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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107723	ENR	Deborah Baker	1994-06-22	UHC-63704-66	5715185709	2179 Highland Ave, San Diego, CA, 92129	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
ENR-127453	ENR	Vincent Medina	1948-06-23	UHC-92687-42	4233762353	3531 Ocean Ave, Nashville, TN, 37206	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131164	ENR	Kenneth R Franklin	2008-06-02	UHC-84913-55	3088792674	9895 Valley View Dr, Tempe, AZ, 85218	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-107465	ENR	Jerry Wood	1996-05-12	UHC-02505-37	8493396237	5552 Park Pl, Jacksonville, FL, 32268	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-138964	ENR	Santiago Schmidt	1993-03-28	UHC-38529-81	3116220032	6747 Bayshore Dr, Eden Prairie, MN, 55378	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-136301	ENR	Weber A Catherine	1954-06-12	UHC-27845-36	9413878756	9727 Ridge Rd # 680, Austin, TX, 78726	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
ENR-126215	ENR	Linda O Hill	1999-06-21	UHC-06589-71	6657552053	1446 Bayshore Dr, Denver, CO, 80222	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126227	ENR	Cynthia Jimenez	1989-07-14	UHC-68580-40	9785684151	7864 Market St, Columbus, OH, 43222	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-127282	ENR	Aisha A Santiago	1996-02-04	UHC-90513-79	4258947758	8940 Central Ave, Las Vegas, NV, 89149	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-116153	ENR	Thomas Richards	1945-02-21	UHC-76708-28	9742960653	4221 Oak St, Las Vegas, NV, 89129	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-107480	ENR	Martha I Baker	2002-03-09	UHC-12375-92	9822592535	6842 Mesa Dr, Orlando, FL, 32894	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112352	ENR	Yuki Soto	1944-05-12	UHC-03062-76	2323039084	1250 Hillcrest Rd, Charlotte, NC, 28205	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-125448	ENR	Isabella H Walsh	1979-06-04	UHC-12076-16	2132024417	8165 Camelback Rd, Orlando, FL, 32827	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-135483	ENR	Austin Powell	1946-05-25	UHC-45658-86	5194091628	9114 Indian School Rd, Los Angeles, CA, 90006	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131134	ENR	Daniel Owens	1996-09-12	UHC-62595-38	3728570874	2304 Church St, Minneapolis, MN, 55411	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-120448	ENR	Debra Stone	1984-04-14	UHC-91983-24	—	1874 Maple Ave, Atlanta, GA, 30385	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-114682	ENR	Patrick F Alexander	1968-08-09	UHC-70757-96	—	1326 River Rd # 463, Austin, TX, 78721	0.78	Name re-cased Unit split from street City re-cased Email lower-cased+1 more
ENR-106131	ENR	Evelyn S Tran	2005-01-23	UHC-39573-31	8375404206	4287 Spring St, Las Vegas, NV, 89166	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141626	ENR	Kevin Q Washington	2008-09-28	UHC-24205-78	4967725739	7626 Ridge Rd, Plano, TX, 75046	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-131649	ENR	Anthony C Harper	2006-11-23	UHC-93669-60	7815273432	2237 Harbor Blvd, Orlando, FL, 32845	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-108198	ENR	Sharon Kelly	1943-08-28	UHC-47679-95	4456755720	5058 Union St, Seattle, WA, 98114	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-139858	ENR	Andrea Ortiz	1980-09-18	UHC-56559-86	3729069609	662 Union St, Tucson, AZ, 85792	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-136425	ENR	Roy Ortega	1939-08-06	UHC-73411-07	2204904221	3677 Harbor Blvd, Orlando, FL, 32853	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-112470	ENR	Timothy M Burke	1971-08-02	UHC-81094-04	7014025070	8847 Forest Ave, Scottsdale, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-116288	ENR	Amanda Powell	1958-02-20	UHC-15061-46	—	5353 Meadow Ln, Tempe, AZ, 85251	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-115461	ENR	Sara Carpenter	1952-09-17	UHC-10095-60	—	4081 Meadow Ln, Columbus, OH, 43276	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123935	ENR	Dylan C Reed	2005-08-19	UHC-39800-75	—	4465 Desert Sky Blvd, Austin, TX, 78735	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-120993	ENR	Heather Wong	1955-03-21	UHC-22124-81	9522890815	6965 Lake View Rd, Phoenix, AZ, 85056	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
ENR-114207	ENR	Hayes T Matt	2007-11-28	UHC-98846-54	5262216048	3009 Church St, Plano, TX, 75000	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-136723	ENR	Sophia E Johnston	1970-05-28	UHC-38382-18	9799300214	5765 Grand Ave, Minneapolis, MN, 55415	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-140707	ENR	Sofia S Webb	1960-12-02	UHC-18146-96	—	265 Ridge Rd, Tampa, FL, 33645	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-112176	ENR	Janice C Mendoza	1998-10-04	—	—	8684 Main St, Scottsdale, AZ, 85226	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-130361	ENR	Billy Q Sullivan	1963-12-09	UHC-72479-31	9255276300	9320 Meadow Ln, Seattle, WA, 98103	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-105376	ENR	Emily X Jenkins	2001-03-17	UHC-79681-97	8436494979	7216 Canyon Rd, Austin, TX, 78700	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-100587	ENR	Brian Nunez	1952-03-16	UHC-67413-60	7507922554	4829 Mountain View Dr, Orlando, FL, 32825	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116034	ENR	Alexander G Cox	1944-02-13	UHC-07045-62	6569878367	760 Harbor Blvd, Orlando, FL, 32854	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
ENR-117004	ENR	Gloria W Vega	1985-09-07	UHC-96575-04	—	8522 Union St, Plano, TX, 75014	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-141249	ENR	Marcus N Cook	1964-01-01	UHC-19387-98	4797180487	2570 Forest Ave, San Diego, CA, 92163	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123471	ENR	Ann Mendez	1956-06-03	UHC-59805-79	3868450293	6999 Oak St, San Diego, CA, 92172	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-129346	ENR	Hiroshi V Gonzales	1986-06-12	UHC-70398-64	2936217265	1483 Canyon Rd, Houston, TX, 77002	0.78	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133052	ENR	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-133051	ENR	Jacob James	1992-08-23	UHC-95959-82	2063730657	757 Spring St, Seattle, WA, 98199	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
ENR-131651	ENR	Anthony Harper	2006-11-23	UHC-93669-60	7815273432	2237 Harbor Blvd, Orlando, FL, 32845	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-131650	ENR	Anthony Harper	2006-11-23	UHC-93669-60	7815273432	2237 Harbor Blvd, Orlando, FL, 32845	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
ENR-101158	ENR	Catherine Z Anderson	1980-11-28	UHC-79718-58	9527434729	2226 Oak St, San Antonio, TX, 78272	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118523	ENR	Zachary Cavez	1996-07-13	UHC-20003-39	7902615139	1371 Willow Ct, San Antonio, TX, 78220	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
ENR-142688	ENR	Sara Nunez	1940-06-09	UHC-01441-42	8917198125	3337 Market St, Los Angeles, CA, 90049	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-141337	ENR	Russell Munoz	1963-01-27	UHC-30448-14	5286990617	5968 Spring St, Seattle, WA, 98171	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134568	ENR	Fields Jeremy	1941-08-04	UHC-73294-42	6063411589	806 Jefferson Ave, San Antonio, TX, 78264	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-135237	ENR	Gary Armstrong	1969-02-05	UHC-88253-39	5583361364	464 Palm Dr, Fresno, CA, 93782	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

8,423 rows, page 116 of 169Previous Next