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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122078	ENR	Lori Cruz	1989-04-25	UHC-87156-17	9102112334	6582 Sage Ct, Eden Prairie, MN, 55387	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139537	ENR	Samantha N Howard	1955-11-11	UHC-54388-27	4198041104	9210 Park Pl, Phoenix, AZ, 85042	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136023	ENR	Sandra Murraay	1978-12-18	UHC-66640-84	4139194752	6299 Cedar Ln, Houston, TX, 77007	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104191	ENR	Philip Gray	1948-10-06	UHC-41519-25	8574170224	9035 Willow Ct # 251, Seattle, WA, 98164	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-122840	ENR	Elizabeth Gibson	—	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-138956	ENR	Emma E Chavez	2002-09-10	UHC-67167-33	6217846732	925 Forest Ave, Tampa, FL, 33634	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109305	ENR	Sandra D Guzman	2007-11-26	UHC-35500-64	3963470860	7954 Desert Sky Blvd Apt 10, Houston, TX, 77083	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-102322	ENR	Gabriel Walker	1976-02-08	UHC-80576-44	8717119502	5984 Mesa Dr, Nashville, TN, 37205	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123106	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-123107	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
ENR-106222	ENR	Daniel O Fernandez	1960-11-15	UHC-20537-71	8793437255	9880 Forest Ave Apt 17, Charlotte, NC, 28257	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-120109	ENR	Randy B Baker	1981-04-09	UHC-05575-14	—	8269 Grand Ave, Mesa, AZ, 85297	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-117591	ENR	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140414	ENR	Teresa Chen	1943-11-11	UHC-95941-37	5833252714	2986 Apache Blvd, Houston, TX, 77059	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121613	ENR	Mary Alvarado	1938-10-26	UHC-45054-41	2634016797	7921 Mesa Dr Apt 23, Columbus, OH, 43220	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-141375	ENR	Kyle N Gonzalez	1939-12-07	UHC-63081-75	8606172136	7257 Highland Ave, Las Vegas, NV, 89149	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130868	ENR	Olivia F Day	1963-05-16	UHC-80025-41	9422536990	364 Spring St, Dallas, TX, 75295	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120654	ENR	Aaron Vazquez	2003-11-22	UHC-00207-30	8806165840	5948 Apache Blvd, Gilbert, AZ, 85252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116550	ENR	Angela S Medina	2002-01-11	UHC-15519-91	6363529545	7100 Main St, Tampa, FL, 33627	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-130970	ENR	Jerry G White	1996-12-23	UHC-62687-13	7144647922	2285 Sage Ct, Seattle, WA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140687	ENR	Karen I Thomas	2005-11-05	UHC-47494-97	—	6718 Mesa Dr, Houston, TX, 77082	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-111738	ENR	Bryan B Jordan	1999-03-03	UHC-26756-84	4217580100	1403 Forest Ave, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131490	ENR	Lauren K Riley	2006-09-23	UHC-90836-20	5128344269	7060 Spring St, San Diego, CA, 92197	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103703	ENR	Luuis Payne	1986-12-14	UHC-63005-41	—	8681 Park Pl, Fresno, CA, 93788	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140176	ENR	Valentina U Myers	1970-10-13	UHC-89048-81	4149779909	7798 Central Ave, Tampa, FL, 33652	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101571	ENR	Vincent W Foster	1971-04-22	UHC-78204-77	7909707994	8942 Valley View Dr, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133989	ENR	Gregory T Gutierrez	1938-02-28	UHC-09302-32	7829520279	7268 Spring St, Columbus, OH, 43211	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104208	ENR	Keith G Cunningham	1962-05-22	UHC-21738-50	9387137318	6316 Central Ave, Charlotte, NC, 28224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105622	ENR	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119667	ENR	Randy F Singh	1989-05-12	UHC-68184-37	9439908407	9754 Central Ave # 436, Phoenix, AZ, 85000	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-111448	ENR	Jean H Vasquze	1972-09-15	UHC-72732-38	7133433139	447 Ocean Ave, Jacksonville, FL, 32204	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114338	ENR	Fatima Harper	1984-05-05	UHC-04017-02	9849307003	8679 Meadow Ln, Houston, TX, 77066	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127259	ENR	Jack Ray	1955-10-24	UHC-59604-32	—	7181 Cedar Ln, Plano, TX, 75096	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-136269	ENR	Bradley P Gilbert	1985-10-09	UHC-76728-84	7018948607	3443 Oak St, Glendale, AZ, 85334	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132195	ENR	Donna J Black	1968-08-19	UHC-71648-50	9448029616	7639 Maple Ave, Chandler, AZ, 85224	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139793	ENR	Mark Ruiz	1972-08-23	UHC-90362-45	8484182772	2544 Main St, Jacksonville, FL, 32232	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137383	ENR	Abgail Hanson	1989-08-08	UHC-48519-93	8327799402	9129 Canyon Rd, Fresno, CA	0.64	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-105250	ENR	Sandra G Scott	1962-04-20	UHC-95286-62	4676828569	3181 Lake View Rd # 968, Tempe, AZ, 85294	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128761	ENR	Ana J Wilson	2008-11-12	UHC-64306-22	2318393725	4501 Union St, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109450	ENR	Sean X Bowman	1957-05-18	UHC-27509-22	5437941543	4985 Canyon Rd, Austin, TX, 78724	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130914	ENR	Charlotte N Fowler	1967-11-27	UHC-76075-73	8238044717	6795 Church St, Denver, CO, 80222	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112093	ENR	Ronald D Armstrong	1966-05-10	UHC-28796-71	8932135891	9818 Washington St Apt 12, Columbus, OH, 43262	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-111614	ENR	Betty H Marqez	1981-09-01	UHC-53331-51	6003625515	4089 Sage Ct, Tampa, FL, 33688	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135370	ENR	Jeffrey Jones	1985-10-03	UHC-66750-25	8283974023	7112 Broadway, Jacksonville, FL, 32251	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-139058	ENR	Carolyn Rose	1980-04-07	UHC-19714-91	9335486321	6101 Park Pl, Gilbert, AZ, 85286	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-136883	ENR	Jack Bishop	1943-04-02	UHC-95340-02	4489283197	411 Washington St, San Antonio, TX, 78280	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108278	ENR	Andrea Yang	1959-07-18	UHC-82520-81	—	5961 Canyon Rd, Tucson, AZ, 85778	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142766	ENR	Melissa R Allen	1954-02-25	UHC-41301-70	8376521130	9662 Main St Apt 12, Chandler, AZ, 85284	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-133637	ENR	Kimberly Bell	1938-02-18	UHC-35960-58	5787019905	9241 Elm St, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-126034	ENR	Hannah U Schultz	1980-07-03	UHC-07964-17	9624747147	8354 Mountain View Dr, Scottsdale, AZ, 85298	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

17,310 rows, page 104 of 347Previous Next