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-136538	ENR	Juan Bell	—	UHC-85192-55	8073105821	2193 Lake View Rd, Sacramento, CA, 95804	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-133268	ENR	Michael N Bowman	1941-12-11	UHC-34132-68	—	47 Forest Ave Apt 4, Mesa, AZ, 85252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126273	ENR	Gloria S Lee	1988-09-05	UHC-33495-99	5609335158	2438 Sunset Blvd, Los Angeles, CA, 90068	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127416	ENR	Bradley Mlls	1975-07-26	UHC-88855-94	—	3885 Pine Dr, Las Vegas, NV, 89164	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-101347	ENR	Zachary Stune	1976-11-21	UHC-90615-72	6405415078	4221 Harbor Blvd, San Antonio, TX, 78275	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137142	ENR	David Romero	2006-04-11	UHC-40862-03	—	6332 Indian School Rd, Orlando, FL, 32899	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-131701	ENR	Mairana Hert	1940-09-21	UHC-29629-37	5906139619	4802 Union St, Gilbert, AZ, 85265	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117189	ENR	Aisha N Perez	1985-06-02	UHC-74165-04	—	9553 Elm St, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135332	ENR	Juan N Hunter	1965-09-22	UHC-72781-38	6187734842	5057 Valley View Dr, Chandler, AZ, 85249	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118741	ENR	Benjamin D Thompson	—	UHC-96031-72	5223389950	1064 Union St, Tucson, AZ, 85769	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-141760	ENR	Charles Burke	1944-01-12	UHC-65217-11	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141761	ENR	Charles Burke	1944-01-12	UHC-65217-11	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-135620	ENR	Nancy O Crawford	1970-09-05	UHC-21740-69	—	5602 Elm St, Charlotte, NC, 28237	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-107168	ENR	Laura Young	1963-02-11	UHC-41482-56	—	6955 Cedar Ln, Jacksonville, FL, 32261	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-132583	ENR	Jeffrey G Jenkins	1992-05-11	UHC-38887-29	8399898724	413 Baseline Rd, Houston, TX, 77084	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
ENR-115033	ENR	Olvia M Wright	1949-07-26	UHC-55221-95	4502946841	3681 Baseline Rd, Tucson, AZ, 85786	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-102083	ENR	Richard U Jacobs	1952-02-16	UHC-49714-07	7556896568	7748 Washington St, Tempe, AZ, 85284	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103091	ENR	Debra Romero	1946-06-10	UHC-12831-60	9009946349	1512 Central Ave, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-142077	ENR	Roy A Santiago	1985-08-04	UHC-41770-59	2298057739	6503 Desert Sky Blvd Apt 34, Denver, CO, 80230	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-112528	ENR	Amanda T Nunez	1973-09-04	UHC-71122-93	5696669380	9286 Grand Ave, Fresno, CA, 93764	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138622	ENR	Scott M Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.66	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-115943	ENR	Laura Alvarado	1944-03-03	UHC-10614-33	5424878919	1141 Jefferson Ave, Houston, TX, 77096	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121450	ENR	Diana Owens	1973-10-06	UHC-48954-53	2919975729	8103 Willow Ct Apt 10, Minneapolis, MN, 55493	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-101705	ENR	Carl X Le	1963-04-28	UHC-61492-71	3307599290	3325 Church St, Tempe, AZ, 85248	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113906	ENR	Betty Hunter	—	UHC-84042-08	8756302387	2690 Desert Sky Blvd, Seattle, WA, 98177	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-127114	ENR	Alexis R Gilbert	1999-09-26	UHC-90693-78	9575972892	103 Park Pl, Nashville, TN, 37265	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-126366	ENR	Terry Burns	1971-09-12	UHC-17911-64	7059912831	8343 Main St, Tampa, FL, 33601	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118276	ENR	Margaret Gardner	1978-11-20	UHC-83781-04	4456969596	9118 Cedar Ln, Orlando, FL, 32864	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142188	ENR	Kelly D Boyyd	2006-12-18	UHC-15288-69	3264799505	2151 Mountain View Dr, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Email lower-cased+1 more
ENR-114826	ENR	Larry Kelley	1964-05-13	UHC-62577-77	6129031500	4386 Church St, Austin, TX, 78744	0.66	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-134582	ENR	Judith Robinson	2005-10-03	UHC-43378-50	7774022508	9430 Baseline Rd, Fresno, CA, 93742	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
ENR-129567	ENR	Jeremy Q Black	1970-05-21	UHC-73903-49	2565526560	9616 Indian School Rd, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111436	ENR	Christian Barnes	1941-11-12	UHC-06628-52	9263517139	7655 Canyon Rd, Los Angeles, CA, 90057	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107914	ENR	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-110547	ENR	Laura F Dean	1952-12-13	UHC-67307-86	5067583875	7302 Central Ave, Phoenix, AZ, 85088	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-112770	ENR	Jordan Fernandez	2000-11-19	UHC-95912-03	6904787196	9242 Elm St, Eden Prairie, MN	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-131588	ENR	Amber T Reed	1964-04-03	UHC-27473-20	—	7366 Pine Dr Apt 32, Phoenix, AZ, 85099	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101542	ENR	Fatima Davis	1997-04-15	UHC-77945-54	9334228741	35 Cedar Ln, Chandler, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-111027	ENR	Ana Q Allen	1938-05-27	UHC-40301-04	9216508923	8410 Desert Sky Blvd # 434, Denver, CO, 80252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111028	ENR	Ana Q Allen	1938-05-27	UHC-40301-04	9216508923	8410 Desert Sky Blvd # 434, Denver, CO, 80252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118539	ENR	Kathy S Morris	1962-10-27	UHC-93103-06	7348017940	3402 Highland Ave, Dallas, TX, 75236	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-104229	ENR	Keith E Jimenez	1948-01-27	UHC-46751-64	6916397422	49 Canyon Rd, San Antonio, TX	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-114016	ENR	Melissa Y Turner	1969-05-07	UHC-27635-81	7193376210	1906 Jefferson Ave, Seattle, WA, 98147	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124786	ENR	Dot J Hughes	1980-03-27	UHC-92550-82	7649083664	7079 Main St, Atlanta, GA, 30332	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127371	ENR	Deborah Little	—	UHC-43768-13	8137891280	16 Sunset Blvd, Miami, FL, 33125	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-133885	ENR	Noah X Hoffman	1940-05-18	UHC-83947-97	6302188321	7143 Grand Ave, Mesa, AZ, 85250	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-133912	ENR	Ann Lynch	1944-07-26	UHC-38972-50	5167159152	3075 Apache Blvd, Tempe, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-128654	ENR	Brittany Espinoza	1961-06-18	UHC-75123-22	5362164411	6090 Highland Ave, Mesa, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141273	ENR	Wayne Y Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave # 736, Dallas, TX, 75296	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-107460	ENR	Henderson Z Lucia	1978-09-11	UHC-15058-21	—	7600 Ocean Ave, Nashville, TN, 37295	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more

17,310 rows, page 111 of 347Previous Next