weapons = dataframe = 'Weapon'] shileds = dataframe = 'Shield'] bows = dataframe = 'Bow'] Concepts used for the Analysisīefore getting into details of the analysis, I will introduce some terms and concepts that we will be using for our analysis. Now, I separately store weapons, shields and bows as follows. I removed the Bow of Light from the dataset as this weapon becomes available only after defeating Calamity Ganon and when you come to defeat Ganon’s final form, Dark Beat Ganon.

Furthermore, I removed all the types of arrows from the dataset as they did not have any durability or strength values specified. I replaced the unspecified values with 0 or “None” accordingly. Link gets the Master Sword (Source: My Nintendo Switch) The maximum value available was 80 and I have used 200 for its durability as tests (according to a link found here) have shown that on the fully powered up version the Master Sword has nearly 200 strikes before needing to recharge. So I added a value larger than the maximum value present in the dataset for its durability. So we will see that the durability of the Master Sword is not specified. Its durability is infinite as it never breaks. The Master Sword is one of the most powerful weapons found in Zelda BOTW. columns_to_remove = for col in columns_to_remove: dataframe = dataframe.drop(col, axis=1) First of all, I removed all the unnecessary columns and retained the columns name, class, subclass, durability and strength. I had to do a bit of preprocessing to clean the dataset. You can see there are many unnecessary columns and unspecified values. dataframe = pd.read_csv(“Zelda-data.csv”) I have loaded the data into a pandas dataframe using the code given below. import numpy as np import pandas as pd import seaborn as sns import matplotlib.pyplot as plt from itertools import combinations csv format.įor our analysis, we will need the following imports. When I was searching for a dataset of the weapons found in Zelda BOTW, I came across a Reddit thread titled A complete database + search for BotW where they provide a link to an amazing database of all the weapons, shields, bows, armour, materials and food items. The higher the strength, the more damage you can do to enemies. When you hit an enemy, this amount will be lost from the enemy’s health. Strength (or Attack Power) is the amount of damage you can do to an enemy with one hit. The higher the durability, the more number of times you can use the weapon. the number of times you can hit/shoot an enemy with the weapon. Durabilityĭurability refers to the number of times you can use the weapon, i.e. I have defined these terms with some research and my own experience playing Zelda BOTW.

The weapons found in Zelda BOTW have 2 important features which I have considered for this article. Bows and Arrows Inventory (Source: My Nintendo Switch) Features Used

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