{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"I'm new to this compition, after reading many great EDA notebooks, I still confuse about the data😅. There are so many dataset and they have some kind of relationship. So I make a map of all dataset and highlight their key cols.(use Excel) Also, I calculate their intersection of quantities among each other.\n\nHope this simple notebook will help you to understand the dataset🎉🎉🎉","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:a296972a-583f-48ec-8872-27a71a96ece9.png)","metadata":{},"attachments":{"a296972a-583f-48ec-8872-27a71a96ece9.png":{"image/png":"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"}}}]}