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

Provider network, 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
PRV-24578	PRV	Charlotte Obrien	1944-12-04	—	8398329182	2619 Central Ave, San Diego, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-20625	PRV	Bruce Johnston	1957-08-10	UHC-32734-85	2452831145	3273 Harbor Blvd, Dallas, TX	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-20815	PRV	Sandra Wang	1992-07-25	UHC-11750-72	2492660154	4488 Cedar Ln, Seattle, WA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
PRV-28444	PRV	Daina M Maldonado	1979-10-19	—	6018294529	5458 Jefferson Ave, Columbus, OH	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24790	PRV	Harold Greene	1994-12-16	—	9595439891	7545 Ocean Ave, Seattle, WA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25099	PRV	Willie Elliott	1943-01-20	UHC-22957-69	4236107302	9782 Ridge Rd, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-25258	PRV	Robert Palmer	1977-11-13	—	8903221400	2089 Ocean Ave, Miami, FL	0.66	Phone reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
PRV-26407	PRV	Cynthia Q Ortega	1943-02-04	—	4387570627	8531 Mountain View Dr, Atlanta, GA	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
PRV-26471	PRV	Ryan Nuneez	1950-10-06	—	6953116420	3715 River Rd, Sacramento, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
PRV-27443	PRV	Lawrence Moris	2001-02-01	—	—	3862 Meadow Ln, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted ZIP missing Whitespace trimmed+1 more
PRV-25266	PRV	Jose Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24486	PRV	Lawrence Q Rice	1963-11-14	—	2524895991	7553 Harbor Blvd, Tampa, FL	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
PRV-21188	PRV	Christine Coleman	1988-07-15	—	—	3974 Desert Sky Blvd, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Plan code upper-cased Placeholder values cleared
PRV-25264	PRV	Olivia Duncan	1983-01-27	UHC-66759-58	2285278900	894 Mountain View Dr, Tampa, FL	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25112	PRV	Martha Henderson	2008-10-26	—	3896377268	6710 Washington St, Minneapolis, MN	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27727	PRV	Hannah Munoz	1942-11-28	UHC-67975-18	—	9778 Ridge Rd, Plano, TX	0.68	Phone missing area code Member ID reformatted ZIP missing Placeholder values cleared
PRV-22181	PRV	Maria I Estrada	1953-05-25	—	6723712656	5526 Valley View Dr, Jacksonville, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-29527	PRV	George Y Ramos	1962-03-15	—	—	2114 Willow Ct, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-28347	PRV	Cheryl Armstrong	1967-04-06	UHC-23457-56	—	1762 Lake View Rd, San Diego, CA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-25347	PRV	Jordan Z Perry	1955-11-17	—	6209529652	6145 Sunset Blvd Apt 15, Phoenix, AZ	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
PRV-29107	PRV	Kevin Hoffman	2006-10-27	UHC-32542-84	8928082700	3210 Park Pl, Miami, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26951	PRV	Pamela Johnston	1979-07-12	UHC-19171-30	—	4813 Oak St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-23185	PRV	Pameela Simpson	1941-05-06	—	6952214174	3913 Baseline Rd, Scottsdale, AZ	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
PRV-28183	PRV	Kye L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-21960	PRV	Donald Castillo	1942-07-26	—	5183424288	2970 Market St, Phoenix, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25069	PRV	Mei Wilson	1978-03-11	UHC-28950-12	—	3147 Lincoln Way, Charlotte, NC	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26085	PRV	Ann Nunez	1988-07-19	UHC-74358-70	—	2786 Hillcrest Rd, Atlanta, GA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26463	PRV	Sandra A Stevens	1963-08-22	UHC-88900-39	3853865840	6300 Lake View Rd, Tempe, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
PRV-20758	PRV	Ruth Vargas	2001-04-09	—	8469270847	7794 Union St, Glendale, AZ	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26784	PRV	Saniago Gibson	2001-04-19	UHC-15032-49	—	9582 Willow Ct, Houston, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-26141	PRV	Elijah Gutierrez	1966-05-09	—	—	8582 Washington St, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-27063	PRV	Jason Burns	1975-12-26	UHC-85963-06	7353537719	5434 Camelback Rd, Eden Prairie, MN	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-23851	PRV	Laura Gonzalez	2003-10-20	—	8575461907	4629 Spring St, Scottsdale, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-20450	PRV	Janice Rice	1938-12-26	UHC-09502-63	—	8888 Palm Dr, Tucson, AZ	0.68	City re-cased State name converted to code ZIP missing Placeholder values cleared
PRV-29175	PRV	Deennis E Nelson	1961-03-27	UHC-29756-86	—	4709 Ridge Rd, Tampa, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-23081	PRV	Wayne F Harper	1947-08-10	UHC-60257-75	3389402227	6090 Church St, Columbus, OH	0.68	Name split from “Last, First”Phone reformatted ZIP missing Placeholder values cleared
PRV-29376	PRV	Wei Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
PRV-25607	PRV	Dorothy Garrett	1941-08-11	UHC-53784-33	—	6322 Ridge Rd, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Email lower-cased Placeholder values cleared
PRV-24586	PRV	Joyce Moreno	1990-12-20	UHC-51099-94	—	4316 Park Pl, Orlando, FL	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
PRV-27119	PRV	Randy Maldonado	1963-10-24	UHC-17028-42	5507664265	8563 Apache Blvd Apt 11, Glendale, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
PRV-29063	PRV	Sandra Cunningham	1962-04-13	—	—	2627 Jefferson Ave, Los Angeles, CA	0.70	ZIP missing Gender normalised Placeholder values cleared
PRV-28099	PRV	Logan Brooks	1952-04-19	—	2603003266	3578 Forest Ave, Eden Prairie, MN	0.70	Name split from “Last, First”ZIP missing Placeholder values cleared
PRV-20861	PRV	Nicholas Roberts	1977-11-15	UHC-36764-94	3723946636	5876 Pine Dr, San Diego, CA	0.70	State name converted to code ZIP missing Placeholder values cleared
PRV-28030	PRV	Kim A Baker	1987-10-13	UHC-95208-72	4827714425	6304 Camelback Rd, Seattle, WA	0.70	State name converted to code ZIP missing Placeholder values cleared
PRV-20765	PRV	Anthony J Hoffman	1977-01-02	—	—	5486 Highland Ave, Atlanta, GA	0.70	Phone missing area code ZIP missing Placeholder values cleared
PRV-24538	PRV	Mariana R Valdez	1982-11-22	UHC-75813-69	—	1961 Apache Blvd, Dallas, TX	0.70	State name converted to code ZIP missing Placeholder values cleared
PRV-26964	PRV	Shirley Harrison	1940-04-24	—	7475212037	3720 Camelback Rd, Atlanta, GA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-21121	PRV	Andy Rivera	1983-06-13	UHC-42281-66	9027222780	3452 Broadway, Nashville, TN	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
PRV-27020	PRV	Nicholas Gonzalez	1964-04-11	—	6436152977	6958 Lincoln Way, Los Angeles, CA	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
PRV-29447	PRV	Christian Morano	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more

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