[Tin tức] Build a TikTok Data Science App with Streamlit and Python | Data Science Project



Build some slick Streamlit dashboards using TikTok Data and Python.

In this video you’ll learn how to:
1. Build a real time feed from TikTok
2. Preprocess that data using an ETL Pipeline
3. Create a Streamlit dashboard to visualise the data

Get the code:

Chapters:
0:00 – Start
0:14 – Introduction
0:47 – Gameplan
1:51 – Client Conversation 1
2:26 – Tutorial Start
4:36 – Creating a Virtual Environment
7:18 – Installing the TikTok API
10:44 – Setup VS Code
12:28 – Getting Data from TikTok
21:03 – Exporting Data to JSON
26:09 – Client Conversation 2
27:35 – Setting Up Jupyter for Prototyping
32:55 – Loading TikTok Data into Pandas
40:45 – Building an ETL Pipeline
1:00:56 – Viewing Transformed Data in Pandas
1:06:07 – Converting ETL code into a Module
1:12:34 – Exporting Transformed TikTok Data to CSV
1:17:07 – Client Conversation 3
1:18:40 – Setting up Streamlit
1:22:14 – Building Your First Streamlit App
1:27:17 – Adding TikTok Hashtag Search
1:49:17 – Creating Plotly Charts
2:05:30 – Setting app to wide and Creating a sidebar
2:16:01 – Client Conversation 4
2:16:43 – Wrap up

Oh, and don’t forget to connect with me!
LinkedIn:
Facebook:
GitHub:
Patreon:
Join the Discussion on Discord:

Happy coding!
Nick

P.s. Let me know how you go and drop a comment if you need a hand!

34 bình luận về “[Tin tức] Build a TikTok Data Science App with Streamlit and Python | Data Science Project”

  1. Wow thx man. Really great video and liked the format. Combine with the way you explain every details, give other alternatives and explaining the other way to implement the code, somehow gives me insight about real life development and how to nailed it. Really appreciated it 👍

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  2. Nick, I really appreciate the time and effort you put on your videos!
    For viewers watching this video in the present, as of now (3/18/2023) the tiktok API is not working, but anyway, the content and information is pretty useful for other projects and api's out there.
    On a side note, I am no really sure if you wanted to do the transformation from scratch (learning purposes) but there is a function called json_normalize() which will do these dirty jobs pretty easily.

    Cheers to you and any comment or answer is really appreciated

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  3. Wow, thank you 😀 That's amazing. I have one question, I am using MacOs and trying to get the cookies over google chrome. First off all do we need a TikTok account to get the data ? and second I don't have s_v_web_id as cookie I have only __tea_cache_tokens_1988, csrf_session_id and msToken. Which one should I use ? Thanks

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  4. Hello Nick, there are some difficulties, could you help me:

    Can you provide which version of tiktokapi did you use in this video?

    Some methods (like get_instance, or hashtag full info)

    It is supposed to show all info, like hundreds of hashtags
    But it only shows two lines

    Couldn’t understand 🙁

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