diff --git a/MEV_and_trading/protocols/uniswap/uniswap-v3/README.md b/MEV_and_trading/protocols/uniswap/uniswap-v3/README.md
index 8379492..cb1ef69 100644
--- a/MEV_and_trading/protocols/uniswap/uniswap-v3/README.md
+++ b/MEV_and_trading/protocols/uniswap/uniswap-v3/README.md
@@ -39,10 +39,11 @@
 <br>
 
 * [uniswap v3 whitepaper](https://uniswap.org/whitepaper-v3.pdf)
-* [liquidity mining on uniswap v3 by paradigm](https://www.paradigm.xyz/2021/05/liquidity-mining-on-uniswap-v3)
+* [liquidity mining on uniswap v3, by paradigm](https://www.paradigm.xyz/2021/05/liquidity-mining-on-uniswap-v3)
 * [uniswap v3 book, by jeiwan](https://github.com/Jeiwan/uniswapv3-book)
 * [jit liquidity by chainsight](https://twitter.com/ChainsightLabs/status/1457958811243778052)
 * [conceptualizing uniswap v3 lp profit and loss](https://atise.medium.com/conceptualizing-uniswap-v3-lp-profit-and-loss-ecbae6e09644)
 * [on why lp-ing on uniswap is a losing game](https://twitter.com/thiccythot_/status/1589022227437039616)
 * [usage of markout to calculate LP profitability in uniswap v3, by crocswap](https://crocswap.medium.com/usage-of-markout-to-calculate-lp-profitability-in-uniswap-v3-e32773b1a88e)
-* [ETH USDC Retroactive Data Analysis, by flipside](https://science.flipsidecrypto.xyz/ethusdc_results/eth_usdc_analysis.html)
+* [ETH USDC retroactive data Aaalysis, by flipside](https://science.flipsidecrypto.xyz/ethusdc_results/eth_usdc_analysis.html)
+* [markouts and stat analysis in uniswap v3](https://github.com/go-outside-labs/mev-toolkit/blob/main/MEV_strategies/stat_arbs/README.md)