{"nbformat_minor": 1, "cells": [{"outputs": [], "cell_type": "code", "source": ["## I am creating this kernel for understanding the relationship between tables, will add more later when I started building model\n"], "execution_count": null, "metadata": {"_cell_guid": "efcf4ecf-c37d-47a3-bce8-b33ddc0bc52d", "collapsed": true, "_uuid": "206d2faee41800f5e1c2c46de2ec2f4667332fc3"}}, {"attachments": {"image.png": {"image/png": 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"}}, "cell_type": "markdown", "source": ["![](https://storage.googleapis.com/kagglesdsdata/datasets/5816/8641/ER.PNG?GoogleAccessId=web-data@kaggle-161607.iam.gserviceaccount.com&Expires=1512379591&Signature=qQytRIDLSkpBoGVCtV6uONvgWQywDsZ0sLFR%2BS4i%2FuGykHforjPcC1Axt%2BvHtK2SnqA7FE24vqW%2FJh7l0Sk85sXcnCSXnOQm%2BKlo1jMJxLLO3iQxXkxEqB37zUiOgIS%2F5%2Fq8BRqCFGyXP8sSI8Xzbo1p2aZplzWuGV%2BOM8IEaLpJJw9vpqIZhwxmEdsC8Cc%2F7yU7r%2FdPrJOV9lqJOkq0Ck0zVpeHThbSLbJmQ4CkqawCLVHD8Owo7kw3rKnxFEmLPpez7AXNvyDJxtYJDkjgox9mZEKQ4WAd73QYL74U7swCP5pOq%2FTPXHQZ6oVSpZm2BocIRQTmM%2FL3oR7IC8YdDg%3D%3D)![image.png](attachment:image.png)\n", "Note that for transaction you need to use two columns as a key to join.\n"], "metadata": {"_cell_guid": "034e29a6-10ec-40ec-9605-4b496bf08808", "_uuid": "0185989f0ce974cafbe98e7f348acc2175b603e3"}}, {"cell_type": "markdown", "source": ["File Descriptions and Data Field Information\n", "\n", "URL: https://www.kaggle.com/c/favorita-grocery-sales-forecasting/data"], "metadata": {"_cell_guid": "6e137317-a9ce-46e4-841f-a5e92562ff7d", "_uuid": "35d132083e13933d7ced238db49f16bc2bf65043"}}, {"cell_type": "markdown", "source": ["Additional Notes\n", "\n", "Wages in the public sector are paid every two weeks on the 15 th and on the last day of the month. Supermarket sales could be affected by this.\n", "A magnitude 7.8 earthquake struck Ecuador on April 16, 2016. People rallied in relief efforts donating water and other first need products which greatly affected supermarket sales for several weeks after the earthquake."], "metadata": {"_cell_guid": "211eaf25-a0cb-46e9-a8f6-6f44728c647a", "_uuid": "d890be0de046c7569f35840fe71b44686f510311"}}], "nbformat": 4, "metadata": {"kernelspec": {"language": "python", "display_name": "Python 3", "name": "python3"}, "language_info": {"nbconvert_exporter": "python", "name": "python", "pygments_lexer": "ipython3", "file_extension": ".py", "version": "3.6.3", "codemirror_mode": {"version": 3, "name": "ipython"}, "mimetype": "text/x-python"}}}