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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28644	PRV	Harold Barnes	1995-04-05	UHC-11839-77	8725208417	683 Hillcrest Rd, Jacksonville, FL, 32299	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-21805	PRV	Jean A Kelly	2007-01-26	—	—	1655 Cedar Ln, Chandler, AZ, 85271	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-28880	PRV	Sofia Bowman	1964-11-20	UHC-32544-49	—	3843 Baseline Rd, Scottsdale, AZ, 85229	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-26906	PRV	Scott Duncan	1997-10-26	UHC-47476-28	5253736120	4543 Indian School Rd, Gilbert, AZ, 85261	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-29302	PRV	Carolyn Cruz	1942-04-06	—	—	6979 Market St, Orlando, FL, 32876	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20988	PRV	Nancy S Ferguson	1983-09-08	—	—	3032 Highland Ave, Columbus, OH, 43241	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
PRV-28389	PRV	Joshua S Castro	1939-02-12	UHC-23978-17	4599778642	2052 River Rd, Tucson, AZ, 85787	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-24452	PRV	Nicholas Dean	2003-01-24	UHC-93616-96	—	8973 Central Ave, Miami, FL, 33123	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-24604	PRV	Barbara C Fisher	1938-06-16	—	5728819269	4226 Church St, Orlando, FL, 32822	0.82	Name re-cased Street suffix standardised Address re-cased
PRV-24473	PRV	Bradley Oliver	1951-09-07	UHC-67161-27	8386186289	5188 Union St, Tampa, FL, 33656	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22931	PRV	Emily Nguyen	2005-12-28	UHC-56018-98	—	2586 Indian School Rd, Sacramento, CA, 95836	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-25782	PRV	Larry Baks	1946-05-21	UHC-47014-15	—	7288 Mesa Dr, Sacramento, CA, 95840	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-27042	PRV	Judy Montgomery	1962-02-14	UHC-91198-73	7003875748	6221 Central Ave, Eden Prairie, MN, 55388	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22489	PRV	Sarah Vega	1972-11-12	UHC-79841-48	8229827800	9321 Meadow Ln, Plano, TX, 75074	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21313	PRV	Richard Rios	1992-02-23	UHC-20691-71	—	9572 Park Pl, Glendale, AZ, 85330	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20062	PRV	John Cunningham	1945-02-12	—	—	1099 Palm Dr, Tempe, AZ, 85296	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23368	PRV	Heather Clark	1979-05-05	UHC-77791-65	—	5935 Market St, San Diego, CA, 92182	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22299	PRV	Castro Liz	1966-07-10	—	8217442326	133 Main St, San Diego, CA, 92150	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-26327	PRV	Peter Ferguson	1948-03-25	UHC-45310-05	—	1560 Central Ave, Houston, TX, 77066	0.82	Street suffix standardised Address re-cased Whitespace trimmed
PRV-27831	PRV	Ruth Spencer	2002-07-12	UHC-50944-63	—	1966 Main St, Tempe, AZ, 85241	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23059	PRV	Rachel Walker	1941-06-28	—	—	6112 Elm St, Gilbert, AZ, 85267	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23379	PRV	Anna Edwards	2007-08-12	—	5888661153	4080 Palm Dr, Tucson, AZ, 85782	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22790	PRV	Roy Crawford	1991-07-27	—	—	6673 Oak St, Seattle, WA, 98175	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22612	PRV	Alexander James	1942-04-05	—	6717390757	2652 Canyon Rd, Scottsdale, AZ, 85237	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20855	PRV	Paul Fiser	1946-10-26	UHC-29098-94	6037062710	4494 Lake View Rd, Minneapolis, MN, 55458	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-20506	PRV	Bryan Mitchell	1940-10-05	UHC-65222-38	5217695306	6937 Meadow Ln, Houston, TX, 77057	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-26238	PRV	Jean Rodriguez	2002-01-01	—	6172578463	4404 Valley View Dr, Atlanta, GA, 30335	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-24447	PRV	Timothy Brooks	1978-03-15	UHC-96249-54	6567818224	9727 Maple Ave, Tempe, AZ, 85257	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-24912	PRV	Christine Stewart	1946-01-03	UHC-62819-22	—	412 Palm Dr, Austin, TX, 78728	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23885	PRV	Logan Y Gonzales	1986-07-13	UHC-19729-25	6133580109	6025 River Rd, Orlando, FL, 32899	0.82	Street suffix standardised Address re-cased Email lower-cased
PRV-29532	PRV	Alice Gibson	1966-05-04	UHC-30304-46	8817648012	4012 Elm St, Eden Prairie, MN, 55318	0.82	Phone reformatted Street suffix standardised Address re-cased
PRV-26258	PRV	Mari Luna	1998-08-15	—	4407334607	801 Indian School Rd, Glendale, AZ, 85332	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-25240	PRV	Kevin Jimenez	1979-05-15	—	2288754057	6825 Ocean Ave, Eden Prairie, MN, 55312	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21999	PRV	Wilie Brooks	1964-08-16	—	—	1402 Indian School Rd, Las Vegas, NV, 89178	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23963	PRV	Russell Gray	2002-03-16	—	5432285784	92 Palm Dr, Eden Prairie, MN, 55349	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-24688	PRV	Simmons H Austin	1962-05-06	UHC-84270-59	—	4773 Palm Dr, Denver, CO, 80218	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-27191	PRV	Jacob N Gonzales	2003-01-01	—	3134028045	3611 Jefferson Ave, Dallas, TX, 75220	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-27278	PRV	Raymond Valdez	2006-08-24	UHC-28229-93	7386494036	816 Palm Dr, Orlando, FL, 32892	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-25891	PRV	Gloria L Reyes	2001-05-09	—	4604129460	4288 Spring St, Orlando, FL, 32801	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21285	PRV	Willie Boyd	2004-10-16	UHC-34280-19	7626248254	2977 River Rd, Gilbert, AZ, 85261	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-29290	PRV	Brian D Rogers	1948-09-13	—	—	3843 Mountain View Dr, Glendale, AZ, 85396	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-21460	PRV	Tim Lopez	1946-01-15	UHC-58975-81	5136726619	9308 Meadow Ln, Nashville, TN, 37271	0.82	Phone reformatted Street suffix standardised Address re-cased
PRV-25088	PRV	Albert Schultz	1939-12-06	—	9186930633	8850 Hillcrest Rd, Columbus, OH, 43219	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-29311	PRV	Carlos Tucker	1981-10-07	UHC-87861-85	3334630761	344 Elm St, Columbus, OH, 43294	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-23614	PRV	Wayne Sanchez	1962-10-15	UHC-45559-54	2393987526	3186 Harbor Blvd, Los Angeles, CA, 90080	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22453	PRV	Deborha Alvarado	2006-02-04	—	—	5707 Oak St, Nashville, TN, 37245	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-26440	PRV	Janet Hunter	2005-01-06	—	—	5117 Lake View Rd, Charlotte, NC, 28256	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-26876	PRV	Richard Boyd	1960-01-03	—	2893718455	3990 Oak St, Tucson, AZ, 85789	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-22646	PRV	Walter Peterson	1965-10-07	—	—	4110 Spring St, Seattle, WA, 98144	0.82	Street suffix standardised Address re-cased Placeholder values cleared
PRV-26604	PRV	Paul Arnold	2008-11-11	—	—	4396 Jefferson Ave, Miami, FL, 33145	0.82	Street suffix standardised Address re-cased Placeholder values cleared

5,405 rows, page 107 of 109Previous Next