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-25389	PRV	Sean Yang	1966-01-27	—	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-21071	PRV	Stephen Cook	2001-11-05	UHC-38054-36	8816650692	—	0.94	Name re-cased Whitespace trimmed Placeholder values cleared
PRV-27000	PRV	Kelly H Harris	1961-03-22	UHC-15595-64	6919397031	—	0.94	Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-28391	PRV	Carolyn Santiao	1979-07-12	UHC-60388-44	2589087250	495 Indian School Rd, Dallas, TX, 75282	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21491	PRV	Raymmond H Schmidt	1954-07-01	UHC-32279-47	6626210257	8835 Valley View Dr, Jacksonville, FL, 32261	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
PRV-23706	PRV	George M Padilla	2005-01-20	—	—	7600 Valley View Dr, Charlotte, NC, 28274	0.94	City re-cased Whitespace trimmed Placeholder values cleared
PRV-25719	PRV	Christina Morgan	2007-03-17	—	—	5927 Cedar Ln, Phoenix, AZ, 85021	0.94	State code upper-cased Whitespace trimmed Placeholder values cleared
PRV-27021	PRV	Janice Allen	1969-04-25	UHC-89622-69	7368614572	948 Union St, Nashville, TN, 37289	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27566	PRV	Gerald Mendez	1963-01-11	—	4285249639	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25785	PRV	Peter T Castillo	2007-04-06	UHC-85777-05	4918611411	237 Canyon Rd, San Antonio, TX, 78286	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27322	PRV	Jacqueline Clark	1943-06-17	—	5788747654	9455 Willow Ct, Tempe, AZ, 85204	0.96	Whitespace trimmed Placeholder values cleared
PRV-27346	PRV	Jason Willis	1938-04-20	UHC-58129-66	—	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-29312	PRV	Petr S Alexander	1961-05-20	UHC-95104-59	3987697238	6695 Market St, Orlando, FL, 32821	0.96	Whitespace trimmed Placeholder values cleared
PRV-21623	PRV	Omar Richardson	1941-06-13	—	—	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-23959	PRV	Frances D Hayes	1985-11-06	UHC-79363-79	7984806181	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-23317	PRV	Kevin Warren	1983-09-19	—	5763571395	7739 Broadway, Gilbert, AZ, 85220	0.96	Whitespace trimmed Placeholder values cleared
PRV-22587	PRV	Catherine Q Marquez	2000-01-20	—	—	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-28171	PRV	Danielle U Wood	1995-10-05	—	—	2117 Washington St, Minneapolis, MN, 55443	0.96	Whitespace trimmed Placeholder values cleared
PRV-23467	PRV	Catherine Cunningham	1963-04-20	—	—	2671 Highland Ave, Las Vegas, NV, 89145	0.96	Whitespace trimmed Placeholder values cleared
PRV-25828	PRV	Stephanie Ross	1990-12-11	UHC-04168-70	—	1376 Ridge Rd, Jacksonville, FL, 32239	0.96	Whitespace trimmed Placeholder values cleared
PRV-26093	PRV	Zacahry Pena	1950-06-06	—	3799111696	6126 Mountain View Dr, Gilbert, AZ, 85251	0.96	Whitespace trimmed Placeholder values cleared
PRV-22430	PRV	Jack Martinez	2006-09-24	UHC-79485-18	5069828781	5313 Forest Ave, Minneapolis, MN, 55403	0.96	Phone reformatted Whitespace trimmed
PRV-20119	PRV	Madison M Wright	1971-11-10	UHC-57868-16	—	1261 Harbor Blvd, Chandler, AZ, 85264	0.96	Whitespace trimmed Placeholder values cleared
PRV-21728	PRV	Evelyn Sith	1970-05-01	—	9723211528	1370 Broadway, Glendale, AZ, 85301	0.96	Whitespace trimmed Placeholder values cleared
PRV-20467	PRV	Kathryn Contreras	1972-06-05	UHC-93092-01	2874278678	1935 Church St, Glendale, AZ, 85310	0.96	Whitespace trimmed Placeholder values cleared
PRV-21633	PRV	Andrew Chavez	1997-09-10	UHC-24032-03	6108062111	1473 Indian School Rd, Nashville, TN, 37243	0.96	Whitespace trimmed Placeholder values cleared
PRV-21161	PRV	Christopher Williamson	2002-02-28	—	5136237039	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-27049	PRV	Sandra Santiago	1951-04-21	UHC-18065-04	—	94 Maple Ave, Las Vegas, NV, 89172	0.96	Whitespace trimmed Placeholder values cleared
PRV-21886	PRV	Hannah Hunt	1988-10-03	—	—	2590 Sage Ct, Glendale, AZ, 85319	0.96	Whitespace trimmed Placeholder values cleared
PRV-20919	PRV	Nancy Brooks	2002-03-20	—	—	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-25314	PRV	Kenneth W Stewart	1946-06-05	—	8564494783	5531 River Rd, Plano, TX, 75090	0.96	Whitespace trimmed Placeholder values cleared
PRV-20181	PRV	Katherine Spencer	1941-12-05	—	—	7159 Jefferson Ave, Eden Prairie, MN, 55395	0.96	Whitespace trimmed Placeholder values cleared
PRV-26737	PRV	Alan J Wang	1945-05-20	—	—	6676 Spring St, Jacksonville, FL, 32292	0.96	Whitespace trimmed Placeholder values cleared
PRV-22976	PRV	Shirley N James	1958-03-17	—	—	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-22841	PRV	Elijah Clark	2002-10-25	UHC-58917-79	3834939299	7887 Market St, Gilbert, AZ, 85208	0.96	Whitespace trimmed Placeholder values cleared
PRV-27565	PRV	Betty Willis	1958-07-17	—	9513124114	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-26860	PRV	Ahmed Ortiz	1974-12-11	UHC-30129-78	5692420152	8727 Broadway, Plano, TX, 75064	0.96	Whitespace trimmed Placeholder values cleared
PRV-26510	PRV	Sharon Vega	1970-01-16	—	6665859164	6900 Baseline Rd, San Diego, CA, 92104	0.96	Whitespace trimmed Placeholder values cleared
PRV-28523	PRV	Marcus Walsh	1997-07-05	—	9878415044	9217 Church St, Tampa, FL, 33645	0.96	Whitespace trimmed Placeholder values cleared
PRV-29518	PRV	Julie D Medina	2004-05-05	UHC-60078-04	—	7323 Apache Blvd, Austin, TX, 78743	0.96	Whitespace trimmed Placeholder values cleared
PRV-26594	PRV	Ethan Oliiver	1938-11-05	—	—	646 Ridge Rd, Sacramento, CA, 95800	0.96	Whitespace trimmed Placeholder values cleared
PRV-28380	PRV	Madison Butler	1975-06-07	—	—	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-21674	PRV	Christopher Keelley	1959-08-12	UHC-48024-33	—	9760 Highland Ave, Sacramento, CA, 95867	0.96	Whitespace trimmed Placeholder values cleared
PRV-21743	PRV	Zachary Harris	1972-03-02	—	7524419031	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-22420	PRV	Priya Z Clark	1940-07-26	UHC-40047-74	7576815457	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-21246	PRV	Teresa George	1971-06-02	—	—	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-20262	PRV	Hannah Burke	2008-11-14	UHC-00120-23	—	7092 Canyon Rd, Chandler, AZ, 85257	0.96	Whitespace trimmed Placeholder values cleared
PRV-20355	PRV	Christopher Montgomery	2002-04-21	—	4687593474	3292 Apache Blvd, Tampa, FL, 33623	0.96	Whitespace trimmed Placeholder values cleared
PRV-28673	PRV	Albert Richardson	1959-07-23	UHC-60875-14	—	—	0.96	Whitespace trimmed Placeholder values cleared
PRV-24100	PRV	Eugene Rios	2006-04-25	—	—	9216 Canyon Rd, Las Vegas, NV, 89193	0.96	Whitespace trimmed Placeholder values cleared

5,467 rows, page 108 of 110Previous Next