An option is a derivative, a contract that gives the buyer the right, but not the obligation, to buy or sell the underlying asset by a certain date (expiration date) at a specified price (strike price).
There are two types of options: calls and puts. Traders can construct option strategies ranging from buying or selling a single option to very complex ones that involve multiple simultaneous option positions.
Option payoff diagrams are profit and loss charts that show the risk/reward profile of an option or combination of options. …
Mplfinance is a dedicated data visulization package from matlplotlib for visualizing financial data.
Mplfinance enable visualization of financial data in the form of different types of charts- Candlestick chart, Renko Chart, OHLC chart, Point and Figure chart etc. with very few lines of code.
Mplfinance also facilitates superimposing moving averages on top of charts for decision making by technical analysts.
Typical market data includes OHLCV(Open High Low Close Volume) data. The data can be obtained by using the sites of stock exchanges, financial publications, APIs, web-scrapping etc.
Mplfinace package can be used to plot any dataframe provided the following conditions…
In this article, we scout for the best alternative for the injured Reds defender Virgil Van Dijk.
The steps involved in the process is as follows:
Data Collection:
All relevant player stats are collected from fbref.com
KPI Generation:
Key Performance indicators are created for evaluation of players
Data Wrangling:
Data cleansing and feature engineering are performed
Finding the Players most Similar to VVD:
Players with KPIs similar to VVD can be found using proximity measures
Conclusion:
Commenting on the findings of the excercise
Virgil van Dijk is arguably the most important player for the Reds. Since his arrival at Anfield…
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xG xPlained!
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EPL Analysis and GW 25 Prediction EPL Analysis and GW 24 Prediction EPL Analysis and Gameweek 23 Prediction EPL Analysis and Gameweek 22 Prediction EPL Analysis and…
This is an article on my EPL Prediction series. You can check out the prediction for Game Week 31 and how it fared against the actual performance here.
Expected Goals or xG is the parameter used for prediction. If you are interested in understanding the algorithm for prediction, I recommend that you check out this article where it is explained in detail.
In Game-week 31, Leeds United ended Man City’s 24 match unbeaten run in the League despite Cooper receiving an early red card. Man City is still at the top of the table with 74 points.They …
This is an article on my EPL Prediction series. You can check out the prediction for Game Week 30 and how it fared against the actual performance here.
Expected Goals or xG is the parameter used for prediction. If you are interested in understanding the algorithm for prediction, I recommend that you check out this article where it is explained in detail.
After Game-week 30 Man City is on top of the table with 74 points,14 points clear of their city rivals. Manchester United is in the second position with 60 points. Leicester City who lost their home match vs…
There are thousands for football fans who are also interested in data analytics. Twitter, YouTube, Medium etc. explodes with state of the art analysis of matches and teams after every match. While it is easy to get quantitative data for matches, players or seasons etc. Getting the event data and doing analysis with event data is a completely different.
Event data can be considered as a back up of the entire game, it records every move on the pitch during the match. …
This is an article on my EPL Prediction series. You can check out the prediction for Game Week 29 and how it fared against the actual performance here.
Expected Goals or xG is the parameter used for prediction. If you are interested in understanding the algorithm for prediction, I recommend that you check out this article where it is explained in detail.
Game-week 29, featured only 4 games with 12 teams having no fixtures. All top for teams blanked in the game-week, however, the top 4 positions remains unchanged after GW29.
After Game-week 29 Man City is on top of…
This is an article on my EPL Prediction series. You can check out the prediction for Game Week 28 and how it fared against the actual performance here.
Expected Goals or xG is the parameter used for prediction. If you are interested in understanding the algorithm for prediction, I recommend that you check out this article where it is explained in detail.
Gameweek 28 did not offer any surprises at the top and bottom 3 in the table. Top 3 teams won their matches whereas the teams in the relegation zone lost their matches. After Gameweek 28 Man City is…
This is an article on my EPL Prediction series. You can check out the prediction for Game Week 26 and how it fared against the actual performance here.
The predictions for the latest Game Week is below
Expected Goals or xG is the parameter used for prediction. If you are interested in understanding the algorithm for prediction, I recommend that you check out this article where it is explained in detail.
The Premier League seems to be very interesting at the moment. As Klopp said, it appears that City is running away with the title. However the competition is very…
Carpe Diem!