Thursday, April 3, 2025

Social Media Marketing Automation - Auto-Generate Analytics Report

 Notes:

  • Problem: Gathering analytics manually takes effort.

  • Benefit: Generates automated analytics reports from data.

  • Adoption: Extend to include AI-powered insights.

Python Code:


import pandas as pd

import matplotlib.pyplot as plt


def generate_report(data_file):

    df = pd.read_csv(data_file)

    

    engagement_rate = df["Likes"].sum() / df["Posts"].sum()

    avg_comments = df["Comments"].mean()


    print(f"Engagement Rate: {engagement_rate:.2f}")

    print(f"Average Comments per Post: {avg_comments:.2f}")


    df.plot(x="Date", y=["Likes", "Comments"], kind="line", title="Engagement Trend")

    plt.show()


if __name__ == "__main__":

    generate_report("social_media_data.csv")


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