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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132521	ENR	Dennis Hernandez	1969-10-08	UHC-11310-74	5826675719	7549 Harbor Blvd, Dallas, TX, 75229	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115772	ENR	Gabriel Reynolds	1939-04-23	—	8529219991	3079 Valley View Dr, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-109275	ENR	Eugene J Payne	—	UHC-90395-97	2367729599	9042 Ridge Rd, Denver, CO, 80225	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Email lower-cased+1 more
ENR-116250	ENR	Karen L Pena	—	UHC-22275-28	3254978420	1941 Harbor Blvd, Charlotte, NC, 28298	0.66	Date of birth missing Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-113536	ENR	Andrew X McDonald	2000-08-21	UHC-38489-91	4374342555	4462 Camelback Rd, Orlando, FL, 32836	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127200	ENR	Billy N Ramirez	1964-04-15	UHC-43295-81	9705343969	773 Union St, Charlotte, NC, 28213	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-127987	ENR	Judy Spencer	1971-11-06	UHC-59212-16	4948157411	4397 Mesa Dr, Nashville, TN, 37239	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142770	ENR	Mateo Carlson	1973-10-22	UHC-62488-93	5974108821	805 Ocean Ave, Atlanta, GA, 30382	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104643	ENR	Joe Richardson	1943-10-04	UHC-53594-59	6906491344	5386 Apache Blvd, Nashville, TN, 37204	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-137421	ENR	Scott Chapman	1940-07-09	UHC-40621-41	6008403734	32 Broadway, Fresno, CA, 93782	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-108792	ENR	Barbara Hanson	1966-06-11	UHC-95909-64	8463762880	6526 Apache Blvd, Dallas, TX, 75243	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104420	ENR	Jeremy V Burke	1955-08-08	UHC-49049-12	7923206147	845 Meadow Ln, Fresno, CA, 93753	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-136521	ENR	Gloria V Hall	1972-10-11	UHC-36250-98	2846590758	7812 Grand Ave, Tucson, AZ, 85707	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-137850	ENR	Kathleen Boyd	1948-11-05	UHC-93061-53	7916350971	253 Oak St, San Diego, CA, 92153	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-130213	ENR	Timothy Fields	1970-08-17	UHC-81911-86	4763369254	5534 Sunset Blvd, Houston, TX, 77042	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-114027	ENR	Zachary Franklin	—	UHC-52223-19	6803819537	4538 Ocean Ave, Dallas, TX, 75289	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-126895	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-126896	ENR	Amy E Lnych	2007-07-28	UHC-95037-78	7839207817	6954 Highland Ave, Chandler, AZ, 85273	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-140926	ENR	Gabriel Y Lawson	1987-05-24	UHC-73253-04	8477213153	4123 River Rd, Miami, FL, 33158	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-121553	ENR	Doris Martinez	1942-07-07	UHC-12388-79	3893513963	4617 Sunset Blvd, Glendale, AZ, 85314	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-107681	ENR	FJunk	1992-05-19	UHC-36150-61	4604583191	3691 Lincoln Way, Minneapolis, MN, 55469	0.66	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-141776	ENR	Carlos O Payne	1954-12-22	UHC-37293-70	2235059051	6927 Camelback Rd, Tucson, AZ, 85772	0.66	Phone reformatted Member ID reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-116952	ENR	Maria K Flores	1956-05-10	UHC-60594-77	3234916534	8247 River Rd, Charlotte, NC, 28285	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-125797	ENR	Mariana J Arnold	1973-01-18	UHC-82201-41	6208609139	7880 Ocean Ave, Tempe, AZ, 85216	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-102751	ENR	Rachel Espinoza	1955-09-10	UHC-13174-25	3506031190	4838 Hillcrest Rd, Los Angeles, CA, 90052	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-124896	ENR	Scott Silva	2004-08-21	UHC-66182-48	3642562449	156 Grand Ave, Austin, TX, 78755	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135045	ENR	Theresa L Chavez	1978-03-09	UHC-34141-14	4145226938	2365 Palm Dr, Chandler, AZ, 85287	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-136738	ENR	Drew James	1938-01-24	UHC-35033-47	7675307555	7426 Forest Ave, Jacksonville, FL, 32221	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108277	ENR	Joyce Palmer	1980-11-24	UHC-68741-60	4587326648	712 Pine Dr, Atlanta, GA, 30360	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-116848	ENR	Brenda U Diaz	1997-06-04	UHC-52291-91	7737240838	2359 Apache Blvd, Scottsdale, AZ, 85230	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-126526	ENR	Jerry Hughes	1998-05-16	UHC-76428-97	4092087854	5967 Meadow Ln, Tempe, AZ, 85200	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102151	ENR	Doris Martin	1979-11-14	UHC-99173-76	5788380145	2759 Ocean Ave, Scottsdale, AZ, 85299	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120410	ENR	Lisa Wang	1961-01-10	UHC-01264-90	3148895342	5726 Indian School Rd Apt 14, Scottsdale, AZ, 85282	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-116926	ENR	Judy Ortega	1964-10-09	UHC-01762-01	9313430829	75 Union St, Denver, CO, 80241	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123760	ENR	Doris McCoy	1981-04-13	UHC-54370-10	9705001581	2699 Central Ave, Nashville, TN, 37205	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120247	ENR	Melissa E Deelgado	1976-06-01	UHC-32529-49	2166353244	2076 Camelback Rd, Tampa, FL, 33621	0.66	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-105316	ENR	Danielle P Lynch	2000-02-09	UHC-65454-97	3177249878	1905 Elm St, Minneapolis, MN, 55432	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-112465	ENR	Amber V Cole	1981-11-08	UHC-83374-02	—	1908 Bayshore Dr, Mesa, AZ, 85277	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-117491	ENR	Michael Anderson	1946-08-12	UHC-73052-29	9392107782	1918 Palm Dr, Phoenix, AZ, 85056	0.68	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-127327	ENR	Sndra Patel	1950-01-10	UHC-84344-21	7888946895	5464 Canyon Rd, Miami, FL, 33101	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-127326	ENR	Sndra Patel	1950-01-10	UHC-84344-21	7888946895	5464 Canyon Rd, Miami, FL, 33101	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-127582	ENR	Doris Gilbert	1945-07-11	UHC-96647-42	2979854632	8676 Canyon Rd, Las Vegas, NV, 89190	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-126599	ENR	Melissa I Gibson	1965-07-09	UHC-50376-45	—	9252 Mesa Dr, Mesa, AZ, 85294	0.68	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed
ENR-125163	ENR	Melissa M Lucas	1958-02-13	UHC-85278-67	9513257060	3535 Lake View Rd, Seattle, WA, 98151	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed
ENR-136210	ENR	Madison Y Taylor	1940-07-08	UHC-46048-40	2937995844	3153 Oak St, Fresno, CA, 93751	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-103338	ENR	Adma Long	2008-07-05	UHC-08708-37	2146031253	217 Valley View Dr, Plano, TX, 75043	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-130231	ENR	Terry D Stone	1976-06-03	UHC-62423-15	5183315333	7799 Park Pl, Los Angeles, CA, 90041	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-110128	ENR	Thomas Castillo	1999-11-27	UHC-59369-24	7952380622	1583 Forest Ave, Eden Prairie, MN, 55340	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-123245	ENR	Oliiva S Gilbret	1944-05-17	UHC-20851-36	3075504591	3145 Willow Ct, Gilbert, AZ, 85229	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-112886	ENR	Julie G Dixon	1995-10-04	UHC-86616-94	5232900144	5575 Camelback Rd, Houston, TX, 77001	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared

3,951 rows, page 58 of 80Previous Next