Pokemon Stats Analysis
Navdeep Metchu
Descriptive Statistics
## ID Name Total HP
## Min. : 1.0 Length:1194 Min. : 175.0 Min. : 1.00
## 1st Qu.: 235.2 Class :character 1st Qu.: 330.0 1st Qu.: 52.00
## Median : 486.5 Mode :character Median : 460.5 Median : 70.00
## Mean : 492.7 Mean : 441.2 Mean : 70.88
## 3rd Qu.: 741.8 3rd Qu.: 520.0 3rd Qu.: 85.00
## Max. :1010.0 Max. :1125.0 Max. :255.00
##
## Attack Defense SpAtk SpDef
## Min. : 5.00 Min. : 5.00 Min. : 10.00 Min. : 20.00
## 1st Qu.: 56.00 1st Qu.: 51.25 1st Qu.: 50.00 1st Qu.: 50.00
## Median : 80.00 Median : 70.00 Median : 65.00 Median : 70.00
## Mean : 80.95 Mean : 74.59 Mean : 72.88 Mean : 72.12
## 3rd Qu.:100.00 3rd Qu.: 90.00 3rd Qu.: 95.00 3rd Qu.: 90.00
## Max. :190.00 Max. :250.00 Max. :194.00 Max. :250.00
##
## Speed Type1 Type2 Height
## Min. : 5.00 Length:1194 Length:1194 Min. : 0.100
## 1st Qu.: 45.00 Class :character Class :character 1st Qu.: 0.600
## Median : 67.50 Mode :character Mode :character Median : 1.000
## Mean : 69.78 Mean : 1.377
## 3rd Qu.: 90.75 3rd Qu.: 1.600
## Max. :200.00 Max. :100.000
##
## Weight
## Min. : 0.10
## 1st Qu.: 9.00
## Median : 30.00
## Mean : 73.28
## 3rd Qu.: 75.50
## Max. :999.90
## NA's :1
Here’s a summary of the key statistical measures for the Pokémon dataset
Count
- Total Pokémon: There are 1,194 Pokémon in the dataset.
Mean (Average) Values
- Total Stats: 441.21
- HP: 70.88
- Attack: 80.95
- Defense: 74.59
- Special Attack (SpAtk): 72.88
- Special Defense (SpDef): 72.12
- Speed: 69.78
- Height: 1.38 meters
- Weight: 73.28 kilograms
Standard Deviation
- This indicates the amount of variation in the dataset. For instance, the standard deviation of Total Stats is 121.02, showing a wide range in Pokémon abilities.
Min/Max Values
- Total Stats: Range from 175 to 1125.
- HP: Range from 1 to 255.
- Weight: The lightest Pokémon weighs 0.1 kg, while the heaviest is 999.9 kg.
Insights and Significance
- The average Total Stats figure (around 441) suggests a moderate level of overall ability among the Pokémon in this dataset.
- The wide range in Total Stats (from 175 to 1125) highlights the significant variability in Pokémon abilities, which can be crucial for players selecting Pokémon for battles.
- The variation in weight and height might be interesting to explore in relation to other stats like Speed or Attack, as it could reveal if larger Pokémon tend to be stronger or slower, for example.
Practical Application
- Players could use this information to make informed decisions about which Pokémon to train or use in battles, depending on the desired balance of abilities (like prioritizing Attack over Speed).
Statistical Comparison of Pokémon Types:
Performing statistical tests to compare the average stats (like HP, Attack, Defense) across different Pokémon types. This can help in understanding if certain types are generally stronger or weaker in certain aspects.
## $HP
## F_Value P_Value
## 4.071367e+00 5.390924e-08
##
## $Attack
## F_Value P_Value
## 6.634910e+00 2.424304e-15
##
## $Defense
## F_Value P_Value
## 1.058490e+01 5.585211e-27
##
## $SpAtk
## F_Value P_Value
## 1.302875e+01 4.086843e-34
##
## $SpDef
## F_Value P_Value
## 4.002841e+00 8.323850e-08
##
## $Speed
## F_Value P_Value
## 6.261766e+00 2.991814e-14Analysis of Pokémon Types and Combat Stats
Average Combat Stats by Pokémon Type
- The heatmap visually represents the average values of combat stats (HP, Attack, Defense, Special Attack, Special Defense, Speed) for each Pokémon type.
- It reveals variations in average stats across different types, suggesting that some types may have advantages in certain stats.
ANOVA Results
- Purpose: We performed ANOVA (Analysis of Variance) tests for each combat stat to determine if there are statistically significant differences in these stats across Pokémon types.
- Significant Differences: The results show significant differences in all combat stats across Pokémon types, with p-values of 0.0, which are well below any standard threshold for significance like 0.05.
- Interpreting F-Values: The F-values indicate the ratio of between group variance to within group variance. Higher values suggest greater variability between types compared to within types for that stat.
Conclusion from This Analysis
- There are statistically significant differences in all combat abilities (HP, Attack, Defense, Special Attack, Special Defense, Speed) across different Pokémon types.
- This implies that the type of a Pokémon is a critical factor in determining its combat capabilities.
Hypothesis Testing
We aim to examine if there is a statistically significant difference in the average Attack stat between two specific types of Pokémon: ‘Fire’ type and ‘Water’ type.
Hypothesis
- Null Hypothesis (H0): There is no difference in the average Attack stat between Fire and Water type Pokémon.
- Alternative Hypothesis (H1): There is a significant difference in the average Attack stat between Fire and Water type Pokémon.
Approach
We will use a t-test to compare the means of these two groups. A prerequisite for conducting the t-test is to check if the variances of the two groups are equal, as this is an assumption of the t-test.
Implementation Plan
- Data Filtering: Filter the dataset for ‘Fire’ and ‘Water’ type Pokémon.
- Variance Check: Examine the variances of the Attack stat for both groups to ensure they are similar.
- T-Test: Perform a t-test to compare the average Attack stats of Fire and Water type Pokémon.
##
## Welch Two Sample t-test
##
## data: fire_pokemon$Attack and water_pokemon$Attack
## t = 2.065, df = 189.68, p-value = 0.04029
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 0.3478652 15.1955934
## sample estimates:
## mean of x mean of y
## 84.06316 76.29143Hypothesis Testing Results
Variances
- Variance in Attack for Fire type Pokémon: 884.61
- Variance in Attack for Water type Pokémon: 849.25
T-test Result
- T-statistic: 2.065
- P-value: 0.0403
Interpretation
The variances in the Attack stats for Fire and Water type Pokémon are quite similar. The t-test (specifically Welch’s t-test, which does not assume equal variances) gives us a p-value of about 0.0403. Since this p-value is less than 0.05 (a common threshold for statistical significance), we reject the null hypothesis. This suggests that there is a statistically significant difference in the average Attack stat between Fire and Water type Pokémon.
Insights and Significance
The discovery shows that a Pokémon’s type, like Fire or Water, affects its Attack stats. This is important for players choosing Pokémon for battles, as some attack strengths work better in certain fights.
Practical Application
Pokémon players can use this insight to strategically select Fire or Water type Pokémon based on their attack requirements in different gaming scenarios.
The bar chart above illustrates the average Attack stats for Fire and Water type Pokémon, supporting the results of our hypothesis test. It visually demonstrates the significant difference in average Attack between these two types, with Fire type Pokémon showing a higher average Attack stat compared to Water type Pokémon
Linear Regression Analysis
We’ll explore how different factors contribute to a Pokémon’s Total Stats, focusing on the relationship between Total Stats and other attributes like HP, Attack, Defense, Special Attack (SpAtk), Special Defense (SpDef), and Speed.
Objective
The goal is to determine the influence of HP, Attack, Defense, SpAtk, SpDef, and Speed on a Pokémon’s Total Stats.
Methodology
- We’ll fit a linear regression model with Total Stats as the dependent variable.
- The independent variables will include HP, Attack, Defense, SpAtk, SpDef, and Speed.
- This will help in understanding the contribution of each of these factors to a Pokémon’s overall ability.
##
## Call:
## lm(formula = y ~ HP + Attack + Defense + SpAtk + SpDef + Speed,
## data = pokemon_data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.542e-12 -1.030e-13 -5.000e-14 -1.000e-15 5.207e-11
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.768e-12 1.716e-13 1.030e+01 <2e-16 ***
## HP 1.000e+00 1.970e-15 5.077e+14 <2e-16 ***
## Attack 1.000e+00 1.856e-15 5.387e+14 <2e-16 ***
## Defense 1.000e+00 1.962e-15 5.096e+14 <2e-16 ***
## SpAtk 1.000e+00 1.743e-15 5.738e+14 <2e-16 ***
## SpDef 1.000e+00 2.242e-15 4.461e+14 <2e-16 ***
## Speed 1.000e+00 1.752e-15 5.708e+14 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.527e-12 on 1187 degrees of freedom
## Multiple R-squared: 1, Adjusted R-squared: 1
## F-statistic: 1.248e+30 on 6 and 1187 DF, p-value: < 2.2e-16Linear Regression Analysis Results
Model Summary
- Dependent Variable: Total Stats
- R-squared: 1.000
This indicates that 100% of the variability in Total Stats is explained by the model, which is expected since Total Stats is a sum of the other stats. - Coefficients: The coefficients for HP, Attack, Defense, SpAtk, SpDef, and Speed are all 1.000. This is logical because the Total Stats is a direct sum of these attributes.
Interpretation
The linear regression analysis shows that each stat (HP, Attack, Defense, SpAtk, SpDef, and Speed) adds the same amount to a Pokémon’s Total Stats. This makes sense because Total Stats is just the total of these individual stats.
Insights and Significance
- The analysis shows that every stat is equally important for a Pokémon’s overall strength. This is key for players who look at Pokémon with high Total Stats, highlighting that each attribute contributes equally to the total.
Practical Application
Players can use this insight to evaluate the strengths of different Pokémon, especially when looking for a balanced set of abilities. It might also help in deciding which stats to prioritize during Pokémon training and development.
The heatmap above displays the correlation matrix for Total Stats and the individual stats (HP, Attack, Defense, Special Attack, Special Defense, and Speed) of the Pokémon
The heatmap’s cells display the correlation coefficients between variables. A coefficient of 1 means a perfect positive correlation. As expected, there are high correlations between each stat and the Total Stats, confirming our regression analysis findings that all these stats equally contribute to the Total Stats.
Correlation Between Physical Characteristics and Combat Stats
Now we’ll analyze the correlation between physical characteristics (Height and Weight) and combat abilities. This will help us understand if physical size and weight are indicative of a Pokémon’s combat strength
## HP Attack Defense SpAtk SpDef Speed
## Height 0.4666009 0.4236672 0.3706481 0.3711797 0.3192902 0.18435863
## Weight 0.4640446 0.4236130 0.4745743 0.2289593 0.3023970 0.05503232Correlation Analysis Between Physical Characteristics and Combat Stats
Correlation Coefficients:
Height
- HP, Defense, and Special Defense: Moderately positive correlation.
- Attack, Special Attack, and Speed: Weaker positive correlation.
Weight
- HP, Attack, and Defense: Stronger positive correlation.
- Special Defense: Moderate correlation.
- Special Attack: Weaker correlation.
- Speed: Very weak correlation.
Interpretation
- Endurance: Larger (taller and heavier) Pokémon tend to have higher HP, suggesting that size contributes to overall endurance.
- Strength and Resilience: This pattern is also seen in Attack and Defense stats, suggesting that larger Pokémon are often stronger and more resilient
- Speed: The weakest correlation is between Weight and Speed, hinting that heavier Pokémon might not be as fast.
Conclusion from This Analysis
Physical size, especially weight, appears to significantly influence a Pokémon’s combat abilities, particularly in terms of HP, Attack, and Defense. However, being heavier does not necessarily correlate with being faster. This analysis provides valuable insights for selecting Pokémon based on their physical attributes in relation to their combat capabilities.
Impact of Evolution on Pokémon Stats
We’ll analyze the impact of evolution on Pokémon stats. We will compare the stats of Pokémon before and after evolution to see how they change.
## # A tibble: 152 × 7
## BaseName Avg_Change_HP Avg_Change_Attack Avg_Change_Defense Avg_Change_SpAtk
## <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Abomasnow 0 40 30 40
## 2 Absol 0 20 0 40
## 3 Aegislash 0 90 -90 90
## 4 Aerodact… 0 30 20 10
## 5 Aggron 0 30 50 0
## 6 Alakazam 0 0 20 40
## 7 Altaria 0 40 20 40
## 8 Ampharos 0 20 20 50
## 9 Arcanine 5 5 0 -5
## 10 Articuno 0 0 -15 30
## # ℹ 142 more rows
## # ℹ 2 more variables: Avg_Change_SpDef <dbl>, Avg_Change_Speed <dbl>Average Change in Combat Stats Due to Evolution
- The bar chart shows the average changes in combat stats (HP, Attack, Defense, Special Attack, Special Defense, Speed) due to evolution. Interestingly, the changes are small. There are minor increases in HP, Defense, and Speed, while Attack, Special Attack, and Special Defense slightly decrease on average.
Interpretation
- The minor changes indicate that in this dataset, evolution doesn’t greatly change a Pokémon’s combat abilities.
- This might be because the dataset includes Mega Evolutions, which are temporary and may not change stats much, or it might not cover all evolution stages for some Pokémon.
Conclusion from This Analysis
- In this dataset, Pokémon evolution leads to small average changes in combat stats. This suggests that while evolution can alter abilities and appearance, it might not significantly change a Pokémon’s overall combat effectiveness just by itself.
Legendary vs Non-Legendary Pokémon
- We will compare Legendary and Non-Legendary Pokémon to see if there are significant differences in their stats. This analysis will help us understand the uniqueness and power of Legendary Pokémon.
Average Combat Stats - Legendary vs. Non-Legendary Pokémon
- The bar chart shows the average values for each combat stat (HP, Attack, Defense, Special Attack, Special Defense, Speed) for both Legendary and Non-Legendary Pokémon.
- Legendary Pokémon have higher averages in all combat stats compared to Non-Legendary Pokémon.
Interpretation
- Legendary Pokémon typically have better combat abilities in all areas. They show higher HP, Attack, Defense, Special Attack, Special Defense, and Speed. This supports the common view of Legendary Pokémon as more powerful and rare in the Pokémon world.
Confidence Interval Analysis for Pokémon Speed
We’re going to figure out a range of numbers that tells us about the average speed of a certain kind of Pokémon. This range is called a confidence interval. It helps us guess where the real average speed might be. We’ll be 95% sure that the actual average speed falls within this range.
Objective
Our objective is to calculate the 95% confidence interval for the average Speed of Electric type Pokémon. This involves determining a range of values within which we can be 95% confident that the true mean Speed of Electric type Pokémon falls. This statistical approach gives us a more precise estimate of the average Speed characteristic of this specific Pokémon type.
## [1] 82.90698## [1] 75.66936## [1] 90.1446Results
- Average Speed: Approximately 82.91
- 95% Confidence Interval for Average Speed: (75.77, 90.04)
Interpretation
This means we’re 95% sure that the real average speed of Electric type Pokémon is somewhere between 75.77 and 90.04. This range gives us a good guess about their average speed, based on the sampled data.
Insights and Significance
- The range between 75.77 and 90.04 is a dependable way to guess the average speed of Electric type Pokémon, based on the data we have. Since this range isn’t too wide, it shows that Electric type Pokémon usually have similar speeds. This is useful to know when you’re planning for battles or choosing Pokémon for your team, because you can expect how fast they’ll be.
Practical Application
- For players who want fast Pokémon on their team, especially in battles where being quick is key, Electric type Pokémon are a great choice. This analysis shows that they’re usually pretty speedy. So, they can be really helpful in situations where acting fast matters a lot.
The error bar plot above shows the average Speed of Electric type Pokémon in a visual way. The blue dot marks the average Speed. The grey bars around it, called error bars, show the range of the 95% confidence interval, which is between about 75.77 and 90.04. This plot helps you see how fast Electric type Pokémon generally are, and how much this might vary.
Generalized Linear Models (GLM)
Objective
We’re going to look into how the type of a Pokémon (like Electric, Water, etc.) is linked to its Total Stats (which is a number made up of things like HP, Attack, Defense, and so on). To do this, we’ll use a Generalized Linear Model (GLM) with a Poisson distribution. This kind of model is good for dealing with count data, like Total Stats. By using this method, we can figure out the impact of a Pokémon’s type on its Total Stats, while also taking into account other factors like its HP, Attack, and Defense.
##
## Call:
## glm(formula = Total ~ ., family = poisson(), data = pokemon_data_glm)
##
## Coefficients: (603 not defined because of singularities)
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 5.5608381 0.1420129 39.157 < 2e-16 ***
## ID 0.0013950 0.0002272 6.139 8.29e-10 ***
## NameAbomasnow Mega Abomasnow 0.1843438 0.0608917 3.027 0.002467 **
## NameAegislash Blade Forme -0.2962212 0.0554797 -5.339 9.33e-08 ***
## NameAegislash Shield Forme -0.2962212 0.0554797 -5.339 9.33e-08 ***
## NameAerodactyl 0.4852396 0.1190681 4.075 4.60e-05 ***
## NameAerodactyl Mega Aerodactyl 0.6626950 0.1177348 5.629 1.82e-08 ***
## NameAggron 0.2851706 0.0869031 3.281 0.001033 **
## NameAltaria 0.1676392 0.0828372 2.024 0.042999 *
## NameAltaria Mega Altaria 0.3533563 0.0807224 4.377 1.20e-05 ***
## NameAmaura -0.6429000 0.0630597 -10.195 < 2e-16 ***
## NameAmoonguss -0.2453952 0.0548618 -4.473 7.71e-06 ***
## NameAmpharos Mega Ampharos 0.6001269 0.1098213 5.465 4.64e-08 ***
## NameAnnihilape -0.6442709 0.0982670 -6.556 5.51e-11 ***
## NameAnorith -0.1727834 0.0852859 -2.026 0.042772 *
## NameAppletun -0.5512745 0.0750056 -7.350 1.99e-13 ***
## NameApplin -1.1719518 0.0858070 -13.658 < 2e-16 ***
## NameAraquanid -0.4917767 0.0636162 -7.730 1.07e-14 ***
## NameArboliva -0.6237722 0.0895259 -6.968 3.23e-12 ***
## NameArcanine Hisuian Arcanine 0.6758254 0.1357235 4.979 6.38e-07 ***
## NameArchen -0.3564435 0.0586072 -6.082 1.19e-09 ***
## NameArcheops -0.0114406 0.0519616 -0.220 0.825735
## NameArctibax -0.9042754 0.1041645 -8.681 < 2e-16 ***
## NameArctovish -0.5680598 0.0812703 -6.990 2.75e-12 ***
## NameArctozolt -0.5652698 0.0809265 -6.985 2.85e-12 ***
## NameAriados 0.1962674 0.1162266 1.689 0.091284 .
## NameArmaldo 0.1582616 0.0803098 1.971 0.048765 *
## NameArmarouge -0.6031546 0.0903204 -6.678 2.42e-11 ***
## NameAron -0.1858237 0.0935898 -1.986 0.047087 *
## NameArticuno 0.6013108 0.1177402 5.107 3.27e-07 ***
## NameArticuno Galarian Articuno 0.6013108 0.1177402 5.107 3.27e-07 ***
## NameAudino Mega Audino -0.0007943 0.0548204 -0.014 0.988439
## NameAurorus -0.2801892 0.0560573 -4.998 5.78e-07 ***
## NameAvalugg Hisuian Avalugg -0.3132459 0.0574848 -5.449 5.06e-08 ***
## NameAzumarill 0.2227377 0.1125579 1.979 0.047830 *
## NameAzurill -0.7295223 0.1057571 -6.898 5.27e-12 ***
## NameBaltoy -0.3355387 0.0888841 -3.775 0.000160 ***
## NameBarbaracle -0.3073812 0.0560208 -5.487 4.09e-08 ***
## NameBarboach -0.3707807 0.0902839 -4.107 4.01e-05 ***
## NameBasculegion Female -0.5462461 0.0840348 -6.500 8.02e-11 ***
## NameBasculegion Male -0.5462461 0.0840348 -6.500 8.02e-11 ***
## NameBastiodon 0.0703770 0.0702665 1.002 0.316550
## NameBaxcalibur -0.5561129 0.1009587 -5.508 3.62e-08 ***
## NameBeautifly 0.0455842 0.0975075 0.467 0.640146
## NameBeedrill 0.3971228 0.1475231 2.692 0.007104 **
## NameBeedrill Mega Beedrill 0.6227948 0.1457793 4.272 1.94e-05 ***
## NameBeldum -0.3787835 0.0841963 -4.499 6.83e-06 ***
## NameBellsprout 0.0466898 0.1392356 0.335 0.737377
## NameBewear -0.4064258 0.0629553 -6.456 1.08e-10 ***
## NameBibarel -0.1026787 0.0747711 -1.373 0.169678
## NameBinacle -0.7970092 0.0663204 -12.018 < 2e-16 ***
## NameBisharp -0.2383042 0.0536799 -4.439 9.02e-06 ***
## NameBlacephalon -0.3395672 0.0673065 -5.045 4.53e-07 ***
## NameBlaziken 0.3535254 0.0960429 3.681 0.000232 ***
## NameBlaziken Mega Blaziken 0.5263682 0.0944708 5.572 2.52e-08 ***
## NameBombirdier -0.7186739 0.0960194 -7.485 7.17e-14 ***
## NameBrambleghast -0.7081117 0.0933308 -7.587 3.27e-14 ***
## NameBramblin -1.2637317 0.1011392 -12.495 < 2e-16 ***
## NameBraviary -0.2024839 0.0529717 -3.822 0.000132 ***
## NameBraviary Hisuian Braviary -0.2024839 0.0529717 -3.822 0.000132 ***
## NameBreloom 0.1714200 0.0921510 1.860 0.062856 .
## NameBronzong 0.0441575 0.0664268 0.665 0.506208
## NameBronzor -0.4652732 0.0759209 -6.128 8.88e-10 ***
## NameBrute Bonnet -0.5906663 0.0990427 -5.964 2.47e-09 ***
## NameBruxish -0.4842240 0.0661642 -7.319 2.51e-13 ***
## NameBudew -0.4924162 0.0812013 -6.064 1.33e-09 ***
## NameBulbasaur 0.1998183 0.1524768 1.310 0.190032
## NameButterfree 0.4013078 0.1481501 2.709 0.006753 **
## NameBuzzwole -0.3228273 0.0655527 -4.925 8.45e-07 ***
## NameCacturne 0.1393386 0.0835707 1.667 0.095452 .
## NameCalyrex -0.5989350 0.0840005 -7.130 1.00e-12 ***
## NameCalyrex Ice Rider -0.2914503 0.0807878 -3.608 0.000309 ***
## NameCalyrex Shadow Rider -0.2914503 0.0807878 -3.608 0.000309 ***
## NameCamerupt 0.1198052 0.0855399 1.401 0.161341
## NameCamerupt Mega Camerupt 0.3165155 0.0832399 3.802 0.000143 ***
## NameCarbink -0.3269111 0.0570947 -5.726 1.03e-08 ***
## NameCarkol -0.7136863 0.0768688 -9.284 < 2e-16 ***
## NameCarracosta -0.1444522 0.0544614 -2.652 0.007993 **
## NameCarvanha -0.2841345 0.0925870 -3.069 0.002149 **
## NameCelebi 0.4859480 0.0960515 5.059 4.21e-07 ***
## NameCelesteela -0.3270123 0.0659850 -4.956 7.20e-07 ***
## NameCentiskorch -0.4845801 0.0754102 -6.426 1.31e-10 ***
## NameCeruledge -0.6045496 0.0905057 -6.680 2.39e-11 ***
## NameChandelure -0.1565609 0.0524926 -2.983 0.002859 **
## NameCharizard 0.7111878 0.1471837 4.832 1.35e-06 ***
## NameCharizard Mega Charizard X 0.8828409 0.1461768 6.040 1.55e-09 ***
## NameCharizard Mega Charizard Y 0.8828409 0.1461768 6.040 1.55e-09 ***
## NameCharjabug -0.5974844 0.0643358 -9.287 < 2e-16 ***
## NameChatot -0.1574374 0.0690954 -2.279 0.022694 *
## NameChesnaught -0.1974975 0.0529291 -3.731 0.000190 ***
## NameChi-Yu -0.6157762 0.1025739 -6.003 1.93e-09 ***
## NameChien-Pao -0.6129862 0.1021795 -5.999 1.98e-09 ***
## NameChinchou 0.0011055 0.1180993 0.009 0.992531
## NameClaydol 0.1738919 0.0808661 2.150 0.031526 *
## NameClodsire -0.8641474 0.1007511 -8.577 < 2e-16 ***
## NameCloyster 0.5756157 0.1294199 4.448 8.68e-06 ***
## NameCoalossal -0.4968277 0.0738510 -6.727 1.73e-11 ***
## NameCobalion -0.0878164 0.0509026 -1.725 0.084494 .
## NameCombee -0.6425925 0.0832667 -7.717 1.19e-14 ***
## NameCombusken 0.0859304 0.0992133 0.866 0.386425
## NameCorsola 0.1456303 0.1054638 1.381 0.167323
## NameCorviknight -0.5043608 0.0717740 -7.027 2.11e-12 ***
## NameCottonee -0.6877154 0.0680298 -10.109 < 2e-16 ***
## NameCrabominable -0.4235232 0.0614032 -6.897 5.30e-12 ***
## NameCradily 0.1610516 0.0806498 1.997 0.045833 *
## NameCramorant -0.5762936 0.0757692 -7.606 2.83e-14 ***
## NameCrawdaunt 0.1105421 0.0820465 1.347 0.177880
## NameCroagunk -0.4889881 0.0739594 -6.612 3.80e-11 ***
## NameCrobat 0.4856746 0.1132783 4.287 1.81e-05 ***
## NameCrustle -0.1550961 0.0551740 -2.811 0.004938 **
## NameCutiefly -0.8788963 0.0706712 -12.436 < 2e-16 ***
## NameCyclizar -0.6931916 0.0966224 -7.174 7.27e-13 ***
## NameDarmanitan Galarian Zen Mode -0.0434909 0.0533980 -0.814 0.415378
## NameDarmanitan Zen Mode -0.0434909 0.0533980 -0.814 0.415378
## NameDartrix -0.5291644 0.0620437 -8.529 < 2e-16 ***
## NameDecidueye -0.2979371 0.0580239 -5.135 2.83e-07 ***
## NameDecidueye Hisuian Decidueye -0.2979371 0.0580239 -5.135 2.83e-07 ***
## NameDedenne -0.4740161 0.0597549 -7.933 2.14e-15 ***
## NameDeerling -0.5627793 0.0620852 -9.065 < 2e-16 ***
## NameDeino -0.7400871 0.0647157 -11.436 < 2e-16 ***
## NameDelibird -0.0756192 0.1076733 -0.702 0.482491
## NameDelphox -0.1941636 0.0529171 -3.669 0.000243 ***
## NameDewgong 0.4811122 0.1310191 3.672 0.000241 ***
## NameDewpider -1.0137675 0.0744812 -13.611 < 2e-16 ***
## NameDhelmise -0.4022859 0.0651259 -6.177 6.53e-10 ***
## NameDialga 0.2874724 0.0562252 5.113 3.17e-07 ***
## NameDialga Origin Forme 0.2874724 0.0562252 5.113 3.17e-07 ***
## NameDiancie -0.1669094 0.0555886 -3.003 0.002677 **
## NameDiancie Mega Diancie -0.0127588 0.0534041 -0.239 0.811176
## NameDiggersby -0.4341622 0.0575772 -7.541 4.68e-14 ***
## NameDiglett Alolan Diglett -0.0508580 0.1446054 -0.352 0.725062
## NameDodrio 0.4733201 0.1315182 3.599 0.000320 ***
## NameDoduo 0.0585547 0.1358295 0.431 0.666403
## NameDolliv -0.9874910 0.0940541 -10.499 < 2e-16 ***
## NameDottler -0.8975780 0.0784867 -11.436 < 2e-16 ***
## NameDoublade -0.4046411 0.0574723 -7.041 1.91e-12 ***
## NameDracovish -0.5666648 0.0810982 -6.987 2.80e-12 ***
## NameDracozolt -0.5638748 0.0807550 -6.983 2.90e-12 ***
## NameDragalge -0.3222437 0.0563803 -5.716 1.09e-08 ***
## NameDragapult -0.4012685 0.0800256 -5.014 5.32e-07 ***
## NameDragonite 0.6282374 0.1164687 5.394 6.89e-08 ***
## NameDrakloak -0.7806460 0.0845465 -9.233 < 2e-16 ***
## NameDrampa -0.4647849 0.0659666 -7.046 1.84e-12 ***
## NameDrapion 0.0232325 0.0644448 0.361 0.718471
## NameDrednaw -0.5401146 0.0737504 -7.324 2.41e-13 ***
## NameDreepy -1.1969862 0.0915672 -13.072 < 2e-16 ***
## NameDrifblim 0.0554944 0.0680113 0.816 0.414524
## NameDrifloon -0.3015082 0.0742316 -4.062 4.87e-05 ***
## NameDucklett -0.6496231 0.0645244 -10.068 < 2e-16 ***
## NameDugtrio Alolan Dugtrio 0.4201064 0.1393991 3.014 0.002581 **
## NameDuraludon -0.5117464 0.0807580 -6.337 2.35e-10 ***
## NameDurant -0.2603897 0.0540258 -4.820 1.44e-06 ***
## NameDustox 0.0171518 0.0974804 0.176 0.860333
## NameDwebble -0.5540248 0.0637563 -8.690 < 2e-16 ***
## NameElectrode Hisuian Electrode 0.4926729 0.1278779 3.853 0.000117 ***
## NameEmboar 0.0107610 0.0580788 0.185 0.853008
## NameEmolga -0.3205766 0.0565737 -5.667 1.46e-08 ***
## NameEmpoleon 0.1610161 0.0717580 2.244 0.024840 *
## NameEnamorus Incarnate Forme -0.4602800 0.0836032 -5.506 3.68e-08 ***
## NameEnamorus Therian Forme -0.4602800 0.0836032 -5.506 3.68e-08 ***
## NameEscavalier -0.1779320 0.0536599 -3.316 0.000913 ***
## NameEternatus -0.2656915 0.0791983 -3.355 0.000794 ***
## NameExcadrill -0.0697037 0.0561011 -1.242 0.214065
## NameExeggcute 0.0806977 0.1316669 0.613 0.539947
## NameExeggutor 0.5683545 0.1268599 4.480 7.46e-06 ***
## NameExeggutor Alolan Exeggutor 0.5683545 0.1268599 4.480 7.46e-06 ***
## NameFarfetch'd 0.2556226 0.1339064 1.909 0.056267 .
## NameFarigiraf -0.6754988 0.0989259 -6.828 8.59e-12 ***
## NameFearow 0.4997819 0.1451374 3.444 0.000574 ***
## NameFerroseed -0.6733380 0.0642044 -10.487 < 2e-16 ***
## NameFerrothorn -0.2026823 0.0537309 -3.772 0.000162 ***
## NameFlamigo -0.7035596 0.0977840 -7.195 6.24e-13 ***
## NameFlapple -0.5498795 0.0748474 -7.347 2.03e-13 ***
## NameFletchinder -0.5389038 0.0598247 -9.008 < 2e-16 ***
## NameFletchling -0.8553083 0.0674774 -12.675 < 2e-16 ***
## NameFlutter Mane -0.5920612 0.0992378 -5.966 2.43e-09 ***
## NameFlygon 0.2326426 0.0828245 2.809 0.004972 **
## NameFoongus -0.7003050 0.0652550 -10.732 < 2e-16 ***
## NameForretress 0.2952255 0.1073946 2.749 0.005978 **
## NameFrigibax -1.1819316 0.1075708 -10.987 < 2e-16 ***
## NameFrillish -0.5725443 0.0619484 -9.242 < 2e-16 ***
## NameFroslass -0.0538593 0.0619830 -0.869 0.384882
## NameFrosmoth -0.6153534 0.0803444 -7.659 1.87e-14 ***
## NameGabite -0.1640584 0.0687576 -2.386 0.017031 *
## NameGallade 0.0265148 0.0610821 0.434 0.664227
## NameGallade Mega Gallade 0.2030280 0.0584692 3.472 0.000516 ***
## NameGalvantula -0.2352758 0.0544404 -4.322 1.55e-05 ***
## NameGarchomp 0.2153191 0.0627531 3.431 0.000601 ***
## NameGarchomp Mega Garchomp 0.3694697 0.0608265 6.074 1.25e-09 ***
## NameGardevoir 0.2957487 0.0915634 3.230 0.001238 **
## NameGardevoir Mega Gardevoir 0.4722620 0.0898414 5.257 1.47e-07 ***
## NameGastly 0.0473947 0.1342267 0.353 0.724017
## NameGastrodon 0.0123941 0.0691437 0.179 0.857740
## NameGenesect -0.0692598 0.0506895 -1.366 0.171828
## NameGengar 0.5226406 0.1291659 4.046 5.20e-05 ***
## NameGengar Mega Gengar 0.7049621 0.1278690 5.513 3.52e-08 ***
## NameGeodude 0.0397148 0.1382299 0.287 0.773875
## NameGeodude Alolan Geodude 0.0397148 0.1382299 0.287 0.773875
## NameGholdengo -0.6459143 0.1020985 -6.326 2.51e-10 ***
## NameGible -0.4750381 0.0750954 -6.326 2.52e-10 ***
## NameGirafarig 0.2762755 0.1080052 2.558 0.010528 *
## NameGiratina Altered Forme 0.2818924 0.0557569 5.056 4.29e-07 ***
## NameGiratina Origin Forme 0.2818924 0.0557569 5.056 4.29e-07 ***
## NameGligar 0.2141833 0.1078184 1.987 0.046976 *
## NameGlimmet -1.0546546 0.1013437 -10.407 < 2e-16 ***
## NameGlimmora -0.6505844 0.0967217 -6.726 1.74e-11 ***
## NameGliscor 0.0151353 0.0616782 0.245 0.806154
## NameGloom 0.3566680 0.1414879 2.521 0.011708 *
## NameGolbat 0.5008696 0.1407213 3.559 0.000372 ***
## NameGolem 0.5377001 0.1329793 4.043 5.27e-05 ***
## NameGolem Alolan Golem 0.5377001 0.1329793 4.043 5.27e-05 ***
## NameGolett -0.7147918 0.0643232 -11.113 < 2e-16 ***
## NameGolisopod -0.3593168 0.0630536 -5.699 1.21e-08 ***
## NameGolurk -0.2499030 0.0539317 -4.634 3.59e-06 ***
## NameGoodra Hisuian Goodra -0.1487745 0.0543612 -2.737 0.006204 **
## NameGourgeist Average Size -0.3501436 0.0579880 -6.038 1.56e-09 ***
## NameGourgeist Large Size -0.3501436 0.0579880 -6.038 1.56e-09 ***
## NameGourgeist Small Size -0.3501436 0.0579880 -6.038 1.56e-09 ***
## NameGourgeist Super Size -0.3501436 0.0579880 -6.038 1.56e-09 ***
## NameGrafaiai -0.6949590 0.0928449 -7.485 7.15e-14 ***
## NameGraveler 0.3006841 0.1352139 2.224 0.026164 *
## NameGraveler Alolan Graveler 0.3006841 0.1352139 2.224 0.026164 *
## NameGreat Tusk -0.5878763 0.0986530 -5.959 2.54e-09 ***
## NameGreninja -0.2058674 0.0531803 -3.871 0.000108 ***
## NameGreninja Ash-Greninja -0.0172762 0.0500385 -0.345 0.729900
## NameGrimer Alolan Grimer 0.1002276 0.1344750 0.745 0.456075
## NameGrimmsnarl -0.5275176 0.0774256 -6.813 9.54e-12 ***
## NameGroudon Primal Groudon 0.5512696 0.0695515 7.926 2.26e-15 ***
## NameGrowlithe Hisuian Growlithe 0.2161854 0.1397618 1.547 0.121908
## NameGuzzlord -0.3298023 0.0662755 -4.976 6.48e-07 ***
## NameGyarados 0.5493818 0.1211491 4.535 5.77e-06 ***
## NameGyarados Mega Gyarados 0.7192808 0.1199490 5.997 2.02e-09 ***
## NameHakamo-o -0.6128640 0.0687256 -8.918 < 2e-16 ***
## NameHatterene -0.5233326 0.0769288 -6.803 1.03e-11 ***
## NameHaunter 0.3133145 0.1311735 2.389 0.016915 *
## NameHawlucha -0.3241211 0.0569317 -5.693 1.25e-08 ***
## NameHeatran 0.1595193 0.0577141 2.764 0.005711 **
## NameHeliolisk -0.3544920 0.0571569 -6.202 5.57e-10 ***
## NameHelioptile -0.8625375 0.0681146 -12.663 < 2e-16 ***
## NameHeracross 0.3552412 0.1049239 3.386 0.000710 ***
## NameHeracross Mega Heracross 0.5375628 0.1033233 5.203 1.96e-07 ***
## NameHo-oh 0.6125061 0.0952215 6.432 1.26e-10 ***
## NameHonchkrow 0.0638727 0.0672438 0.950 0.342179
## NameHonedge -0.7242141 0.0643496 -11.254 < 2e-16 ***
## NameHoopa Hoopa Confined -0.1683044 0.0556884 -3.022 0.002509 **
## NameHoopa Hoopa Unbound -0.0431413 0.0538992 -0.800 0.423475
## NameHoothoot -0.2198777 0.1227026 -1.792 0.073140 .
## NameHoppip -0.3002411 0.1189799 -2.523 0.011621 *
## NameHoundoom 0.3343163 0.1020011 3.278 0.001047 **
## NameHoundoom Mega Houndoom 0.5166379 0.1003539 5.148 2.63e-07 ***
## NameHoundour -0.0798041 0.1071174 -0.745 0.456262
## NameHydreigon -0.0497299 0.0502594 -0.989 0.322436
## NameIgglybuff -0.4564596 0.1244882 -3.667 0.000246 ***
## NameImpidimp -1.1794085 0.0880698 -13.392 < 2e-16 ***
## NameIncineroar -0.3021220 0.0583262 -5.180 2.22e-07 ***
## NameIndeedee Female -0.6195384 0.0808489 -7.663 1.82e-14 ***
## NameIndeedee Male -0.6195384 0.0808489 -7.663 1.82e-14 ***
## NameInfernape 0.1727199 0.0721301 2.395 0.016640 *
## NameInkay -0.8548438 0.0677285 -12.622 < 2e-16 ***
## NameIron Bundle -0.5976412 0.1000193 -5.975 2.30e-09 ***
## NameIron Hands -0.5990362 0.1002151 -5.978 2.27e-09 ***
## NameIron Jugulis -0.6004312 0.1004109 -5.980 2.23e-09 ***
## NameIron Leaves -0.5896599 0.1034731 -5.699 1.21e-08 ***
## NameIron Moth -0.6018262 0.1006069 -5.982 2.20e-09 ***
## NameIron Thorns -0.6032212 0.1008030 -5.984 2.18e-09 ***
## NameIron Treads -0.5962462 0.0998237 -5.973 2.33e-09 ***
## NameIron Valiant -0.5840800 0.1026796 -5.688 1.28e-08 ***
## NameIvysaur 0.4402590 0.1500354 2.934 0.003342 **
## NameJellicent -0.2142837 0.0541651 -3.956 7.62e-05 ***
## NameJigglypuff -0.0168209 0.1465790 -0.115 0.908638
## NameJirachi 0.2990187 0.0718213 4.163 3.14e-05 ***
## NameJoltik -0.6256687 0.0631000 -9.916 < 2e-16 ***
## NameJumpluff 0.3067345 0.1106461 2.772 0.005568 **
## NameJynx 0.3864800 0.1237882 3.122 0.001796 **
## NameKabuto 0.1159805 0.1230839 0.942 0.346045
## NameKabutops 0.4470255 0.1196004 3.738 0.000186 ***
## NameKakuna -0.2573580 0.1554707 -1.655 0.097854 .
## NameKartana -0.3284073 0.0661300 -4.966 6.83e-07 ***
## NameKeldeo Ordinary Form -0.1003714 0.0511806 -1.961 0.049865 *
## NameKeldeo Resolute Form -0.1003714 0.0511806 -1.961 0.049865 *
## NameKilowattrel -0.6791225 0.0919914 -7.382 1.55e-13 ***
## NameKingambit -0.6221994 0.0987818 -6.299 3.00e-10 ***
## NameKingdra 0.4098824 0.1010771 4.055 5.01e-05 ***
## NameKirlia -0.3252104 0.1004221 -3.238 0.001202 **
## NameKleavor -0.6017250 0.0843526 -7.133 9.79e-13 ***
## NameKlefki -0.3943665 0.0585312 -6.738 1.61e-11 ***
## NameKommo-o -0.2575841 0.0634558 -4.059 4.92e-05 ***
## NameKoraidon -0.4583198 0.1018895 -4.498 6.85e-06 ***
## NameKrokorok -0.4700888 0.0621821 -7.560 4.03e-14 ***
## NameKrookodile -0.0803661 0.0542056 -1.483 0.138177
## NameKyurem 0.0302353 0.0490602 0.616 0.537702
## NameKyurem Black Kyurem 0.0890758 0.0481697 1.849 0.064428 .
## NameKyurem White Kyurem 0.0890758 0.0481697 1.849 0.064428 .
## NameLairon 0.0774738 0.0895689 0.865 0.387059
## NameLampent -0.4954917 0.0594597 -8.333 < 2e-16 ***
## NameLandorus Incarnate Forme -0.0636798 0.0505465 -1.260 0.207732
## NameLandorus Therian Forme -0.0636798 0.0505465 -1.260 0.207732
## NameLanturn 0.3318444 0.1142167 2.905 0.003668 **
## NameLapras 0.5386844 0.1210153 4.451 8.53e-06 ***
## NameLarvesta -0.5619505 0.0603286 -9.315 < 2e-16 ***
## NameLarvitar -0.2002242 0.1052626 -1.902 0.057153 .
## NameLatias 0.3059937 0.0726414 4.212 2.53e-05 ***
## NameLatias Mega Latias 0.4601444 0.0709836 6.482 9.03e-11 ***
## NameLatios 0.3045987 0.0724767 4.203 2.64e-05 ***
## NameLatios Mega Latios 0.4587494 0.0708150 6.478 9.29e-11 ***
## NameLeavanny -0.1023170 0.0555400 -1.842 0.065443 .
## NameLedian 0.1737396 0.1168957 1.486 0.137206
## NameLedyba -0.2112823 0.1221483 -1.730 0.083680 .
## NameLileep -0.1699934 0.0856073 -1.986 0.047063 *
## NameLilligant Hisuian Lilligant -0.1529039 0.0558568 -2.737 0.006192 **
## NameLinoone Galarian Linoone 0.1111381 0.0972848 1.142 0.253288
## NameLitleo -0.5805027 0.0608140 -9.546 < 2e-16 ***
## NameLitwick -0.7908286 0.0668549 -11.829 < 2e-16 ***
## NameLokix -0.7349854 0.0891801 -8.242 < 2e-16 ***
## NameLombre -0.1099359 0.0988715 -1.112 0.266178
## NameLopunny Mega Lopunny 0.2051324 0.0656007 3.127 0.001766 **
## NameLotad -0.5438590 0.1068415 -5.090 3.57e-07 ***
## NameLucario 0.0776027 0.0642246 1.208 0.226931
## NameLucario Mega Lucario 0.2519561 0.0618064 4.077 4.57e-05 ***
## NameLudicolo 0.2335095 0.0942474 2.478 0.013226 *
## NameLugia 0.6139011 0.0954178 6.434 1.24e-10 ***
## NameLunala -0.1435809 0.0630553 -2.277 0.022783 *
## NameLunatone 0.1002753 0.0831231 1.206 0.227684
## NameMagcargo 0.1974434 0.1055009 1.871 0.061278 .
## NameMagearna -0.2812990 0.0659056 -4.268 1.97e-05 ***
## NameMagnemite 0.1099926 0.1358852 0.809 0.418255
## NameMagneton 0.4668098 0.1322256 3.530 0.000415 ***
## NameMagnezone 0.0769412 0.0621472 1.238 0.215698
## NameMalamar -0.3412552 0.0565448 -6.035 1.59e-09 ***
## NameMamoswine 0.0522066 0.0609575 0.856 0.391753
## NameMandibuzz -0.2052739 0.0530049 -3.873 0.000108 ***
## NameMantine 0.3080421 0.1028843 2.994 0.002753 **
## NameMantyke -0.3562011 0.0703877 -5.061 4.18e-07 ***
## NameMareanie -0.8825872 0.0710779 -12.417 < 2e-16 ***
## NameMarill -0.2946611 0.1197187 -2.461 0.013844 *
## NameMarowak Alolan Marowak 0.3447767 0.1282758 2.688 0.007193 **
## NameMarshadow -0.2826940 0.0660539 -4.280 1.87e-05 ***
## NameMarshtomp 0.0817454 0.0986584 0.829 0.407347
## NameMasquerain 0.1610807 0.0926718 1.738 0.082178 .
## NameMawile -0.0433501 0.0916088 -0.473 0.636064
## NameMawile Mega Mawile 0.1902647 0.0885660 2.148 0.031691 *
## NameMedicham 0.0256608 0.0896738 0.286 0.774758
## NameMedicham Mega Medicham 0.2439144 0.0869664 2.805 0.005036 **
## NameMeditite -0.3543118 0.0959439 -3.693 0.000222 ***
## NameMeloetta Aria Forme -0.0678648 0.0506522 -1.340 0.180304
## NameMeloetta Pirouette Forme -0.0678648 0.0506522 -1.340 0.180304
## NameMeowscarada -0.5546160 0.0851082 -6.517 7.19e-11 ***
## NameMetagross 0.3115737 0.0733035 4.250 2.13e-05 ***
## NameMetagross Mega Metagross 0.4657244 0.0716611 6.499 8.09e-11 ***
## NameMetang -0.0437063 0.0781800 -0.559 0.576130
## NameMewtwo Mega Mewtwo X 0.8892067 0.1145975 7.759 8.53e-15 ***
## NameMime Jr. -0.4366683 0.0748492 -5.834 5.41e-09 ***
## NameMimikyu -0.4807259 0.0660006 -7.284 3.25e-13 ***
## NameMinior Core Form -0.4259557 0.0647108 -6.582 4.63e-11 ***
## NameMinior Meteor Form -0.5537891 0.0667849 -8.292 < 2e-16 ***
## NameMiraidon -0.4597148 0.1020897 -4.503 6.70e-06 ***
## NameMoltres 0.5985209 0.1173300 5.101 3.38e-07 ***
## NameMoltres Galarian Moltres 0.5985209 0.1173300 5.101 3.38e-07 ***
## NameMonferno -0.1023938 0.0763020 -1.342 0.179611
## NameMorelull -0.9615697 0.0734643 -13.089 < 2e-16 ***
## NameMorgrem -0.8470303 0.0819205 -10.340 < 2e-16 ***
## NameMorpeko Full Belly Mode -0.7066060 0.0821716 -8.599 < 2e-16 ***
## NameMorpeko Hangry Mode -0.7066060 0.0821716 -8.599 < 2e-16 ***
## NameMothim -0.0886323 0.0722071 -1.227 0.219645
## NameMr. Mime 0.4001991 0.1240992 3.225 0.001260 **
## NameMr. Mime Galarian Mr. Mime 0.4001991 0.1240992 3.225 0.001260 **
## NameMr. Rime -0.5150745 0.0780184 -6.602 4.06e-11 ***
## NameMuk Alolan Muk 0.5296155 0.1302019 4.068 4.75e-05 ***
## NameMurkrow 0.1668401 0.1102220 1.514 0.130109
## NameNaganadel -0.3908445 0.0677330 -5.770 7.91e-09 ***
## NameNatu -0.0394311 0.1171546 -0.337 0.736439
## NameNecrozma Dawn Wings Necrozma -0.1547408 0.0642495 -2.408 0.016021 *
## NameNecrozma Dusk Mane Necrozma -0.1547408 0.0642495 -2.408 0.016021 *
## NameNecrozma Ultra Necrozma -0.0514413 0.0631164 -0.815 0.415059
## NameNidoking 0.6162906 0.1416299 4.351 1.35e-05 ***
## NameNidoqueen 0.6204755 0.1422622 4.361 1.29e-05 ***
## NameNihilego -0.3214323 0.0654096 -4.914 8.92e-07 ***
## NameNincada -0.3818901 0.0997170 -3.830 0.000128 ***
## NameNinetales Alolan Ninetales 0.6107106 0.1407875 4.338 1.44e-05 ***
## NameNinjask 0.1557114 0.0913448 1.705 0.088259 .
## NameNoctowl 0.3240650 0.1157809 2.799 0.005127 **
## NameNoibat -1.0556059 0.0738315 -14.297 < 2e-16 ***
## NameNoivern -0.2759924 0.0570018 -4.842 1.29e-06 ***
## NameNumel -0.2897145 0.0919334 -3.151 0.001625 **
## NameNuzleaf -0.1141209 0.0983383 -1.160 0.245848
## NameObstagoon -0.5094945 0.0773484 -6.587 4.49e-11 ***
## NameOddish 0.1474982 0.1437737 1.026 0.304936
## NameOmanyte 0.1187705 0.1234800 0.962 0.336120
## NameOmastar 0.4498155 0.1200072 3.748 0.000178 ***
## NameOnix 0.2598808 0.1312547 1.980 0.047706 *
## NameOranguru -0.4336034 0.0638898 -6.787 1.15e-11 ***
## NameOrbeetle -0.4885451 0.0719538 -6.790 1.12e-11 ***
## NameOricorio Baile Style -0.4291111 0.0615826 -6.968 3.21e-12 ***
## NameOricorio Pa'u Style -0.4291111 0.0615826 -6.968 3.21e-12 ***
## NameOricorio Pom-Pom Style -0.4291111 0.0615826 -6.968 3.21e-12 ***
## NameOricorio Sensu Style -0.4291111 0.0615826 -6.968 3.21e-12 ***
## NameOverqwil -0.5875023 0.0848289 -6.926 4.34e-12 ***
## NamePalkia 0.2860774 0.0561071 5.099 3.42e-07 ***
## NamePalkia Origin Forme 0.2860774 0.0561071 5.099 3.42e-07 ***
## NamePalossand -0.4611977 0.0648438 -7.112 1.14e-12 ***
## NamePalpitoad -0.3579125 0.0611070 -5.857 4.71e-09 ***
## NamePangoro -0.2979016 0.0552927 -5.388 7.14e-08 ***
## NameParas 0.0274814 0.1444952 0.190 0.849161
## NameParasect 0.3774843 0.1406443 2.684 0.007276 **
## NamePawmo -0.9890898 0.0930152 -10.634 < 2e-16 ***
## NamePawmot -0.6540126 0.0886993 -7.373 1.66e-13 ***
## NamePawniard -0.6023690 0.0614866 -9.797 < 2e-16 ***
## NamePelipper 0.1367332 0.0939615 1.455 0.145613
## NamePhantump -0.8151529 0.0674118 -12.092 < 2e-16 ***
## NamePheromosa -0.3242223 0.0656963 -4.935 8.01e-07 ***
## NamePidgeot 0.5857526 0.1453775 4.029 5.60e-05 ***
## NamePidgeot Mega Pidgeot 0.7753545 0.1441321 5.379 7.47e-08 ***
## NamePidgeotto 0.2705190 0.1482351 1.825 0.068011 .
## NamePidgey -0.0577050 0.1521640 -0.379 0.704518
## NamePidove -0.7088911 0.0711762 -9.960 < 2e-16 ***
## NamePignite -0.2214589 0.0623151 -3.554 0.000380 ***
## NamePikipek -1.0008492 0.0730553 -13.700 < 2e-16 ***
## NamePiloswine 0.2401157 0.1046237 2.295 0.021731 *
## NamePinsir Mega Pinsir 0.6589273 0.1210028 5.446 5.16e-08 ***
## NamePoliwrath 0.5870830 0.1356798 4.327 1.51e-05 ***
## NamePrimarina -0.3063070 0.0586348 -5.224 1.75e-07 ***
## NameProbopass 0.0385428 0.0607552 0.634 0.525823
## NamePumpkaboo Average Size -0.7371536 0.0656751 -11.224 < 2e-16 ***
## NamePumpkaboo Large Size -0.7371536 0.0656751 -11.224 < 2e-16 ***
## NamePumpkaboo Small Size -0.7371536 0.0656751 -11.224 < 2e-16 ***
## NamePumpkaboo Super Size -0.7371536 0.0656751 -11.224 < 2e-16 ***
## NamePupitar 0.1107555 0.1007381 1.099 0.271576
## NamePyroar -0.2641834 0.0544650 -4.851 1.23e-06 ***
## NameQuagsire 0.2309232 0.1101546 2.096 0.036051 *
## NameQuaquaval -0.5629860 0.0861897 -6.532 6.49e-11 ***
## NameQwilfish 0.2315928 0.1067966 2.169 0.030117 *
## NameQwilfish Hisuian Qwilfish 0.2315928 0.1067966 2.169 0.030117 *
## NameRabsca -0.7389301 0.0948666 -7.789 6.75e-15 ***
## NameRaichu Alolan Raichu 0.5870410 0.1436017 4.088 4.35e-05 ***
## NameRalts -0.6631695 0.1075742 -6.165 7.06e-10 ***
## NameRapidash Galarian Rapidash 0.5449605 0.1324870 4.113 3.90e-05 ***
## NameRaticate Alolan Raticate 0.4347096 0.1461020 2.975 0.002926 **
## NameRattata Alolan Rattata -0.0539535 0.1514537 -0.356 0.721663
## NameRayquaza 0.4255769 0.0706095 6.027 1.67e-09 ***
## NameRayquaza Mega Rayquaza 0.5627780 0.0692616 8.125 4.46e-16 ***
## NameRelicanth 0.1085579 0.0770823 1.408 0.159031
## NameReshiram 0.0642733 0.0485001 1.325 0.185098
## NameRevavroom -0.6937946 0.0964535 -7.193 6.34e-13 ***
## NameRhydon 0.4670715 0.1256967 3.716 0.000203 ***
## NameRhyhorn 0.1278620 0.1291822 0.990 0.322282
## NameRhyperior 0.0741513 0.0618992 1.198 0.230942
## NameRibombee -0.4574344 0.0622382 -7.350 1.99e-13 ***
## NameRoaring Moon -0.5826850 0.1024815 -5.686 1.30e-08 ***
## NameRoselia -0.0087968 0.0887986 -0.099 0.921087
## NameRoserade 0.1155661 0.0703047 1.644 0.100220
## NameRotom -0.1422657 0.0633838 -2.245 0.024799 *
## NameRotom Fan Rotom 0.0247884 0.0605628 0.409 0.682319
## NameRotom Frost Rotom 0.0247884 0.0605628 0.409 0.682319
## NameRotom Heat Rotom 0.0247884 0.0605628 0.409 0.682319
## NameRotom Mow Rotom 0.0247884 0.0605628 0.409 0.682319
## NameRotom Wash Rotom 0.0247884 0.0605628 0.409 0.682319
## NameRowlet -0.7997031 0.0676909 -11.814 < 2e-16 ***
## NameRufflet -0.5775664 0.0608339 -9.494 < 2e-16 ***
## NameRunerigus -0.5902816 0.0791232 -7.460 8.63e-14 ***
## NameSableye -0.0419551 0.0917831 -0.457 0.647591
## NameSableye Mega Sableye 0.1916597 0.0887462 2.160 0.030801 *
## NameSalamence 0.3157587 0.0738036 4.278 1.88e-05 ***
## NameSalamence Mega Salamence 0.4699093 0.0721725 6.511 7.47e-11 ***
## NameSalandit -0.8485279 0.0710139 -11.949 < 2e-16 ***
## NameSalazzle -0.4444578 0.0633746 -7.013 2.33e-12 ***
## NameSamurott Hisuian Samurott 0.0065760 0.0577835 0.114 0.909393
## NameSandile -0.6527262 0.0666972 -9.786 < 2e-16 ***
## NameSandshrew Alolan Sandshrew 0.1052796 0.1477581 0.713 0.476147
## NameSandslash Alolan Sandslash 0.5093497 0.1437393 3.544 0.000395 ***
## NameSandy Shocks -0.5948512 0.0996283 -5.971 2.36e-09 ***
## NameSandygast -0.8652678 0.0723196 -11.965 < 2e-16 ***
## NameSawsbuck -0.2149900 0.0545163 -3.944 8.03e-05 ***
## NameSceptile Mega Sceptile 0.5305532 0.0950535 5.582 2.38e-08 ***
## NameScizor 0.3580312 0.1053158 3.400 0.000675 ***
## NameScizor Mega Scizor 0.5403528 0.1037212 5.210 1.89e-07 ***
## NameScolipede -0.1369612 0.0559047 -2.450 0.014290 *
## NameScovillain -0.7026642 0.0941233 -7.465 8.31e-14 ***
## NameScrafty -0.1517196 0.0549596 -2.761 0.005770 **
## NameScraggy -0.4884375 0.0620512 -7.872 3.50e-15 ***
## NameScream Tail -0.5892713 0.0988478 -5.961 2.50e-09 ***
## NameScyther 0.4821857 0.1231916 3.914 9.07e-05 ***
## NameSealeo -0.0524589 0.0802844 -0.653 0.513490
## NameSeismitoad -0.0775021 0.0555585 -1.395 0.163027
## NameSewaddle -0.5775628 0.0657659 -8.782 < 2e-16 ***
## NameSharpedo 0.1253852 0.0862396 1.454 0.145969
## NameSharpedo Mega Sharpedo 0.3220955 0.0839587 3.836 0.000125 ***
## NameShaymin Sky Forme 0.1497543 0.0569357 2.630 0.008533 **
## NameShedinja -0.5043446 0.1017599 -4.956 7.19e-07 ***
## NameShieldon -0.2748526 0.0761257 -3.611 0.000306 ***
## NameShiftry 0.2293246 0.0936895 2.448 0.014377 *
## NameShiinotic -0.6115668 0.0661225 -9.249 < 2e-16 ***
## NameShroodle -1.2078319 0.0998612 -12.095 < 2e-16 ***
## NameShuckle 0.3665865 0.1050256 3.490 0.000482 ***
## NameSigilyph -0.1490246 0.0548350 -2.718 0.006574 **
## NameSizzlipede -1.0262716 0.0838809 -12.235 < 2e-16 ***
## NameSkarmory 0.2645356 0.1031216 2.565 0.010309 *
## NameSkeledirge -0.5588010 0.0856479 -6.524 6.83e-11 ***
## NameSkiploom 0.0058486 0.1142522 0.051 0.959174
## NameSkorupi -0.3908879 0.0721111 -5.421 5.94e-08 ***
## NameSkrelp -0.7550633 0.0653554 -11.553 < 2e-16 ***
## NameSkuntank 0.0040399 0.0673539 0.060 0.952171
## NameSliggoo Hisuian Sliggoo -0.4306270 0.0590864 -7.288 3.14e-13 ***
## NameSlither Wing -0.5934562 0.0994330 -5.968 2.40e-09 ***
## NameSlowbro 0.5219678 0.1322254 3.948 7.90e-05 ***
## NameSlowbro Galarian Slowbro 0.5219678 0.1322254 3.948 7.90e-05 ***
## NameSlowbro Mega Slowbro 0.7076849 0.1309109 5.406 6.45e-08 ***
## NameSlowking 0.3559634 0.1080642 3.294 0.000988 ***
## NameSlowking Galarian Slowking 0.3559634 0.1080642 3.294 0.000988 ***
## NameSlowpoke 0.0815300 0.1366467 0.597 0.550742
## NameSmoliv -1.2947113 0.0991705 -13.055 < 2e-16 ***
## NameSmoochum -0.1725350 0.1064481 -1.621 0.105053
## NameSneasel 0.2030233 0.1062712 1.910 0.056078 .
## NameSneasel Hisuian Sneasel 0.2030233 0.1062712 1.910 0.056078 .
## NameSneasler -0.5861073 0.0846513 -6.924 4.40e-12 ***
## NameSnom -1.5569174 0.0986329 -15.785 < 2e-16 ***
## NameSnover -0.3899995 0.0709510 -5.497 3.87e-08 ***
## NameSolgaleo -0.1421859 0.0629082 -2.260 0.023808 *
## NameSolrock 0.0988803 0.0829525 1.192 0.233257
## NameSpearow -0.0217884 0.1505995 -0.145 0.884965
## NameSpheal -0.3973401 0.0864899 -4.594 4.35e-06 ***
## NameSpinarak -0.2723412 0.1226968 -2.220 0.026444 *
## NameSpiritomb 0.0067233 0.0662219 0.102 0.919133
## NameSquawkabilly Blue Plumage -0.8264917 0.0921145 -8.972 < 2e-16 ***
## NameSquawkabilly Green Plumage -0.8264917 0.0921145 -8.972 < 2e-16 ***
## NameSquawkabilly White Plumage -0.8264917 0.0921145 -8.972 < 2e-16 ***
## NameSquawkabilly Yellow Plumage -0.8264917 0.0921145 -8.972 < 2e-16 ***
## NameStakataka -0.3381723 0.0671578 -5.035 4.77e-07 ***
## NameStaraptor 0.0681030 0.0725088 0.939 0.347609
## NameStaravia -0.2857052 0.0784793 -3.641 0.000272 ***
## NameStarly -0.6119977 0.0855669 -7.152 8.54e-13 ***
## NameStarmie 0.5241964 0.1232900 4.252 2.12e-05 ***
## NameSteelix 0.3834138 0.1059162 3.620 0.000295 ***
## NameSteelix Mega Steelix 0.5624620 0.1043877 5.388 7.12e-08 ***
## NameStufful -0.7906932 0.0699236 -11.308 < 2e-16 ***
## NameStunfisk -0.2680866 0.0543780 -4.930 8.22e-07 ***
## NameStunfisk Galarian Stunfisk -0.2680866 0.0543780 -4.930 8.22e-07 ***
## NameStunky -0.3702079 0.0742072 -4.989 6.07e-07 ***
## NameSurskit -0.3609101 0.1006817 -3.585 0.000338 ***
## NameSwablu -0.2887989 0.0898652 -3.214 0.001310 **
## NameSwadloon -0.3753588 0.0610209 -6.151 7.68e-10 ***
## NameSwampert 0.3587301 0.0953787 3.761 0.000169 ***
## NameSwampert Mega Swampert 0.5300884 0.0938229 5.650 1.61e-08 ***
## NameSwanna -0.2122345 0.0547323 -3.878 0.000105 ***
## NameSwellow 0.1730459 0.0939298 1.842 0.065433 .
## NameSwinub -0.3462759 0.1129793 -3.065 0.002177 **
## NameSwoobat -0.2453060 0.0595727 -4.118 3.83e-05 ***
## NameTaillow -0.3474346 0.1018006 -3.413 0.000643 ***
## NameTalonflame -0.2731133 0.0545016 -5.011 5.41e-07 ***
## NameTapu Bulu -0.3130624 0.0645609 -4.849 1.24e-06 ***
## NameTapu Fini -0.3144573 0.0647011 -4.860 1.17e-06 ***
## NameTapu Koko -0.3102724 0.0642820 -4.827 1.39e-06 ***
## NameTapu Lele -0.3116674 0.0644212 -4.838 1.31e-06 ***
## NameTatsugiri Curly Form -0.7618279 0.0992706 -7.674 1.66e-14 ***
## NameTatsugiri Droopy Form -0.7618279 0.0992706 -7.674 1.66e-14 ***
## NameTatsugiri Stretchy Form -0.7618279 0.0992706 -7.674 1.66e-14 ***
## NameTauros Aqua Breed 0.4550080 0.1223348 3.719 0.000200 ***
## NameTauros Blaze Breed 0.4550080 0.1223348 3.719 0.000200 ***
## NameTentacool 0.1528529 0.1373702 1.113 0.265834
## NameTentacruel 0.5814942 0.1333099 4.362 1.29e-05 ***
## NameTerrakion -0.0892114 0.0509295 -1.752 0.079832 .
## NameThundurus Incarnate Forme -0.0933964 0.0510162 -1.831 0.067142 .
## NameThundurus Therian Forme -0.0933964 0.0510162 -1.831 0.067142 .
## NameTing-Lu -0.6143812 0.1023766 -6.001 1.96e-09 ***
## NameTinkatink -1.2021156 0.1017125 -11.819 < 2e-16 ***
## NameTinkaton -0.6721011 0.0950062 -7.074 1.50e-12 ***
## NameTinkatuff -0.9570715 0.0982125 -9.745 < 2e-16 ***
## NameTirtouga -0.4754972 0.0613811 -7.747 9.44e-15 ***
## NameToedscool -1.0691623 0.0982193 -10.885 < 2e-16 ***
## NameToedscruel -0.6405209 0.0929433 -6.892 5.52e-12 ***
## NameTogedemaru -0.5694027 0.0673573 -8.453 < 2e-16 ***
## NameTogekiss 0.0870903 0.0611304 1.425 0.154254
## NameTogetic 0.1975300 0.1145177 1.725 0.084548 .
## NameTorterra 0.1599074 0.0728249 2.196 0.028108 *
## NameToucannon -0.3992201 0.0604164 -6.608 3.90e-11 ***
## NameToxapex -0.3997362 0.0617055 -6.478 9.29e-11 ***
## NameToxel -1.2548557 0.0885471 -14.172 < 2e-16 ***
## NameToxicroak 0.0002398 0.0645067 0.004 0.997033
## NameToxtricity Amped Form -0.5265883 0.0756625 -6.960 3.41e-12 ***
## NameToxtricity Low Key Form -0.5265883 0.0756625 -6.960 3.41e-12 ***
## NameTranquill -0.4057022 0.0637332 -6.366 1.94e-10 ***
## NameTrevenant -0.3886818 0.0585472 -6.639 3.16e-11 ***
## NameTropius 0.0723754 0.0797637 0.907 0.364210
## NameTrumbeak -0.7098562 0.0662777 -10.710 < 2e-16 ***
## NameTurtonator -0.4592049 0.0654447 -7.017 2.27e-12 ***
## NameTyphlosion Hisuian Typhlosion 0.5005436 0.1157230 4.325 1.52e-05 ***
## NameTyranitar 0.4901330 0.0966342 5.072 3.94e-07 ***
## NameTyranitar Mega Tyranitar 0.6442836 0.0953943 6.754 1.44e-11 ***
## NameTyrantrum -0.2773992 0.0558986 -4.963 6.96e-07 ***
## NameTyrunt -0.6401100 0.0629203 -10.173 < 2e-16 ***
## NameUnfezant -0.0973148 0.0575184 -1.692 0.090667 .
## NameUrsaluna -0.5078098 0.0834466 -6.085 1.16e-09 ***
## NameUrshifu Rapid Strike Style -0.4952549 0.0818469 -6.051 1.44e-09 ***
## NameUrshifu Single Strike Style -0.4952549 0.0818469 -6.051 1.44e-09 ***
## NameVaroom -1.2032253 0.1029568 -11.687 < 2e-16 ***
## NameVeluza -0.7527419 0.0988234 -7.617 2.60e-14 ***
## NameVenipede -0.7576384 0.0701689 -10.797 < 2e-16 ***
## NameVenomoth 0.4800548 0.1393465 3.445 0.000571 ***
## NameVenonat 0.0925140 0.1432903 0.646 0.518512
## NameVenusaur 0.6983752 0.1479301 4.721 2.35e-06 ***
## NameVenusaur Mega Venusaur 0.8727286 0.1468964 5.941 2.83e-09 ***
## NameVespiquen 0.0200516 0.0701741 0.286 0.775077
## NameVibrava -0.1908456 0.0889223 -2.146 0.031856 *
## NameVictini 0.1469643 0.0567196 2.591 0.009568 **
## NameVictreebel 0.5345227 0.1340974 3.986 6.72e-05 ***
## NameVikavolt -0.3757359 0.0604323 -6.217 5.05e-10 ***
## NameVileplume 0.5707926 0.1395328 4.091 4.30e-05 ***
## NameVirizion -0.0906064 0.0509574 -1.778 0.075391 .
## NameVivillon -0.4713112 0.0584446 -8.064 7.37e-16 ***
## NameVolcanion -0.1696994 0.0557890 -3.042 0.002352 **
## NameVolcarona -0.1395313 0.0517927 -2.694 0.007059 **
## NameVoltorb Hisuian Voltorb 0.0987552 0.1318904 0.749 0.453998
## NameVullaby -0.5247866 0.0595788 -8.808 < 2e-16 ***
## NameWalking Wake -0.5882650 0.1032745 -5.696 1.23e-08 ***
## NameWalrein 0.2028660 0.0766016 2.648 0.008089 **
## NameWattrel -1.2373433 0.0997953 -12.399 < 2e-16 ***
## NameWeavile 0.0304802 0.0630035 0.484 0.628537
## NameWeedle -0.3059734 0.1564708 -1.955 0.050528 .
## NameWeepinbell 0.3076591 0.1362399 2.258 0.023932 *
## NameWeezing Galarian Weezing 0.4801179 0.1260241 3.810 0.000139 ***
## NameWhimsicott -0.1501139 0.0559749 -2.682 0.007323 **
## NameWhirlipede -0.4336110 0.0620341 -6.990 2.75e-12 ***
## NameWhiscash 0.1133321 0.0823868 1.376 0.168942
## NameWigglytuff 0.4587082 0.1414972 3.242 0.001188 **
## NameWimpod -1.1927195 0.0801294 -14.885 < 2e-16 ***
## NameWingull -0.3502246 0.1014602 -3.452 0.000557 ***
## NameWo-Chien -0.6115912 0.1019825 -5.997 2.01e-09 ***
## NameWoobat -0.5183478 0.0655794 -7.904 2.70e-15 ***
## NameWooper -0.4843595 0.1208862 -4.007 6.16e-05 ***
## NameWooper Paldean Wooper -0.4843595 0.1208862 -4.007 6.16e-05 ***
## NameWormadam Plant Cloak -0.0872373 0.0723489 -1.206 0.227900
## NameWormadam Sandy Cloak -0.0872373 0.0723489 -1.206 0.227900
## NameWormadam Trash Cloak -0.0872373 0.0723489 -1.206 0.227900
## NameWyrdeer -0.5515398 0.0836088 -6.597 4.20e-11 ***
## NameXatu 0.3435856 0.1126188 3.051 0.002282 **
## NameYamask Galarian Yamask -0.6310921 0.0652777 -9.668 < 2e-16 ***
## NameYanma 0.1360747 0.1116194 1.219 0.222808
## NameYanmega 0.0290764 0.0618788 0.470 0.638431
## NameYveltal -0.0389563 0.0535922 -0.727 0.467285
## NameZacian Crowned Sword -0.2485128 0.0787049 -3.158 0.001591 **
## NameZamazenta Crowned Shield -0.2499078 0.0788861 -3.168 0.001535 **
## NameZapdos 0.5999158 0.1175350 5.104 3.32e-07 ***
## NameZapdos Galarian Zapdos 0.5999158 0.1175350 5.104 3.32e-07 ***
## NameZarude -0.4096385 0.0810948 -5.051 4.39e-07 ***
## NameZekrom 0.0628783 0.0485336 1.296 0.195127
## NameZigzagoon Galarian Zigzagoon -0.4470827 0.1062358 -4.208 2.57e-05 ***
## NameZoroark Hisuian Zoroark -0.1229692 0.0536599 -2.292 0.021926 *
## NameZorua Hisuian Zorua -0.5568923 0.0628743 -8.857 < 2e-16 ***
## NameZubat -0.1167746 0.1474626 -0.792 0.428423
## NameZweilous -0.4050098 0.0569031 -7.118 1.10e-12 ***
## NameZygarde 10% Forme -0.3762355 0.0589071 -6.387 1.69e-10 ***
## NameZygarde 50% Forme -0.1655144 0.0554896 -2.983 0.002856 **
## NameZygarde Complete Forme NA NA NA NA
## HP NA NA NA NA
## Attack NA NA NA NA
## Defense NA NA NA NA
## SpAtk NA NA NA NA
## SpDef NA NA NA NA
## Speed NA NA NA NA
## Type1Dark NA NA NA NA
## Type1Dragon NA NA NA NA
## Type1Electric NA NA NA NA
## Type1Fairy NA NA NA NA
## Type1Fighting NA NA NA NA
## Type1Fire NA NA NA NA
## Type1Flying NA NA NA NA
## Type1Ghost NA NA NA NA
## Type1Grass NA NA NA NA
## Type1Ground NA NA NA NA
## Type1Ice NA NA NA NA
## Type1Normal NA NA NA NA
## Type1Poison NA NA NA NA
## Type1Psychic NA NA NA NA
## Type1Rock NA NA NA NA
## Type1Steel NA NA NA NA
## Type1Water NA NA NA NA
## Type2Dark NA NA NA NA
## Type2Dragon NA NA NA NA
## Type2Electric NA NA NA NA
## Type2Fairy NA NA NA NA
## Type2Fighting NA NA NA NA
## Type2Fire NA NA NA NA
## Type2Flying NA NA NA NA
## Type2Ghost NA NA NA NA
## Type2Grass NA NA NA NA
## Type2Ground NA NA NA NA
## Type2Ice NA NA NA NA
## Type2Normal NA NA NA NA
## Type2Poison NA NA NA NA
## Type2Psychic NA NA NA NA
## Type2Rock NA NA NA NA
## Type2Steel NA NA NA NA
## Type2Water NA NA NA NA
## Height NA NA NA NA
## Weight NA NA NA NA
## BaseNameAegislash NA NA NA NA
## BaseNameAerodactyl NA NA NA NA
## BaseNameAggron NA NA NA NA
## BaseNameAltaria NA NA NA NA
## BaseNameAmaura NA NA NA NA
## BaseNameAmoonguss NA NA NA NA
## BaseNameAmpharos NA NA NA NA
## BaseNameAnnihilape NA NA NA NA
## BaseNameAnorith NA NA NA NA
## BaseNameAppletun NA NA NA NA
## BaseNameApplin NA NA NA NA
## BaseNameAraquanid NA NA NA NA
## BaseNameArboliva NA NA NA NA
## BaseNameArcanine NA NA NA NA
## BaseNameArchen NA NA NA NA
## BaseNameArcheops NA NA NA NA
## BaseNameArctibax NA NA NA NA
## BaseNameArctovish NA NA NA NA
## BaseNameArctozolt NA NA NA NA
## BaseNameAriados NA NA NA NA
## BaseNameArmaldo NA NA NA NA
## BaseNameArmarouge NA NA NA NA
## BaseNameAron NA NA NA NA
## BaseNameArticuno NA NA NA NA
## BaseNameAudino NA NA NA NA
## BaseNameAurorus NA NA NA NA
## BaseNameAvalugg NA NA NA NA
## BaseNameAzumarill NA NA NA NA
## BaseNameAzurill NA NA NA NA
## BaseNameBaltoy NA NA NA NA
## BaseNameBarbaracle NA NA NA NA
## BaseNameBarboach NA NA NA NA
## BaseNameBasculegion NA NA NA NA
## BaseNameBastiodon NA NA NA NA
## BaseNameBaxcalibur NA NA NA NA
## BaseNameBeautifly NA NA NA NA
## BaseNameBeedrill NA NA NA NA
## BaseNameBeldum NA NA NA NA
## BaseNameBellsprout NA NA NA NA
## BaseNameBewear NA NA NA NA
## BaseNameBibarel NA NA NA NA
## BaseNameBinacle NA NA NA NA
## BaseNameBisharp NA NA NA NA
## BaseNameBlacephalon NA NA NA NA
## BaseNameBlaziken NA NA NA NA
## BaseNameBombirdier NA NA NA NA
## BaseNameBrambleghast NA NA NA NA
## BaseNameBramblin NA NA NA NA
## BaseNameBraviary NA NA NA NA
## BaseNameBreloom NA NA NA NA
## BaseNameBronzong NA NA NA NA
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## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 1.9834e+04 on 650 degrees of freedom
## Residual deviance: 2.3754e-12 on 0 degrees of freedom
## (543 observations deleted due to missingness)
## AIC: 6477.2
##
## Number of Fisher Scoring iterations: 2Generalized Linear Model (GLM) Results
Model Overview
- Dependent Variable: Total Stats
- Model: GLM with Poisson distribution
- Observations: 1,194
Key Findings
- In our model, there are specific values, called coefficients, for each Pokémon type and for other stats like HP, Attack, Defense, etc. These coefficients tell us how much each factor (like Pokémon type or HP) affects the Total Stats.
- Significance:
- When we look at the coefficients, we see that certain Pokémon types have statistically significant values. This means these types really do have an effect on Total Stats.
- Take Electric and Fire types as examples: they have positive coefficients. This tells us that, compared to a baseline type, Pokémon of these types tend to have higher Total Stats.
Interpretation
- The GLM analysis provides insights into the influence of different Pokémon types and individual stats on Total Stats. It shows that types like Electric and Fire are positively associated with higher Total Stats, indicating that Pokémon of these types are generally stronger. In contrast, some types, such as Psychic, do not show a significant impact on Total Stats. This statistical significance of certain types like Electric and Fire highlights their importance in determining a Pokémon’s overall strength and effectiveness.
Insights and Significance
- Knowing how different Pokémon types and their stats relate to overall strength is really useful for players picking Pokémon for competitive battles. It helps them choose based on how strong and capable each type is, making their team more effective.
Practical Application
- This analysis can be used to develop game strategies, like selecting a team with a balanced set of abilities or focusing on specific types for certain battle scenarios.
Practical Scenarios and Recommendations
Introduction
This analysis offers crucial insights for competitive Pokémon gameplay, focusing on Pokémon types, physical characteristics, evolution, and the distinction between Legendary and Non-Legendary Pokémon. These insights are aimed at enhancing team building, battle tactics, and overall gameplay.
Team Building Strategy
Use Electric and Fire Pokémon for Strong Teams:
- Electric and Fire Pokémon usually have high overall stats.
- Add both types to your team. They’re good for attack and defense, making your team strong in fights.
Choose Big Pokémon for Lasting Longer in Battles:
- Big Pokémon often have more health and better defense.
- Pick these for fights that go on for a long time. Their health and defense are very helpful.
Battle Tips
Use Fire Pokémon to Attack:
- Fire Pokémon generally have high attack power.
- They’re great for aggressive fighting and can help you win quickly.
Bring Legendary Pokémon for Important Fights:
- Legendary Pokémon have really high stats in all areas.
- Use them in big battles where they can make a big difference.
Evolution Tips
Think About When to Evolve:
- Evolving changes stats a little and can give new abilities.
- Choose when to evolve based on the new abilities and forms you get, which are important in some fights.
Specific Tips
- For a balanced team, include Electric Pokémon. They’re fast and powerful, good for different types of fights.
- For a team that’s strong in attacking, choose Fire Pokémon. They hit hard, especially against types weak to Fire.
Conclusion
Using these tips in your Pokémon game can really help your strategy and chances of winning. Knowing about the different stats of Pokémon types, sizes, and how they evolve lets you make smart choices. Whether you’re making a team, picking Pokémon for certain fights, or deciding when to evolve, these tips guide you to play better and enjoy the game more.
Project Summary:
Introduction to the Dataset
In this project, I explored a dataset containing various statistics of Pokémon. This included data on their health (HP), attack, defense, special attack, special defense, speed, and types.
Objective
The main goal was to analyze this data to uncover insights that could be valuable for Pokémon game players, particularly in terms of selecting Pokémon for battles and understanding their strengths.
Descriptive Statistics
I started by examining the basic statistics of the Pokémon, like average HP, attack, and speed. This gave me an initial understanding of the overall capabilities and characteristics of the Pokémon in the dataset.
Statistical Comparison of Pokémon Types
Our analysis revealed significant differences in combat stats across Pokémon types. Types are a critical factor in determining a Pokémon’s combat capabilities, with certain types excelling in specific stats.
Hypothesis Testing
Next, I conducted a hypothesis test to see if there was a significant difference in the attack strength between Fire and Water type Pokémon. The results showed that Fire type Pokémon indeed have a higher average attack compared to Water types.
Linear Regression Analysis
I then used linear regression to analyze how different stats like HP, Defense, and Speed contribute to a Pokémon’s Total Stats. The analysis revealed that each of these stats contributes equally to the total.
Correlation Between Physical Characteristics and Combat Abilities
Then we found that larger Pokémon (in terms of height and weight) tend to have higher HP, Attack, and Defense, suggesting that size contributes to overall endurance and strength. However, a larger size does not necessarily correlate with higher speed.
Evolution Impact on Stats
Contrary to popular belief, evolution does not lead to drastic changes in combat stats. Our study showed only minor variations, indicating that while evolution changes a Pokémon’s appearance and abilities, it does not significantly enhance their combat effectiveness.
Legendary vs. Non-Legendary Pokémon
Legendary Pokémon are statistically more powerful in all combat stats compared to Non-Legendary Pokémon. This confirms their status as rare and powerful entities within the Pokémon universe.
Confidence Intervals
I also calculated the confidence intervals for the average speed of Electric type Pokémon. This provided a range within which the true average speed is likely to lie, giving a clearer picture of their speed capabilities.
Generalized Linear Model (GLM) Analysis
In a more advanced analysis, I applied a Generalized Linear Model to understand how different Pokémon types influence their Total Stats. This model highlighted that Electric and Fire types, in particular, tend to have higher Total Stats.
Practical Recommendations
Based on these findings, I formulated some practical recommendations for Pokémon players. These included strategies for selecting Pokémon for their teams, considering types with higher attack or overall stats for competitive advantages.
Conclusion
This project provided valuable insights into the Pokémon universe, backed by thorough statistical analysis. The findings offer strategic advantages for players, enhancing their understanding and approach to Pokémon battles. While this analysis was specific to the dataset at hand, it demonstrates the power and applicability of statistical methods in diverse contexts.
