fifa20

Dataset consists of 56 columns, 55 numeric and one of type factor <code>'work_rate'</code>.
<code>value_eur</code> is a potential target feature.

datasets

An efficient implementation of the 'TreeSHAP' algorithm
introduced by Lundberg et al., (2020) <doi:10.1038/s42256-019-0138-9>.
It is capable of calculating SHAP (SHapley Additive exPlanations) values
for tree-based models in polynomial time. Currently supported models include
'gbm', 'randomForest', 'ranger', 'xgboost', 'lightgbm'.

Mateusz Krzyzinski

treeshap

Compute SHAP Values for Your Tree-Based Models Using the
'TreeSHAP' Algorithm

Konrad Komisarczyk

Pawel Kozminski

Szymon Maksymiuk

Lorenz A. Kapsner

Mikolaj Spytek

Przemyslaw Biecek

fifa20 function

A data frame with 18278 rows and 56 columns.
Most of variables representing skills are in range from 0 to 100 and will not be described here.
To list non obvious features:<dl>
<dt>overall</dt>
<dd>Overall score of player's skills</dd><dt>potential</dt>
<dd>Potential of a player, younger players tend to have higher level of potential</dd><dt>value_eur</dt>
<dd>Market value of a player (in mln EUR)</dd><dt>international_reputation</dt>
<dd>Range 1 to 5</dd><dt>weak_foot</dt>
<dd>Range 1 to 5</dd><dt>skill_moves</dt>
<dd>Range 1 to 5</dd><dt>work_rate</dt>
<dd>Divided by slash levels of willingness to work in offense and defense respectively</dd>
</dl>

Format

Attributes of all players in FIFA 20 — fifa20

A data frame with 18278 rows and 56 columns.
Most of variables representing skills are in range from 0 to 100 and will not be described here.
To list non obvious features:<dl>
<dt>overall</dt>
<dd>Overall score of player's skills</dd>

<dt>potential</dt>
<dd>Potential of a player, younger players tend to have higher level of potential</dd>

<dt>value_eur</dt>
<dd>Market value of a player (in mln EUR)</dd>

<dt>international_reputation</dt>
<dd>Range 1 to 5</dd>

<dt>weak_foot</dt>
<dd>Range 1 to 5</dd>

<dt>skill_moves</dt>
<dd>Range 1 to 5</dd>

<dt>work_rate</dt>
<dd>Divided by slash levels of willingness to work in offense and defense respectively</dd>


</dl>

fifa20: Attributes of all players in FIFA 20

Description

Usage

Arguments

Format