Normal_reward.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Normal-reward.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/robertmoni/modelbasedrl/blob/master/Normal_reward.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gOBdxuQFoIVG",
        "colab_type": "code",
        "outputId": "b665d0a1-5f66-4e7b-8eba-5cc5b3d08c52",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "import random\n",
        "import gym\n",
        "import numpy as np\n",
        "from collections import deque\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense\n",
        "from keras.optimizers import Adam\n",
        "import matplotlib.pyplot as plt\n",
        "#%%\n",
        "\n",
        "def build_model():\n",
        "    # Neural Net for Deep-Q learning Model\n",
        "    model = Sequential()\n",
        "    model.add(Dense(24, input_dim=state_size, activation='relu'))\n",
        "    model.add(Dense(24, activation='relu'))\n",
        "    model.add(Dense(action_size, activation='linear'))\n",
        "    model.compile(loss='mse', optimizer=Adam(lr=learning_rate))\n",
        "    return model\n",
        "\n",
        "def remember(state, action, reward, next_state, done):\n",
        "    memory.append((state, action, reward, next_state, done))\n",
        "\n",
        "def act(state, model):\n",
        "    if np.random.rand() <= epsilon: # exploritaion\n",
        "        return random.randrange(action_size)\n",
        "    act_values = model.predict(state)\n",
        "    return np.argmax(act_values[0])  # returns action\n",
        "\n",
        "def replay(batch_size, model, epsilon, gamma):\n",
        "    minibatch = random.sample(memory, batch_size)\n",
        "    for state, action, reward, next_state, done in minibatch:\n",
        "        target = reward\n",
        "        if not done:\n",
        "            target = (reward + gamma *\n",
        "                      np.amax(model.predict(next_state)[0]))\n",
        "        target_f = model.predict(state)\n",
        "        #if np.random.rand()<=0.1:\n",
        "        #    target=target/10\n",
        "        #else:\n",
        "        #    target=target\n",
        "        #print(target,epsilon)\n",
        "            \n",
        "        target_f[0][action] = target\n",
        "        model.fit(state, target_f, epochs=1, verbose=0)\n",
        "    if epsilon > epsilon_min:\n",
        "        epsilon *= epsilon_decay\n",
        "\n",
        "    return epsilon\n",
        "\n",
        "\n",
        "\n",
        "name = \"model_dqn.hdf5\"\n",
        "env = gym.make('CartPole-v1')\n",
        "state_size = env.observation_space.shape[0]\n",
        "action_size = env.action_space.n\n",
        "EPISODES = 80\n",
        "gamma = 0.95    # discount rate\n",
        "epsilon_min = 0.01\n",
        "epsilon_decay = 0.95\n",
        "learning_rate = 0.001\n",
        "# model.load_weights(name)\n",
        "batch_size = 8\n",
        "mstep, mscore = [], []\n",
        "num_experiments = 50\n",
        "\n",
        "#%%\n",
        "def running_mean(x, N):\n",
        "    cumsum = np.cumsum(np.insert(x, 0, 0)) \n",
        "    return (cumsum[N:] - cumsum[:-N]) / float(N)\n",
        "\n",
        "for exp_id in range(num_experiments):\n",
        "    print(\"---\",exp_id,\"---\")\n",
        "    epsilon = 1.0  # exploration rate\n",
        "    memory = deque(maxlen=2000)\n",
        "    model = build_model()\n",
        "    done = False\n",
        "    batch_size = 8\n",
        "    minstep, maxscore = 0,0\n",
        "    \n",
        "    rewards = []\n",
        "    \n",
        "    for e in range(EPISODES):\n",
        "        state = env.reset()\n",
        "        state = np.reshape(state, [1, state_size])\n",
        "        for time in range(500):\n",
        "            #env.render()\n",
        "            action = act(state,model)\n",
        "            next_state, reward, done, _ = env.step(action)\n",
        "            reward = reward if not done else -10\n",
        "            next_state = np.reshape(next_state, [1, state_size])\n",
        "            remember(state, action, reward, next_state, done)\n",
        "            state = next_state\n",
        "            if done:\n",
        "                print(\"episode: {}/{}, score: {}, e: {:.2}, action: {}\".format(e, EPISODES, time, epsilon, action))\n",
        "                rewards.append(time)\n",
        "                if time>maxscore:\n",
        "                    maxscore=time\n",
        "                    minstep =e\n",
        "                break\n",
        "            if len(memory) > batch_size:\n",
        "                epsilon = replay(batch_size, model, epsilon, gamma)\n",
        "        # if e % 10 == 0:\n",
        "        #     model.save_weights(name)\n",
        "    \t\n",
        "    env.close()\n",
        "    mstep.append(minstep)\n",
        "    mscore.append(maxscore)\n",
        "    print(\"Minstep: {}, maxscore: {} \\n\".format(minstep,maxscore))\n",
        "    \n",
        "    plt.plot(running_mean(rewards,20))\n",
        "    \n",
        "    \n",
        "print(\"Max score\")\n",
        "print(mscore)\n",
        "print(\"Min step\")\n",
        "print(mstep)\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n",
            "WARNING: Logging before flag parsing goes to stderr.\n",
            "W0710 10:24:20.974802 139987266242432 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:74: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
            "\n",
            "W0710 10:24:21.003654 139987266242432 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
            "\n",
            "W0710 10:24:21.013306 139987266242432 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
            "\n",
            "W0710 10:24:21.095882 139987266242432 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/optimizers.py:790: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n",
            "\n",
            "W0710 10:24:21.122302 139987266242432 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:2741: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
            "\n",
            "W0710 10:24:21.135242 139987266242432 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
            "\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "--- 0 ---\n",
            "episode: 0/80, score: 15, e: 0.7, action: 0\n",
            "episode: 1/80, score: 8, e: 0.46, action: 0\n",
            "episode: 2/80, score: 12, e: 0.25, action: 1\n",
            "episode: 3/80, score: 8, e: 0.17, action: 0\n",
            "episode: 4/80, score: 9, e: 0.1, action: 1\n",
            "episode: 5/80, score: 8, e: 0.069, action: 1\n",
            "episode: 6/80, score: 7, e: 0.048, action: 1\n",
            "episode: 7/80, score: 8, e: 0.032, action: 1\n",
            "episode: 8/80, score: 8, e: 0.021, action: 1\n",
            "episode: 9/80, score: 9, e: 0.013, action: 1\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 8, e: 0.0099, action: 0\n",
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            "episode: 69/80, score: 148, e: 0.0099, action: 0\n",
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            "episode: 71/80, score: 152, e: 0.0099, action: 0\n",
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            "episode: 78/80, score: 126, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 173, e: 0.0099, action: 1\n",
            "Minstep: 79, maxscore: 173 \n",
            "\n",
            "--- 1 ---\n",
            "episode: 0/80, score: 33, e: 0.28, action: 1\n",
            "episode: 1/80, score: 9, e: 0.17, action: 0\n",
            "episode: 2/80, score: 9, e: 0.11, action: 0\n",
            "episode: 3/80, score: 10, e: 0.066, action: 0\n",
            "episode: 4/80, score: 8, e: 0.044, action: 0\n",
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            "episode: 66/80, score: 92, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 82, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 198, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 126, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 105, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 170, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 202, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 196, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 244, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 246, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 267, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 175, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 205, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 263, e: 0.0099, action: 0\n",
            "Minstep: 76, maxscore: 267 \n",
            "\n",
            "--- 2 ---\n",
            "episode: 0/80, score: 9, e: 0.95, action: 1\n",
            "episode: 1/80, score: 28, e: 0.23, action: 0\n",
            "episode: 2/80, score: 14, e: 0.11, action: 0\n",
            "episode: 3/80, score: 8, e: 0.073, action: 0\n",
            "episode: 4/80, score: 13, e: 0.038, action: 0\n",
            "episode: 5/80, score: 9, e: 0.024, action: 1\n",
            "episode: 6/80, score: 9, e: 0.015, action: 1\n",
            "episode: 7/80, score: 8, e: 0.0099, action: 1\n",
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            "episode: 25/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 45, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 78, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 83, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 73, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 153, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 164, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 151, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 176, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 300, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 271, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 213, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 175, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 499, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 227, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 221, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 228, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 199, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 226, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 207, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 189, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 170, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 173, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 145, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 162, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 148, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 409, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 195, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 48, e: 0.0099, action: 0\n",
            "Minstep: 64, maxscore: 499 \n",
            "\n",
            "--- 3 ---\n",
            "episode: 0/80, score: 12, e: 0.81, action: 0\n",
            "episode: 1/80, score: 10, e: 0.49, action: 1\n",
            "episode: 2/80, score: 10, e: 0.29, action: 1\n",
            "episode: 3/80, score: 10, e: 0.17, action: 1\n",
            "episode: 4/80, score: 8, e: 0.12, action: 1\n",
            "episode: 5/80, score: 8, e: 0.077, action: 1\n",
            "episode: 6/80, score: 7, e: 0.054, action: 0\n",
            "episode: 7/80, score: 10, e: 0.032, action: 1\n",
            "episode: 8/80, score: 12, e: 0.017, action: 1\n",
            "episode: 9/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 43, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 101, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 52, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 58, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 71, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 69, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 73, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 79, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 108, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 66, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 61, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 78, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 117, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 104, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 102, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 102, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 150, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 120, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 80, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 116, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 111, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 149, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 194, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 196, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 179, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 258, e: 0.0099, action: 0\n",
            "Minstep: 79, maxscore: 258 \n",
            "\n",
            "--- 4 ---\n",
            "episode: 0/80, score: 12, e: 0.81, action: 1\n",
            "episode: 1/80, score: 13, e: 0.42, action: 0\n",
            "episode: 2/80, score: 9, e: 0.26, action: 1\n",
            "episode: 3/80, score: 8, e: 0.17, action: 0\n",
            "episode: 4/80, score: 9, e: 0.11, action: 0\n",
            "episode: 5/80, score: 8, e: 0.073, action: 0\n",
            "episode: 6/80, score: 11, e: 0.042, action: 0\n",
            "episode: 7/80, score: 9, e: 0.026, action: 0\n",
            "episode: 8/80, score: 8, e: 0.017, action: 0\n",
            "episode: 9/80, score: 8, e: 0.012, action: 0\n",
            "episode: 10/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 59, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 105, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 80, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 101, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 85, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 38, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 96, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 55, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 104, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 135, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 85, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 112, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 100, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 177, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 92, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 96, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 117, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 93, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 121, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 122, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 113, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 111, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 112, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 91, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 133, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 272, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 228, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 159, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 179, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 203, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 154, e: 0.0099, action: 0\n",
            "Minstep: 74, maxscore: 272 \n",
            "\n",
            "--- 5 ---\n",
            "episode: 0/80, score: 15, e: 0.7, action: 0\n",
            "episode: 1/80, score: 16, e: 0.31, action: 0\n",
            "episode: 2/80, score: 10, e: 0.18, action: 1\n",
            "episode: 3/80, score: 9, e: 0.12, action: 1\n",
            "episode: 4/80, score: 11, e: 0.066, action: 1\n",
            "episode: 5/80, score: 8, e: 0.044, action: 1\n",
            "episode: 6/80, score: 7, e: 0.031, action: 1\n",
            "episode: 7/80, score: 8, e: 0.02, action: 1\n",
            "episode: 8/80, score: 9, e: 0.013, action: 0\n",
            "episode: 9/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 150, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 77, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 53, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 108, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 79, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 75, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 118, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 70, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 108, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 156, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 156, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 102, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 66, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 95, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 72, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 142, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 62, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 143, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 90, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 104, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 100, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 77, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 59, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 118, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 74, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 129, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 437, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 169, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 85, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 79, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 69, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 43, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 141, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 112, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 249, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 168, e: 0.0099, action: 1\n",
            "Minstep: 70, maxscore: 437 \n",
            "\n",
            "--- 6 ---\n",
            "episode: 0/80, score: 15, e: 0.7, action: 0\n",
            "episode: 1/80, score: 11, e: 0.4, action: 1\n",
            "episode: 2/80, score: 10, e: 0.24, action: 0\n",
            "episode: 3/80, score: 9, e: 0.15, action: 0\n",
            "episode: 4/80, score: 8, e: 0.099, action: 0\n",
            "episode: 5/80, score: 9, e: 0.063, action: 0\n",
            "episode: 6/80, score: 8, e: 0.042, action: 1\n",
            "episode: 7/80, score: 11, e: 0.024, action: 0\n",
            "episode: 8/80, score: 9, e: 0.015, action: 1\n",
            "episode: 9/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 56, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 77, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 61, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 128, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 114, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 74, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 144, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 78, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 103, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 70, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 73, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 96, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 83, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 94, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 64, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 67, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 74, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 81, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 65, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 93, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 75, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 81, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 120, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 62, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 55, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 63, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 128, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 146, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 126, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 97, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 144, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 47, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 57, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 51, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 105, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 160, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 138, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 378, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 156, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 11, e: 0.0099, action: 0\n",
            "Minstep: 77, maxscore: 378 \n",
            "\n",
            "--- 7 ---\n",
            "episode: 0/80, score: 13, e: 0.77, action: 0\n",
            "episode: 1/80, score: 12, e: 0.42, action: 1\n",
            "episode: 2/80, score: 8, e: 0.28, action: 1\n",
            "episode: 3/80, score: 9, e: 0.17, action: 1\n",
            "episode: 4/80, score: 8, e: 0.12, action: 1\n",
            "episode: 5/80, score: 9, e: 0.073, action: 1\n",
            "episode: 6/80, score: 9, e: 0.046, action: 1\n",
            "episode: 7/80, score: 8, e: 0.031, action: 1\n",
            "episode: 8/80, score: 11, e: 0.017, action: 1\n",
            "episode: 9/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 31, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 76, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 104, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 44, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 51, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 42, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 43, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 93, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 74, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 44, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 78, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 81, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 88, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 66, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 40, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 65, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 87, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 145, e: 0.0099, action: 0\n",
            "Minstep: 79, maxscore: 145 \n",
            "\n",
            "--- 8 ---\n",
            "episode: 0/80, score: 25, e: 0.42, action: 1\n",
            "episode: 1/80, score: 7, e: 0.29, action: 0\n",
            "episode: 2/80, score: 9, e: 0.18, action: 0\n",
            "episode: 3/80, score: 8, e: 0.12, action: 0\n",
            "episode: 4/80, score: 10, e: 0.073, action: 0\n",
            "episode: 5/80, score: 8, e: 0.048, action: 0\n",
            "episode: 6/80, score: 9, e: 0.031, action: 1\n",
            "episode: 7/80, score: 14, e: 0.015, action: 1\n",
            "episode: 8/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 56, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 54, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 47, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 90, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 62, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 103, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 81, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 143, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 89, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 143, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 142, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 152, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 102, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 134, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 263, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 183, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 106, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 190, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 79, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 54, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 14, e: 0.0099, action: 1\n",
            "Minstep: 67, maxscore: 263 \n",
            "\n",
            "--- 9 ---\n",
            "episode: 0/80, score: 14, e: 0.74, action: 0\n",
            "episode: 1/80, score: 11, e: 0.42, action: 1\n",
            "episode: 2/80, score: 11, e: 0.24, action: 0\n",
            "episode: 3/80, score: 11, e: 0.14, action: 0\n",
            "episode: 4/80, score: 9, e: 0.085, action: 0\n",
            "episode: 5/80, score: 9, e: 0.054, action: 0\n",
            "episode: 6/80, score: 9, e: 0.034, action: 0\n",
            "episode: 7/80, score: 8, e: 0.022, action: 0\n",
            "episode: 8/80, score: 8, e: 0.015, action: 0\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 61, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 62, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 54, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 34, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 36, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 55, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 111, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 148, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 109, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 179, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 96, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 100, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 293, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 237, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 166, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 128, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 156, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 227, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 163, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 137, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 141, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 149, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 142, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 243, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 177, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 202, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 139, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 140, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 229, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 175, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 195, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 277, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 218, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 112, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 499, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 497, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 168, e: 0.0099, action: 0\n",
            "Minstep: 77, maxscore: 499 \n",
            "\n",
            "--- 10 ---\n",
            "episode: 0/80, score: 29, e: 0.34, action: 0\n",
            "episode: 1/80, score: 10, e: 0.2, action: 0\n",
            "episode: 2/80, score: 8, e: 0.14, action: 1\n",
            "episode: 3/80, score: 9, e: 0.085, action: 1\n",
            "episode: 4/80, score: 11, e: 0.048, action: 1\n",
            "episode: 5/80, score: 10, e: 0.029, action: 1\n",
            "episode: 6/80, score: 9, e: 0.018, action: 1\n",
            "episode: 7/80, score: 8, e: 0.012, action: 1\n",
            "episode: 8/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 38, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 37, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 97, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 123, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 55, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 68, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 35, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 81, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 50, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 88, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 51, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 41, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 72, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 96, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 89, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 77, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 156, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 165, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 454, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 499, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 356, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 284, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 205, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 200, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 338, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 231, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 152, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 120, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 130, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 162, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 322, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 218, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 203, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 403, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 116, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 8, e: 0.0099, action: 1\n",
            "Minstep: 63, maxscore: 499 \n",
            "\n",
            "--- 11 ---\n",
            "episode: 0/80, score: 29, e: 0.34, action: 0\n",
            "episode: 1/80, score: 11, e: 0.19, action: 1\n",
            "episode: 2/80, score: 10, e: 0.12, action: 0\n",
            "episode: 3/80, score: 8, e: 0.077, action: 0\n",
            "episode: 4/80, score: 10, e: 0.046, action: 0\n",
            "episode: 5/80, score: 9, e: 0.029, action: 0\n",
            "episode: 6/80, score: 9, e: 0.018, action: 0\n",
            "episode: 7/80, score: 9, e: 0.012, action: 0\n",
            "episode: 8/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 68, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 63, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 56, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 42, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 57, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 45, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 41, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 47, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 46, e: 0.0099, action: 0\n",
            "Minstep: 45, maxscore: 68 \n",
            "\n",
            "--- 12 ---\n",
            "episode: 0/80, score: 41, e: 0.18, action: 1\n",
            "episode: 1/80, score: 7, e: 0.13, action: 1\n",
            "episode: 2/80, score: 9, e: 0.081, action: 1\n",
            "episode: 3/80, score: 7, e: 0.057, action: 1\n",
            "episode: 4/80, score: 9, e: 0.036, action: 1\n",
            "episode: 5/80, score: 7, e: 0.025, action: 1\n",
            "episode: 6/80, score: 8, e: 0.017, action: 1\n",
            "episode: 7/80, score: 9, e: 0.01, action: 1\n",
            "episode: 8/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 41, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 57, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 66, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 83, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 39, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 59, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 41, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 35, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 68, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 43, e: 0.0099, action: 0\n",
            "Minstep: 40, maxscore: 83 \n",
            "\n",
            "--- 13 ---\n",
            "episode: 0/80, score: 19, e: 0.57, action: 1\n",
            "episode: 1/80, score: 8, e: 0.38, action: 1\n",
            "episode: 2/80, score: 34, e: 0.066, action: 0\n",
            "episode: 3/80, score: 7, e: 0.046, action: 0\n",
            "episode: 4/80, score: 20, e: 0.017, action: 0\n",
            "episode: 5/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 6/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 40, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 64, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 118, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 117, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 122, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 126, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 82, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 127, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 124, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 106, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 134, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 75, e: 0.0099, action: 0\n",
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            "episode: 25/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 65, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 65, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 43, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 93, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 65, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 43, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 105, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 46, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 43, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 58, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 78, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 47, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 59, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 118, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 187, e: 0.0099, action: 0\n",
            "Minstep: 79, maxscore: 187 \n",
            "\n",
            "--- 14 ---\n",
            "episode: 0/80, score: 24, e: 0.44, action: 0\n",
            "episode: 1/80, score: 11, e: 0.25, action: 0\n",
            "episode: 2/80, score: 18, e: 0.099, action: 1\n",
            "episode: 3/80, score: 17, e: 0.042, action: 0\n",
            "episode: 4/80, score: 14, e: 0.02, action: 1\n",
            "episode: 5/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 6/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 66, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 36, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 64, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 120, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 39, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 81, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 73, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 46, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 75, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 38, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 82, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 65, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 95, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 76, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 87, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 165, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 197, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 189, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 105, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 411, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 235, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 179, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 186, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 181, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 223, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 337, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 257, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 308, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 269, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 217, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 242, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 211, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 312, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 271, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 218, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 259, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 227, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 222, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 167, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 204, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 218, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 193, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 275, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 164, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 49, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 85, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 10, e: 0.0099, action: 0\n",
            "Minstep: 41, maxscore: 411 \n",
            "\n",
            "--- 15 ---\n",
            "episode: 0/80, score: 29, e: 0.34, action: 1\n",
            "episode: 1/80, score: 8, e: 0.23, action: 0\n",
            "episode: 2/80, score: 11, e: 0.13, action: 0\n",
            "episode: 3/80, score: 9, e: 0.081, action: 0\n",
            "episode: 4/80, score: 10, e: 0.048, action: 1\n",
            "episode: 5/80, score: 14, e: 0.024, action: 1\n",
            "episode: 6/80, score: 9, e: 0.015, action: 0\n",
            "episode: 7/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 8/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 73, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 81, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 99, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 101, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 93, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 163, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 83, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 179, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 64, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 63, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 127, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 121, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 57, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 64, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 47, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 99, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 88, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 66, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 72, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 106, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 77, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 58, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 128, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 60, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 117, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 239, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 133, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 104, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 293, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 413, e: 0.0099, action: 0\n",
            "Minstep: 79, maxscore: 413 \n",
            "\n",
            "--- 16 ---\n",
            "episode: 0/80, score: 25, e: 0.42, action: 0\n",
            "episode: 1/80, score: 17, e: 0.17, action: 1\n",
            "episode: 2/80, score: 9, e: 0.11, action: 0\n",
            "episode: 3/80, score: 7, e: 0.077, action: 1\n",
            "episode: 4/80, score: 11, e: 0.044, action: 0\n",
            "episode: 5/80, score: 8, e: 0.029, action: 0\n",
            "episode: 6/80, score: 8, e: 0.019, action: 1\n",
            "episode: 7/80, score: 9, e: 0.012, action: 1\n",
            "episode: 8/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 38, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 97, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 56, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 60, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 39, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 64, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 36, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 58, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 73, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 66, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 62, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 68, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 115, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 94, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 176, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 163, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 70, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 131, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 170, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 166, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 111, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 93, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 149, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 169, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 160, e: 0.0099, action: 1\n",
            "Minstep: 68, maxscore: 176 \n",
            "\n",
            "--- 17 ---\n",
            "episode: 0/80, score: 20, e: 0.54, action: 0\n",
            "episode: 1/80, score: 10, e: 0.32, action: 0\n",
            "episode: 2/80, score: 8, e: 0.21, action: 0\n",
            "episode: 3/80, score: 41, e: 0.026, action: 1\n",
            "episode: 4/80, score: 44, e: 0.0099, action: 1\n",
            "episode: 5/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 6/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 7/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 31, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 42, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 42, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 37, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 53, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 126, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 81, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 65, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 231, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 144, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 119, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 91, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 111, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 89, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 79, e: 0.0099, action: 0\n",
            "Minstep: 73, maxscore: 231 \n",
            "\n",
            "--- 18 ---\n",
            "episode: 0/80, score: 23, e: 0.46, action: 0\n",
            "episode: 1/80, score: 10, e: 0.28, action: 0\n",
            "episode: 2/80, score: 12, e: 0.15, action: 1\n",
            "episode: 3/80, score: 12, e: 0.081, action: 1\n",
            "episode: 4/80, score: 9, e: 0.051, action: 1\n",
            "episode: 5/80, score: 9, e: 0.032, action: 1\n",
            "episode: 6/80, score: 9, e: 0.02, action: 1\n",
            "episode: 7/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 66, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 50, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 31, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 61, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 72, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 96, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 100, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 51, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 126, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 34, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 301, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 157, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 186, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 194, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 177, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 221, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 174, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 163, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 206, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 146, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 175, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 198, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 106, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 141, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 166, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 171, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 116, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 265, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 271, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 301, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 303, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 166, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 178, e: 0.0099, action: 1\n",
            "Minstep: 77, maxscore: 303 \n",
            "\n",
            "--- 19 ---\n",
            "episode: 0/80, score: 21, e: 0.51, action: 0\n",
            "episode: 1/80, score: 11, e: 0.29, action: 1\n",
            "episode: 2/80, score: 12, e: 0.16, action: 1\n",
            "episode: 3/80, score: 10, e: 0.094, action: 1\n",
            "episode: 4/80, score: 9, e: 0.06, action: 1\n",
            "episode: 5/80, score: 9, e: 0.038, action: 1\n",
            "episode: 6/80, score: 7, e: 0.026, action: 1\n",
            "episode: 7/80, score: 9, e: 0.017, action: 1\n",
            "episode: 8/80, score: 9, e: 0.01, action: 1\n",
            "episode: 9/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 62, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 97, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 42, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 52, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 85, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 101, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 89, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 63, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 96, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 116, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 124, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 124, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 183, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 410, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 283, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 222, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 223, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 205, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 260, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 442, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 311, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 234, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 215, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 254, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 243, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 7, e: 0.0099, action: 1\n",
            "Minstep: 51, maxscore: 442 \n",
            "\n",
            "--- 20 ---\n",
            "episode: 0/80, score: 9, e: 0.95, action: 1\n",
            "episode: 1/80, score: 17, e: 0.4, action: 0\n",
            "episode: 2/80, score: 14, e: 0.19, action: 1\n",
            "episode: 3/80, score: 8, e: 0.13, action: 1\n",
            "episode: 4/80, score: 11, e: 0.073, action: 1\n",
            "episode: 5/80, score: 11, e: 0.042, action: 0\n",
            "episode: 6/80, score: 16, e: 0.018, action: 0\n",
            "episode: 7/80, score: 11, e: 0.01, action: 0\n",
            "episode: 8/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 51, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 42, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 89, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 56, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 9, e: 0.0099, action: 0\n",
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            "episode: 39/80, score: 115, e: 0.0099, action: 1\n",
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            "episode: 48/80, score: 153, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 134, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 136, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 250, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 308, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 179, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 166, e: 0.0099, action: 0\n",
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            "episode: 58/80, score: 191, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 262, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 230, e: 0.0099, action: 1\n",
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            "episode: 64/80, score: 189, e: 0.0099, action: 1\n",
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            "episode: 66/80, score: 172, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 233, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 43, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 154, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 147, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 51, e: 0.0099, action: 0\n",
            "Minstep: 52, maxscore: 308 \n",
            "\n",
            "--- 21 ---\n",
            "episode: 0/80, score: 12, e: 0.81, action: 1\n",
            "episode: 1/80, score: 13, e: 0.42, action: 1\n",
            "episode: 2/80, score: 9, e: 0.26, action: 0\n",
            "episode: 3/80, score: 8, e: 0.17, action: 0\n",
            "episode: 4/80, score: 8, e: 0.12, action: 1\n",
            "episode: 5/80, score: 8, e: 0.077, action: 0\n",
            "episode: 6/80, score: 9, e: 0.048, action: 0\n",
            "episode: 7/80, score: 9, e: 0.031, action: 0\n",
            "episode: 8/80, score: 11, e: 0.017, action: 0\n",
            "episode: 9/80, score: 7, e: 0.012, action: 0\n",
            "episode: 10/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
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            "episode: 18/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 8, e: 0.0099, action: 1\n",
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            "episode: 23/80, score: 9, e: 0.0099, action: 1\n",
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            "episode: 35/80, score: 11, e: 0.0099, action: 0\n",
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            "episode: 37/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 63, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 15, e: 0.0099, action: 1\n",
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            "episode: 44/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 9, e: 0.0099, action: 0\n",
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            "episode: 56/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 51, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 18, e: 0.0099, action: 0\n",
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            "episode: 61/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 73, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 76, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 116, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 250, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 57, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 119, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 146, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 129, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 169, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 207, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 197, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 235, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 444, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 130, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 244, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 151, e: 0.0099, action: 0\n",
            "Minstep: 76, maxscore: 444 \n",
            "\n",
            "--- 22 ---\n",
            "episode: 0/80, score: 23, e: 0.46, action: 1\n",
            "episode: 1/80, score: 11, e: 0.26, action: 0\n",
            "episode: 2/80, score: 20, e: 0.094, action: 0\n",
            "episode: 3/80, score: 19, e: 0.036, action: 1\n",
            "episode: 4/80, score: 18, e: 0.014, action: 1\n",
            "episode: 5/80, score: 43, e: 0.0099, action: 0\n",
            "episode: 6/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 78, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 72, e: 0.0099, action: 1\n",
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            "episode: 16/80, score: 68, e: 0.0099, action: 0\n",
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            "episode: 18/80, score: 54, e: 0.0099, action: 0\n",
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            "episode: 20/80, score: 59, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 77, e: 0.0099, action: 0\n",
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            "episode: 28/80, score: 131, e: 0.0099, action: 1\n",
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            "episode: 30/80, score: 139, e: 0.0099, action: 1\n",
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            "episode: 32/80, score: 113, e: 0.0099, action: 0\n",
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            "episode: 34/80, score: 111, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 111, e: 0.0099, action: 0\n",
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            "episode: 39/80, score: 149, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 120, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 163, e: 0.0099, action: 0\n",
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            "episode: 43/80, score: 275, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 170, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 192, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 308, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 68, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 201, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 50, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 182, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 153, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 84, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 149, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 131, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 217, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 182, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 182, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 83, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 124, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 150, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 163, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 167, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 125, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 162, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 50, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 176, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 103, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 99, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 169, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 248, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 87, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 146, e: 0.0099, action: 1\n",
            "Minstep: 46, maxscore: 308 \n",
            "\n",
            "--- 23 ---\n",
            "episode: 0/80, score: 21, e: 0.51, action: 0\n",
            "episode: 1/80, score: 10, e: 0.31, action: 1\n",
            "episode: 2/80, score: 11, e: 0.17, action: 1\n",
            "episode: 3/80, score: 8, e: 0.12, action: 1\n",
            "episode: 4/80, score: 9, e: 0.073, action: 1\n",
            "episode: 5/80, score: 8, e: 0.048, action: 1\n",
            "episode: 6/80, score: 7, e: 0.034, action: 1\n",
            "episode: 7/80, score: 8, e: 0.022, action: 1\n",
            "episode: 8/80, score: 9, e: 0.014, action: 1\n",
            "episode: 9/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 66, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 35, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 35, e: 0.0099, action: 0\n",
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            "episode: 29/80, score: 59, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 21, e: 0.0099, action: 0\n",
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            "episode: 39/80, score: 37, e: 0.0099, action: 0\n",
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            "episode: 42/80, score: 110, e: 0.0099, action: 1\n",
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            "episode: 44/80, score: 95, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 138, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 66, e: 0.0099, action: 1\n",
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            "episode: 50/80, score: 134, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 275, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 57, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 159, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 224, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 268, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 499, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 308, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 125, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 149, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 123, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 134, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 168, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 125, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 152, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 62, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 212, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 146, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 13, e: 0.0099, action: 1\n",
            "Minstep: 56, maxscore: 499 \n",
            "\n",
            "--- 24 ---\n",
            "episode: 0/80, score: 17, e: 0.63, action: 1\n",
            "episode: 1/80, score: 20, e: 0.23, action: 0\n",
            "episode: 2/80, score: 24, e: 0.066, action: 1\n",
            "episode: 3/80, score: 10, e: 0.039, action: 0\n",
            "episode: 4/80, score: 11, e: 0.022, action: 0\n",
            "episode: 5/80, score: 13, e: 0.012, action: 0\n",
            "episode: 6/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 9, e: 0.0099, action: 0\n",
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            "episode: 28/80, score: 9, e: 0.0099, action: 1\n",
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            "episode: 32/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 16, e: 0.0099, action: 1\n",
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            "episode: 36/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 89, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 29, e: 0.0099, action: 0\n",
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            "episode: 44/80, score: 59, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 81, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 54, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 53, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 107, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 77, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 88, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 207, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 178, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 129, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 143, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 152, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 167, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 145, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 155, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 140, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 147, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 165, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 138, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 140, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 145, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 131, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 188, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 167, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 162, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 133, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 138, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 166, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 139, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 189, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 144, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 159, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 170, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 158, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 293, e: 0.0099, action: 1\n",
            "Minstep: 79, maxscore: 293 \n",
            "\n",
            "--- 25 ---\n",
            "episode: 0/80, score: 15, e: 0.7, action: 1\n",
            "episode: 1/80, score: 30, e: 0.15, action: 1\n",
            "episode: 2/80, score: 12, e: 0.081, action: 0\n",
            "episode: 3/80, score: 8, e: 0.054, action: 0\n",
            "episode: 4/80, score: 9, e: 0.034, action: 0\n",
            "episode: 5/80, score: 7, e: 0.024, action: 0\n",
            "episode: 6/80, score: 9, e: 0.015, action: 1\n",
            "episode: 7/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 114, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 57, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 8, e: 0.0099, action: 0\n",
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            "episode: 32/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 14, e: 0.0099, action: 0\n",
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            "episode: 39/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 34, e: 0.0099, action: 0\n",
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            "episode: 44/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 57, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 76, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 36, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 53, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 49, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 49, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 47, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 97, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 53, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 36, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 40, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 53, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 57, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 54, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 114, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 143, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 77, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 118, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 105, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 113, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 185, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 234, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 172, e: 0.0099, action: 1\n",
            "Minstep: 78, maxscore: 234 \n",
            "\n",
            "--- 26 ---\n",
            "episode: 0/80, score: 105, e: 0.0099, action: 0\n",
            "episode: 1/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 2/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 3/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 4/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 5/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 6/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 8/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
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            "episode: 18/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 9, e: 0.0099, action: 1\n",
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            "episode: 25/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 14, e: 0.0099, action: 1\n",
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            "episode: 43/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 62, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 52, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 42, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 25, e: 0.0099, action: 0\n",
            "Minstep: 0, maxscore: 105 \n",
            "\n",
            "--- 27 ---\n",
            "episode: 0/80, score: 13, e: 0.77, action: 0\n",
            "episode: 1/80, score: 57, e: 0.042, action: 1\n",
            "episode: 2/80, score: 46, e: 0.0099, action: 1\n",
            "episode: 3/80, score: 41, e: 0.0099, action: 1\n",
            "episode: 4/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 5/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 6/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 8/80, score: 43, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
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            "episode: 18/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 58, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 72, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 58, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 75, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 102, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 70, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 89, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 102, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 86, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 68, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 182, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 100, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 99, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 102, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 104, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 180, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 135, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 157, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 144, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 206, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 165, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 101, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 100, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 118, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 149, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 182, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 149, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 134, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 87, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 56, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 136, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 207, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 499, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 499, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 440, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 125, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 231, e: 0.0099, action: 0\n",
            "Minstep: 75, maxscore: 499 \n",
            "\n",
            "--- 28 ---\n",
            "episode: 0/80, score: 20, e: 0.54, action: 0\n",
            "episode: 1/80, score: 12, e: 0.29, action: 1\n",
            "episode: 2/80, score: 10, e: 0.17, action: 0\n",
            "episode: 3/80, score: 8, e: 0.12, action: 0\n",
            "episode: 4/80, score: 11, e: 0.066, action: 0\n",
            "episode: 5/80, score: 8, e: 0.044, action: 0\n",
            "episode: 6/80, score: 9, e: 0.028, action: 0\n",
            "episode: 7/80, score: 8, e: 0.018, action: 0\n",
            "episode: 8/80, score: 9, e: 0.012, action: 0\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 35, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 70, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 51, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 77, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 116, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 64, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 42, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 39, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 68, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 40, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 151, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 133, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 116, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 69, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 63, e: 0.0099, action: 0\n",
            "Minstep: 75, maxscore: 151 \n",
            "\n",
            "--- 29 ---\n",
            "episode: 0/80, score: 13, e: 0.77, action: 1\n",
            "episode: 1/80, score: 13, e: 0.4, action: 0\n",
            "episode: 2/80, score: 9, e: 0.25, action: 0\n",
            "episode: 3/80, score: 8, e: 0.17, action: 0\n",
            "episode: 4/80, score: 12, e: 0.09, action: 0\n",
            "episode: 5/80, score: 8, e: 0.06, action: 0\n",
            "episode: 6/80, score: 8, e: 0.039, action: 0\n",
            "episode: 7/80, score: 7, e: 0.028, action: 0\n",
            "episode: 8/80, score: 9, e: 0.017, action: 0\n",
            "episode: 9/80, score: 9, e: 0.011, action: 0\n",
            "episode: 10/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 37, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 46, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 36, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 38, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 39, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 68, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 31, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 126, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 62, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 104, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 257, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 123, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 50, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 41, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 49, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 60, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 52, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 72, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 95, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 95, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 216, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 156, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 84, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 108, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 86, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 86, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 107, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 125, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 157, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 185, e: 0.0099, action: 0\n",
            "Minstep: 55, maxscore: 257 \n",
            "\n",
            "--- 30 ---\n",
            "episode: 0/80, score: 22, e: 0.49, action: 1\n",
            "episode: 1/80, score: 12, e: 0.26, action: 0\n",
            "episode: 2/80, score: 29, e: 0.06, action: 0\n",
            "episode: 3/80, score: 15, e: 0.028, action: 0\n",
            "episode: 4/80, score: 8, e: 0.018, action: 1\n",
            "episode: 5/80, score: 10, e: 0.011, action: 1\n",
            "episode: 6/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 44, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 74, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 46, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 41, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 40, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 83, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 57, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 54, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 100, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 78, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 68, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 98, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 64, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 87, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 85, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 69, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 97, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 72, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 114, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 113, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 120, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 111, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 107, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 130, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 130, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 141, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 148, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 196, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 144, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 119, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 116, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 144, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 116, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 140, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 141, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 120, e: 0.0099, action: 1\n",
            "Minstep: 71, maxscore: 196 \n",
            "\n",
            "--- 31 ---\n",
            "episode: 0/80, score: 40, e: 0.19, action: 0\n",
            "episode: 1/80, score: 9, e: 0.12, action: 1\n",
            "episode: 2/80, score: 7, e: 0.085, action: 0\n",
            "episode: 3/80, score: 13, e: 0.044, action: 0\n",
            "episode: 4/80, score: 13, e: 0.022, action: 1\n",
            "episode: 5/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 6/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 50, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 44, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 40, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 42, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 43, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 56, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 69, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 62, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 278, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 214, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 76, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 82, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 147, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 90, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 95, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 108, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 112, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 103, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 123, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 125, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 126, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 66, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 174, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 75, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 231, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 94, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 183, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 166, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 185, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 163, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 51, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 220, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 99, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 102, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 83, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 210, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 86, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 243, e: 0.0099, action: 1\n",
            "Minstep: 48, maxscore: 278 \n",
            "\n",
            "--- 32 ---\n",
            "episode: 0/80, score: 10, e: 0.9, action: 1\n",
            "episode: 1/80, score: 31, e: 0.18, action: 0\n",
            "episode: 2/80, score: 10, e: 0.11, action: 0\n",
            "episode: 3/80, score: 8, e: 0.073, action: 1\n",
            "episode: 4/80, score: 10, e: 0.044, action: 0\n",
            "episode: 5/80, score: 10, e: 0.026, action: 0\n",
            "episode: 6/80, score: 10, e: 0.016, action: 0\n",
            "episode: 7/80, score: 7, e: 0.011, action: 1\n",
            "episode: 8/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 56, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 39, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 73, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 88, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 200, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 102, e: 0.0099, action: 1\n",
            "episode: 38/80, score: 114, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 222, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 84, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 134, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 85, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 65, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 24, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 92, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 82, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 47, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 51, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 67, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 63, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 229, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 107, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 113, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 120, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 231, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 186, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 189, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 212, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 254, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 164, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 168, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 167, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 258, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 229, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 47, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 205, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 215, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 181, e: 0.0099, action: 0\n",
            "Minstep: 74, maxscore: 258 \n",
            "\n",
            "--- 33 ---\n",
            "episode: 0/80, score: 12, e: 0.81, action: 1\n",
            "episode: 1/80, score: 14, e: 0.4, action: 0\n",
            "episode: 2/80, score: 10, e: 0.24, action: 0\n",
            "episode: 3/80, score: 11, e: 0.14, action: 0\n",
            "episode: 4/80, score: 9, e: 0.085, action: 0\n",
            "episode: 5/80, score: 11, e: 0.048, action: 1\n",
            "episode: 6/80, score: 9, e: 0.031, action: 0\n",
            "episode: 7/80, score: 10, e: 0.018, action: 1\n",
            "episode: 8/80, score: 8, e: 0.012, action: 1\n",
            "episode: 9/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 19, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 49, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 41, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 37, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 40, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 59, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 62, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 56, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 71, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 122, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 58, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 52, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 76, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 71, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 101, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 120, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 111, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 73, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 74, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 150, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 132, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 79, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 72, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 160, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 88, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 89, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 186, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 123, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 123, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 185, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 44, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 59, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 116, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 128, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 94, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 140, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 100, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 95, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 154, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 137, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 125, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 463, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 294, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 261, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 317, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 222, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 224, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 242, e: 0.0099, action: 1\n",
            "Minstep: 73, maxscore: 463 \n",
            "\n",
            "--- 34 ---\n",
            "episode: 0/80, score: 17, e: 0.63, action: 0\n",
            "episode: 1/80, score: 37, e: 0.094, action: 1\n",
            "episode: 2/80, score: 9, e: 0.06, action: 0\n",
            "episode: 3/80, score: 9, e: 0.038, action: 0\n",
            "episode: 4/80, score: 10, e: 0.022, action: 0\n",
            "episode: 5/80, score: 8, e: 0.015, action: 1\n",
            "episode: 6/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 7/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 8/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 19/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 50, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 96, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 65, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 56, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 41, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 98, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 63, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 89, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 94, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 78, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 66, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 79, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 45/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 93, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 457, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 91, e: 0.0099, action: 1\n",
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            "episode: 52/80, score: 362, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 201, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 169, e: 0.0099, action: 0\n",
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            "episode: 58/80, score: 9, e: 0.0099, action: 1\n",
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            "episode: 63/80, score: 107, e: 0.0099, action: 0\n",
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            "episode: 70/80, score: 181, e: 0.0099, action: 0\n",
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            "episode: 72/80, score: 282, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 499, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 191, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 362, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 74, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 164, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 352, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 427, e: 0.0099, action: 1\n",
            "Minstep: 73, maxscore: 499 \n",
            "\n",
            "--- 35 ---\n",
            "episode: 0/80, score: 9, e: 0.95, action: 0\n",
            "episode: 1/80, score: 48, e: 0.081, action: 1\n",
            "episode: 2/80, score: 9, e: 0.051, action: 1\n",
            "episode: 3/80, score: 9, e: 0.032, action: 1\n",
            "episode: 4/80, score: 20, e: 0.012, action: 1\n",
            "episode: 5/80, score: 42, e: 0.0099, action: 1\n",
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            "episode: 7/80, score: 129, e: 0.0099, action: 1\n",
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            "episode: 10/80, score: 43, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 17, e: 0.0099, action: 1\n",
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            "episode: 48/80, score: 11, e: 0.0099, action: 0\n",
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            "episode: 50/80, score: 17, e: 0.0099, action: 1\n",
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            "episode: 52/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 14, e: 0.0099, action: 0\n",
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            "episode: 59/80, score: 11, e: 0.0099, action: 1\n",
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            "episode: 61/80, score: 20, e: 0.0099, action: 0\n",
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            "episode: 63/80, score: 86, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 109, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 104, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 85, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 148, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 166, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 145, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 113, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 177, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 191, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 214, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 143, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 151, e: 0.0099, action: 1\n",
            "Minstep: 77, maxscore: 214 \n",
            "\n",
            "--- 36 ---\n",
            "episode: 0/80, score: 9, e: 0.95, action: 0\n",
            "episode: 1/80, score: 12, e: 0.51, action: 0\n",
            "episode: 2/80, score: 41, e: 0.063, action: 1\n",
            "episode: 3/80, score: 30, e: 0.013, action: 1\n",
            "episode: 4/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 5/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 6/80, score: 29, e: 0.0099, action: 1\n",
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            "episode: 8/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 35, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 9, e: 0.0099, action: 1\n",
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            "episode: 52/80, score: 95, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 120, e: 0.0099, action: 1\n",
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            "episode: 61/80, score: 254, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 192, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 197, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 196, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 236, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 212, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 130, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 109, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 136, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 155, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 146, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 207, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 187, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 149, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 179, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 172, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 173, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 139, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 155, e: 0.0099, action: 0\n",
            "Minstep: 61, maxscore: 254 \n",
            "\n",
            "--- 37 ---\n",
            "episode: 0/80, score: 13, e: 0.77, action: 1\n",
            "episode: 1/80, score: 21, e: 0.26, action: 0\n",
            "episode: 2/80, score: 9, e: 0.17, action: 0\n",
            "episode: 3/80, score: 8, e: 0.11, action: 0\n",
            "episode: 4/80, score: 8, e: 0.073, action: 0\n",
            "episode: 5/80, score: 9, e: 0.046, action: 0\n",
            "episode: 6/80, score: 11, e: 0.026, action: 1\n",
            "episode: 7/80, score: 9, e: 0.017, action: 1\n",
            "episode: 8/80, score: 8, e: 0.011, action: 1\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 8, e: 0.0099, action: 1\n",
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            "episode: 16/80, score: 9, e: 0.0099, action: 1\n",
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            "episode: 39/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 17, e: 0.0099, action: 0\n",
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            "episode: 46/80, score: 14, e: 0.0099, action: 0\n",
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            "episode: 48/80, score: 25, e: 0.0099, action: 0\n",
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            "episode: 50/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 44, e: 0.0099, action: 0\n",
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            "episode: 54/80, score: 49, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 68, e: 0.0099, action: 0\n",
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            "episode: 57/80, score: 63, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 90, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 66, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 189, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 52, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 93, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 32, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 93, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 96, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 51, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 78, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 78, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 136, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 200, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 96, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 101, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 77, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 103, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 187, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 158, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 258, e: 0.0099, action: 1\n",
            "Minstep: 79, maxscore: 258 \n",
            "\n",
            "--- 38 ---\n",
            "episode: 0/80, score: 14, e: 0.74, action: 1\n",
            "episode: 1/80, score: 14, e: 0.36, action: 1\n",
            "episode: 2/80, score: 43, e: 0.039, action: 0\n",
            "episode: 3/80, score: 8, e: 0.026, action: 0\n",
            "episode: 4/80, score: 9, e: 0.017, action: 0\n",
            "episode: 5/80, score: 9, e: 0.01, action: 0\n",
            "episode: 6/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 8/80, score: 31, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 35, e: 0.0099, action: 1\n",
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            "episode: 72/80, score: 123, e: 0.0099, action: 0\n",
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            "episode: 75/80, score: 127, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 147, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 151, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 251, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 158, e: 0.0099, action: 0\n",
            "Minstep: 53, maxscore: 321 \n",
            "\n",
            "--- 39 ---\n",
            "episode: 0/80, score: 34, e: 0.26, action: 1\n",
            "episode: 1/80, score: 8, e: 0.17, action: 1\n",
            "episode: 2/80, score: 11, e: 0.099, action: 0\n",
            "episode: 3/80, score: 10, e: 0.06, action: 0\n",
            "episode: 4/80, score: 10, e: 0.036, action: 0\n",
            "episode: 5/80, score: 8, e: 0.024, action: 0\n",
            "episode: 6/80, score: 9, e: 0.015, action: 0\n",
            "episode: 7/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 8/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 16, e: 0.0099, action: 1\n",
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            "episode: 50/80, score: 52, e: 0.0099, action: 0\n",
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            "episode: 60/80, score: 113, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 71, e: 0.0099, action: 1\n",
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            "episode: 63/80, score: 131, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 106, e: 0.0099, action: 1\n",
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            "episode: 66/80, score: 156, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 169, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 126, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 108, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 126, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 162, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 165, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 163, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 208, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 182, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 158, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 156, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 145, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 142, e: 0.0099, action: 1\n",
            "Minstep: 74, maxscore: 208 \n",
            "\n",
            "--- 40 ---\n",
            "episode: 0/80, score: 27, e: 0.38, action: 1\n",
            "episode: 1/80, score: 12, e: 0.2, action: 0\n",
            "episode: 2/80, score: 9, e: 0.13, action: 0\n",
            "episode: 3/80, score: 7, e: 0.09, action: 0\n",
            "episode: 4/80, score: 9, e: 0.057, action: 0\n",
            "episode: 5/80, score: 10, e: 0.034, action: 0\n",
            "episode: 6/80, score: 8, e: 0.022, action: 1\n",
            "episode: 7/80, score: 10, e: 0.013, action: 1\n",
            "episode: 8/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 21, e: 0.0099, action: 0\n",
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            "episode: 57/80, score: 97, e: 0.0099, action: 0\n",
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            "episode: 61/80, score: 144, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 233, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 270, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 134, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 177, e: 0.0099, action: 1\n",
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            "episode: 67/80, score: 276, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 291, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 249, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 182, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 266, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 202, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 309, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 243, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 188, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 399, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 210, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 163, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 222, e: 0.0099, action: 1\n",
            "Minstep: 76, maxscore: 399 \n",
            "\n",
            "--- 41 ---\n",
            "episode: 0/80, score: 14, e: 0.74, action: 1\n",
            "episode: 1/80, score: 7, e: 0.51, action: 1\n",
            "episode: 2/80, score: 11, e: 0.29, action: 1\n",
            "episode: 3/80, score: 11, e: 0.17, action: 1\n",
            "episode: 4/80, score: 12, e: 0.09, action: 0\n",
            "episode: 5/80, score: 10, e: 0.054, action: 1\n",
            "episode: 6/80, score: 10, e: 0.032, action: 0\n",
            "episode: 7/80, score: 10, e: 0.019, action: 0\n",
            "episode: 8/80, score: 10, e: 0.012, action: 1\n",
            "episode: 9/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 19, e: 0.0099, action: 0\n",
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            "episode: 14/80, score: 15, e: 0.0099, action: 0\n",
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            "episode: 52/80, score: 92, e: 0.0099, action: 0\n",
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            "episode: 54/80, score: 208, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 92, e: 0.0099, action: 0\n",
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            "episode: 59/80, score: 108, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 77, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 103, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 131, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 92, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 133, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 62, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 81, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 94, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 50, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 52, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 108, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 45, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 72, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 60, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 76, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 98, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 250, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 374, e: 0.0099, action: 0\n",
            "Minstep: 79, maxscore: 374 \n",
            "\n",
            "--- 42 ---\n",
            "episode: 0/80, score: 48, e: 0.13, action: 0\n",
            "episode: 1/80, score: 20, e: 0.046, action: 1\n",
            "episode: 2/80, score: 12, e: 0.025, action: 1\n",
            "episode: 3/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 4/80, score: 57, e: 0.0099, action: 0\n",
            "episode: 5/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 6/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 7/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 74, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 61, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 44, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 77, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 18, e: 0.0099, action: 1\n",
            "episode: 28/80, score: 56, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 30/80, score: 35, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 65, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 39/80, score: 42, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 41/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 43, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 33, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 36, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 68, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 42, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 41, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 27, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 91, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 51, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 170, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 83, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 94, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 71, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 117, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 109, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 109, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 112, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 96, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 108, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 110, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 91, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 117, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 140, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 186, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 150, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 132, e: 0.0099, action: 0\n",
            "Minstep: 77, maxscore: 186 \n",
            "\n",
            "--- 43 ---\n",
            "episode: 0/80, score: 17, e: 0.63, action: 0\n",
            "episode: 1/80, score: 10, e: 0.38, action: 0\n",
            "episode: 2/80, score: 9, e: 0.24, action: 1\n",
            "episode: 3/80, score: 13, e: 0.12, action: 1\n",
            "episode: 4/80, score: 9, e: 0.077, action: 1\n",
            "episode: 5/80, score: 10, e: 0.046, action: 1\n",
            "episode: 6/80, score: 10, e: 0.028, action: 1\n",
            "episode: 7/80, score: 9, e: 0.017, action: 1\n",
            "episode: 8/80, score: 9, e: 0.011, action: 1\n",
            "episode: 9/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 21/80, score: 32, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 24/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 59, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 21, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 34/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 77, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 130, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 66, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 85, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 58, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 43/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 30, e: 0.0099, action: 1\n",
            "episode: 46/80, score: 41, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 38, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 38, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 130, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 92, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 92, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 68, e: 0.0099, action: 1\n",
            "episode: 63/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 112, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 99, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 58, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 112, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 184, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 163, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 212, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 170, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 213, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 232, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 220, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 186, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 179, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 201, e: 0.0099, action: 0\n",
            "Minstep: 75, maxscore: 232 \n",
            "\n",
            "--- 44 ---\n",
            "episode: 0/80, score: 45, e: 0.15, action: 1\n",
            "episode: 1/80, score: 9, e: 0.094, action: 1\n",
            "episode: 2/80, score: 7, e: 0.066, action: 1\n",
            "episode: 3/80, score: 13, e: 0.034, action: 1\n",
            "episode: 4/80, score: 8, e: 0.022, action: 0\n",
            "episode: 5/80, score: 8, e: 0.015, action: 1\n",
            "episode: 6/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 7/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 23/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 12, e: 0.0099, action: 1\n",
            "episode: 27/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 29/80, score: 74, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 111, e: 0.0099, action: 1\n",
            "episode: 31/80, score: 11, e: 0.0099, action: 1\n",
            "episode: 32/80, score: 83, e: 0.0099, action: 1\n",
            "episode: 33/80, score: 34, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 35/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 36/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 37/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 15, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 55/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 58/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 16, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 26, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 25, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 28, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 64, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 46, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 207, e: 0.0099, action: 0\n",
            "episode: 79/80, score: 283, e: 0.0099, action: 1\n",
            "Minstep: 79, maxscore: 283 \n",
            "\n",
            "--- 45 ---\n",
            "episode: 0/80, score: 26, e: 0.4, action: 1\n",
            "episode: 1/80, score: 20, e: 0.14, action: 0\n",
            "episode: 2/80, score: 9, e: 0.09, action: 0\n",
            "episode: 3/80, score: 7, e: 0.063, action: 0\n",
            "episode: 4/80, score: 9, e: 0.039, action: 0\n",
            "episode: 5/80, score: 7, e: 0.028, action: 0\n",
            "episode: 6/80, score: 8, e: 0.018, action: 0\n",
            "episode: 7/80, score: 8, e: 0.012, action: 1\n",
            "episode: 8/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 23, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 84, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 24, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 37, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 18/80, score: 81, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 60, e: 0.0099, action: 0\n",
            "episode: 20/80, score: 85, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 75, e: 0.0099, action: 1\n",
            "episode: 22/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 25/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 26/80, score: 10, e: 0.0099, action: 0\n",
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            "episode: 40/80, score: 130, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 499, e: 0.0099, action: 1\n",
            "episode: 42/80, score: 218, e: 0.0099, action: 0\n",
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            "episode: 45/80, score: 250, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 469, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 423, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 199, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 140, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 301, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 34, e: 0.0099, action: 1\n",
            "episode: 52/80, score: 13, e: 0.0099, action: 1\n",
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            "episode: 58/80, score: 310, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 164, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 93, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 102, e: 0.0099, action: 1\n",
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            "episode: 63/80, score: 128, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 248, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 499, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 499, e: 0.0099, action: 1\n",
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            "episode: 68/80, score: 499, e: 0.0099, action: 1\n",
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            "episode: 70/80, score: 499, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 227, e: 0.0099, action: 0\n",
            "episode: 72/80, score: 184, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 97, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 15, e: 0.0099, action: 1\n",
            "Minstep: 41, maxscore: 499 \n",
            "\n",
            "--- 46 ---\n",
            "episode: 0/80, score: 9, e: 0.95, action: 0\n",
            "episode: 1/80, score: 16, e: 0.42, action: 1\n",
            "episode: 2/80, score: 20, e: 0.15, action: 0\n",
            "episode: 3/80, score: 12, e: 0.081, action: 0\n",
            "episode: 4/80, score: 36, e: 0.013, action: 1\n",
            "episode: 5/80, score: 42, e: 0.0099, action: 1\n",
            "episode: 6/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 7/80, score: 31, e: 0.0099, action: 1\n",
            "episode: 8/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 10/80, score: 13, e: 0.0099, action: 1\n",
            "episode: 11/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 22, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 58, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 32, e: 0.0099, action: 0\n",
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            "episode: 21/80, score: 76, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 32, e: 0.0099, action: 0\n",
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            "episode: 32/80, score: 141, e: 0.0099, action: 0\n",
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            "episode: 39/80, score: 159, e: 0.0099, action: 1\n",
            "episode: 40/80, score: 160, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 124, e: 0.0099, action: 0\n",
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            "episode: 43/80, score: 212, e: 0.0099, action: 1\n",
            "episode: 44/80, score: 147, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 115, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 179, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 188, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 162, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 167, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 201, e: 0.0099, action: 1\n",
            "episode: 51/80, score: 158, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 142, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 133, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 119, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 71, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 75, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 126, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 163, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 140, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 141, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 139, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 135, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 124, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 235, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 188, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 148, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 439, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 310, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 169, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 390, e: 0.0099, action: 0\n",
            "episode: 71/80, score: 299, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 312, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 390, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 126, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 59, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 55, e: 0.0099, action: 1\n",
            "Minstep: 67, maxscore: 439 \n",
            "\n",
            "--- 47 ---\n",
            "episode: 0/80, score: 15, e: 0.7, action: 1\n",
            "episode: 1/80, score: 12, e: 0.38, action: 0\n",
            "episode: 2/80, score: 13, e: 0.19, action: 1\n",
            "episode: 3/80, score: 8, e: 0.13, action: 1\n",
            "episode: 4/80, score: 10, e: 0.077, action: 0\n",
            "episode: 5/80, score: 13, e: 0.039, action: 1\n",
            "episode: 6/80, score: 14, e: 0.019, action: 0\n",
            "episode: 7/80, score: 10, e: 0.012, action: 0\n",
            "episode: 8/80, score: 14, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 13, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 11, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 15/80, score: 15, e: 0.0099, action: 1\n",
            "episode: 16/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 17/80, score: 11, e: 0.0099, action: 1\n",
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            "episode: 19/80, score: 13, e: 0.0099, action: 0\n",
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            "episode: 21/80, score: 10, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 12, e: 0.0099, action: 0\n",
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            "episode: 28/80, score: 11, e: 0.0099, action: 0\n",
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            "episode: 30/80, score: 13, e: 0.0099, action: 0\n",
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            "episode: 39/80, score: 9, e: 0.0099, action: 0\n",
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            "episode: 42/80, score: 11, e: 0.0099, action: 0\n",
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            "episode: 45/80, score: 86, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 88, e: 0.0099, action: 1\n",
            "episode: 47/80, score: 58, e: 0.0099, action: 1\n",
            "episode: 48/80, score: 94, e: 0.0099, action: 1\n",
            "episode: 49/80, score: 92, e: 0.0099, action: 0\n",
            "episode: 50/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 136, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 76, e: 0.0099, action: 0\n",
            "episode: 53/80, score: 48, e: 0.0099, action: 0\n",
            "episode: 54/80, score: 78, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 106, e: 0.0099, action: 0\n",
            "episode: 56/80, score: 181, e: 0.0099, action: 0\n",
            "episode: 57/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 51, e: 0.0099, action: 0\n",
            "episode: 59/80, score: 51, e: 0.0099, action: 0\n",
            "episode: 60/80, score: 69, e: 0.0099, action: 0\n",
            "episode: 61/80, score: 55, e: 0.0099, action: 0\n",
            "episode: 62/80, score: 121, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 169, e: 0.0099, action: 0\n",
            "episode: 64/80, score: 163, e: 0.0099, action: 0\n",
            "episode: 65/80, score: 120, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 207, e: 0.0099, action: 1\n",
            "episode: 67/80, score: 120, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 71, e: 0.0099, action: 0\n",
            "episode: 69/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 47, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 51, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 134, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 104, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 108, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 111, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 61, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 62, e: 0.0099, action: 0\n",
            "episode: 78/80, score: 51, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 53, e: 0.0099, action: 1\n",
            "Minstep: 66, maxscore: 207 \n",
            "\n",
            "--- 48 ---\n",
            "episode: 0/80, score: 16, e: 0.66, action: 1\n",
            "episode: 1/80, score: 10, e: 0.4, action: 1\n",
            "episode: 2/80, score: 11, e: 0.23, action: 0\n",
            "episode: 3/80, score: 8, e: 0.15, action: 0\n",
            "episode: 4/80, score: 8, e: 0.099, action: 0\n",
            "episode: 5/80, score: 8, e: 0.066, action: 0\n",
            "episode: 6/80, score: 9, e: 0.042, action: 0\n",
            "episode: 7/80, score: 11, e: 0.024, action: 0\n",
            "episode: 8/80, score: 9, e: 0.015, action: 0\n",
            "episode: 9/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 12/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 13/80, score: 7, e: 0.0099, action: 0\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 0\n",
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            "episode: 48/80, score: 18, e: 0.0099, action: 1\n",
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            "episode: 50/80, score: 9, e: 0.0099, action: 1\n",
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            "episode: 52/80, score: 23, e: 0.0099, action: 1\n",
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            "episode: 60/80, score: 21, e: 0.0099, action: 1\n",
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            "episode: 62/80, score: 74, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 72, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 107, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 31, e: 0.0099, action: 0\n",
            "episode: 66/80, score: 75, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 40, e: 0.0099, action: 0\n",
            "episode: 68/80, score: 91, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 81, e: 0.0099, action: 0\n",
            "episode: 70/80, score: 127, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 236, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 101, e: 0.0099, action: 0\n",
            "episode: 73/80, score: 67, e: 0.0099, action: 0\n",
            "episode: 74/80, score: 164, e: 0.0099, action: 1\n",
            "episode: 75/80, score: 92, e: 0.0099, action: 0\n",
            "episode: 76/80, score: 130, e: 0.0099, action: 1\n",
            "episode: 77/80, score: 103, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 131, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 205, e: 0.0099, action: 1\n",
            "Minstep: 71, maxscore: 236 \n",
            "\n",
            "--- 49 ---\n",
            "episode: 0/80, score: 13, e: 0.77, action: 1\n",
            "episode: 1/80, score: 18, e: 0.31, action: 1\n",
            "episode: 2/80, score: 27, e: 0.077, action: 0\n",
            "episode: 3/80, score: 9, e: 0.048, action: 1\n",
            "episode: 4/80, score: 9, e: 0.031, action: 0\n",
            "episode: 5/80, score: 9, e: 0.019, action: 0\n",
            "episode: 6/80, score: 9, e: 0.012, action: 0\n",
            "episode: 7/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 8/80, score: 9, e: 0.0099, action: 0\n",
            "episode: 9/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 10/80, score: 8, e: 0.0099, action: 0\n",
            "episode: 11/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 12/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 13/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 14/80, score: 9, e: 0.0099, action: 1\n",
            "episode: 15/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 16/80, score: 20, e: 0.0099, action: 1\n",
            "episode: 17/80, score: 7, e: 0.0099, action: 1\n",
            "episode: 18/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 19/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 20/80, score: 8, e: 0.0099, action: 1\n",
            "episode: 21/80, score: 117, e: 0.0099, action: 0\n",
            "episode: 22/80, score: 14, e: 0.0099, action: 1\n",
            "episode: 23/80, score: 102, e: 0.0099, action: 0\n",
            "episode: 24/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 25/80, score: 19, e: 0.0099, action: 0\n",
            "episode: 26/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 27/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 28/80, score: 45, e: 0.0099, action: 0\n",
            "episode: 29/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 30/80, score: 33, e: 0.0099, action: 0\n",
            "episode: 31/80, score: 28, e: 0.0099, action: 0\n",
            "episode: 32/80, score: 26, e: 0.0099, action: 0\n",
            "episode: 33/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 34/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 35/80, score: 25, e: 0.0099, action: 0\n",
            "episode: 36/80, score: 18, e: 0.0099, action: 0\n",
            "episode: 37/80, score: 23, e: 0.0099, action: 0\n",
            "episode: 38/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 39/80, score: 20, e: 0.0099, action: 0\n",
            "episode: 40/80, score: 17, e: 0.0099, action: 1\n",
            "episode: 41/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 42/80, score: 29, e: 0.0099, action: 0\n",
            "episode: 43/80, score: 35, e: 0.0099, action: 0\n",
            "episode: 44/80, score: 22, e: 0.0099, action: 0\n",
            "episode: 45/80, score: 39, e: 0.0099, action: 0\n",
            "episode: 46/80, score: 53, e: 0.0099, action: 0\n",
            "episode: 47/80, score: 30, e: 0.0099, action: 0\n",
            "episode: 48/80, score: 38, e: 0.0099, action: 0\n",
            "episode: 49/80, score: 35, e: 0.0099, action: 1\n",
            "episode: 50/80, score: 52, e: 0.0099, action: 0\n",
            "episode: 51/80, score: 17, e: 0.0099, action: 0\n",
            "episode: 52/80, score: 36, e: 0.0099, action: 1\n",
            "episode: 53/80, score: 21, e: 0.0099, action: 1\n",
            "episode: 54/80, score: 59, e: 0.0099, action: 1\n",
            "episode: 55/80, score: 57, e: 0.0099, action: 1\n",
            "episode: 56/80, score: 51, e: 0.0099, action: 1\n",
            "episode: 57/80, score: 37, e: 0.0099, action: 1\n",
            "episode: 58/80, score: 57, e: 0.0099, action: 1\n",
            "episode: 59/80, score: 67, e: 0.0099, action: 1\n",
            "episode: 60/80, score: 73, e: 0.0099, action: 1\n",
            "episode: 61/80, score: 48, e: 0.0099, action: 1\n",
            "episode: 62/80, score: 38, e: 0.0099, action: 0\n",
            "episode: 63/80, score: 57, e: 0.0099, action: 1\n",
            "episode: 64/80, score: 41, e: 0.0099, action: 1\n",
            "episode: 65/80, score: 53, e: 0.0099, action: 1\n",
            "episode: 66/80, score: 12, e: 0.0099, action: 0\n",
            "episode: 67/80, score: 16, e: 0.0099, action: 1\n",
            "episode: 68/80, score: 10, e: 0.0099, action: 1\n",
            "episode: 69/80, score: 39, e: 0.0099, action: 1\n",
            "episode: 70/80, score: 27, e: 0.0099, action: 1\n",
            "episode: 71/80, score: 53, e: 0.0099, action: 1\n",
            "episode: 72/80, score: 29, e: 0.0099, action: 1\n",
            "episode: 73/80, score: 92, e: 0.0099, action: 1\n",
            "episode: 74/80, score: 291, e: 0.0099, action: 0\n",
            "episode: 75/80, score: 261, e: 0.0099, action: 1\n",
            "episode: 76/80, score: 161, e: 0.0099, action: 0\n",
            "episode: 77/80, score: 340, e: 0.0099, action: 1\n",
            "episode: 78/80, score: 262, e: 0.0099, action: 1\n",
            "episode: 79/80, score: 499, e: 0.0099, action: 0\n",
            "Minstep: 79, maxscore: 499 \n",
            "\n",
            "Max score\n",
            "[173, 267, 499, 258, 272, 437, 378, 145, 263, 499, 499, 68, 83, 187, 411, 413, 176, 231, 303, 442, 308, 444, 308, 499, 293, 234, 105, 499, 151, 257, 196, 278, 258, 463, 499, 214, 254, 258, 321, 208, 399, 374, 186, 232, 283, 499, 439, 207, 236, 499]\n",
            "Min step\n",
            "[79, 76, 64, 79, 74, 70, 77, 79, 67, 77, 63, 45, 40, 79, 41, 79, 68, 73, 77, 51, 52, 76, 46, 56, 79, 78, 0, 75, 75, 55, 71, 48, 74, 73, 73, 77, 61, 79, 53, 74, 76, 79, 77, 75, 79, 41, 67, 66, 71, 79]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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PDRjUWGWd3fy3uIZZLg7M1fbNcR43Zz5ewyLZ+el7bP/wLSpzMpl1691o/U5c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H7WZb3Wu6qqaFu2DMt33+Oz2VBlZOD/0kvMj0lnv83Bs0mR3BnTexTj83lZ++Z7aGpSyVL7gUog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\nir5Pnz59bnL+f6os21UBpJOvAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0lCQwEZYoUzD",
        "colab_type": "code",
        "outputId": "7f8a1027-21cb-401b-d7f3-39c2f2de370f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "np.mean(mscore)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "308.1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QetOacje6EU-",
        "colab_type": "code",
        "outputId": "219253a0-99ee-4dbb-9249-774faefc38d4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "np.mean(mstep)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "66.86"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m750fGMlk7Df",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}