We've amended our liquidity schedule from 5% of pool shares per month, to 3 pool shares per week (representing 0.27% of total pool shares at the time of tweet). Please see datawhale.online/research .

See below our thought process and please feel free to provide feedback.

1.) Greater exposure of our stake to potential price fluctuations (up and also down!).

2.) Decreased impact on our liquidity pool at one time to spread withdrawals across multiple transactions in a shorter timeframe.

3.) We are trying to build a self-sufficient small business!

Therefore, we require more disposable liquidity to publish our next dataset with the right token economics. The 50/50 split (rightfully so) requires more $Ocean to set up the correct price / token ratio.

We've got two new datasets in the works, the next one should be launching some time next week 🌊🐳

Meanwhile, we've heard some great suggestions from the community for the Directory (yes, we are among you!). We will do our best to add more value over time. Stay tuned!

Nearly 7% of our total dataset liquidity has been consumed & re-staked. Today, we've added another 20 TREPEL-36 tokens back into the pool that were used to buy Directory.

Was our dataset the most downloaded so far? 😇

https://t.co/1j6VHLzwrp

Directory has been updated with 40+ listings today!

We also updated the rug-pull column since beginning of time (185+ entries, phew!).

Data Whale Research Paper 1.pdf

We have just completed a full research paper on conditional liquidity withdrawals on the Ocean Marketplace and have amended our terms according to our findings. Please feel free to share and implement!

We've re-staked another 7 TREPEL-36 tokens. Great to see that our dataset continues to be downloaded and we are almost at 10% of total supply utilized.

The Dashboard is nearly ready and improves the use-case of Directory significantly in our opinion. 💪

https://t.co/McO5jNC4YC

We published a new section on our website called "Data Whale Research".

Here you can currently find our external client sales pitch and research paper on liquidity withdrawals. We are also writing our "Data Plan", i.e. roadmap #staytuned

https://t.co/34oKnUTbdX

Record number of daily update: 45+ listings added to the Directory today. So exciting to see the marketplace grow!

For those who have been wondering: Our Analytics Dashboard for Directory will be launched tomorrow and the next dataset should be published by end of next week.

Please find our latest tweet related to the open source Directory beta file here.

https://twitter.com/realdatawhale/status/1325502136491401217?s=19

Download the Directory Dashboard for free here (24 hours only!):

https://datawhale.online/research-1

Enjoy! 🐋

Oh by the way... next to launching the Dashboard.. we've also updated the Directory with 30+ listings or so.

...and for those who think that's it for the Dashboard... v2 update will have a lot of great features 😇🐳

We've restaked 5 TREPEL-36 tokens and hit 10% overall utility vs. total supply.

https://t.co/JjGJn9GbQ1

We've changed our tagline.
"Curating Meaningful Data" 🐳🐙

#buidl

At Data Whale, we treat every dataset as an individual business. This means we will develop a use-case and road map for every dataset that we launch.

Therefore, the first "Data White Paper" on the Ocean Marketplace will launch soon. From now on, sample data = data white paper.

Directory update completed.. we also added "data categories" for all listed pools!

Still #buidling!
🐳 Token supply for each set & develop analysis tool
🐳 Marketplace Dashboard v2 (soon!)
🐳 Dataset categorization & trend analysis
🐳 Top 25 pools profitability analysis

In line with our weekly conditional withdrawal liquidity vesting, we have withdrawn 0.42% of the pool's liquidity (i.e. 7.78 of our pool shares).

https://t.co/wniG9Gm92j

For more information about conditional withdrawals, please refer to https://t.co/in0054WHSK

We've just launched another community-focused listing.

A dataset about... "data".

https://t.co/1bblkZngY8

Important!: This project and attempted use-case is still in VERY early stages (alpha). Stake responsibly.

With Data Whale, you're part of the data development process.

We recommend to read the Ocean Market's first data white paper for a deeper understanding of the offered dataset and its roadmap.

https://t.co/5Tj4PY2BvT

From our word-cloud & frequency analysis of the 100,000 Twitter dataset, we learned the following.

The world 🌎:
US election data > COVID-19 data

Let's see how this trend evolves once we have 1,000,000 tweets collected over 3 months and a more advanced NLP script 😎

The vision for our new dataset is to provide global insights & historic data to which "data" is most talked about and most NEEDED.

This should provide a guideline for researchers on what datasets to develop.

🐋 🐋 thank you for being part of this journey 🐋 🐋

The Art of Data - Data Whale "Data Plan".pdf