BLACKJACK_AI.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "BLACKJACK_AI.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "authorship_tag": "ABX9TyPyR8umbNV0IHdD3pYyrPqS",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sheeerth/beerapplication/blob/master/BLACKJACK_AI.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e_gE2xOWIdEs"
      },
      "source": [
        "## SETUP"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gw4IAt6RQhr7"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import random\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import sklearn.metrics as metrics\n",
        "from keras.models import Sequential, load_model\n",
        "from keras.layers import Dense, LSTM, Flatten, Dropout\n",
        "\n",
        "stacks = 40000\n",
        "players = 1\n",
        "num_decks = 1\n",
        "\n",
        "card_types = ['A',2,3,4,5,6,7,8,9,10,10,10,10]\n",
        "feature_list = ['player_total_initial', 'hit?', 'has_ace', 'dealer_card_num']\n",
        "\n",
        "dealer_card_feature = []\n",
        "player_card_feature = []\n",
        "player_live_total = []\n",
        "player_live_action = []\n",
        "player_results = []\n",
        "dealer_bust = []\n",
        "\n",
        "first_game = True\n",
        "prev_stack = 0\n",
        "stack_num_list = []\n",
        "new_stack = []\n",
        "card_count_list = []\n",
        "games_played_with_stack = []"
      ],
      "execution_count": 140,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hG5Bj5XZIj1B"
      },
      "source": [
        "## HELPERS FUNCTION"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6KN_y7pxQssA"
      },
      "source": [
        "# Function get permutation of combination ace iin cards set and check which is lower than 21 \n",
        "\n",
        "def get_ace_values(temp_list):\n",
        "    sum_array = np.zeros((2**len(temp_list), len(temp_list)))\n",
        "    for i in range(len(temp_list)):\n",
        "        n = len(temp_list) - i\n",
        "        half_len = int(2**n * 0.5)\n",
        "        for rep in range(int(sum_array.shape[0]/half_len/2)):\n",
        "            sum_array[rep*2**n : rep*2**n+half_len, i] = 1\n",
        "            sum_array[rep*2**n+half_len : rep*2**n+half_len*2, i] = 11\n",
        "    return [int(s) for s in np.sum(sum_array, axis=1)]\n",
        "\n",
        "# Conver ace list \n",
        "\n",
        "def ace_values(num_aces):\n",
        "    temp_list = []\n",
        "    for i in range(num_aces):\n",
        "        temp_list.append([1,11])\n",
        "    return get_ace_values(temp_list)\n",
        "\n",
        "# Make a deck\n",
        "def make_decks(num_decks, card_types):\n",
        "    new_deck = []\n",
        "    for i in range(num_decks):\n",
        "        for j in range(4):\n",
        "            new_deck.extend(card_types)\n",
        "    random.shuffle(new_deck)\n",
        "    return new_deck\n",
        "\n",
        "# Total up value of hand\n",
        "def total_up(hand):\n",
        "    aces = 0\n",
        "    total = 0\n",
        "    \n",
        "    for card in hand:\n",
        "        if card != 'A':\n",
        "            total += card\n",
        "        else:\n",
        "            aces += 1\n",
        "            \n",
        "    ace_value_list = ace_values(aces)\n",
        "    final_totals = [i+total for i in ace_value_list if i+total<=21]\n",
        "    \n",
        "    if final_totals == []:\n",
        "        return min(ace_value_list) + total\n",
        "    else:\n",
        "        return max(final_totals)\n",
        "    \n",
        "# Play a game of blackjack (after the cards are dealt)\n",
        "def play_game(dealer_hand, player_hands, blackjack, curr_player_results, dealer_cards, hit_stay, card_count, dealer_bust):\n",
        "    action = 0\n",
        "    # Dealer checks for 21\n",
        "    if set(dealer_hand) == blackjack:\n",
        "        for player in range(players):\n",
        "            if set(player_hands[player]) != blackjack:\n",
        "                curr_player_results[0,player] = -1\n",
        "            else:\n",
        "                curr_player_results[0,player] = 0\n",
        "    else:\n",
        "        for player in range(players):\n",
        "            # Players check for 21\n",
        "            if set(player_hands[player]) == blackjack:\n",
        "                curr_player_results[0,player] = 1\n",
        "            else:\n",
        "                # Hit randomly, check for busts\n",
        "                if (hit_stay >= 0.5) and (total_up(player_hands[player]) != 21):\n",
        "                    player_hands[player].append(dealer_cards.pop(0))\n",
        "                    card_count[player_hands[player][-1]] += 1\n",
        "                    \n",
        "                    action = 1\n",
        "                    live_total.append(total_up(player_hands[player]))\n",
        "                    if total_up(player_hands[player]) > 21:\n",
        "                        curr_player_results[0,player] = -1\n",
        "\n",
        "    # Dealer hits based on the rules\n",
        "    card_count[dealer_hand[-1]] += 1\n",
        "    while total_up(dealer_hand) < 17:\n",
        "        dealer_hand.append(dealer_cards.pop(0))\n",
        "        card_count[dealer_hand[-1]] += 1\n",
        "        \n",
        "    # Compare dealer hand to players hand but first check if dealer busted\n",
        "    if total_up(dealer_hand) > 21:\n",
        "        dealer_bust.append(1)\n",
        "        for player in range(players):\n",
        "            if curr_player_results[0,player] != -1:\n",
        "                curr_player_results[0,player] = 1\n",
        "    else:\n",
        "        dealer_bust.append(0)\n",
        "        for player in range(players):\n",
        "            if total_up(player_hands[player]) > total_up(dealer_hand):\n",
        "                if total_up(player_hands[player]) <= 21:\n",
        "                    curr_player_results[0,player] = 1\n",
        "            elif total_up(player_hands[player]) == total_up(dealer_hand):\n",
        "                curr_player_results[0,player] = 0\n",
        "            else:\n",
        "                curr_player_results[0,player] = -1\n",
        "                \n",
        "    return curr_player_results, dealer_cards, action, card_count, dealer_bust\n",
        "\n",
        "def deal_card(player_hands, dealer_cards, player):\n",
        "  player_hands[player].append(dealer_cards.pop(0))\n",
        "  card_count[player_hands[player][-1]] += 1\n",
        "\n",
        "  return player_hands, dealer_cards, player"
      ],
      "execution_count": 141,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SzhNCR--Qdly"
      },
      "source": [
        "## CREATE TRAIN SET"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gFggOo61Qsyc"
      },
      "source": [
        "for stack in range(stacks):\n",
        "    games_played = 0\n",
        "    card_count = {2: 0, 3: 0, 4: 0, 5: 0,  6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 'A': 0}\n",
        "    blackjack = set(['A',10])\n",
        "    dealer_cards = make_decks(num_decks, card_types)\n",
        "\n",
        "    while len(dealer_cards) > 20:\n",
        "        \n",
        "        curr_player_results = np.zeros((1,players))\n",
        "        \n",
        "        dealer_hand = []\n",
        "        player_hands = [[] for player in range(players)]\n",
        "        live_total = []\n",
        "        live_action = []\n",
        "\n",
        "        for player, hand in enumerate(player_hands):\n",
        "          player_hands, dealer_cards, player = deal_card(player_hands, dealer_cards, player)\n",
        "            \n",
        "        dealer_hand.append(dealer_cards.pop(0))\n",
        "        card_count[dealer_hand[-1]] += 1\n",
        "        \n",
        "        for player, hand in enumerate(player_hands):\n",
        "            player_hands, dealer_cards, player = deal_card(player_hands, dealer_cards, player)\n",
        "            \n",
        "        dealer_hand.append(dealer_cards.pop(0))\n",
        "        \n",
        "        live_total.append(total_up(player_hands[player]))\n",
        "        \n",
        "        if stack < stacks/2:\n",
        "            hit_stay = 1\n",
        "        else:\n",
        "            hit_stay = 0\n",
        "            \n",
        "        curr_player_results, dealer_cards, action, card_count, dealer_bust = play_game(dealer_hand, player_hands, blackjack, curr_player_results, dealer_cards, hit_stay, card_count, dealer_bust)\n",
        "        \n",
        "        dealer_card_feature.append(dealer_hand[0])\n",
        "        player_card_feature.append(player_hands)\n",
        "        player_results.append(list(curr_player_results[0]))\n",
        "        player_live_total.append(live_total)\n",
        "        player_live_action.append(action)\n",
        "        \n",
        "        if stack != prev_stack:\n",
        "            new_stack.append(1)\n",
        "        else:\n",
        "            new_stack.append(0)\n",
        "            if first_game == True:\n",
        "                first_game = False\n",
        "            else:\n",
        "                games_played += 1\n",
        "            \n",
        "        stack_num_list.append(stack)\n",
        "        games_played_with_stack.append(games_played)\n",
        "        card_count_list.append(card_count.copy())\n",
        "        prev_stack = stack"
      ],
      "execution_count": 142,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XiIEyOG9QlGK"
      },
      "source": [
        "## SOMETHINK"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XiqT2JAHKDR_"
      },
      "source": [
        "model_df = pd.DataFrame()\n",
        "model_df['dealer_card'] = dealer_card_feature\n",
        "model_df['player_total_initial'] = [total_up(i[0][0:2]) for i in player_card_feature]\n",
        "model_df['hit?'] = player_live_action\n",
        "\n",
        "has_ace = []\n",
        "for i in player_card_feature:\n",
        "    if ('A' in i[0][0:2]):\n",
        "        has_ace.append(1)\n",
        "    else:\n",
        "        has_ace.append(0)\n",
        "model_df['has_ace'] = has_ace\n",
        "\n",
        "dealer_card_num = []\n",
        "for i in model_df['dealer_card']:\n",
        "    if i=='A':\n",
        "        dealer_card_num.append(11)\n",
        "    else:\n",
        "        dealer_card_num.append(i)\n",
        "model_df['dealer_card_num'] = dealer_card_num\n",
        "\n",
        "model_df['Y'] = [i[0] for i in player_results]\n",
        "lose = []\n",
        "for i in model_df['Y']:\n",
        "    if i == -1:\n",
        "        lose.append(1)\n",
        "    else:\n",
        "        lose.append(0)\n",
        "model_df['lose'] = lose\n",
        "\n",
        "correct = []\n",
        "for i, val in enumerate(model_df['lose']):\n",
        "    if val == 1:\n",
        "        if player_live_action[i] == 1:\n",
        "            correct.append(0)\n",
        "        else:\n",
        "            correct.append(1)\n",
        "    else:\n",
        "        if player_live_action[i] == 1:\n",
        "            correct.append(1)\n",
        "        else:\n",
        "            correct.append(0)\n",
        "model_df['correct_action'] = correct\n",
        "\n",
        "card_count_df = pd.concat([pd.DataFrame(new_stack, columns=['new_stack']), pd.DataFrame(games_played_with_stack, columns=['games_played_with_stack']), pd.DataFrame.from_dict(card_count_list), pd.DataFrame(dealer_bust, columns=['dealer_bust'])], axis=1)\n",
        "model_df = pd.concat([model_df, card_count_df], axis=1)"
      ],
      "execution_count": 143,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Kf7c6PVWRHPA"
      },
      "source": [
        "## TRAIN SET ANALISE"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "w09XvbtWQz9z",
        "outputId": "d19f04ea-b82e-440f-c346-e1670e50f1a6"
      },
      "source": [
        "data = 1 - (model_df.groupby(by='dealer_card').sum()['lose'] /\\\n",
        "            model_df.groupby(by='dealer_card').count()['lose'])\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(10,8))\n",
        "ax = sns.barplot(x=data.index, \n",
        "                 y=data.values)\n",
        "ax.set_xlabel(\"Karty krupiera\",fontsize=16)\n",
        "ax.set_ylabel(\"Prawdopodobieństwo wygrania lub remisu\",fontsize=16)\n",
        "ax.set_ylim(0.0, 1.0)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig(fname='dealer_card_probs_test', dpi=150)\n",
        "\n",
        "data = 1 - (model_df.groupby(by='player_total_initial').sum()['lose'] /\\\n",
        "            model_df.groupby(by='player_total_initial').count()['lose'])\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(10,8))\n",
        "print(data[:-1].index, data[:-1].values)\n",
        "ax = sns.barplot(x=data[:-1].index, y=data[:-1].values)\n",
        "ax.set_xlabel(\"Wartośc ręki gracza\",fontsize=16)\n",
        "ax.set_ylabel(\"Prawdopodobieństwo wygranej lub remisu\",fontsize=16)\n",
        "ax.set_ylim(0.0, 1.0)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig(fname='player_hand_probs_test', dpi=200)"
      ],
      "execution_count": 144,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Int64Index([4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20], dtype='int64', name='player_total_initial') [0.29698582 0.29880353 0.28584752 0.31432173 0.34420338 0.378579\n",
            " 0.42938753 0.41815548 0.32263822 0.32012948 0.31214578 0.30041667\n",
            " 0.29253701 0.36353973 0.42656241 0.48019898 0.53506728]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KOQgYn6JRq_b"
      },
      "source": [
        "## CREATE MODEL"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w1ro4BJy75e4"
      },
      "source": [
        "def create_model():\n",
        "  model = Sequential()\n",
        "  model.add(Dense(train_X.shape[1]+1))\n",
        "  model.add(Dense(8, activation='softmax'))\n",
        "  model.add(Dense(16))\n",
        "  model.add(Dense(128, activation='relu'))\n",
        "  model.add(Dense(32))\n",
        "  model.add(Dense(8))\n",
        "  model.add(Dense(4))\n",
        "  model.add(Dense(1, activation='sigmoid'))\n",
        "  model.compile(loss='binary_crossentropy', optimizer='adam')\n",
        "  model.fit(train_X, train_Y, epochs=200, batch_size=256, verbose=1)\n",
        "\n",
        "  return model"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RK9HINdfRwtE"
      },
      "source": [
        "## LEARN AI"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "waoNST5QRF9k",
        "outputId": "17ef7d71-a273-4809-d7f9-4c41e792961e"
      },
      "source": [
        "model_name = 'blackjack_model.h5'\n",
        "\n",
        "feature_list = [i for i in model_df.columns if i not in ['dealer_card', 'Y','lose', 'correct_action', 'dealer_bust', 'dealer_bust_pred', 'new_stack', 'games_played_with_stack', 2,3,4,5,6,7,8,9,10,'A', 'blackjack?']]\n",
        "train_X = np.array(model_df[feature_list])\n",
        "train_Y = np.array(model_df['correct_action']).reshape(-1,1)\n",
        "\n",
        "print(feature_list)\n",
        "print('\\n')\n",
        "\n",
        "try: \n",
        "  model = load_model(model_name) \n",
        "  \n",
        "except:\n",
        "  model = create_model()\n",
        "\n",
        "model.fit(train_X, train_Y, epochs=200, batch_size=256, verbose=1)\n",
        "\n",
        "\n",
        "model.save(model_name)\n",
        "\n",
        "pred_Y_train = model.predict(train_X)\n",
        "actuals = train_Y[:,-1]"
      ],
      "execution_count": 145,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['player_total_initial', 'hit?', 'has_ace', 'dealer_card_num']\n",
            "\n",
            "\n",
            "Epoch 1/200\n",
            "1008/1008 [==============================] - 3s 2ms/step - loss: 0.5432\n",
            "Epoch 2/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 3/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 4/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 5/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 6/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 7/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 8/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 9/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5433\n",
            "Epoch 10/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 11/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 12/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 13/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 14/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 15/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 16/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 17/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 18/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 19/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 20/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 21/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 22/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 23/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 24/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 25/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 26/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 27/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 28/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 29/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 30/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 31/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 32/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 33/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 34/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 35/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 36/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 37/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 38/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 39/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 40/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 41/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5434\n",
            "Epoch 42/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 43/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 44/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 45/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 46/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 47/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 48/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 49/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 50/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 51/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 52/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 53/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 54/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 55/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 56/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 57/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 58/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 59/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 60/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 61/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 62/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 63/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 64/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 65/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 66/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 67/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 68/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 69/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 70/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 71/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 72/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 73/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 74/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 75/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 76/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 77/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 78/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 79/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 80/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 81/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 82/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 83/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 84/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 85/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 86/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 87/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 88/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 89/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 90/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 91/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 92/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 93/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 94/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 95/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 96/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 97/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 98/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 99/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 100/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 101/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 102/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 103/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 104/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 105/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 106/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 107/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 108/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 109/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 110/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 111/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 112/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 113/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 114/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 115/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 116/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 117/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 118/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 119/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 120/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 121/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 122/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 123/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 124/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 125/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 126/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 127/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 128/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 129/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 130/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 131/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 132/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n",
            "Epoch 133/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 134/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 135/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 136/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 137/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 138/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 139/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 140/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 141/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 142/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 143/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 144/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 145/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 146/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 147/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 148/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 149/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 150/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 151/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 152/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 153/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 154/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 155/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 156/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 157/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 158/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 159/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 160/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 161/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 162/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 163/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 164/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 165/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 166/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 167/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 168/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 169/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 170/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 171/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 172/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 173/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 174/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 175/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 176/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 177/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 178/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 179/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 180/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 181/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 182/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 183/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 184/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 185/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 186/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 187/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 188/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 189/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 190/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 191/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 192/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 193/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 194/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5431\n",
            "Epoch 195/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5428\n",
            "Epoch 196/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 197/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 198/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5430\n",
            "Epoch 199/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5429\n",
            "Epoch 200/200\n",
            "1008/1008 [==============================] - 2s 2ms/step - loss: 0.5432\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 585
        },
        "id": "E3vnwLpZRGDd",
        "outputId": "de6ba4d4-6180-4e23-af80-231a40c5f8e9"
      },
      "source": [
        "\n",
        "# Plot ROC Curve\n",
        "\n",
        "fpr, tpr, threshold = metrics.roc_curve(actuals, pred_Y_train)\n",
        "roc_auc = metrics.auc(fpr, tpr)\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(10,8))\n",
        "plt.plot(fpr, tpr, label = ('ROC AUC = %0.3f' % roc_auc))\n",
        "\n",
        "plt.legend(loc = 'lower right')\n",
        "plt.plot([0, 1], [0, 1],'r--')\n",
        "plt.xlim([0, 1])\n",
        "plt.ylim([0, 1])\n",
        "ax.set_xlabel(\"False Positive Rate\",fontsize=16)\n",
        "ax.set_ylabel(\"True Positive Rate\",fontsize=16)\n",
        "plt.setp(ax.get_legend().get_texts(), fontsize=16)\n",
        "plt.tight_layout()\n",
        "plt.savefig(fname='roc_curve_blackjack', dpi=150)\n",
        "plt.show()"
      ],
      "execution_count": 146,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zZo6_QKgSsWG"
      },
      "source": [
        "## TEST MODEL"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XObrAC9xx9jY"
      },
      "source": [
        "\n",
        "# Given the relevant inputs, the function below uses the neural net to make a prediction\n",
        "# and then based on that prediction, decides whether to hit or stay\n",
        "\n",
        "def model_decision(model, player_sum, has_ace, dealer_card_num, new_stack, games_played):\n",
        "    input_array = np.array([player_sum, 0, has_ace, \n",
        "                            dealer_card_num, new_stack, \n",
        "                            games_played]).reshape(1,-1)\n",
        "    # cc_array = pd.DataFrame.from_dict([card_count])\n",
        "    # input_array = np.concatenate([input_array, cc_array], axis=1)\n",
        "    predict_correct = model.predict(input_array)\n",
        "    if predict_correct >= 0.52:\n",
        "        return 1, predict_correct\n",
        "    else:\n",
        "        return 0, predict_correct\n",
        "    \n",
        "def model_decision_old(model, player_sum, has_ace, dealer_card_num):\n",
        "    input_array = np.array([player_sum, 0, has_ace, dealer_card_num]).reshape(1,-1)\n",
        "    predict_correct = model.predict(input_array)\n",
        "    if predict_correct >= 0.52:\n",
        "        return 1\n",
        "    else:\n",
        "        return 0"
      ],
      "execution_count": 147,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yajMjF69g53S",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b68e0705-462f-49bb-f258-1af81f14d3ce"
      },
      "source": [
        "stacks = 2000\n",
        "players = 1\n",
        "num_decks = 1\n",
        "\n",
        "card_types = ['A',2,3,4,5,6,7,8,9,10,10,10,10]\n",
        "\n",
        "dealer_card_feature = []\n",
        "player_card_feature = []\n",
        "player_results = []\n",
        "\n",
        "for stack in range(stacks):\n",
        "    blackjack = set(['A',10])\n",
        "    dealer_cards = make_decks(num_decks, card_types)\n",
        "    games_played = 0;\n",
        "\n",
        "    if stack != prev_stack:\n",
        "        temp_new_stack = 1\n",
        "    else:\n",
        "        temp_new_stack = 0\n",
        "\n",
        "        # Make a dict for keeping track of the count for a stack\n",
        "    # card_count = {2: 0, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0, 8: 0, 9: 0, 10: 0, 'A': 0}\n",
        "\n",
        "    while len(dealer_cards) > 20:\n",
        "        \n",
        "        curr_player_results = np.zeros((1,players))\n",
        "        \n",
        "        dealer_hand = []\n",
        "        player_hands = [[] for player in range(players)]\n",
        "\n",
        "        # Deal FIRST card\n",
        "        for player, hand in enumerate(player_hands):\n",
        "            player_hands[player].append(dealer_cards.pop(0))\n",
        "        dealer_hand.append(dealer_cards.pop(0))\n",
        "        # Deal SECOND card\n",
        "        for player, hand in enumerate(player_hands):\n",
        "            player_hands[player].append(dealer_cards.pop(0))\n",
        "        dealer_hand.append(dealer_cards.pop(0))\n",
        "\n",
        "        # Dealer checks for 21\n",
        "        if set(dealer_hand) == blackjack:\n",
        "            for player in range(players):\n",
        "                if set(player_hands[player]) != blackjack:\n",
        "                    curr_player_results[0,player] = -1\n",
        "                else:\n",
        "                    curr_player_results[0,player] = 0\n",
        "        else:\n",
        "            for player in range(players):\n",
        "                # Players check for 21\n",
        "                if set(player_hands[player]) == blackjack:\n",
        "                    curr_player_results[0,player] = 1\n",
        "                else:\n",
        "                     # Neural net decides whether to hit or stay\n",
        "                        if 'A' in player_hands[player][0:2]:\n",
        "                            ace_in_hand = 1\n",
        "                        else:\n",
        "                            ace_in_hand = 0\n",
        "                        if dealer_hand[0] == 'A':\n",
        "                            dealer_face_up_card = 11\n",
        "                        else:\n",
        "                            dealer_face_up_card = dealer_hand[0]\n",
        "\n",
        "                        while (model_decision_old(model, total_up(player_hands[player]), \n",
        "                                                  ace_in_hand, dealer_face_up_card,\n",
        "                                                  # temp_new_stack, games_played, \n",
        "                                                  # card_count\n",
        "                                                 ) == 1) and (total_up(player_hands[player]) != 21):\n",
        "                            player_hands[player].append(dealer_cards.pop(0))\n",
        "                            action = 1\n",
        "                            live_total.append(total_up(player_hands[player]))\n",
        "                            if total_up(player_hands[player]) > 21:\n",
        "                                curr_player_results[0,player] = -1\n",
        "                                break\n",
        "        \n",
        "        # Dealer hits based on the rules\n",
        "        while total_up(dealer_hand) < 17:\n",
        "            dealer_hand.append(dealer_cards.pop(0))\n",
        "        # Compare dealer hand to players hand but first check if dealer busted\n",
        "        if total_up(dealer_hand) > 21:\n",
        "            for player in range(players):\n",
        "                if curr_player_results[0,player] != -1:\n",
        "                    curr_player_results[0,player] = 1\n",
        "        else:\n",
        "            for player in range(players):\n",
        "                if total_up(player_hands[player]) > total_up(dealer_hand):\n",
        "                    if total_up(player_hands[player]) <= 21:\n",
        "                        curr_player_results[0,player] = 1\n",
        "                elif total_up(player_hands[player]) == total_up(dealer_hand):\n",
        "                    curr_player_results[0,player] = 0\n",
        "                else:\n",
        "                    curr_player_results[0,player] = -1\n",
        "        print('player: ' + str(total_up(player_hands[player])),\n",
        "             'dealer: ' + str(total_up(dealer_hand)),\n",
        "             'result: ' + str(curr_player_results)\n",
        "            )    \n",
        "        \n",
        "        # Track features\n",
        "        dealer_card_feature.append(dealer_hand[0])\n",
        "        player_card_feature.append(player_hands)\n",
        "        player_results.append(list(curr_player_results[0]))\n",
        "        games_played =+ 1"
      ],
      "execution_count": 148,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStrumieniowane dane wyjściowe obcięte do 5000 ostatnich wierszy.\u001b[0m\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 7 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 28 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 29 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 29 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 29 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 22 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 28 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 8 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 28 dealer: 25 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 27 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 29 dealer: 24 result: [[-1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 4 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 7 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 28 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 28 dealer: 25 result: [[-1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 8 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 27 dealer: 26 result: [[-1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 22 result: [[-1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 29 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 28 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 5 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 29 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 28 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 27 dealer: 22 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 29 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 23 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 4 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 28 dealer: 22 result: [[-1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 4 dealer: 24 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 28 dealer: 24 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 7 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 8 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 27 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 8 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 27 dealer: 24 result: [[-1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 28 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 29 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 26 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 27 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 28 dealer: 23 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 27 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 29 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 9 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 4 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 28 dealer: 23 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 29 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 27 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 24 result: [[-1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 7 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 26 result: [[-1.]]\n",
            "player: 28 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 28 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 28 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 7 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 27 dealer: 26 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 28 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 25 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 29 dealer: 24 result: [[-1.]]\n",
            "player: 27 dealer: 22 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 28 dealer: 24 result: [[-1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 27 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 27 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 23 dealer: 25 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 24 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 12 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 28 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 29 dealer: 19 result: [[-1.]]\n",
            "player: 29 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 6 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 22 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 25 dealer: 24 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 14 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 18 result: [[0.]]\n",
            "player: 4 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 24 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 10 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 23 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 8 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 16 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 17 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 26 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 25 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 26 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 24 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 19 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 25 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 17 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 17 result: [[0.]]\n",
            "player: 22 dealer: 22 result: [[-1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 28 dealer: 22 result: [[-1.]]\n",
            "player: 22 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 23 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 18 dealer: 22 result: [[1.]]\n",
            "player: 18 dealer: 23 result: [[1.]]\n",
            "player: 11 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 24 dealer: 26 result: [[-1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 26 result: [[1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 24 result: [[-1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 25 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 17 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 23 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 21 dealer: 21 result: [[0.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 24 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 17 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 24 dealer: 25 result: [[-1.]]\n",
            "player: 25 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 28 dealer: 19 result: [[-1.]]\n",
            "player: 20 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 22 dealer: 18 result: [[-1.]]\n",
            "player: 28 dealer: 26 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 24 result: [[-1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 13 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 23 dealer: 18 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 17 dealer: 24 result: [[1.]]\n",
            "player: 28 dealer: 25 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 18 dealer: 24 result: [[1.]]\n",
            "player: 21 dealer: 24 result: [[1.]]\n",
            "player: 8 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 22 dealer: 25 result: [[-1.]]\n",
            "player: 19 dealer: 17 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 26 dealer: 23 result: [[-1.]]\n",
            "player: 20 dealer: 23 result: [[1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 25 dealer: 23 result: [[-1.]]\n",
            "player: 23 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 24 dealer: 20 result: [[-1.]]\n",
            "player: 19 dealer: 19 result: [[0.]]\n",
            "player: 24 dealer: 24 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 26 dealer: 25 result: [[-1.]]\n",
            "player: 20 dealer: 26 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 20 result: [[-1.]]\n",
            "player: 24 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 18 dealer: 21 result: [[-1.]]\n",
            "player: 21 dealer: 20 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 23 dealer: 23 result: [[-1.]]\n",
            "player: 26 dealer: 26 result: [[-1.]]\n",
            "player: 27 dealer: 18 result: [[-1.]]\n",
            "player: 27 dealer: 21 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 20 dealer: 21 result: [[-1.]]\n",
            "player: 22 dealer: 26 result: [[-1.]]\n",
            "player: 18 dealer: 17 result: [[1.]]\n",
            "player: 22 dealer: 17 result: [[-1.]]\n",
            "player: 19 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 23 result: [[1.]]\n",
            "player: 26 dealer: 19 result: [[-1.]]\n",
            "player: 28 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 20 dealer: 20 result: [[0.]]\n",
            "player: 18 dealer: 19 result: [[-1.]]\n",
            "player: 25 dealer: 18 result: [[-1.]]\n",
            "player: 23 dealer: 19 result: [[-1.]]\n",
            "player: 19 dealer: 21 result: [[-1.]]\n",
            "player: 15 dealer: 21 result: [[-1.]]\n",
            "player: 19 dealer: 22 result: [[1.]]\n",
            "player: 20 dealer: 22 result: [[1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 26 dealer: 17 result: [[-1.]]\n",
            "player: 17 dealer: 26 result: [[1.]]\n",
            "player: 26 dealer: 18 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 19 dealer: 25 result: [[1.]]\n",
            "player: 20 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 25 result: [[1.]]\n",
            "player: 22 dealer: 21 result: [[-1.]]\n",
            "player: 17 dealer: 20 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n",
            "player: 21 dealer: 19 result: [[1.]]\n",
            "player: 20 dealer: 17 result: [[1.]]\n",
            "player: 23 dealer: 22 result: [[-1.]]\n",
            "player: 21 dealer: 18 result: [[1.]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cug1XfMlSyuB"
      },
      "source": [
        "model_test_df = pd.DataFrame()\n",
        "model_test_df['dealer_card'] = dealer_card_feature\n",
        "model_test_df['player_total_initial'] = [total_up(i[0][0:2]) for i in player_card_feature]\n",
        "model_test_df['Y'] = [i[0] for i in player_results]\n",
        "\n",
        "lose = []\n",
        "for i in model_test_df['Y']:\n",
        "    if i == -1:\n",
        "        lose.append(1)\n",
        "    else:\n",
        "        lose.append(0)\n",
        "model_test_df['lose'] = lose\n",
        "\n",
        "has_ace = []\n",
        "for i in player_card_feature:\n",
        "    if ('A' in i[0][0:2]):\n",
        "        has_ace.append(1)\n",
        "    else:\n",
        "        has_ace.append(0)\n",
        "model_test_df['has_ace'] = has_ace\n",
        "\n",
        "dealer_card_num = []\n",
        "for i in model_test_df['dealer_card']:\n",
        "    if i=='A':\n",
        "        dealer_card_num.append(11)\n",
        "    else:\n",
        "        dealer_card_num.append(i)\n",
        "model_test_df['dealer_card_num'] = dealer_card_num"
      ],
      "execution_count": 149,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IbwdhaDYhNvk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a37a502e-efea-4a2e-9fe8-a2777774e1e6"
      },
      "source": [
        "sum(pd.DataFrame(player_results)[0].value_counts())"
      ],
      "execution_count": 150,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "11725"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 150
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nudyiqxWhUjI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c235b2ae-84d8-4dbe-eed4-09bd44054a86"
      },
      "source": [
        "pd.DataFrame(player_results)[0].value_counts()"
      ],
      "execution_count": 151,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-1.0    6086\n",
              " 1.0    4617\n",
              " 0.0    1022\n",
              "Name: 0, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 151
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "am0d5Y18SZlo"
      },
      "source": [
        "## ANALISE TEST SET"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lw2rEdG-hX9c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "882d439d-0d1b-4b8f-dde0-1de7c5746542"
      },
      "source": [
        "data = 1 - (model_test_df.groupby(by='dealer_card').sum()['lose'] /\\\n",
        "            model_test_df.groupby(by='dealer_card').count()['lose'])\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(10,8))\n",
        "ax = sns.barplot(x=data.index, \n",
        "                 y=data.values)\n",
        "ax.set_xlabel(\"Karty krupiera\",fontsize=16)\n",
        "ax.set_ylabel(\"Prawdopodobienstwo wygrania lub remisu\",fontsize=16)\n",
        "ax.set_ylim(0.0, 1.0)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig(fname='dealer_card_probs', dpi=150)\n",
        "\n",
        "data = 1 - (model_test_df.groupby(by='player_total_initial').sum()['lose'] /\\\n",
        "            model_test_df.groupby(by='player_total_initial').count()['lose'])\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(10,8))\n",
        "ax = sns.barplot(x=data[:-1].index,\n",
        "                 y=data[:-1].values)\n",
        "ax.set_xlabel(\"Wartość kart gracza\",fontsize=16)\n",
        "ax.set_ylabel(\"Prawdopodobienstwo wygranej lub remisu\",fontsize=16)\n",
        "ax.set_ylim(0.0, 1.0)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig(fname='player_hand_probs', dpi=150)"
      ],
      "execution_count": 152,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}