aronayne

import           Control.Monad             (void)
import           Data.Aeson                (FromJSON, ToJSON)
import qualified Data.Text                 as T
import           GHC.Generics              (Generic)
import           Language.Plutus.Contract
import qualified Language.PlutusTx         as PlutusTx
import           Language.PlutusTx.Prelude
import           Ledger
import qualified Ledger.Ada                as Ada
import qualified Ledger.Constraints        as Constraints

aronayne

import           Control.Monad             (void)
import           Data.Aeson                (FromJSON, ToJSON)
import qualified Data.Text                 as T
import           GHC.Generics              (Generic)
import           Language.Plutus.Contract
import qualified Language.PlutusTx         as PlutusTx
import           Language.PlutusTx.Prelude
import           Ledger
import qualified Ledger.Ada                as Ada
import qualified Ledger.Constraints        as Constraints

aronayne

import           Control.Monad             (void)
import qualified Data.ByteString.Char8     as C
import           Language.Plutus.Contract
import qualified Language.PlutusTx         as PlutusTx
import           Language.PlutusTx.Prelude hiding (pure, (<$>))
import           Ledger                    (Address, Validator, ValidatorCtx, Value, scriptAddress, pubKeyHash)
import qualified Ledger.Constraints        as Constraints
import qualified Ledger.Typed.Scripts      as Scripts
import           Playground.Contract
import qualified Prelude

aronayne

import           Control.Monad             (void)
import qualified Data.ByteString.Char8     as C
import           Language.Plutus.Contract
import qualified Language.PlutusTx         as PlutusTx
import           Language.PlutusTx.Prelude hiding (pure, (<$>))
import           Ledger                    (Address, Validator, ValidatorCtx, Value, scriptAddress, pubKeyHash)
import qualified Ledger.Constraints        as Constraints
import qualified Ledger.Typed.Scripts      as Scripts
import           Playground.Contract
import qualified Prelude

aronayne

%reset -f

import numpy as np
import scipy.stats as stats
import math

np.random.seed(10)

realtime_prices = [10435.8, 10422.42, 10422.43, 10422.41, 10422.42, 10422.42, 10467.1, 10467.1, 10414.75, 10422.42, 10422.42, 10422.42, 10422.4, 10422.41, 10422.4, 10512.84, 10422.39, 10422.4, 10422.4, 10422.4, 10422.4, 10422.38, 10422.38, 10422.38, 10422.39, 10432.54, 10432.96, 10432.94, 10422.37, 10512.84, 10432.53, 10428.46, 10428.84, 10422.71, 10424.35, 10422.38, 10422.38, 10422.38, 10422.37, 10422.73, 10432.53, 10422.36, 10432.54, 10422.36, 10438.4, 10422.36, 10438.76, 10422.35, 10422.94, 10379.83, 10513.09, 10422.36, 10422.36, 10422.36, 10422.34, 10422.34, 10422.34, 10422.35, 10422.33, 10513.09, 10435.8, 10435.8, 10422.34, 10422.34, 10422.34, 10422.32, 10422.32, 10422.32, 10432.53, 10422.33, 10422.32, 10432.53, 10422.31, 10433.44, 10432.8, 10433.44, 10432.78, 10382.81, 10422.32, 10513.09, 10422.32, 10513.09, 10467.1, 10422.32, 10422.32, 10422.32, 10422.3, 10422.3, 10467.08, 10422.3, 10422.31, 10422.29, 10432.8, 10

aronayne

  # Colab: https://colab.research.google.com/drive/1rpP7Du4up36DIcELXohoUi_Q_xKbDUeA?usp=sharing
  # gist: https://gist.github.com/aronayne/c014fc1140d0ca43ed4fcd17bd3d522e

  def epsilon_greedy_2(epsilon, state_string, q_table_df_xo, player_name, train=False):

      a = ArgMax(q_table_df_xo)

      """
      @param Q Q values state x action -> value
      @param epsilon for exploration

aronayne

object MeasureEntropy extends App {

  val s = "measure measure here measure measure measure"

  def entropyValue(s: String) = {

    val m = s.split(" ").toList.groupBy((word: String) => word).mapValues(_.length.toDouble)
    var result: Double = 0.0;
    val len = s.split(" ").length;