Exploratory Data Analysis on Spotify Dataset
The objective of this project is to analyze and explore the spotify dataset through different visualizations and answer interesting questions to get more insights about the dataset.
Spotify is a digital music service that gives you access to millions of songs.
The dataset is taken from https://www.kaggle.com/yamaerenay/spotify-dataset-19212020-160k-tracks.
How to run the code
This is an executable Jupyter notebook hosted on Jovian.ml, a platform for sharing data science projects. You can run and experiment with the code in a couple of ways: using free online resources (recommended) or on your own computer.
Option 1: Running using free online resources (1-click, recommended)
The easiest way to start executing this notebook is to click the "Run" button at the top of this page, and select "Run on Binder". This will run the notebook on mybinder.org, a free online service for running Jupyter notebooks. You can also select "Run on Colab" or "Run on Kaggle".
Option 2: Running on your computer locally
-
Install Conda by following these instructions. Add Conda binaries to your system
PATH
, so you can use theconda
command on your terminal. -
Create a Conda environment and install the required libraries by running these commands on the terminal:
conda create -n zerotopandas -y python=3.8
conda activate zerotopandas
pip install jovian jupyter numpy pandas matplotlib seaborn opendatasets --upgrade
- Press the "Clone" button above to copy the command for downloading the notebook, and run it on the terminal. This will create a new directory and download the notebook. The command will look something like this:
jovian clone notebook-owner/notebook-id
- Enter the newly created directory using
cd directory-name
and start the Jupyter notebook.
jupyter notebook
You can now access Jupyter's web interface by clicking the link that shows up on the terminal or by visiting http://localhost:8888 on your browser. Click on the notebook file (it has a .ipynb
extension) to open it.
Downloading the Dataset
opendatasets library is used to downlad and extract the dataset from kaggle. So let's install and import the required libraries.
!pip install jovian opendatasets --upgrade --quiet
Let's begin by downloading the data, and listing the files within the dataset.