Macey  Kling

Macey Kling

1599036360

Predicting e-Commerce Sales with a Random Forest Regression

The Data Set

In order to demonstrate a random forest regression, a data set of e-commerce sales from popular online retailer, Wish, will be used. The data comes from Kaggle and only features sales information on summer clothing. Among the attributes include product descriptions, rating, whether ad boosts were used, whether urgency text was added to the product listing, and the number of units sold, among others.

To show the power of the random forest regression, the number of units sold will be predicted. Making good, accurate predictions would be invaluable to not only inventory planners, who need to make estimates on how much product to order or produce, but also sales, who need to understand how product moves in an e-commerce setting.

Importing and Cleaning the Data

All data imports and manipulations will be done through python along with the pandas and numpy libraries.

import pandas as pd
import numpy as np

## import the data saved as a csv
df = pd.read_csv("Summer_Sales_08.2020.csv")

The first two lines simply import the pandas and numpy libraries. The final line reads a CSV file previously saved and renamed to “Summer_Sales_08.2020” and creates a data frame.

df["has_urgency_banner"] = df["has_urgency_banner"].fillna(0)

df["discount"] = (df["retail_price"] - df["price"])/df["retail_price"]

When reviewing the data, the “has_urgency_banner” column, which indicates whether an urgency banner was applied to the product listing, was coded improperly. Instead of using 1’s and 0’s, it simply leaves a blank when a banner wasn’t used. The first line code fills those blanks with 0’s.

The second line creates a new column called “discount” which calculates the discount on the product compared to the listed retail price.

#machine-learning #python #statistics #data-science #random-forest-algorithm

What is GEEK

Buddha Community

Predicting e-Commerce Sales with a Random Forest Regression

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Fredy  Larson

Fredy Larson

1593144300

How to convert your e-commerce into a mobile application?

There comes a lot of benefits that bring more advantages to your business. Some of the top advantages of converting your online eCommerce store into a mobile App are given as follows.

  1. Customer engagement
  2. Personalized user experience
  3. Cost-effective marketing
  4. Enhanced conversion
  5. Broader audience
  6. Fast loading and high performance

Before building a customer mCommerce mobile application for your business, you will need to know the important steps or decisions that you need to make on the process. From choosing the right innovative technology to finding the right mobile development company, here is everything you need to know about mCommerce development.

Choosing the right platform and technology for your business application

The success of the business depends largely on the user experience that your application delivers to your customers. It is no secret that mobile applications provide you with the best features and opportunities than anything else. You can provide the best user experience that is exclusively customized to the needs of your users.

If you want to attain the most out of the benefits of mobile application, it is crucial to choose the right technology for your mobile application development. There are two well-known platforms that are android and iOS When you are building a mobile application, you will have to develop 2 native applications that cater to both platforms separately or you can invest in a cross-platform mobile application.

Picking out the perfect eCommerce technology and tools

For a start-up, you can better go for cross-platform applications that are affordable, helps you in saving time and money. Because building native applications are a time-consuming process and also you will need to spend on two different mobile applications for two different platforms. Building native applications can bring you extensive user experience and features but it is expensive at the same time. There is another option that comes in the line. The Progressive Web Application is the technology that can bring all the benefits of mobile applications and also works in a browser as a web application.

You can better talk to our technology solutions experts to find the best solution for your business application.

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