F Taylor	1965-03-16	UHC-85425-75	—	3143 Mesa Dr, Eden Prairie, MN, 55328	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124631	ENR	Randy W Woods	1976-04-09	UHC-63392-57	3947042040	1919 Market St, Phoenix, AZ, 85057	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-105455	ENR	Marcus O McDonald	1978-09-11	UHC-82275-56	8903064070	787 Meadow Ln, Glendale, AZ, 85363	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131192	ENR	Arjun X Austin	1960-03-04	UHC-84919-23	—	2454 Highland Ave, Tempe, AZ	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-109180	ENR	Helen Jacobs	1969-05-28	UHC-51998-52	5237834036	3461 Grand Ave, Austin, TX, 78792	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118415	ENR	Russell G Le	1946-09-18	UHC-78818-18	9612759075	509 Central Ave, Dallas, TX, 75275	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140919	ENR	Shirley Lee	1955-01-13	UHC-46809-42	—	429 Camelback Rd, Chandler, AZ, 85230	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128544	ENR	Ethan Guzman	1986-02-17	UHC-33032-60	2715393774	684 River Rd, Las Vegas, NV, 89119	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137950	ENR	Loir Miller	1942-02-11	UHC-11050-43	9055430691	138 Harbor Blvd, Nashville, TN, 37242	0.64	Date of birth reformatted Phone reformatted 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-108077	ENR	Justin Parker	1994-05-17	UHC-60302-08	6417797965	2669 Highland Ave, Glendale, AZ, 85327	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+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-120903	ENR	Terry Gomez	2002-01-21	UHC-97945-44	—	875 Grand Ave, Eden Prairie, MN, 55359	0.64	Date of birth reformatted Phone missing area code Member ID reformatted ZIP+4 trimmed+2 more

16,916 rows, page 106 of 339Previous Next