Call:
lm(formula = hp ~ height, data = pokemon_df)
Residuals:
Min 1Q Median 3Q Max
-104.029 -13.215 -1.842 10.009 183.530
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 57.5877 1.0461 55.05 <2e-16 ***
height 9.2547 0.5928 15.61 <2e-16 ***
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Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 23.14 on 947 degrees of freedom
Multiple R-squared: 0.2047, Adjusted R-squared: 0.2039
F-statistic: 243.7 on 1 and 947 DF, p-value: < 2.2e-16Stat 220 Portfolio Project 1
Interactive Analysis
Does a Pokemon’s height correlate with their HP?
This section explores whether tankiness of a pokemon has some statistical relationship with its size, helping to better understand whether Pokemon battle stats can be explained by their physiological features that potentially mirror real world assumptions.
How do Pokemon stat totals vary by primary type?
Pokemon are categorized into 18 types. Intrinsically, no Pokemon are limited in their stat range along delineations by type. This section seeks to explore whether the strength of Pokemon varies statistically by type and if so, which Pokemon types have the highest stat totals. This can help as a preliminary analysis into several further interest areas including fairness in effectiveness/playability of Pokemon within different type groups and potentially observe biases/or why certain biases exist.
Df Sum Sq Mean Sq F value Pr(>F)
type_1 17 1007618 59272 5.792 9.82e-13 ***
Residuals 931 9527275 10233
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Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1