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README.md

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## 130+ Free Data Sources For Data Science
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- [Student Favorites](sections/07-DataSources.md#Student-Favorites)
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- [General And Academic](sections/07-DataSources.md#General-And-Academic)
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- [Content Marketing](sections/07-DataSources.md#Content-Marketing)
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- [Crime](sections/07-DataSources.md#Crime)

sections/07-DataSources.md

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You can find the articles on the bottom of this section to read more. They include even more data sources I haven't had time to add to this list.
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## Contents:
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## Contents
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- [Student Favorites](07-DataSources.md#Student-Favorites)
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- [Content Marketing](07-DataSources.md#Content-Marketing)
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- [Crime](07-DataSources.md#Crime)
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- [Drugs](07-DataSources.md#Drugs)
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- [Travel And Transportation](07-DataSources.md#Travel-And-Transportation)
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- [Various Portals](07-DataSources.md#Various-Portals)
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## Student Favorites
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In my Coaching program my students learn by doing a project. And the foundation of every project is selecting a dataset.
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That can be an API or a file source, depending a lot on the student's goals and interests.
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Working out goals for the dataset, figuring out the data modeling, creating the architecture and building it.
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It's a fun way to learn and get better at Data Engineering.
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Here's a list of my student's favorite datasets and APIs
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Learn more about the Coaching program: [click here](https://learndataengineering.com/p/data-engineering-coaching)
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### Datasets
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- [Fraud detection](https://www.kaggle.com/datasets/kartik2112/fraud-detection)
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- [Industrial equipment monitoring](https://www.kaggle.com/datasets/dnkumars/industrial-equipment-monitoring-dataset)
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- [Energy demand & generation](https://www.kaggle.com/datasets/nicholasjhana/energy-consumption-generation-prices-and-weather?select=weather_features.csv)
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- [Online Retail](https://www.kaggle.com/datasets/tunguz/online-retail)
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- [Brazilian E-commerce](https://www.kaggle.com/datasets/olistbr/brazilian-ecommerce)
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- [Beijing Air Quality](https://www.kaggle.com/datasets/sid321axn/beijing-multisite-airquality-data-set)
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- [NYC Taxi](https://www.kaggle.com/datasets/diishasiing/revenue-for-cab-drivers)
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### APIs
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- [Content Marketing](07-DataSources.md#Content-Marketing)
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- [Crime](07-DataSources.md#Crime)
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- [Drugs](07-DataSources.md#Drugs)
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- [Education](07-DataSources.md#Education)
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- [Entertainment](07-DataSources.md#Entertainment)
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## General And Academic
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- [Amazon Public Data Sets](https://registry.opendata.aws/)

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