{"id":18853607,"url":"https://github.com/triestpa/cryptocurrency-analysis-python","last_synced_at":"2025-04-07T07:17:30.408Z","repository":{"id":47268841,"uuid":"100158640","full_name":"triestpa/Cryptocurrency-Analysis-Python","owner":"triestpa","description":"Open-Source Tutorial For Analyzing and Visualizing Cryptocurrency Data","archived":false,"fork":false,"pushed_at":"2020-01-11T19:28:31.000Z","size":2856,"stargazers_count":363,"open_issues_count":2,"forks_count":111,"subscribers_count":37,"default_branch":"master","last_synced_at":"2025-03-31T06:05:34.602Z","etag":null,"topics":["bitcoin","cryptocurrency","data-analysis","data-science","data-visualization","ethereum","jupyter-notebook","plotly","python","tutorial"],"latest_commit_sha":null,"homepage":"https://blog.patricktriest.com/analyzing-cryptocurrencies-python/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/triestpa.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2017-08-13T06:33:34.000Z","updated_at":"2025-03-25T14:04:59.000Z","dependencies_parsed_at":"2022-09-02T03:13:00.708Z","dependency_job_id":null,"html_url":"https://github.com/triestpa/Cryptocurrency-Analysis-Python","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/triestpa%2FCryptocurrency-Analysis-Python","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/triestpa%2FCryptocurrency-Analysis-Python/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/triestpa%2FCryptocurrency-Analysis-Python/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/triestpa%2FCryptocurrency-Analysis-Python/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/triestpa","download_url":"https://codeload.github.com/triestpa/Cryptocurrency-Analysis-Python/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247608160,"owners_count":20965953,"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","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":["bitcoin","cryptocurrency","data-analysis","data-science","data-visualization","ethereum","jupyter-notebook","plotly","python","tutorial"],"created_at":"2024-11-08T03:44:58.809Z","updated_at":"2025-04-07T07:17:30.375Z","avatar_url":"https://github.com/triestpa.png","language":"Jupyter Notebook","readme":"# Analyzing Cryptocurrency Markets Using Python\n## A Data-Driven Approach To Cryptocurrency Speculation\n\n*How do Bitcoin markets behave? What are the causes of the sudden spikes and dips in cryptocurrency values?  Are the markets for different altcoins inseparably linked or largely independent?  **How can we predict what will happen next?***\n\nArticles on cryptocurrencies, such as Bitcoin and Ethereum, are rife with speculation these days, with hundreds of self-proclaimed experts advocating for the trends that they expect to emerge.  What is lacking from many of these analyses is a strong foundation of data and statistics to backup the claims.\n\nThe goal of this article is to provide an easy introduction to cryptocurrency analysis using Python.  We will walk through a simple Python script to retrieve, analyze, and visualize data on different cryptocurrencies.  In the process, we will uncover an interesting trend in how these volatile markets behave, and how they are evolving.\n\n\u003cimg id=\"altcoin_prices_combined_0\" src=\"https://cdn.patricktriest.com/blog/images/posts/crypto-markets/plot-images/altcoin_prices_combined.png\" alt=\"Combined Altcoin Prices\"\u003e\n\nThis is not a post explaining what cryptocurrencies are (if you want one, I would recommend \u003ca href=\"https://medium.com/tradecraft-traction/blockchain-for-the-rest-of-us-c3fc5e42254f\" target=\"_blank\" rel=\"noopener\"\u003ethis great overview\u003c/a\u003e), nor is it an opinion piece on which specific currencies will rise and which will fall.  Instead, all that we are concerned about in this tutorial is procuring the raw data and uncovering the stories hidden in the numbers.\n\nTo read more, visit -\n[blog.patricktriest.com/analyzing-cryptocurrencies-python](https://blog.patricktriest.com/analyzing-cryptocurrencies-python/)\n\n___\n\nAn HTML version of the entire notebook, with results and visualizations, is available here -\nhttps://cdn.patricktriest.com/blog/images/posts/crypto-markets/Cryptocurrency-Pricing-Analysis.html\n\nIncluded in this repository are the\n- IPython Notebook\n- Notebook Python File\n- Notebook HTML Page\n- Pre-rendered charts (PNG and HTML)\n\nThis Python notebook is 100% open-source, feel free to utilize the code however you would like.\n```\nThe MIT License (MIT)\n\nCopyright (c) 2017 Patrick Triest\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n```\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftriestpa%2Fcryptocurrency-analysis-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftriestpa%2Fcryptocurrency-analysis-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftriestpa%2Fcryptocurrency-analysis-python/lists"}