Unlocking the algorithm: I coded a lemon8 BOT 🍋👩‍💻

Did some coding tonight, because I thought it'd be fun to webscrape the lemon8 website and look at my post analytics!

👾 What is Webscraping? 👾

Webscraping is coding a script to read information from a website and present it back in an organized manner. I wanted to get a nice organized list of all my posts and their likes count.

👾 What is Selenium? 👾

Selenium is better than basic Webscraping because it can actually automate the process of clicking buttons on the screen. I needed to use it because lemon8 hides most the content on your page under the 'See more posts' button.

👾 What is the future of this project? 👾

Really, all I have rn is a python file that does the scraping. If you want it, I can send it to you but I want to actually integrate an AI chatbot from huggingface that will give you new title suggestions based on successful posts you've made before.

Once the llm is introduced, it would be really cool to publish it as a chrome extension or a mobile app! And ofc I will put my source code on GitHub when I am done so that you can use and modify it yourself!

#learntocode #techgirlie #motherhood #lemon8challenge #socialmedia #algorithm #Lemon8 #hacks #letschat #growthmindset

2024/5/22 Edited to

... Read moreHey everyone! Following up on my Lemon8 analytics bot journey, I wanted to share a bit more about what it actually takes to build something like this, especially since many of you are curious about Python web scraping. When I first started this 'Coding Diary: Lemon8 Analytics Bot' project, my laptop screen was constantly filled with Python code, and trust me, it wasn't always smooth sailing! One of the biggest hurdles when you're trying to pull data from a site like Lemon8 is dealing with dynamic content. Unlike old-school websites, modern platforms often load content as you scroll or click. This is where tools like Selenium WebDriver become absolute game-changers. Instead of just grabbing the raw HTML, Selenium actually 'acts' like a real user browsing the site. It opens a browser window, clicks buttons (like that 'See more posts' button I mentioned!), and waits for content to load. This was crucial for me to effectively download all my posts with analytics. Without it, I'd only get a partial view of my profile, which defeats the whole purpose of getting comprehensive data. For anyone thinking about diving into web scraping, my personal tip is to start small. Python truly is one of the easiest coding languages to write scripts quickly, so it's a great choice for beginners. You'll want to get familiar with libraries like requests for simpler static pages and BeautifulSoup for parsing HTML. But for interactive sites, Selenium is your best friend. Setting up your environment is usually the first step – installing Python, pip, and then the specific libraries. I remember spending a good hour just getting my Chrome WebDriver configured correctly, but once it's done, it opens up so many possibilities! And why go through all this effort, you might ask? Beyond just seeing how many likes each post gets, having this organized data opens up a world of insights. For example, by analyzing patterns, I'm starting to understand which types of content resonate most with my audience, what hashtags might be performing better, or even the best times to post for maximum engagement. Imagine being able to see trends across weeks or months, identifying your most successful strategies, or even spotting content gaps! This data is invaluable for anyone serious about growing their presence here. Looking ahead, integrating an AI for insights, as mentioned in my initial post, is where the real magic will happen. Instead of just raw data, the AI could automatically suggest title improvements based on your past successes or even predict content trends. It's about moving from just collecting data to truly understanding and leveraging it. So, if you're a fellow #techgirlie or just curious about #learntocode, I highly recommend exploring web scraping – it's a powerful skill that can unlock so much potential for your #socialmedia growth!

16 comments

BearSquad's images
BearSquad

That’s crazyyy I wish I knew how to do that

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Sithu's images
Sithu

Oooo that's insane

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