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"markdown": "[Skip to content](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML#start-of-content)\n\nYou signed in with another tab or window. [Reload](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML) to refresh your session.You signed out in another tab or window. [Reload](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML) to refresh your session.You switched accounts on another tab or window. [Reload](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML) to refresh your session.Dismiss alert\n\n{{ message }}\n\n[prathamSharma25](https://github.com/prathamSharma25)/ **[Lionel-Messi-Career-Analysis-EDA-ML](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML)** Public\n\n- [Notifications](https://github.com/login?return_to=%2FprathamSharma25%2FLionel-Messi-Career-Analysis-EDA-ML) You must be signed in to change notification settings\n- [Fork\\\\\n1](https://github.com/login?return_to=%2FprathamSharma25%2FLionel-Messi-Career-Analysis-EDA-ML)\n- [Star\\\\\n4](https://github.com/login?return_to=%2FprathamSharma25%2FLionel-Messi-Career-Analysis-EDA-ML)\n\n\nmain\n\n[**1** Branch](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/branches) [**0** Tags](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/tags)\n\n[Go to Branches page](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/branches)[Go to Tags page](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/tags)\n\nGo to file\n\nCode\n\nOpen more actions menu\n\n## Folders and files\n\n| Name | Name | Last commit message | Last commit date |\n| --- | --- | --- | --- |\n| ## Latest commit<br>[](https://github.com/prathamSharma25)[prathamSharma25](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commits?author=prathamSharma25)<br>[Update README.md](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commit/37c640dac09ae7a8759433d3980889171c5789d7)<br>4 years agoJan 24, 2022<br>[37c640d](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commit/37c640dac09ae7a8759433d3980889171c5789d7) · 4 years agoJan 24, 2022<br>## History<br>[19 Commits](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commits/main/) <br>Open commit details<br>[View commit history for this file.](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commits/main/) 19 Commits |\n| [Data](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/tree/main/Data \"Data\") | [Data](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/tree/main/Data \"Data\") | [Add files via upload](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commit/9665a61414a175c084b5325a4c0ad6c6a6d365c7 \"Add files via upload\") | 6 years agoNov 29, 2020 |\n| [Images](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/tree/main/Images \"Images\") | [Images](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/tree/main/Images \"Images\") | [Delete placeholder](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commit/6f43a87226667cd42e06e9c8c1570c99aa86caa8 \"Delete placeholder\") | 6 years agoDec 27, 2020 |\n| [Lionel-Messi-Career-Analysis.ipynb](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/blob/main/Lionel-Messi-Career-Analysis.ipynb \"Lionel-Messi-Career-Analysis.ipynb\") | [Lionel-Messi-Career-Analysis.ipynb](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/blob/main/Lionel-Messi-Career-Analysis.ipynb \"Lionel-Messi-Career-Analysis.ipynb\") | [Add files via upload](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commit/74f17a99718ccb80943c85cfbe3b3ecd8e63ccfc \"Add files via upload\") | 6 years agoDec 27, 2020 |\n| [README.md](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/blob/main/README.md \"README.md\") | [README.md](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/blob/main/README.md \"README.md\") | [Update README.md](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/commit/37c640dac09ae7a8759433d3980889171c5789d7 \"Update README.md\") | 4 years agoJan 24, 2022 |\n| View all files |\n\n## Repository files navigation\n\n# Lionel Messi Career Analysis\n\n[Permalink: Lionel Messi Career Analysis](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML#lionel-messi-career-analysis)\n\nThis Data Science project consists of an Exploratory Data Analysis of football events dataset and other football related datasets to analyze the footballing career of Lionel Messi at FC Barcelona based on various crucial statistics. The project also involves a logistic regression model to predict expected goals for players. Finally, the project also aims to explore future prospects for Lionel Messi.\n\nIt has recently become quite clear that Leo is dissatisfied at FCB and has also expressed a desire to transfer to another club. With this news in mind, I deceided to carry out a data science project to analyse and take a look at La Pulga's FC Barcelona career through numbers and statistics. Through this Data Science project, I will be analysing a number of football datasets available to get a deeper insight into Lionel Messi's footballing career at FC Barcelona.\n\nThe datasets used in this project are described below:\n\n1. Football Events dataset (events.csv): The dataset provides a granular view of 9,074 games, totaling 941,009 events from the biggest 5 European football leagues: Bundesliga (Germany), La Liga (Spain), Ligue 1 (France), Premier League (England) and Serie A (Italy) from the 2011/2012 season to the 2016/2017 season. This dataset can be found [here](https://www.kaggle.com/secareanualin/football-events).\n2. General Information dataset (ginf.csv): The ginf dataset contains general information and metadata about each game in the events dataset. I have used this dataset along with the events dataset loaded above to get more information to describe each game in the football events dataset.\n3. Bundesliga Points dataset (bundesliga\\_points.csv): This dataset contains information about points for each team in Bundesliga from 2004-2018.\n4. La Liga Points dataset (laliga\\_points.csv): This dataset contains information about points for each team in La Liga from 2004-2018.\n5. Ligue 1 Points dataset (ligue1\\_points.csv): This dataset contains information about points for each team in Ligue 1 from 2004-2018.\n6. Premier League Points dataset (premierleague\\_points.csv): This dataset contains information about points for each team in Premier League from 2004-2018.\n7. Serie A Points dataset (seriea\\_points.csv): This dataset contains information about points for each team in Serie A from 2004-2018.\n\nFor Exploratoty Data Analysis, I have computed various crucial statistics for footballers, especially strokers and forwards, such as average Goals per Game (GPG), penalty efficiency, assists and partnerships etc. Based on these statistics, we will be able to look at Lionel Messi's career at FC Barcelona in numbers.\n\nFurther, I have utilised a Logistic Regression model in order to predict the probability of an attempt at goal (describesd in the football events dataset) ending up in the back of the net. Summing up the probability values for each attempt will give us the value for expected goals for players. Using an expected goals model, we can see if a player is performed better than or worse than expected in terms of goal-scoring.\n\nFinally, I have given my own verdict of which club would be the next best destination for Lionel Messi in case of a departure from FC Barcelona. To do this, I have analyzed each of Europe's top 5 leagues (Germany, Spain, France, England and Italy) and compared it with LA Liga, where Lionel Messi has played during all of his career. By comparing and looking at the various stats computed during this project, I have described in which club would Leo fit best and continue his career.\n\nKaggle Notebook: [https://www.kaggle.com/prathamsharma123/lionel-messi-career-analysis](https://www.kaggle.com/prathamsharma123/lionel-messi-career-analysis)\n\nKaggle Dataset: [https://www.kaggle.com/prathamsharma123/comprehensive-football-dataset](https://www.kaggle.com/prathamsharma123/comprehensive-football-dataset)\n\n* * *\n\nPratham Sharma\n\nStudent at Vellore Institute of Technology, Vellore, Tamil Nadu, India\n\nReach out to me: [prathams2425@gmail.com](mailto:prathams2425@gmail.com)\n\nLinkedIn profile: [https://www.linkedin.com/in/prathamSharma25/](https://www.linkedin.com/in/prathamSharma25/)\n\nKaggle profile: [https://www.kaggle.com/prathamsharma123](https://www.kaggle.com/prathamsharma123)\n\n## About\n\nThis Data Science project consists of an Exploratory Data Analysis (EDA) of football events dataset and other football related datasets to analyze the footballing career of Lionel Messi at FC Barcelona based on various crucial statistics. The project also involves a logistic regression model to predict expected goals for players. Finally, the pr…\n\n\n### Topics\n\n[machine-learning](https://github.com/topics/machine-learning \"Topic: machine-learning\") [exploratory-data-analysis](https://github.com/topics/exploratory-data-analysis \"Topic: exploratory-data-analysis\") [jupyter-notebook](https://github.com/topics/jupyter-notebook \"Topic: jupyter-notebook\") [logistic-regression](https://github.com/topics/logistic-regression \"Topic: logistic-regression\") [football](https://github.com/topics/football \"Topic: football\") [fc-barcelona](https://github.com/topics/fc-barcelona \"Topic: fc-barcelona\") [lionel-messi](https://github.com/topics/lionel-messi \"Topic: lionel-messi\") [football-events-dataset](https://github.com/topics/football-events-dataset \"Topic: football-events-dataset\")\n\n### Resources\n\n[Readme](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML#readme-ov-file)\n\n### Uh oh!\n\nThere was an error while loading. [Please reload this page](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML).\n\n[Activity](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/activity)\n\n### Stars\n\n[**4**\\\\\nstars](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/stargazers)\n\n### Watchers\n\n[**1**\\\\\nwatching](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/watchers)\n\n### Forks\n\n[**1**\\\\\nfork](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/forks)\n\n[Report repository](https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FprathamSharma25%2FLionel-Messi-Career-Analysis-EDA-ML&report=prathamSharma25+%28user%29)\n\n## [Releases](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/releases)\n\nNo releases published\n\n## [Packages\\ 0](https://github.com/users/prathamSharma25/packages?repo_name=Lionel-Messi-Career-Analysis-EDA-ML)\n\nNo packages published\n\n## [Contributors\\ 1](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/graphs/contributors)\n\n- [](https://github.com/prathamSharma25)[**prathamSharma25** Pratham Sharma](https://github.com/prathamSharma25)\n\n## Languages\n\n- [Jupyter Notebook100.0%](https://github.com/prathamSharma25/Lionel-Messi-Career-Analysis-EDA-ML/search?l=jupyter-notebook)\n\nYou can’t perform that action at this time.",
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"markdown": "[Skip to content](https://github.com/VanesaBordanaro/leomessi#start-of-content)\n\nYou signed in with another tab or window. [Reload](https://github.com/VanesaBordanaro/leomessi) to refresh your session.You signed out in another tab or window. [Reload](https://github.com/VanesaBordanaro/leomessi) to refresh your session.You switched accounts on another tab or window. [Reload](https://github.com/VanesaBordanaro/leomessi) to refresh your session.Dismiss alert\n\n{{ message }}\n\n[VanesaBordanaro](https://github.com/VanesaBordanaro)/ **[leomessi](https://github.com/VanesaBordanaro/leomessi)** Public\n\n- [Notifications](https://github.com/login?return_to=%2FVanesaBordanaro%2Fleomessi) You must be signed in to change notification settings\n- [Fork\\\\\n1](https://github.com/login?return_to=%2FVanesaBordanaro%2Fleomessi)\n- [Star\\\\\n1](https://github.com/login?return_to=%2FVanesaBordanaro%2Fleomessi)\n\n\nmain\n\n[**1** Branch](https://github.com/VanesaBordanaro/leomessi/branches) [**0** Tags](https://github.com/VanesaBordanaro/leomessi/tags)\n\n[Go to Branches page](https://github.com/VanesaBordanaro/leomessi/branches)[Go to Tags page](https://github.com/VanesaBordanaro/leomessi/tags)\n\nGo to file\n\nCode\n\nOpen more actions menu\n\n## Folders and files\n\n| Name | Name | Last commit message | Last commit date |\n| --- | --- | --- | --- |\n| ## Latest commit<br>[](https://github.com/VanesaBordanaro)[VanesaBordanaro](https://github.com/VanesaBordanaro/leomessi/commits?author=VanesaBordanaro)<br>[Update README.md](https://github.com/VanesaBordanaro/leomessi/commit/a9515b0ed60c6f4c6d21c8dd5816c65f246d72fd)<br>3 years agoMar 1, 2023<br>[a9515b0](https://github.com/VanesaBordanaro/leomessi/commit/a9515b0ed60c6f4c6d21c8dd5816c65f246d72fd) · 3 years agoMar 1, 2023<br>## History<br>[4 Commits](https://github.com/VanesaBordanaro/leomessi/commits/main/) <br>Open commit details<br>[View commit history for this file.](https://github.com/VanesaBordanaro/leomessi/commits/main/) 4 Commits |\n| [README.md](https://github.com/VanesaBordanaro/leomessi/blob/main/README.md \"README.md\") | [README.md](https://github.com/VanesaBordanaro/leomessi/blob/main/README.md \"README.md\") | [Update README.md](https://github.com/VanesaBordanaro/leomessi/commit/a9515b0ed60c6f4c6d21c8dd5816c65f246d72fd \"Update README.md\") | 3 years agoMar 1, 2023 |\n| [header.jpg](https://github.com/VanesaBordanaro/leomessi/blob/main/header.jpg \"header.jpg\") | [header.jpg](https://github.com/VanesaBordanaro/leomessi/blob/main/header.jpg \"header.jpg\") | [Add files via upload](https://github.com/VanesaBordanaro/leomessi/commit/4ca818b7bc3679b7486645f35b5e34bf6f4eba22 \"Add files via upload\") | 3 years agoMar 1, 2023 |\n| [index.html](https://github.com/VanesaBordanaro/leomessi/blob/main/index.html \"index.html\") | [index.html](https://github.com/VanesaBordanaro/leomessi/blob/main/index.html \"index.html\") | [Add files via upload](https://github.com/VanesaBordanaro/leomessi/commit/4ca818b7bc3679b7486645f35b5e34bf6f4eba22 \"Add files via upload\") | 3 years agoMar 1, 2023 |\n| [styles.css](https://github.com/VanesaBordanaro/leomessi/blob/main/styles.css \"styles.css\") | [styles.css](https://github.com/VanesaBordanaro/leomessi/blob/main/styles.css \"styles.css\") | [Add files via upload](https://github.com/VanesaBordanaro/leomessi/commit/4ca818b7bc3679b7486645f35b5e34bf6f4eba22 \"Add files via upload\") | 3 years agoMar 1, 2023 |\n| View all files |\n\n## Repository files navigation\n\n[](https://github.com/VanesaBordanaro/leomessi)\n\n# leomessi\n\n[Permalink: leomessi](https://github.com/VanesaBordanaro/leomessi#leomessi)\n\nA tribute page for Leo Messi - Responsive Web Design Project - freeCodeCamp.\n\nYou can use HTML and CSS to complete this project.\n\nINSTRUCTIONS:\n\nUser Story #1: My tribute page should have an element with a corresponding id=\"main\", which contains all other elements.\n\nUser Story #2: I should see an element with a corresponding id=\"title\", which contains a string (i.e. text) that describes the subject of the tribute page (e.g. \"Dr. Norman Borlaug\").\n\nUser Story #3: I should see either a figure or a div element with a corresponding id=\"img-div\".\n\nUser Story #4: Within the img-div element, I should see an img element with a corresponding id=\"image\".\n\nUser Story #5: Within the img-div element, I should see an element with a corresponding id=\"img-caption\" that contains textual content describing the image shown in img-div.\n\nUser Story #6: I should see an element with a corresponding id=\"tribute-info\", which contains textual content describing the subject of the tribute page.\n\nUser Story #7: I should see an a element with a corresponding id=\"tribute-link\", which links to an outside site that contains additional information about the subject of the tribute page. HINT: You must give your element an attribute of target and set it to \\_blank in order for your link to open in a new tab (i.e. target=\"\\_blank\").\n\nUser Story #8: The img element should responsively resize, relative to the width of its parent element, without exceeding its original size.\n\nUser Story #9: The img element should be centered within its parent element.\n\nYou can find Responsive Web Design Certification [here](https://www.freecodecamp.org/learn/responsive-web-design/).\n\n## About\n\nA tribute page for Leo Messi - Responsive Web Design Project - freeCodeCamp.\n\n\n[vanesabordanaro.github.io/leomessi/](https://vanesabordanaro.github.io/leomessi/ \"https://vanesabordanaro.github.io/leomessi/\")\n\n### Topics\n\n[css](https://github.com/topics/css \"Topic: css\") [html](https://github.com/topics/html \"Topic: html\") [website](https://github.com/topics/website \"Topic: website\") [programming](https://github.com/topics/programming \"Topic: programming\")\n\n### Resources\n\n[Readme](https://github.com/VanesaBordanaro/leomessi#readme-ov-file)\n\n### Uh oh!\n\nThere was an error while loading. [Please reload this page](https://github.com/VanesaBordanaro/leomessi).\n\n[Activity](https://github.com/VanesaBordanaro/leomessi/activity)\n\n### Stars\n\n[**1**\\\\\nstar](https://github.com/VanesaBordanaro/leomessi/stargazers)\n\n### Watchers\n\n[**1**\\\\\nwatching](https://github.com/VanesaBordanaro/leomessi/watchers)\n\n### Forks\n\n[**1**\\\\\nfork](https://github.com/VanesaBordanaro/leomessi/forks)\n\n[Report repository](https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FVanesaBordanaro%2Fleomessi&report=VanesaBordanaro+%28user%29)\n\n## [Releases](https://github.com/VanesaBordanaro/leomessi/releases)\n\nNo releases published\n\n## [Packages\\ 0](https://github.com/users/VanesaBordanaro/packages?repo_name=leomessi)\n\nNo packages published\n\n## [Contributors\\ 1](https://github.com/VanesaBordanaro/leomessi/graphs/contributors)\n\n- [](https://github.com/VanesaBordanaro)[**VanesaBordanaro** Vanesa Bordanaro](https://github.com/VanesaBordanaro)\n\n## Languages\n\n- [HTML81.1%](https://github.com/VanesaBordanaro/leomessi/search?l=html)\n- [CSS18.9%](https://github.com/VanesaBordanaro/leomessi/search?l=css)\n\nYou can’t perform that action at this time.",
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