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
ENR-115678	ENR	George Tucker	1943-03-16	UHC-44073-63	2544930839	8913 Ocean Ave, Austin, TX	0.62	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
ENR-119473	ENR	William Nelson	1969-02-23	UHC-40816-54	4174585752	3672 Main St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107228	ENR	Sophia Green	1975-07-06	UHC-94628-79	8815992347	2872 Forest Ave, Las Vegas, NV	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-50699	TPA	Melissa Willis	1939-06-04	UHC-08965-17	4969581419	8088 Lincoln Way, Chandler, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-422519	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX	0.62	Name re-cased Phone reformatted City re-cased ZIP missing+3 more
ENR-106875	ENR	Danielle Silva	1965-11-19	UHC-68389-91	3924190147	1052 Jefferson Ave, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106406	ENR	Julia G Gardner	1971-04-02	UHC-75422-85	7507552172	4318 Park Pl, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107189	ENR	Betty B Rojas	1989-12-03	UHC-73203-96	6133597190	8374 Grand Ave, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425827	CLM	Christina Schmidt	1996-06-17	UHC-77684-45	9199326338	113 Highland Ave, Mesa, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-27509	PRV	Virginia F Graham	1965-09-01	UHC-41763-34	2764573892	4219 Mesa Dr, Austin, TX	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-400376	CLM	Glorria Woods	1998-09-16	UHC-12398-94	—	6142 Jefferson Ave, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104049	ENR	Sofia O Jordan	2004-12-20	UHC-64020-40	4322437969	8382 Church St, Plano, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-134932	ENR	Janet Delgado	1978-07-16	UHC-23589-50	9608319418	2078 Willow Ct, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415155	CLM	Amber Burke	1994-03-09	UHC-16041-55	8909274970	8073 Sunset Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426921	CLM	Theresa Washington	1957-04-11	UHC-57051-33	9374368834	3875 Washington St, Scottsdale, AZ	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24153	PRV	Bradley Arnold	1957-01-14	—	—	525 Lake View Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103131	ENR	Karen Little	1995-03-03	UHC-06105-79	7352192983	8088 Sunset Blvd, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-105094	ENR	Janice Thompsn	1946-04-25	UHC-84391-77	9724900698	5739 Camelback Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-25208	PRV	Fatima Daniels	2007-06-08	—	6599382100	500 Desert Sky Blvd, Plano, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104081	ENR	Andrea K Jimenez	1972-03-10	UHC-34741-89	5235113994	6052 Jefferson Ave, Seattle, WA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121734	ENR	Noah K Mills	1984-02-01	UHC-03923-92	—	9545 River Rd, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411821	CLM	Vincent Jones	1975-09-01	UHC-15101-05	—	3540 Jefferson Ave, Nashville, TN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25436	PRV	Sara Obrien	2005-07-18	UHC-73544-87	5999066106	8510 Sage Ct, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136400	ENR	Raymond D Black	1939-11-09	UHC-39408-66	8799405782	1444 Sage Ct, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-54240	TPA	Brryan Martinez	2008-10-21	—	8102198850	4682 Washington St, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-22271	PRV	Janet Fox	1996-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-414198	CLM	Nathan W Hudson	1968-11-07	UHC-52176-20	—	432 Main St, Atlanta, GA	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-60962	TPA	Lori Sanders	1943-10-16	—	—	1021 Maple Ave, Mesa, AZ	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-24931	PRV	Margaret Cole	1973-09-02	UHC-65282-20	4333174026	6556 Lake View Rd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128999	ENR	Bruce Little	1939-07-09	UHC-57607-93	7795054597	5733 Baseline Rd, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123551	ENR	George Silva	1972-09-06	UHC-43784-68	—	9064 Camelback Rd, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-125446	ENR	Grace C Henry	1966-01-23	UHC-49759-88	4484013445	1034 Cedar Ln, Mesa, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127661	ENR	Katherine W Adams	1942-07-08	UHC-28383-12	6486388366	554 Park Pl, Los Angeles, CA	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-51954	TPA	Nicole Smith	1957-12-16	—	—	1545 Willow Ct, Tampa, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125985	ENR	Christina W Lewis	1955-08-23	UHC-10969-44	5348596742	8303 Indian School Rd, Chandler, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421573	CLM	Diego Espinoza	2002-04-14	—	4488805527	6566 Valley View Dr Apt 40, Miami, FL	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-127905	ENR	Shirley L Morris	1985-03-17	UHC-89888-33	2182862611	7543 Canyon Rd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+3 more
CLM-420364	CLM	Ashley L Ramos	1994-03-27	—	9385921902	1140 Forest Ave, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416359	CLM	Gabriel Estrada	1989-03-12	UHC-50678-72	—	1134 Broadway, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Address re-cased ZIP missing+3 more
ENR-111975	ENR	Willie Stephens	1957-11-02	UHC-37196-32	6005121032	9514 Maple Ave, Mesa, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-128388	ENR	Justin Maldonado	1979-10-04	UHC-51965-78	8946478089	199 Washington St, Miami, FL	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
PRV-24032	PRV	Jessica G Perez	1997-02-15	—	8917133214	9284 Willow Ct, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126660	ENR	Elijah A Willaims	1995-05-03	UHC-10327-07	4655312447	3403 Valley View Dr, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50186	TPA	Harold Sullivan	1988-06-21	—	—	7597 Pine Dr, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-23672	PRV	Carlos Hunt	1971-12-18	—	3175981099	1181 Desert Sky Blvd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103429	ENR	Natalie Payne	1987-09-12	UHC-22342-22	6493787170	2230 Palm Dr, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130408	ENR	Joseph F Rice	1940-03-25	UHC-28149-34	2445973218	2675 Ocean Ave, Austin, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401105	CLM	James Sara	1964-06-24	—	5152087217	2639 Sage Ct, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54971	TPA	Danielle Fernandez	1975-04-03	—	—	46 Meadow Ln, Eden Prairie, MN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-132123	ENR	Russell T George	2005-01-25	UHC-35845-96	5175327379	613 Apache Blvd, Charlotte, NC	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more

7,146 rows, page 57 of 143Previous Next