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-134302	ENR	Alexander C Chavez	1961-04-07	UHC-68036-12	6903660817	2654 Oak St, Orlando, FL, 32875	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138748	ENR	Spencer D Janet	1949-05-01	UHC-89276-43	2036122906	8719 Washington St, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112963	ENR	Joe Q Hernandez	—	UHC-15476-72	7448370918	795 Maple Ave, Tempe, AZ, 85295	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138554	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103245	ENR	Billy X Green	1951-07-15	UHC-62141-75	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-142594	ENR	Mei Q Howell	1961-04-12	UHC-44146-28	9004678163	3682 Spring St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132126	ENR	Amy Collins	1970-09-28	UHC-11297-50	9135650175	4997 Maple Ave, Minneapolis, MN, 55493	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-119240	ENR	Amy Lane	1961-05-10	UHC-24923-31	5743203440	8713 Camelback Rd, Tempe, AZ, 85274	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114324	ENR	Ronald R Lawson	1991-08-03	UHC-93268-33	—	4129 Highland Ave, San Antonio, TX, 78241	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-141146	ENR	Brian Fox	1969-01-20	UHC-56910-92	—	3889 Spring St, Chandler, AZ, 85204	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-116535	ENR	NJunk	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139675	ENR	Maria U Montgomery	1951-04-08	UHC-73684-45	6173444429	2720 Baseline Rd, Plano, TX, 75056	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129330	ENR	Jose Hernandez	2008-07-01	UHC-17958-03	—	8649 Camelback Rd # 107, Columbus, OH	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133006	ENR	Priya G Arnold	1943-10-15	UHC-20609-33	6347644906	4401 Ridge Rd, Seattle, WA, 98131	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123632	ENR	Jacqueline N Sanders	—	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101600	ENR	Walter Garza	2008-06-23	UHC-07202-12	—	5014 Ocean Ave, Charlotte, NC, 28269	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106029	ENR	Sofia Luna	1995-01-17	UHC-09907-30	5195937770	4207 Cedar Ln, Dallas, TX	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114953	ENR	Jonathan E Wheelar	2007-10-20	UHC-72162-77	9602096387	8429 Hillcrest Rd, Scottsdale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140579	ENR	Ethan Garza	2002-06-26	UHC-91432-94	3496815937	9873 Market St, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129563	ENR	Timothy Phillips	2005-07-25	UHC-10844-40	3038615081	5321 River Rd, Tempe, AZ, 85205	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-105500	ENR	Justin Andrews	1981-06-15	UHC-75001-98	7112998881	5448 Ridge Rd, Eden Prairie, MN, 55323	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-120750	ENR	Larry L Morales	2002-09-18	UHC-01817-65	6217476977	1782 Ridge Rd, Sacramento, CA, 95853	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132860	ENR	Rose F Brittany	2003-08-03	UHC-64681-45	2459038367	8817 Canyon Rd, Tucson, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-105289	ENR	Theresa Stewart	2005-05-23	UHC-25878-48	4638132634	4082 Ridge Rd, Scottsdale, AZ, 85266	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142110	ENR	Sandra Hudson	1987-04-08	UHC-87344-62	—	4344 Desert Sky Blvd, Seattle, WA, 98100	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-120311	ENR	Brittany Long	1978-06-02	UHC-81737-68	6657478820	6125 Forest Ave, Tempe, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122869	ENR	Billy W Edwards	1985-12-05	UHC-09876-01	2107350803	5729 Camelback Rd, Tempe, AZ, 85201	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-101643	ENR	Vincent X Tran	1987-09-12	UHC-31092-94	4966542599	9163 Central Ave, Tucson, AZ, 85726	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130379	ENR	Cynthia Nunez	1966-08-17	UHC-40492-89	3119155397	6744 Camelback Rd Apt 11, Mesa, AZ, 85207	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111442	ENR	Elijah Q Vega	1948-05-08	UHC-68333-42	3405042350	925 Spring St, Chandler, AZ, 85215	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-135029	ENR	Charles Robinsson	—	UHC-14595-20	—	3748 Ocean Ave, Tempe, AZ, 85277	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-111838	ENR	John V Andrews	1960-09-20	UHC-04984-49	—	8168 Lincoln Way, Dallas, TX, 75234	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105610	ENR	Lucia F Hoffman	1941-02-12	UHC-31201-99	3569658725	836 Desert Sky Blvd, Seattle, WA, 98195	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-142099	ENR	Jonathan X Bishop	1998-06-24	UHC-27890-40	7253008403	5797 Desert Sky Blvd, Mesa, AZ, 85215	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108377	ENR	Moreno F William	1953-05-16	UHC-32552-30	7122664779	7067 Forest Ave, Austin, TX, 78729	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-133009	ENR	Jremy Dunn	2002-08-04	UHC-68007-89	—	5789 Apache Blvd Apt 5, Charlotte, NC, 28244	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124334	ENR	Yuki V Salazar	1949-11-06	UHC-78489-07	3437527617	9084 River Rd, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139011	ENR	Patrick I Santiago	1951-07-19	UHC-87991-71	—	1176 Willow Ct, Fresno, CA, 93798	0.52	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+2 more
ENR-114967	ENR	Adam Williamson	1951-08-21	UHC-78870-26	—	2585 Harbor Blvd, Houston, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114966	ENR	Adam Williamson	1951-08-21	UHC-78870-26	—	2585 Harbor Blvd, Houston, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139243	ENR	Pricce V Mateo	2008-02-20	UHC-70897-29	6196087567	4704 Mountain View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113173	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave, Denver, CO, 80222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120467	ENR	Wei Kim	1968-03-07	UHC-37453-94	7787425992	7066 Hillcrest Rd, Houston, TX, 77052	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102782	ENR	Holmes E Bruce	1966-07-06	UHC-64889-26	3303608294	8363 Main St, Tucson, AZ, 85769	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137966	ENR	Hannah Rojas	1963-01-04	UHC-56751-85	9775529134	1371 Lake View Rd, Nashville, TN	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131756	ENR	Brenda Carpenter	1953-05-23	UHC-50968-55	3354432906	4125 Canyon Rd # 218, Minneapolis, MN, 55419	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107157	ENR	Bradley N Alvarado	—	UHC-60977-15	8558861572	9460 Apache Blvd, Orlando, FL, 32800	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-137250	ENR	Thomas L Wallace	1978-02-12	UHC-19625-02	4596317662	4115 Market St, Las Vegas, NV, 89149	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114185	ENR	Aaron Garcia	1963-04-27	UHC-88510-65	7519765126	7813 Desert Sky Blvd, Minneapolis, MN, 55424	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126483	ENR	Jose Mejia	1978-12-13	UHC-36493-03	9849050168	4197 Indian School Rd, Fresno, CA, 93711	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

26,564 rows, page 68 of 532Previous Next