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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424606	CLM	Paul Evans	1972-11-03	UHC-64104-74	—	3078 Main St, Eden Prairie, MN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-129750	ENR	Larry Daniels	1989-04-04	UHC-75684-29	2834620363	1118 Lincoln Way, San Diego, CA	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-128883	ENR	Eric V Davis	1981-02-16	UHC-06409-80	2064163928	9238 Market St, Plano, TX	0.82	Name re-cased Phone reformatted ZIP missing
CLM-424448	CLM	Olivia Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
ENR-123514	ENR	Alexis Palmer	1938-03-10	UHC-06297-72	2215762532	358 Elm St, Tucson, AZ	0.82	Date of birth reformatted ZIP missing Email lower-cased
CLM-416562	CLM	Priya H Ellis	1996-01-11	—	—	7290 Lake View Rd, Miami, FL	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-142163	ENR	Brandon Sanchez	1981-11-22	UHC-26114-53	2595033017	5584 Canyon Rd, Houston, TX	0.82	City re-cased ZIP missing Whitespace trimmed
CLM-409593	CLM	Evelyn Olson	2005-11-27	UHC-46398-33	—	8984 Jefferson Ave, Jacksonville, FL	0.82	Member ID reformatted ZIP missing Placeholder values cleared
ENR-117973	ENR	Anthony Duncan	1990-11-01	UHC-47701-37	6567657899	2633 Pine Dr, Miami, FL	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-137931	ENR	Camila Q Walker	1964-02-22	UHC-54715-07	7969468558	5646 Jefferson Ave, San Antonio, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-57018	TPA	Ruth Flores	2008-03-05	—	—	2065 Elm St, Columbus, OH	0.82	State code upper-cased ZIP missing Placeholder values cleared
CLM-408035	CLM	Bobby Johnson	2006-06-03	UHC-59091-27	—	3248 Mesa Dr, Atlanta, GA	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-56871	TPA	Juan Williams	1950-11-24	—	—	8198 Lincoln Way, Scottsdale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-112713	ENR	Dylan Berry	1983-09-18	UHC-73876-98	8685107101	7702 Harbor Blvd, Plano, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-112712	ENR	Dylan Berry	1983-09-18	UHC-73876-98	8685107101	7702 Harbor Blvd, Plano, TX	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-102072	ENR	Rachel K Cook	1996-08-06	UHC-68652-79	6467149099	7465 Palm Dr, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
CLM-426088	CLM	Scott Gardner	1973-09-10	UHC-41805-67	—	7087 Ridge Rd, Glendale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
PRV-23314	PRV	Alexander J Castro	1938-07-15	UHC-91968-47	—	6520 Apache Blvd, Scottsdale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-424804	CLM	Fatima Ford	1971-04-08	—	—	5826 Pine Dr, Mesa, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-58381	TPA	Abigail Mitchell	1968-08-24	—	2578456056	103 Broadway, Columbus, OH	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22863	PRV	Joe Q Hernandez	1984-04-12	—	7448370918	795 Maple Ave, Tempe, AZ	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-119985	ENR	Paul Garza	1980-09-17	UHC-63984-52	8788849935	9746 Forest Ave, Austin, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
TPA-63667	TPA	Justin Le	1977-05-22	—	—	1662 Market St, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-139450	ENR	Rebecca T Chavez	1971-11-09	UHC-48366-81	2937860688	8617 Lincoln Way, Plano, TX	0.82	Phone reformatted ZIP missing Whitespace trimmed
PRV-27708	PRV	Kimberly Black	1991-04-16	—	—	8087 Pine Dr, Tempe, AZ	0.82	ZIP missing Email lower-cased Placeholder values cleared
CLM-426662	CLM	Debra T Lee	1995-07-27	UHC-67515-75	—	8651 Jefferson Ave, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-420619	CLM	Nathan Tran	2003-06-21	UHC-26240-33	8003341053	4071 River Rd, Los Angeles, CA	0.82	City re-cased ZIP missing Placeholder values cleared
ENR-129880	ENR	Rachel X Daniels	1951-07-18	UHC-65178-43	2017855360	6715 Cedar Ln, Glendale, AZ	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-122700	ENR	Mariana Taylor	2005-04-02	UHC-39730-46	2036779596	4501 Spring St, Orlando, FL	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100866	ENR	Willie Walsh	1959-01-26	UHC-12852-84	2414327954	4995 Broadway, Los Angeles, CA	0.82	Name re-cased ZIP missing Whitespace trimmed
CLM-423803	CLM	Frank S Parker	1984-07-23	—	—	4822 Indian School Rd, Sacramento, CA	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-103836	ENR	Christian T Meidna	2006-09-17	UHC-38131-31	—	7791 Pine Dr, Denver, CO	0.82	ZIP missing Email lower-cased Placeholder values cleared
CLM-411985	CLM	Aisha Bradley	1939-02-03	—	—	2403 Washington St, Minneapolis, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-57471	TPA	Ahmed Singh	1979-01-17	—	—	1917 Grand Ave, Miami, FL	0.82	ZIP missing Email lower-cased Placeholder values cleared
ENR-107339	ENR	Megan Nunez	1944-06-20	UHC-73047-84	5575666615	4296 Meadow Ln, Sacramento, CA	0.82	Name re-cased ZIP missing Whitespace trimmed
ENR-119464	ENR	Thomas I Carr	1975-02-21	UHC-04575-44	7179375949	2739 Baseline Rd, Glendale, AZ	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-101193	ENR	Cynthia F Sanders	1976-02-27	UHC-98112-58	5415226067	6928 River Rd, Denver, CO	0.82	Date of birth reformatted ZIP missing Whitespace trimmed
CLM-420111	CLM	Daniel Greene	2007-02-23	—	—	6597 Cedar Ln, Houston, TX	0.82	Name re-cased ZIP missing Placeholder values cleared
ENR-107736	ENR	Pamela B Jones	1975-12-10	UHC-99024-03	5696204508	1701 Spring St, Gilbert, AZ	0.82	Phone reformatted ZIP missing Plan code upper-cased
ENR-102310	ENR	Kenneth R Marshall	2003-03-20	UHC-85421-07	6645396274	7655 Camelback Rd, Las Vegas, NV	0.82	Phone reformatted ZIP missing Whitespace trimmed
ENR-104368	ENR	Jose Dixon	1981-03-27	UHC-56158-59	4527783899	8241 Sage Ct, Tampa, FL	0.82	City re-cased ZIP missing Whitespace trimmed
CLM-423467	CLM	Amy Jenkins	1970-03-01	UHC-40298-28	—	5235 Bayshore Dr, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
TPA-60198	TPA	Andrea Stewart	1963-09-05	—	—	9243 Pine Dr, Chandler, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-112683	ENR	Henry Graham	1955-02-24	UHC-04190-61	2093363473	9650 Bayshore Dr, San Antonio, TX	0.82	Phone reformatted ZIP missing Placeholder values cleared
ENR-121178	ENR	Sandra Mason	1954-04-28	UHC-12370-45	—	862 Maple Ave, Mesa, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
CLM-415307	CLM	Christine Pierce	2000-10-11	—	—	7796 Spring St, Gilbert, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-417241	CLM	Brandon Johnson	1990-06-21	UHC-92945-93	—	8128 Washington St, Denver, CO	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-427705	CLM	Peter West	1975-01-06	UHC-81086-81	6986086364	9360 Elm St, Los Angeles, CA	0.82	Phone reformatted ZIP missing Placeholder values cleared
PRV-22847	PRV	Joshua M Diaz	1983-01-17	—	5379681224	5119 Bayshore Dr, Phoenix, AZ	0.82	ZIP missing Whitespace trimmed Placeholder values cleared
ENR-102992	ENR	Pamela O Green	1991-07-25	UHC-82001-15	9537266757	1347 Palm Dr, Tucson, AZ	0.82	Phone reformatted ZIP missing Email lower-cased

7,146 rows, page 138 of 143Previous Next