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Update README.md

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Data Science Dojo <br/>
Copyright (c) 2016 - 2019
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**Level** Intermediate <br/>
**Recommended Use:** Regression Models<br/>
**Domain:** Automobiles<br/>
## Auto MPG Data Set
### Can you predict the fuel-efficieny of a car?
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![](tim-mossholder-680992-unsplash.jpg)
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This *intermediate* level data set has 398 rows and 9 columns and provides mileage, horsepower, model year, and other technical specifications for cars. This data set is recommended for learning and practicing your skills in **exploratory data analysis**, **data visualization**, and **regression modelling techniques**. Feel free to explore the data set with multiple **supervised** and **unsupervised** learning techniques. The Following data dictionary gives more details on this data set:
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### Data Dictionary
| Column Position | Atrribute Name | Definition | Data Type | Example | % Null Ratios |
|------------------- |---------------- |------------------------------ |-------------- |------------------------ |--------------- |
| 1 | X1 | Relative Compactness | Quantitative | 0.86, 0.71, 0.79 | 0 |
| 2 | X2 | Surface Area | Quantitative | 588.0, 689.0, 710.5 | 0 |
| 3 | X3 | Wall Area | Quantitative | 318.5, 416.5, 294.0 | 0 |
| 4 | X4 | Roof Area | Quantitative | 110.25, 147.00, 122.50 | 0 |
| 5 | X5 | Overall Height | Quantitative | 7.0, 3.5 | 0 |
| 6 | X6 | Orientation | Quantitative | 2, 3, 5 | 0 |
| 7 | X7 | Glazing Area | Quantitative | 0.1, 0.25, 0.4 | 0 |
| 8 | X8 | Glazing Area Distribution | Quantitative | 0, 2, 4 | 0 |
| 9 | Y1 | Heating Load | Quantitative | 10.43, 11.69, 11.09 | 0 |
| 10 | Y2 | Cooling Load | Quantitative | 13.71, 14.45, 19.34 | 0 |
### Acknowledgement
This data set has been sourced from the Machine Learning Repository of University of California, Irvine [Auto MPG Data Set (UC Irvine)](https://archive.ics.uci.edu/ml/datasets/auto+mpg). The UCI page mentions [StatLib (Carnegie Mellon University)](http://lib.stat.cmu.edu/datasets/) as the original source of the data set.
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