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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140253	ENR	Christian Gonzales	1965-07-03	UHC-94858-35	7919397589	457 Park Pl, Las Vegas, NV, 89119	0.54	Name split from “Last, First”Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-133930	ENR	Gregory Weber	1974-08-25	UHC-50200-63	5018030549	4286 Church St # 935, Dallas, TX, 75272	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-102050	ENR	Vincent D Goerge	1946-11-07	UHC-32875-15	5577878361	2954 Lincoln Way # 206, Phoenix, AZ, 85029	0.54	Phone reformatted Unit split from street State name converted to code Gender normalised+1 more
ENR-135730	ENR	Catherine R Payne	1963-09-07	UHC-51686-10	6718456954	1795 Central Ave Apt 40, San Antonio, TX, 78229	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-141993	ENR	Billy P Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr Apt 19, Miami, FL, 33124	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-120664	ENR	Jeffrey G Sullivan	2001-12-17	UHC-01818-10	4417322071	8471 Elm St, Houston, TX, 77054	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-117870	ENR	Bobby Watson	1949-06-19	UHC-95185-49	5296779979	1172 Main St # 977, Denver, CO, 80204	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-142869	ENR	Ahmed Q Hughes	1976-07-24	UHC-53596-51	2786303265	7300 Highland Ave, Dallas, TX, 75233	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141966	ENR	Anthonny Fields	1940-01-11	UHC-31593-83	6577355731	5442 Main St, Glendale, AZ, 85389	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-107689	ENR	Sofia O Duncan	1938-06-28	—	7576423281	2365 River Rd, Denver, CO, 80217	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-131422	ENR	Fatiima Hernandez	—	UHC-60097-81	7144003297	8969 Apache Blvd, Mesa, AZ	0.54	Name split from “Last, First”Date of birth missing Phone reformatted City re-cased+1 more
ENR-139674	ENR	Gary Wagner	1964-06-27	UHC-71648-57	8843414597	7160 Desert Sky Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-100769	ENR	Anthony Y Nunze	1991-07-06	UHC-25307-46	7937043654	6717 Valley View Dr, Austin, TX, 78707	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110524	ENR	Ashey O Fernandez	2003-03-19	UHC-00933-59	3776850003	6961 Lake View Rd Apt 31, Fresno, CA, 93793	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-100916	ENR	Dylan B Scott	1971-07-22	UHC-89866-96	5498214267	450 Pine Dr, Houston, TX, 77048	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-105948	ENR	Ruth M Grant	—	UHC-11219-58	8442525369	6335 Forest Ave, Tempe, AZ, 85235	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+1 more
ENR-108221	ENR	Jennifer D Reyes	1991-01-16	UHC-48924-09	4437237267	5349 Valley View Dr, Plano, TX, 75006	0.54	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State name converted to code+1 more
ENR-106579	ENR	Andrew V Reyes	1977-12-22	UHC-82778-20	7628617286	6345 Ridge Rd, Eden Prairie, MN, 55368	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106331	ENR	Anthony Jackson	1989-12-17	UHC-88124-03	9335385869	5099 Valley View Dr, Charlotte, NC, 28225	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104187	ENR	George J Willis	1939-10-03	UHC-36586-64	7754486801	4974 Maple Ave, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139067	ENR	Christian Duncan	1986-08-20	UHC-25272-99	4623183349	2753 Mountain View Dr, Los Angeles, CA, 90002	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-124243	ENR	Ryan L Hunter	1965-10-05	UHC-48235-63	9726429827	7479 Forest Ave, Charlotte, NC	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141786	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141787	ENR	David Q Hunter	1957-02-20	—	8163133970	9047 Harbor Blvd, Las Vegas, NV	0.54	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107751	ENR	Dorothy Wagner	1953-08-05	UHC-38841-83	2424975538	4345 Market St, Columbus, OH	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101397	ENR	Jon Castillo	1960-04-13	UHC-72136-56	9236956235	53 Apache Blvd # 443, Seattle, WA, 98111	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117681	ENR	Noah Bryant	1960-02-06	UHC-04206-02	9829284265	7257 Camelback Rd, Tempe, AZ	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-101296	ENR	Matthew Jensen	1973-08-26	UHC-03797-09	5905928265	4550 Jefferson Ave, Seattle, WA, 98171	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110415	ENR	Bradley X Robinson	1985-07-17	UHC-47589-10	7894143744	5501 Sunset Blvd, Tampa, FL, 33681	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118975	ENR	Phillip L Barnes	2005-01-26	UHC-12496-07	8088462056	2781 Indian School Rd, Denver, CO, 80279	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-117531	ENR	Kevin Vasquez	1965-12-12	UHC-02982-41	4987211863	3689 Grand Ave, Scottsdale, AZ, 85266	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-101849	ENR	Stephen Murphy	1992-11-09	UHC-54490-83	2345384671	2604 River Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-100083	ENR	Melissa D Fields	1951-09-13	UHC-11822-38	8014746440	754 Central Ave, Houston, TX, 77085	0.54	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-113719	ENR	Amy Yang	2002-08-10	UHC-84531-10	4735748930	1529 Market St, Fresno, CA, 93761	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119745	ENR	Bobby Bowman	1956-08-05	UHC-05130-58	2445047058	362 Indian School Rd Apt 32, Las Vegas, NV, 89191	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
ENR-109688	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-109689	ENR	Willie I Walsh	1992-07-21	UHC-23657-23	9752705924	8861 Ridge Rd, Eden Prairie, MN, 55313	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-128766	ENR	Jenny Jensen	2001-10-28	UHC-53962-93	2922800161	512 Main St Apt 36, Houston, TX, 77030	0.54	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+1 more
ENR-137282	ENR	Shilrey Day	1939-05-17	UHC-72696-71	3902685656	8550 Cedar Ln, Plano, TX	0.56	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing
ENR-119476	ENR	Johnny Henry	1944-01-19	UHC-67530-07	8532614998	9524 Desert Sky Blvd Apt 10, Atlanta, GA, 30391	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
ENR-135961	ENR	Philip Q Valdez	2002-07-04	UHC-98601-37	6855070551	5651 Ridge Rd, Los Angeles, CA, 90090	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-136395	ENR	Ruth S Ortiz	1991-01-22	UHC-29847-48	5865804051	8190 Grand Ave # 315, Los Angeles, CA, 90068	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
ENR-129597	ENR	Helen W Sanders	1964-07-24	UHC-99859-68	5823422381	5250 Oak St, San Antonio, TX, 78293	0.56	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-124504	ENR	Bruce S Gray	1997-05-17	UHC-70709-95	3182063982	3961 Baseline Rd # 971, Minneapolis, MN, 55410	0.56	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code
ENR-106414	ENR	Arthur H Harris	1984-02-13	UHC-20418-29	8566058465	6027 Church St, Scottsdale, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-142202	ENR	Sharon E Alvarado	1977-06-14	UHC-10575-86	7927424094	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-110733	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd # 518, Jacksonville, FL	0.56	Two-digit birth year Phone reformatted Unit split from street ZIP missing
ENR-116068	ENR	Edward Z Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-125226	ENR	Diego E Renolds	1965-08-28	UHC-43474-86	7816791916	3944 Market St, Phoenix, AZ, 85056	0.56	Phone reformatted SSN last four extracted State name converted to code Gender normalised
ENR-127786	ENR	Gary Guerrero	1985-12-10	UHC-18725-71	4105945149	5571 Jefferson Ave, Los Angeles, CA, 90070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more

28,181 rows, page 69 of 564Previous Next