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Teachers at three-quarters of all the public schools in the U.S. have come to [DonorsChoose.org](https://www.donorschoose.org) to request what their students need, making [DonorsChoose.org](https://www.donorschoose.org) the leading platform for supporting public education.\n\nTo date, 3 million people and partners have funded 1.1 million [DonorsChoose.org](https://www.donorschoose.org) projects. But teachers still spend more than a billion dollars of their own money on classroom materials. To get students what they need to learn, the team at DonorsChoose.org needs to be able to connect donors with the projects that most inspire them.\n\n## 🎯 Aim\n\nThe project aims to analyze complex data sets of **DonorsChoose** and provide recommendations to teacher about the top donors that may be willing to donate for a particular category. \n\nThis is done through analysis of historical data and listing the top donors with most number of contributions as a donor as well as the most amount donated. \n\nTo help teachers write proposal for their projects, bag of words using natural language processing is generated in Python after data pre-processing for this particular requirement. \n\nThe project also provides success rate for each category based on the donation amount received and the proect requirement cost which will help teachers select the best category according to their need.\n\n## 📁 Dataset\n\nPublic data set can be found here:: https://www.kaggle.com/hanselhansel/donorschoose\n\n## 🛠️ Requirement\n\n```python\n!pip install chart_studio\n!pip install matplotlib\n```\n\n## 📊 Data Visualization\n\n* ### **Basic Analysis**\n\n\u003cimg src=\"IMG/s_involve.png\" width=\"30%\"\u003e \u003cimg src=\"IMG/donation_count.png\" width=\"30%\"\u003e \u003cimg src=\"IMG/linear_model.png\" width=\"30%\"\u003e \u003cimg src=\"IMG/output_69_0.png\" width=\"30%\"\u003e \u003cimg src=\"IMG/output_73_0.png\" width=\"30%\"\u003e \u003cimg src=\"IMG/output_77_0.png\" width=\"30%\"\u003e \u003cimg src=\"IMG/donation_amount.png\" width=\"30%\"\u003e \u003cimg src=\"IMG/early.png\" width=\"30%\"\u003e \u003cimg src=\"IMG/late.png\" width=\"30%\"\u003e\n\n\n## ✨ Contribution\n\nContributions, issues, and feature requests are welcome!\n\nTo contribute to this project, see the GitHub documentation on **[creating a pull request](https://help.github.com/en/github/collaborating-with-issues-and-pull-requests/creating-a-pull-request)**.\n\n## 👏 Support\n\nGive a ⭐️ if you like this project!\n___________________________________\n\n\u003cp\u003e\u0026copy; 2021 Leah Nguyen\u003c/p\u003e\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fndleah%2Fschool-donation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fndleah%2Fschool-donation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fndleah%2Fschool-donation/lists"}