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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122784	ENR	Susan T Hudson	2002-11-19	UHC-20209-66	4027328527	2071 Lincoln Way, Eden Prairie, MN, 55355	0.84	Date of birth reformatted State name converted to code
ENR-133360	ENR	Nancy J Bowman	1995-10-06	UHC-51135-38	6344900418	2268 Camelback Rd, Chandler, AZ, 85212	0.84	State name converted to code Whitespace trimmed
ENR-102256	ENR	Anna Duncan	1955-09-26	UHC-92183-79	4564816548	5742 Elm St, Denver, CO, 80295	0.84	Phone reformatted State name converted to code
ENR-100614	ENR	Gregory Q Mills	1950-12-24	UHC-32468-87	4603447327	7630 Park Pl, Atlanta, GA, 30386	0.84	Phone reformatted State name converted to code
ENR-136858	ENR	Karen Welch	1941-06-10	UHC-85216-30	4324113936	147 Main St, Charlotte, NC, 28283	0.84	Phone reformatted State name converted to code
ENR-141168	ENR	Alan Hawkins	1989-11-01	UHC-55829-25	2839369140	7413 Broadway, Tucson, AZ, 85786	0.84	Member ID reformatted State name converted to code
ENR-106486	ENR	Henry Coleman	1949-04-24	UHC-78299-69	2498132078	2742 Broadway, Austin, TX, 78711	0.84	State name converted to code Placeholder values cleared
ENR-122382	ENR	Justin Jackson	2000-09-20	UHC-16577-28	8585457206	446 Highland Ave, San Antonio, TX, 78285	0.84	Phone reformatted State name converted to code
ENR-114202	ENR	Ashely W Gibson	2005-08-12	UHC-63272-10	7703697222	8818 Maple Ave, Phoenix, AZ, 85045	0.84	State name converted to code Placeholder values cleared
ENR-112001	ENR	Omar J Carter	1940-09-08	UHC-59754-70	8698924762	6152 Camelback Rd, Seattle, WA, 98188	0.84	Phone reformatted State name converted to code
ENR-100705	ENR	Greg L Johnston	2006-07-01	UHC-82244-25	8478447145	3560 Harbor Blvd, Charlotte, NC, 28298	0.84	State name converted to code Placeholder values cleared
ENR-102668	ENR	Chritina Spencer	1963-07-01	UHC-23339-65	—	7858 Valley View Dr, Jacksonville, FL, 32235	0.84	State name converted to code Placeholder values cleared
ENR-119186	ENR	Luis Munoz	1997-01-25	UHC-45111-01	5657238308	1601 Jefferson Ave, Dallas, TX, 75286	0.84	Name re-cased State name converted to code
ENR-128156	ENR	Frank L Thompson	1982-09-06	UHC-47481-78	—	5660 Valley View Dr, Fresno, CA, 93730	0.84	Name re-cased State name converted to code
ENR-131832	ENR	Mari V Lawson	1976-05-24	UHC-70296-83	—	1902 Broadway, Los Angeles, CA, 90020	0.84	Date of birth reformatted State name converted to code
ENR-137597	ENR	Frances Carlson	1966-02-26	UHC-63471-05	5128971480	6154 Grand Ave, Tampa, FL, 33608	0.84	State name converted to code Whitespace trimmed
ENR-121136	ENR	Donald Matthews	1995-02-05	UHC-95205-05	7294850231	1183 Grand Ave, Eden Prairie, MN, 55352	0.84	Phone reformatted State name converted to code
ENR-124827	ENR	Justin K Tucker	1974-05-01	UHC-74691-08	7988006884	1560 Palm Dr, Nashville, TN, 37207	0.84	Phone reformatted State name converted to code
ENR-108168	ENR	Noah Fox	1999-04-07	UHC-77666-11	6403665490	4470 Meadow Ln, Dallas, TX, 75286	0.84	Name re-cased State name converted to code
ENR-117021	ENR	Elijah Meyer	1957-01-17	UHC-22809-59	4544298303	1014 Mountain View Dr, Atlanta, GA, 30316	0.84	Name re-cased State name converted to code
ENR-125447	ENR	Keith N Cole	1950-11-04	UHC-98804-07	3498530422	4613 Grand Ave, San Antonio, TX, 78255	0.84	Phone reformatted State name converted to code
ENR-105840	ENR	Laura O Rilye	1967-03-16	UHC-52706-72	4636237677	2226 Canyon Rd, Charlotte, NC, 28252	0.84	Date of birth reformatted State name converted to code
ENR-122530	ENR	Terry C Snyder	2007-04-01	UHC-52224-90	7849436459	5679 Park Pl, Denver, CO, 80201	0.84	State name converted to code Whitespace trimmed
ENR-110855	ENR	Mei Hill	1999-01-15	UHC-75996-98	6294263479	4459 Broadway, Dallas, TX, 75280	0.84	Phone reformatted State name converted to code
ENR-132326	ENR	Paul Harper	1964-03-14	UHC-17112-43	6246930955	7744 Ridge Rd, Scottsdale, AZ, 85209	0.84	State name converted to code Whitespace trimmed
ENR-132327	ENR	Paul Harper	1964-03-14	UHC-17112-43	6246930955	7744 Ridge Rd, Scottsdale, AZ, 85209	0.84	State name converted to code Whitespace trimmed
ENR-139418	ENR	Christine Phillips	1989-02-18	UHC-86842-73	7283023079	3969 Hillcrest Rd, Gilbert, AZ, 85291	0.84	Phone reformatted State name converted to code
ENR-102067	ENR	Maria Z Singh	2006-02-21	UHC-26212-93	7947974853	8928 Broadway, Phoenix, AZ, 85010	0.84	Phone reformatted State name converted to code
ENR-116558	ENR	Lisa Myers	1975-08-10	UHC-30198-60	5092883210	6220 Willow Ct, Fresno, CA, 93710	0.84	Phone reformatted State name converted to code
ENR-124039	ENR	Beverly W Moreno	1956-04-28	UHC-40140-87	—	5553 Grand Ave, Glendale, AZ, 85348	0.84	State name converted to code Placeholder values cleared
ENR-108197	ENR	Victoria Z Schmidt	1988-06-12	UHC-00189-24	5377627244	4939 Church St, Gilbert, AZ, 85276	0.84	State name converted to code Placeholder values cleared
ENR-141070	ENR	Martha Q Stone	1982-12-15	UHC-14503-67	2614729018	7761 Ridge Rd, Miami, FL, 33153	0.84	Name re-cased State name converted to code
ENR-137759	ENR	Ahmed I Stephens	2002-05-21	UHC-96212-94	3982448873	7204 Indian School Rd, Miami, FL, 33173	0.84	Phone reformatted State name converted to code
ENR-127779	ENR	Logan G Carr	1939-04-14	UHC-24445-30	—	1730 Cedar Ln, Las Vegas, NV, 89168	0.84	Date of birth reformatted State name converted to code
ENR-101365	ENR	Tyler Clark	2006-09-12	UHC-35174-96	7254736113	2446 Indian School Rd, Sacramento, CA, 95895	0.84	State name converted to code Whitespace trimmed
ENR-110499	ENR	Gregory M Warren	1964-07-25	UHC-08947-69	9863403180	1904 Highland Ave, Plano, TX, 75062	0.86	State name converted to code
ENR-127353	ENR	Jordan F Rose	1980-10-09	UHC-57654-16	8165713463	4464 Lincoln Way, Gilbert, AZ, 85241	0.86	State name converted to code
ENR-142225	ENR	Jeffrey Bishop	1982-07-25	UHC-69223-22	—	1751 Desert Sky Blvd, Scottsdale, AZ, 85205	0.86	State name converted to code
ENR-119808	ENR	Dennis H Mendoza	1983-03-10	UHC-19611-28	9748507483	2596 Ocean Ave, Phoenix, AZ, 85016	0.86	State name converted to code
ENR-113444	ENR	David Yang	2008-01-27	UHC-06564-81	2063808058	7936 Park Pl, Atlanta, GA, 30313	0.86	State name converted to code
ENR-131856	ENR	Gabriel V James	1997-01-16	UHC-26474-27	9162055902	4213 Main St, Jacksonville, FL, 32274	0.86	State name converted to code
ENR-105535	ENR	Paamela Andrews	1970-01-20	UHC-69557-11	3043157677	9644 Apache Blvd, Houston, TX, 77032	0.86	State name converted to code
ENR-114505	ENR	Young E Yuki	1996-07-28	UHC-62181-02	9112513503	3765 Central Ave, Glendale, AZ, 85393	0.86	State name converted to code
ENR-105732	ENR	Alexis L Carlson	1986-10-10	UHC-24466-11	9758568268	8114 Apache Blvd, Eden Prairie, MN, 55394	0.86	State name converted to code
ENR-129205	ENR	Henry K Coleman	1969-01-26	UHC-79227-30	—	5397 Market St, Tucson, AZ, 85779	0.86	State name converted to code
ENR-120794	ENR	Albert Park	1996-01-13	UHC-63880-59	7129588287	3014 Forest Ave, Los Angeles, CA, 90053	0.86	State name converted to code

4,296 rows, page 86 of 86Previous Next