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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23849	PRV	Walter F Bowmna	1954-11-01	—	5174906631	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26708	PRV	Arthur W Rios	1972-11-23	—	4303402335	8018 Elm St, Glendale, AZ, 85335	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20208	PRV	Alice K Crawford	1953-10-20	UHC-75258-47	8197445112	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20670	PRV	Gregory McCoy	1942-05-15	—	5182790967	8994 Lake View Rd, Nashville, TN, 37293	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24265	PRV	Judith Howell	1993-05-02	UHC-20985-03	5544783967	5164 Park Pl, Houston, TX, 77081	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29441	PRV	Andrea Evans	2002-01-12	—	—	6496 Spring St, Sacramento, CA, 95847	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28423	PRV	Jrodan Sullivan	2001-02-14	—	6698503292	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27813	PRV	Ethan Y Foster	1941-08-06	—	—	7698 Lincoln Way, Minneapolis, MN, 55426	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-28579	PRV	Maria Diaz	1983-06-20	—	—	5160 Valley View Dr, San Antonio, TX, 78208	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22684	PRV	Kyle Ross	1970-08-03	—	2449000918	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25004	PRV	Adam Jimenez	1978-02-17	—	—	263 Lincoln Way, Orlando, FL	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-23171	PRV	Bryan Reinolds	1958-08-23	UHC-54408-06	2845697411	1616 Desert Sky Blvd, Glendale, AZ, 85376	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-22578	PRV	Nathan W Bennett	—	—	9715566125	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-27334	PRV	Lucia Butler	1979-05-26	UHC-92207-77	—	6114 Grand Ave, Miami, FL, 33134	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29439	PRV	Samantha Williamson	1992-05-21	—	7719194035	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27747	PRV	Dorothy Smiht	2003-10-07	UHC-01581-36	—	624 Central Ave, Gilbert, AZ	0.80	Date of birth reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-29403	PRV	Christian G Meedina	1970-02-20	UHC-32287-16	2992397827	4608 Pine Dr, Charlotte, NC, 28247	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-28608	PRV	Janet B Myers	1976-03-26	UHC-34234-73	3436329039	1433 Jefferson Ave, Jacksonville, FL, 32206	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28609	PRV	Janet B Myers	1976-03-26	UHC-34234-73	3436329039	1433 Jefferson Ave, Jacksonville, FL, 32206	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27947	PRV	Michelle P Baker	1989-05-27	—	—	3246 Sage Ct, San Diego, CA, 92111	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24980	PRV	Sandra Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24979	PRV	Sandra Hoffman	1969-10-27	UHC-22666-98	7888898371	7038 Desert Sky Blvd, Mesa, AZ, 85253	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
PRV-24433	PRV	Nathan Burton	1997-10-09	—	9856764577	3629 Union St, Atlanta, GA, 30308	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27598	PRV	Harold Porter	1942-05-01	—	2698621952	2658 Grand Ave, Glendale, AZ, 85372	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22151	PRV	Bradley Carr	1998-11-03	—	—	2339 Jefferson Ave, Phoenix, AZ, 85029	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20740	PRV	James Delgado	1977-12-02	UHC-33344-70	2208398187	7763 Broadway # 785, Tampa, FL, 33649	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20271	PRV	Kayla C Shaw	1986-11-15	UHC-04156-50	—	7030 Washington St, Plano, TX, 75049	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-20712	PRV	Austin Z Palmer	—	UHC-12179-42	9546747694	8866 Hillcrest Rd, Minneapolis, MN, 55498	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-22656	PRV	Alan Henry	1984-04-13	UHC-13004-16	6118710311	1586 Maple Ave, Jacksonville, FL, 32243	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-20459	PRV	Henry Jordan	1964-09-22	—	6607726878	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20206	PRV	Albert Morales	1949-06-03	—	—	4504 Lake View Rd, Gilbert, AZ, 85215	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23118	PRV	Ethan J Lopez	1993-10-04	UHC-85031-68	5283224793	2946 Central Ave, Austin, TX, 78750	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-23382	PRV	Jeffrey Wagner	1981-04-19	—	7676570707	8796 River Rd, Nashville, TN, 37299	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22080	PRV	Donna Garza	1997-09-22	—	3375663352	8852 Maple Ave, Columbus, OH, 43299	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27985	PRV	Billy Rose	1964-03-08	UHC-55154-36	8553123142	5030 Cedar Ln Apt 27, Phoenix, AZ, 85035	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20929	PRV	Diego S Nunez	2001-11-26	—	—	6629 Canyon Rd, Scottsdale, AZ, 85214	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-22877	PRV	Christina Stone	1992-04-11	UHC-37469-45	3259577841	100 Lake View Rd, Columbus, OH	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26067	PRV	Jerry Martin	1939-03-08	UHC-90262-15	3515603725	8116 Ridge Rd, Nashville, TN, 37256	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27224	PRV	Billy Larson	1991-03-08	UHC-69765-55	—	2175 Mesa Dr, Austin, TX, 78780	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-29544	PRV	Timothy Q Bryant	1980-04-17	UHC-71520-19	5316043515	4466 Ridge Rd, Phoenix, AZ, 85009	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-23665	PRV	Ralh U Weaver	1945-03-16	UHC-96928-89	8495346181	2322 Hillcrest Rd, Miami, FL, 33123	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27829	PRV	Mazon Palmer	2005-01-19	—	—	334 Lincoln Way, Atlanta, GA, 30351	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-27628	PRV	Mark Jimenez	2020-11-16	UHC-49159-10	6236480630	6303 Oak St # 211, Phoenix, AZ, 85071	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-23110	PRV	Russell Roberts	1996-12-25	UHC-06483-11	8733474767	6249 Union St, Atlanta, GA, 30305	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26863	PRV	Cynthia Nunez	1966-08-17	—	3119155397	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25887	PRV	Santiago P Obrien	1991-08-09	—	4775862551	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-21657	PRV	Danielle Oliver	1955-07-21	UHC-04683-72	3966354197	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27942	PRV	Aisha Cunningham	1996-12-02	UHC-04872-68	—	764 Valley View Dr, Tampa, FL, 33683	0.80	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed
PRV-23053	PRV	Victoria J Simmons	1960-11-19	—	4066128057	9567 Highland Ave, Los Angeles, CA, 90089	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23204	PRV	Larua Z Li	1953-03-28	—	—	6983 Willow Ct, Scottsdale, AZ, 85213	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared

5,467 rows, page 79 of 110Previous Next