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

All sources, flag “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129644	ENR	Danielle Lee	1975-10-25	UHC-50635-73	—	7026 Jefferson Ave # 161, Atlanta, GA, 30306	0.72	Phone missing area code Unit split from street
ENR-128618	ENR	Valentina Q Black	1979-06-08	UHC-96472-85	—	5337 Pine Dr # 495, Jacksonville, FL, 32249	0.72	Phone missing area code Unit split from street
ENR-100641	ENR	Isabella Wang	1997-04-11	UHC-38725-82	—	4334 Jefferson Ave, Houston, TX, 77027	0.72	Phone missing area code State name converted to code
CLM-404911	CLM	Bruce Ferguson	1977-04-10	UHC-65891-58	—	—	0.72	Two-digit birth year Phone missing area code
ENR-112968	ENR	Victoria P Mitchell	1982-05-08	UHC-89946-94	—	4460 Mountain View Dr, Nashville, TN, 37207	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-130870	ENR	Joshua K Singh	1950-11-19	UHC-77969-65	—	1428 Sage Ct, Mesa, AZ, 85226	0.76	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+2 more
CLM-405179	CLM	Marilyn Aguilar	1977-06-02	UHC-97377-90	—	3638 Bayshore Dr, Dallas, TX, 75200	0.76	Name re-cased Phone missing area code Member ID reformatted City re-cased+2 more
CLM-425090	CLM	Christopher Hall	1951-02-21	UHC-25937-42	—	1703 Spring St, Eden Prairie, MN, 55302	0.76	Date of birth reformatted Phone missing area code Member ID reformatted City re-cased+2 more
ENR-138610	ENR	Dorothy Collins	2002-11-16	UHC-40897-12	—	—	0.76	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+2 more
ENR-117088	ENR	Grace Fuller	1990-09-05	UHC-69475-88	—	523 Broadway, Scottsdale, AZ, 85243	0.76	Name re-cased Phone missing area code Address re-cased City re-cased+2 more
TPA-57636	TPA	Jacob Russell	1961-03-27	—	—	2233 Broadway, Dallas, TX, 75284	0.76	Date of birth reformatted Phone missing area code Address re-cased State code upper-cased+2 more
CLM-431784	CLM	McHelle Le	1978-11-05	—	—	6244 Apache Blvd, Austin, TX, 78746	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-421818	CLM	Larry C Morales	1941-06-09	—	—	3047 Main St, Nashville, TN, 37222	0.76	Name re-cased Date of birth reformatted Phone missing area code Plan code upper-cased+2 more
CLM-423841	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	—	3793 Park Pl, Minneapolis, MN, 55435	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-124572	ENR	Patrica Silva	2005-12-22	UHC-24196-87	—	5391 Harbor Blvd, Las Vegas, NV, 89117	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-133615	ENR	Isabella U Miller	1992-03-22	UHC-79792-35	—	7287 Lincoln Way, Mesa, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
CLM-419718	CLM	Hiroshi Fowler	1947-09-07	UHC-09603-43	—	—	0.76	Name re-cased Phone missing area code Member ID reformatted Email lower-cased+2 more
TPA-59663	TPA	Gary Hill	1955-03-23	—	—	1930 Apache Blvd, Seattle, WA, 98148	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-101960	ENR	Doroty Jensen	1983-12-22	UHC-92240-44	—	3197 Elm St, Atlanta, GA, 30345	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-104775	ENR	Jacqueline C Walssh	1977-04-12	UHC-85901-07	—	9862 Lincoln Way, Los Angeles, CA, 90004	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-426536	CLM	Adam Singh	1948-02-03	UHC-56507-16	—	1814 Broadway, Tucson, AZ, 85761	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-116511	ENR	Diane L Daniels	1940-12-16	UHC-73681-72	—	8712 Forest Ave, Las Vegas, NV, 89138	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
CLM-425982	CLM	Gerald D McDonald	1983-06-24	UHC-64643-77	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-58645	TPA	Rodriguez Emma	2006-11-25	—	—	894 River Rd, Phoenix, AZ, 85000	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-410323	CLM	Tyler Perkins	1941-01-20	—	—	4711 Mountain View Dr, Columbus, OH, 43249	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
TPA-52429	TPA	Bruce Ramos	1984-03-06	—	—	6296 Main St, Glendale, AZ, 85347	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-128696	ENR	Timothy J Howard	1983-08-07	UHC-05063-05	—	791 Lincoln Way, Scottsdale, AZ, 85225	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-105212	ENR	Philip N Medina	2003-02-28	UHC-63408-18	—	26 Broadway, Houston, TX, 77040	0.78	Name re-cased Phone missing area code Address re-cased Email lower-cased+1 more
ENR-109925	ENR	Jonathan J Scott	1964-01-16	UHC-08162-01	—	4975 Oak St, Austin, TX, 78726	0.78	Name re-cased Phone missing area code Plan code upper-cased Whitespace trimmed+1 more
CLM-408349	CLM	Stephen Reyes	1960-07-03	UHC-57936-49	—	6423 Harbor Blvd, Mesa, AZ, 85269	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
CLM-420363	CLM	Ashley Ramos	1994-03-27	UHC-23204-76	—	1140 Forest Ave, Jacksonville, FL, 32283	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-429237	CLM	Kathleen E Rivera	1948-11-08	UHC-52835-24	—	1509 Willow Ct, Miami, FL, 33179	0.78	Name re-cased Phone missing area code Member ID reformatted City re-cased+1 more
ENR-130816	ENR	Ryan L Cox	1954-05-17	UHC-04500-67	—	4970 Ocean Ave, San Diego, CA, 92184	0.78	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+1 more
ENR-105659	ENR	Daniel Z Williamson	1970-11-04	UHC-34407-48	—	6280 Canyon Rd, Glendale, AZ, 85393	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
PRV-25885	PRV	Nicholas Bowman	1993-08-02	UHC-35066-30	—	8094 Main St, Sacramento, CA, 95807	0.78	Name re-cased Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-421760	CLM	Isabella Kennedy	1951-08-10	—	—	2989 Ridge Rd, Chandler, AZ, 85217	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
PRV-22878	PRV	Hanson Elijah	2003-03-04	UHC-11708-39	—	119 Indian School Rd, Jacksonville, FL, 32200	0.78	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
CLM-408082	CLM	Ranyd Wood	1981-05-19	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
CLM-405126	CLM	Beth Mitchell	2003-08-22	UHC-66315-76	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more
ENR-100975	ENR	Jacob Grant	1995-02-18	UHC-76291-34	—	1832 Oak St, Seattle, WA, 98172	0.78	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+1 more
ENR-120448	ENR	Debra Stone	1984-04-14	UHC-91983-24	—	1874 Maple Ave, Atlanta, GA, 30385	0.78	Date of birth reformatted Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-136147	ENR	Donald Adams	1946-11-07	UHC-26650-54	—	—	0.78	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
TPA-54330	TPA	Kyle U Sanchez	1963-05-16	UHC-85114-93	—	878 Ridge Rd, Minneapolis, MN, 55456	0.78	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed+1 more
PRV-24706	PRV	Betty Hart	1993-04-17	—	—	—	0.78	Name re-cased Phone missing area code Email lower-cased Whitespace trimmed+1 more
CLM-427840	CLM	Patricia Lawson	1963-01-04	UHC-61632-44	—	2289 Broadway, San Antonio, TX, 78251	0.78	Name re-cased Phone missing area code Address re-cased Whitespace trimmed+1 more
TPA-50957	TPA	Kimberly West	1987-09-24	—	—	1188 Pine Dr, Los Angeles, CA, 90005	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-124507	ENR	Anthony T Fields	2004-11-14	UHC-31856-02	—	5227 Highland Ave, Jacksonville, FL, 32263	0.78	Date of birth reformatted Phone missing area code City re-cased Email lower-cased+1 more
ENR-101549	ENR	Denise Walker	1955-11-04	UHC-80410-94	—	8205 Baseline Rd, Jacksonville, FL, 32273	0.78	Name re-cased Date of birth reformatted Phone missing area code City re-cased+1 more
ENR-138471	ENR	Emma O Moreno	1950-10-08	UHC-47721-25	—	2082 Jefferson Ave, Denver, CO, 80227	0.78	Name re-cased Date of birth reformatted Phone missing area code Email lower-cased+1 more
PRV-24446	PRV	Jacob Bnaks	1988-07-10	—	—	5849 Cedar Ln, Mesa, AZ, 85267	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more

2,021 rows, page 33 of 41Previous Next