{"id":20359398,"url":"https://github.com/saidsef/ff18","last_synced_at":"2026-05-29T21:31:22.817Z","repository":{"id":91461584,"uuid":"137846566","full_name":"saidsef/ff18","owner":"saidsef","description":"A complete catalog of all the players in Fifa 2018 and their complete statistics","archived":false,"fork":false,"pushed_at":"2020-09-19T15:11:30.000Z","size":45793,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-04T18:19:31.255Z","etag":null,"topics":["data-analysis","data-visualization","fifa18","machine-learning","machine-learning-algorithms","world-cup-2018","world-cup-ranking"],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/saidsef.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null},"funding":{"custom":["https://revolut.me/saidsef"]}},"created_at":"2018-06-19T05:59:19.000Z","updated_at":"2024-05-24T20:02:27.000Z","dependencies_parsed_at":null,"dependency_job_id":"b80ae736-f2b7-40c6-a7b7-e30d7213bdb0","html_url":"https://github.com/saidsef/ff18","commit_stats":null,"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"purl":"pkg:github/saidsef/ff18","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saidsef%2Fff18","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saidsef%2Fff18/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saidsef%2Fff18/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saidsef%2Fff18/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/saidsef","download_url":"https://codeload.github.com/saidsef/ff18/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/saidsef%2Fff18/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":27445270,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-12-02T02:00:06.387Z","response_time":54,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-analysis","data-visualization","fifa18","machine-learning","machine-learning-algorithms","world-cup-2018","world-cup-ranking"],"created_at":"2024-11-14T23:33:45.316Z","updated_at":"2025-12-02T04:03:08.338Z","avatar_url":"https://github.com/saidsef.png","language":"Jupyter Notebook","funding_links":["https://revolut.me/saidsef"],"categories":[],"sub_categories":[],"readme":"# FF18 - FIFA 2018 World Cup\n\nOriginal idea is from this [GitHub Repo](https://github.com/amanthedorkknight/fifa18-all-player-statistics). \nI did an in-depth analysis and visualization on the FIFA 2018 dataset. The end goal is to predict the best possible top 10 international squad at the upcoming World Cup. \n\n## Data Source\n\nThe data is scraped from the website [SOFIFA](https://sofifa.com) by extracting the Player personal data and Player Ids and then the playing and style statistics.\n\n## Data Features and Labels\n\n\u003ctable\u003e\n  \u003cthead\u003e\n    \u003ctr style=\\text-align: right;\\\u003e\n      \u003cth\u003e\u003c/th\u003e\n      \u003cth\u003e0\u003c/th\u003e\n    \u003c/tr\u003e\n  \u003c/thead\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003cth\u003eUnnamed: 0\u003c/th\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eUnnamed: 0_x\u003c/th\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eID_x\u003c/th\u003e\n      \u003ctd\u003e158023\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eName\u003c/th\u003e\n      \u003ctd\u003eL. Messi\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eAge\u003c/th\u003e\n      \u003ctd\u003e30\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003ePhoto\u003c/th\u003e\n      \u003ctd\u003ehttps://cdn.sofifa.org/sm/18/players/158023.png\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eNationality\u003c/th\u003e\n      \u003ctd\u003eArgentina\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eFlag\u003c/th\u003e\n      \u003ctd\u003ehttps://cdn.sofifa.org/flags/52.png\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eOverall\u003c/th\u003e\n      \u003ctd\u003e94\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003ePotential\u003c/th\u003e\n      \u003ctd\u003e94\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eClub\u003c/th\u003e\n      \u003ctd\u003eFC Barcelona\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eClub Logo\u003c/th\u003e\n      \u003ctd\u003ehttps://cdn.sofifa.org/xs/18/teams/241.png\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eValue\u003c/th\u003e\n      \u003ctd\u003e€118.5M\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eWage\u003c/th\u003e\n      \u003ctd\u003e€565K\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eSpecial\u003c/th\u003e\n      \u003ctd\u003e2161\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003ePosition\u003c/th\u003e\n      \u003ctd\u003eCF|ST|RW\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eUnnamed: 0_y\u003c/th\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eAcceleration\u003c/th\u003e\n      \u003ctd\u003e92\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eAggression\u003c/th\u003e\n      \u003ctd\u003e48\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eAgility\u003c/th\u003e\n      \u003ctd\u003e90\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eBalance\u003c/th\u003e\n      \u003ctd\u003e95\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eBall Control\u003c/th\u003e\n      \u003ctd\u003e96\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eComposure\u003c/th\u003e\n      \u003ctd\u003e97\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eCrossing\u003c/th\u003e\n      \u003ctd\u003e77\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eCurve\u003c/th\u003e\n      \u003ctd\u003e90\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eDribbling\u003c/th\u003e\n      \u003ctd\u003e97\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eFK Accuracy\u003c/th\u003e\n      \u003ctd\u003e92\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eFinishing\u003c/th\u003e\n      \u003ctd\u003e95\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eGK Diving\u003c/th\u003e\n      \u003ctd\u003e6\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eGK Handling\u003c/th\u003e\n      \u003ctd\u003e11\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eGK Kicking\u003c/th\u003e\n      \u003ctd\u003e15\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eGK Positioning\u003c/th\u003e\n      \u003ctd\u003e14\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eGK Reflexes\u003c/th\u003e\n      \u003ctd\u003e8\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eHeading Accuracy\u003c/th\u003e\n      \u003ctd\u003e71\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eID_y\u003c/th\u003e\n      \u003ctd\u003e158023\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eInterceptions\u003c/th\u003e\n      \u003ctd\u003e22\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eJumping\u003c/th\u003e\n      \u003ctd\u003e67\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eLong Passing\u003c/th\u003e\n      \u003ctd\u003e87\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eLong Shots\u003c/th\u003e\n      \u003ctd\u003e88\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003eMarking\u003c/th\u003e\n      \u003ctd\u003e13\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003ePenalties\u003c/th\u003e\n      \u003ctd\u003e75\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003ePositioning\u003c/th\u003e\n      \u003ctd\u003e93\u003c/td\u003e\n    \u003c/tr\u003e\n    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