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Leveraging Unstructured Data - Valuepickr Example

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It goes without saying that there is a heck of a lot of unstructured data out there which has the potential to give investors an edge. The only challenge is the lack of time to aggregate all the findings. But as someone looking to learn a thing or two from the massive trend-based investing (trading?) frenzy that we have recently witnessed (think Gamestop), I ran a little experiment.

What does the Valuepickr community as a whole say about stocks that are in vogue? About people who are revered as investors? A quick web scraping algo that I built on Python fetches data on the most discussed, most liked & most viewed topics on Valuepickr. I ran the program on 20 Feb and then again today. The output shortlists the ‘hottest’ topics in this forum between then and now.

1. Topics with the most posts

Posts_20-02-2021to12-03-2021
Malkd’s Core Portfolio 67
Potential wealth creators portfolio: Views Invited 50
Sahil’s Portfolio 45
Apollo Tricoat Ltd(ATL) 43
IDFC First Bank Limited 30

2. Topics with the most views

Views_20-02-2021to12-03-2021
Hitesh portfolio 11761
Laurus Labs - Can Business Transform to Next Level? 10989
ITC: 9413
Malkd’s Core Portfolio 8706
IDFC First Bank Limited 8206

3. Topics with the most likes

Likes_20-02-2021to12-03-2021
Hitesh portfolio 231
Laurus Labs - Can Business Transform to Next Level? 206
Apollo Tricoat Ltd(ATL) 203
IDFC First Bank Limited 153
Malkd’s Core Portfolio 140

4. Topics with the highest Likes-to-Posts Ratio

Likes to Posts Ratio
Poly Medicure - at an inflection point! 22
AA - Abhishek’s Attic (place to store stuff to clear my head)! 19
Pix transmissions - low profile microcap company 15.5
Multi-Disciplinary Reading - Book Reviews 13.6
Deepak Nitrite 13.5

5. Topics with the highest Likes-to-Views

Likes to Views Ratio
Best Valuepickr contest 2015 0.073170732
Bambino Agro-Horse inside the stable? 0.043478261
Transpek Industry limited 0.041979673
Ion Exchange (India) Limited 0.038834951
Equity Investing as a full time career? 0.037900875

6. Topics with the highest Views-to-Posts ratio

Views to Posts Ratio
Deepak Nitrite 1797.75
Vaibhav Global : Back from the dead 1481
HDFC Life Insurance Company 1176
Poly Medicure - at an inflection point! 1134
Equity Advisory Services in India 1132

I have had this running once every 20 days or so for the last 3 months and it has enabled me to find businesses that I’d have otherwise not found by myself. The community as a whole has the power to guide a trend-following investor in a direction where everyone is collectively headed and this insight is quite powerful.

We can however only really unlock the value of NLP/Web scraping technologies by widening the scope of where data is collected from. Valuepickr forum is just one place. Reddit has a group called Indianstockbets (I think?). Perhaps there are other pockets. But, I am hoping to find out.

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