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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-116871	ENR	Mei N Li	1953-11-28	UHC-98792-36	—	9840 Palm Dr, Jacksonville, FL, 32255	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-102880	ENR	Lawrence Montgomery	1986-11-18	UHC-88172-45	5985851297	201 Church St, Phoenix, AZ, 85043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136431	ENR	Paul E Schmidt	1957-07-26	UHC-33818-80	4433951762	6695 Washington St, Nashville, TN, 37229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116687	ENR	Justin U Payne	1949-11-03	—	4482530587	1744 Willow Ct, Gilbert, AZ, 85216	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105404	ENR	Amanda Morrison	2003-01-12	UHC-73807-14	2494692364	6629 Indian School Rd, Tampa, FL, 33645	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114048	ENR	Danielle Y Parker	1983-08-19	UHC-92141-17	7846899027	3347 Maple Ave, San Diego, CA, 92176	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121165	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126205	ENR	Juan Carlson	1963-02-07	UHC-71824-62	—	3776 Meadow Ln, Tempe, AZ, 85285	0.64	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102120	ENR	Linda Harper	1962-07-04	UHC-07597-09	5272533308	3480 Valley View Dr, Plano, TX, 75008	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102119	ENR	Linda Harper	1962-07-04	UHC-07597-09	5272533308	3480 Valley View Dr, Plano, TX, 75008	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101220	ENR	Santiago J Reid	1991-05-21	UHC-51553-43	2282241894	8160 Willow Ct, Sacramento, CA, 95874	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132223	ENR	Kayla Willis	1994-12-20	UHC-65482-05	6682834261	6807 Highland Ave, Scottsdale, AZ, 85241	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115856	ENR	Lori E Perkins	1969-01-03	—	6445858375	1723 Hillcrest Rd, Los Angeles, CA, 90018	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108514	ENR	Shirley R Marshall	1980-07-26	UHC-92812-35	7649503732	8918 Park Pl Apt 34, Denver, CO, 80272	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-138866	ENR	Linda I Russell	1985-11-06	UHC-37127-79	8348100444	8410 Ridge Rd, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119317	ENR	Sophia Sandoval	1964-05-26	UHC-72940-64	2657049567	5489 Jefferson Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-132057	ENR	Debra N Schmidt	1965-08-17	UHC-05894-70	—	900 Church St, Houston, TX, 77017	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109758	ENR	Jose X Mroris	1962-08-02	UHC-54627-11	—	9421 Cedar Ln, Eden Prairie, MN, 55331	0.64	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-108856	ENR	Lisa Q McCoy	1991-08-11	UHC-79039-57	—	977 Indian School Rd, Glendale, AZ, 85359	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105762	ENR	Jyoce Cunnningham	1996-05-08	UHC-00031-41	—	3225 Pine Dr, Minneapolis, MN, 55480	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101939	ENR	Marc F Mendez	1998-01-10	UHC-43400-14	—	878 Camelback Rd, Chandler, AZ, 85287	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-122306	ENR	Aaron Kelly	1985-01-19	UHC-88625-20	5232276024	9606 Ridge Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112825	ENR	Bryant O Donald	1938-05-08	UHC-55875-41	—	7574 Bayshore Dr, Jacksonville, FL, 32220	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126499	ENR	Gregory Hamilton	1969-12-02	UHC-54999-02	6265361954	4040 Ridge Rd, Nashville, TN, 37267	0.64	Name re-cased Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-101703	ENR	Helen K Morris	2002-02-12	UHC-24513-24	—	2782 Park Pl, Denver, CO, 80293	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142818	ENR	Liz F Santos	1954-09-06	UHC-22491-86	6284174398	596 Elm St, Scottsdale, AZ, 85222	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-104696	ENR	Melissa Park	1982-04-21	UHC-93563-20	—	2042 Camelback Rd # 829, Eden Prairie, MN, 55373	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126300	ENR	Robert K Gardner	1967-03-19	UHC-31608-71	—	5710 Camelback Rd, Miami, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124024	ENR	Evelyn Evans	1988-03-04	—	8108481036	549 Grand Ave, Gilbert, AZ, 85249	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-133853	ENR	Donna Ellis	1965-07-03	UHC-56478-17	3776934209	4083 Desert Sky Blvd, Jacksonville, FL, 32293	0.64	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+2 more
ENR-136355	ENR	Mak N Reid	2002-09-25	UHC-02756-65	—	4841 Union St, Eden Prairie, MN, 55317	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118197	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118198	ENR	Arthur Marshall	1979-02-09	UHC-21572-47	4489207391	9593 Ocean Ave, Los Angeles, CA, 90044	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122509	ENR	Nicole J Owens	1975-09-15	UHC-86145-67	3087916257	2323 Palm Dr, Las Vegas, NV, 89178	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118948	ENR	Raymond T Wegner	1982-05-17	UHC-58396-99	9412265879	3582 Ocean Ave, Denver, CO, 80228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111917	ENR	Sara Schmidt	1983-10-15	UHC-29342-37	2524864766	6820 Willow Ct, Nashville, TN, 37275	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-124845	ENR	Sofia Garrett	1987-05-08	UHC-60736-86	6707143325	256 Ocean Ave Apt 15, Seattle, WA, 98197	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-107143	ENR	Frances Butler	1986-05-07	UHC-19278-43	9457745868	4527 Union St, Chandler, AZ, 85274	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139686	ENR	Alice Daniels	1990-03-12	UHC-83756-81	—	4225 Sunset Blvd, Tucson, AZ, 85793	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
ENR-103759	ENR	Kathy A Duncan	—	—	—	5680 Maple Ave, Nashville, TN, 37295	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-118469	ENR	Natalie T Collins	—	UHC-61521-40	4856365413	8209 River Rd Apt 2, Las Vegas, NV, 89157	0.64	Date of birth reformatted Date of birth unreadable Unit split from street Plan code upper-cased+2 more
ENR-140261	ENR	Thoomas Hoffman	1955-07-25	UHC-66580-76	2783079432	7394 Hillcrest Rd, San Antonio, TX, 78270	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118410	ENR	Isabella Z Watkins	1967-06-02	UHC-63631-99	—	1407 Ocean Ave, Mesa, AZ, 85223	0.64	Name re-cased Two-digit birth year ZIP+4 trimmed Plan code upper-cased+2 more
ENR-114493	ENR	Teresa George	1956-03-25	—	8995627657	2111 Washington St, Los Angeles, CA, 90011	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103794	ENR	Alexander Wheeler	1942-08-26	UHC-67858-02	3046950738	7083 Grand Ave, Houston, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-125688	ENR	Ashley N Baker	2005-06-11	UHC-00076-33	7794506156	8221 Forest Ave, San Diego, CA	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138232	ENR	Tyler O Fowler	1993-06-22	UHC-66179-73	7155884751	1887 Cedar Ln, Jacksonville, FL, 32233	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113373	ENR	Lori Mendoza	1966-08-07	UHC-22182-46	3858180499	9878 Willow Ct, San Antonio, TX, 78266	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115001	ENR	Kathleen B Watson	1959-02-22	UHC-97472-60	3643213792	2651 Pine Dr, Houston, TX, 77032	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-137041	ENR	Charles L Scott	2006-03-13	UHC-81562-74	8376243308	5859 Palm Dr, San Antonio, TX, 78275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,916 rows, page 83 of 339Previous Next