- Rainbow six siege operator win rates zip file#
- Rainbow six siege operator win rates code#
- Rainbow six siege operator win rates Ps4#
- Rainbow six siege operator win rates Pc#
Rainbow six siege operator win rates Pc#
Once that's been done, we will remove the platform column because all our data should only involve the PC platform. We have manually already done this with the Objectives dataset, now we just have to filter through the Operators dataset.
Rainbow six siege operator win rates Ps4#
Now we read in both CSV files using Pandas, with the ' ' separator.Īs PC players, we we want to only look at data with PC (no PS4 or Xbox One) as the platform.
Rainbow six siege operator win rates zip file#
The ZIP file for both datasets can be found here.
You could do this yourself, but we have already gone ahead and modified it for you. On the other hand, the Operators dataset was fine. Additionally, when we tried to initially read in the downloaded Objectives CSV, pandas raised errors and had issues with the 'ñ' character present in every row in the "gamemode" column, so we changed every instance of 'ñ' to '.' with a text editor. The Objectives dataset was huge, so to have a more manageably sized dataframe we grabbed approximately the first million lines and verified the platform was PC for each entry (a bit on this later).
Rainbow six siege operator win rates code#
Each dataset comes in the form of a CSV (Comma Separated Value) file.īefore running the code to read in the Objectives file, we had to preprocess the data using Excel and any text editor. The two datasets we will be using are found at the bottom of the data release mentioned earlier (Operator Loadouts Data and Objectives Data). We make use of Python 3 along with a few imported libraries: pandas, numpy, matplotlib, scikit-learn, seaborn, and more. For experienced players, we hope to show interesting unknown statistics and maybe even give them new things to try when they play. For readers unfamiliar with this game, we hope this analysis will make them interested in trying out Rainbow Six Siege and provide some evidence on which operators are best to pick starting out as a new player. These range from being able to heal teammates to setting up traps around the map. Operators are fundamentally different since each operator has a unique gadget or ability for use in each round. In this tutorial, our goal is to tidy the in-game data given to us, provide valuable insight into which operators are the most successful in terms of win rate/kill-death ratio, and predict these win/kill-death ratios when a certain character is chosen in different situations. Given the interesting statistics they were able to find, the Development Team decided to release some in-game data as a way to allow members of the community to conduct some of their own data analyses.
Along with this data release, he revealed that analysts at Ubisoft work with several different teams and play an important role in the overall development of the game. On June 27, 2017, a Game Intelligence Analyst on the Ubisoft R6S Development Team released datasets covering various metrics from in-game data. Players currently can choose from 68 maps, 36 unique operators, and several loadouts (primary weapon, secondary weapon, etc.) to use. Each game consists of best of 5 or 7 rounds played in a random map used for all rounds, with each round ending if the Attackers objective is completed within a timeframe, time runs out, or all members of one side are eliminated.
Attackers are assigned a goal depending on the game mode, which ranges from extracting a hostage from a building or planting/detonating a bomb in a building. The premise of the game is simple: each game consists of two teams of 5 players, with one team labeled as the Attackers and one as the Defenders. Released in December 2015, Siege only recently gained popularity and boasts 2.3 million players daily with over 25 million registered users. Rainbow Six Siege (R6S) is a MMORTG (Massively Multiplayer Online Real Time Strategy) first-person shooter game developed by Ubisoft. Predicting the Chance of Winning in Rainbow Six Siege