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SSRN'25: Decompose Market Manipulation Strategies: Evidence from On-chain Meme Coin Market

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Meme

1. Configuration

  • Clone the repository
git clone https://github.com/lyc0603/meme.git
cd meme
  • Give execute permission to your script and then run setup_repo.sh
chmod +x setup_repo.sh
./setup_repo.sh
. venv/bin/activate

Set up the environmental variables

  • Rename the .env.example file into .env.
  • Put your Snowflake and OpenAI APIs in .env:
SNOWFLAKE_USER = "..."
OPENAI_API = "..."

2. Fetch Pumpfun Data

  • Fetch Pre-Trump data
python scripts_fin/fetch_pumpfun.py \
    --category pre_trump_raydium \
    --num 1000 \
    --timestamp "2024-10-17 14:01:48"
python scripts_fin/fetch_pumpfun.py \
    --category pre_trump_pumpfun \
    --num 3000 \
    --timestamp "2024-10-17 14:01:48"
  • Fetch Post-Trump data
python scripts_fin/fetch_pumpfun.py \
    --category raydium \
    --num 1000 \
    --timestamp "2025-01-17 14:01:48"
python scripts_fin/fetch_pumpfun.py \
    --category pumpfun \
    --num 3000 \
    --timestamp "2025-01-17 14:01:48"

3. Process Raw Pumpfun Data

python scripts_fin/process_pumpfun.py

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SSRN'25: Decompose Market Manipulation Strategies: Evidence from On-chain Meme Coin Market

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