Data Science Portfolio Project From Scratch | Building a YouTube Data Dashboard with Streamlit
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3 سال پیش
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Check out the #30DaysOfStreamlit here!
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.com/PlayingNumbers/YT_Dashboard_st
Anaconda Setup Video: https://www.seevid.ir/fa/w/C4OPn58BLaU
What is #66DaysOfData? - https://www.seevid.ir/fa/w/qV_AlRwhI3I
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Intro
https://www.seevid.ir/fa/w/Yk-unX4KnV4 What value can you drive from the data?
https://www.seevid.ir/fa/w/Yk-unX4KnV4 The dashboard we are building
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Creating a new conda environment
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Getting the data
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Setting up the analysis
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Loading in the data
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Basic feature engineering
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Adding the sidebar
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Adding Metrics
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Adding in columns and advanced merics
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Adding in formatted dataframe
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Styling the dataframe
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Individual video analysis
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Adding a dropdown
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Create graph for subscriber status and country
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Building performance over time chart
https://www.seevid.ir/fa/w/Yk-unX4KnV4 How could this be improved?
https://www.seevid.ir/fa/w/Yk-unX4KnV4 Publishing the Streamlit app
Streamlit Documenation - https://docs.streamlit.io/
Pandas Table Visualization - https://pandas.pydata.org/docs/user_guide/style.html
Plotly Documentation - https://plotly.com/python-api-reference/index.html
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Check These Videos Out Next!
My Leaderboard Project: https://www.seevid.ir/fa/w/myhoWUrSP7o
66 Days of Data: https://www.seevid.ir/fa/w/qV_AlRwhI3I
How I Would Learn Data Science in 2021: https://www.seevid.ir/fa/w/41Clrh6nv1s
My Playlists
Data Science Beginners: • Data Science Beginners
Project From Scratch: https://www.seevid.ir/fa/w/MpF9HENQjDo
Kaggle Projects: • Kaggle Projects
3 سال پیش
در تاریخ 1401/01/15 منتشر شده
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