Data report overview

The dataset examined has the following dimensions:

Feature	Result
Number of observations	2798
Number of variables	7

The following variable checks were performed, depending on the data type of each variable:

	character	factor	labelled	haven labelled	numeric	integer	Date
Identify miscoded missing values	\(\times\)	\(\times\)	\(\times\)	\(\times\)	\(\times\)	\(\times\)	\(\times\)
Identify prefixed and suffixed whitespace	\(\times\)	\(\times\)	\(\times\)	\(\times\)
Identify levels with < 6 obs.	\(\times\)	\(\times\)	\(\times\)	\(\times\)
Identify case issues	\(\times\)	\(\times\)	\(\times\)	\(\times\)
Identify misclassified numeric or integer variables	\(\times\)	\(\times\)	\(\times\)	\(\times\)
Identify outliers					\(\times\)	\(\times\)	\(\times\)

Please note that all numerical values in the following have been rounded to 2 decimals.

	Variable class	# unique values	Any problems?
Owner	character	158	\(\times\)
Team	character	115	\(\times\)
League	character	16	\(\times\)
Recipient	character	1274	\(\times\)
Amount	numeric	244	\(\times\)
Election.Year	integer	3
Party	factor	7	\(\times\)

Variable list

Note that the following levels have at most five observations: "Alan Smolinisky", "Alex Meruelo", "Amy Adams Strunk", "Andrew Murstein", "Billie Jean King", …, "Troy Stafford", "Vincent J. Viola", "Virginia McCaskey", "Vivek Ranadive", "Wyc Grousbeck" (52 values omitted).

Note that the following levels have at most five observations: "Arizona Coyotes", "Baltimore Ravens", "Boston Celtics", "Boston Red Sox, Roush Fenway Racing", "Carolina Panthers", …, "Saint Louis Blues", "San Diego Padres", "Spire Motorsports", "Stewart Haas Racing", "Tennessee Titans" (22 values omitted).

Note that the following levels have at most five observations: "MLB, NASCAR", "NBA, NFL, NHL".

Note that the following levels have at most five observations: "150PAC.ORG", "1820 PAC", "2018 REPUBLICAN CHALLENGERS FUND", "21ST CENTURY LEADERS", "21ST CENTURY MAJORITY FUND", …, "Young Kim for Congress", "YOUNG KIM FOR CONGRESS", "YOUNG VICTORY COMMITTEE", "ZELDIN FOR CONGRESS", "ZINKE FOR CONGRESS" (1188 values omitted).
Note that there might be case problems with the following levels: "Adam Smith for Congress Committee", "ADAM SMITH FOR CONGRESS COMMITTEE", "Alaskans for Dan Sullivan", "Alaskans For Dan Sullivan", "ALASKANS FOR DAN SULLIVAN", …, "Wyden for Senate", "Wyden For Senate", "WYDEN FOR SENATE", "Young Kim for Congress", "YOUNG KIM FOR CONGRESS" (343 values omitted).

Note that the following possible outlier values were detected: "6250", "6666", "6667", "6852", "7000", …, "1e+06", "1250000", "1300000", "1500000", "1850000" (136 values omitted).

Note that this variable is treated as a factor variable below, as it only takes a few unique values.

Note that the following levels have at most five observations: "Bipartisan, but mostly Democratic", "Independent".

Report generation information: