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Numerical Variables

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In this course, you will learn how to apply basic and more advanced feature engineering to tabular data with python, during this course,  we will see a range of different techniques and methods to handle many common cases within the data set, so in result, you will create great features so that your machine learning models can predict good results.

Feature Engineering with Python

## Reverse geocoding
Reverse geocoding involves appending latitude and longitude coordinates to address data. Simply put, it consists of converting point coordinates to a readable address or place name (i.e., cities or countries). This technique results in a new categorical variable, it can be advantageous when the point’s coordinates are far from each other, and the data rows contain coordinates from different cities or countries in the world.

Run the Python code below:


# Reverse geocoding
Reverse geocoding involves appending latitude and longitude coordinates to address data. Simply put, it consists of converting point coordinates to a readable address or place name (i.e., cities or countries). This technique results in a new categorical variable, it can be advantageous when the point’s coordinates are far from each other, and the data rows contain coordinates from different cities or countries in the world.

Run the Python code below:


In this lesson, we will introduce a new technique to use when you have geospatial data in your dataset, and this method is called reverse geocoding.


Reverse geocoding

In this lesson, we will introduce a new technique to use when you have geospatial data in your dataset, and this method is called reverse geocoding.

Introduction

Variable Types

Common Concerns in Datasets

Handling & Imputing Missing Values

Encoding Categorical Variables

Transforming Variables

Variable Discretization

Handling Outliers

Feature Scaling

Engineering Geospatial Data

Handling Date-Time and Mixed Variables

Resampling Imbalanced Data

Advanced Feature Engineering Techniques

Conclusion

Reverse geocoding

Reverse geocoding