cnn-1d.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jVGISCwh-Mzr"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "from scipy.io import loadmat\n",
        "import os\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "import keras\n",
        "from keras.layers import Conv1D,Dense,Flatten,Conv2D,MaxPooling2D,Dropout\n",
        "import tensorflow as tf\n",
        "from sklearn.metrics import accuracy_score\n",
        "\n",
        "from sklearn.model_selection import KFold\n",
        "from sklearn.svm import SVC\n",
        "\n",
        "from tqdm.notebook import tqdm_notebook\n",
        "from tqdm import tqdm\n",
        "\n",
        "import re"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SmSv7Cd9aiNe"
      },
      "source": [
        "# **Test Code**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "abuCbibH1f6A"
      },
      "outputs": [],
      "source": [
        "#load data\n",
        "\n",
        "data_dir = '/content/drive/MyDrive/Sleep Apnea/Features/'\n",
        "x = []\n",
        "y = []\n",
        "num_epoch = 687\n",
        "for file in os.listdir( data_dir ):\n",
        "    y.append(1 if 'Apnea' in file else 0)\n",
        "    data = loadmat(data_dir + file)['feature_mtx'][:num_epoch,:]\n",
        "    x.append(data)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "N7cqy3h72hpO"
      },
      "outputs": [],
      "source": [
        "#Break into freq bands\n",
        "\n",
        "band_id = range(5)\n",
        "bands = []\n",
        "\n",
        "for band in band_id:\n",
        "    subs = []\n",
        "    for sub in x:\n",
        "        all = []\n",
        "        for epo in sub:\n",
        "            idx = 0\n",
        "            freq_features = []\n",
        "            while idx < 15:\n",
        "                freq_features.append(epo[idx*5 + band])\n",
        "                idx += 1\n",
        "            all.append(freq_features)\n",
        "        subs.append(all)\n",
        "    bands.append(subs)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0hz9e29n7Rfu"
      },
      "outputs": [],
      "source": [
        "X = np.array(x)\n",
        "y = np.array(y)\n",
        "\n",
        " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n",
        "\n",
        " #use the line below when training NN\n",
        "#  y_train = tf.expand_dims(y_train, -1)\n",
        "\n",
        "#use the line below when training SVC\n",
        "X_train = X_train.reshape(X_train.shape[0], -1)\n",
        "X_test = X_test.reshape(X_test.shape[0], -1)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = SVC()"
      ],
      "metadata": {
        "id": "OVJaKdR-Xlu4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(X_train, y_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gknv9GNrXzuZ",
        "outputId": "9e8ca5ac-5e7c-4579-bd51-acc0126de19c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SVC()"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WnySyjJvJ0XI"
      },
      "outputs": [],
      "source": [
        "# model = keras.models.Sequential()\n",
        "\n",
        "# model.add(Conv1D(5, kernel_size=5, input_shape = (num_epoch, 75), name='Conv1D'))\n",
        "# model.add(Flatten(name='Flatten'))\n",
        "# model.add(Dense(1,activation='sigmoid', name='Dense'))\n",
        "\n",
        "# model.summary()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pgKjS2nQU2EU"
      },
      "outputs": [],
      "source": [
        "model.fit(X_train, y_train, epochs=100, batch_size=200)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ie7pKVK9s17a",
        "outputId": "a4083ba7-6c2c-481a-a7a3-c6690f56d25b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.6875"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "y_pred = model.predict(X_test)\n",
        "y_pred = [1 if item>0.5 else 0 for item in y_pred]\n",
        "accuracy_score(y_test, y_pred)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VjGGbEgOFyJf",
        "outputId": "7572b9c9-2765-4eea-b9fa-7944d6cd2d70"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1]"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ],
      "source": [
        "y_pred"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RRhbWz5IF3Tm",
        "outputId": "e15a5349-89f8-4a06-c903-3e21ac272c77"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1])"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ],
      "source": [
        "y_test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1ZLT_wJyDoaV",
        "outputId": "efa5a9a1-0f88-4d4e-b812-e105458ae1ab"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.6875"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ],
      "source": [
        "accuracy_score(y_test, y_pred)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "q5K_T8kFJnys",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "outputId": "b7799f03-aee1-46b8-9949-87f49faff9c1"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ],
      "source": [
        "from keras.utils.vis_utils import plot_model\n",
        "model = conv_model(687,75)\n",
        "plot_model(model, to_file='/content/drive/MyDrive/Sleep Apnea/Features/Conv1D_4.png', show_shapes=True, show_layer_names=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F9a0oVELY5Pm"
      },
      "source": [
        "# **CNN Code (With KFold)**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "HmeiHlRKRsCb"
      },
      "outputs": [],
      "source": [
        "def load_data(desired_subs, num_epoch):\n",
        "    data_dir = '/content/drive/MyDrive/Sleep Apnea/Features/'\n",
        "    x = []\n",
        "    y = []\n",
        "    for file in os.listdir( data_dir ):\n",
        "        sub_id = int(re.findall(r'\\d+', file)[0])\n",
        "        if sub_id in desired_subs:\n",
        "            y.append(1 if 'Apnea' in file else 0)\n",
        "            data = loadmat(data_dir + file)['feature_mtx'][:num_epoch,:]\n",
        "            x.append(data)\n",
        "\n",
        "    return len(x),np.array(x),np.array(y)\n",
        "\n",
        "def extract_freq_band_features(x):\n",
        "    band_id = range(5)\n",
        "    bands = []\n",
        "\n",
        "    for band in band_id:\n",
        "        subs = []\n",
        "        for sub in x:\n",
        "            all = []\n",
        "            for epo in sub:\n",
        "                idx = 0\n",
        "                freq_features = []\n",
        "                while idx < 15:\n",
        "                    freq_features.append(epo[idx*5 + band])\n",
        "                    idx += 1\n",
        "                all.append(freq_features)\n",
        "            subs.append(all)\n",
        "        bands.append(subs)\n",
        "\n",
        "    return np.array(bands)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bvmOh_e3anq2"
      },
      "outputs": [],
      "source": [
        "def conv_model(num_epoch, num_features):\n",
        "    model = keras.models.Sequential()\n",
        "    model.add(Conv1D(4, kernel_size=15, input_shape = (num_epoch, num_features), name='Conv1D'))\n",
        "    model.add(Flatten(name='Flatten'))\n",
        "    model.add(Dense(1,activation='sigmoid', name='Dense'))\n",
        "\n",
        "    model.summary()\n",
        "    return model"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = conv_model(num_epoch=687, num_features=15)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8Mx7FHyQ02dg",
        "outputId": "26ab6c57-1743-47a5-d46d-d7190d80290a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " Conv1D (Conv1D)             (None, 673, 4)            904       \n",
            "                                                                 \n",
            " Flatten (Flatten)           (None, 2692)              0         \n",
            "                                                                 \n",
            " Dense (Dense)               (None, 1)                 2693      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 3,597\n",
            "Trainable params: 3,597\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def deep_model(num_subs, num_epoch, num_features):\n",
        "    model = keras.models.Sequential()\n",
        "    model.add(Conv2D(32, kernel_size=15, input_shape = (num_subs, num_epoch, num_features), name='Conv2D_1'))\n",
        "    model.add(MaxPooling2D(name='Maxpooling2D_1'))\n",
        "    model.add(Conv2D(32, kernel_size=15, name='Conv2D_2'))\n",
        "    model.add(MaxPooling2D(name='Maxpooling2D_2'))\n",
        "    model.add(Conv2D(64, kernel_size=15, name='Conv2D_3'))\n",
        "    model.add(MaxPooling2D(name='Maxpooling2D_3'))\n",
        "    model.add(Flatten(name='Flatten_1'))\n",
        "    model.add(Dense(64, name='Dense_1'))\n",
        "    model.add(Dropout(64, name='DropOut'))\n",
        "    model.add(Dense(1,activation='sigmoid', name='Dense_2'))\n",
        "\n",
        "    model.summary()\n",
        "    return model\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "WuBy06fdibb0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "deep_model(16,687,75)"
      ],
      "metadata": {
        "id": "CktHUJQelWYr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-1CZg70HbNud"
      },
      "outputs": [],
      "source": [
        "def kfold_train(X, y, n_splits, num_epoch=687, feature_num=75):\n",
        "    kf = KFold(n_splits=n_splits, shuffle=True, random_state=0)\n",
        "    acc = []\n",
        "    fold_no = 1\n",
        "\n",
        "    for train_index, test_index in kf.split(X):\n",
        "        print(f'Training on fold {fold_no}')\n",
        "\n",
        "        X_train, X_test = X[train_index], X[test_index]\n",
        "        y_train, y_test = y[train_index], y[test_index]\n",
        "\n",
        "        model = conv_model(num_epoch,feature_num)\n",
        "        model.compile(loss='binary_crossentropy', optimizer='adam')\n",
        "        model.fit(X_train, y_train, epochs=100, batch_size=200, verbose=1)\n",
        "\n",
        "        y_pred = model.predict(X_test)\n",
        "        y_pred = [1 if item>0.5 else 0 for item in y_pred]\n",
        "        fold_acc = accuracy_score(y_test, y_pred)\n",
        "        print('-----------------------------------------------------------------')\n",
        "        print(f'ACCuracy:\\t{fold_acc}\\n')\n",
        "        print('-----------------------------------------------------------------')\n",
        "\n",
        "        acc.append(fold_acc)\n",
        "        fold_no += 1\n",
        "    return acc"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JKgPMtGXSi3z",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d40e60fd-9dbc-4fdc-e61f-372547e6e763"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "X:\t(20, 687, 75)\n",
            "y:\t(20,)\n",
            "Bands:\t(5, 20, 687, 15)\n"
          ]
        }
      ],
      "source": [
        "desired_subs = [1,2,5,6,7,8,9,10, 5021, 5013, 5035, 5064, 5061, 5059, 5060]\n",
        "# desired_subs = [[1,2,5,6,7,8,9,10], [7,5021, 5013, 5035, 5064, 5061, 5059, 5060]]\n",
        "\n",
        "num_subs,X,y = load_data(desired_subs,687)\n",
        "band_feat = extract_freq_band_features(X)\n",
        "\n",
        "print(f'X:\\t{X.shape}\\ny:\\t{y.shape}\\nBands:\\t{band_feat.shape}')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kp-rW563MDKA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "98259a34-4d5c-438c-bbd8-9c2efa472a89"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0158\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0154\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0149\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0145\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0141\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0138\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0134\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0130\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0127\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0124\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0121\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0118\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0115\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0113\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0110\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0107\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0105\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0103\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0100\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.0098\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0096\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0094\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0092\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0090\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0089\n",
            "1/1 [==============================] - 0s 60ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 17\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 530ms/step - loss: 0.7917\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.7047\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.7367\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.7035\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6706\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6647\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6675\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6587\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6390\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6183\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6039\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.5960\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.5882\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5744\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5557\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5381\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5256\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.5148\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.4989\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4784\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4608\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.4482\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.4323\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.4113\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3938\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3804\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3618\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3426\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.3293\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.3127\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2946\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.2821\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.2662\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2510\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.2396\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2244\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2131\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.2013\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1890\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1799\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1682\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1599\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1502\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1419\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1341\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1260\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1197\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1122\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1067\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1002\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0950\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0897\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0848\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0804\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0758\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0721\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0681\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0648\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0614\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0583\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0555\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0526\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0503\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0478\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0456\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0435\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0415\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0398\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0380\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0364\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0349\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0334\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0322\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0309\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0297\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0286\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0275\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0265\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0256\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0247\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0239\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0231\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0223\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0216\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0209\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0203\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0197\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0191\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0185\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0180\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0175\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0170\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0166\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0161\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.0157\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0153\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0149\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0145\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0142\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0139\n",
            "1/1 [==============================] - 0s 56ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 18\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 487ms/step - loss: 0.7275\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6919\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.6581\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6208\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.5965\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.5729\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.5395\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.5147\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4916\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4613\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.4378\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4159\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.3878\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.3660\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.3447\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3201\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3024\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2812\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.2615\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2453\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2258\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.2117\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1949\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1808\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1674\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1538\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.1429\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.1305\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1214\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1108\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1028\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0942\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0871\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0803\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0740\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0687\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0632\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0590\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 17ms/step - loss: 0.0544\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0508\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0472\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0440\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0412\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0383\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0361\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0337\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0317\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0299\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0280\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0265\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0250\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0236\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0224\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0212\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0201\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0192\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0182\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0174\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0166\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0158\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0152\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0145\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0139\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0134\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0129\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0124\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0119\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0115\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0111\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0107\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0104\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0100\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0097\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0094\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0092\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0089\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0087\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0084\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0082\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0080\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0078\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0076\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0074\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0072\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0070\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0069\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0067\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.0066\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0064\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0063\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 42ms/step - loss: 0.0062\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0060\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0059\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0058\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0057\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0056\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0054\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0053\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0052\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0051\n",
            "1/1 [==============================] - 0s 71ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 19\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 534ms/step - loss: 1.1333\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6903\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.8830\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.8260\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6918\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6479\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.6992\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.7354\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.7118\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6621\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6282\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6240\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6369\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.6480\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6467\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6332\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6144\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5981\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.5888\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.5864\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5872\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5864\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5811\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.5714\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.5598\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.5497\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.5428\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5388\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5358\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5311\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5233\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.5131\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.5025\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.4938\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4874\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.4818\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4742\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4639\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.4527\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4431\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4354\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4273\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.4167\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4047\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3942\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.3855\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.3755\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.3634\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.3518\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3422\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.3317\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3196\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3087\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2990\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2879\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2766\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.2670\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2569\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2461\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2369\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2275\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2176\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2091\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2003\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1915\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1838\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1757\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1680\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1610\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1536\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1470\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1406\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1342\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1285\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1227\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1172\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.1121\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1070\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.1024\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0978\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0935\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0895\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 40ms/step - loss: 0.0855\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0819\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0784\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0750\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0719\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0688\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0660\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0632\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0606\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0582\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0559\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0537\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0516\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0496\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0477\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0459\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0442\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0426\n",
            "1/1 [==============================] - 0s 81ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 20\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 1s/step - loss: 0.8729\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6378\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6734\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6843\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6475\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 39ms/step - loss: 0.6050\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5861\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5956\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.6094\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 43ms/step - loss: 0.6016\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 39ms/step - loss: 0.5744\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 39ms/step - loss: 0.5453\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.5275\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.5223\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.5206\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.5124\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.4947\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4725\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4541\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.4444\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4393\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.4287\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.4093\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3885\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.3746\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 39ms/step - loss: 0.3666\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.3558\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3383\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.3203\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.3091\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3011\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.2877\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.2713\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.2601\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2526\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.2410\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2273\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.2183\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.2111\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2001\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1896\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1832\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1755\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1657\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1588\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1530\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.1449\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1381\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1332\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1267\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.1204\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1159\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1107\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1052\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.1012\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0969\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0922\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0886\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0851\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0811\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0779\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0749\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0716\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0688\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0663\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0635\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0611\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0589\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0566\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 40ms/step - loss: 0.0545\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.0527\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0508\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 40ms/step - loss: 0.0489\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0473\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0457\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0441\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0427\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0414\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 44ms/step - loss: 0.0400\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 39ms/step - loss: 0.0388\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0376\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0365\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0354\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0344\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0334\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0324\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0315\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0306\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0298\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0290\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0282\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0275\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0268\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0261\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0255\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0248\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0242\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0236\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0231\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0225\n",
            "1/1 [==============================] - 0s 55ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t0.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Baaandddd:\t4\n",
            "Training on fold 1\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 469ms/step - loss: 0.7453\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6935\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6654\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6195\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.5787\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5455\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.5104\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.4710\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4352\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.4081\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3785\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3441\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3165\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.2945\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2673\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2429\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2256\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.2045\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1842\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1702\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1541\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1384\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1277\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1155\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1037\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0956\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0868\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0780\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0720\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0659\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0595\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0549\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0507\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0462\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0426\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0398\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0367\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 44ms/step - loss: 0.0338\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0317\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0297\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0276\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0258\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0244\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0230\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0216\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0204\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0194\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 41ms/step - loss: 0.0184\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0174\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.0166\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0159\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0152\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0145\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0138\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0133\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0128\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0123\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0118\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0114\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0110\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0106\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0103\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0100\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0097\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0094\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0091\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0088\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0086\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0084\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0081\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0079\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0077\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0075\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0074\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0072\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0070\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0069\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0067\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0066\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0064\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0063\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0062\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0061\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0059\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0058\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0057\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0056\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0055\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0054\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0053\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0052\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0051\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0050\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0049\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0049\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0048\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0047\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0046\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0046\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0045\n",
            "1/1 [==============================] - 0s 89ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 2\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 456ms/step - loss: 0.7732\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.9101\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.7587\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.7230\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.7450\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.7266\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6845\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6482\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6255\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.6110\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.5982\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.5829\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5641\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5431\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5220\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.5022\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.4838\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4651\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.4447\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.4228\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.4017\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3829\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3649\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3452\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3242\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.3048\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2879\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2708\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2524\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2354\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2208\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2060\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1907\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.1775\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.1658\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1536\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1422\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1327\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1233\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1141\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1063\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0992\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0920\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0856\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0801\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0747\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0696\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0653\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0612\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0572\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0537\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0506\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0476\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0447\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0423\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0400\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0378\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0358\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0340\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0324\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0307\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0293\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0280\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0268\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0256\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0245\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0236\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0226\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0217\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0209\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0202\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0195\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0188\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0182\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0176\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0170\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0165\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0160\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0155\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0151\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0147\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0143\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0139\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0135\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0132\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0128\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0125\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0122\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0119\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0117\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0114\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0112\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0109\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0107\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0104\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0102\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0100\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0098\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0096\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0094\n",
            "1/1 [==============================] - 0s 124ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 3\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 464ms/step - loss: 0.7123\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.8048\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6874\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6444\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6527\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.6382\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6011\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5663\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5454\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.5347\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5239\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.5058\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.4805\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.4527\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4275\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.4082\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3929\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3755\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.3524\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3272\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.3061\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2910\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2756\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.2547\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.2326\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2166\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2044\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1884\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1705\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1580\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1486\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1358\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1229\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1147\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1072\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0972\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0890\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0838\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0775\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0705\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0657\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0618\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0568\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0523\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0493\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0463\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0427\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0398\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0377\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0354\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0329\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0310\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0295\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0278\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0261\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0248\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0237\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0225\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0213\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0203\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0195\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0187\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0178\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0171\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0164\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0158\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0152\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0146\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0141\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0137\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0132\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0128\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0124\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0120\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0117\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0113\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0110\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0107\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0104\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0102\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0099\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0096\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0094\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0092\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0090\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0088\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0086\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0084\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0082\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0080\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0079\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0077\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 45ms/step - loss: 0.0075\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0074\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0072\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0071\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0070\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0068\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0067\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0066\n",
            "1/1 [==============================] - 0s 70ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 4\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 468ms/step - loss: 0.7211\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.7183\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6724\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.6365\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.6184\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.5976\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5689\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.5378\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.5106\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.4870\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.4609\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.4309\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4018\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3776\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3543\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3276\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3005\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2783\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2582\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2357\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2149\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1987\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1822\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1650\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1514\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1395\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1265\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1154\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1065\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0971\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0882\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0813\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0746\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0677\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0622\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0574\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0524\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0480\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0444\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0410\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0377\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0348\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0324\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0301\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 42ms/step - loss: 0.0279\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0260\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0244\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0229\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0215\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0202\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0191\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0181\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0171\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0162\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0154\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0147\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0140\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0134\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0128\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0122\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0118\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0113\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0109\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0104\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0101\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0097\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0094\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0091\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0088\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0085\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0082\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0080\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0078\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0076\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0073\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0071\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0070\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0068\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0066\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0064\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0063\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0061\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0060\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0059\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0057\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0056\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0055\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0054\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0053\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0052\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0051\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0050\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0049\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0048\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0047\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0046\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0045\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0044\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0044\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0043\n",
            "1/1 [==============================] - 0s 53ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 5\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 460ms/step - loss: 0.7049\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.7740\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6824\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6412\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.6462\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6323\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.5971\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5646\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 43ms/step - loss: 0.5470\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.5369\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.5194\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4922\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4638\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4419\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4262\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4100\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.3884\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3637\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3417\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3251\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3099\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2910\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2701\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2522\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2386\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2249\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2084\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1925\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1803\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1697\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1575\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1451\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1353\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1272\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1182\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1090\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1015\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0954\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0890\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0824\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0768\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0723\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0678\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0631\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0590\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0557\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0525\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0492\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0461\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0436\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0413\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0391\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0368\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0349\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0332\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0316\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0300\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0286\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0273\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0261\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0250\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0239\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0229\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0220\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0211\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0203\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0196\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0188\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0182\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0176\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0170\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0164\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0159\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0154\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0149\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0145\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0141\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0137\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0133\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0129\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0126\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0122\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0119\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0116\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0113\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0111\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0108\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 39ms/step - loss: 0.0106\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0103\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0101\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0099\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0097\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0095\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0093\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0091\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0089\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0087\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0085\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0084\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0082\n",
            "1/1 [==============================] - 0s 85ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 6\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 464ms/step - loss: 0.7137\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6760\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6424\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.6034\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.5715\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5435\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5113\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.4759\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.4445\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4184\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3890\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3569\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.3296\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3060\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2792\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2528\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2321\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2111\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1888\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1713\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1553\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.1379\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1241\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1122\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0994\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0892\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0807\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0716\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0642\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0582\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0520\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0466\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0425\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0384\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0345\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0315\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0289\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0262\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0239\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0221\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0204\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0187\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0173\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0161\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0150\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0139\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0130\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0123\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0116\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0109\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0102\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0097\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0092\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0088\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0084\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0080\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0076\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0073\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0070\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0067\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0065\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0063\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0060\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0058\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0057\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0055\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0053\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0052\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0050\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0049\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0047\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0046\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0045\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0044\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0043\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0042\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0041\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0040\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0039\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0038\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0037\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0037\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0036\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0035\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0035\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0034\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0033\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0033\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0032\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0032\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0031\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0030\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0030\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0029\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0029\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0028\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0028\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0028\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0027\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0027\n",
            "1/1 [==============================] - 0s 104ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 7\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 493ms/step - loss: 0.7942\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.8690\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.7738\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.6945\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.7119\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.7247\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.6969\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6578\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.6336\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6272\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.6262\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6192\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6029\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.5812\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5601\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.5435\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.5318\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.5219\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.5100\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4943\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4762\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.4586\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4435\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.4309\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 48ms/step - loss: 0.4184\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.4037\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3864\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3687\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3531\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3397\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.3259\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3097\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2927\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2777\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2648\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.2511\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2357\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.2211\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2088\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1968\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.1836\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1711\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.1606\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.1504\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1394\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1296\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1213\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1128\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1043\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0972\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0907\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0841\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0780\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0729\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0680\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0631\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0590\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0553\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0517\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0483\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0454\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0427\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0401\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0377\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0357\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0337\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0319\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.0302\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0287\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0273\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0260\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0247\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0236\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0226\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0216\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0207\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0199\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0191\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0184\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0177\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0170\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0165\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0159\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0153\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0148\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0144\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0139\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0135\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0131\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0127\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0124\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0120\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0117\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0114\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0111\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0108\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0106\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0103\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0101\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0098\n",
            "1/1 [==============================] - 0s 70ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 8\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 496ms/step - loss: 1.1165\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.7259\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.8560\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.8687\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.7850\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.7077\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.6761\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.6760\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6807\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.6755\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6590\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.6363\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6137\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.5963\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.5860\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 43ms/step - loss: 0.5809\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.5757\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5658\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5505\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.5323\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.5148\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5007\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.4905\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4824\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4739\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.4628\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.4485\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.4322\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.4165\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.4034\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.3928\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.3826\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3700\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.3548\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 44ms/step - loss: 0.3395\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.3267\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.3161\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.3049\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.2912\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2766\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.2640\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2535\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2424\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2296\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.2172\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2071\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1976\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.1868\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1760\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1670\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1589\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1500\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1412\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1340\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1273\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1201\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.1133\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1076\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1022\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0966\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0915\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0872\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0829\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0785\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0748\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0714\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0681\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0648\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0620\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0594\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0567\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0543\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0521\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0501\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0480\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0462\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0445\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0429\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0413\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0398\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0385\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0372\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0359\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0347\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0337\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0326\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0316\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0307\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0298\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0289\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0281\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0273\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0266\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0259\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0252\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0246\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0240\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0234\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0228\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0223\n",
            "1/1 [==============================] - 0s 66ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 9\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 476ms/step - loss: 0.9004\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6732\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.7773\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.7189\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6439\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6323\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.6491\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.6457\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6170\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5824\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.5588\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.5493\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.5456\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.5374\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.5204\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4972\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.4738\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.4555\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.4431\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.4328\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4192\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4006\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.3798\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3616\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3480\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3364\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3225\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.3050\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2870\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.2725\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2611\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2492\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2345\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2196\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2078\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.1982\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1875\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1753\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1644\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1560\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1479\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.1386\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1296\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1225\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1162\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1091\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.1021\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0963\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0914\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0861\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0807\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0762\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0723\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 42ms/step - loss: 0.0684\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0644\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0608\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0578\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0549\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0520\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0492\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0468\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0447\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0425\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0405\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0386\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0369\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0354\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0338\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0324\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0311\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0299\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0287\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0276\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0266\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0256\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0247\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0239\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0231\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0223\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0216\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0209\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0203\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0196\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0191\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0185\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0180\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0175\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0170\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0166\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0161\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0157\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0153\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0150\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0146\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0142\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0139\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0136\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0133\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0130\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0127\n",
            "1/1 [==============================] - 0s 63ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 10\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 463ms/step - loss: 0.6346\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6160\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.5720\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.5405\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.5136\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.4831\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.4507\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.4212\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.3950\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3676\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3386\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3120\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2885\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2653\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2412\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.2187\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1994\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1806\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1620\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1460\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1320\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1181\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1055\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0951\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0853\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0760\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0684\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0617\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0552\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0495\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0449\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0405\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0364\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0331\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0302\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0274\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0249\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0228\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0210\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0193\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0178\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0164\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0153\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0142\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0132\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0124\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0116\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0109\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0103\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0097\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0092\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0087\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0083\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0079\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0076\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0072\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0069\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0067\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0064\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0062\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0060\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0057\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0056\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0054\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0052\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0051\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0049\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0048\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0046\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0045\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0044\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0043\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0042\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0041\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0040\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0039\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0038\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0037\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0036\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0036\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0035\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0034\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0034\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0033\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0032\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0032\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0031\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0031\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0030\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0030\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0029\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0029\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0028\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0028\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0027\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0027\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0026\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0026\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0026\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0025\n",
            "1/1 [==============================] - 0s 156ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 11\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 477ms/step - loss: 0.7960\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.6553\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.6581\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.6365\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5762\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.5227\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.4983\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.4837\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.4495\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4043\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3726\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3573\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3335\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2976\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.2687\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.2541\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2374\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2113\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1891\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1776\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1659\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1477\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1316\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1228\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1148\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1027\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0916\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0852\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0798\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0723\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0646\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0596\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0561\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0518\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0467\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0427\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0401\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0377\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0348\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0319\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0296\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0279\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0264\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0247\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0229\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0214\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0204\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0194\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0184\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0173\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 45ms/step - loss: 0.0164\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0155\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0149\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0143\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0137\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0130\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0125\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0120\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0115\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0111\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0107\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0103\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0100\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0096\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0093\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0091\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0088\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0085\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0083\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0080\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0078\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0076\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0074\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0073\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0071\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0069\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.0067\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0066\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0064\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0063\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0062\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0060\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0059\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0058\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0057\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0056\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0055\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0053\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0052\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0052\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0051\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0050\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0049\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0048\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0047\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0046\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0046\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0045\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0044\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0043\n",
            "1/1 [==============================] - 0s 92ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t0.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 12\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 529ms/step - loss: 0.7710\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.7822\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.7394\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.6873\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.6714\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.6638\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.6429\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.6129\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.5860\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.5680\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5532\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.5325\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.5046\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4755\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4524\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.4348\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4134\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3858\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3594\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3401\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.3219\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2983\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2744\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2568\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2410\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2210\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2025\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1894\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1758\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1601\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.1476\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.1380\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1267\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.1156\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1076\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.1001\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0915\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0843\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0788\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0729\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0669\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0621\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0581\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0539\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0497\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0464\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0436\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 40ms/step - loss: 0.0406\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0378\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.0354\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0334\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0314\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0294\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0277\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0263\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0250\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0236\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0224\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0213\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0203\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0194\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0185\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0177\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0170\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0163\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0157\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0151\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0145\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0140\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0135\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0130\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0126\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0122\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0118\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0114\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0111\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0108\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0105\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0102\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0099\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0096\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0094\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0091\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0089\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0087\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0085\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0083\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0081\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0079\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0077\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0076\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0074\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0072\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0071\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0069\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0068\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0067\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0065\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0064\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0063\n",
            "1/1 [==============================] - 0s 55ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 13\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 480ms/step - loss: 0.6797\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6971\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.6227\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6119\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.5947\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.5534\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5191\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.5013\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4811\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4492\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.4174\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.3963\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.3786\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.3526\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3238\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.3034\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.2875\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.2653\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2425\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2276\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2137\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1949\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1793\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1691\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1562\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1422\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.1332\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1246\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1136\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1052\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 42ms/step - loss: 0.0990\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0912\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0837\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0787\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0733\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0673\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0627\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0590\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0547\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0506\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0477\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0448\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0416\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0389\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0369\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0346\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0324\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0306\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0291\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0275\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0259\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0246\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0235\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0224\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0213\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0203\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0195\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0187\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0179\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0171\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0165\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0159\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0153\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0147\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0142\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0137\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0132\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0128\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0124\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0120\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0117\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0113\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0110\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0107\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0104\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0101\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0098\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0096\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0093\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0091\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0089\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0086\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0084\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0082\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0081\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0079\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 38ms/step - loss: 0.0077\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 46ms/step - loss: 0.0075\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0074\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0072\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0071\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0069\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0068\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0067\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0065\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0064\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0063\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0062\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0060\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0059\n",
            "1/1 [==============================] - 0s 62ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 14\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 488ms/step - loss: 0.7153\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.7073\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6698\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6183\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.6004\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5884\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.5619\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5261\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4949\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.4761\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4611\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4369\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4058\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.3784\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3593\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3426\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3211\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2964\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.2755\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2608\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.2458\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2267\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.2082\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1948\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.1834\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1697\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1552\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1440\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1352\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1254\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1147\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1060\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0994\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0925\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0849\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0783\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0734\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0686\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0633\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0586\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0549\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0516\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0481\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0447\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0419\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0396\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0373\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0349\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0328\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0311\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0295\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0280\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0264\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0251\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0239\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0229\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0218\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0208\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0199\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0191\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0184\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0176\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0169\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0163\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0157\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0152\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0147\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0142\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0137\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0133\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0129\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0125\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0121\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0118\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0114\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0111\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0108\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0105\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0103\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0100\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0098\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0095\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0093\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0091\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0089\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0087\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0085\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0083\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0081\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0080\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0078\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0076\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0075\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0073\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0072\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0071\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0069\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0068\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0067\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 15ms/step - loss: 0.0066\n",
            "1/1 [==============================] - 0s 61ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 15\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 524ms/step - loss: 0.7353\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.6839\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.6702\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.6412\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6057\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5708\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5373\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.5043\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4710\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4381\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.4065\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3756\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.3444\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3141\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2863\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.2593\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.2329\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2095\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1876\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1670\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1494\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1328\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.1180\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1053\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.0934\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0833\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0742\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0659\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0590\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0525\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0470\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0422\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.0378\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0341\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0308\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0278\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.0253\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0231\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0211\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0194\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0179\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0165\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0153\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0143\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0133\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0125\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0117\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0110\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0104\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0099\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0094\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0089\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0085\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0081\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0078\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0074\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0071\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0069\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0066\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0064\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0062\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0059\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0058\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0056\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0054\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0053\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0051\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0050\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0048\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0047\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0046\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0045\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0044\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0043\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0042\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0041\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 1s 588ms/step - loss: 0.0040\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0039\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0038\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0038\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0037\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0036\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0035\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0035\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0034\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0034\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0033\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0032\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0032\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0031\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0031\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0030\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0030\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0029\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0029\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0028\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0028\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0028\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0027\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0027\n",
            "1/1 [==============================] - 0s 78ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 16\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 486ms/step - loss: 0.7149\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6742\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.6367\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.5968\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.5585\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.5203\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4811\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.4436\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4081\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.3714\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3361\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3038\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.2724\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.2427\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.2164\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1912\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1684\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.1483\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.1296\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1132\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0988\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0856\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0743\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0644\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0556\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0482\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0419\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0363\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0316\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0276\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0242\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0213\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0188\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0167\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0149\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0134\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0121\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0110\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0100\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0091\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0084\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0077\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0071\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0066\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0062\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0058\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0054\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0051\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0049\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0046\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0044\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0042\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0040\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0038\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0037\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0035\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0034\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0033\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0031\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0030\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0029\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0029\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0028\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0027\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0026\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0026\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0025\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0024\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0024\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0023\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0023\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0022\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0022\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0021\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0021\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0021\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0020\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0020\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0019\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0019\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0019\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0018\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0018\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0018\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0018\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0017\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0017\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0017\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0017\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0016\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0016\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0016\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0016\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0015\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0015\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0015\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0015\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0015\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.0014\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0014\n",
            "1/1 [==============================] - 0s 110ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t0.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 17\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 507ms/step - loss: 0.7219\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.7368\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.6574\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6629\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6034\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5750\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.5691\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.5352\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.4937\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4735\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.4596\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.4281\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3940\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.3747\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3578\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.3300\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.3022\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.2860\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2697\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.2451\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2246\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2121\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1960\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.1769\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.1641\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.1541\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1396\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1271\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1195\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.1100\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 39ms/step - loss: 0.0995\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0926\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0867\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0789\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0726\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0684\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0633\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0579\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0543\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0511\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0472\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0438\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0414\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0389\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0361\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0339\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0323\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0304\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0285\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0270\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0257\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0244\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0230\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0219\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0210\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0200\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0190\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0182\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0175\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0168\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0161\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0154\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0149\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 49ms/step - loss: 0.0144\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0138\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0133\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0129\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0125\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0121\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0117\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0113\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0110\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0107\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0104\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0101\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0098\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0096\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0093\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0091\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0089\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0087\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0085\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0083\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0081\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0079\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0077\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0075\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0074\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0072\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0071\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0069\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0068\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0067\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0065\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0064\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0063\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0062\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0061\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0060\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0059\n",
            "1/1 [==============================] - 0s 56ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 18\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 511ms/step - loss: 0.6890\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6770\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6169\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.5797\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.5537\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.5167\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4756\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.4447\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 34ms/step - loss: 0.4197\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.3870\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.3532\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3284\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.3058\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2776\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2518\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2333\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2128\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.1904\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1739\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1593\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1420\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1279\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1172\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1049\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0936\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0856\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0774\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0688\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0626\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0573\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0514\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0465\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0429\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0392\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0354\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0326\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0303\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0278\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0255\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0237\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0223\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0207\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0192\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0180\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0170\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.0160\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0151\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0142\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0135\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0129\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0122\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0116\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0111\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0107\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0102\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0098\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0094\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0091\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0088\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0085\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0082\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0079\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0076\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0074\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0072\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0070\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0068\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0066\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0064\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0063\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0061\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0060\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0058\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0057\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0056\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0054\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0053\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0052\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0051\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0050\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0049\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0048\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0047\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0046\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0045\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0044\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0044\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0043\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0042\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0041\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0041\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0040\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0039\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0039\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0038\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0038\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0037\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0036\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0036\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0035\n",
            "1/1 [==============================] - 0s 92ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t0.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 19\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 467ms/step - loss: 0.7256\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.8477\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.6793\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.7191\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.7213\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.6630\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 39ms/step - loss: 0.6168\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.6036\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.6018\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.5892\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5622\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5301\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.5034\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.4875\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.4787\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.4666\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4452\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4180\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3934\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3764\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.3639\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3488\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.3282\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.3065\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.2899\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2786\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.2661\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.2491\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2319\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.2196\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2103\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1990\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1854\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1738\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1657\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1578\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.1479\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1382\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1310\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1250\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1179\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.1104\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1042\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0993\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0942\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0886\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0835\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0795\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0757\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0716\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0676\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0643\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0614\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0585\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0555\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0527\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0504\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0483\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0461\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 41ms/step - loss: 0.0440\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 37ms/step - loss: 0.0421\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0404\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0388\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0372\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0357\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0343\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0331\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0319\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0307\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0296\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0286\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0276\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0267\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0258\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0250\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0242\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0234\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0227\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0220\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0214\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0208\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0202\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0196\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0191\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0186\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0181\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0176\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0172\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0168\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0163\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0159\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 36ms/step - loss: 0.0156\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0152\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0148\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0145\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0142\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0139\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0136\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0133\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0130\n",
            "1/1 [==============================] - 0s 65ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 20\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 460ms/step - loss: 0.7777\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6756\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.6861\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6595\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.6214\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.5915\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.5696\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.5501\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.5297\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.5072\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.4834\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.4604\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.4400\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 44ms/step - loss: 0.4216\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.4018\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.3798\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.3585\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.3407\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.3241\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.3048\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.2849\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.2682\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.2531\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.2359\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.2192\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.2055\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.1919\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.1771\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.1644\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.1534\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.1415\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 35ms/step - loss: 0.1304\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.1213\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.1121\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.1030\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0954\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0885\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0814\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0752\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0699\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0646\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0597\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0555\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0517\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0480\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0446\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0418\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0391\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0365\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0342\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0322\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0303\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0285\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0269\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0254\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0241\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0228\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 32ms/step - loss: 0.0216\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0206\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0196\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 18ms/step - loss: 0.0187\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0179\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0171\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0164\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0157\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0151\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0145\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0140\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0135\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0130\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0125\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0121\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0117\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0113\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0110\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0106\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0103\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0100\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 19ms/step - loss: 0.0098\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0095\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0092\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0090\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0088\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 22ms/step - loss: 0.0085\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 23ms/step - loss: 0.0083\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0081\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0079\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 25ms/step - loss: 0.0078\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 21ms/step - loss: 0.0076\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 30ms/step - loss: 0.0074\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 24ms/step - loss: 0.0072\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0071\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0069\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 28ms/step - loss: 0.0068\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 33ms/step - loss: 0.0067\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 31ms/step - loss: 0.0065\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 27ms/step - loss: 0.0064\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 20ms/step - loss: 0.0063\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 29ms/step - loss: 0.0062\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0060\n",
            "1/1 [==============================] - 0s 76ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n"
          ]
        }
      ],
      "source": [
        "t=[]\n",
        "for band in range(5):\n",
        "    print(f\"Baaandddd:\\t{band}\")\n",
        "    acc = kfold_train(band_feat[band],y,n_splits=num_subs,feature_num=15)\n",
        "    # print(sum(acc)/len(acc))\n",
        "    # print('++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\\n')\n",
        "    # print(sum(acc)/len(acc))\n",
        "    # print('++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\\n')\n",
        "    t.append(sum(acc)/len(acc))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "acc = kfold_train(X,y,n_splits=num_subs)"
      ],
      "metadata": {
        "id": "HtrTdrphdSCq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f306f3fb-dd75-4345-c6ad-65e32425811a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training on fold 1\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 573ms/step - loss: 0.7179\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.7000\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.6199\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.6015\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.5398\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.5341\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.4581\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.4468\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.3740\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.3688\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.2996\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2906\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.2392\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.2294\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1942\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.1790\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1610\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.1415\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1359\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.1127\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.1139\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0911\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0928\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0745\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0729\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0616\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0553\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0515\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0418\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 91ms/step - loss: 0.0419\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0338\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0322\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0294\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0246\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0247\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0212\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0193\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0190\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0163\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0154\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0150\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0131\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0124\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0121\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0107\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0101\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0099\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0091\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0083\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0081\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0077\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0071\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0068\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0066\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0062\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 97ms/step - loss: 0.0058\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0056\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0055\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0052\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0049\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0048\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0047\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0045\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0043\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0041\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0040\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0039\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0038\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0037\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0036\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0035\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0034\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0033\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0032\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0031\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0031\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0030\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0029\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 104ms/step - loss: 0.0029\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 89ms/step - loss: 0.0028\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.0028\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0027\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0026\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0026\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0025\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0025\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0024\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0024\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0024\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0023\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0023\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0022\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0022\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0022\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0021\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0021\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0021\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0020\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0020\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0020\n",
            "1/1 [==============================] - 0s 64ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 2\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 532ms/step - loss: 0.7457\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.7834\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.6828\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.6793\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.6474\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.6318\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.5978\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.5589\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.5318\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.4839\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.4578\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 95ms/step - loss: 0.4071\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.3753\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.3345\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.2948\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.2708\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.2294\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.2115\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1849\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.1598\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1475\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.1226\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.1117\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0952\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0801\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0716\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0571\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0520\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0415\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0382\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0310\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0291\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0239\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0228\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0193\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0181\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0162\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0145\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0138\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0120\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0115\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0105\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0095\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0091\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0082\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0076\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0072\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0065\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0061\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0058\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0054\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0050\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0048\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0045\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0042\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0040\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0039\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0036\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0034\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0033\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0032\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0030\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0029\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0028\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0027\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0026\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0025\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0025\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0024\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0023\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0023\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0022\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0022\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0021\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0020\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0020\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0020\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.0019\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0019\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0018\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0018\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0018\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0017\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0017\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0017\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0017\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0016\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0016\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0016\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0015\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0015\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0015\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0015\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0015\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0014\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0014\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0014\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0014\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0014\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0013\n",
            "1/1 [==============================] - 0s 63ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 3\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 588ms/step - loss: 1.2409\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.7164\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.7872\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.6764\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.6213\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.6226\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.6202\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.5872\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.5820\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.5703\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.5219\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.5134\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.4831\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.4430\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.4328\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.3887\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 128ms/step - loss: 0.3664\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.3419\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.3057\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.2929\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.2586\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.2446\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.2226\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.2026\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1919\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.1710\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1643\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1483\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.1392\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1303\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1186\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1137\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1027\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0972\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0898\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0824\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0780\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0704\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0664\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0610\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0561\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0530\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0481\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0454\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.0422\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0390\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0372\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0345\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0325\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 54ms/step - loss: 0.0309\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 58ms/step - loss: 0.0289\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0276\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0263\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0248\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0238\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0227\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0215\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0208\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0198\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0189\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0183\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0175\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 112ms/step - loss: 0.0167\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0162\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0155\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0149\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0144\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0139\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0134\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0129\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0125\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0121\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0117\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0113\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0110\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0106\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0103\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0100\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0097\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0095\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0092\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0090\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0087\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0085\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 88ms/step - loss: 0.0083\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0081\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0079\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0077\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0075\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0074\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0072\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0070\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0069\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0067\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0066\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0065\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0063\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0062\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0061\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0060\n",
            "1/1 [==============================] - 0s 66ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 4\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 538ms/step - loss: 0.7880\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 1.0264\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.7228\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.6990\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.7021\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.6572\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.6720\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.6499\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.5885\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.5786\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.5624\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.5081\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.4849\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.4695\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.4182\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.3930\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.3742\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.3274\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.3104\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.2867\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.2509\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.2429\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.2142\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1980\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1875\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.1639\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.1592\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1415\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1309\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.1233\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1077\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.1034\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0908\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0831\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0769\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0666\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0630\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0552\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0500\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 87ms/step - loss: 0.0467\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.0407\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0383\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0351\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0314\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0301\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0274\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0252\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0243\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0223\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0208\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0200\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0186\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0174\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0168\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0157\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0148\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0143\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0135\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0127\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0122\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0117\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0110\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0106\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0102\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0097\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0092\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0089\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0086\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0082\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0079\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0077\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0074\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0071\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0069\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0067\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0065\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0062\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0061\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0059\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0057\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0056\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0054\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0053\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0052\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0050\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0049\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0048\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0047\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0046\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0045\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0044\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0043\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0042\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0042\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0041\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0040\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0039\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0038\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0038\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0037\n",
            "1/1 [==============================] - 0s 53ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 5\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 484ms/step - loss: 0.7068\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.6450\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.6271\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.5682\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.5347\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.4766\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.4359\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.3839\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.3378\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.3035\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.2518\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.2355\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.1941\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.1768\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.1540\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1336\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.1226\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.1030\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0963\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0793\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0746\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0615\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0575\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0481\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0446\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0388\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0347\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0320\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0276\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0265\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0228\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0214\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0196\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0173\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0166\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0148\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0134\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0128\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0114\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0105\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 95ms/step - loss: 0.0100\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0090\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0083\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0080\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0074\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0068\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0064\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.0061\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0057\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0053\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0051\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0049\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0046\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0044\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0042\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0041\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0039\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0037\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0036\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0035\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0033\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0032\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0031\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0031\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0030\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0029\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0028\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0027\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0027\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0026\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0025\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0025\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0024\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0024\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0023\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0023\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0022\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0022\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0021\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0021\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0021\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0020\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0020\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0020\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0019\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0019\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0019\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0018\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0018\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0018\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0017\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0017\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0017\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 58ms/step - loss: 0.0017\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0016\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0016\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0016\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0016\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0015\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0015\n",
            "1/1 [==============================] - 0s 56ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 6\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 560ms/step - loss: 0.7699\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.7055\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.6295\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.6590\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.5697\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.5573\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.5289\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.4764\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.4780\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.4185\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.4003\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.3712\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.3278\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.3220\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2734\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.2723\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.2327\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.2253\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1993\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1842\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1702\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1492\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1431\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1207\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.1176\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0972\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0950\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0783\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0751\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0638\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0588\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0526\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0461\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0439\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0369\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0362\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0310\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0291\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0270\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0235\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0230\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0203\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0188\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0180\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0158\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0151\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0142\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0127\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0122\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0115\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0104\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0099\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0095\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0087\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0082\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0079\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0074\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0070\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0067\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0065\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0061\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.0058\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0056\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0054\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0052\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0050\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0048\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0047\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0045\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0043\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0042\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0041\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0040\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 95ms/step - loss: 0.0038\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0038\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0037\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0036\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0035\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0034\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0033\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0032\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0032\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0031\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0030\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0030\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0029\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0028\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0028\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0027\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0027\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 56ms/step - loss: 0.0026\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0026\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0025\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0025\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0024\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0024\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0024\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0023\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0023\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0022\n",
            "1/1 [==============================] - 0s 53ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 7\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 554ms/step - loss: 0.6696\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.7820\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.6237\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 89ms/step - loss: 0.6579\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.6185\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.5786\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.5801\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.5658\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.5260\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.5014\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.4926\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 87ms/step - loss: 0.4682\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.4272\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.4020\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.3857\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.3433\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.3129\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.2957\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.2523\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.2358\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2079\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1823\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1702\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1423\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 97ms/step - loss: 0.1375\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.1132\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1095\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0913\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.0859\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0737\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.0662\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0595\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0505\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 95ms/step - loss: 0.0479\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0391\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0379\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0316\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0292\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.0267\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0228\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0223\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0193\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0178\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0171\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0148\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0142\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0133\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0118\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0115\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0108\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0097\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 97ms/step - loss: 0.0093\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0089\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0081\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0077\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0074\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0069\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0065\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0063\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0060\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0056\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0054\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0052\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0050\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0047\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0046\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0045\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0043\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0041\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0040\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0039\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0038\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0036\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0036\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0035\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0034\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0033\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0032\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0031\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0031\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0030\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0029\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.0029\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0028\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0028\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0027\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0026\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0026\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0025\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0025\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0025\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0024\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0024\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0023\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0023\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0022\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0022\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 57ms/step - loss: 0.0022\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0021\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0021\n",
            "1/1 [==============================] - 0s 73ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 8\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 497ms/step - loss: 0.7971\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.8386\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.6797\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.6306\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.6783\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.6486\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.5883\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.5966\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.5993\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.5401\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.5020\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.5103\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.4867\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.4298\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.4081\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.4069\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.3646\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.3279\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.3288\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.3007\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.2667\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.2672\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.2475\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.2209\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.2221\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.2056\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.1861\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.1864\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1708\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.1567\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.1554\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1398\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.1300\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.1262\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.1119\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.1057\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.1000\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0883\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0845\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0778\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0697\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0673\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.0608\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0558\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.0536\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0483\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0454\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 97ms/step - loss: 0.0433\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0392\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0373\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0354\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0324\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0310\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0293\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0270\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0259\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0245\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0227\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0217\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0207\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0193\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0183\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0175\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0165\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0156\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0150\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0143\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0135\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0129\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0124\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0119\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0113\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0109\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0105\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0101\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0097\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0094\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0091\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0087\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0084\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0082\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0079\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0077\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0074\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0072\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0070\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0069\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0067\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0065\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0063\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0062\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0060\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0059\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0057\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0056\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0055\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0054\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0052\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0051\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0050\n",
            "1/1 [==============================] - 0s 72ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 9\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 0s 500ms/step - loss: 0.7517\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.8239\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.6999\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.6838\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.6071\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.6113\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.6078\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.5614\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.5202\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.5034\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.4811\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.4337\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.3977\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.3787\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.3305\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.3044\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.2835\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.2424\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.2364\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2016\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.1935\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1721\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1564\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1466\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1268\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.1227\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.1029\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1001\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0839\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0792\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0692\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0617\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0575\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0488\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0474\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0404\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0381\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0351\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0310\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0302\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0267\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0251\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0240\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0213\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0206\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0193\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0175\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0170\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0158\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0145\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0140\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0132\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0122\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0117\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0111\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0104\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0099\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0095\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0090\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0085\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0083\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0079\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0075\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0072\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0070\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0067\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0064\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0062\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0060\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0058\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0056\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0054\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0053\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0051\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0050\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0049\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0047\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0046\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0045\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0044\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0043\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0042\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0041\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0040\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0039\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0038\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0037\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0037\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0036\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0035\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0035\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0034\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0033\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0033\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0032\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0032\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0031\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0030\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0030\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0029\n",
            "1/1 [==============================] - 0s 63ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 10\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 556ms/step - loss: 0.7784\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.9006\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.6714\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.8041\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.6920\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 88ms/step - loss: 0.6174\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 87ms/step - loss: 0.6388\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.6443\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.6089\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.5775\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.5669\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.5586\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 88ms/step - loss: 0.5356\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.5027\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.4781\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.4644\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.4379\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 104ms/step - loss: 0.3986\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.3763\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.3621\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.3227\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 95ms/step - loss: 0.2930\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.2802\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.2450\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.2293\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.2135\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.1863\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.1810\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 98ms/step - loss: 0.1577\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.1484\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.1357\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.1199\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.1148\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.0982\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0936\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0820\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 101ms/step - loss: 0.0741\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.0687\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0590\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 101ms/step - loss: 0.0562\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.0490\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 118ms/step - loss: 0.0447\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 90ms/step - loss: 0.0418\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0365\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0347\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0316\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.0285\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 88ms/step - loss: 0.0274\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 89ms/step - loss: 0.0249\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 87ms/step - loss: 0.0229\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 95ms/step - loss: 0.0221\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.0202\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.0188\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.0181\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0168\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.0157\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0152\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0142\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0133\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 100ms/step - loss: 0.0129\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0122\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0115\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0110\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0106\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0101\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0096\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0093\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0089\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0085\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0082\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0079\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0076\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0073\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0071\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0069\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0066\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0064\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0062\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0061\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 97ms/step - loss: 0.0059\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0057\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0056\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0054\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0053\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0051\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 87ms/step - loss: 0.0050\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.0049\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.0048\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0047\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.0046\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0045\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0044\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0043\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.0042\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.0041\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0040\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0040\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0039\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0038\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0037\n",
            "1/1 [==============================] - 0s 69ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 11\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 1s/step - loss: 0.6832\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.9110\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.6433\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.6358\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.6178\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.6058\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.6333\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.6028\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.5503\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.5411\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.5478\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.5124\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.4656\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.4567\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.4438\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.3929\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.3600\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.3495\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.3026\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.2702\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.2592\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.2157\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.1966\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1827\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1497\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1450\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 57ms/step - loss: 0.1269\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1098\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.1084\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0917\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0846\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0814\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0685\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0659\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0611\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0520\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0502\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0456\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0392\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0376\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0343\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0296\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0279\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0262\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0229\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0211\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0202\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0184\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0165\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0157\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0151\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0138\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0127\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0123\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0118\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0110\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0103\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0099\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0096\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0091\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0086\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0083\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0080\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0077\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0074\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0071\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0069\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0067\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0065\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0062\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0060\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0059\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0057\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0055\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0054\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0052\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0051\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0050\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0048\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0047\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0046\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0045\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0044\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0043\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0042\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0041\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0040\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0040\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0039\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0038\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0037\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0036\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0036\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0035\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0035\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 88ms/step - loss: 0.0034\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0033\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0033\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0032\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0032\n",
            "1/1 [==============================] - 0s 57ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t0.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 12\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 529ms/step - loss: 0.8621\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.6635\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.6618\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.6433\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.6385\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.6100\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.5931\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.5776\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.5420\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.5277\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.4958\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.4650\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.4448\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.4070\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.3820\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.3537\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.3177\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.2954\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.2639\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.2357\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.2158\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1887\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1715\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1533\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1372\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1254\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1117\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1037\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0927\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0862\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0777\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0722\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0654\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0604\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0549\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0506\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0459\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0422\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0383\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0353\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0320\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0296\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0268\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0249\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0227\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0209\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0193\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0178\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0166\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0153\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0143\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0134\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0124\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0117\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0110\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0103\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0097\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0092\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0087\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0083\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0079\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0075\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0071\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0068\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0065\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0062\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0060\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0058\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0055\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0053\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0051\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0050\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0048\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0046\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0045\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0043\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0042\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0041\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0040\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0039\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0038\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0037\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0036\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0035\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0034\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0033\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0032\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0032\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0031\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0030\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0029\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0029\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0028\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0028\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0027\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0026\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0026\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0025\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0025\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0024\n",
            "1/1 [==============================] - 0s 54ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 13\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 543ms/step - loss: 0.8197\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.8808\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.6978\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.6806\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.6260\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.6182\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.5977\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.5320\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.5459\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.4622\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.4808\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.3989\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.4059\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.3440\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.3320\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.2958\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.2661\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.2541\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2147\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2169\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1780\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.1806\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1527\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1461\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1346\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1164\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.1158\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0959\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0944\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0824\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0736\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0706\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 95ms/step - loss: 0.0588\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0572\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0504\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0444\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0432\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0370\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0346\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0330\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0286\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0274\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0260\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0231\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0223\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0213\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0192\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0184\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0178\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0163\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0156\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0152\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0142\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0133\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0130\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0124\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0117\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 97ms/step - loss: 0.0113\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0109\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0104\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0099\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0096\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.0093\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0089\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0085\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0083\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0080\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0077\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0075\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0073\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0070\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0068\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0066\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0065\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0063\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0061\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0059\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0058\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0056\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0055\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0054\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0052\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0051\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0050\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0049\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0048\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0047\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0046\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0045\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0044\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0043\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0043\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0042\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0041\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0040\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0039\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0039\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0038\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 87ms/step - loss: 0.0037\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0037\n",
            "1/1 [==============================] - 0s 69ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 14\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 544ms/step - loss: 0.6804\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 99ms/step - loss: 0.7090\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 117ms/step - loss: 0.6155\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 148ms/step - loss: 0.6254\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 137ms/step - loss: 0.5796\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.5727\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.5332\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.4979\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.4755\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.4250\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.3972\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.3573\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.3136\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2865\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2437\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.2240\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1894\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.1736\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1491\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.1343\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.1190\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.1044\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0948\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0810\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0748\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 93ms/step - loss: 0.0630\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 99ms/step - loss: 0.0582\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0489\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0449\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0385\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0345\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0308\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0266\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0251\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0212\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0201\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0179\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0160\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0153\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0134\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0126\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0119\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0106\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0100\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0095\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0086\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0082\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0078\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0072\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0068\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0065\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0061\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0057\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0055\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0053\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0050\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0048\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0046\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0044\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0042\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0041\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0039\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0038\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0037\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0035\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0034\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0033\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0032\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0031\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0031\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0030\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0029\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.0028\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0028\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0027\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0026\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0026\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0025\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0025\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0024\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0024\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 89ms/step - loss: 0.0023\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0023\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0023\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0022\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0022\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0021\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0021\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0021\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0020\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0020\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0020\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0019\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0019\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0019\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0018\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0018\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0018\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0018\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0017\n",
            "1/1 [==============================] - 0s 55ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 15\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 605ms/step - loss: 0.6680\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.6074\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.5590\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.4837\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.4542\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.3842\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.3602\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.3012\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.2892\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 57ms/step - loss: 0.2411\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 57ms/step - loss: 0.2350\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.2000\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.1928\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1684\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.1555\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.1409\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1228\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.1158\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0956\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0919\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0746\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0711\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0597\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0532\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 58ms/step - loss: 0.0486\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0403\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0392\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0324\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0299\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0275\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0230\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0224\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0195\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0171\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0166\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0144\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0129\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0125\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0109\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0098\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 58ms/step - loss: 0.0095\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0086\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0077\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0073\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0069\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0062\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0057\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0055\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0052\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0048\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0045\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0043\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0041\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0038\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0036\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0035\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0034\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0032\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0030\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0029\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0028\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0027\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0026\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0025\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0024\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0024\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 55ms/step - loss: 0.0023\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 52ms/step - loss: 0.0022\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0021\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0021\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0020\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0020\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0019\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0019\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0018\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0018\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0018\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0017\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0017\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0016\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0016\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0016\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0015\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0015\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0015\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0015\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0014\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0014\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0014\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0014\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0013\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0013\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0013\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0013\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0012\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0012\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0012\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0012\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0012\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0012\n",
            "1/1 [==============================] - 0s 72ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 16\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 545ms/step - loss: 0.7664\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 1.3352\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.8308\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.6898\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.6677\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.6368\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.6280\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.5767\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 97ms/step - loss: 0.5491\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.4924\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.4688\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.4020\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.3792\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.3235\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.2960\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.2615\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.2303\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.2117\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.1836\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.1731\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1510\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1438\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1264\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1205\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.1073\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1016\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0915\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0854\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0783\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0717\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0669\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0601\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0569\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0506\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0480\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0431\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0402\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0371\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0338\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0320\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0290\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0273\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0255\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0235\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0224\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0208\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0195\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0186\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0174\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0165\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0158\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0149\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0142\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0136\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0129\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0124\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0119\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0114\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0109\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0106\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0101\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0098\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0095\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0091\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0088\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0085\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0082\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0080\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0077\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0075\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0073\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0071\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0069\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0067\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0065\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0063\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0062\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0060\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0059\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0057\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0056\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0055\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0053\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0052\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0051\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0050\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0049\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0048\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0047\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0046\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0045\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0044\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0043\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0042\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0042\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0041\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0040\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0039\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0039\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 58ms/step - loss: 0.0038\n",
            "1/1 [==============================] - 0s 67ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t0.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 17\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 559ms/step - loss: 0.8044\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.7571\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.6829\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.7724\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.6496\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.6514\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.6568\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.5856\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.5657\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.5769\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.5206\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.4840\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.4883\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.4515\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.4042\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.4012\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.3723\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.3303\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.3268\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.3005\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.2684\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.2663\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.2407\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.2207\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 58ms/step - loss: 0.2173\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1930\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1817\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.1742\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1531\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1470\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1349\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1194\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1149\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.1010\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0922\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0865\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0750\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0711\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0643\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0572\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0548\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0485\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0451\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0427\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0380\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0363\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0337\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0305\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 95ms/step - loss: 0.0294\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0271\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0248\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0238\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0220\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 96ms/step - loss: 0.0203\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0194\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 102ms/step - loss: 0.0181\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0167\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0160\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0150\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0140\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0133\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0126\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0118\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0112\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0107\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0102\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0096\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 87ms/step - loss: 0.0092\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0089\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0085\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0081\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0078\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0075\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0072\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.0069\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0067\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0065\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0063\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0061\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0059\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0057\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0055\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0054\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0052\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0051\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0050\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0048\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0047\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0046\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0045\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0044\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0043\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.0042\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0041\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0040\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0039\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0039\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0038\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0037\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0036\n",
            "1/1 [==============================] - 0s 64ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 18\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 602ms/step - loss: 0.7194\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 1.0913\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.7096\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.6219\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.6487\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.6283\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.5786\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.5566\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.5980\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.6205\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.5649\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 88ms/step - loss: 0.4948\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.4784\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.5002\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.4899\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.4344\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.3863\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.3855\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.3914\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.3517\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.2991\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.2926\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.2962\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.2537\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.2201\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.2274\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.2106\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1739\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1733\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.1709\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.1414\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.1348\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1369\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.1149\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1067\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1090\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0927\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0841\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0856\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0731\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0658\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0665\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0573\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0511\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0513\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0449\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0399\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0400\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0360\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 101ms/step - loss: 0.0317\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0315\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0295\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0260\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0253\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0245\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0220\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0207\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 89ms/step - loss: 0.0205\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 88ms/step - loss: 0.0190\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0175\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0172\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0166\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0153\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0145\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0143\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 57ms/step - loss: 0.0136\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0127\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0123\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 81ms/step - loss: 0.0120\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0114\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0108\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0105\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0102\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0098\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0093\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0090\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0088\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0085\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0082\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0079\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0077\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0075\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0073\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0070\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0069\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0067\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0065\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0063\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0062\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0061\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 99ms/step - loss: 0.0059\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0058\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0056\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0055\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 57ms/step - loss: 0.0054\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0053\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0052\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0051\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0050\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0049\n",
            "1/1 [==============================] - 0s 78ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 19\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 504ms/step - loss: 0.7027\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.8300\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.6286\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.6404\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.6313\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.5915\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.6071\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.5902\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.5295\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.5172\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.5063\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.4548\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.4263\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.4193\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.3769\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.3426\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.3337\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 91ms/step - loss: 0.3017\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.2725\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.2662\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.2419\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.2203\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.2157\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.1976\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.1811\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1764\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.1619\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1478\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1421\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1304\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.1173\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.1108\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.1020\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0909\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0847\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0787\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0703\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0645\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0606\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 108ms/step - loss: 0.0551\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.0501\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0473\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0439\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.0399\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0372\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 85ms/step - loss: 0.0352\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.0324\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0298\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0282\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0265\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0244\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0227\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0215\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0201\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0187\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0175\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 55ms/step - loss: 0.0166\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0156\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0146\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0138\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0131\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0124\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0117\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0111\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0106\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 60ms/step - loss: 0.0101\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0096\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0091\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0088\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0084\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0080\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0077\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0074\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0071\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0069\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0066\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0064\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0062\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0060\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0058\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 86ms/step - loss: 0.0056\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 84ms/step - loss: 0.0054\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0053\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0051\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0050\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0048\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0047\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.0046\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0045\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.0044\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 57ms/step - loss: 0.0043\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0042\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0041\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0040\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0039\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0038\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0037\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.0036\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 80ms/step - loss: 0.0035\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0035\n",
            "1/1 [==============================] - 0s 65ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n",
            "Training on fold 20\n",
            "Epoch 1/100\n",
            "1/1 [==============================] - 1s 562ms/step - loss: 0.7604\n",
            "Epoch 2/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.7675\n",
            "Epoch 3/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.6721\n",
            "Epoch 4/100\n",
            "1/1 [==============================] - 0s 74ms/step - loss: 0.6526\n",
            "Epoch 5/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.6565\n",
            "Epoch 6/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.6144\n",
            "Epoch 7/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.5716\n",
            "Epoch 8/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.5786\n",
            "Epoch 9/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.5760\n",
            "Epoch 10/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.5329\n",
            "Epoch 11/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.4964\n",
            "Epoch 12/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.4875\n",
            "Epoch 13/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.4834\n",
            "Epoch 14/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.4580\n",
            "Epoch 15/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.4177\n",
            "Epoch 16/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.3843\n",
            "Epoch 17/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.3655\n",
            "Epoch 18/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.3424\n",
            "Epoch 19/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.3071\n",
            "Epoch 20/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.2818\n",
            "Epoch 21/100\n",
            "1/1 [==============================] - 0s 87ms/step - loss: 0.2701\n",
            "Epoch 22/100\n",
            "1/1 [==============================] - 0s 82ms/step - loss: 0.2436\n",
            "Epoch 23/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.2161\n",
            "Epoch 24/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.2072\n",
            "Epoch 25/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1887\n",
            "Epoch 26/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.1670\n",
            "Epoch 27/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.1607\n",
            "Epoch 28/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1454\n",
            "Epoch 29/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.1287\n",
            "Epoch 30/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.1235\n",
            "Epoch 31/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.1096\n",
            "Epoch 32/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0978\n",
            "Epoch 33/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0927\n",
            "Epoch 34/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0810\n",
            "Epoch 35/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0723\n",
            "Epoch 36/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0679\n",
            "Epoch 37/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0588\n",
            "Epoch 38/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0529\n",
            "Epoch 39/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0494\n",
            "Epoch 40/100\n",
            "1/1 [==============================] - 0s 94ms/step - loss: 0.0431\n",
            "Epoch 41/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0387\n",
            "Epoch 42/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0365\n",
            "Epoch 43/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0324\n",
            "Epoch 44/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0291\n",
            "Epoch 45/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0277\n",
            "Epoch 46/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0254\n",
            "Epoch 47/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0228\n",
            "Epoch 48/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0216\n",
            "Epoch 49/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0204\n",
            "Epoch 50/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0186\n",
            "Epoch 51/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0174\n",
            "Epoch 52/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0167\n",
            "Epoch 53/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0157\n",
            "Epoch 54/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0145\n",
            "Epoch 55/100\n",
            "1/1 [==============================] - 0s 59ms/step - loss: 0.0138\n",
            "Epoch 56/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0133\n",
            "Epoch 57/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0125\n",
            "Epoch 58/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0118\n",
            "Epoch 59/100\n",
            "1/1 [==============================] - 0s 62ms/step - loss: 0.0113\n",
            "Epoch 60/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0109\n",
            "Epoch 61/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0103\n",
            "Epoch 62/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0098\n",
            "Epoch 63/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0094\n",
            "Epoch 64/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0091\n",
            "Epoch 65/100\n",
            "1/1 [==============================] - 0s 63ms/step - loss: 0.0087\n",
            "Epoch 66/100\n",
            "1/1 [==============================] - 0s 73ms/step - loss: 0.0083\n",
            "Epoch 67/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0080\n",
            "Epoch 68/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0078\n",
            "Epoch 69/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0075\n",
            "Epoch 70/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0072\n",
            "Epoch 71/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0069\n",
            "Epoch 72/100\n",
            "1/1 [==============================] - 0s 65ms/step - loss: 0.0067\n",
            "Epoch 73/100\n",
            "1/1 [==============================] - 0s 92ms/step - loss: 0.0065\n",
            "Epoch 74/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0063\n",
            "Epoch 75/100\n",
            "1/1 [==============================] - 0s 66ms/step - loss: 0.0061\n",
            "Epoch 76/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0059\n",
            "Epoch 77/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0057\n",
            "Epoch 78/100\n",
            "1/1 [==============================] - 0s 83ms/step - loss: 0.0056\n",
            "Epoch 79/100\n",
            "1/1 [==============================] - 0s 68ms/step - loss: 0.0054\n",
            "Epoch 80/100\n",
            "1/1 [==============================] - 0s 76ms/step - loss: 0.0053\n",
            "Epoch 81/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0051\n",
            "Epoch 82/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0050\n",
            "Epoch 83/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0049\n",
            "Epoch 84/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0048\n",
            "Epoch 85/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0046\n",
            "Epoch 86/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0045\n",
            "Epoch 87/100\n",
            "1/1 [==============================] - 0s 61ms/step - loss: 0.0044\n",
            "Epoch 88/100\n",
            "1/1 [==============================] - 0s 71ms/step - loss: 0.0043\n",
            "Epoch 89/100\n",
            "1/1 [==============================] - 0s 78ms/step - loss: 0.0042\n",
            "Epoch 90/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0042\n",
            "Epoch 91/100\n",
            "1/1 [==============================] - 0s 69ms/step - loss: 0.0041\n",
            "Epoch 92/100\n",
            "1/1 [==============================] - 0s 64ms/step - loss: 0.0040\n",
            "Epoch 93/100\n",
            "1/1 [==============================] - 0s 77ms/step - loss: 0.0039\n",
            "Epoch 94/100\n",
            "1/1 [==============================] - 0s 70ms/step - loss: 0.0038\n",
            "Epoch 95/100\n",
            "1/1 [==============================] - 0s 75ms/step - loss: 0.0038\n",
            "Epoch 96/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0037\n",
            "Epoch 97/100\n",
            "1/1 [==============================] - 0s 79ms/step - loss: 0.0036\n",
            "Epoch 98/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0036\n",
            "Epoch 99/100\n",
            "1/1 [==============================] - 0s 72ms/step - loss: 0.0035\n",
            "Epoch 100/100\n",
            "1/1 [==============================] - 0s 67ms/step - loss: 0.0034\n",
            "1/1 [==============================] - 0s 67ms/step\n",
            "-----------------------------------------------------------------\n",
            "ACCuracy:\t1.0\n",
            "\n",
            "-----------------------------------------------------------------\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#whole acc\n",
        "sum(acc)/len(acc)"
      ],
      "metadata": {
        "id": "QUrV9HXMdbQS",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c97e3bd3-d2a8-4413-cc78-415c7cca8913"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "G6ib84X8Ariz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8f5c3023-bebd-4d33-a232-73f1a29f1017"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.85\n",
            "0.85\n",
            "0.8\n",
            "0.75\n",
            "0.85\n"
          ]
        }
      ],
      "source": [
        "#freq band acc\n",
        "for acc in t:\n",
        "    print(f'{acc}')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P7yvlNimqqVQ"
      },
      "source": [
        "# **SVM Code (With LeaveOneSubjectOut Validation)**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qEQs7IBhqqVa"
      },
      "outputs": [],
      "source": [
        "def svm_load_data(desired_subs, num_epoch):\n",
        "    data_dir = '/content/drive/MyDrive/Sleep Apnea/Features/'\n",
        "    x = []\n",
        "    y = []\n",
        "    for file in os.listdir( data_dir ):\n",
        "        sub_id = int(re.findall(r'\\d+', file)[0])\n",
        "        label = 1 if 'Apnea' in file else 0\n",
        "        if sub_id in desired_subs[label]:\n",
        "            # print(f'{sub_id}_{label}')\n",
        "            y.append(1 if 'Apnea' in file else 0)\n",
        "            data = loadmat(data_dir + file)['feature_mtx'][:num_epoch,:]\n",
        "            x.append(data)\n",
        "\n",
        "    return len(x),np.array(x),np.array(y)\n",
        "\n",
        "def svm_extract_freq_band_features(x):\n",
        "    band_id = range(5)\n",
        "    bands = []\n",
        "\n",
        "    for band in band_id:\n",
        "        subs = []\n",
        "        for sub in x:\n",
        "            all = []\n",
        "            for epo in sub:\n",
        "                idx = 0\n",
        "                freq_features = []\n",
        "                while idx < 15:\n",
        "                    freq_features.append(epo[idx*5 + band])\n",
        "                    idx += 1\n",
        "                all.append(freq_features)\n",
        "            subs.append(all)\n",
        "        bands.append(subs)\n",
        "\n",
        "    return np.array(bands)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "GzZCe5YJqqVb"
      },
      "outputs": [],
      "source": [
        "def svm_loo_train(X, y, n_splits):\n",
        "    kf = KFold(n_splits=n_splits, shuffle=True, random_state=0)\n",
        "    acc = []\n",
        "    fold_no = 1\n",
        "\n",
        "    for train_index, test_index in tqdm(kf.split(X)):\n",
        "        # print(f'Training on fold {fold_no}')\n",
        "\n",
        "        X_train, X_test = X[train_index], X[test_index]\n",
        "        y_train, y_test = y[train_index], y[test_index]\n",
        "\n",
        "        X_train = X_train.reshape(X_train.shape[0], -1)\n",
        "        X_test = X_test.reshape(X_test.shape[0], -1)\n",
        "\n",
        "        model = SVC()\n",
        "        model.fit(X_train, y_train)\n",
        "\n",
        "        y_pred = model.predict(X_test)\n",
        "        y_pred = [1 if item>0.5 else 0 for item in y_pred]\n",
        "        fold_acc = accuracy_score(y_test, y_pred)\n",
        "\n",
        "        acc.append(fold_acc)\n",
        "        fold_no += 1\n",
        "    return acc"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1554ee29-698e-485c-925d-664d7e7a6c71",
        "id": "euvti2B0qqVb"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "5_0\n",
            "6_0\n",
            "1_0\n",
            "2_0\n",
            "5013_1\n",
            "5021_1\n",
            "5035_1\n",
            "7_1\n",
            "7_0\n",
            "8_0\n",
            "5059_1\n",
            "5060_1\n",
            "5061_1\n",
            "5064_1\n",
            "9_0\n",
            "10_0\n",
            "X:\t(16, 687, 75)\n",
            "y:\t(16,)\n",
            "Bands:\t(5, 16, 687, 15)\n"
          ]
        }
      ],
      "source": [
        "desired_subs = [[1,2,5,6,7,8,9,10], [7,5021, 5013, 5035, 5064, 5061, 5059, 5060]]\n",
        "\n",
        "num_subs,X,y = svm_load_data(desired_subs, 687)\n",
        "band_feat = svm_extract_freq_band_features(X)\n",
        "\n",
        "print(f'X:\\t{X.shape}\\ny:\\t{y.shape}\\nBands:\\t{band_feat.shape}')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_giBhD9NqqVc",
        "outputId": "90363f99-5794-4fbb-ff0d-aa6e945c9fb8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "++++++++++++++++++\n",
            "Testing on Band:\t0\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "16it [00:00, 317.52it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "++++++++++++++++++\n",
            "Testing on Band:\t1\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "16it [00:00, 400.62it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "++++++++++++++++++\n",
            "Testing on Band:\t2\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "16it [00:00, 417.94it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "++++++++++++++++++\n",
            "Testing on Band:\t3\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "16it [00:00, 284.91it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "++++++++++++++++++\n",
            "Testing on Band:\t4\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "16it [00:00, 304.95it/s]\n"
          ]
        }
      ],
      "source": [
        "band_acc=[]\n",
        "for band in range(5):\n",
        "    print(f\"++++++++++++++++++\\nTesting on Band:\\t{band}\\n\")\n",
        "    acc = svm_loo_train(band_feat[band],y,num_subs)\n",
        "\n",
        "    band_acc.append(sum(acc)/len(acc))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#freq band acc\n",
        "for acc in band_acc:\n",
        "    print(f'{acc}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EvUu2XLMroRR",
        "outputId": "e661f96c-35c4-4021-b276-3024a3bd194c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.875\n",
            "0.75\n",
            "0.4375\n",
            "0.0\n",
            "1.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "whole_acc = svm_loo_train(X,y,num_subs)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a76ffTVIqqVc",
        "outputId": "571362b6-2a76-4f8b-85bb-13f19d11dc3d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "16it [00:00, 79.71it/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#whole bands acc\n",
        "sum(whole_acc)/len(whole_acc)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "33d07ec8-fad5-4df7-daa3-f149ca9b597b",
        "id": "FXu8-LoJqqVe"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.4375"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "70FZ-Ja2I9ji"
      },
      "source": [
        "# **Base Model:(CONV-1D)**\n",
        "\n",
        "1. [according to this article, columns should be time steps](https://towardsdatascience.com/understanding-1d-and-3d-convolution-neural-network-keras-9d8f76e29610 )\n",
        "\n",
        "2. [Epoch Vs Batch size](https://machinelearningmastery.com/difference-between-a-batch-and-an-epoch/#:~:text=The%20batch%20size%20is%20a,passes%20through%20the%20training%20dataset)\n",
        "\n",
        "3. [loss and activation function](https://towardsdatascience.com/deep-learning-which-loss-and-activation-functions-should-i-use-ac02f1c56aa8 )\n",
        "\n",
        "4. [Optimizer](https://ai.stackexchange.com/questions/18206/what-kind-of-optimizer-is-suggested-to-use-for-binary-classification-of-similar)\n",
        "\n",
        "5. [Pooling?](https://www.geeksforgeeks.org/cnn-introduction-to-pooling-layer/)\n"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [
        "SmSv7Cd9aiNe",
        "P7yvlNimqqVQ"
      ],
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}