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-109449	ENR	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA, 30386	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121317	ENR	Andrea Graham	1987-08-01	UHC-05639-13	—	1666 Spring St, Glendale, AZ, 85347	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-117944	ENR	Jacqueline Wagner	1938-01-24	UHC-77881-56	6474941423	4420 Sage Ct Apt 2, Miami, FL, 33193	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-106895	ENR	Russell Gibson	1954-06-21	UHC-03948-12	—	8245 Ocean Ave, San Antonio, TX, 78208	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132329	ENR	Frances Contreras	1957-05-14	UHC-22774-24	—	8884 River Rd, Phoenix, AZ, 85077	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114921	ENR	Ann Matthews	1993-09-25	UHC-82258-75	8169260599	4310 Lake View Rd, Chandler, AZ, 85224	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119339	ENR	Nicholas Ellis	1982-03-16	UHC-59410-03	—	7082 Willow Ct, Mesa, AZ, 85298	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125314	ENR	Bruce J Santos	1996-02-23	UHC-10163-44	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129589	ENR	Gloria G Knight	2008-07-17	UHC-55763-08	2882156685	9172 Harbor Blvd, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122572	ENR	Sott G Jensen	1954-05-20	UHC-67218-05	3585288149	1537 Sage Ct, Nashville, TN, 37267	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111032	ENR	Sean Owens	1984-01-05	UHC-64788-47	6417043423	5632 Baseline Rd, San Diego, CA, 92137	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-127919	ENR	Amber C Palmer	1958-05-09	UHC-28566-35	5904203006	5064 Church St, Austin, TX, 78748	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103923	ENR	Rebecca Reid	—	UHC-72827-45	9232255005	7469 Meadow Ln, Plano, TX, 75043	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119537	ENR	Don U Gonzales	2006-10-09	UHC-12549-84	—	179 Forest Ave, Jacksonville, FL	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124278	ENR	Timothy Tran	1992-05-05	UHC-72026-20	4966220535	619 Baseline Rd, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-115444	ENR	Carlos C Crawford	1969-08-09	—	—	4540 Central Ave Apt 20, Atlanta, GA, 30376	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140145	ENR	Thoams Bailey	1999-01-27	UHC-40552-57	9098875112	5198 Jefferson Ave Apt 18, Dallas, TX, 75255	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126126	ENR	Joyce Woods	1953-01-09	UHC-46778-31	3483442765	2416 Camelback Rd, Jacksonville, FL, 32247	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134874	ENR	Eugene Gonzales	1987-04-07	UHC-83177-51	6123069639	681 Baseline Rd, Los Angeles, CA, 90029	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135304	ENR	Barbara D Armstrong	2005-10-03	UHC-12922-79	4559575177	4304 Palm Dr, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116721	ENR	Kyle Alvarez	1996-01-20	—	—	6780 Ridge Rd, Atlanta, GA, 30334	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122609	ENR	Harold C Simmons	1948-07-21	UHC-09892-81	—	1157 Desert Sky Blvd, Gilbert, AZ, 85227	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-109123	ENR	Austiin Flres	1945-03-14	UHC-47993-55	3758894172	571 Desert Sky Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140078	ENR	Jerry X Henry	1966-12-08	UHC-43084-28	5234789700	5899 Baseline Rd, Tampa, FL, 33671	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126966	ENR	Alan N Powell	1986-10-20	UHC-61794-36	7382050511	4543 Harbor Blvd, San Antonio, TX, 78203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140467	ENR	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129341	ENR	Daniel Cunningham	1943-08-03	UHC-00723-22	5869895708	4528 Jefferson Ave, Sacramento, CA	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
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-126149	ENR	Julia D Mitchell	1977-01-13	UHC-57963-52	6576762561	9397 Canyon Rd, Chandler, AZ, 85284	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113618	ENR	Dorothy G Ruiz	1975-07-06	UHC-33575-51	3412599721	131 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132554	ENR	Melissa F Wright	1980-07-07	UHC-65821-75	7777299307	8672 Sage Ct Apt 22, Tempe, AZ, 85219	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138203	ENR	Roger J Lawrence	1963-10-28	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126467	ENR	Sandra G Schmidt	1954-01-18	UHC-39593-67	3987053481	4122 Oak St, Phoenix, AZ, 85016	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133236	ENR	Samantha R Palmer	2007-02-16	UHC-09047-81	3787346621	523 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109907	ENR	Jack Y Hernandez	1955-12-04	UHC-68349-56	7783483734	916 Indian School Rd, Columbus, OH, 43228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126337	ENR	Julia P Mason	1972-01-02	UHC-75209-77	5192218721	2791 Elm St, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118071	ENR	Nathan W Barnes	1986-05-06	UHC-62649-74	4248245509	7470 Desert Sky Blvd, Minneapolis, MN, 55434	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125679	ENR	Mattthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3860 Ocean Ave, Houston, TX, 77011	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+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-103743	ENR	Alex V Contreras	1954-03-12	UHC-84406-53	8327015035	9114 Camelback Rd, Eden Prairie, MN, 55379	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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

26,564 rows, page 176 of 532Previous Next