Data Science Portfolio Project From Scratch | Building a YouTube Data Dashboard with Streamlit
Check out the #30DaysOfStreamlit here! https://share.streamlit.io/streamlit/30days. Again, this is a great learning objective that can be done alongside the #66DaysOfData!
In this video I walk you through a basic data science portfolio project using python and streamlit. This is more of an exploratory data analysis project than a modeling project. I have set the groundwork, but have described many ways to improve upon this analysis for you to make this project your own!
Data for the Project: https://www.kaggle.com/datasets/kenjee/ken-jee-youtube-data
Github for the Project: https://github.…
Watch on YouTube ↗
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Chapters (19)
Intro
1:36
What value can you drive from the data?
2:29
The dashboard we are building
4:38
Creating a new conda environment
8:36
Getting the data
10:10
Setting up the analysis
11:25
Loading in the data
13:17
Basic feature engineering
28:50
Adding the sidebar
31:06
Adding Metrics
35:44
Adding in columns and advanced merics
38:40
Adding in formatted dataframe
41:16
Styling the dataframe
48:41
Individual video analysis
50:00
Adding a dropdown
53:11
Create graph for subscriber status and country
58:15
Building performance over time chart
1:09:22
How could this be improved?
1:11:25
Publishing the Streamlit app
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