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-132396	ENR	Katherine Silva	1939-05-20	UHC-05146-68	—	1542 Market St # 102, Tampa, FL	0.38	Unit split from street Street suffix standardised Address re-cased State name converted to code+3 more
ENR-130068	ENR	Anna R Wong	2007-03-16	UHC-73396-71	7226606277	9280 Valley View Dr, Jacksonville, FL, 32203	0.38	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127824	ENR	Willie N Ellis	1995-03-19	UHC-79765-16	—	8597 Cedar Ln, San Diego, CA, 92186	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-110328	ENR	Michael Gardner	1960-06-10	UHC-58642-84	8274025053	4736 Meadow Ln, Charlotte, NC, 28272	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110377	ENR	Kyle P Mason	1952-03-09	UHC-06799-94	8545593191	5448 Ocean Ave, Denver, CO, 80211	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136909	ENR	Joseph Jimenez	—	UHC-63252-08	3127609582	9058 Camelback Rd, Tempe, AZ, 85244	0.40	Name split from “Last, First”Date of birth missing SSN last four extracted Street suffix standardised+2 more
ENR-125118	ENR	Pat I Howard	1968-04-16	UHC-28807-93	—	9540 Ocean Ave Apt 24, Nashville, TN, 37265	0.40	Name split from “Last, First”SSN last four extracted Unit split from street ZIP+4 trimmed+2 more
ENR-125064	ENR	Virginia B Hamilton	—	UHC-42593-67	6402866978	4719 Ocean Ave, Gilbert, AZ, 85209	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103287	ENR	Margaret E Young	1969-06-14	UHC-35522-23	—	7545 Meadow Ln, Tampa, FL, 33664	0.40	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-142645	ENR	Rachel Q Carter	1953-11-18	UHC-82771-64	9288264879	6729 Grand Ave # 633, San Diego, CA, 92164	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased+2 more
ENR-126940	ENR	Ann Wood	1950-12-23	UHC-47789-89	—	2226 Forest Ave, Minneapolis, MN	0.40	Name split from “Last, First”Phone missing area code ZIP missing Gender normalised+2 more
ENR-106803	ENR	Amy W Rede	1945-12-14	UHC-39326-26	5426816770	6175 Canyon Rd, Austin, TX	0.40	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-105030	ENR	Hiroshi Dominguez	1942-06-23	UHC-02224-53	8594602517	9789 Central Ave # 962, Orlando, FL, 32850	0.40	Name split from “Last, First”Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-142516	ENR	Willie K Stone	2002-08-28	UHC-76277-46	—	2135 Willow Ct, Austin, TX, 78763	0.40	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114293	ENR	Diane O Hughes	—	UHC-66969-71	6473117745	8869 Spring St, Atlanta, GA, 30304	0.40	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-120365	ENR	Betty H Howell	1945-07-07	—	4863957223	7429 Canyon Rd, Fresno, CA, 93723	0.40	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
ENR-110408	ENR	Alexis B Burton	—	UHC-80754-22	—	6768 Oak St # 694, Dallas, TX, 75278	0.40	Date of birth unreadable SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-140556	ENR	Jeff Padilla	1983-08-18	UHC-65369-28	9878083092	9574 Ridge Rd, Eden Prairie, MN	0.40	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132496	ENR	Brian Rogers	1976-07-17	UHC-74277-16	—	2065 Baseline Rd, Tucson, AZ, 85791	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101254	ENR	Heather I Lopez	1941-12-08	UHC-55811-29	—	2352 Ridge Rd Apt 19, Seattle, WA, 98122	0.40	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113323	ENR	Wayne Padilla	1946-08-05	UHC-00942-19	—	1173 Sage Ct, Tucson, AZ	0.40	SSN last four extracted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-131940	ENR	Ruth X Howard	1995-01-05	UHC-04494-26	—	8779 Camelback Rd, Orlando, FL, 32869	0.40	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-107659	ENR	Wallace Barbara	—	UHC-80497-35	—	3506 Willow Ct, Phoenix, AZ, 85081	0.40	Date of birth unreadable Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-136929	ENR	Kimberly P Henderson	1942-10-18	UHC-39645-38	—	4544 Mountain View Dr, Eden Prairie, MN, 55377	0.40	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126387	ENR	Donald K Wells	1959-12-16	UHC-76669-77	—	96 Hillcrest Rd, Jacksonville, FL	0.40	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103096	ENR	Diana A Hudson	—	UHC-99151-84	—	4568 Elm St, Tempe, AZ, 85281	0.40	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123362	ENR	Cheryl Hansen	—	UHC-33532-41	—	4801 Hillcrest Rd, Scottsdale, AZ	0.42	Date of birth missing SSN last four extracted ZIP missing Gender normalised+1 more
ENR-130631	ENR	Evelyn Mendez	1978-12-23	UHC-76939-77	6123965463	1285 Sage Ct, Gilbert, AZ, 85232	0.42	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-136783	ENR	Amber W Bell	—	UHC-28228-33	—	7582 Jefferson Ave Apt 3, Atlanta, GA	0.42	Name split from “Last, First”Date of birth missing Unit split from street ZIP missing+1 more
ENR-118522	ENR	Matthew Sullivan	1959-03-27	UHC-21478-31	5767014173	1146 Indian School Rd Apt 1, Glendale, AZ	0.42	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+7 more
ENR-136447	ENR	David I Gardner	1964-12-07	UHC-74358-71	4448133248	4966 Church St Apt 3, Sacramento, CA	0.44	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-112503	ENR	Jonathan G Bowman	2001-09-03	UHC-40062-05	9865520170	54 Grand Ave Apt 7, Miami, FL	0.44	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+6 more
ENR-124366	ENR	Keith N Simpson	—	UHC-20710-22	7635683456	6732 Church St, Fresno, CA, 93776	0.44	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+6 more
ENR-120680	ENR	Margaret Bailley	1998-02-27	UHC-26153-91	—	3713 Cedar Ln, Gilbert, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-112788	ENR	Helen Ward	1998-10-21	UHC-75310-08	—	1861 Jefferson Ave, Charlotte, NC, 28240	0.44	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-103074	ENR	Frank Santiago	1946-02-25	UHC-15366-30	2686214170	4144 Desert Sky Blvd, Tampa, FL, 33686	0.44	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-113072	ENR	Kathleen O Williamson	1964-11-04	UHC-41645-14	9418056680	7680 Indian School Rd, Charlotte, NC, 28244	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-103718	ENR	Diego Valdez	1962-04-06	UHC-00431-81	—	315 Palm Dr, Tucson, AZ	0.44	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+6 more
ENR-111554	ENR	Timothy P Weber	2001-09-27	UHC-91272-09	—	3400 Park Pl, Scottsdale, AZ	0.44	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+6 more
ENR-105768	ENR	Jeremy Chapman	1985-12-26	UHC-44520-76	3586643307	5814 Forest Ave, Miami, FL, 33159	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-100457	ENR	Jackie T Johnston	1999-08-07	UHC-56323-70	9353383997	568 Jefferson Ave, Plano, TX	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
ENR-119488	ENR	Isabella U Burton	1980-11-25	UHC-09055-50	7938588103	3009 Apache Blvd # 188, Tempe, AZ, 85238	0.44	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
ENR-116127	ENR	Juie Sullivan	1979-09-27	UHC-95420-85	—	5655 Union St, Las Vegas, NV	0.44	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
ENR-129338	ENR	Bruce I Dean	1983-05-07	UHC-92761-61	4503754132	1899 Oak St, Houston, TX, 77033	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-115545	ENR	Ethan Kennedy	—	UHC-94235-35	3559499214	2663 Hillcrest Rd # 756, Mesa, AZ, 85297	0.44	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+6 more
ENR-100688	ENR	Martha B Parker	—	UHC-19603-97	6026444202	9366 Maple Ave Apt 24, Eden Prairie, MN, 55321	0.44	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+6 more
ENR-106044	ENR	Randy Murray	2001-09-26	UHC-92433-34	9045989786	1777 Central Ave, Miami, FL, 33117	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-120316	ENR	Cynthia Alvarez	1953-07-13	UHC-21356-89	8032261633	1555 Lake View Rd, Scottsdale, AZ	0.44	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
ENR-117815	ENR	Sophia Hill	1975-08-12	UHC-72031-89	2908416465	4128 Spring St # 237, Denver, CO, 80218	0.44	Name re-cased Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-105153	ENR	Timothy H Rivera	1946-03-08	UHC-26841-12	9212725890	5323 Canyon Rd, Scottsdale, AZ, 85236	0.44	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more

16,916 rows, page 7 of 339Previous Next