{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 45,
      "id": "f9d32ac2",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "f9d32ac2",
        "outputId": "3d0c538a-cde7-48f6-9d74-b4a27f5148a4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: keras_preprocessing in /usr/local/lib/python3.10/dist-packages (1.1.2)\n",
            "Requirement already satisfied: numpy>=1.9.1 in /usr/local/lib/python3.10/dist-packages (from keras_preprocessing) (1.22.4)\n",
            "Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.10/dist-packages (from keras_preprocessing) (1.16.0)\n",
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: nltk in /usr/local/lib/python3.10/dist-packages (3.8.1)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk) (8.1.3)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from nltk) (1.2.0)\n",
            "Requirement already satisfied: regex>=2021.8.3 in /usr/local/lib/python3.10/dist-packages (from nltk) (2022.10.31)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from nltk) (4.65.0)\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Saving X_train.csv to X_train.csv\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-5aeb8613-551b-4f37-a3f1-595d8816f988\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-5aeb8613-551b-4f37-a3f1-595d8816f988\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Saving y_train.csv to y_train.csv\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-3cec3138-7ced-46ba-8b68-1ae6fd2df763\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-3cec3138-7ced-46ba-8b68-1ae6fd2df763\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Saving X_test.csv to X_test (3).csv\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-46ccad79-5e50-4300-a39d-ecfc112811d2\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-46ccad79-5e50-4300-a39d-ecfc112811d2\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script>// Copyright 2017 Google LLC\n",
              "//\n",
              "// Licensed under the Apache License, Version 2.0 (the \"License\");\n",
              "// you may not use this file except in compliance with the License.\n",
              "// You may obtain a copy of the License at\n",
              "//\n",
              "//      http://www.apache.org/licenses/LICENSE-2.0\n",
              "//\n",
              "// Unless required by applicable law or agreed to in writing, software\n",
              "// distributed under the License is distributed on an \"AS IS\" BASIS,\n",
              "// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
              "// See the License for the specific language governing permissions and\n",
              "// limitations under the License.\n",
              "\n",
              "/**\n",
              " * @fileoverview Helpers for google.colab Python module.\n",
              " */\n",
              "(function(scope) {\n",
              "function span(text, styleAttributes = {}) {\n",
              "  const element = document.createElement('span');\n",
              "  element.textContent = text;\n",
              "  for (const key of Object.keys(styleAttributes)) {\n",
              "    element.style[key] = styleAttributes[key];\n",
              "  }\n",
              "  return element;\n",
              "}\n",
              "\n",
              "// Max number of bytes which will be uploaded at a time.\n",
              "const MAX_PAYLOAD_SIZE = 100 * 1024;\n",
              "\n",
              "function _uploadFiles(inputId, outputId) {\n",
              "  const steps = uploadFilesStep(inputId, outputId);\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  // Cache steps on the outputElement to make it available for the next call\n",
              "  // to uploadFilesContinue from Python.\n",
              "  outputElement.steps = steps;\n",
              "\n",
              "  return _uploadFilesContinue(outputId);\n",
              "}\n",
              "\n",
              "// This is roughly an async generator (not supported in the browser yet),\n",
              "// where there are multiple asynchronous steps and the Python side is going\n",
              "// to poll for completion of each step.\n",
              "// This uses a Promise to block the python side on completion of each step,\n",
              "// then passes the result of the previous step as the input to the next step.\n",
              "function _uploadFilesContinue(outputId) {\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  const steps = outputElement.steps;\n",
              "\n",
              "  const next = steps.next(outputElement.lastPromiseValue);\n",
              "  return Promise.resolve(next.value.promise).then((value) => {\n",
              "    // Cache the last promise value to make it available to the next\n",
              "    // step of the generator.\n",
              "    outputElement.lastPromiseValue = value;\n",
              "    return next.value.response;\n",
              "  });\n",
              "}\n",
              "\n",
              "/**\n",
              " * Generator function which is called between each async step of the upload\n",
              " * process.\n",
              " * @param {string} inputId Element ID of the input file picker element.\n",
              " * @param {string} outputId Element ID of the output display.\n",
              " * @return {!Iterable<!Object>} Iterable of next steps.\n",
              " */\n",
              "function* uploadFilesStep(inputId, outputId) {\n",
              "  const inputElement = document.getElementById(inputId);\n",
              "  inputElement.disabled = false;\n",
              "\n",
              "  const outputElement = document.getElementById(outputId);\n",
              "  outputElement.innerHTML = '';\n",
              "\n",
              "  const pickedPromise = new Promise((resolve) => {\n",
              "    inputElement.addEventListener('change', (e) => {\n",
              "      resolve(e.target.files);\n",
              "    });\n",
              "  });\n",
              "\n",
              "  const cancel = document.createElement('button');\n",
              "  inputElement.parentElement.appendChild(cancel);\n",
              "  cancel.textContent = 'Cancel upload';\n",
              "  const cancelPromise = new Promise((resolve) => {\n",
              "    cancel.onclick = () => {\n",
              "      resolve(null);\n",
              "    };\n",
              "  });\n",
              "\n",
              "  // Wait for the user to pick the files.\n",
              "  const files = yield {\n",
              "    promise: Promise.race([pickedPromise, cancelPromise]),\n",
              "    response: {\n",
              "      action: 'starting',\n",
              "    }\n",
              "  };\n",
              "\n",
              "  cancel.remove();\n",
              "\n",
              "  // Disable the input element since further picks are not allowed.\n",
              "  inputElement.disabled = true;\n",
              "\n",
              "  if (!files) {\n",
              "    return {\n",
              "      response: {\n",
              "        action: 'complete',\n",
              "      }\n",
              "    };\n",
              "  }\n",
              "\n",
              "  for (const file of files) {\n",
              "    const li = document.createElement('li');\n",
              "    li.append(span(file.name, {fontWeight: 'bold'}));\n",
              "    li.append(span(\n",
              "        `(${file.type || 'n/a'}) - ${file.size} bytes, ` +\n",
              "        `last modified: ${\n",
              "            file.lastModifiedDate ? file.lastModifiedDate.toLocaleDateString() :\n",
              "                                    'n/a'} - `));\n",
              "    const percent = span('0% done');\n",
              "    li.appendChild(percent);\n",
              "\n",
              "    outputElement.appendChild(li);\n",
              "\n",
              "    const fileDataPromise = new Promise((resolve) => {\n",
              "      const reader = new FileReader();\n",
              "      reader.onload = (e) => {\n",
              "        resolve(e.target.result);\n",
              "      };\n",
              "      reader.readAsArrayBuffer(file);\n",
              "    });\n",
              "    // Wait for the data to be ready.\n",
              "    let fileData = yield {\n",
              "      promise: fileDataPromise,\n",
              "      response: {\n",
              "        action: 'continue',\n",
              "      }\n",
              "    };\n",
              "\n",
              "    // Use a chunked sending to avoid message size limits. See b/62115660.\n",
              "    let position = 0;\n",
              "    do {\n",
              "      const length = Math.min(fileData.byteLength - position, MAX_PAYLOAD_SIZE);\n",
              "      const chunk = new Uint8Array(fileData, position, length);\n",
              "      position += length;\n",
              "\n",
              "      const base64 = btoa(String.fromCharCode.apply(null, chunk));\n",
              "      yield {\n",
              "        response: {\n",
              "          action: 'append',\n",
              "          file: file.name,\n",
              "          data: base64,\n",
              "        },\n",
              "      };\n",
              "\n",
              "      let percentDone = fileData.byteLength === 0 ?\n",
              "          100 :\n",
              "          Math.round((position / fileData.byteLength) * 100);\n",
              "      percent.textContent = `${percentDone}% done`;\n",
              "\n",
              "    } while (position < fileData.byteLength);\n",
              "  }\n",
              "\n",
              "  // All done.\n",
              "  yield {\n",
              "    response: {\n",
              "      action: 'complete',\n",
              "    }\n",
              "  };\n",
              "}\n",
              "\n",
              "scope.google = scope.google || {};\n",
              "scope.google.colab = scope.google.colab || {};\n",
              "scope.google.colab._files = {\n",
              "  _uploadFiles,\n",
              "  _uploadFilesContinue,\n",
              "};\n",
              "})(self);\n",
              "</script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Saving y_test.csv to y_test (3).csv\n"
          ]
        }
      ],
      "source": [
        "! pip install keras_preprocessing\n",
        "import tensorflow as tf \n",
        "from tensorflow import keras\n",
        "from keras import layers\n",
        "from sklearn.metrics import confusion_matrix\n",
        "from sklearn import metrics\n",
        "from sklearn.metrics import classification_report,confusion_matrix\n",
        "from sklearn.metrics import confusion_matrix\n",
        "\n",
        "import os\n",
        "from sklearn.model_selection import KFold\n",
        "import random\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from keras.models import Model\n",
        "from keras.layers import LSTM, Activation, Dense, Dropout, Input, Embedding\n",
        "from keras.optimizers import RMSprop\n",
        "from keras.preprocessing.text import Tokenizer\n",
        "from keras_preprocessing import sequence\n",
        "from keras.utils import to_categorical\n",
        "from keras.callbacks import EarlyStopping\n",
        "\n",
        "!pip install nltk\n",
        "import nltk\n",
        "nltk.download('all')\n",
        "nltk.download('stopwords')\n",
        "import re\n",
        "from nltk.tokenize import word_tokenize\n",
        "from nltk.corpus import stopwords\n",
        "from nltk import ne_chunk, pos_tag, word_tokenize\n",
        "from nltk.tree import Tree\n",
        "\n",
        "\n",
        "from google.colab import files\n",
        "uploaded1 = files.upload()\n",
        "uploaded2 = files.upload()\n",
        "uploaded3 = files.upload()\n",
        "uploaded4 = files.upload()\n",
        "import io\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "id": "abdc56a6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 223
        },
        "id": "abdc56a6",
        "outputId": "2f215074-fb77-481e-ff87-ada11287c1dc"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(2771, 4) (693, 4)\n"
          ]
        },
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-b782aeb0-8c37-4e4b-864d-54b1fbb49cc6\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Facts</th>\n",
              "      <th>winner_index</th>\n",
              "      <th>first_party</th>\n",
              "      <th>second_party</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>On March 26, 1971, the proprietor of a Rochest...</td>\n",
              "      <td>0</td>\n",
              "      <td>Irving Jerome Dunaway</td>\n",
              "      <td>State of New York</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>This case represents another chapter in the lo...</td>\n",
              "      <td>0</td>\n",
              "      <td>Kansas</td>\n",
              "      <td>Colorado</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>The Pole Attachments Act requires the Federal ...</td>\n",
              "      <td>0</td>\n",
              "      <td>National Cable and Telecommunications Association</td>\n",
              "      <td>Gulf Power Company</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>The plaintiffs, employees of the Union Pacific...</td>\n",
              "      <td>1</td>\n",
              "      <td>Union Pacific Railroad Company</td>\n",
              "      <td>Brotherhood of Locomotive Engineers and Trainm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Lois Davis was an information technology ( IT ...</td>\n",
              "      <td>1</td>\n",
              "      <td>Fort Bend County, Texas</td>\n",
              "      <td>Lois M. Davis</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b782aeb0-8c37-4e4b-864d-54b1fbb49cc6 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b782aeb0-8c37-4e4b-864d-54b1fbb49cc6');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                               Facts winner_index  \\\n",
              "0  On March 26, 1971, the proprietor of a Rochest...            0   \n",
              "1  This case represents another chapter in the lo...            0   \n",
              "2  The Pole Attachments Act requires the Federal ...            0   \n",
              "3  The plaintiffs, employees of the Union Pacific...            1   \n",
              "4  Lois Davis was an information technology ( IT ...            1   \n",
              "\n",
              "                                         first_party  \\\n",
              "0                              Irving Jerome Dunaway   \n",
              "1                                             Kansas   \n",
              "2  National Cable and Telecommunications Association   \n",
              "3                     Union Pacific Railroad Company   \n",
              "4                            Fort Bend County, Texas   \n",
              "\n",
              "                                        second_party  \n",
              "0                                  State of New York  \n",
              "1                                           Colorado  \n",
              "2                                 Gulf Power Company  \n",
              "3  Brotherhood of Locomotive Engineers and Trainm...  \n",
              "4                                      Lois M. Davis  "
            ]
          },
          "execution_count": 46,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "x_train_df = pd.read_csv(io.BytesIO(uploaded1['X_train.csv']))\n",
        "y_train_df = pd.read_csv(io.BytesIO(uploaded2['y_train.csv']))\n",
        "\n",
        "df = pd.DataFrame(index=range(len(x_train_df)),columns=[\"Facts\",\"winner_index\",\"first_party\",\"second_party\"])\n",
        "\n",
        "for i in range (len(df)):\n",
        "    df['Facts'].iloc[i] = x_train_df['Facts'].iloc[i]\n",
        "    df['first_party'].iloc[i] = x_train_df['first_party'].iloc[i]\n",
        "    df['second_party'].iloc[i] = x_train_df['second_party'].iloc[i]\n",
        "    df['winner_index'].iloc[i] = y_train_df['winner_index'].iloc[i].item()\n",
        "    \n",
        "x_prediction_df = pd.read_csv(io.BytesIO(uploaded3['X_test.csv']))\n",
        "y_prediction_df = pd.read_csv(io.BytesIO(uploaded4['y_test.csv']))\n",
        "\n",
        "df_pred = pd.DataFrame(index=range(len(x_prediction_df)),columns=[\"Facts\",\"winner_index\",\"first_party\",\"second_party\"])\n",
        "\n",
        "for i in range (len(df_pred)):\n",
        "    df_pred['Facts'].iloc[i] = x_prediction_df['Facts'].iloc[i]\n",
        "    df_pred['first_party'].iloc[i] = x_prediction_df['first_party'].iloc[i]\n",
        "    df_pred['second_party'].iloc[i] = x_prediction_df['second_party'].iloc[i]\n",
        "    df_pred['winner_index'].iloc[i] = y_prediction_df['winner_index'].iloc[i].item()\n",
        "    \n",
        "print(df.shape , df_pred.shape)\n",
        "        \n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "id": "4b228f6a",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4b228f6a",
        "outputId": "9f20c003-1627-49fa-c129-480fc47ea359"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "18430 20387\n",
            "974 0 522 0\n"
          ]
        }
      ],
      "source": [
        "# The maximum number of words to be used. (most frequent)\n",
        "\n",
        "#MAX_NB_WORDS = 18430\n",
        "\n",
        "# Max number of words in each sample.\n",
        "#MAX_SEQUENCE_LENGTH = 250\n",
        "\n",
        "# This is fixed.\n",
        "EMBEDDING_DIM = 100\n",
        "\n",
        "#tokenizer = Tokenizer(num_words=MAX_NB_WORDS, filters='!\"#$%&()*+,-./:;<=>?@[\\]^_`{|}~', lower=True)\n",
        "tokenizer=Tokenizer()\n",
        "\n",
        "def MAX_NB_WORDS_func (d__f):\n",
        "    tokenizer.fit_on_texts(d__f['Facts'].values)\n",
        "    MAX_NB_WORDS = len(tokenizer.word_index)+1\n",
        "    return MAX_NB_WORDS\n",
        "\n",
        "def max_seq_length_func (d__f):\n",
        "    \n",
        "    max_seq_length = 0\n",
        "    j = 0\n",
        "    \n",
        "    for i in range(len(d__f)):\n",
        "        if (len(d__f['Facts'].iloc[i].split())) > max_seq_length :\n",
        "            max_seq_length = len(d__f['Facts'].iloc[i].split())\n",
        "        if max_seq_length > 974 :\n",
        "            j=j+1\n",
        "    \n",
        "    return max_seq_length , j\n",
        "\n",
        "max_1_words = MAX_NB_WORDS_func(df)\n",
        "max_2_words = MAX_NB_WORDS_func(df_pred)\n",
        "\n",
        "max_1_seq , j_1 = max_seq_length_func(df)\n",
        "max_2_seq , j_2 = max_seq_length_func(df_pred)\n",
        "\n",
        "\n",
        "print(max_1_words , max_2_words)\n",
        "print (max_1_seq , j_1 , max_2_seq , j_2)\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "id": "9bcc218f",
      "metadata": {
        "id": "9bcc218f"
      },
      "outputs": [],
      "source": [
        "MAX_SEQUENCE_LENGTH = 974\n",
        "MAX_NUM_WORDS = 18430\n",
        "\n",
        "REPLACE_BY_SPACE_RE = re.compile('[/(){}\\[\\]\\|@,;]')\n",
        "BAD_SYMBOLS_RE = re.compile('[^0-9a-z #+_]')\n",
        "STOPWORDS = set(stopwords.words('english'))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "id": "35701e9a",
      "metadata": {
        "id": "35701e9a"
      },
      "outputs": [],
      "source": [
        "# function for padding train & testing dataframes :\n",
        "\n",
        "def padding_df (d__f):\n",
        "    \n",
        "    X = d__f.Facts\n",
        "    Y = d__f.winner_index\n",
        "    le = LabelEncoder()\n",
        "    Y = le.fit_transform(Y)\n",
        "    Y = Y.reshape(-1,1)\n",
        "    \n",
        "    tok = Tokenizer(num_words=MAX_NUM_WORDS)\n",
        "    tok.fit_on_texts(X)\n",
        "    sequences = tok.texts_to_sequences(X)\n",
        "    sequences_matrix = sequence.pad_sequences(sequences,maxlen=MAX_SEQUENCE_LENGTH)\n",
        "    \n",
        "    return sequences_matrix , Y"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "id": "2c69ae3d",
      "metadata": {
        "id": "2c69ae3d"
      },
      "outputs": [],
      "source": [
        "def K_fold (train_data):\n",
        "    n=4\n",
        "    i=0\n",
        "    kf = KFold(n_splits=n, random_state=42, shuffle=True)\n",
        "    \n",
        "    for train_index, val_index in kf.split(train_data):\n",
        "        \n",
        "        # splitting Dataframe (dataset not included)\n",
        "        i=i+1\n",
        "        train_df = train_data.iloc[train_index]\n",
        "        val_df = train_data.iloc[val_index]\n",
        "        \n",
        "        if i ==1 :\n",
        "            train_1 = train_df\n",
        "            test_1 = val_df\n",
        "            \n",
        "        if i ==2 :\n",
        "            train_2 = train_df\n",
        "            test_2 = val_df\n",
        "        if i ==3 :\n",
        "            train_3 = train_df\n",
        "            test_3 = val_df\n",
        "        if i ==4 :\n",
        "            train_4 = train_df\n",
        "            test_4 = val_df\n",
        "           \n",
        "    return train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4\n",
        "        "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "id": "9775fbde",
      "metadata": {
        "id": "9775fbde"
      },
      "outputs": [],
      "source": [
        "epochs = 7\n",
        "batch_size = 32"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "id": "4a32a7db",
      "metadata": {
        "id": "4a32a7db"
      },
      "outputs": [],
      "source": [
        "# function that create the model :\n",
        "\n",
        "def creating_model (x_train,y_train,x_val,y_val,x_test,y_test):\n",
        "    \n",
        "    inputs = Input(name='inputs',shape=[MAX_SEQUENCE_LENGTH])\n",
        "    layer = Embedding(MAX_NUM_WORDS , 100 ,input_length=MAX_SEQUENCE_LENGTH)(inputs)\n",
        "    layer = LSTM(64)(layer)\n",
        "    layer = Dense(256,name='FC1')(layer)\n",
        "    layer = Activation('relu')(layer)\n",
        "    layer = Dropout(0.5)(layer)\n",
        "    layer = Dense(1,name='out_layer')(layer)\n",
        "    layer = Activation('sigmoid')(layer)\n",
        "    model = Model(inputs=inputs,outputs=layer)\n",
        "    \n",
        "    model.compile(loss='binary_crossentropy',optimizer=RMSprop(),metrics=['accuracy'])\n",
        "    \n",
        "    hist = model.fit(x_train , y_train, validation_data= (x_val , y_val) , batch_size = batch_size ,epochs = epochs)\n",
        "    \n",
        "    # Accuracy graph\n",
        "    plt.title('Accuracy')\n",
        "    plt.plot(hist.history['accuracy'], label='train')\n",
        "    plt.plot(hist.history['val_accuracy'], label='validation')\n",
        "    plt.legend()\n",
        "    plt.show()\n",
        "    \n",
        "    # Loss graph\n",
        "    plt.title('Loss')\n",
        "    plt.plot(hist.history['loss'], label='train')\n",
        "    plt.plot(hist.history['val_loss'], label='validation')\n",
        "    plt.legend()\n",
        "    plt.show()\n",
        "    \n",
        "    print('Testing model : /n')\n",
        "    accr = model.evaluate(x_test,y_test)\n",
        "    print('Test set\\n  Loss: {:0.3f}\\n  Accuracy: {:0.3f}'.format(accr[0],accr[1]))\n",
        "\n",
        "    return model\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "id": "0b3f79c7",
      "metadata": {
        "id": "0b3f79c7"
      },
      "outputs": [],
      "source": [
        "# preprocessing function \n",
        "\n",
        "def clean_text(text):\n",
        "    \"\"\"\n",
        "        text: a string\n",
        "        \n",
        "        return: modified initial string\n",
        "    \"\"\"\n",
        "    text = text.lower() # lowercase text\n",
        "    text = REPLACE_BY_SPACE_RE.sub(' ', text) # replace REPLACE_BY_SPACE_RE symbols by space in text. substitute the matched string in REPLACE_BY_SPACE_RE with space.\n",
        "    text = BAD_SYMBOLS_RE.sub('', text) # remove symbols which are in BAD_SYMBOLS_RE from text. substitute the matched string in BAD_SYMBOLS_RE with nothing. \n",
        "    text = text.replace('x', '')\n",
        "    #    text = re.sub(r'\\W+', '', text)\n",
        "    text = ' '.join(word for word in text.split() if word not in STOPWORDS) # remove stopwors from text\n",
        "    return text\n",
        "\n",
        "\n",
        "def preprocessing (d__f):\n",
        "    for samplee in range(len(d__f)):\n",
        "        d__f['Facts'].iloc[samplee]=clean_text(d__f['Facts'].iloc[samplee])\n",
        "        \n",
        "    return d__f"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "id": "41fe5997",
      "metadata": {
        "id": "41fe5997"
      },
      "outputs": [],
      "source": [
        "def balancing_func (d__f):\n",
        "    r=0\n",
        "    while r<611:\n",
        "        i=random.randrange(len(d__f))\n",
        "        if d__f['winner_index'].iloc[i] == 0:\n",
        "            d__f=d__f.drop([d__f.index[i]])\n",
        "            r=r+1\n",
        "    return d__f"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "id": "5db50b6d",
      "metadata": {
        "id": "5db50b6d"
      },
      "outputs": [],
      "source": [
        "def anonymisation (text , first_party , second_party):\n",
        "    \n",
        "    first_words = first_party.split()\n",
        "    second_words = second_party.split()\n",
        "    \n",
        "    nltk_results = ne_chunk(pos_tag(word_tokenize(text)))\n",
        "    \n",
        "    for nltk_result in nltk_results:\n",
        "        if type(nltk_result) == Tree:\n",
        "            name = ''\n",
        "            for nltk_result_leaf in nltk_result.leaves():\n",
        "                name += nltk_result_leaf[0] + ' '\n",
        "        \n",
        "                #print ('Type: ', nltk_result.label(), 'Name: ', name)\n",
        "                if nltk_result.label() != 'PERSON':\n",
        "                    text = text.replace(name,'anonymized')\n",
        "            \n",
        "    text = text.replace(first_party ,'first_party') \n",
        "    text = text.replace(second_party , 'second_party')\n",
        "    for f_w in first_words:\n",
        "        text = text.replace(f_w , 'first_party')\n",
        "    for s_w in second_words :\n",
        "        text = text.replace(s_w , 'second_party')\n",
        "                            \n",
        "    return text"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "id": "f73f0188",
      "metadata": {
        "id": "f73f0188"
      },
      "outputs": [],
      "source": [
        "probabilities= []"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "id": "ba0d840c",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ba0d840c",
        "outputId": "59f6ad19-59f1-4d25-8c97-50a2653340d5"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "2078 693\n",
            "693\n",
            "Epoch 1/7\n",
            "59/59 [==============================] - 4s 41ms/step - loss: 0.6367 - accuracy: 0.6503 - val_loss: 0.5065 - val_accuracy: 0.8462\n",
            "Epoch 2/7\n",
            "59/59 [==============================] - 2s 33ms/step - loss: 0.2427 - accuracy: 0.9144 - val_loss: 0.1984 - val_accuracy: 0.9279\n",
            "Epoch 3/7\n",
            "59/59 [==============================] - 2s 35ms/step - loss: 0.0826 - accuracy: 0.9743 - val_loss: 0.1828 - val_accuracy: 0.9423\n",
            "Epoch 4/7\n",
            "59/59 [==============================] - 2s 30ms/step - loss: 0.0317 - accuracy: 0.9909 - val_loss: 0.1538 - val_accuracy: 0.9471\n",
            "Epoch 5/7\n",
            "59/59 [==============================] - 2s 30ms/step - loss: 0.0240 - accuracy: 0.9925 - val_loss: 0.1460 - val_accuracy: 0.9663\n",
            "Epoch 6/7\n",
            "59/59 [==============================] - 2s 30ms/step - loss: 1.3455e-04 - accuracy: 1.0000 - val_loss: 0.1241 - val_accuracy: 0.9663\n",
            "Epoch 7/7\n",
            "59/59 [==============================] - 2s 30ms/step - loss: 1.1898e-05 - accuracy: 1.0000 - val_loss: 0.2430 - val_accuracy: 0.9663\n"
          ]
        },
        {
          "data": {
            "image/png": 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R8TUnyhxn6Amp+v3RojIcztp3hwTbrNUCx6mekVPHo1rYsKo3ROrI48DyzTffcPnll7u/rxz8OmbMGN58800OHz5c5VZE+/btWbJkCY888ggvvvgibdq04R//+Id7SjPAiBEjyM7OZtq0aWRmZtKrVy+WLVtWbSBuc5OUlMS6devYu3cvISEhZ+z96Ny5MwsXLmT48OFYLBaeeOIJ9ZSI+BjDMCh3GFQ4nZRXGJQ7nVQ4DModTsodTiqcrq9PHTvZtvLrk9+XVjg5Wlh1rEjlo6C0otb1WCzQsoWNmGo9INV7RlrYfbfHWnyHx3/LBg8ejHGWG5E1rWI7ePBgvv3227Ned+LEiQ12C8hXTZo0iTFjxnDBBRdw4sQJ3njjjRrbzZw5k7vuuotLLrmE6OhoHnvssWa7No00T4Zh4HC6PvCrfdCf/CAvq6j8gDeoOPkhX9m2wuGk7LS25Y7TwoHzZyHhZHhwta9sY1Be4TzHua7zKhw/P9d1jic9GufD7u9HbNjJwPHzwaqnBZGWLWz4WzWDRryHxThb+vAR+fn5hIeHk5eXR1hYWJWflZSUsGfPHtq3b09gYKBJFUpD0O+26Sopd/DjoTw27c9j0/5cdmQVUFrhpOxkKKjey+Dz/xurkb+fBX+rhQA/PwL8/fD3sxBg9XMds1b/PuDkn1HBNmLcQSSwSiAJtfvXai0okcZwts/vn1M/noiYyuE02JVdyKb9uXy3P5dN+3PZlllAxXn2OFj9LO4P9ACrBX+rHwF+J/+0nvqg9/fzw1b59ck21UKB/6lz/a0WV3u/yjaV7Wu4vvv5T7WtPM928pxqNZ5sE2C1KFiInEaBRUQa1eG8EyeDSR7f7c/lh4N5FNYwtiI6xE6vxAh6JYZzYetwQu3+7g94Ww29DQF+laHD1SOhqa4iTYsCi4g0mIKScn44kMe3J3tPvjuQS1Z+abV2wTYrPVqH0ysxguSTj4TwQPUwiIibAouI1IuyCifbMgvYdCCXTRmucLIru7DaYmFWPwtd4kLdvSfJiRF0ignRAE8ROSsFFhHxmGEY7DtazHcHXGNONu3P5cdD+TVuMNcmMojkxAh6n+w5uTAhzKcXbhQRc+j/GiJyTkcLS0+Gkzz3rZ3c4vJq7cKDAkhOjKBXm3B6tY2gZ5sIokOa9r5fItI4FFhEpIoTZZVTil09J98dyGX/sRPV2tn8/bgwIYzkNhHusSdJLYM17kREGoQCi0gz5nAa7DxSyHf7c90DY7dlFdS4iFnHmBb0Sox0jzvpFh+GzV/jTkSkcSiwiDQThmFwOK/ENaX45MDYHw7m1bh5XUxo5ZRi16NHm3DCAgNquKqISONQYGnCkpKSePjhh3n44YcB127MH330kXtX7J/bu3cv7du359tvv6VXr151ft76uo6cn7wTrinFpw+MzS6oPqW4hc1KjzbhVQbGxodpSrGIeBcFlmbk8OHDREZG1us1x44dS25uLosWLXIfS0xM5PDhw0RHR9frc8mZlVU42ZqZf2rcyf5cdmUXVWtn9bPQLT705MDYCHq1jaBjTIh20BURr6fA0ozEx8c3yvNYrdZGe67myDAM9h4tdi9jv2l/Lj8dyqfMUX1KcWJUEL0SI0lu41qU7cKEcIJsVhOqFhE5P80zsBgGlBeb89wBwa5928/h73//OzNmzODAgQP4+Z0a2Hj99dfTsmVLpkyZQmpqKmvXrqWoqIju3buTlpbG0KFDz3jNn98SWr9+Pb/97W/ZsmULF110EVOmTKnS3uFwcO+997JixQoyMzNp27YtDzzwAA899BAAM2bM4K233nJfG2DlypUkJSVVuyW0atUqfv/73/Pdd98RFRXFmDFjeOaZZ/D3d/0VHDx4MD179iQwMJB//OMf2Gw27rvvPmbMmFGrt7UpyyksdU0lPjkw9vsDeeSdqD6lOCI4wD1jp1diBD3bhNNSU4pFpIlonoGlvBieSzDnuf9wCGwtztns1ltv5cEHH2TlypUMGTIEgGPHjrFs2TKWLl1KYWEh1157Lc8++yx2u5158+YxfPhwtm3bRtu2bc95/cLCQn71q19x5ZVX8vbbb7Nnzx53EKnkdDpp06YN77//Pi1btmT16tXce++9tGrVittuu41JkyaxZcsW8vPzeeONNwCIiori0KFDVa5z8OBBrr32WsaOHcu8efPYunUr48ePJzAwsEogeeutt0hNTWXdunWsWbOGsWPHMnDgQK688spzvp6morisgs0H86sMjD2YW/OU4osSwly3dk4+2kZpSrGINF3NM7D4gMjISK655hreeecdd2D54IMPiI6O5vLLL8fPz4/k5GR3+6effpqPPvqIxYsXM3HixHNe/5133sHpdPL6668TGBjIhRdeyIEDB7j//vvdbQICAnjyySfd37dv3541a9bw3nvvcdtttxESEkJQUBClpaVnvQX0yiuvkJiYyMsvv4zFYqFbt24cOnSIxx57jGnTprl7kHr27Mn06dMB6Ny5My+//DLp6elNNrA4nAY7jhS4l7HftD+P7TVMKbZYoFNMiHuPnd6JEXSNDyVAS9mLSDPSPANLQLCrp8Os566lUaNGMX78eF555RXsdjvz58/n9ttvx8/Pj8LCQmbMmMGSJUs4fPgwFRUVnDhxgoyMjFpde8uWLe5bMJUGDBhQrd3s2bOZO3cuGRkZnDhxgrKyMo9n/mzZsoUBAwZU+df/wIEDKSws5MCBA+4eoZ49e1Y5r1WrVhw5csSj5/IF5Q4nL3yynXlr9tY4pTg+LJDkk2ud9GrjmlIcqinFItLMNc/AYrHU6raM2YYPH45hGCxZsoSLL76YL774gr/85S8ATJo0ieXLl/P888/TqVMngoKCuOWWWygrK6u353/33XeZNGkSL7zwAgMGDCA0NJQ///nPrFu3rt6e43QBAVU/lC0WC05n9YGkviwzr4SJ72zkm33HAQix+9Pz5JTiyvEn8eGB57iKiEjz0zwDi48IDAzkpptuYv78+ezcuZOuXbvSp08fAL766ivGjh3LjTfeCLjGpOzdu7fW1+7evTv//Oc/KSkpcfeyrF27tkqbr776iksuuYQHHnjAfWzXrl1V2thsNhyO6r0EP3+uDz/8EMMw3L0sX331FaGhobRp06bWNfu6r3bm8Lt/fcvRojJC7f788ZaeDLswXlOKRURqQTfBvdyoUaNYsmQJc+fOZdSoUe7jnTt3ZuHChWzatInvvvuOO+64w6PeiDvuuAOLxcL48eP56aefWLp0Kc8//3yVNp07d+abb77h448/Zvv27TzxxBN8/fXXVdokJSXx/fffs23bNnJycigvrz575YEHHmD//v08+OCDbN26lX//+99Mnz6d1NTUKjOgmiqn0+Cl9B3c+fo6jhaVcUGrMP7z4CCu7dFKYUVEpJaa/qeFj7viiiuIiopi27Zt3HHHHe7jM2fOJDIykksuuYThw4czbNgwd+9LbYSEhPCf//yHH374gd69ezNlyhT++Mc/Vmnz29/+lptuuokRI0aQkpLC0aNHq/S2AIwfP56uXbvSr18/YmJi+Oqrr6o9V+vWrVm6dCnr168nOTmZ++67j7vvvpupU6d6+G74nuNFZdz11te8sHw7hgG3X5zIwgcuISna+29Jioh4E4thGNV3OfMx+fn5hIeHk5eXR1hYWJWflZSUsGfPHtq3b19lgKn4Pm//3X6bcZwJ8zdyKK8Eu78fz9xwEbf2SzS7LBERr3G2z++f0xgWkXpmGAbz1uzjmSU/Ue4waB/dgldG9aF7q7P/xygiImemwCJSjwpLK3j8w+/57/eHAbi2Rzx/vLmnpiVL46gohawfwVF/swVFTrFA2xTTnl2BRaSebM8q4L63N7A7uwh/PwuTr+3OXQOTtPqsNJzyE3Dga9j7Fez7yvV1RYnZVUlTZbXDE+atjaXAIlIPFm48wJSPNnOi3EGr8EBevqM3fdtFmV2WNDWlhXBg/amAcnBD9d6U4JYQGGFKedLEWW2mPn2zCSxNYGyx/Iw3/E5Lyh089d+feGeda4XhSztHM2tEL206KPWjJB8y1sK+L10h5fAmcFZUbRPaCtoNhHaXQNIgiO5Sqw1WRXxNkw8slaunFhcXExQUZHI1Up+Ki107bv98hdzGsv9YMffP38Dmg/lYLPC7KzrzuyGdtbaK1N2J47Bvjav3ZO+XkPk9GD9bXyk80RVQkga6/ozqoIAizUKTDyxWq5WIiAj3njTBwdrR1tcZhkFxcTFHjhwhIiICq9Xa6DUs/ymL//feJvJLKogMDuDF23vzyy4xjV6H+Liio65wsu8rVw9K1mbgZz2HkUnQbtCpgBLZzoxKRUzX5AML4N5JuClupNecRUREnHWX6IZQ4XDy/CfbmbPKtUVB77YRzL6jDwkR6r2TWijIqhpQsrdUb9Oy08kelEGuP8NbN36dIl6oWQQWi8VCq1atiI2NrXHpePE9AQEBjd6zciS/hIn/+pb1e44BMG5gEpOv6Y7NXwtGyxnkHTx1e2ffV3B0Z/U2Md1P9Z60uwRCGzeEi/iKZhFYKlmtVlNuH4jvW7PrKA/+61tyCksJsfvzx5t7cl3PVmaXJd7m+L5TvSf7voTje3/WwAJxF1UNKC2izahUxOc0q8Ai4imn02DO57t4/uNtOA3oFh/KK6P60CEmxOzSxGyGAcd2nxZQvoK8/VXbWPwgvuep2zvtBkBQpDn1ivg4BRaRM8gtLuP/vfcd6VtdY59u7tOGZ264iCCbeumaJcOAnO0nb++sdgWUgsNV21iskND7ZA/KINeqoIHh5tQr0sQosIjU4PsDuTwwfyMHjp/A5u/H09dfyG39EjXDrDlxOl2DYitv7+xbDUXZVdv4BUCbfqemGbfpD3b1vok0BAUWkdMYhsH8dRk89Z+fKHM4aRsVzCuj+nBRa/0ruclzOlzTiitv7+xbDSeOVW3jHwhtLj4toFwMAZohJtIYFFhETioqrWDKRz+waNMhAK66II4/35pMeJA2LmySHBWQ+d1pAWUNlOZVbRMQDIn9T62D0rov+GsVYxEz1Gk+5uzZs0lKSiIwMJCUlBTWr19/xrbl5eU89dRTdOzYkcDAQJKTk1m2bFmVNjNmzMBisVR5dOvWrS6lidTJziMF3DD7KxZtOoTVz8KUa7vzt9/0VVhpSirKIGMdfDET3r4Z/pgEr10By5+A7ctcYcUWCp2uhCHT4e7l8Ng+GP1vuOz3rhk9CisipvG4h2XBggWkpqYyZ84cUlJSmDVrFsOGDWPbtm3ExsZWaz916lTefvttXnvtNbp168bHH3/MjTfeyOrVq+ndu7e73YUXXsinn356qjB/df5I41j83SEe//B7isscxIbaefmOPvRvr40LfV5FKRz45tQ6KAe+hvLiqm0Cw6HtJaemGcf3BKv+3yPijSyGhzvIpaSkcPHFF/Pyyy8D4HQ6SUxM5MEHH+Txxx+v1j4hIYEpU6YwYcIE97Gbb76ZoKAg3n77bcDVw7Jo0SI2bdpUpxeRn59PeHg4eXl5hIWF1eka0vyUVjh4dskW5q3ZB8AlHVvy4u29iQnVv6J9UlmxK5RUTjM+8DU4Squ2CYo6tUlgu4EQdyH4adaXiFk8+fz26J8SZWVlbNiwgcmTJ7uP+fn5MXToUNasWVPjOaWlpQQGBlY5FhQUxJdfflnl2I4dO0hISCAwMJABAwaQlpZG27Ztz3jN0tJT/yPKz8/35GWIcOB4MRPmb+S7A64xCw9e0YmHh3bRxoW+pLQQ9q87FVAObgDnz1aybhFTdZn7mG7gp5WJRXyRR4ElJycHh8NBXFxcleNxcXFs3bq1xnOGDRvGzJkz+eUvf0nHjh1JT09n4cKFOBwOd5uUlBTefPNNunbtyuHDh3nyySe59NJL2bx5M6GhodWumZaWxpNPPulJ6SJuK7ce4eEFm8g7UU54UACzRvTi8m7Vb2eKlynJg4y1pwLKoW/BcFRtE9rqtJ2MB0F0Z+1kLNJENPjN2hdffJHx48fTrVs3LBYLHTt2ZNy4ccydO9fd5pprrnF/3bNnT1JSUmjXrh3vvfced999d7VrTp48mdTUVPf3+fn5JCYmNuwLEZ/ncBr8Zfl2Xl7p2s8luU04s0f1oU1ksMmVNUMVpVCS7wohJXlQkgulp3+fV/XnBYcg60cwnFWvE9721PiTpIEQ2V4BRaSJ8iiwREdHY7VaycrKqnI8KyvrjLvmxsTEsGjRIkpKSjh69CgJCQk8/vjjdOjQ4YzPExERQZcuXdi5s4aNwgC73Y7drnEGUnvZBaU89O63rN51FIDRA9ox5bru2P01fsFjhuEavPrzUFGS55ppc6bQUZJ3KpRUlNTtuSPbn+o9SRoIETXfNhaRpsejwGKz2ejbty/p6enccMMNgGvQbXp6OhMnTjzruYGBgbRu3Zry8nI+/PBDbrvttjO2LSwsZNeuXfzmN7/xpDyRGq3fc4yJ72zkSEEpwTYraTf14Pperc0uyzxOJ5QVnDtUlOSe+efOivqpxR7mmqlT+fj594Envw+KdK2BEpZQP88rIj7H41tCqampjBkzhn79+tG/f39mzZpFUVER48aNA2D06NG0bt2atLQ0ANatW8fBgwfp1asXBw8eZMaMGTidTh599FH3NSdNmsTw4cNp164dhw4dYvr06VitVkaOHFlPL1OaI8MweO2L3fxx2TYcToPOsSG8emcfOsVWHxflUxzlrhBRWouejJp+XpoPeDQ5sGYWa9VQ4Q4dNQSOmgKJPVQzdESk1jwOLCNGjCA7O5tp06aRmZlJr169WLZsmXsgbkZGBn6njcIvKSlh6tSp7N69m5CQEK699lr++c9/EhER4W5z4MABRo4cydGjR4mJiWHQoEGsXbuWmJiY83+F0izlnSjn9+9/xyc/uW5f3tArgedu6kGwzUvW2KgohdyMc/dk1BQ6yovqpwarDQIjzh4qanpU/tzWQuNFRKTReLwOizfSOixyus0H83hg/kYyjhVjs/oxbfgFjEppa97GhYXZkPUDZP4AmZtd+9XkbD//2yoBLWrXk+H+WUTVnwUEnvMpREQaUoOtwyLizQzDYMHX+5m2+EfKKpy0iQzilVF96NkmonEKcFTA0Z2uQJJ5MqBkbYbCrJrb20JcC5mdM3D8/OcRrtspVm0bICLNhwKLNAknyhxMXbSZDzceAGBIt1heuC2ZiGBbAz1hrmua7enhJHvrGWa/WCCqA8RfBHE9Tv55EYS30S0VEZFaUmARn7c7u5AH5m9ka2YBfhaYNKwr9/2yI371sWqt0wm5e0/dysk8GVDyMmpuH9DCtdx7ZSiJ7wGxF4A95PxrERFpxhRYxKct+f4wj334PYWlFUSH2HlpZG8GdGxZt4uVFcORn07dysnc7OpFKSuouX1YG1cgOT2cRLbX0u8iIg1AgUV8UlmFk7T/beGNr/YC0L99FC+P7E1sWC0GkhoGFByuOs4kczMc21V9JVVwzaaJ6XYynPRwhZO4CyFYOzqLiDQWBRbxOYdyTzDhnY18m5ELwH2XdWTSVV3wt9bQs1FRBjnbTpuhc/LPE8dqvniLmJO9JRdBfE/X19GdNcBVRMRkCiziU1Ztz+bhd7/leHE5YYH+zLytF0MvOLkZZ9HR6tOHs7dV38EXXIueRXc+dSunckBsaFz1tiIiYjoFFvEJDqfBX9N38NcVO7AYTq6OL+CZFAvRh+bAxpO3dQoO13yyPfy0cSYnA0pMd61DIiLiQxRYxLuV5JO391sWLfuEuJwf+ShgHxdYD2LLLYWPa2gf2b7q9OH4HhCeqOnDIiI+ToFFvINhQO6+06YPn+w1Ob6XcGAMnPrbagABwa7pwqfP0Im70LWgmoiINDkKLNL4yk+cnD68uer04dK8GpsfMqLY59+BLj0H0LJjH1c4ieqgjfNERJoRBRZpOIbhWpb+59OHj+6oefqwXwDEdqM8+kIWZUay8FAUW5xtGdSzC/93c09C7PrrKiLSXOkTQOpP8THYsRwyvz8VTopzam4b3PLUmiaVf0Z3YUt2CQ/M38ienCICrBam/voCRg9oZ97GhSIi4hUUWKR+HNsDb1wLBYeqHrf4QctO1cNJaHy1gbDvf7OfqYs2U1rhJCE8kNmj+tC7bWQjvggREfFWCixy/vIOwLxfu8JKRFvoPOzU2iYx3cEWfNbTS8odTP/3jyz4Zj8Al3WJYdaIXkS2aKCNC0VExOcosMj5KTwC866H3AyI6gjjlrp6T2ppb04R98/fyJbD+VgskDq0CxMu71Q/GxeKiEiTocAidVd8zBVWju6E8LYwZrFHYWXZ5kx+//53FJRW0LKFjRdv782gztENWLCIiPgqBRapm5I8+OeNrunJoa1gzL8hvE2tTi13OPnTsq289sUeAPq1i+TlO/oQH66VZ0VEpGYKLOK5siKYfxsc3gTB0TD63651UWohM6+Eie9s5Jt9xwEYf2l7Hr26GwE1bVwoIiJykgKLeKa8BP41EvavhcBwGL0IYrrW6tSvdubwu399y9GiMkLt/vz51p5cfVGrhq1XRESaBAUWqb2KMnhvNOxZBbYQuHOhazbQOTidBrNX7mTmp9sxDOjeKoxXR/UhKbpFIxQtIiJNgQKL1I6jAhbeAzs+Bv8guOM9aNPvnKcdLyrjkfc28dm2bABG9EvkyesvJDBAy+qLiEjtKbDIuTmd8O8J8NO/wWqD2+dD0sBznvZtxnEmzN/IobwS7P5+PH3DRdzWL7ERChYRkaZGgUXOzjBg6f+D798FixVufRM6DTnHKQbz1uzjmSU/Ue4wSGoZzKt39qV7q7DGqVlERJocBRY5M8OAT6bCN3MBC9z0d+h23VlPKSyt4PEPv+e/3x8G4JqL4vnjLT0JCwxohIJFRKSpUmCRM1v5HKx52fX19S9Dj1vO2nznkQLu/ecGdmcX4e9nYfK13blrYJI2LhQRkfOmwCI1+/Iv8PmfXF9f+zz0vvOszQ3D4L63N7I7u4j4sEBmj+pN33ZRjVCoiIg0BwosUt26v8GnM1xfD30S+o8/5ym7sgvZeaQQm78f/3lwEDGh9oatUUREmhUtLypVbfwn/O9R19eXPQaDHq7VaelbjgAwoENLhRUREal3Cixyyg8fwOIHXV8PmAiDJ9f61PStrsAypHtsQ1QmIiLNnAKLuGz5Lyy8FzCg391w1TNQy8GyucVlbDi5N9DlXRVYRESk/imwCOz8FD4YB4YDku9wDbL1YGbPqu3ZOJwGXeNCSYwKbsBCRUSkuVJgae72fgnvjgJHGVxwA/z6JfDz7K/FypO3g67Q7SAREWkgCizN2f6v4Z0RUFECXa6Gm14Dq2cTxyocTj7b7ton6IpuCiwiItIwFFiaq8Pfwds3Q1khdBgMt74F/jaPL/Pt/lxyi8uJCA6gd2JEvZcpIiICCizN05Gt8M8boTQP2g6A29+BgMA6XapyOvPgLjH4W/XXSUREGoY+YZqbo7tg3vVQfBQSesMd74GtRZ0vt2JrFgBXdI+rrwpFRESqqVNgmT17NklJSQQGBpKSksL69evP2La8vJynnnqKjh07EhgYSHJyMsuWLTuva0od5Wa4wkphJsReCHcuhMC676C8/1gx27MKsfpZuKxzTD0WKiIiUpXHgWXBggWkpqYyffp0Nm7cSHJyMsOGDePIkSM1tp86dSp/+9vfeOmll/jpp5+47777uPHGG/n222/rfE2pg4JMV1jJ2w8tO8PoRRB8fnv9rNzm+v30bRdJeLB2YxYRkYZjMQzD8OSElJQULr74Yl5+2bWLr9PpJDExkQcffJDHH3+8WvuEhASmTJnChAkT3MduvvlmgoKCePvtt+t0zZ/Lz88nPDycvLw8wsLq3mPQZBXlwJvXQfZWiGgH4/4H4a3P+7Jj5q5n1fZsJl/Tjd9e1rEeChURkebEk89vj3pYysrK2LBhA0OHDj11AT8/hg4dypo1a2o8p7S0lMDAqgM6g4KC+PLLL8/rmvn5+VUecgYncl0DbLO3QmgCjFlcL2GlqLSCNbuOAlqOX0REGp5HgSUnJweHw0FcXNUBlnFxcWRmZtZ4zrBhw5g5cyY7duzA6XSyfPlyFi5cyOHDh+t8zbS0NMLDw92PxMRET15G81FaAPNvgczvoUWMK6xEJtXLpb/amUOZw0nbqGA6xoTUyzVFRETOpMFnCb344ot07tyZbt26YbPZmDhxIuPGjcPPw9VUTzd58mTy8vLcj/3799djxU1E+Qn410g48DUERsBvFkF053q7fOX4lSu6xWLxYBl/ERGRuvAoNURHR2O1WsnKyqpyPCsri/j4+BrPiYmJYdGiRRQVFbFv3z62bt1KSEgIHTp0qPM17XY7YWFhVR5ymopSWHAn7P0CbKHwm4UQf1G9Xd4wDPf6K1rdVkREGoNHgcVms9G3b1/S09Pdx5xOJ+np6QwYMOCs5wYGBtK6dWsqKir48MMPuf7668/7mlIDRwV8cJdrQ8OAYBj1PrTuW69P8eOhfI4UlBJss5LS4fxmGomIiNSGZxvHAKmpqYwZM4Z+/frRv39/Zs2aRVFREePGjQNg9OjRtG7dmrS0NADWrVvHwYMH6dWrFwcPHmTGjBk4nU4effTRWl9TasnpgEX3wdb/gtXuWsG2Xf2HvsrelUs7R2P3t9b79UVERH7O48AyYsQIsrOzmTZtGpmZmfTq1Ytly5a5B81mZGRUGZ9SUlLC1KlT2b17NyEhIVx77bX885//JCIiotbXlFowDPjvw/DD++DnD7fNg46XN8hTVa5uO6Sbfj8iItI4PF6HxRs1+3VYDAOWPQ7r5oDFD26ZCxfe2CBPlV1QysXPfgrA+ilDiA2t2x5EIiIiDbYOi3ip9KdcYQXg+tkNFlbg1Oygnm3CFVZERKTRKLD4us//DF/OdH193QvQ644GfboVmh0kIiImUGDxZWtegRXPuL6+6hm4+J4GfbrSCgdf7MgGNH5FREQalwKLr/rmDfh4suvrwX+ASx5s8Kdcv+cYRWUOYkPtXJjQDMcKiYiIaRRYfNF3C+C/j7i+HvgQXPbo2dvXkxVbXbeDLu8ai5+fVrcVEZHGo8Dia376t2utFQzofy8MfRIaYWn8KqvbarNDERFpZAosvmT7J/DB3WA4odedcPUfGyWsAOzKLiLjWDE2qx+DOkU3ynOKiIhUUmDxFbtXufYHcpbDRTfDr/8K57GBpKcqF4v7RceWtLB7vN6giIjIeVFg8QUZ61w7LztKoet1cOPfwK9xl8SvvB00RNOZRUTEBAos3u7QtzD/Figvgo5XwK1vgDWgUUvIO1HON/uOA1p/RUREzKHA4s2yfoJ/3gil+dBuIIyYD/72Ri/j8+3ZOJwGnWNDSIwKbvTnFxERUWDxVjk7Yd71cOI4tO4LdywAmzlhoXI6s2YHiYiIWRRYvNHxfTDv11B0BOJ6wJ0fgj3UlFIcTsO9f5BWtxUREbMosHib/EOusJJ/EKK7wG8+gqBI08r5NuM4ucXlhAcF0KdthGl1iIhI86bA4k0Ks123gY7vhcgkGP1vCIkxtaTK20GXdYnB36q/LiIiYg59AnmL4mOuAbY52yGsDYxeDGEJZlflDixDNH5FRERMpMDiDUryXVOXs36AFrGunpXIdmZXxYHjxWzNLMDP4uphERERMYsCi9nKiuGdEXBwAwRFucJKdCezqwJg5cnelX7toogItplcjYiINGcKLGaqKIUFoyBjNdjD4DcLIe4Cs6tyS9d0ZhER8RIKLGZxlMP7Y2HXCghoAaM+gITeZlflVlxWwepdRwGtbisiIuZTYDGD0wEL74VtS8Fqh5H/grYpZldVxeqdRymrcNImMojOsSFmlyMiIs2cAktjczph8e/gx4XgFwAj3oYOl5ldVTWVt4OGdIvFYrGYXI2IiDR3CiyNyTDgf4/CprfB4ge3vA5drjK7qmoMw2DF1iwAruiu1W1FRMR8CiyNxTDg0+nw9WuABW6YAxdcb3ZVNfrxUD5Z+aUE26yktI8yuxwREREFlkaz6k/w1Yuur3/1F0geYW49Z1G5WNzATtEEBlhNrkZERESBpXF89Vf47DnX18PSoN84c+s5hxWnjV8RERHxBgosDW39a7D8CdfXV0yFAQ+YW885ZBeU8t2BXAAuV2AREREvocDSkL6dD0snub6+9P/BL39vbj218Nm2IxgG9GgdTlxYoNnliIiIAAosDWfzh7B4ouvrlPvhiifMraeWKm8HabE4ERHxJgosDWHb/1wLwxlO6DMGrk4DH1jLpKzCyRc7cgAFFhER8S4KLPVt1wp4bzQ4K6DHba4ZQT4QVgC+3nuMwtIKokPs9GgdbnY5IiIibgos9WnfavjXHeAog+7D4YZXwc93pgWnb6m8HRSDn59vhCwREWkeFFjqy4ENMP82qDgBna6Em+eC1d/sqmrNMAzSK1e37abVbUVExLsosNSHzM3w9k1QVgBJl8KIf4K/zeyqPLI7p4h9R4uxWf0Y1Dna7HJERESqUGA5X9nbYd71UJILbfrDyHchIMjsqjy24uTtoJQOUYTYfadnSEREmgcFlvNxbA/M+zUU50CrZBj1PthDzK6qTjSdWUREvJkCS13lHXCFlYLDENMd7vwIgiLMrqpO8k6U8/XeY4ACi4iIeKc6BZbZs2eTlJREYGAgKSkprF+//qztZ82aRdeuXQkKCiIxMZFHHnmEkpIS989nzJiBxWKp8ujWrVtdSmschUdct4FyMyCqA4xeBC1aml1VnX2xI5sKp0Gn2BDatWxhdjkiIiLVeDxYYcGCBaSmpjJnzhxSUlKYNWsWw4YNY9u2bcTGVv/X+TvvvMPjjz/O3LlzueSSS9i+fTtjx47FYrEwc+ZMd7sLL7yQTz/99FRh/l46jqL4mCusHN0J4YkwejGExptd1XmpHL+izQ5FRMRbedzDMnPmTMaPH8+4ceO44IILmDNnDsHBwcydO7fG9qtXr2bgwIHccccdJCUlcdVVVzFy5MhqvTL+/v7Ex8e7H9HRXjhTpSQP/nkjHPkJQuJhzGKISDS7qvPicBqs3OYKLNrsUEREvJVHgaWsrIwNGzYwdOjQUxfw82Po0KGsWbOmxnMuueQSNmzY4A4ou3fvZunSpVx77bVV2u3YsYOEhAQ6dOjAqFGjyMjIOGMdpaWl5OfnV3k0uLIi1zorhzdBcEsY/W/X7SAft2l/LseLywkL9Kdvu0izyxEREamRR/ddcnJycDgcxMVVXVgsLi6OrVu31njOHXfcQU5ODoMGDcIwDCoqKrjvvvv4wx/+4G6TkpLCm2++SdeuXTl8+DBPPvkkl156KZs3byY0NLTaNdPS0njyySc9Kf38lJfAv0bC/rUQGA6/WQSxXjzGxgMrTi4Wd1nXWAKsGoMtIiLeqcE/oT777DOee+45XnnlFTZu3MjChQtZsmQJTz/9tLvNNddcw6233krPnj0ZNmwYS5cuJTc3l/fee6/Ga06ePJm8vDz3Y//+/Q33AirKXHsD7VkFthC4cyG06tlwz9fI0jV+RUREfIBHPSzR0dFYrVaysrKqHM/KyiI+vuaBp0888QS/+c1vuOeeewDo0aMHRUVF3HvvvUyZMgU/v+qZKSIigi5durBz584ar2m327Hb7Z6UXjeOClh4D+z4GPyD4I4F0KZfwz9vIzmYe4KtmQX4WeCyLjFmlyMiInJGHvWw2Gw2+vbtS3p6uvuY0+kkPT2dAQMG1HhOcXFxtVBitbo2BDQMo8ZzCgsL2bVrF61atfKkvPqX9QNsWwZWG9z+NiQNMreeela5WFyftpFEtvCtrQRERKR58XjucGpqKmPGjKFfv37079+fWbNmUVRUxLhx4wAYPXo0rVu3Ji0tDYDhw4czc+ZMevfuTUpKCjt37uSJJ55g+PDh7uAyadIkhg8fTrt27Th06BDTp0/HarUycuTIenypdZDQG0a95xpw22noudv7mJWVq9t21+0gERHxbh4HlhEjRpCdnc20adPIzMykV69eLFu2zD0QNyMjo0qPytSpU7FYLEydOpWDBw8SExPD8OHDefbZZ91tDhw4wMiRIzl69CgxMTEMGjSItWvXEhPjBbcpOgw2u4IGcaLMwVc7cwAYot2ZRUTEy1mMM92X8SH5+fmEh4eTl5dHWFiY2eX4hPQtWdz91je0jgjiy8cux2KxmF2SiIg0M558fmseazOVfvJ20JDusQorIiLi9RRYmiHDMNzjV7S6rYiI+AIFlmZoy+ECDueVEBRgZUAH3920UUREmg8FlmaocnXbgZ2iCQywmlyNiIjIuSmwNEOnj18RERHxBQoszUxOYSmb9ucCcHlXBRYREfENCizNzGfbsjEMuDAhjPjwQLPLERERqRUFlmamcvyKNjsUERFfosDSjJRVOPliu2t12yu6a3VbERHxHQoszcg3e49RUFpBdIiNnq3DzS5HRESk1hRYmpHK2UGXd43Fz0+r24qIiO9QYGlGVlTuzqzxKyIi4mMUWJqJ3dmF7MkpIsBqYVDnaLPLERER8YgCSzNR2buS0r4loYEBJlcjIiLiGQWWZkK3g0RExJcpsDQD+SXlrN9zDNBy/CIi4psUWJqBL7bnUOE06BDTgnYtW5hdjoiIiMcUWJqBdK1uKyIiPk6BpYlzOA1WbcsG4IpuWt1WRER8kwJLE/fdgVyOFpURGuhPv6RIs8sRERGpEwWWJm7FFtfsoMu6xBBg1a9bRER8kz7Bmrh0TWcWEZEmQIGlCTuUe4Ith/OxWGBwVwUWERHxXQosTdjKba7elT5tI4lqYTO5GhERkbpTYGnCKsev6HaQiIj4OgWWJupEmYMvd+YAWt1WRER8nwJLE7Vmdw6lFU4SwgPpGhdqdjkiIiLnRYGliUqvvB3UPRaLxWJyNSIiIudHgaUJMgyDlSenMw/R6rYiItIEKLA0QVszCziUV0JggB8DOrY0uxwREZHzpsDSBK042bsyqFM0gQFWk6sRERE5fwosTVD6FtfuzJdrOrOIiDQRCixNzNHCUr7dnwto/RUREWk6FFiamFXbszEMuKBVGK3Cg8wuR0REpF4osDQxlZsdarE4ERFpShRYmpByh5PPt2UDuh0kIiJNiwJLE/L13mMUlFbQsoWN5DYRZpcjIiJSb+oUWGbPnk1SUhKBgYGkpKSwfv36s7afNWsWXbt2JSgoiMTERB555BFKSkrO65pSXeVmh4O7xuLnp9VtRUSk6fA4sCxYsIDU1FSmT5/Oxo0bSU5OZtiwYRw5cqTG9u+88w6PP/4406dPZ8uWLbz++ussWLCAP/zhD3W+ptRsxTaNXxERkabJ48Ayc+ZMxo8fz7hx47jggguYM2cOwcHBzJ07t8b2q1evZuDAgdxxxx0kJSVx1VVXMXLkyCo9KJ5eU6rbk1PE7uwi/P0sXNo52uxyRERE6pVHgaWsrIwNGzYwdOjQUxfw82Po0KGsWbOmxnMuueQSNmzY4A4ou3fvZunSpVx77bV1vmZpaSn5+flVHs1d5eq2KR2iCA0MMLkaERGR+uXvSeOcnBwcDgdxcVU31IuLi2Pr1q01nnPHHXeQk5PDoEGDMAyDiooK7rvvPvctobpcMy0tjSeffNKT0pu8FVtPrm7bVbeDRESk6WnwWUKfffYZzz33HK+88gobN25k4cKFLFmyhKeffrrO15w8eTJ5eXnux/79++uxYt9TUFLOut3HABjSXbszi4hI0+NRD0t0dDRWq5WsrKwqx7OysoiPj6/xnCeeeILf/OY33HPPPQD06NGDoqIi7r33XqZMmVKna9rtdux2uyelN2lf7MihwmnQIboF7aNbmF2OiIhIvfOoh8Vms9G3b1/S09Pdx5xOJ+np6QwYMKDGc4qLi/Hzq/o0VqtrB2HDMOp0TamqcvyKFosTEZGmyqMeFoDU1FTGjBlDv3796N+/P7NmzaKoqIhx48YBMHr0aFq3bk1aWhoAw4cPZ+bMmfTu3ZuUlBR27tzJE088wfDhw93B5VzXlDNzOg1WVgYWTWcWEZEmyuPAMmLECLKzs5k2bRqZmZn06tWLZcuWuQfNZmRkVOlRmTp1KhaLhalTp3Lw4EFiYmIYPnw4zz77bK2vKWf23YFcjhaVEWr35+KkKLPLERERaRAWwzAMs4s4X/n5+YSHh5OXl0dYWJjZ5TSqFz7ZxksrdnJdj1bMHtXH7HJERERqzZPPb+0l5OPSt2j8ioiINH0KLD4sM6+Enw7nY7HA4K4xZpcjIiLSYBRYfFjl7KDeiRG0DNE0bxERaboUWHxY5eq2uh0kIiJNnQKLjyopd/DlzhwAruim2VQiItK0KbD4qDW7jlJS7qRVeCDdW4WaXY6IiEiDUmDxUaevbmuxWEyuRkREpGEpsPggwzDcgWWIVrcVEZFmQIHFB23LKuBg7gns/n4M6BBtdjkiIiINToHFB1UuFjewUzRBNqvJ1YiIiDQ8BRYfpN2ZRUSkuVFg8THHisr4NuM4oMAiIiLNhwKLj1m1/QhOA7q3CiMhIsjsckRERBqFAouPObXZofYOEhGR5kOBxYeUO5ys2p4NaHVbERFpXhRYfMg3e49TUFJBVAsbvRIjzC5HRESk0Siw+JCV21y3gwZ3jcHqp9VtRUSk+VBg8SHpW1y7Mw/R7SAREWlmFFh8xN6cInZlF+HvZ+HSLlrdVkREmhcFFh9RuVjcxUlRhAUGmFyNiIhI41Jg8RHa7FBERJozBRYfUFhawbo9RwGtbisiIs2TAosP+HJHNuUOg/bRLegQE2J2OSIiIo1OgcUHVK5ue3lX9a6IiEjzpMDi5ZxOw73+isaviIhIc6XA4uW+P5hHTmEZIXZ/Lk6KMrscERERUyiweLnK2UG/7BKNzV+/LhERaZ70CejlVmx1rW6rzQ5FRKQ5U2DxYpl5JWw+mI/F4to/SEREpLlSYPFilYNtk9tEEB1iN7kaERER8yiweLHK6cxDtFiciIg0cwosXqqk3MFXO3MAuELTmUVEpJlTYPFSa3cf5US5g/iwQC5oFWZ2OSIiIqZSYPFSldOZL+8Wi8ViMbkaERERcymweCHDMDR+RURE5DQKLF5oe1YhB3NPYPf3Y2CnaLPLERERMZ0CixdKP7lY3CUdWxJks5pcjYiIiPnqFFhmz55NUlISgYGBpKSksH79+jO2HTx4MBaLpdrjuuuuc7cZO3ZstZ9fffXVdSmtSVh5cvzKFd21uq2IiAiAv6cnLFiwgNTUVObMmUNKSgqzZs1i2LBhbNu2jdjY6uMtFi5cSFlZmfv7o0ePkpyczK233lql3dVXX80bb7zh/t5ub54LpR0vKmPDvuMAXKHxKyIiIkAdelhmzpzJ+PHjGTduHBdccAFz5swhODiYuXPn1tg+KiqK+Ph492P58uUEBwdXCyx2u71Ku8jIyLq9Ih+3ans2TgO6xYfSOiLI7HJERES8gkeBpaysjA0bNjB06NBTF/DzY+jQoaxZs6ZW13j99de5/fbbadGiRZXjn332GbGxsXTt2pX777+fo0ePnvEapaWl5OfnV3k0FemVt4PUuyIiIuLmUWDJycnB4XAQF1d1bEVcXByZmZnnPH/9+vVs3ryZe+65p8rxq6++mnnz5pGens4f//hHVq1axTXXXIPD4ajxOmlpaYSHh7sfiYmJnrwMr1XhcLLq5P5BQ7S6rYiIiJvHY1jOx+uvv06PHj3o379/leO33367++sePXrQs2dPOnbsyGeffcaQIUOqXWfy5Mmkpqa6v8/Pz28SoWXDvuPkl1QQGRxAr8TmeUtMRESkJh71sERHR2O1WsnKyqpyPCsri/j4+LOeW1RUxLvvvsvdd999zufp0KED0dHR7Ny5s8af2+12wsLCqjyagsrVbQd3jcXqp9VtRUREKnkUWGw2G3379iU9Pd19zOl0kp6ezoABA8567vvvv09paSl33nnnOZ/nwIEDHD16lFatWnlSns/T+BUREZGaeTxLKDU1lddee4233nqLLVu2cP/991NUVMS4ceMAGD16NJMnT6523uuvv84NN9xAy5YtqxwvLCzk97//PWvXrmXv3r2kp6dz/fXX06lTJ4YNG1bHl+V79h0tYueRQqx+Fn7ZJcbsckRERLyKx2NYRowYQXZ2NtOmTSMzM5NevXqxbNky90DcjIwM/Pyq5qBt27bx5Zdf8sknn1S7ntVq5fvvv+ett94iNzeXhIQErrrqKp5++ulmtRZL5e2gi5MiCQ8KMLkaERER72IxDMMwu4jzlZ+fT3h4OHl5eT47nuU3r6/jix05TLm2O+N/2cHsckRERBqcJ5/f2kvICxSWVrBu9zEALtf4FRERkWoUWLzAlztyKHM4adcymI4xLc59goiISDOjwOIFVpzcnfmKbrFYLJrOLCIi8nMKLCZzOg1WbM0GYEg37c4sIiJSEwUWk20+lEdOYSktbFb6t48yuxwRERGvpMBisvQtrunMl3aOweavX4eIiEhN9Alpssr1V67QZociIiJnpMBioqz8En44mAfA5V0VWERERM5EgcVEK0/2riQnRhAT2nxW9RUREfGUAouJKm8HDdFicSIiImelwGKSknIHX+7MAbQ7s4iIyLkosJhk3Z5jFJc5iAuzc2GCb+5/JCIi0lgUWEyyYotWtxUREaktBRYTGIZBeuV0Zq1uKyIick4KLCbYeaSQA8dPYPP3Y2CnlmaXIyIi4vUUWExQ2bsyoENLgm3+JlcjIiLi/RRYTLDi5HL8Q7S6rYiISK0osDSy3OIyvtl3DNDqtiIiIrWlwNLIVm3PxmlA17hQEqOCzS5HRETEJyiwNDJtdigiIuI5BZZGVOFw8tm2bECr24qIiHhCgaURbczIJe9EORHBAfROjDC7HBEREZ+hwNKI0re6Vrcd3CUGf6veehERkdrSp2YjqpzOfEV3rW4rIiLiCQWWRrL/WDE7jhRi9bNwWecYs8sRERHxKQosjaRydlDfdpGEBweYXI2IiIhvUWBpJJXL8Q/R7CARERGPKbA0gqLSCtbuOgpoOX4REZG6UGBpBF/uzKHM4aRtVDAdY0LMLkdERMTnKLA0AvfsoG6xWCwWk6sRERHxPQosDczpNFi57VRgEREREc8psDSwHw/lc6SglGCblZQOUWaXIyIi4pMUWBpY5eq2l3aOxu5vNbkaERER36TA0sBWuKcza3VbERGRulJgaUBH8kv4/kAeAIO7aXVbERGRulJgaUCfbcsGoGebcGJDA02uRkRExHcpsDSgyvErmh0kIiJyfuoUWGbPnk1SUhKBgYGkpKSwfv36M7YdPHgwFoul2uO6665ztzEMg2nTptGqVSuCgoIYOnQoO3bsqEtpXqO0wsEXO3IAjV8RERE5Xx4HlgULFpCamsr06dPZuHEjycnJDBs2jCNHjtTYfuHChRw+fNj92Lx5M1arlVtvvdXd5k9/+hN//etfmTNnDuvWraNFixYMGzaMkpKSur8yk63bfYziMgexoXYuTAgzuxwRERGf5nFgmTlzJuPHj2fcuHFccMEFzJkzh+DgYObOnVtj+6ioKOLj492P5cuXExwc7A4shmEwa9Yspk6dyvXXX0/Pnj2ZN28ehw4dYtGiRef14sxUOTvoim6x+PlpdVsREZHz4VFgKSsrY8OGDQwdOvTUBfz8GDp0KGvWrKnVNV5//XVuv/12WrRoAcCePXvIzMyscs3w8HBSUlLOeM3S0lLy8/OrPLyJYRju8SuXa/yKiIjIefMosOTk5OBwOIiLqzomIy4ujszMzHOev379ejZv3sw999zjPlZ5nifXTEtLIzw83P1ITEz05GU0uF3Zhew/dgKb1Y9BnaLNLkdERMTnNeosoddff50ePXrQv3//87rO5MmTycvLcz/2799fTxXWj/STmx3+omNLWtj9Ta5GRETE93kUWKKjo7FarWRlZVU5npWVRXx8/FnPLSoq4t133+Xuu++ucrzyPE+uabfbCQsLq/LwJunu1W11O0hERKQ+eBRYbDYbffv2JT093X3M6XSSnp7OgAEDznru+++/T2lpKXfeeWeV4+3btyc+Pr7KNfPz81m3bt05r+mN8orL2bDvOKD1V0REROqLx/crUlNTGTNmDP369aN///7MmjWLoqIixo0bB8Do0aNp3bo1aWlpVc57/fXXueGGG2jZsmWV4xaLhYcffphnnnmGzp070759e5544gkSEhK44YYb6v7KTLJqRzYOp0Hn2BASo4LNLkdERKRJ8DiwjBgxguzsbKZNm0ZmZia9evVi2bJl7kGzGRkZ+PlV7bjZtm0bX375JZ988kmN13z00UcpKiri3nvvJTc3l0GDBrFs2TICA31vOfsVW06ubttdvSsiIiL1xWIYhmF2EecrPz+f8PBw8vLyTB3PUuFw0u/ZT8ktLue93w6gf/so02oRERHxdp58fmsvoXr07f5ccovLCQ8KoE/bCLPLERERaTIUWOpR5XTmwV1j8LfqrRUREakv+lStRytPW45fRERE6o8CSz3Zf6yYbVkF+Fngsi4xZpcjIiLSpCiw1JOV21y9K/3aRRERbDO5GhERkaZFgaWeVI5f0XRmERGR+qfAUg+KyypYs/sooOX4RUREGoICSz34audRyiqctIkMolNsiNnliIiINDkKLPVgxVbX6rZDusVisVhMrkZERKTpUWA5T4ZhnDZ+Jc7kakRERJomBZbz9OOhfI4UlBJss5KipfhFREQahALLearsXRnUKZrAAKvJ1YiIiDRNCiznqXL8ila3FRERaTgKLOchu6CU7w7kAXC5AouIiEiDUWA5D5Wr2/ZoHU5cWKDJ1YiIiDRdCiznYcUWbXYoIiLSGBRY6qi0wsEXO7IBGKLl+EVERBqUAksdrd9zjKIyB9Ehdi5KCDe7HBERkSZNgaWOVmytvB0Ug5+fVrcVERFpSAosdVBlddtuWt1WRESkoSmw1MGu7CIyjhVjs/oxqHO02eWIiIg0eQosdVC5WFxKhyhC7P4mVyMiItL0KbDUQbqmM4uIiDQqBRYP5Z0o55t9xwEFFhERkcaiwOKhz7dn43AadIoNoV3LFmaXIyIi0iwosHiocjrzEPWuiIiINBoFFg84nIZ7/yDdDhIREWk8Ciwe+DbjOLnF5YQF+tO3XaTZ5YiIiDQbCiweqLwddFnXWPyteutEREQaiz51PaDxKyIiIuZQYKmlA8eL2ZpZgJ8FLusSY3Y5IiIizYoCSy2tPNm70rddJJEtbCZXIyIi0rwosNRS+snAcrluB4mIiDQ6BZZaKC6rYPWuowAM0e7MIiIijU6BpRZW7zxKWYWT1hFBdIkLMbscERGRZkeBpRYqbwcN6R6LxWIxuRoREZHmR4HlHAzDYMXWLECr24qIiJilToFl9uzZJCUlERgYSEpKCuvXrz9r+9zcXCZMmECrVq2w2+106dKFpUuXun8+Y8YMLBZLlUe3bt3qUlq9+/FQPln5pQQFWPlFh5ZmlyMiItIs+Xt6woIFC0hNTWXOnDmkpKQwa9Yshg0bxrZt24iNrd4DUVZWxpVXXklsbCwffPABrVu3Zt++fURERFRpd+GFF/Lpp5+eKszf49IaROV05oGdogkMsJpcjYiISPPkcSqYOXMm48ePZ9y4cQDMmTOHJUuWMHfuXB5//PFq7efOncuxY8dYvXo1AQEBACQlJVUvxN+f+Ph4T8tpcKePXxERERFzeHRLqKysjA0bNjB06NBTF/DzY+jQoaxZs6bGcxYvXsyAAQOYMGECcXFxXHTRRTz33HM4HI4q7Xbs2EFCQgIdOnRg1KhRZGRknLGO0tJS8vPzqzwaQnZBKd8dyAXg8q4KLCIiImbxKLDk5OTgcDiIi6u6FklcXByZmZk1nrN7924++OADHA4HS5cu5YknnuCFF17gmWeecbdJSUnhzTffZNmyZbz66qvs2bOHSy+9lIKCghqvmZaWRnh4uPuRmJjoycuoNXuAH09dfxFjL0kiPjywQZ5DREREzs1iGIZR28aHDh2idevWrF69mgEDBriPP/roo6xatYp169ZVO6dLly6UlJSwZ88erFbXGJCZM2fy5z//mcOHD9f4PLm5ubRr146ZM2dy9913V/t5aWkppaWl7u/z8/NJTEwkLy+PsLCw2r4cERERMVF+fj7h4eG1+vz2aAxLdHQ0VquVrKysKsezsrLOOP6kVatWBAQEuMMKQPfu3cnMzKSsrAybrfq+PBEREXTp0oWdO3fWeE273Y7dbvekdBEREfFhHt0Sstls9O3bl/T0dPcxp9NJenp6lR6X0w0cOJCdO3fidDrdx7Zv306rVq1qDCsAhYWF7Nq1i1atWnlSnoiIiDRRHq/DkpqaymuvvcZbb73Fli1buP/++ykqKnLPGho9ejSTJ092t7///vs5duwYDz30ENu3b2fJkiU899xzTJgwwd1m0qRJrFq1ir1797J69WpuvPFGrFYrI0eOrIeXKCIiIr7O42nNI0aMIDs7m2nTppGZmUmvXr1YtmyZeyBuRkYGfn6nclBiYiIff/wxjzzyCD179qR169Y89NBDPPbYY+42Bw4cYOTIkRw9epSYmBgGDRrE2rVriYmJqYeXKCIiIr7Oo0G33sqTQTsiIiLiHTz5/NZeQiIiIuL1FFhERETE6ymwiIiIiNdTYBERERGvp8AiIiIiXk+BRURERLyeAouIiIh4PQUWERER8Xoer3TrjSrXvsvPzze5EhEREamtys/t2qxh2yQCS0FBAeDaBkBERER8S0FBAeHh4Wdt0ySW5nc6nRw6dIjQ0FAsFku9Xjs/P5/ExET279+vZf/PQe9V7em9qj29V57R+1V7eq9qr6HeK8MwKCgoICEhoco+hDVpEj0sfn5+tGnTpkGfIywsTH+ha0nvVe3pvao9vVee0ftVe3qvaq8h3qtz9axU0qBbERER8XoKLCIiIuL1FFjOwW63M336dOx2u9mleD29V7Wn96r29F55Ru9X7em9qj1veK+axKBbERERadrUwyIiIiJeT4FFREREvJ4Ci4iIiHg9BRYRERHxegosIiIi4vUUWM5h9uzZJCUlERgYSEpKCuvXrze7JK/z+eefM3z4cBISErBYLCxatMjskrxWWloaF198MaGhocTGxnLDDTewbds2s8vySq+++io9e/Z0r6w5YMAA/ve//5ldlk/4v//7PywWCw8//LDZpXidGTNmYLFYqjy6detmdlle6+DBg9x55520bNmSoKAgevTowTfffGNKLQosZ7FgwQJSU1OZPn06GzduJDk5mWHDhnHkyBGzS/MqRUVFJCcnM3v2bLNL8XqrVq1iwoQJrF27luXLl1NeXs5VV11FUVGR2aV5nTZt2vB///d/bNiwgW+++YYrrriC66+/nh9//NHs0rza119/zd/+9jd69uxpdile68ILL+Tw4cPux5dffml2SV7p+PHjDBw4kICAAP73v//x008/8cILLxAZGWlOQYacUf/+/Y0JEya4v3c4HEZCQoKRlpZmYlXeDTA++ugjs8vwGUeOHDEAY9WqVWaX4hMiIyONf/zjH2aX4bUKCgqMzp07G8uXLzcuu+wy46GHHjK7JK8zffp0Izk52ewyfMJjjz1mDBo0yOwy3NTDcgZlZWVs2LCBoUOHuo/5+fkxdOhQ1qxZY2Jl0pTk5eUBEBUVZXIl3s3hcPDuu+9SVFTEgAEDzC7Ha02YMIHrrruuyv+3pLodO3aQkJBAhw4dGDVqFBkZGWaX5JUWL15Mv379uPXWW4mNjaV379689tprptWjwHIGOTk5OBwO4uLiqhyPi4sjMzPTpKqkKXE6nTz88MMMHDiQiy66yOxyvNIPP/xASEgIdrud++67j48++ogLLrjA7LK80rvvvsvGjRtJS0szuxSvlpKSwptvvsmyZct49dVX2bNnD5deeikFBQVml+Z1du/ezauvvkrnzp35+OOPuf/++/nd737HW2+9ZUo9/qY8q4gwYcIENm/erPvnZ9G1a1c2bdpEXl4eH3zwAWPGjGHVqlUKLT+zf/9+HnroIZYvX05gYKDZ5Xi1a665xv11z549SUlJoV27drz33nvcfffdJlbmfZxOJ/369eO5554DoHfv3mzevJk5c+YwZsyYRq9HPSxnEB0djdVqJSsrq8rxrKws4uPjTapKmoqJEyfy3//+l5UrV9KmTRuzy/FaNpuNTp060bdvX9LS0khOTubFF180uyyvs2HDBo4cOUKfPn3w9/fH39+fVatW8de//hV/f38cDofZJXqtiIgIunTpws6dO80uxeu0atWq2j8OunfvbtotNAWWM7DZbPTt25f09HT3MafTSXp6uu6hS50ZhsHEiRP56KOPWLFiBe3btze7JJ/idDopLS01uwyvM2TIEH744Qc2bdrkfvTr149Ro0axadMmrFar2SV6rcLCQnbt2kWrVq3MLsXrDBw4sNqyC9u3b6ddu3am1KNbQmeRmprKmDFj6NevH/3792fWrFkUFRUxbtw4s0vzKoWFhVX+dbJnzx42bdpEVFQUbdu2NbEy7zNhwgTeeecd/v3vfxMaGuoeDxUeHk5QUJDJ1XmXyZMnc80119C2bVsKCgp45513+Oyzz/j444/NLs3rhIaGVhsH1aJFC1q2bKnxUT8zadIkhg8fTrt27Th06BDTp0/HarUycuRIs0vzOo888giXXHIJzz33HLfddhvr16/n73//O3//+9/NKcjsaUre7qWXXjLatm1r2Gw2o3///sbatWvNLsnrrFy50gCqPcaMGWN2aV6npvcJMN544w2zS/M6d911l9GuXTvDZrMZMTExxpAhQ4xPPvnE7LJ8hqY112zEiBFGq1atDJvNZrRu3doYMWKEsXPnTrPL8lr/+c9/jIsuusiw2+1Gt27djL///e+m1WIxDMMwJyqJiIiI1I7GsIiIiIjXU2ARERERr6fAIiIiIl5PgUVERES8ngKLiIiIeD0FFhEREfF6CiwiIiLi9RRYRERExOspsIiIiIjXU2ARERERr6fAIiIiIl7v/wNUwk4yR10SWAAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 22ms/step - loss: 4.6420 - accuracy: 0.5310\n",
            "Test set\n",
            "  Loss: 4.642\n",
            "  Accuracy: 0.531\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.61      0.68      0.64       423\n",
            "           1       0.39      0.33      0.36       270\n",
            "\n",
            "    accuracy                           0.54       693\n",
            "   macro avg       0.50      0.50      0.50       693\n",
            "weighted avg       0.53      0.54      0.53       693\n",
            "\n",
            "Epoch 1/7\n",
            "59/59 [==============================] - 4s 43ms/step - loss: 0.6392 - accuracy: 0.6695 - val_loss: 0.5073 - val_accuracy: 0.7885\n",
            "Epoch 2/7\n",
            "59/59 [==============================] - 2s 40ms/step - loss: 0.3162 - accuracy: 0.8866 - val_loss: 0.3363 - val_accuracy: 0.8654\n",
            "Epoch 3/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.1055 - accuracy: 0.9658 - val_loss: 0.3057 - val_accuracy: 0.8846\n",
            "Epoch 4/7\n",
            "59/59 [==============================] - 2s 30ms/step - loss: 0.0363 - accuracy: 0.9893 - val_loss: 0.2274 - val_accuracy: 0.9471\n",
            "Epoch 5/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 0.0179 - accuracy: 0.9941 - val_loss: 0.2502 - val_accuracy: 0.9519\n",
            "Epoch 6/7\n",
            "59/59 [==============================] - 2s 40ms/step - loss: 0.0208 - accuracy: 0.9984 - val_loss: 0.3001 - val_accuracy: 0.9327\n",
            "Epoch 7/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.0140 - accuracy: 0.9957 - val_loss: 0.3046 - val_accuracy: 0.9375\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 37ms/step - loss: 2.1262 - accuracy: 0.5743\n",
            "Test set\n",
            "  Loss: 2.126\n",
            "  Accuracy: 0.574\n",
            "22/22 [==============================] - 1s 27ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.65      0.70      0.67       423\n",
            "           1       0.46      0.40      0.43       270\n",
            "\n",
            "    accuracy                           0.58       693\n",
            "   macro avg       0.55      0.55      0.55       693\n",
            "weighted avg       0.58      0.58      0.58       693\n",
            "\n",
            "Epoch 1/7\n",
            "59/59 [==============================] - 5s 54ms/step - loss: 0.6465 - accuracy: 0.6305 - val_loss: 0.5223 - val_accuracy: 0.8029\n",
            "Epoch 2/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.2563 - accuracy: 0.9187 - val_loss: 0.2168 - val_accuracy: 0.9375\n",
            "Epoch 3/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.1452 - accuracy: 0.9663 - val_loss: 0.1876 - val_accuracy: 0.9567\n",
            "Epoch 4/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.0384 - accuracy: 0.9898 - val_loss: 0.2252 - val_accuracy: 0.9327\n",
            "Epoch 5/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 0.0050 - accuracy: 0.9989 - val_loss: 0.4358 - val_accuracy: 0.9327\n",
            "Epoch 6/7\n",
            "59/59 [==============================] - 2s 33ms/step - loss: 0.0109 - accuracy: 0.9952 - val_loss: 0.3602 - val_accuracy: 0.9327\n",
            "Epoch 7/7\n",
            "59/59 [==============================] - 2s 38ms/step - loss: 1.6243e-05 - accuracy: 1.0000 - val_loss: 0.6455 - val_accuracy: 0.8894\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 0s 18ms/step - loss: 4.2555 - accuracy: 0.5051\n",
            "Test set\n",
            "  Loss: 4.256\n",
            "  Accuracy: 0.505\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.65      0.56      0.60       423\n",
            "           1       0.43      0.52      0.47       270\n",
            "\n",
            "    accuracy                           0.55       693\n",
            "   macro avg       0.54      0.54      0.54       693\n",
            "weighted avg       0.56      0.55      0.55       693\n",
            "\n",
            "Epoch 1/7\n",
            "59/59 [==============================] - 4s 43ms/step - loss: 0.6277 - accuracy: 0.6676 - val_loss: 0.3307 - val_accuracy: 0.8654\n",
            "Epoch 2/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.2575 - accuracy: 0.9059 - val_loss: 0.1894 - val_accuracy: 0.9375\n",
            "Epoch 3/7\n",
            "59/59 [==============================] - 2s 33ms/step - loss: 0.0846 - accuracy: 0.9749 - val_loss: 0.2150 - val_accuracy: 0.9135\n",
            "Epoch 4/7\n",
            "59/59 [==============================] - 2s 41ms/step - loss: 0.0271 - accuracy: 0.9925 - val_loss: 0.1229 - val_accuracy: 0.9615\n",
            "Epoch 5/7\n",
            "59/59 [==============================] - 2s 33ms/step - loss: 0.1266 - accuracy: 0.9872 - val_loss: 0.1760 - val_accuracy: 0.9471\n",
            "Epoch 6/7\n",
            "59/59 [==============================] - 2s 34ms/step - loss: 0.0013 - accuracy: 0.9995 - val_loss: 0.2048 - val_accuracy: 0.9567\n",
            "Epoch 7/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 2.7857e-05 - accuracy: 1.0000 - val_loss: 0.3128 - val_accuracy: 0.9327\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 0s 15ms/step - loss: 4.4005 - accuracy: 0.5116\n",
            "Test set\n",
            "  Loss: 4.400\n",
            "  Accuracy: 0.512\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.60      0.66      0.63       423\n",
            "           1       0.38      0.32      0.35       270\n",
            "\n",
            "    accuracy                           0.53       693\n",
            "   macro avg       0.49      0.49      0.49       693\n",
            "weighted avg       0.52      0.53      0.52       693\n",
            "\n",
            "Acuuracy results of the 4 models :  [0.5411255411255411, 0.5844155844155844, 0.5454545454545454, 0.5281385281385281]\n",
            "Avrage accuracy of this probability = 0.5497835497835498\n"
          ]
        }
      ],
      "source": [
        "# No preprocessing-NO Balancing-No Anonymisation (1)\n",
        "\n",
        "dff=df\n",
        "dff_pred = df_pred\n",
        "#-----------------------------------\n",
        "\n",
        "train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4 = K_fold(dff)\n",
        "\n",
        "#----------------------------------\n",
        "print(len (train_1),len(test_1))\n",
        "x_1 , y_1 = padding_df(train_1)\n",
        "x_train_1, x_val_1, y_train_1, y_val_1 = train_test_split(x_1,y_1, test_size = 0.1, random_state = 42)\n",
        "x_test_1 , y_test_1 = padding_df(test_1)\n",
        "\n",
        "x_2 , y_2 = padding_df(train_2)\n",
        "x_train_2, x_val_2, y_train_2, y_val_2 = train_test_split(x_2,y_2, test_size = 0.1, random_state = 42)\n",
        "x_test_2 , y_test_2 = padding_df(test_2)\n",
        "\n",
        "x_3 , y_3 = padding_df(train_3)\n",
        "x_train_3 , x_val_3, y_train_3, y_val_3 = train_test_split(x_3,y_3, test_size = 0.1, random_state = 42)\n",
        "x_test_3 , y_test_3 = padding_df(test_3)\n",
        "\n",
        "x_4 , y_4 = padding_df(train_4)\n",
        "x_train_4, x_val_4, y_train_4, y_val_4 = train_test_split(x_4,y_4, test_size = 0.1, random_state = 42)\n",
        "x_test_4 , y_test_4 = padding_df(test_4)\n",
        "\n",
        "#------------------------------------\n",
        "\n",
        "x_prediction , target_labels = padding_df(dff_pred)\n",
        "print(len(x_prediction))\n",
        "\n",
        "acc_result = []\n",
        "\n",
        "for i in range (4):\n",
        "    \n",
        "    if i == 0 :\n",
        "        the_model_1_1 = creating_model( x_train_1 , y_train_1 , x_val_1 , y_val_1, x_test_1 , y_test_1)\n",
        "        \n",
        "        y_predict = the_model_1_1.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 1 :\n",
        "        the_model_1_2 = creating_model( x_train_2 , y_train_2 , x_val_2 , y_val_2, x_test_2 , y_test_2)\n",
        "        \n",
        "        y_predict = the_model_1_2.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 2 :\n",
        "        the_model_1_3 = creating_model( x_train_3 , y_train_3 , x_val_3 , y_val_3, x_test_3 , y_test_3)\n",
        "        \n",
        "        y_predict = the_model_1_3.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 3 :\n",
        "        the_model_1_4 = creating_model( x_train_4 , y_train_4 , x_val_4 , y_val_4, x_test_4 , y_test_4)\n",
        "        \n",
        "        y_predict = the_model_1_4.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "print('Acuuracy results of the 4 models : ',acc_result)\n",
        "print('Avrage accuracy of this probability =' , sum(acc_result)/len(acc_result))\n",
        "\n",
        "probabilities.append(sum(acc_result)/len(acc_result))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "id": "3013703c",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "3013703c",
        "outputId": "b0b2aacc-8489-40da-bd24-b37b529cb9cd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/7\n",
            "59/59 [==============================] - 7s 67ms/step - loss: 0.6311 - accuracy: 0.6636 - val_loss: 0.4078 - val_accuracy: 0.8558\n",
            "Epoch 2/7\n",
            "59/59 [==============================] - 2s 38ms/step - loss: 0.2521 - accuracy: 0.9112 - val_loss: 0.1597 - val_accuracy: 0.9615\n",
            "Epoch 3/7\n",
            "59/59 [==============================] - 3s 47ms/step - loss: 0.0724 - accuracy: 0.9749 - val_loss: 0.2754 - val_accuracy: 0.8942\n",
            "Epoch 4/7\n",
            "59/59 [==============================] - 3s 45ms/step - loss: 0.0436 - accuracy: 0.9845 - val_loss: 0.1296 - val_accuracy: 0.9615\n",
            "Epoch 5/7\n",
            "59/59 [==============================] - 2s 38ms/step - loss: 0.0256 - accuracy: 0.9973 - val_loss: 0.4856 - val_accuracy: 0.8702\n",
            "Epoch 6/7\n",
            "59/59 [==============================] - 2s 38ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 0.1468 - val_accuracy: 0.9712\n",
            "Epoch 7/7\n",
            "59/59 [==============================] - 2s 38ms/step - loss: 2.3989e-05 - accuracy: 1.0000 - val_loss: 0.1607 - val_accuracy: 0.9760\n"
          ]
        },
        {
          "data": {
            "image/png": 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166lTpw6NGzdm/Pjx7N+/n3feeQeAu+66i5deeomHH36Y0aNH88033/Dhhx+ycOFC1zkSExMZMWIEnTt3pkuXLkybNo2srCzXqqGayt/fH4fj7JODf/zxR0aOHMngwYMB889o165dVVydiFSU02mw91g2mw9lsCU5gy3JmWxJzmB7SiYFjtKTSVigL61jQk8KJqG0ig6hboh3D4+LFCt3YPnll1/o1auX6+viya8jRozg7bff5uDBgyWGIpo2bcrChQt54IEHeOGFF2jUqBFvvPGGa0kzwNChQ0lJSWHSpEkcOnSIjh07snjx4lMm4tY0cXFxrFq1il27dhESEnLaqx8tW7Zk3rx5DBo0CJvNxsSJE3WlRMQNGIbBwbTcE1dLDpnBZNvhzNOuVAz2t9MyOpTWRVdNigNKvdAADbFIjVbuwHL55ZdjnGEaeGldbC+//HLWrVt3xvOOGzeuyoaAPNWDDz7IiBEjaNeuHTk5Obz11lulHjd16lRGjx5Nt27diIyM5JFHHqmxvWlErGAYBqmZ+eYck0MZbD1c9N/kTDLyCkt9jr+vDy2iQlxXTYqHdRpGBOHjo2Ai8lc240zpw0Okp6cTHh5OWloaYWFhJb6Xm5vLzp07adq0KYGBgRZVKFVBf7ZihePZ+a4hnBMBJZOjWaXPGfP1sdE0shatYkJpfVIwaVwnGF/NK5Ea7kyf33/luTNPRUSqUGZeIVuTM04sGy66JafnlXq8zQZN6gS7hnGKA0rTyFr4+yqYiJwrBRYRqdFyCxxsO5xZNIxz4srJvmOnXzLcMCLIvFISE0qreuYck+ZRIQT5n3vbAhEpnQKLiNQIBQ4nO1PNXiZbDhX3M8lk15HTLxmOCg2gdXQoLaNDzOGcomXDoYF+pT9BRKqMAouIeBWH02DP0exTgsmO1NMvGY4I9nNNfG1dPKQTHUrtWv7VXL2InI4Ci4h4JMMw2H885y+t6c1wkldY+rL+Wv521zDOyZNgo7RkWMTtKbCIiFszDIOUjDy2lBJMMk+zZDjA14eW0SElgknL6BAaRgQpmIh4KAUWEbFcWnYBe49ls+9YNnuP5rD3WDZ7j2az71gO+47lnLbJmq+PjeZRISXmmBQvGbarl4mIV1FgEZEql51fyL5jOew9agaRvcdySoSTjNzSr5QU87FBXN1apwSTuLpaMixSUyiwiMg5yyt0cOB4blEYMYPIvmNFweRoNkdO01TtZJEh/jSqHUyj2kHE1gkmtnYwsXWCaFQ7mAYRgQT4asmwSE2mwOLF4uLiuP/++7n//vsBczfm+fPnu3bF/qtdu3bRtGlT1q1bR8eOHSv8upV1HnEfhQ4nh9JzXVdE9hUN1xSHk+SMXM7WMzss0JfYOkWBpHawGUqKAkmj2kEevYO6iFQ9/QtRgxw8eJDatWtX6jlHjhzJ8ePH+fTTT12PxcbGcvDgQSIjIyv1taTqOJ0GqZl5rgCy9+RAciybg8dzKTxds5IiQX52VwCJLbpKcvIVk/Ag9S4RkYpTYKlBYmJiquV17HZ7tb2WlI1hGBwvmtjqukpy0v39x3JOuxS4mL/dh4a1g2hUuyiU1DGvlBQHkrq1/LUCR0SqTM0MLIYBBdnWvLZfsLnpyFm89tprPP744+zbtw8fnxOTCq+55hrq1q3LY489RmJiIitXriQrK4u2bdsyZcoUEhISTnvOvw4JrV69mjvvvJONGzdy/vnn89hjj5U43uFwcMcdd/DNN99w6NAhGjduzN133819990HwOOPP86sWbNc5wb49ttviYuLO2VIaPny5Tz00EP8+uuv1KlThxEjRvDPf/4TX1/zr+Dll19O+/btCQwM5I033sDf35+77rqLxx9/vExvq5h735Q2qXXfMfNqyemWABfzsUH98KBS55DE1gkiOjRQuwiLiGVqZmApyIZnGljz2v84AP61znrYkCFDuPfee/n222/p3bs3AEePHmXx4sUsWrSIzMxMBgwYwNNPP01AQADvvPMOgwYNYvPmzTRu3Pis58/MzGTgwIH06dOH9957j507d7qCSDGn00mjRo346KOPqFu3Lj/99BN33HEH9evX529/+xsPPvggGzduJD09nbfeeguAOnXqcODAgRLn2b9/PwMGDGDkyJG88847bNq0iTFjxhAYGFgikMyaNYvExERWrVrFihUrGDlyJN27d6dPnz5n/XlqgtwCh2uY5q9zSPYey+Z4dsFZz1EvNKD0QFI7mPoRgfhp92ARcVM1M7B4gNq1a9O/f3/mzJnjCiwff/wxkZGR9OrVCx8fHzp06OA6/qmnnmL+/PksWLCAcePGnfX8c+bMwel08uabbxIYGMh5553Hvn37GDt2rOsYPz8/nnjiCdfXTZs2ZcWKFXz44Yf87W9/IyQkhKCgIPLy8s44BPTyyy8TGxvLSy+9hM1mo02bNhw4cIBHHnmESZMmua4gtW/fnsmTJwPQsmVLXnrpJZKSkmpMYClwODl4PLdED5Li+3uP5ZCSUfouwSerHexXcrjmpEmujWoHEeinlTYiUgpHAeSmQc5x87+5x4tuaSceNxxw5T8tK7FmBha/YPNKh1WvXUY333wzY8aM4eWXXyYgIIDZs2dz44034uPjQ2ZmJo8//jgLFy7k4MGDFBYWkpOTw549e8p07o0bN7qGYIp17dr1lOOmT5/OzJkz2bNnDzk5OeTn55d75c/GjRvp2rVrifkN3bt3JzMzk3379rmuCLVv377E8+rXr8/hw4fL9VqeYu/RbD5dt5/dR0+Ek4NpOafdhK9YLX+7azLrX+eQNKodpE35RGoqpxPyM04KHGknAkdpj/01nJRlmoQ9QIGl2tlsZRqWsdqgQYMwDIOFCxdy8cUX8/333/Pf//4XgAcffJAlS5bw3HPP0aJFC4KCgrjhhhvIzz97v4uy+uCDD3jwwQd5/vnn6dq1K6GhoTz77LOsWrWq0l7jZH5+JT9sbTYbTueZJ4J6oh+3pTL2vTWkl9Iszd/X56Rlv8WB5MT9iGA/TWwV8UaGAQU5Zw8Wpw0h6cBZfuMpC/9QCIqAwPCi20n3gyLMYORjzdBxzQwsHiIwMJDrrruO2bNns23bNlq3bs1FF10EwI8//sjIkSMZPHgwYM5J2bVrV5nP3bZtW959911yc3NdV1lWrlxZ4pgff/yRbt26cffdd7se2759e4lj/P39cThKb5t+8mt98sknGIbh+rD98ccfCQ0NpVGjRmWu2RvMWbWHiZ9twOE06NAonIS20a5+JLG1g4kMCdDEVhFP5Sgwg8MZg8VfQ8hJjzsq4RdO38DTh40zPh4BAWFgd99Y4L6VCWAOCw0cOJA//viDW265xfV4y5YtmTdvHoMGDcJmszFx4sRyXY246aabeOyxxxgzZgzjx49n165dPPfccyWOadmyJe+88w5fffUVTZs25d133+Xnn3+madOmrmPi4uL46quv2Lx5M3Xr1iU8PPyU17r77ruZNm0a9957L+PGjWPz5s1MnjyZxMTEEiugvJnDafDMoo28+cNOAAZf2JAp112gOSUi7sQwIC/j7MHilKseRY/lZ557DTafMoaNiJJho/j7foFnOrtHU2Bxc1dccQV16tRh8+bN3HTTTa7Hp06dyujRo+nWrRuRkZE88sgjpKenl/m8ISEhfP7559x1111ceOGFtGvXjn//+99cf/31rmPuvPNO1q1bx9ChQ7HZbAwbNoy7776bL7/80nXMmDFjWLZsGZ07dyYzM9O1rPlkDRs2ZNGiRTz00EN06NCBOnXqcNtttzFhwoSKvzEeJCuvkPs+WMfSjeZ8nMQ+rbj3ihYa2hGxUs5x+OoxSP79pECSBkYlDEP7h5bvysbJj/mHlKn1RU1kM4yzNdR2f+np6YSHh5OWlkZYWFiJ7+Xm5rJz506aNm1aYoKpeD5P+LM9cDyH22b9wsaD6QT4+vDckA4M6mDRknoRMRkGzL0FNn1R+vft/n+5glHGsOEBwyru5kyf33+ld1Wkivy69zi3v/MLKRl5RIYE8PrwTlzYuHK3RhCRClj9mhlWfPzg2pehdlzJYOLFwyqeTIFFpAos+v0gD8xdT16hkzYxobwxojONapd9SbuIVJED6+DrouHoK/8J7f9mbT1SZgosIpXIMAxeXradZ7/aDECv1lH8b9iF6o8i4g5y0+GjUeZqnDYDIf5OqyuSclBgEakkeYUOxs/7nXlr9wMwuntTHruqLXYtUxaxnmHA53+HYzshvDFc85Imt3qYGhNYvGBusfyFO/2ZHs3K5853f+HnXcew+9h44urzuOWSJlaXJSLFfpkJf8wHH18Y8hYEaT6Zp/H6wFLcPTU7O5ugoCCLq5HKlJ1ttpL+a4fc6rbtcAaj3/6FPUezCQ3wZfrNF3FpqyhLaxKRkxz6HRaPN+8nPA6NOltajlSM1wcWu91ORESEa0+a4OBg9b/wcIZhkJ2dzeHDh4mIiMBut6752g9bUxk7ew0ZuYXE1gli5oiLaRkdalk9IvIXeRnw0Uhw5EGrftD17JvDinvy+sACuHYS9taN9NyGYQCG2amxGkRERJxxl+iqNnvVbiZ99gcOp0HnJrV59dZO1A0JsKwer5aXAQEKglJOhgFfJMKRbRDWEK59RfNWPFiNCCw2m4369etTr149CgoKrC7HOxXmw2d3Q8oW85Jriyuq9OX8/Pwsu7LicBo8vXAjM3880Wb/X9dfQICv2uxXOkcBfH4frJ8DV0yASx+0uiLxJOvehd8/BJsdbpgJwXWsrkjOQY0ILMXsdrulwwde7eunYevn5v2Pb4IBz0KXMdbWVAUy8wq57/11JG0yr9b9X59WjFOb/aqRlwEfDoft35hff/MURLaEdtdYW5d4huQ/YdHD5v0rJkDjS6ytR85Zzdh5TqrWjmXw0//M+816AQYsehCSniwaJvIO+4/ncMMrP5G06TABvj68dNOF3Nu7pcJKVcg8DG8PNMOKXzC06m8+Pv8uOPibtbWJ+8vPMuetFOZAiwTofr/VFUklUGCRc5N91PwQAeg0Cm6dD72Kukh+/zx8do95Wd/Drd97nGte+pFNhzKIDAlg7p1dGdheewJViSPb4c0+cHA9BNeFEV/A0PfMMFyQDe8PMwONyOkseghSN0NofRj8KtSQXeG9nf4UpeIMAxbcCxkHoW5L6Pu0OaHtsofg6hfNceP1s+H9GyGvErZdt8jC3w4y9NUVpGbm0SYmlM/GdadjbITVZXmnfWvgzSvh2C6IaAK3LYFGnczN5Ia8BXVbQPo+mHsrFOZZXa24o/Xvm//u2Hzg+jegVqTVFUklUWCRilv37okNxK5/A/xrnfjeRcNh2PvgGwTblsKsgZCZYl2tFWAYBi99s5V75qwlr9DJFW3q8fHYbjSMUD+fKrF1ifn3JDsV6neA25dC3eYnvh9UG4Z9AAHhsHclLEz0qiFHqQQpm82/FwCXj4e4HtbWI5VKgUUqJnUbfPmIef+KCdCg46nHtOoLI78wL+sfWGde5j+6o1rLrKi8QgeJH/7Kc19vAeC2Hk15fXhnQgJq1Dz16rNuNswZag75NOsFIxdCSL1Tj4tsCUNmmr89r3sPVr5S/bWKeyrIMeetFGRD08ug5/9ZXZFUMgUWKT9HAcy73fyHIa4ndPv76Y9t1BlGf21e3j+2E97oA/vXVl+tFXAkM4+bX1/F/HX7sfvY+Oe15zNxYDvtCVQVDAO+e9ZcEm84oP1QuOnDM/dcaZFg7rIL8PVj5hU8kS8fgcN/Qq16cN3r4KMVod5GgUXKb9kU84pJYAQMnnH2CW2RLcy5CDHtzcv9bw902w+ZbYczGPzyT/yy+xihgb68Pepi7QlUVZwOczXZN0Xho/v9cO0M8PU/+3MvuRs63gKGEz4aDalbq7RUcXO/fwxrZwE2uP51CI22uiKpAhUKLNOnTycuLo7AwEDi4+NZvXr1aY8tKCjgySefpHnz5gQGBtKhQwcWL15c4pjHH38cm81W4tamTZuKlCZVbdeP8P1U8/6gaRDeqGzPC42GUYuKVnpkmZf/179fZWVWxPdbUxj88k/sOZpN4zrBzL+7Gz1bak+gKlGQAx+NgJ/fAGzQ/z/Q54myr+aw2WDgVIiNh7w0c2J3zvGqrFjcVeo2s7kgwKUPQbPLLS1Hqk65A8vcuXNJTExk8uTJrF27lg4dOtC3b9/Ttr2fMGECr776Ki+++CJ//vknd911F4MHD2bdunUljjvvvPM4ePCg6/bDDz9U7CeSqpNzHObdARjmb7fnDS7f8wNCzcv9F/wNnIXw6V1m+HGDiZPvrdzNyLd+JiO3kIvjavPpPd1pUU+t4KtEzjF4dzBs/Bzs/ubqn/g7y38e3wBzuXNYI7P1+sejwVFY+fWK+yrIhY9HQn4mNOkBlz9qdUVShcodWKZOncqYMWMYNWoU7dq1Y8aMGQQHBzNz5sxSj3/33Xf5xz/+wYABA2jWrBljx45lwIABPP/88yWO8/X1JSYmxnWLjDz9UrS8vDzS09NL3KSKGQZ88YC5pLROM+j/74qdx9ff7ItQPO8l6Qn48mFzeMACDqfBk5//yYRPN+BwGlx3YUPeuz2eOrXKMCwh5Xd8L8zsB3tWmKt9bplX/uB7spB6MGyO2VxuexIsmVR5tYr7+/oxcyfm4LrmSkXNW/Fq5Qos+fn5rFmzhoSEhBMn8PEhISGBFStWlPqcvLw8AgMDSzwWFBR0yhWUrVu30qBBA5o1a8bNN9/Mnj17TlvHlClTCA8Pd91iY2PL82NIRfw2F/6YZ/ZWue4NCAip+Ll8fODKp6DfvwAbrH6taHZ/bmVVWyaZeYWMeecX155AD17Ziuf/1kF7AlWV5D/MHispm8yGXqO/hKY9z/289TuYm9oBrJwOa98993OK+/vj06IhRWDwaxBW39JypOqVK7CkpqbicDiIji45oSk6OppDhw6V+py+ffsydepUtm7ditPpZMmSJcybN4+DBw+6jomPj+ftt99m8eLFvPLKK+zcuZOePXuSkZFR6jnHjx9PWlqa67Z3797y/BhSXkd3wsKiTed6jTcbeVWGS8aaG5LZ/WHjAnjvOnO4oBoUt9n/pqjN/vSbLmLcFWqzX2V2/QAz+0PGAYhsbU7Cjj6v8s5/3rVwWdFwwBcPwJ6VlXducT9Hd5hNKwF6PAAtE858vHiFKl8l9MILL9CyZUvatGmDv78/48aNY9SoUficNLmuf//+DBkyhPbt29O3b18WLVrE8ePH+fDDD0s9Z0BAAGFhYSVuUkUchea8lfwMaNwVeiRW7vnPvw5u+QQCwmD3j+aHWtr+yn2Nv1i359gpbfavaq/fzqrMH/PNOSt5aRB7CYxeDBFVcFX0skeg7dXgLIC5t5jDT+J9CvPgo1GQl27+fSreCkS8XrkCS2RkJHa7neTk5BKPJycnExMTU+pzoqKi+PTTT8nKymL37t1s2rSJkJAQmjVrdtrXiYiIoFWrVmzbtq085UlV+O5Z2LfaDBTXvVY1Y8RNL4VRX5rDBCkbzQZzhzdW/usAX/x2gBtfW6k2+9Vl1avmh4sjH9oMhOGfQnCdqnktHx9zmX30BZCVAh8MMzfBE++yZLK5z1RQbbjhTXPbBqkRyhVY/P396dSpE0lJSa7HnE4nSUlJdO3a9YzPDQwMpGHDhhQWFvLJJ59wzTWn3yI+MzOT7du3U7++fuu11J5V8N1/zPsD/wsRjavutWLON4cJIltD+n6Y2Rd2/1RppzcMgxeTtjJuzjryCp30Vpv9qmUY5gfLlw8DBlx8O/ztHfCr4vfbv5Y5CTc40pyM+elYcDqr9jWl+mz8AlYVzVe6dkbZ2yqIVyj3kFBiYiKvv/46s2bNYuPGjYwdO5asrCxGjRoFwPDhwxk/frzr+FWrVjFv3jx27NjB999/T79+/XA6nTz88MOuYx588EGWL1/Orl27+Omnnxg8eDB2u51hw4ZVwo8oFZKbbnazNZxm99ELbqj614yINYcLYuMhNw3euRb+XHDOpy1us//8khNt9l9Tm/2q4ygwd/D+cZr59RUTYMBz1beCI6Ix3Djb3OPqz89OhG7xbMd2mx2RAbqOg9b9rK1Hql25/8UeOnQoKSkpTJo0iUOHDtGxY0cWL17smoi7Z8+eEvNTcnNzmTBhAjt27CAkJIQBAwbw7rvvEhER4Tpm3759DBs2jCNHjhAVFUWPHj1YuXIlUVFq2mWZRQ/B8T3mP/4Dnq2+1w2uA8M/g09uNzdW/HC4+fpdxlTodEcy87jz3TX8svsYdh8bT15zHjfHq3NtlcnLMP/Mtn9jrii7+n9w4S3VX0fjS8yrggvGmZ2Z67WFdqe/qiturjDf7LOTmwYNO0PC41ZXJBawGYYbdO06R+np6YSHh5OWlqYJuJXh94/hk9vMDeZGfWn+41/ditu2/1LU36dHIvSeZHY4LaOtyRmMnvUze4/mEBroyys3d6JHS201X2UyD8PsG+Dgr2ZflCGzoNWV1ta0eDysfNmsZ/RXUL+9tfVIxXw9AX56EQLD4c7vobZ+6fAW5fn81l5CUtLxPfBF0UqgSx+yJqyAOXxw1dQTKwB+mAqf3m0ON5TBd1tSuO7ln9h7NMfVZl9hpQod2W5Olj74q9nEa8QX1ocVgD5PQfMrzI063x9mhirxLFu+MsMKwDUvK6zUYAoscoLTAfPuNJefNroYLn347M+pSjYbXPYQXP2iObzw6xxzz5i8zDM+7d2Vuxn19s9k5KnNfrXYt8YMK8d2mbty37ak8nr1nCu7r9nrp24Ls0vz3FvMZbHiGdL2wfyibRvi74K2A62tRyylwCIn/PBf2PMT+IeY27O7y3LBi4bDsPfNy/rblsKsgZCZcsphDqfBE5//wcTiNvsXqc1+ldu6xPzzyD5idpy9fSnUbW51VSUF1YZhH5hbAexdBQsT3WL/KjkLRwF8fJvZTLJ+R+jzpNUVicUUWMS0b405ORHMFR11mlpbz1+16msOMwTXhQPrzN/oj+5wfTsjt4DbZ/3MWz/uAuChvq15foja7FepdbPNXbcLss1hl5ELzb193FFkSxgy05yXte49WPmK1RXJ2Xz7NOxdafaAGvK2udml1GgKLGIOscy73dxB+bzroMONVldUukadYPTX5rDDsZ3wRh/Yv5Z9x7K54ZUVfLs5hQBfH16++SLu6dVCbfarimGYDQU/uxsMB7S/EYbNNXfjdmctEuDKf5r3v37MvFon7mnbUvOKL5grzdztFyixhAKLwOJHzasVYY1g4NRyrcSpdpEtzDkSMe0hOxXHW1fx7xenszk5g6jQAD68sysDLlDDwSpTvHrrm6IP/u73m91lfT1k2O2Su6HjLWZ/oY9GQ+pWqyuSv0o/aM6lA+h827nt5i1eRYGlpvvzM1j3LmCD6141x/vdXWg0jFpESr1u2AuzmeqYwr11fuaze7rTQW32q05Bjtlj5ec3ABv0/w/0ecK9A+5f2WxmKI+NNyeXv39jtW24KWXgKDR7MGWnQswF0PcZqysSN6LAUpOl7YcFfzfv93gA4npYW08ZGYbBC98fotueu5jv6I6fzcH/Zf+XBr+/rMmUVSX7qNl5eNMX5u7aQ96C+DutrqpifANg6HvmFcUj28yJnY5Cq6sSgOX/ht0/mBP/h8wCv0CrKxI3osBSUzmd5nLB3OPQ4EK4fPxZn+IOcgscPDB3Pf9duoUCfPmjy39wdi0KXUlPmh16nQ5ri/Q2x/fCzH5FEyDD4ZZ5nn+ZPqSeueeQXzBsT4Ilk6yuSHYsM+dGAQx6wf1Wm4nlFFhqqhUvwq7vzX+wr3vDI+YgpGbmcfMbq/h0/QHsPjaeGXwBEwadj0/fp6DfvwAb/Pw6fDQSCnKtLtc7JP8Bb14JqZshtAGM/hKa9rS6qspRvwNcW7RaaOV0WPuutfXUZBnJ8MkYwDDbGFTH3mXicRRYaqID6yHpKfN+v3+ZE1nd3NbkDK6d/iNrdh8jNNCXWaO6cFP8SbtHXzLWbBBm94eNC+C96zQ34Vzt+gFm9oeMAxDVBm5fAtHnWV1V5TrvWrjsUfP+Fw/AnpWWllMjOR0wbwxkHYZ67aDfv62uSNyUAktNk59tTmpzFkCbgeZvM25ueVGb/X3Hitvsdy+9zf7515nDFQFhsPtH88M2bX/1F+wN/pgP7w42J6Y27mruKRXeyOqqqsZlj0Dbq83/J+beYg6BSfX5/nnYubxo/6m3wT/Y6orETSmw1DRfPwZHtkJo/aKW9+69wuPdFbsYXdRmv0tcnaI2+yGnf0LTnuaHa2h9SNloNphL/rP6CvYGq16Fj0aBI98MtbfON3fR9lY+PubS7JgLICvF3HMoP8vqqmqGXT+caFh51VSIam1tPeLWFFhqkk2LTux+PHiGW38IFTqcPL7gDyZ+9gcOp8H1FzXi3du7lK3Nfsz5Zq+WyNaQvh/e6ge7fqz6oj2d02lOPv3yYcCAi2+Hv70DfkFWV1b1/GvBje9DcCQk/w7z7zLfD6k6Wanm1V7DCR1ugo7DrK5I3JwCS02RcQgWjDPvd7sXml1uaTlnkpFbwO3v/MLbP+0CzDb7zw1pX742+xGxMHqx2W8jN80c3vjzs6op2BsU5sOnd8GPL5hfXzHB3KLBpwZtbRARCzfOBh8/cx7Ud/+xuiLv5XTCvDsg46D5i8VVz1ldkXgABZaawOmET8eaG9TFXABXTLS6otPae9Rss79scwqBfufYZj+4Dgz/zBzWcOTBhyNg1WuVX7Sny8uA94fCb3PNXbGvmQ6XPuT2w4VVovElMLCoJfyyKQq5VeXHaeZyct+gonkrtayuSDyAAktNsPpV2P4N+AbC9W+67SZia/ccY/DLP7ra7M+9oxLa7PsFmcManUcDBnz5ECx9Qg3mimUehrevMv9++AXDTXPhwlusrspaF91qtvAHc2jo4G/W1uNtdq84sbXDgP9AdDtr6xGPocDi7Q5tONEUq+/TbjupbcGvB7jxtZWkZubTtn5Y5bbZ97GbE/p6TTC//mEqfHq3uX19TXZkuzkp+eCv5tyNkV9Ayz5WV+Ue+jwFzXubO1G/P8wMdnLuso/CJ7eZm2ZeMAQuvNXqisSDKLB4s4Icc1KbIx9a9TM3EnMzhmEwbekW/v7+OvILnSS0rcfHd3WlQUQlT/S02eCyh+Dql8xhj1/nmPvI5GVW7ut4in1rzLBybBfUjoPbvoaGnayuyn3Yfc2+PnVbQPo+c7lzYZ7VVXk2wzCHptP3m+/rwP/WzGFHqTAFFm+2ZLK5tLdWvaIPavf6xyG3wMH9c9czbam5Y+6Ynk159dbO1ArwrboXvehWGPa+OfyxbSnMGgiZKVX3eu5oy9fmz519xOz2etsStUEvTVAEDPvA3I5g7yr4IlFDiedixUuwZTHYA8x5KwGhVlckHkaBxVtt+dqcuwJm+/GQKGvr+YvUzDxuen0ln60/gK+PjSnXXcBjV7XD7lMNoapVXxjxBQTXhQPrzCsNR7ZX/eu6g3XvmVeWCrKh+RUwcqG5r46ULrIlDJkJNh9Y/x6sfMXqijzT3p9h6ePm/X5TzMn/IuWkwOKNMlPgs6JJg/F3QcsEa+v5i82HzDb7a/ccJyzQl1mjuzCsS+OzP7EyNeoEo7+GiCZwbKe5X87+tdVbQ3UyDFj+LHx2jzl/oP2NMGyufsstixYJcGXRJNGvHzOvzEnZ5RyDj0eDs9DcNLPzaKsrEg+lwOJtDMP8UMpKMfflSHjC6opKWLb5MNe/YrbZb1I3mHl3d6d7i1La7FeHyBbmcEhMe8hOhbcHwlYv/DByOmDh/8G3RR+63e83Gwd6wIaXbuOSu6HjLWaTs49GQ+pWqyvyDIYBn42DtD3mXKlBL7jd0LR4DgUWb/PzG7D1K3Oc+Po3wC/Q6opc3ilqs59Z1GZ//t1nabNfHUKjYdQiaNYLCrLMfiTr51hbU2UqyIEPh8MvbwI26P8f6POEPjTKy2aDgVPNRoR5aeawmjbXPLtVr8KmL8xNSYe8DYHhVlckHkyBxZsc3gRfFy3d7fOk2+ysW+hwMvmzDUz67A+cBuVrs18dAkLhpg/hgr+Zl60/HWtuyObpEyyzj8I715b8wIi/0+qqPJdvAAx9D8IawZFt5jCHo9DqqtzX/rUn/j268p/Q4EJr6xGPp8DiLQrzzCXMhbnmmLubfDBl5BZw26xfmLViNwAP96tAm/3q4OsPg1+Fbn83v056EhY9ZA6neKLje2FmP9i70lzlcut8OO9aq6vyfCH1Tqwy2/7NiR5HUlJuGnw86sSu8F3usLoi8QIKLN4i6Ulz07bgunDNy25xyX/v0Wyuf+Unlm8x2+y/cvNF3H15BdvsVwcfH7jyKej3L8AGP78OH42EglyrKyuf5D/MScSpmyG0AYz+EuJ6WF2V96jf3lx5B7ByOqx919p63I1hwIK/mz1+IhrDNe7XUkE8kwKLN9j+rdnjAMx9YEKjra0HWLP7GNdO/5EtyZnUCw3gwzu70v9c2+xXl0vGmk3D7P7mJnjvDvac+Qo7vzevrGQcgKg2cPsStxka9CrnXQuXPWre/+IB2LPS0nLcyi9vwp+fgo8v3PAWBNW2uiLxEgosni77qLnfCZidbFv3t7Ye4LP1+xn2+kqOZOXTrn4Yn43rTvtGEVaXVT7nXwe3zIOAMNjzE8zsD2n7rK7qzP6YD+9dB3np0LgrjPoSwhtZXZX3uuwRaHu1Oewx9xZzGK6mO/gbLP6HeT/hCWjU2dp6xKsosHgyw4AF90LmIYhsdaJXhGXlmG327/tgfVGb/Wg+uqsr9cMruc1+dWna0/zQD61vdgx+ow8k/2l1VaVbOQM+GmVuw9BmoDlnJbiO1VV5Nx8fc3l4zAVmG4H3h0F+ltVVWScvwxxCdeSZW4F0vcfqisTLKLB4srWzzBUgPn7mEmb/YEvLefKLP11t9u+4tBmv3tqpatvsV4eY881eLZGtzWGWt/rBrh+truoEp9Oc+Ln4EcCAi283d6f289CQ6Gn8a8GN70OtKHMO2fy7zD+TmsYw4PP74eh2cxXVta9o3opUOgUWT5W6FRaPN+/3nmTuCWOhjNwC3ltprgR6evD5/GNA2+pps18dImJh9GKzB0dumjmn5c/PrK4KCvPh07vgxxfMr6+YCAOeM3enluoTEWsud/bxM+c8ffcfqyuqfmvfgQ0fmxuL3jBTV/ekSiiweKLCfHMJc0E2NL0Muo6zuiK+25JKgcOgWWQtbo5vYnU5lS+4Dgz/zBxuceTBhyNg1WvW1ZOXYTa5+22u+SFxzctw6YP6rdYqjS8xdx8GWDbFPQJtdUn+A7582LzfeyI0jre2HvFaCiyeaNkzcHC9Oft+8AxzLN1iSzcmA5DQzvoVSlXGL8gcbuk8GjDgy4dg6RPV32AuIxnevsrsA+IXDDfNhQtvrt4a5FQX3Wq28AdzaOjgb9bWUx3yMs15K8X9n7rdZ3VF4sWs/6ST8tn5Pfwwzbx/9YsQ1sDScsDsZPvNpsMA9G7j5Tv/+tjhqqnQq6iD5w9Tzc64joLqef0j283dpQ/+CsGRMPILaNmnel5bzq7PU9C8t3n18/1hkHnY6oqq1qKHIHWLOTF98Ktu8cuTeC/97fIkOcdg/p2AARcNh7aDrK4IMHuupOUUEBHsR6cmNaDngs0Glz0EV79kDsf8+j7MGWr+tlmV9q0xw8rx3eZGcrd9DQ07Ve1rSvnYfc05HHVbQPo+c7lzYZ7VVVWN9XPg1zlg84Hr34RaFm1iKjWGAounKJ6Fn74f6jSHvlOsrsileDjoitb18LXXoL9SF916Upv2JHOYpqp+o97yNcwaCNlHzAnWty2Bus2r5rXk3ARFwLAPzC0R9q6CLxI9f1+qvzq8ydwBHODyf0Bcd2vrkRqhBn26eLhf3z/RPfL61yHA4l2OixiGwZI/a8D8ldNp1RdGfGFuiXBwvdkS/8j2yn2Nde+ZuwMXZJvDDSMXmnvaiPuKbAlDZppXH9a/BytfsbqiypOfXbRlRTY0uxx6JlpdkdQQCiye4OgOc6wYoNc/3GoYYHtKFruOZONnt9GzZQ29JNyoE4z+GiKawLGdZmjZv/bcz2sYsPxZ+OweMBzQYZg5wTYg9NzPLVWvRcKJZo5fPwbbllpbT2VZ/IjZSLFWPbjudS2jl2pTocAyffp04uLiCAwMJD4+ntWrV5/22IKCAp588kmaN29OYGAgHTp0YPHixed0zhrFUQCfjIH8TGjSHbrfb3VFJRQPB13SrC6hgX4WV2OhyBbmME1Me8hOhbcHwtZz+IByOsxL7t8WfeD1eMBsxmWvwe+xJ7rkbuh4CxhO+Gi02T/Jk/32kdlzBZt5pVdX+qQalTuwzJ07l8TERCZPnszatWvp0KEDffv25fDh0sfuJ0yYwKuvvsqLL77In3/+yV133cXgwYNZt25dhc9Zo3z3LOz/xRwPH/yq2/02k1QUWPrUxOGgvwqNhlGLoFkvKMgy+6Ssn1P+8xTkwIfDzU3ksEH/ZyHhcfVY8UQ2GwycajYdzEszh/Y8ZSPNv0rdBl/cb96/7GFzOEikGtkMo3yzweLj47n44ot56SVzd2Cn00lsbCz33nsvjz766CnHN2jQgMcee4x77jmxr8T1119PUFAQ7733XoXOmZeXR17eiZn36enpxMbGkpaWRlhYWHl+HPe2ewW8PcD87eyGmXD+9VZXVMKRzDwufnopTgN+fPQKGkaoHTxgNvb77B74/UPz6ysmQs//K1vgyD5qLofdu9LcLfq6182dgcWzZR6G13qZK4eaXwE3fWSuKPIUBbnwRoK5/UBcT7OJopv98iSeKT09nfDw8DJ9fpfrCkt+fj5r1qwhISHhxAl8fEhISGDFihWlPicvL4/AwMASjwUFBfHDDz9U+JxTpkwhPDzcdYuNjS3Pj+EZctNg3h1mWOkwzO3CCsC3m1NwGtCufpjCysl8/c2rYd3+bn79zVOw6EFzmOdMju+Fmf3MsBIQbm5gqLDiHULqnbSi7BtYMtHqisrnq/FmWAmO1LwVsUy5AktqaioOh4Po6JKX/6Ojozl06FCpz+nbty9Tp05l69atOJ1OlixZwrx58zh48GCFzzl+/HjS0tJct717vXBb94UPQtoes99Gf/fcm2Rp8eqgthrHPoWPD1z5FPT7F2CDn9+Aj0aYv6mWJvkPs8dK6mYIbQCjv4S4HtVaslSx+u3NztQAK1+Gte9aW09ZbZgHv8w071/3KoTVt7YeqbGqfJXQCy+8QMuWLWnTpg3+/v6MGzeOUaNG4XMOHREDAgIICwsrcfMqv31oDifY7OZvM4Hu9/PlFjj4bmsKUEOXM5fVJWPN4Ty7P2z83Nw48a9zGHZ+b15ZyTgIUW3g9iUQfZ419UrVancNXF60aekXD8CeldbWczZHd8CCoiuFPRLNlU8iFilXaoiMjMRut5OcnFzi8eTkZGJiYkp9TlRUFJ9++ilZWVns3r2bTZs2ERISQrNmzSp8Tq92bPeJhkyXPQKxXayt5zRW7jhCdr6D6LAAzm8QbnU57u386+CWeRAQBnt+gpn9IW2f+b0/5sN710FeOjTuZu4KHd7I2nqlal36MLS9GpwFZifc4256hbgwz+y3kp8BjbtCr8esrkhquHIFFn9/fzp16kRSUpLrMafTSVJSEl27dj3jcwMDA2nYsCGFhYV88sknXHPNNed8Tq/jKDTnreSlm6sKev6f1RWdVvFy5t5to/Hx0eqVs2raE0Z9ae65krIR3ugDSU/CR6PAkW9us3DrfHNDS/FuPj7m0FDMBZCVYk6yzs+yuqpTfT3R3LMqqI7Zet+TJgmLVyr3uExiYiKvv/46s2bNYuPGjYwdO5asrCxGjRoFwPDhwxk/frzr+FWrVjFv3jx27NjB999/T79+/XA6nTz88MNlPmeN8cN/zQmX/qFw3Wtu+w+EYRgs/dNcct6nrYaDyizmfLNXS2RryDgA3z8PGHDx7TBkFvgFnvUU4iX8a8GN70OtKHMy6/y7wOm0uqoTNn4Oq1817w+eAeENra1HBCj3J+LQoUNJSUlh0qRJHDp0iI4dO7J48WLXpNk9e/aUmJ+Sm5vLhAkT2LFjByEhIQwYMIB3332XiIiIMp+zRtj3Cywr2h/oqufNybZu6o8D6RxKzyXIz07X5nWtLsezRMSawz4f3GTOX7hiQtmXPIt3iYiFoe+ZTQY3LoDl/4Ze48/+vKp2bLe5LB+g273m9hMibqDcfVjcUXnWcbulvAyY0dNs637+DXD9G279ATZt6RamLd3Kle2ieW14Z6vL8UyGYfZcqaXAV+Ote+9EQBgyy9ql7IX58FY/2L8GGl1sDmOqu7JUoSrrwyJV5MtHzbASHmteXXHjsAIn5q9oddA5sNkUVsR04S1wSVFg+XQsHPzNulqSnjDDSmB40eo2hRVxHwosVvtjvrmbq83HnLcSFGF1RWd0MC2HDfvTsdngijbqvyJSKfo8ae7EXZBtTsLNtGBbks1fwgqz2zjXvAwRjau/BpEzUGCxUto++Pw+836PRGjSzdp6ymDpRvMf0osa1yYyJMDiakS8hN3XvKJRt4XZvn/uLeay4uqSts+8ugMQPxbaDqy+1xYpIwUWqzgdMO9OswV/w05w+al7Jrmj4u62vdXdVqRyBUXAsA/MbRn2roIvEs25TlXNUQAfjzYbGja40LzaI+KGFFis8tP/YPcP4FfL7GbrAWPFWXmFrNh+BNByZpEqEdkShrxlDhGvf89s4V/VvvmnGZACwuCGt8y9sETckAKLFQ6sM/+RABjwH6jb3Np6yuj7rSnkO5w0qRtMi3ohVpcj4p1a9IYrnzbvfz0Bti2tutfaugR+nGbev/pFqNO06l5L5BwpsFS3/Cz45HZwFpr7inS82eqKymxJUbO4hLbR2Nx8JZOIR7tkrLl6yHDCR6MhdWvlv0b6AZh/p3n/4tu1M7i4PQWW6vbVP+DINnNH3oHT3H4JczGH0+CbTZq/IlItbDa4aqq5RUdeGrx/46mbZp4LR6H5i1P2EXOLgOIrOiJuTIGlOm38Ata8DdjMbdqD61hdUZmt3XOMY9kFhAX6cnGc59Qt4rF8A8xOuGGNzF9yPh5tBo3KsPxfsPtH8A/RthDiMRRYqkv6QVhwr3m/+9+h6aXW1lNOxc3ierWph59df21EqkVIPRj2PvgFw/ZvYMnEcz/n9m/hu+fM+4Ne8Jg5dCL65KkOTqfZ4yDnKNTvAL0mWF1RuRUvZ07Q6iCR6lW/vbkBIZirhta+W/FzZSTDvDGAAReNgAtuqJQSRaqDAkt1WPUK7PgWfIPgujc8btngjpRMtqdk4etj47LWUVaXI1LztLsGLi/aGPGLB8yNM8vL6YB5t0NWCtQ7D/r/u3JrFKliCixV7dDvsPRx836/ZyCqlaXlVERSUXfb+GZ1CAt0/34xIl7p0ofN4OIsMDvhHt9bvud/9xzs/M7s/TTkbfALqpIyRaqKAktVKsgxZ+I78qH1VdBplNUVVYhrs0MNB4lYx8cHrn3FXNWTlWLuOZSfVbbn7vzenGgLMHCqR/7iJKLAUpW+nggpmyAk2mzK5CFLmE92LCufX3abyykVWEQs5l8LbnwfakVB8u8w/y5zjtyZZKaYvzgZTrPvU4cbq6dWkUqmwFJVNi+Gn18371/7CtSqa209FbRsy2EcToM2MaHE1gm2uhwRiYg1lzv7+MHGBbD8DHNRnE6YfwdkHoKoNjDg2eqrU6SSKbBUhczD8Nk95v1L7jFbbXuopSd1txURN9H4Ehg0zby//F/wx/zSj/vxv+ZyaN8gc96Kf63qqlCk0imwVDbDgE/vhuxUiD4fek+yuqIKyy90snxLCqDutiJu58JbzF+IAOaPhYO/lvz+7hXwTVEH2wHPQr221VufSCVTYKlsq1+HbUvANxCuf8OjO0iu2nmEzLxCIkMC6NAowupyROSv+jwJzXtDYQ68f5N5dRcg64jZGddwwAV/M8ONiIdTYKlMhzeau6sC9HnK43+jOdEsrh4+Pp43YVjE69l94YaZULcFpO8zlzsX5JqNKjMOmI8PnOqRE/5F/kqBpbIU5BYtYc6DlldClzFWV3RODMNg6UbNXxFxe0ERMOwDCAiHvavg1Uth61dgDzDnrQSEWl2hSKVQYKksSU9C8gYIjoRrpnv8bzQbD2aw/3gOgX4+dG8RaXU5InImkS1hyFtg84HUzeZj/f9l9mwR8RIKLJVhWxKsnG7ev/Zlc8MyD1fcLK5Hi0iC/O0WVyMiZ9WiN/T7lxlaOtzksY0qRU7H1+oCPF7WEXO8GODiMdCqr7X1VJIkdbcV8Tzxd8IFQyCotsdf5RX5KwWWc2EYsOBeyEw2mzJd+ZTVFVWK5PRcft2XBsAVWs4s4lmC61hdgUiV0JDQuVjzFmxeCHb/oiXM3rGZWPFmhx1jI6gX6rnLskVExHsosFRUyhZY/A/zfsLjXjW57cRmh7q6IiIi7kGBpSIK8+GT28xmTc16QfxYqyuqNNn5hfy4LRWAhHaavyIiIu5BgaUivv0nHPoNguqYGxv6eM/b+MPWVPIKnTSqHUTraPVvEBER9+A9n7TVZcdy+PF/5v2rX4Sw+tbWU8mWnrQ6yKZVBiIi4iYUWMoj+yjMvwswoNNIaDvQ6ooqlcNpuCbc9tFwkIiIuBEFlrIyDPj8vhP7c/R9xuqKKt36vcc5kpVPaIAvF8dpaaSIiLgPBZayWj8bNi4AH19zCbN/LasrqnTFzeIuax2Fv6/+aoiIiPvQp1JZHNkOix42718xARpcaG09VaR4/oqGg0RExN0osJyNowDmjYGCLIjrCd3+bnVFVWL3kSy2JGdi97FxeSv1XxEREfeiwHI2y/8N+9dAYAQMngE+3rkR4NKiybZd4uoQHuxncTUiIiIlKbCcyYH18P3z5v1B0yC8kZXVVKmlf5rDQb3V3VZERNyQNj88k5gLoPdkOLYTzhtsdTVVJi27gNW7jgKavyIiIu6pQldYpk+fTlxcHIGBgcTHx7N69eozHj9t2jRat25NUFAQsbGxPPDAA+Tm5rq+//jjj2Oz2Urc2rRpU5HSKpePHXrcDwOnWV1JlVq25TAOp0HLeiE0qet9q59ERMTzlfsKy9y5c0lMTGTGjBnEx8czbdo0+vbty+bNm6lX79ThhDlz5vDoo48yc+ZMunXrxpYtWxg5ciQ2m42pU6e6jjvvvPNYunTpicJ83ejij5d3fC2ev6K9g0RExF2V+wrL1KlTGTNmDKNGjaJdu3bMmDGD4OBgZs6cWerxP/30E927d+emm24iLi6OK6+8kmHDhp1yVcbX15eYmBjXLTIysmI/kZRLgcPJss1FgaWtAouIiLincgWW/Px81qxZQ0JCwokT+PiQkJDAihUrSn1Ot27dWLNmjSug7Nixg0WLFjFgwIASx23dupUGDRrQrFkzbr75Zvbs2XPaOvLy8khPTy9xk4r5eedRMnILqVvLn46xEVaXIyIiUqpyjbukpqbicDiIji75m3h0dDSbNm0q9Tk33XQTqamp9OjRA8MwKCws5K677uIf//iH65j4+HjefvttWrduzcGDB3niiSfo2bMnGzZsIDT01B2Dp0yZwhNPPFGe0uU0lhQ1i7uiTT3sPt499CUiIp6rypc1L1u2jGeeeYaXX36ZtWvXMm/ePBYuXMhTTz3lOqZ///4MGTKE9u3b07dvXxYtWsTx48f58MMPSz3n+PHjSUtLc9327t1b1T+GVzIM48TuzJq/IiIibqxcV1giIyOx2+0kJyeXeDw5OZmYmJhSnzNx4kRuvfVWbr/9dgAuuOACsrKyuOOOO3jsscfw8Tk1M0VERNCqVSu2bdtW6jkDAgIICAgoT+lSii3Jmew9moO/rw89W2rOkIiIuK9yXWHx9/enU6dOJCUluR5zOp0kJSXRtWvXUp+TnZ19Siix281usYZhlPqczMxMtm/fTv369ctTnpRT8dWV7s3rEuzvRquyRERE/qLcn1KJiYmMGDGCzp0706VLF6ZNm0ZWVhajRo0CYPjw4TRs2JApU6YAMGjQIKZOncqFF15IfHw827ZtY+LEiQwaNMgVXB588EEGDRpEkyZNOHDgAJMnT8ZutzNs2LBK/FHlrzQcJCIinqLcgWXo0KGkpKQwadIkDh06RMeOHVm8eLFrIu6ePXtKXFGZMGECNpuNCRMmsH//fqKiohg0aBBPP/2065h9+/YxbNgwjhw5QlRUFD169GDlypVERUVVwo8opTmckcv6vccB6N1GgUVERNybzTjduIwHSU9PJzw8nLS0NMLCwqwuxyPM/XkPj3zyO+0bhbNgXA+ryxERkRqoPJ/f2vywhlryp5rFiYiI51BgqYFyCxz8sC0F0O7MIiLiGRRYaqAft6WSW+CkQXgg7eprCE1ERNyfAksNdPLqIJuXb+woIiLeQYGlhnE6jRO7M2v+ioiIeAgFlhrmt/1ppGTkERLgS3yzOlaXIyIiUiYKLDVMUtFw0KWtIgnwtVtcjYiISNkosNQwS/4smr+i4SAREfEgCiw1yN6j2Ww6lIGPDXq11nJmERHxHAosNUjxcFDnuDrUruVvcTUiIiJlp8BSgxSvDuqj4SAREfEwCiw1RHpuAat2HgHU3VZERDyPAksN8d2WFAocBs2iatEsKsTqckRERMpFgaWGWFq0OkjDQSIi4okUWGqAAoeTbzYVdbdtp8AiIiKeR4GlBvhl1zHScwupHezHRY1rW12OiIhIuSmw1ADFy5l7tamH3UebHYqIiOdRYPFyhmGwZKPmr4iIiGdTYPFy21My2X0kG3+7Dz1bRVldjoiISIUosHi5JX+ak227Nq9LSICvxdWIiIhUjAKLlyuev5KgZnEiIuLBFFi82JHMPNbsOQZAb81fERERD6bA4sW+2XQYw4DzGoTRICLI6nJEREQqTIHFiy11DQfp6oqIiHg2BRYvlVvg4LstqQD0UXdbERHxcAosXmrFjiPkFDiICQvkvAZhVpcjIiJyThRYvFTxZoe929bDZlN3WxER8WwKLF7IMIwT81c0HCQiIl5AgcULbdifTnJ6HsH+dro2q2t1OSIiIudMgcULFe8ddGnLKAL97BZXIyIicu4UWLxQcXfb3upuKyIiXkKBxcscOJ7DHwfSsdngijYKLCIi4h0UWLxM8dWVTo1rUzckwOJqREREKocCi5dZstHcnVmrg0RExJsosHiRzLxCVm4/Aqgdv4iIeBcFFi/y/ZYU8h1O4uoG0zyqltXliIiIVBoFFi+y5KTNDtXdVkREvIkCi5codDj5dpPmr4iIiHdSYPESa/cc51h2AeFBfnRuUtvqckRERCpVhQLL9OnTiYuLIzAwkPj4eFavXn3G46dNm0br1q0JCgoiNjaWBx54gNzc3HM6p5RUvJy5V+sofO3KoSIi4l3K/ck2d+5cEhMTmTx5MmvXrqVDhw707duXw4cPl3r8nDlzePTRR5k8eTIbN27kzTffZO7cufzjH/+o8DnlVEu02aGIiHixcgeWqVOnMmbMGEaNGkW7du2YMWMGwcHBzJw5s9Tjf/rpJ7p3785NN91EXFwcV155JcOGDStxBaW855SStqdksiMlCz+7jUtbRVldjoiISKUrV2DJz89nzZo1JCQknDiBjw8JCQmsWLGi1Od069aNNWvWuALKjh07WLRoEQMGDKjwOfPy8khPTy9xq8mKh4MuaVaXsEA/i6sRERGpfL7lOTg1NRWHw0F0dMlhh+joaDZt2lTqc2666SZSU1Pp0aMHhmFQWFjIXXfd5RoSqsg5p0yZwhNPPFGe0r3a0j+LVgepWZyIiHipKp+duWzZMp555hlefvll1q5dy7x581i4cCFPPfVUhc85fvx40tLSXLe9e/dWYsWe5VhWPr/sPgpod2YREfFe5brCEhkZid1uJzk5ucTjycnJxMTElPqciRMncuutt3L77bcDcMEFF5CVlcUdd9zBY489VqFzBgQEEBCgjf0Avt18GKcBbWJCaVQ72OpyREREqkS5rrD4+/vTqVMnkpKSXI85nU6SkpLo2rVrqc/Jzs7Gx6fky9jtdgAMw6jQOeWEpUXzV/podZCIiHixcl1hAUhMTGTEiBF07tyZLl26MG3aNLKyshg1ahQAw4cPp2HDhkyZMgWAQYMGMXXqVC688ELi4+PZtm0bEydOZNCgQa7gcrZzSunyCh0s35wCaP6KiIh4t3IHlqFDh5KSksKkSZM4dOgQHTt2ZPHixa5Js3v27ClxRWXChAnYbDYmTJjA/v37iYqKYtCgQTz99NNlPqeUbtWOo2TlO6gXGsAFDcOtLkdERKTK2AzDMKwu4lylp6cTHh5OWloaYWFhVpdTbSZ9toF3VuxmWJdYplzX3upyREREyqU8n9/q4e6hDMNg6Z8ndmcWERHxZgosHurPg+kcSMsl0M+H7i0irS5HRESkSimweKjiZnE9W0YR6Ge3uBoREZGqpcDioZI2FS1n1nCQiIjUAAosHuhQWi6/7UvDZoNebdTdVkREvJ8CiwcqvrrSMTaCqFB1/BUREe+nwOKBtDpIRERqGgUWD5OdX8iP248AascvIiI1hwKLh/l+ayr5hU5i6wTRsl6I1eWIiIhUCwUWD3PycJDNZrO4GhERkeqhwOJBHE6DbzaZ/Ve0nFlERGoSBRYPsn7vMY5k5RMa6MvFTetYXY6IiEi1UWDxIEs3mldXerWuh59df3QiIlJz6FPPgxTPX+ndVs3iRESkZlFg8RC7UrPYejgTXx8bl7dSYBERkZpFgcVDLN1oXl3p0rQO4cF+FlcjIiJSvRRYPERxYFF3WxERqYkUWDxAWnYBP+86BiiwiIhIzaTA4gGWbTmMw2nQKjqExnWDrS5HRESk2imweIAl2uxQRERqOAUWN5df6GT55hQAErTZoYiI1FAKLG5u9c6jZOQVEhniT8dGEVaXIyIiYgkFFjdXvDqod5tofHy02aGIiNRMCixuzDCME4FF3W1FRKQGU2BxY5uTM9h3LIcAXx96tIy0uhwRERHLKLC4seK9g3q0iCTY39fiakRERKyjwOLGindn1uogERGp6RRY3NThjFzW7z0OQO82mr8iIiI1mwKLm/qm6OpKh0bh1AsLtLgaERERaymwuCltdigiInKCAosbysl38P3WVEDzV0RERECBxS39uC2VvEInDSOCaBMTanU5IiIillNgcUMnhoPqYbOpu62IiIgCi5txOg0tZxYREfkLBRY38+u+46Rm5hES4Et807pWlyMiIuIWFFjcTPFw0GWto/D31R+PiIgIKLC4naSi4aA+Ws4sIiLiosDiRvYezWbToQzsPjYubx1ldTkiIiJuQ4HFjRQPB3VuUpuIYH+LqxEREXEfFQos06dPJy4ujsDAQOLj41m9evVpj7388sux2Wyn3K666irXMSNHjjzl+/369atIaR6tOLD00eogERGREnzL+4S5c+eSmJjIjBkziI+PZ9q0afTt25fNmzdTr96pm/TNmzeP/Px819dHjhyhQ4cODBkypMRx/fr146233nJ9HRAQUN7SPFp6bgGrdhwFoLfmr4iIiJRQ7issU6dOZcyYMYwaNYp27doxY8YMgoODmTlzZqnH16lTh5iYGNdtyZIlBAcHnxJYAgICShxXu3btiv1EHmr55hQKnQYt6oXQNLKW1eWIiIi4lXIFlvz8fNasWUNCQsKJE/j4kJCQwIoVK8p0jjfffJMbb7yRWrVKfigvW7aMevXq0bp1a8aOHcuRI0dOe468vDzS09NL3Dxd8XBQ77anXqUSERGp6coVWFJTU3E4HERHlxyyiI6O5tChQ2d9/urVq9mwYQO33357icf79evHO++8Q1JSEv/+979Zvnw5/fv3x+FwlHqeKVOmEB4e7rrFxsaW58dwOwUOJ99u0nJmERGR0yn3HJZz8eabb3LBBRfQpUuXEo/feOONrvsXXHAB7du3p3nz5ixbtozevXufcp7x48eTmJjo+jo9Pd2jQ8vPu46SnltInVr+XNi4Zg2FiYiIlEW5rrBERkZit9tJTk4u8XhycjIxMTFnfG5WVhYffPABt91221lfp1mzZkRGRrJt27ZSvx8QEEBYWFiJmycrbhZ3RZt62H202aGIiMhflSuw+Pv706lTJ5KSklyPOZ1OkpKS6Nq16xmf+9FHH5GXl8ctt9xy1tfZt28fR44coX79+uUpzyMZhlFid2YRERE5VblXCSUmJvL6668za9YsNm7cyNixY8nKymLUqFEADB8+nPHjx5/yvDfffJNrr72WunVLbuiXmZnJQw89xMqVK9m1axdJSUlcc801tGjRgr59+1bwx/Ic2w5nsvtINv52H3q2VHdbERGR0pR7DsvQoUNJSUlh0qRJHDp0iI4dO7J48WLXRNw9e/bg41MyB23evJkffviBr7/++pTz2e12fvvtN2bNmsXx48dp0KABV155JU899VSN6MWypOjqSrcWdakVUK1TikRERDyGzTAMw+oizlV6ejrh4eGkpaV53HyW617+kbV7jvPPa8/nlkuaWF2OiIhItSnP57f2ErJQamYe6/YeB9R/RURE5EwUWCz0zabDGAac3zCM+uFBVpcjIiLithRYLLT0z+LVQWoWJyIiciYKLBbJLXDw/dZUQIFFRETkbBRYLLJi+xFyChzUDw/kvAaeNVFYRESkuimwWGTJxhPDQTabutuKiIiciQKLBZxOgyTtziwiIlJmCiwW2HAgjeT0PGr52+navO7ZnyAiIlLDKbBYoHh10KWtogjwtVtcjYiIiPtTYLHA0qLdmbU6SEREpGwUWKrZ/uM5/HkwHR8b9Gqj+SsiIiJlocBSzYon23ZqUps6tfwtrkZERMQzKLBUsyXqbisiIlJuCizVKCO3gJU7jgCQ0E6BRUREpKwUWKrR91tTKXAYNIusRfOoEKvLERER8RgKLNWoeDmzmsWJiIiUjwJLNSl0OPlms5Yzi4iIVIQCSzVZs/sYx7MLiAj2o1OT2laXIyIi4lEUWKpJ0ibz6soVrevha9fbLiIiUh765KwmxfNXtDpIRESk/BRYqsH2lEx2pGbhZ7fRs2Wk1eWIiIh4HAWWalB8deWSZnUJDfSzuBoRERHPo8BSDZYWtePvo+EgERGRClFgqWJHs/JZs/sYAL21nFlERKRCFFiq2LebDuM0oF39MBpGBFldjoiIiEdSYKlixcNBCepuKyIiUmEKLFUot8DB8i0pgJYzi4iInAsFliq0cscRsvMdRIcFcH6DcKvLERER8VgKLFUoaaPZ3bZ322h8fGwWVyMiIuK5FFiqiGEYJ5Yza3WQiIjIOVFgqSJ/HEjnYFouQX52ujava3U5IiIiHk2BpYoUX13p2TKSQD+7xdWIiIh4NgWWKlI8f0Wrg0RERM6dAksVOJiWw+/707DZ4Io26r8iIiJyrhRYqkDx1ZULYyOIDAmwuBoRERHPp8BSBVzdbTUcJCIiUikUWCpZVl4hP207Amg5s4iISGVRYKlk329NJd/hpEndYFrUC7G6HBEREa+gwFLJTmx2GI3Npu62IiIilaFCgWX69OnExcURGBhIfHw8q1evPu2xl19+OTab7ZTbVVdd5TrGMAwmTZpE/fr1CQoKIiEhga1bt1akNEs5nAbfbCpux6/VQSIiIpWl3IFl7ty5JCYmMnnyZNauXUuHDh3o27cvhw8fLvX4efPmcfDgQddtw4YN2O12hgwZ4jrmP//5D//73/+YMWMGq1atolatWvTt25fc3NyK/2QWWLfnGEez8gkL9OXiuDpWlyMiIuI1yh1Ypk6dypgxYxg1ahTt2rVjxowZBAcHM3PmzFKPr1OnDjExMa7bkiVLCA4OdgUWwzCYNm0aEyZM4JprrqF9+/a88847HDhwgE8//fScfrjqtrRoOXOvNvXws2u0TUREpLKU61M1Pz+fNWvWkJCQcOIEPj4kJCSwYsWKMp3jzTff5MYbb6RWrVoA7Ny5k0OHDpU4Z3h4OPHx8ac9Z15eHunp6SVu7uDk+SsiIiJSecoVWFJTU3E4HERHl/xAjo6O5tChQ2d9/urVq9mwYQO3336767Hi55XnnFOmTCE8PNx1i42NLc+PUSV2pmax7XAmvj42LmsdZXU5IiIiXqVaxy3efPNNLrjgArp06XJO5xk/fjxpaWmu2969eyupwopLKrq6Et+sDmGBfhZXIyIi4l3KFVgiIyOx2+0kJyeXeDw5OZmYmJgzPjcrK4sPPviA2267rcTjxc8rzzkDAgIICwsrcbPakj81HCQiIlJVyhVY/P396dSpE0lJSa7HnE4nSUlJdO3a9YzP/eijj8jLy+OWW24p8XjTpk2JiYkpcc709HRWrVp11nO6i+PZ+fyy+xigwCIiIlIVfMv7hMTEREaMGEHnzp3p0qUL06ZNIysri1GjRgEwfPhwGjZsyJQpU0o878033+Taa6+lbt26JR632Wzcf//9/POf/6Rly5Y0bdqUiRMn0qBBA6699tqK/2TVaNnmFBxOgzYxocTWCba6HBEREa9T7sAydOhQUlJSmDRpEocOHaJjx44sXrzYNWl2z549+PiUvHCzefNmfvjhB77++utSz/nwww+TlZXFHXfcwfHjx+nRoweLFy8mMDCwAj9S9Vui1UEiIiJVymYYhmF1EecqPT2d8PBw0tLSqn0+S36hk4ueWkJmXiHz7+7GhY1rV+vri4iIeKryfH6ru9k5WrXzCJl5hUSGBNChUYTV5YiIiHglBZZzlFTU3TahbT18fLTZoYiISFVQYDkHhmFoObOIiEg1UGA5B5sOZbD/eA4Bvj50bxFpdTkiIiJeS4HlHCwturrSs2UkQf52i6sRERHxXgos52DppuL5KxoOEhERqUoKLBV0OD2XX/ceB+CKtvWsLUZERMTLKbBUUFLR1ZWOsRHUC/WMBnciIiKeSoGlgpa6Vgfp6oqIiEhVU2CpgJx8Bz9sSwUgoZ3mr4iIiFQ1BZYK+GFbKnmFThrVDqJ1dKjV5YiIiHg9BZYKWHpSszibTd1tRUREqpoCSzk5nQZJm8zA0kfDQSIiItVCgaWc1u87TmpmPqEBvlwcV8fqckRERGoEBZZyKh4Ouqx1FP6+evtERESqgz5xy6l4d2YNB4mIiFQfBZZy2HMkm83JGdh9bFzeSv1XREREqosCSzks3WgOB3WJq0N4sJ/F1YiIiNQcCizlUBxYequ7rYiISLVSYCmjtJwCVu88Cmj+ioiISHVTYCmj5VtSKHQatKwXQpO6tawuR0REpEZRYCkjV3dbXV0RERGpdgosZVDgcPLtZnM5c0JbBRYREZHqpsBSBj/vPEpGbiF1a/nTMTbC6nJERERqHAWWMlha1Czuijb1sPtos0MREZHqpsByFoZhsGTjIUDzV0RERKyiwHIWWw9nsvdoDv6+PvRsGWl1OSIiIjWSAstZLClaHdS9eV2C/X0trkZERKRmUmA5i+LuthoOEhERsY4CyxmkZOSxfu9xAHq3UWARERGxisY4ziDAz4enrjmfbYcziQkPtLocERGRGkuB5QzCAv245ZImVpchIiJS42lISERERNyeAouIiIi4PQUWERERcXsKLCIiIuL2FFhERETE7SmwiIiIiNtTYBERERG3V6HAMn36dOLi4ggMDCQ+Pp7Vq1ef8fjjx49zzz33UL9+fQICAmjVqhWLFi1yff/xxx/HZrOVuLVp06YipYmIiIgXKnfjuLlz55KYmMiMGTOIj49n2rRp9O3bl82bN1OvXr1Tjs/Pz6dPnz7Uq1ePjz/+mIYNG7J7924iIiJKHHfeeeexdOnSE4X5qqediIiImMqdCqZOncqYMWMYNWoUADNmzGDhwoXMnDmTRx999JTjZ86cydGjR/npp5/w8/MDIC4u7tRCfH2JiYkpbzkiIiJSA5RrSCg/P581a9aQkJBw4gQ+PiQkJLBixYpSn7NgwQK6du3KPffcQ3R0NOeffz7PPPMMDoejxHFbt26lQYMGNGvWjJtvvpk9e/acto68vDzS09NL3ERERMR7lSuwpKam4nA4iI4uuXNxdHQ0hw4dKvU5O3bs4OOPP8bhcLBo0SImTpzI888/zz//+U/XMfHx8bz99tssXryYV155hZ07d9KzZ08yMjJKPeeUKVMIDw933WJjY8vzY4iIiIiHqfKJIk6nk3r16vHaa69ht9vp1KkT+/fv59lnn2Xy5MkA9O/f33V8+/btiY+Pp0mTJnz44Yfcdtttp5xz/PjxJCYmur5OT09XaBEREfFi5QoskZGR2O12kpOTSzyenJx82vkn9evXx8/PD7vd7nqsbdu2HDp0iPz8fPz9/U95TkREBK1atWLbtm2lnjMgIICAgADX14ZhAGhoSERExIMUf24Xf46fSbkCi7+/P506dSIpKYlrr70WMK+gJCUlMW7cuFKf0717d+bMmYPT6cTHxxyB2rJlC/Xr1y81rABkZmayfft2br311jLVVTx0pKssIiIinicjI4Pw8PAzHlPuIaHExERGjBhB586d6dKlC9OmTSMrK8u1amj48OE0bNiQKVOmADB27Fheeukl7rvvPu699162bt3KM888w9///nfXOR988EEGDRpEkyZNOHDgAJMnT8ZutzNs2LAy1dSgQQP27t1LaGgoNputvD/SGRUPN+3du5ewsLBKPbe30XtVdnqvyk7vVfno/So7vVdlV1XvlWEYZGRk0KBBg7MeW+7AMnToUFJSUpg0aRKHDh2iY8eOLF682DURd8+ePa4rKWBe9fjqq6944IEHaN++PQ0bNuS+++7jkUcecR2zb98+hg0bxpEjR4iKiqJHjx6sXLmSqKioMtXk4+NDo0aNyvujlEtYWJj+QpeR3quy03tVdnqvykfvV9npvSq7qnivznZlpZjNKMvAUQ2Wnp5OeHg4aWlp+gt9Fnqvyk7vVdnpvSofvV9lp/eq7NzhvdJeQiIiIuL2FFjOIiAggMmTJ5dYlSSl03tVdnqvyk7vVfno/So7vVdl5w7vlYaERERExO3pCouIiIi4PQUWERERcXsKLCIiIuL2FFhERETE7SmwiIiIiNtTYDmL6dOnExcXR2BgIPHx8axevdrqktzOd999x6BBg2jQoAE2m41PP/3U6pLc1pQpU7j44osJDQ2lXr16XHvttWzevNnqstzSK6+8Qvv27V2dNbt27cqXX35pdVke4V//+hc2m43777/f6lLczuOPP47NZitxa9OmjdVlua39+/dzyy23ULduXYKCgrjgggv45ZdfLKlFgeUM5s6dS2JiIpMnT2bt2rV06NCBvn37cvjwYatLcytZWVl06NCB6dOnW12K21u+fDn33HMPK1euZMmSJRQUFHDllVeSlZVldWlup1GjRvzrX/9izZo1/PLLL1xxxRVcc801/PHHH1aX5tZ+/vlnXn31Vdq3b291KW7rvPPO4+DBg67bDz/8YHVJbunYsWN0794dPz8/vvzyS/7880+ef/55ateubU1BhpxWly5djHvuucf1tcPhMBo0aGBMmTLFwqrcG2DMnz/f6jI8xuHDhw3AWL58udWleITatWsbb7zxhtVluK2MjAyjZcuWxpIlS4zLLrvMuO+++6wuye1MnjzZ6NChg9VleIRHHnnE6NGjh9VluOgKy2nk5+ezZs0aEhISXI/5+PiQkJDAihUrLKxMvElaWhoAderUsbgS9+ZwOPjggw/Iysqia9euVpfjtu655x6uuuqqEv9uyam2bt1KgwYNaNasGTfffDN79uyxuiS3tGDBAjp37syQIUOoV68eF154Ia+//rpl9SiwnEZqaioOh8O1C3Wx6OhoDh06ZFFV4k2cTif3338/3bt35/zzz7e6HLf0+++/ExISQkBAAHfddRfz58+nXbt2Vpfllj744APWrl3LlClTrC7FrcXHx/P222+zePFiXnnlFXbu3EnPnj3JyMiwujS3s2PHDl555RVatmzJV199xdixY/n73//OrFmzLKnH15JXFRHuueceNmzYoPHzM2jdujXr168nLS2Njz/+mBEjRrB8+XKFlr/Yu3cv9913H0uWLCEwMNDqctxa//79Xffbt29PfHw8TZo04cMPP+S2226zsDL343Q66dy5M8888wwAF154IRs2bGDGjBmMGDGi2uvRFZbTiIyMxG63k5ycXOLx5ORkYmJiLKpKvMW4ceP44osv+Pbbb2nUqJHV5bgtf39/WrRoQadOnZgyZQodOnTghRdesLost7NmzRoOHz7MRRddhK+vL76+vixfvpz//e9/+Pr64nA4rC7RbUVERNCqVSu2bdtmdSlup379+qf8ctC2bVvLhtAUWE7D39+fTp06kZSU5HrM6XSSlJSkMXSpMMMwGDduHPPnz+ebb76hadOmVpfkUZxOJ3l5eVaX4XZ69+7N77//zvr16123zp07c/PNN7N+/XrsdrvVJbqtzMxMtm/fTv369a0uxe107979lLYLW7ZsoUmTJpbUoyGhM0hMTGTEiBF07tyZLl26MG3aNLKyshg1apTVpbmVzMzMEr+d7Ny5k/Xr11OnTh0aN25sYWXu55577mHOnDl89tlnhIaGuuZDhYeHExQUZHF17mX8+PH079+fxo0bk5GRwZw5c1i2bBlfffWV1aW5ndDQ0FPmQdWqVYu6detqftRfPPjggwwaNIgmTZpw4MABJk+ejN1uZ9iwYVaX5nYeeOABunXrxjPPPMPf/vY3Vq9ezWuvvcZrr71mTUFWL1Nydy+++KLRuHFjw9/f3+jSpYuxcuVKq0tyO99++60BnHIbMWKE1aW5ndLeJ8B46623rC7N7YwePdpo0qSJ4e/vb0RFRRm9e/c2vv76a6vL8hha1ly6oUOHGvXr1zf8/f2Nhg0bGkOHDjW2bdtmdVlu6/PPPzfOP/98IyAgwGjTpo3x2muvWVaLzTAMw5qoJCIiIlI2msMiIiIibk+BRURERNyeAouIiIi4PQUWERERcXsKLCIiIuL2FFhERETE7SmwiIiIiNtTYBERERG3p8AiIiIibk+BRURERNyeAouIiIi4vf8HYl7wEsX2yfYAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 0s 17ms/step - loss: 3.2903 - accuracy: 0.6133\n",
            "Test set\n",
            "  Loss: 3.290\n",
            "  Accuracy: 0.613\n",
            "22/22 [==============================] - 1s 16ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.63      0.75      0.68       423\n",
            "           1       0.44      0.30      0.36       270\n",
            "\n",
            "    accuracy                           0.58       693\n",
            "   macro avg       0.53      0.53      0.52       693\n",
            "weighted avg       0.55      0.58      0.56       693\n",
            "\n",
            "Epoch 1/7\n",
            "59/59 [==============================] - 6s 55ms/step - loss: 0.6402 - accuracy: 0.6572 - val_loss: 0.5030 - val_accuracy: 0.7692\n",
            "Epoch 2/7\n",
            "59/59 [==============================] - 2s 39ms/step - loss: 0.3101 - accuracy: 0.8898 - val_loss: 0.3782 - val_accuracy: 0.8510\n",
            "Epoch 3/7\n",
            "59/59 [==============================] - 3s 58ms/step - loss: 0.1280 - accuracy: 0.9610 - val_loss: 0.4620 - val_accuracy: 0.8846\n",
            "Epoch 4/7\n",
            "59/59 [==============================] - 2s 40ms/step - loss: 0.0564 - accuracy: 0.9845 - val_loss: 0.2329 - val_accuracy: 0.9471\n",
            "Epoch 5/7\n",
            "59/59 [==============================] - 2s 40ms/step - loss: 0.0671 - accuracy: 0.9920 - val_loss: 0.1632 - val_accuracy: 0.9760\n",
            "Epoch 6/7\n",
            "59/59 [==============================] - 2s 38ms/step - loss: 0.0267 - accuracy: 0.9925 - val_loss: 0.3345 - val_accuracy: 0.9135\n",
            "Epoch 7/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 4.7705e-04 - accuracy: 1.0000 - val_loss: 0.1960 - val_accuracy: 0.9712\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 0s 20ms/step - loss: 3.4801 - accuracy: 0.5426\n",
            "Test set\n",
            "  Loss: 3.480\n",
            "  Accuracy: 0.543\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.63      0.74      0.68       423\n",
            "           1       0.44      0.32      0.37       270\n",
            "\n",
            "    accuracy                           0.58       693\n",
            "   macro avg       0.54      0.53      0.53       693\n",
            "weighted avg       0.56      0.58      0.56       693\n",
            "\n",
            "Epoch 1/7\n",
            "59/59 [==============================] - 4s 41ms/step - loss: 0.6539 - accuracy: 0.6561 - val_loss: 1.0656 - val_accuracy: 0.6779\n",
            "Epoch 2/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.3088 - accuracy: 0.8920 - val_loss: 0.2341 - val_accuracy: 0.9183\n",
            "Epoch 3/7\n",
            "59/59 [==============================] - 2s 33ms/step - loss: 0.0998 - accuracy: 0.9647 - val_loss: 0.2001 - val_accuracy: 0.9327\n",
            "Epoch 4/7\n",
            "59/59 [==============================] - 2s 37ms/step - loss: 0.0482 - accuracy: 0.9866 - val_loss: 0.2230 - val_accuracy: 0.9519\n",
            "Epoch 5/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 0.1941 - accuracy: 0.9845 - val_loss: 0.2152 - val_accuracy: 0.9567\n",
            "Epoch 6/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 0.0019 - accuracy: 1.0000 - val_loss: 0.3283 - val_accuracy: 0.9519\n",
            "Epoch 7/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 3.2807e-05 - accuracy: 1.0000 - val_loss: 0.5147 - val_accuracy: 0.9279\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 0s 13ms/step - loss: 3.6707 - accuracy: 0.5541\n",
            "Test set\n",
            "  Loss: 3.671\n",
            "  Accuracy: 0.554\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.61      0.67      0.64       423\n",
            "           1       0.38      0.32      0.35       270\n",
            "\n",
            "    accuracy                           0.53       693\n",
            "   macro avg       0.49      0.49      0.49       693\n",
            "weighted avg       0.52      0.53      0.52       693\n",
            "\n",
            "Epoch 1/7\n",
            "59/59 [==============================] - 5s 50ms/step - loss: 0.6308 - accuracy: 0.6526 - val_loss: 0.5177 - val_accuracy: 0.8029\n",
            "Epoch 2/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 0.2920 - accuracy: 0.9049 - val_loss: 0.2385 - val_accuracy: 0.9135\n",
            "Epoch 3/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.0942 - accuracy: 0.9690 - val_loss: 0.5206 - val_accuracy: 0.8413\n",
            "Epoch 4/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 0.0473 - accuracy: 0.9861 - val_loss: 0.9096 - val_accuracy: 0.7115\n",
            "Epoch 5/7\n",
            "59/59 [==============================] - 2s 32ms/step - loss: 0.0202 - accuracy: 0.9925 - val_loss: 0.1608 - val_accuracy: 0.9567\n",
            "Epoch 6/7\n",
            "59/59 [==============================] - 2s 31ms/step - loss: 0.0954 - accuracy: 0.9888 - val_loss: 0.1684 - val_accuracy: 0.9423\n",
            "Epoch 7/7\n",
            "59/59 [==============================] - 2s 39ms/step - loss: 0.0525 - accuracy: 0.9947 - val_loss: 0.1980 - val_accuracy: 0.9471\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 0s 21ms/step - loss: 3.0647 - accuracy: 0.5665\n",
            "Test set\n",
            "  Loss: 3.065\n",
            "  Accuracy: 0.566\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.61      0.79      0.69       423\n",
            "           1       0.37      0.19      0.25       270\n",
            "\n",
            "    accuracy                           0.56       693\n",
            "   macro avg       0.49      0.49      0.47       693\n",
            "weighted avg       0.52      0.56      0.52       693\n",
            "\n",
            "Acuuracy results of the 4 models :  [0.5757575757575758, 0.5772005772005772, 0.5339105339105339, 0.5598845598845599]\n",
            "Avrage accuracy of this probability = 0.5616883116883117\n"
          ]
        }
      ],
      "source": [
        "# No preprocessing-NO Balancing- Anonymisation (2)\n",
        "\n",
        "dff = df\n",
        "dff_pred = df_pred\n",
        "\n",
        "for i in range (len(dff)):\n",
        "    dff['Facts'].iloc[i] = anonymisation(dff['Facts'].iloc[i] , dff['first_party'].iloc[i] , dff['second_party'].iloc[i])\n",
        "\n",
        "for i in range (len(dff_pred)):\n",
        "    dff_pred['Facts'].iloc[i] = anonymisation(dff_pred['Facts'].iloc[i], dff_pred['first_party'].iloc[i] , dff_pred['second_party'].iloc[i])\n",
        "\n",
        "#-----------------------------------\n",
        "\n",
        "train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4 = K_fold(dff)\n",
        "\n",
        "#----------------------------------\n",
        "\n",
        "x_1 , y_1 = padding_df(train_1)\n",
        "x_train_1, x_val_1, y_train_1, y_val_1 = train_test_split(x_1,y_1, test_size = 0.1, random_state = 42)\n",
        "x_test_1 , y_test_1 = padding_df(test_1)\n",
        "\n",
        "x_2 , y_2 = padding_df(train_2)\n",
        "x_train_2, x_val_2, y_train_2, y_val_2 = train_test_split(x_2,y_2, test_size = 0.1, random_state = 42)\n",
        "x_test_2 , y_test_2 = padding_df(test_2)\n",
        "\n",
        "x_3 , y_3 = padding_df(train_3)\n",
        "x_train_3 , x_val_3, y_train_3, y_val_3 = train_test_split(x_3,y_3, test_size = 0.1, random_state = 42)\n",
        "x_test_3 , y_test_3 = padding_df(test_3)\n",
        "\n",
        "x_4 , y_4 = padding_df(train_4)\n",
        "x_train_4, x_val_4, y_train_4, y_val_4 = train_test_split(x_4,y_4, test_size = 0.1, random_state = 42)\n",
        "x_test_4 , y_test_4 = padding_df(test_4)\n",
        "\n",
        "#------------------------------------\n",
        "x_prediction , target_labels = padding_df(dff_pred)\n",
        "\n",
        "acc_result = []\n",
        "\n",
        "for i in range (4):\n",
        "    \n",
        "    if i == 0 :\n",
        "        the_model_2_1 = creating_model( x_train_1 , y_train_1 , x_val_1 , y_val_1, x_test_1 , y_test_1)\n",
        "        \n",
        "        y_predict = the_model_2_1.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 1 :\n",
        "        the_model_2_2 = creating_model( x_train_2 , y_train_2 , x_val_2 , y_val_2, x_test_2 , y_test_2)\n",
        "        \n",
        "        y_predict = the_model_2_2.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 2 :\n",
        "        the_model_2_3 = creating_model( x_train_3 , y_train_3 , x_val_3 , y_val_3, x_test_3 , y_test_3)\n",
        "        \n",
        "        y_predict = the_model_2_3.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 3 :\n",
        "        the_model_2_4 = creating_model( x_train_4 , y_train_4 , x_val_4 , y_val_4, x_test_4 , y_test_4)\n",
        "        \n",
        "        y_predict = the_model_2_4.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "print('Acuuracy results of the 4 models : ',acc_result)\n",
        "print('Avrage accuracy of this probability =' , sum(acc_result)/len(acc_result))\n",
        "\n",
        "probabilities.append(sum(acc_result)/len(acc_result))\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "id": "3e2fa8ce",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "3e2fa8ce",
        "outputId": "d5ff34f8-8579-4342-9582-e040a281527a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/7\n",
            "41/41 [==============================] - 5s 50ms/step - loss: 0.7036 - accuracy: 0.6103 - val_loss: 0.5751 - val_accuracy: 0.7994\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.3897 - accuracy: 0.8603 - val_loss: 0.3195 - val_accuracy: 0.8765\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 31ms/step - loss: 0.1429 - accuracy: 0.9522 - val_loss: 0.4322 - val_accuracy: 0.8364\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0583 - accuracy: 0.9823 - val_loss: 0.2968 - val_accuracy: 0.8981\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 31ms/step - loss: 0.0074 - accuracy: 0.9985 - val_loss: 0.3812 - val_accuracy: 0.9043\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0099 - accuracy: 0.9977 - val_loss: 0.3863 - val_accuracy: 0.9136\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 31ms/step - loss: 3.9381e-04 - accuracy: 1.0000 - val_loss: 0.5551 - val_accuracy: 0.9043\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 17ms/step - loss: 3.0628 - accuracy: 0.5389\n",
            "Test set\n",
            "  Loss: 3.063\n",
            "  Accuracy: 0.539\n",
            "22/22 [==============================] - 1s 15ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.59      0.50      0.54       423\n",
            "           1       0.37      0.45      0.40       270\n",
            "\n",
            "    accuracy                           0.48       693\n",
            "   macro avg       0.48      0.48      0.47       693\n",
            "weighted avg       0.50      0.48      0.49       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 51ms/step - loss: 0.6910 - accuracy: 0.6026 - val_loss: 0.5933 - val_accuracy: 0.7531\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.4190 - accuracy: 0.8410 - val_loss: 0.4939 - val_accuracy: 0.7747\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.2306 - accuracy: 0.9360 - val_loss: 0.3004 - val_accuracy: 0.8981\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.1200 - accuracy: 0.9715 - val_loss: 0.2651 - val_accuracy: 0.9012\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0355 - accuracy: 0.9938 - val_loss: 0.3187 - val_accuracy: 0.9228\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 37ms/step - loss: 0.0111 - accuracy: 0.9961 - val_loss: 0.3693 - val_accuracy: 0.9167\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 2s 39ms/step - loss: 4.7208e-04 - accuracy: 1.0000 - val_loss: 0.5249 - val_accuracy: 0.9136\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 13ms/step - loss: 3.1429 - accuracy: 0.5426\n",
            "Test set\n",
            "  Loss: 3.143\n",
            "  Accuracy: 0.543\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.69      0.36      0.47       423\n",
            "           1       0.43      0.75      0.54       270\n",
            "\n",
            "    accuracy                           0.51       693\n",
            "   macro avg       0.56      0.55      0.51       693\n",
            "weighted avg       0.59      0.51      0.50       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 5s 51ms/step - loss: 0.6579 - accuracy: 0.6096 - val_loss: 0.5559 - val_accuracy: 0.7253\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.4637 - accuracy: 0.8295 - val_loss: 0.3247 - val_accuracy: 0.8796\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.1660 - accuracy: 0.9452 - val_loss: 0.3345 - val_accuracy: 0.8858\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 2s 40ms/step - loss: 0.0708 - accuracy: 0.9799 - val_loss: 0.2062 - val_accuracy: 0.9290\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 2s 37ms/step - loss: 0.0429 - accuracy: 0.9846 - val_loss: 0.1206 - val_accuracy: 0.9568\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 0.2772 - val_accuracy: 0.9506\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0135 - accuracy: 0.9954 - val_loss: 0.1745 - val_accuracy: 0.9599\n"
          ]
        },
        {
          "data": {
            "image/png": 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sFku1Tst4qsDAwApfT548mZUrV/Lss89y0UUX4e/vz+23305xcfE5j+Pj41Pha4vFgsPhqPV6RUTOJqewxNVnUj5jsi0996yzD8E2b2coiQ6mc9msSafIYEL9farc35OUf/YE+HrTMvjCjuVwGBSU2F0zO+7M8pwZmAqKnT2dJXaDEwUlnCgoqXJMm7cXj9/Y7cIKvwBuf2rn5eWxa9cu19d79+5l8+bNhIWF0bp1a6ZOncrBgwd55513ALjvvvt46aWXeOSRR7jrrrv44osveP/991m6dKnrGElJSYwdO5Z+/foxYMAA5syZQ35+vuuqoabK19cXu/38zcHffvst48aN45ZbbgGcf0b79u2r4+pERKqvxO5gT2Y+287oMzl44mSV+3t7nTqd0zkqmK5lASXGjdM5jZmXl8U1CxIZcmHHsjsM1wxPhWBzxiyQ3ahZs3JtcTuwfP/991x55ZWur8ubX8eOHctbb73F4cOHK5yKaNeuHUuXLuXhhx/m+eefp1WrVvzf//2f65JmgBEjRpCZmcn06dNJT0+nV69eLF++vFIjblPTtm1b1q1bx759+wgKCjrr7EfHjh1ZvHgxw4YNw2Kx8Pjjj2umRERMYRgGh7MLK8yabEt3ns4psVf9gRcd6lfWX+KcMekSHUz78KALPp0j1WP1shDi50OIn2fPUrkdWK644gqMc6SsqlaxveKKK9i0adM5j/vAAw/U2Smghmry5MmMHTuWbt26cfLkSd58880q95s9ezZ33XUXl1xyCeHh4Tz66KNNdm0aEak/uYUl7Mgob4At6zVJzzlrP0VQ+emcskfnqBA6RwYTGuDZH5TiGSzGudJHA5GTk0NoaCjZ2dmEhFScGyssLGTv3r20a9cOPz8/kyqUuqA/W5H6UWJ3sDcr37meyeFTfSbnOp3TPiLw1IxJ2Wmd2Gb+Op0jFZzr8/tMDbfzVEREapVhGKTnFFboMdl62LnYWrG96tPMUSF+ribYLlHBdI4MoUPLQGzeF35FpMjpFFhERJqgvKJS1ymcU/0muWSfrPoKkSCbN50ig+gcFeJsgI10zpo0C/Ct58qlqVJgERFpxEpPP51zWjg5cLzq0zlWLwvtwwNdvSblp3VaNdfpHDGXAouISANVaneULSpW4lqH40RBCbuOlK0Gm57L7iN5Zz2dExlic86YlPWYdI4KpkNEEH61sMClSG1TYBERqUd2h+EKF1Ut7JVXxcJfZy4OVr69sKR6yxcE+lrpVD5jEhlMl2jn1TnNA3U6RxoOBRYRkfNwlC2slV+2VHpekb1sUa3y5yXkF9srrDJ6+vPTF+MqX1W0Ntm8vSrcFK9teCBdIoNd99Bp1dzftOXURWqLAouINEqGYVBQbK80c5FbxexGVfd0qbit9kOGr9Wr7IZ0VoJsp25Wd+aN66q6Q29Q2Z19y7f7WLXAmjR+Ciwi4tHyikpZv/cY2SdLqj5lUsVdc8u3neU+eTXm7WWpEBZOvzlckO+pO+KefnfcYFsVYcNm1WW/Im5SYBERj/TTgWwWpKaxZPPBC5rh8LJQISyUh4zgsuBRvu307wdVETKCbN7YvL10pYyISRRYGrG2bdvy0EMP8dBDDwHOO4V+/PHHrrtin2nfvn20a9eOTZs20atXrxqPW1vHkaYnt7CE/2w+xHupafx86NTtJeLC/GkTFlgxbJSfSvHzLjuF4kOgzUpw2bby534+ChkijYECSxNy+PBhmjdvXqvHHDduHCdOnOCTTz5xbYuLi+Pw4cOEh4fX6ljSOBmGweb9J1iYup8lPxziZIlzNsXX6sXQHlGM7N+a37QPU+gQaeIUWJqQqKioehnHarXW21jScGWfLOE/mw+yYF0a29JzXds7RAQyakBrbu3TijBddisiZZpma7lhQHG+OY9q3mvy1VdfJSYmBoej4joLN910E3fddRe7d+/mpptuIjIykqCgIPr378/nn39+zmNaLJYKMyGpqan07t0bPz8/+vXrV+mO2na7nbvvvpt27drh7+9P586def75513fnzlzJm+//Tb/+c9/sFgsWCwWVq1axb59+7BYLGzevNm17+rVqxkwYAA2m43o6GimTJlCaempO7peccUV/OlPf+KRRx4hLCyMqKgoZs6cWa33ShoOwzDY8OtxJn/wAwmzPmf6f35mW3ouvt5e3No7lg/uG8jnSZdzz+D2CisiUkHTnGEpKYBZMeaM/ZdD4Bt43t2GDx/Ogw8+yJdffsnVV18NwLFjx1i+fDnLli0jLy+P66+/nqeffhqbzcY777zDsGHD2L59O61btz7v8fPy8rjxxhu55pprePfdd9m7dy+TJk2qsI/D4aBVq1Z88MEHtGjRgu+++457772X6Oho7rjjDiZPnszWrVvJycnhzTffBCAsLIxDhw5VOM7Bgwe5/vrrGTduHO+88w7btm1jwoQJ+Pn5VQglb7/9NklJSaxbt441a9Ywbtw4Bg0axDXXXHPen0c8W3ZBCYs3HeC91DR2ZOS5tneKDGLUgNbc0jtW96QRkXNqmoGlAWjevDlDhw5lwYIFrsDy4YcfEh4ezpVXXomXlxfx8fGu/Z988kk+/vhjlixZwgMPPHDe4y9YsACHw8Hrr7+On58fF198MQcOHOD+++937ePj48MTTzzh+rpdu3asWbOG999/nzvuuIOgoCD8/f0pKio65ymgl19+mbi4OF566SUsFgtdunTh0KFDPProo0yfPh0vL+dEX8+ePZkxYwYAHTt25KWXXiIlJUWBpYEyDIP1+46zMDWNpT8dpqjUOVvo5+PFjT1jGDWgNX1aN1NviohUS9MMLD4BzpkOs8aupjvvvJMJEybw8ssvY7PZmD9/PiNHjsTLy4u8vDxmzpzJ0qVLOXz4MKWlpZw8eZK0tLRqHXvr1q307NkTPz8/17aBAwdW2m/u3Lm88cYbpKWlcfLkSYqLi92+8mfr1q0MHDiwwgfToEGDyMvL48CBA64ZoZ49e1Z4XXR0NEeOHHFrLDHf8fxiPtronE3ZnZnv2t4lKpjRCa25qVcsof4+JlYoIg1R0wwsFku1TsuYbdiwYRiGwdKlS+nfvz9ff/01//znPwGYPHkyK1eu5Nlnn+Wiiy7C39+f22+/neLi4lobf+HChUyePJnnnnuOgQMHEhwczDPPPMO6detqbYzT+fhU/BCzWCyVenjEMxmGwbq9x3gvNY3//ZTuutmev4+V38bHMCqhNfGtQjWbIiI11jQDSwPh5+fHrbfeyvz589m1axedO3emT58+AHz77beMGzeOW265BXD2pOzbt6/ax+7atSv//ve/KSwsdM2yrF27tsI+3377LZdccgl//OMfXdt2795dYR9fX1/s9nMv6tW1a1c++ugjDMNwfWB9++23BAcH06pVq2rXLJ7naF4RH208wMLU/ezJOjWbcnFMCKMGtOamXjEE+2k2RUQunAKLh7vzzju58cYb+fnnn/nd737n2t6xY0cWL17MsGHDsFgsPP74427NRowePZrHHnuMCRMmMHXqVPbt28ezzz5bYZ+OHTvyzjvvsGLFCtq1a8e///1v1q9fT7t27Vz7tG3blhUrVrB9+3ZatGhBaGhopbH++Mc/MmfOHB588EEeeOABtm/fzowZM0hKSnL1r0jD4XAYrNlzlPdS01jxczoldueVb4G+Vn7bK5bRA1rTo1XlvwciIhdCgcXDXXXVVYSFhbF9+3ZGjx7t2j579mzuuusuLrnkEsLDw3n00UfJyck5x5EqCgoK4tNPP+W+++6jd+/edOvWjb///e/cdtttrn3+8Ic/sGnTJkaMGIHFYmHUqFH88Y9/5H//+59rnwkTJrBq1Sr69etHXl4eX375JW3btq0wVmxsLMuWLePPf/4z8fHxhIWFcffddzNt2rSavzFS7zJzi/hwwwEWrk/j16MFru3xrUIZOaA1w+JjCLLpnxQRqRsWw6jmwiAeLCcnh9DQULKzswkJCanwvcLCQvbu3Uu7du0qNJhKw6c/27rncBh8syuL91LTWPlLBqVldxMMsnlzc+8YRvZvTfdYzaaISM2c6/P7TPp1SEQqOZJTyAdlsyn7j510be/duhmjBrTmxp7RBPjqnw8RqT/6F0dEALA7DL7amcnC1DQ+33oEe9lsSrCfN7f2jmXkgNZ0jT73b0AiInVFgUWkiUvPLuT97/ezaP1+Dp44NZvSr01zRg5ozQ09ovH3tZpYoYiIAotIk2R3GKzafoT3UtP4YtsRyiZTCPX34dY+sYwa0JpOkcHmFikinsNhh5PHITDctBKaTGBpBL3Fcgb9mbrv0ImTLFq/n/e/38/h7ELX9gHtwhg9oDXXdY/Cz0ezKSJNSnE+5ByG3EOQU/bIPXzafw9DXgb4N4NH9phWZqMPLOWrpxYUFODv729yNVKbCgqcl9aeuUKuVFRqd/DFtiMsXL+fVdtPzaY0D/Dhtj6tGDmgNRe1DDK3SBGpfQ4HFGRVEUAOVQwjRdnVO15hNpQWgbetbus+i0YfWKxWK82aNXPdkyYgIEDLgzdwhmFQUFDAkSNHaNasGVarZgSqsv9YAe9/75xNycgpcm0f2L4FoxJak3hxJDZvvXeNSl4m7PsavLzBv3nFh2/172MmDUBJYdmMyOHKYcT133RwlFTveL5BEBwNITHOR/nz4GgIiYbgGAhqCV7m/ZvR6AML4LqTsG6k17g0a9bsnHeJbopK7A5StmbwXup+vtqZSflZs7BAX4b3bcWI/nG0j9BsSqNyIg22/he2fgr714JxlhWvvf0qhxj/ZlVsaw7+YacFnUDn/dekfhiGs1fEFTwOnna65rRwcvJYNQ9ocQaNCgGkilDi5/lXADaJwGKxWIiOjqZly5aUlFQzbYpH8/Hx0czKadKOFrBwfRrvf3+ArLxTsymXXhTOqAGtuaZbJL7eug1Co2AYkLndGVC2fQqHf6j4/aiezrvCnzxe9jgGjlIoLXR+2OUedm88L5+zhJqyR8BZtttCFHTOVFoMeelnBJDyvpGy57npzj+r6vD2PzX7ERJ9RiiJdW4LigRr4zht3iQCSzmr1aoPOWk0iksdrPwlg4Xr0/h6Z5Zre3iQjeH9WjGyfxxtWnj+XcmlGhwOOLQJti6Bbf+Fo7tOfc/iBW0GQZcbocsN0Cyu4msNA4rzTgswZ3ucgIJjFYOOvdh5SiH/iPPhDou1ihmcsHOEn7J9/UJNPe1QI4bh7O84s1G1PJTkHHRuy8+s/jEDWpQFkZgzQslp4cS/eZMKhTUKLHPnzuWZZ54hPT2d+Ph4XnzxRQYMGFDlviUlJSQnJ/P2229z8OBBOnfuzN///neuu+461z4zZ87kiSeeqPC6zp07s23btpqUJ9Ko7c3KZ+H6ND78/gBH84sB579ZgztGMHpAHFd3jcTHqtmUBs9eCr9+6wwoW//r/PArZ/WF9ldC12HQeei5LzW1WMAW7Hw0a1398Q0DSk5WEWyOVR12Tv+6pAAMOxQcdT7cYnGGloBzhZsqTmH5hYK1Dn4Ht5c6w9rpwaOqq2hK8s9/LHD+2QVHnRFAqggjJjW2ejK3/3QXLVpEUlIS8+bNIyEhgTlz5pCYmMj27dtp2bJlpf2nTZvGu+++y2uvvUaXLl1YsWIFt9xyC9999x29e/d27XfxxRfz+eefnyrMu0lN/oicU1GpnRU/Z7AwNY3vdp/6AGgZbOOOfnGM6B9HXJiaKhu8kpOw+0tnSNm+zPnhX843CDpeC11vhIuuqfueA4vF2ajrGwChse69tuRk5RBT5eNYxcBTnAcYUHjC+XCXLfQcfTnlp7BOC0J+oVCUe5arZ8r+m5dx9r6gM/mFOk/FnN6oWiGUxDjDle5SXyNu3/wwISGB/v3789JLLwHgcDiIi4vjwQcfZMqUKZX2j4mJ4bHHHmPixImubbfddhv+/v68++67gHOG5ZNPPmHz5s01+iHcuXmSSEOyOzOPhalpfLjhAMcLnP1XFgtc0SmCUQNac1WXlnhrNqVhK8yGHZ85+1F2fl7xN/WAFtD5eudMSrvLwaeR3+SztNgZVE4PNQVVzeicMbtT3ctya8piLZsVKQsirlByRuOqrsRyW53d/LC4uJgNGzYwdepU1zYvLy+GDBnCmjVrqnxNUVFRpTvp+vv7880331TYtnPnTmJiYvDz82PgwIEkJyfTunXV05dFRUUUFZ1qLMzJyXHnxxDxaIUldpZvSee91DTW7T11JUBUiB939I/jjn6taNVc/zA2aHlHnDMoWz+FPasrXnoa0so5i9J1GMT9pm5Oc3gqb1/nFS1BlWfrz8leWjnonO1xegAqzHbOXFVqWD3jKprAiIbXV9MIufV/QlZWFna7ncjIyArbIyMjz9pvkpiYyOzZs7nsssvo0KEDKSkpLF68GLvd7tonISGBt956i86dO3P48GGeeOIJBg8ezJYtWwgOrrw8eHJycqWeF5GGbmdGLu+l7mfxpgOcKJtN8bLAVV1aMmpAay7vFKHZlIbs+K+n+lHS1gCnTW6Hd3aGlC43QkzvJtVIWSus3s4+HneXjXc4dHqmAanz6P78888zYcIEunTpgsVioUOHDowfP5433njDtc/QoUNdz3v27ElCQgJt2rTh/fff5+677650zKlTp5KUlOT6Oicnh7i4uEr7iXi6whI7S388zML1aazfd6pfIbaZP3f0i+OO/q2IDtUKzQ2SYUDmNucsytZPIf3Hit+P6e2cRekyDCI6mVNjU6ew0qC4FVjCw8OxWq1kZGRU2J6RkXHWBbwiIiL45JNPKCws5OjRo8TExDBlyhTat29/1nGaNWtGp06d2LVrV5Xft9ls2GzqoJaGKyOnkFdW7WbxxgPkFJYCYPWycHWXloxKaM1lHSOweum37AbH4YBDG52XH2/9Lxzbfep757v8WETOya3A4uvrS9++fUlJSeHmm28GnE23KSkpPPDAA+d8rZ+fH7GxsZSUlPDRRx9xxx13nHXfvLw8du/eze9//3t3yhNpEPKKShn16lr2ZDmbK1s192fUgNbc3rcVkSGNvKmyMbKXOC8/3vpf5ymf0xdms/pCh6ucIeV8lx+LyDm5fUooKSmJsWPH0q9fPwYMGMCcOXPIz89n/PjxAIwZM4bY2FiSk5MBWLduHQcPHqRXr14cPHiQmTNn4nA4eOSRR1zHnDx5MsOGDaNNmzYcOnSIGTNmYLVaGTVqVC39mCKewTAMpi7+iT1Z+USF+PGP23ty6UXheGk2pWEpv/x466ew439nufx4GHS8xrn+iYhcMLcDy4gRI8jMzGT69Omkp6fTq1cvli9f7mrETUtLw+u084KFhYVMmzaNPXv2EBQUxPXXX8+///1vmjVr5trnwIEDjBo1iqNHjxIREcGll17K2rVriYiIuPCfUMSDzF+Xxqc/HMLqZeGl0b3p1zbM7JKkusovP966BHalNO3Lj0VM4PY6LJ5I67BIQ7DlYDa3vvIdxaUOpg7twh8u72B2SXI+eUdg21LnqZ4qLz8e5ry6p6ldfixSS+psHRYRqZmcwhImLthIcamDIV1bMmHw2ZvOxWTH953qR0lbS5WXH3cdBtG9dPmxSD1SYBGpY4ZhMOWjH/n1aAGxzfx5dni8elY8iWHAka1la6QsgfSfKn4/pk/ZGim6/FjETAosInXsnTW/suyndHyszr6VZgG+ZpckDgcc3OBcDn/rp3Bsz6nvlV9+3HWY8/Lj0Fbm1SkiLgosInXoxwMneGrpLwBMGdqV3q2bm1xRE2YvgX3fOGdSti3V5cciDYwCi0gdyS4o4Y/zN1JiN0i8OJK7BrU1u6Smp+Qk7P7COYuy/X8V7wDsGwydrnWGFF1+LOLxFFhE6oBhGEz+8AcOHD9JXJg//7g9HosaNOvHyROw8/TLjwtOfc91+fFvof3l4K0Vs0UaCgUWkTrw+jd7WflLBr5WL+aO7kOov4/ZJTVuuRmwfanz6p69X+nyY5FGSP/nitSyjWnH+dv/nHcvn3ZjV3q2amZuQY1V+eXHWz+F/euofPlxWUjR5ccijYICi0gtOlFQzIMLNlHqMLihRzS//00bs0tqPAwDjvxyKqRk6PJjkaZEgUWkljgcBv/v/R84eOIkbVsE8LfbeqhvpTYc2wsb3tTlxyJNnAKLSC157es9pGw7gq+3F3Pv7EOwn/pWLsjR3fD1bPjhPTDszm1WG3S40hlSOg2FwBbm1igi9UaBRaQWrN93jH+s2A7AjGHduDgm1OSKGrCsXfD1s/Dj+6eCSoeroPfvdfmxSBOmwCJygY7mFfHggk3YHQa/jY9h9IDWZpfUMGXugK+egS0fguFwbut4LVz+KLTqZ25tImI6BRaRC+BwGDz8/g+k5xTSPiKQWbeqb8VtR7bBV/+ALYtxXenTaShc/meI7WtqaSLiORRYRC7AK6t389WOTPx8vHj5zj4E2fS/VLVl/OIMKj9/giuodL4BLn8EYnqZWJiIeCL96ypSQ2v3HOW5z5x9K3/9bXe6RIWYXFEDkb4FVv/duRJtua7D4LJHILqneXWJiEdTYBGpgczcIv703iYcBtzaJ5bh/XRJ7Xkd/gFW/8N580EALNDtJueMSuTFppYmIp5PgUXETXaHwcOLNnMkt4iOLYN46ubu6ls5l0ObnEFl+7KyDRa4+BZnUGnZ1dTSRKThUGARcdOLX+zkm11Z+PtYefnOPgT46n+jKh3Y4Dz1s3OF82uLF3S/DS77M0R0Nrc2EWlw9C+tiBu+3ZXF8yk7AXjq5u50jNSaIJXsXw+r/wa7Pnd+bfGCHnfAZZMhvKO5tYlIg6XAIlJNR3IKmbRwE4YBI/rFcVtf9a1UkLbWOaOy+wvn1xYrxI+Ewf8PWnQwtzYRafAUWESqodTu4E8LN5GVV0yXqGCeuElNoi6/fger/gZ7Vzu/9vI+FVTC2ptbm4g0GgosItXwfMpO1u45RqCvlbl39sHPx2p2Sebb+7VzRmXf186vvbyh150wOAmatzW1NBFpfBRYRM5j9Y5MXvpyFwCzbu1Bh4ggkysykWE4Z1JW/wN+/da5zcsH+vweLn0Ymum2BCJSNxRYRM7hcPZJHl60GcOA0QmtualXrNklmcMwYM+XsOrvsH+tc5vVF/qMcQaVUPXziEjdUmAROYtSu4M/vbeJY/nFdIsOYfqN3cwuqf4ZBuxKcZ76OZDq3Ga1Qd9xMGgShDbRACci9U6BReQsnv1sB+v3HSfI5s3LTa1vxTBg52fOoHJwg3Obtx/0uwsu+ROERJtbn4g0OQosIlX4YlsG81bvBuAft/ekbXigyRXVE8OAHcudQeXQJuc2b3/of7czqARHmlufiDRZCiwiZzh44iRJ7/8AwNiBbbi+RxOYTTAM2LbUGVTSf3Ru8wmA/vc4g0pQhLn1iUiTp8AicpoSu4MHF2zkREEJPVuF8pcbGvm9bhwO2PYprH4GMn5ybvMJhAET4JIHITDc3PpERMoosIic5h/Lt7Ex7QTBft7MHd0Hm3cj7VtxOGDrf5xB5cjPzm2+wZBwL/xmIgS2MLc+EZEzKLCIlPns53Re+3ovAM/cHk9cWIDJFdUBhx1+/hi+egYytzm32UIg4T74zf0QEGZufSIiZ+FVkxfNnTuXtm3b4ufnR0JCAqmpqWfdt6SkhL/+9a906NABPz8/4uPjWb58+QUdU6S27T9WwOQPnH0rdw1qx3Xdo0yuqJY57PDj+/Dyb+Cju51hxS8UrpgKD/0IVz2msCIiHs3twLJo0SKSkpKYMWMGGzduJD4+nsTERI4cOVLl/tOmTeNf//oXL774Ir/88gv33Xcft9xyC5s2barxMUVqU3GpgwcWbCSnsJRecc2YMrSL2SXVHnsp/LAQ5g6AxRMgawf4NYMrH4OHfoIrpoB/c7OrFBE5L4thGIY7L0hISKB///689NJLADgcDuLi4njwwQeZMmVKpf1jYmJ47LHHmDhxomvbbbfdhr+/P++++26NjnmmnJwcQkNDyc7OJiQkxJ0fR4SZS37mre/2Eervw9I/XUqr5o3gVJC9FH5cBF8/C8f2OLf5N4eBD8CAe8FP/5+IiPnc+fx2q4eluLiYDRs2MHXqVNc2Ly8vhgwZwpo1a6p8TVFREX5+fhW2+fv7880331zQMYuKilxf5+TkuPNjiLj876fDvPXdPgBm3xHf8MOKvQR+eA++fg6O73NuC2jhvOKn/z1gCza1PBGRmnIrsGRlZWG324mMrLh4VGRkJNu2bavyNYmJicyePZvLLruMDh06kJKSwuLFi7Hb7TU+ZnJyMk888YQ7pYtU8uvRfB750LnmyB8ua8/VXRvwomilxfDDAmdQOZHm3BYQDoP+BP3uBlsTvmGjiDQKNWq6dcfzzz9Px44d6dKlC76+vjzwwAOMHz8eL6+aDz116lSys7Ndj/3799dixdIUFJbYmbhgI7lFpfRt05zJiZ3NLqlmSotg/evwYh/4dJIzrAS2hGufdjbTDpqksCIijYJbMyzh4eFYrVYyMjIqbM/IyCAqquqrKiIiIvjkk08oLCzk6NGjxMTEMGXKFNq3b1/jY9psNmw2mzuli1Tw1NJf2HIwh+YBPrw0ujc+1jrP7rWrpBA2/Ru++SfkHHRuC4qCSx+CPmPBt4Gf2hIROYNb/0r7+vrSt29fUlJSXNscDgcpKSkMHDjwnK/18/MjNjaW0tJSPvroI2666aYLPqZITXz6wyHeXes8bfLPEb2IDvU3uSI3lJyEdf+CF3rBssnOsBIcDUP/AZM2O9dSUVgRkUbI7YXjkpKSGDt2LP369WPAgAHMmTOH/Px8xo8fD8CYMWOIjY0lOTkZgHXr1nHw4EF69erFwYMHmTlzJg6Hg0ceeaTaxxSpLXsy85jykbNvZeKVHbiic0uTK6qm4gLY8BZ8+zzkpTu3hcTCpQ9D79+Dj985Xy4i0tC5HVhGjBhBZmYm06dPJz09nV69erF8+XJX02xaWlqF/pTCwkKmTZvGnj17CAoK4vrrr+ff//43zZo1q/YxRWpDYYmdP87fSH6xnYR2YTw8pJPZJZ1fcT58/wZ8+wLkl61LFBoHg5Og153grVOjItI0uL0OiyfSOixSHVMX/8h7qftpEejLskmDiQzx4FmJojz4/nVnUCnIcm5r1hoG/z+IHw3evubWJyJSC+psHRaRhurjTQd4L3U/Fgs8P7K354aVolxIfQ3WvAQFR53bmreFwZMhfiRYfUwtT0TELAos0ujtOpLLXxZvAeDBqzpyacdwkyuqQmEOpP4L1syFk8ed28Law2V/hh7DFVREpMlTYJFGraC4lD/O38jJEjuXdGjBpKs7ml1SRSdPQOqrzqBSeMK5rcVFcNkj0P02sOp/URERUGCRRm76f35mR0YeEcE25ozshdXLYl4xpcXO2ZPyx55VsPYVKMp2fj+8U1lQuRW8rObVKSLigRRYpNH64Pv9fLjhAF4WeGFkb1oG11LfSklhxeBx8tgZX5/5OOH8b3Fe1ceL6AqX/xm63aygIiJyFgos0ihtT8/l8f84+1YeHtKJgR1aVNzBMKCk4Owho+BY5cBR/ig9eQGVWcC/mfPOySGx0P9u6HoTXMCtKkREmgIFFmnYDMN5Zc1pgaIw9yjL/reeuxzH6B7hYGiuDd47UXk2xF5c83EtVmfoONcjIOxUOCl/2EIVTkREakCBRTyDwwFFOWecZjlxnlMtZQ9HaYVD+QEPA/gAucDmc4zr5XNauDgzdDSrYlvZfrZgsJjYDyMi0sQosEjtctihMLuap1pOexSeAMNR83GtNggI44QRyPYcb7IJonen9kS0jDr3LIhvoIKHiEgDoMAiteeTibB5PnABiyf7BJ5nhuMssyE+/vxyKIebX/6W4lIHj17XhWuv6FBbP5mIiJhMgUVqx67PYfO7p772DT4VOqo83XKWRw3vjZNbWMLEBRspLnVwZecI/nBZ+9r5uURExCMosMiFs5fCiseczxPug2ufqteVWQ3DYOrin9iblU9MqB+z7+iFl5nrrYiISK3T5Qpy4Ta+BZnbnA2pV0yp92Xk312Xxn9/PIy3l4UXR/eheaBuDCgi0tgosMiFKcyGL2c5n18x1Xlapx5tOZjNk5/+AsCj13Whb5v6HV9EROqHAotcmK+edd5VOLwT9Btfr0PnFJbwx/kbKbY7GNI1knsGt6vX8UVEpP4osEjNHdsL6+Y5n5vQt/LIBz+SdqyA2Gb+PDc8HosuTxYRabQUWKTmVk53rhbb/kroeG29Dv3Wd/tY/nM6PlYLc+/sQ2hA/fbNiIhI/VJgkZrZ9y1sXQIWL0icVa+Lr23ef4JZy7YC8Jfru9Irrlm9jS0iIuZQYBH3ORyw4i/O533GQmS3ehs6u6CEifM3UmI3GNo9inGXtK23sUVExDwKLOK+HxfC4c1gC4ErH6u3YQ3DYPKHP3DwxElahwXw99t7qm9FRKSJUGAR9xTnQ8pfnc8H/z8Iiqi3oV//Zi8rf8nA1+rFy3f2IcRPfSsiIk2FAou459sXIPcwNGvjXNW2nmz49Th/+982AB6/sSvdY0PrbWwRETGfAotUX/ZB+PZ55/NrngAfv3oZ9nh+MQ8u2Eipw+DGntH87jdt6mVcERHxHAosUn0pf4XSk9B6IHS7uV6GdDgMkt7fzKHsQtqFB5J8aw/1rYiINEEKLFI9Bzc4m20BEp+ut8uY//XVHr7cnonN24u5o/sQrL4VEZEmSYFFzs8wYHnZZcw9R0Js33oZdv2+Yzz72XYAZv72YrrFhNTLuCIi4nkUWOT8fvkE9q8Fb3+4enq9DHk0r4gHFmzE7jC4uVcMI/vH1cu4IiLimRRY5NxKCp1L8AMMmgShsXU+pMNh8NCizWTkFNEhIpCnb1HfiohIU6fAIue2bh6cSIPgaBj0p3oZcu6Xu/h6ZxZ+Pl68fGdfAm3e9TKuiIh4LgUWObu8TPjqWefzq6eDb2CdD/nd7iz++fkOAJ68qTudo4LrfEwREfF8Cixydl8+DcW5EN3L2WxbxzJzi5i0cDMOA27v24rh/dS3IiIiTgosUrWMn2Hj287n1yWDV93+VbE7DCYt3ERmbhGdIoN48qbudTqeiIg0LDX6FJo7dy5t27bFz8+PhIQEUlNTz7n/nDlz6Ny5M/7+/sTFxfHwww9TWFjo+v7MmTOxWCwVHl26dKlJaVIbDANWPAaGA7r+FtpcUudDvpCyk+92HyXA18rLd/bB39da52OKiEjD4XY346JFi0hKSmLevHkkJCQwZ84cEhMT2b59Oy1btqy0/4IFC5gyZQpvvPEGl1xyCTt27GDcuHFYLBZmz57t2u/iiy/m888/P1WYtxotTbPzM9jzJVh94Zq/1vlw3+zM4oUvdgLw9C3duail+lZERKQit2dYZs+ezYQJExg/fjzdunVj3rx5BAQE8MYbb1S5/3fffcegQYMYPXo0bdu25dprr2XUqFGVZmW8vb2JiopyPcLDw2v2E8mFsZc4Z1fAeXPDsHZ1OlxGTiGTFm7CMGBk/zhu6d2qTscTEZGGya3AUlxczIYNGxgyZMipA3h5MWTIENasWVPlay655BI2bNjgCih79uxh2bJlXH/99RX227lzJzExMbRv354777yTtLS0s9ZRVFRETk5OhYfUku/fhKM7ISAcLptcp0OV2h08+N4mjuYX0yUqmJm/vbhOxxMRkYbLrfMuWVlZ2O12IiMjK2yPjIxk27ZtVb5m9OjRZGVlcemll2IYBqWlpdx333385S9/ce2TkJDAW2+9RefOnTl8+DBPPPEEgwcPZsuWLQQHVz49kJyczBNPPOFO6VIdJ4/DqlnO51f+BfxC63S4f36+g9S9xwgs61vx81HfioiIVK3OrxJatWoVs2bN4uWXX2bjxo0sXryYpUuX8uSTT7r2GTp0KMOHD6dnz54kJiaybNkyTpw4wfvvv1/lMadOnUp2drbrsX///rr+MZqG1c84Q0tEV+gztk6HWrX9CHO/3A3A327rSfuIoDodT0REGja3ZljCw8OxWq1kZGRU2J6RkUFUVFSVr3n88cf5/e9/zz333ANAjx49yM/P59577+Wxxx7Dq4rLZZs1a0anTp3YtWtXlce02WzYbDZ3SpfzObobUl91Pk98Cqx11/R8OPskDy/aDMDvftOaYfExdTaWiIg0Dm7NsPj6+tK3b19SUlJc2xwOBykpKQwcOLDK1xQUFFQKJVarc+rfMIwqX5OXl8fu3buJjo52pzy5EJ89Do4SuOgauGjI+fevoRK7gwcXbOJ4QQkXx4Qw7YZudTaWiIg0Hm7/Gp2UlMTYsWPp168fAwYMYM6cOeTn5zN+/HgAxowZQ2xsLMnJyQAMGzaM2bNn07t3bxISEti1axePP/44w4YNcwWXyZMnM2zYMNq0acOhQ4eYMWMGVquVUaNG1eKPKme19yvYvhQsVkh8uk6Hevaz7Xz/63GCbd7qWxERkWpzO7CMGDGCzMxMpk+fTnp6Or169WL58uWuRty0tLQKMyrTpk3DYrEwbdo0Dh48SEREBMOGDePpp099MB44cIBRo0Zx9OhRIiIiuPTSS1m7di0RERG18CPKOTnssLysAbrfXRDRuc6GStmawb9W7wHgH7f3pE2Lur83kYiINA4W42znZRqQnJwcQkNDyc7OJiQkxOxyGpaN78CSB8EWCn/aBIEt6mSYA8cLuOGFb8g+WcK4S9rqEmYREXHr81v3EmrKinLhi6eczy9/pM7CSnGpgwcWbCL7ZAnxrUL5y/Vd62QcERFpvBRYmrJv5kBeBjRvBwMm1Nkwf1++jc37TxDi581Lo/vg662/diIi4h59cjRVJ/bDmpecz699Erzr5jLxFT+n8/o3ewF4dng8cWEBdTKOiIg0bgosTdXnM6G0ENpcCl1urJMh0o4WMPmDHwC459J2XHtx1Wv1iIiInI8CS1O0fz1s+RCwwHWzwGKp9SGKSu1MXLCR3MJSerduxqNDu9T6GCIi0nQosDQ1hgErpjqf97oTouPrZJhZS7fy08FsmgX48NLoPvhY9VdNRERqTp8iTc2Wj+DAevAJhKsfr5Mhlv54mLfX/ArAP+/oRWwz/zoZR0REmg4Flqak5KSzdwXg0ochuPZ7SvZl5fPoRz8CcN/lHbiyS8taH0NERJoeBZamZM1cyN4PIa3gkgdq/fCFJXb+OH8jeUWl9G/bnMnXdqr1MUREpGlSYGkqcjPgm386nw+ZAT61f5omedlWfjmcQ1igLy+O6oO3+lZERKSW6BOlqfjiSSjOg9i+0P32Wj98Zm4R89elATD7jniiQv1qfQwREWm6FFiagsM/wqZ3nc8Tk8Gr9v/YP9p4gFKHQXxcM67orL4VERGpXQosjZ1hwIq/AAZcfCu0TqiDIQwWpjpnV0YPiKv144uIiCiwNHbbl8G+r8Fqg2ueqJMh1uw5yr6jBQTZvLmxZ0ydjCEiIk2bAktjVloMn01zPh84EZq1rpNh3kvdD8Bve8UQaPOukzFERKRpU2BpzNb/HxzbA4ERMDipToY4ll/Mii3pAIweUDeBSERERIGlsSo4Bqv/5nx+1TSwBdfJMIs3HqDY7qBHbCjdY0PrZAwREREFlsZq1d+gMBsiu0Pv39fJEIZhsKCs2Xakmm1FRKQOKbA0Rpk7nKeDABKfBi9rnQyTuvcYezLzCfC18tt4NduKiEjdUWBpjD6bBoYdOg2F9lfU2TAL15c128bHEOznU2fjiIiIKLA0Nru/gJ0rwMsbrn2qzoY5UVDM0p8OAzBSzbYiIlLHFFgaE3sprHjM+bz/BAi/qM6GWrzxIMWlDrpGhxDfSs22IiJStxRYGpNN/4Yjv4BfM7j8kTobxjAMFq4/tbKtxWKps7FERERAgaXxKMyBL592Pr9iKgSE1dlQG9OOsyMjDz8fL27qHVtn44iIiJRTYGksvn4O8jOhxUXQ/+46HWrBOmez7Y09YwhRs62IiNQDBZbG4Pg+WPuy8/m1T4G17kJE9skSlv50CIBRarYVEZF6osDSGKycAfZiaHc5dLquTof6z+aDFJY46BQZRJ/Wzep0LBERkXIKLA3dr2vgl0/A4gWJs6AOG2ANw2DBOmez7agBrdVsKyIi9UaBpSFzOGDFVOfz3r+HqO51OtwPB7LZlp6LzduLW9RsKyIi9UiBpSH76QM4tAl8g503OKxj75XNrlzfI5pmAb51Pp6IiEg5BZaGqrgAUp5wPh+cBEEt63S43MISlvygZlsRETGHAktD9d2LkHMQQlvDb/5Y58Mt+eEQJ0vsdIgIpH/b5nU+noiIyOlqFFjmzp1L27Zt8fPzIyEhgdTU1HPuP2fOHDp37oy/vz9xcXE8/PDDFBYWXtAxm7ScQ/DtHOfza2aCj1+dD/leqpptRUTEPG4HlkWLFpGUlMSMGTPYuHEj8fHxJCYmcuTIkSr3X7BgAVOmTGHGjBls3bqV119/nUWLFvGXv/ylxsds8lKehJICiEuAi2+t8+F+OpDNloM5+Fq9uLVPqzofT0RE5ExuB5bZs2czYcIExo8fT7du3Zg3bx4BAQG88cYbVe7/3XffMWjQIEaPHk3btm259tprGTVqVIUZFHeP2aQd2gQ/LHA+T0yu08uYy71Xdt+gxO5RhAWq2VZEROqfW4GluLiYDRs2MGTIkFMH8PJiyJAhrFmzpsrXXHLJJWzYsMEVUPbs2cOyZcu4/vrra3zMoqIicnJyKjyaBMOA5WUzUz3ugFZ963zI/KJS/rPpIACjBsTV+XgiIiJV8XZn56ysLOx2O5GRkRW2R0ZGsm3btipfM3r0aLKysrj00ksxDIPS0lLuu+8+1ymhmhwzOTmZJ554wp3SG4etSyDtO/D2hyEz6mXI//54iPxiO21bBDCwfYt6GVNERORMdX6V0KpVq5g1axYvv/wyGzduZPHixSxdupQnn3yyxsecOnUq2dnZrsf+/ftrsWIPVVoEK6c7n1/yIITWTy/JglTneztSzbYiImIit2ZYwsPDsVqtZGRkVNiekZFBVFRUla95/PHH+f3vf88999wDQI8ePcjPz+fee+/lscceq9ExbTYbNpvNndIbvnX/ct7kMCgKBk2qlyF/OZTDD/tP4GO1cHtfNduKiIh53Jph8fX1pW/fvqSkpLi2ORwOUlJSGDhwYJWvKSgowMur4jBWqxVw3pumJsdscvKz4KtnnM+vfhxsQfUy7MKyZttru0URHtTEAqKIiHgUt2ZYAJKSkhg7diz9+vVjwIABzJkzh/z8fMaPHw/AmDFjiI2NJTk5GYBhw4Yxe/ZsevfuTUJCArt27eLxxx9n2LBhruByvmM2eV/OgqIciOoJ8aPrZciTxXY+3uhsth2pZlsRETGZ24FlxIgRZGZmMn36dNLT0+nVqxfLly93Nc2mpaVVmFGZNm0aFouFadOmcfDgQSIiIhg2bBhPP/10tY/ZpB3ZChvedD6/Lhm86mdx4v/+eIjcolLiwvwZ1CG8XsYUERE5G4thGIbZRVyonJwcQkNDyc7OJiQkxOxyate/b4XdKdDlRhg5v96Gve2V79jw63H+nNiZiVdeVG/jiohI0+HO57fuJeTJdq50hhUvH7jmr/U27Pb0XDb8ehyrl4XharYVEREPoMDiqeylsOIx5/OEP0CLDvU2dPl9g4Z0bUnLkLq/T5GIiMj5KLB4qg1vQtZ28A+Dy/5cb8MWltj52LWybet6G1dERORcFFg80ckTziuDAK78C/g3q7eh/7flMNknS4ht5s/gjhH1Nq6IiMi5KLB4oq+egZPHILwz9K3fS7vfW+dc2XZE/zisXlrZVkREPIMCi6c5utu5qi1A4tNgdfvK8xrbdSSP1H3H8LLAHf209oqIiHgOBRZPs3I6OEqgw9XQ8Zp6HXphWbPtVV1aEhWqZlsREfEcCiyeZO/XsO2/YLE6Z1fqUVGpnY82HgDUbCsiIp5HgcVTOOyw4i/O533HQcuu9Tr8ip8zOF5QQnSoH5d3UrOtiIh4FgUWT/HDQkj/EWwhziuD6tl765yng4b3i8Pbqr8WIiLiWfTJ5AmK8iClbCXbyyZDYP3eu2dvVj5r9hzFYnFeHSQiIuJpFFg8wbfPQ146NG8LCffV+/AL1ztnV67oFEFsM/96H19EROR8FFjMln0AvnvR+fyav4K3rV6HLy518OH3zmbbkWq2FRERD6XAYrbPn4DSk9BmEHT9bb0Pv/KXDI7mF9My2MZVXVrW+/giIiLVocBipgMb4Kf3AYvzMmZL/a8sW3466I5+cfio2VZERDyUPqHMYhiwYqrzefwoiOld7yWkHS3g651ZgJptRUTEsymwmOXnj2H/OvAJgKunm1JC+ezK4I7hxIUFmFKDiIhIdSiwmKGkED6f4Xw+6CEIia7/EuwOPtjgbLYdrWZbERHxcAosZlj7MpxIg+AYuOQBU0pI2XqEzNwiwoN8ubprpCk1iIiIVJcCS33LOwJfz3Y+HzIDfANNKeO9shsd3t43Dl9v/TUQERHPpk+q+vbFU1Cc62yy7XGHKSUcOF7AVzszARipZlsREWkAFFjqU/oW2PRv5/PEZPAy5+1/f/1+DAMu6dCCtuHmzPCIiIi4Q4GlvhiG827MhgO63QxtBppSRqndwftlK9uOUrOtiIg0EAos9WXHCti7Gqy+cM0TppWxansm6TmFhAX6cu3FarYVEZGGQYGlPthL4LNpzue/+aPzJocmKW+2va1PLDZvq2l1iIiIuEOBpT6sfx2O7oSAcBj8/0wr43D2Sb7cfgTQjQ5FRKRhUWCpawXHYFWy8/lVj4FfiGmlvL/+AA4DBrQLo0NEkGl1iIiIuEuBpa6t/gcUnoCW3aD3GNPKsDsMFpUtxa+VbUVEpKFRYKlLWTth/WvO54lPg9XbtFK+2pnJoexCQv19uK57lGl1iIiI1IQCS1367HFwlELHROhwlamlvLfOObtya59Y/HzUbCsiIg2LAktd2bMKdvwPvLzh2qdMLeVITiEp25zNtlp7RUREGiIFlrrgsMOKx5zP+90NEZ1MLeeDDQewOwz6tWlOp8hgU2sRERGpiRoFlrlz59K2bVv8/PxISEggNTX1rPteccUVWCyWSo8bbrjBtc+4ceMqff+6666rSWmeYdO7kLEF/ELhiimmluJwGK61V3Qps4iINFRud4EuWrSIpKQk5s2bR0JCAnPmzCExMZHt27fTsmXLSvsvXryY4uJi19dHjx4lPj6e4cOHV9jvuuuu480333R9bbPZ3C3NMxTlOm9wCHD5oxAQZmo53+zK4sDxkwT7eXNDj2hTaxEREakpt2dYZs+ezYQJExg/fjzdunVj3rx5BAQE8MYbb1S5f1hYGFFRUa7HypUrCQgIqBRYbDZbhf2aN29es5/IbF/PhvwjENYB+k8wuxoWll3KfGvvWPx91WwrIiINk1uBpbi4mA0bNjBkyJBTB/DyYsiQIaxZs6Zax3j99dcZOXIkgYEV7xK8atUqWrZsSefOnbn//vs5evToWY9RVFRETk5OhYdHOP4rrJnrfH7tk+Dta2o5mblFfPZzBqDTQSIi0rC5FViysrKw2+1ERla8aV5kZCTp6ennfX1qaipbtmzhnnvuqbD9uuuu45133iElJYW///3vrF69mqFDh2K326s8TnJyMqGhoa5HXFycOz9G3fl8JtiLoO1g6Hy92dXw4YYDlDoMesU1o2u0eSvsioiIXKh6Xcns9ddfp0ePHgwYMKDC9pEjR7qe9+jRg549e9KhQwdWrVrF1VdfXek4U6dOJSkpyfV1Tk6O+aElbR38vBiwQOIssFhMLcehlW1FRKQRcWuGJTw8HKvVSkZGRoXtGRkZREWde/XU/Px8Fi5cyN13333ecdq3b094eDi7du2q8vs2m42QkJAKD1M5HLBiqvN5799BdE9z6wHW7jnKvqMFBNm8uTFezbYiItKwuRVYfH196du3LykpKa5tDoeDlJQUBg4ceM7XfvDBBxQVFfG73/3uvOMcOHCAo0ePEh3dQD5ot3wEBzeATyBc9bjZ1QCwoOxS5pt6xRDga94tAURERGqD21cJJSUl8dprr/H222+zdetW7r//fvLz8xk/fjwAY8aMYerUqZVe9/rrr3PzzTfTokWLCtvz8vL485//zNq1a9m3bx8pKSncdNNNXHTRRSQmJtbwx6pHxQXO3hWAwQ9DcOQ5d68PR/NONdtqZVsREWkM3P7Ve8SIEWRmZjJ9+nTS09Pp1asXy5cvdzXipqWl4eVVMQdt376db775hs8++6zS8axWKz/++CNvv/02J06cICYmhmuvvZYnn3yyYazFsmYu5ByA0DgY+IDZ1QCweONBiu0OesSG0j021OxyRERELpjFMAzD7CIuVE5ODqGhoWRnZ9dvP0vOYXixL5Tkw22vQ4/b62/sszAMg6tnr2ZPZj6zbunB6ATNsIiIiGdy5/Nb9xK6EF885QwrrfpD99vMrgaA1L3H2JOZT4Cvld/2ijG7HBERkVqhwFJThzbD5vnO54nJpl/GXK78vkG/jY8hyKZmWxERaRwUWGrCMMruxmxA99shrr/ZFQFwoqCYZVucC/ip2VZERBoTBZaa2LYUfv0GvP1gyEyzq3FZvPEgxaUOukWH0LOVmm1FRKTxUGBxV2kxrCxba2XgA9DMM24LYBiG63TQqAFxWDzkFJWIiEhtUGBxV+qrcGwPBEXCpQ+ZXY3Lhl+Ps/NIHn4+XtzUO9bsckRERGqVAos78o/C6n84n181DWzB5tZzmvdS9wMwrGcMIX4+JlcjIiJSuxRY3LEqGYqyIaoH9LrT7GpcsgtK+O+PhwAYqWZbERFphBRYquvINvj+DefzxFngZTW3ntN8svkgRaUOOkcG06d1M7PLERERqXUKLNX12TQw7ND5Bmh3mdnVuKjZVkREmgIFlurY9TnsWglePnDtk2ZXU8Hm/SfYlp6LzduLW3q3MrscERGROqHAcj72Ulgxzfl8wL3QooO59ZyhfHblhh7RhAao2VZERBonBZbz2fg2ZG4F/+Zw+Z/NrqaC3MISPv3hMACjdJNDERFpxBRYzqUwG76c5Xx+xVRnaPEg/9l8iJMldi5qGUS/Np5Vm4iISG3S3fHOpeAYhLWDgDDod5fZ1VSycL3zdNDI/mq2FRGRxk2B5VzC2sHdKyEvA6ye1R/y04FsthzMwdfqxW191GwrIiKNm04JnY/FAsFRZldRyYKyZtvrukfRPNDX5GpERETqlgJLA5RfVMqSzQcBGKWVbUVEpAlQYGmAPv3hEPnFdtqFB/Kb9mFmlyMiIlLnFFgaoPK1V9RsKyIiTYUCSwPz86FsfjiQjY/Vwm191WwrIiJNgwJLA7MwdT8A13aLIjzIZnI1IiIi9UOBpQEpKC7lk01qthURkaZHgaUBWfrjYXKLSmkdFsAlHVqYXY6IiEi9UWBpQMqbbUf0j8PLS822IiLSdCiwNBDb03PZmHYCby8Lw/up2VZERJoWBZYGonx2ZUjXSFoG+5lcjYiISP1SYGkACkvsLN54AICRA+JMrkZERKT+KbA0AMt+OkxOYSmxzfwZ3DHC7HJERETqnQJLA1C+9srI/nFY1WwrIiJNkAKLh9t1JJfUfcfwssDwfjodJCIiTZMCi4d7r2x25aoukUSFqtlWRESaphoFlrlz59K2bVv8/PxISEggNTX1rPteccUVWCyWSo8bbrjBtY9hGEyfPp3o6Gj8/f0ZMmQIO3furElpjcrpzbajEzS7IiIiTZfbgWXRokUkJSUxY8YMNm7cSHx8PImJiRw5cqTK/RcvXszhw4ddjy1btmC1Whk+fLhrn3/84x+88MILzJs3j3Xr1hEYGEhiYiKFhYU1/8kagRU/p3O8oIToUD8u79TS7HJERERM43ZgmT17NhMmTGD8+PF069aNefPmERAQwBtvvFHl/mFhYURFRbkeK1euJCAgwBVYDMNgzpw5TJs2jZtuuomePXvyzjvvcOjQIT755JML+uEauvK1V+7op2ZbERFp2twKLMXFxWzYsIEhQ4acOoCXF0OGDGHNmjXVOsbrr7/OyJEjCQwMBGDv3r2kp6dXOGZoaCgJCQlnPWZRURE5OTkVHo3Nnsw81u5xNtve0V+ng0REpGlzK7BkZWVht9uJjIyssD0yMpL09PTzvj41NZUtW7Zwzz33uLaVv86dYyYnJxMaGup6xMU1vg/0ReudzbaXd4ogtpm/ydWIiIiYq16vEnr99dfp0aMHAwYMuKDjTJ06lezsbNdj//79tVShZygudfDhBmez7agBrU2uRkRExHxuBZbw8HCsVisZGRkVtmdkZBAVFXXO1+bn57Nw4ULuvvvuCtvLX+fOMW02GyEhIRUejcnKXzI4ml9My2AbV3VRs62IiIhbgcXX15e+ffuSkpLi2uZwOEhJSWHgwIHnfO0HH3xAUVERv/vd7ypsb9euHVFRURWOmZOTw7p16857zMbq9GZbb6uWyhEREfF29wVJSUmMHTuWfv36MWDAAObMmUN+fj7jx48HYMyYMcTGxpKcnFzhda+//jo333wzLVq0qLDdYrHw0EMP8dRTT9GxY0fatWvH448/TkxMDDfffHPNf7IG6tej+XyzKwuLBUao2VZERASoQWAZMWIEmZmZTJ8+nfT0dHr16sXy5ctdTbNpaWl4eVWcFdi+fTvffPMNn332WZXHfOSRR8jPz+fee+/lxIkTXHrppSxfvhw/v6a3smt5s+3gjhHEhQWYXI2IiIhnsBiGYZhdxIXKyckhNDSU7OzsBt3PUmJ3MDD5C7Lyinjlzj4M7RFtdkkiIiJ1xp3PbzVIeJCUrRlk5RURHmRjSLfI879ARESkiVBg8SDlNzoc3q8VPmq2FRERcdGnoofYf6yAr3ZmAjBSzbYiIiIVKLB4iA++349hwKCLWtCmRaDZ5YiIiHgUBRYPUGp3sOh75+kgrWwrIiJSmQKLB/hyeyYZOUWEBfpyjZptRUREKlFg8QALy1a2vb1vK2zeVpOrERER8TwKLCY7dOIkX24/AqjZVkRE5GwUWEz2/vf7cRiQ0C6M9hFBZpcjIiLikRRYTGR3GLxfthT/6AQ124qIiJyNAouJvtqRyaHsQpoF+JB4cZTZ5YiIiHgsBRYTLShrtr21dyv8fNRsKyIicjYKLCbJyCnki23OZttRA9RsKyIici4KLCb54Pv92B0G/do0p2NksNnliIiIeDQFFhM4HAYL12tlWxERkepSYDHBN7uyOHD8JCF+3tzQM9rsckRERDyeAosJ3itrtr2ld6yabUVERKpBgaWeZeYWsfKXDABGae0VERGRalFgqWcfbjhAqcOgd+tmdIkKMbscERGRBkGBpR45m22dp4NG9dfsioiISHUpsNSjNXuO8uvRAoJs3twYr2ZbERGR6lJgqUflzbY3944hwNfb5GpEREQaDgWWenI0r4gVP6cDMFKng0RERNyiwFJPPtp4gBK7Qc9WoXSPDTW7HBERkQZFgaUeGIbBwlStbCsiIlJTCiz1YN3eY+zJyifA18qw+BizyxEREWlwFFjqQXmz7U29YgiyqdlWRETEXQosdex4fjH/2+JsttXpIBERkZpRYKljizcdpLjUQbfoEHqo2VZERKRGFFjqkGEYrtNBoxJaY7FYTK5IRESkYVJgqUMbfj3OriN5+PtYuamXmm1FRERqSoGlDi0om125sWc0IX4+JlcjIiLScNUosMydO5e2bdvi5+dHQkICqamp59z/xIkTTJw4kejoaGw2G506dWLZsmWu78+cOROLxVLh0aVLl5qU5jGyC0pY+uNhwHk6SERERGrO7WtsFy1aRFJSEvPmzSMhIYE5c+aQmJjI9u3badmyZaX9i4uLueaaa2jZsiUffvghsbGx/PrrrzRr1qzCfhdffDGff/75qcK8G/blv59sPkhRqYMuUcH0jmtmdjkiIiINmtupYPbs2UyYMIHx48cDMG/ePJYuXcobb7zBlClTKu3/xhtvcOzYMb777jt8fJynRdq2bVu5EG9voqKi3C3HI53ebDuyf5yabUVERC6QW6eEiouL2bBhA0OGDDl1AC8vhgwZwpo1a6p8zZIlSxg4cCATJ04kMjKS7t27M2vWLOx2e4X9du7cSUxMDO3bt+fOO+8kLS3trHUUFRWRk5NT4eFJNu0/wbb0XGzeXtzSu5XZ5YiIiDR4bgWWrKws7HY7kZGRFbZHRkaSnp5e5Wv27NnDhx9+iN1uZ9myZTz++OM899xzPPXUU659EhISeOutt1i+fDmvvPIKe/fuZfDgweTm5lZ5zOTkZEJDQ12PuLg4d36MOrewbHblhp7RhAao2VZERORC1XmjiMPhoGXLlrz66qtYrVb69u3LwYMHeeaZZ5gxYwYAQ4cOde3fs2dPEhISaNOmDe+//z533313pWNOnTqVpKQk19c5OTkeE1pyC0v49IeyZlutbCsiIlIr3Aos4eHhWK1WMjIyKmzPyMg4a/9JdHQ0Pj4+WK1W17auXbuSnp5OcXExvr6+lV7TrFkzOnXqxK5du6o8ps1mw2azuVN6vfnP5kOcLLFzUcsg+rVpbnY5IiIijYJbp4R8fX3p27cvKSkprm0Oh4OUlBQGDhxY5WsGDRrErl27cDgcrm07duwgOjq6yrACkJeXx+7du4mOjnanPNMZhsGCdWUr2w7QyrYiIiK1xe11WJKSknjttdd4++232bp1K/fffz/5+fmuq4bGjBnD1KlTXfvff//9HDt2jEmTJrFjxw6WLl3KrFmzmDhxomufyZMns3r1avbt28d3333HLbfcgtVqZdSoUbXwI9afnw5m88vhHHytXtzaO9bsckRERBoNt3tYRowYQWZmJtOnTyc9PZ1evXqxfPlyVyNuWloaXl6nclBcXBwrVqzg4YcfpmfPnsTGxjJp0iQeffRR1z4HDhxg1KhRHD16lIiICC699FLWrl1LRERELfyI9ee91P0ADO0RRfPAqmePRERExH0WwzAMs4u4UDk5OYSGhpKdnU1ISIgpNeQVlZLw9OfkF9tZeO9v+E37FqbUISIi0lC48/mtewnVkk9/OER+sZ324YEktAszuxwREZFGRYGllpSvvTJygFa2FRERqW0KLLVgy8FsfjiQjY/Vwm19tLKtiIhIbVNgqQUL1ztnV669OIoWQZ65PoyIiEhDpsBygQqKS/nPpkMAjNbKtiIiInVCgeUC/ffHw+QWldI6LICBujJIRESkTiiwXKD3Tmu29fJSs62IiEhdUGC5ANvSc9iUdgJvLwu391WzrYiISF1RYLkAC8tWth3SNZKWwX4mVyMiItJ4KbDUUGGJncUbDwAwKkHNtiIiInVJgaWGlv10mJzCUmKb+TP4onCzyxEREWnUFFhqyNVs21/NtiIiInVNgaUGdmbksn7fcaxeFob3izO7HBERkUZPgaUGFq53Ntte1aUlUaFqthUREalrCixuKiyx81F5s+0Aza6IiIjUBwUWN634OZ0TBSVEh/pxeaeWZpcjIiLSJCiwuKm82XZE/zisarYVERGpFwosbtiTmcfaPcfwssAdarYVERGpNwosbihvtr2ic0timvmbXI2IiEjTocBSTUWldj7cUN5sq5VtRURE6pMCSzWt/CWDY/nFRIbYuLJzhNnliIiINCkKLNVU3mx7R784vK1620REROqTPnmr4dej+Xy76ygWNduKiIiYQoGlGsqbbQd3jCAuLMDkakRERJoeBZbzKLE7+OB7Z7PtaK1sKyIiYgoFlvNI2ZpBVl4R4UE2ru4aaXY5IiIiTZICy3ksSHWeDhrerxU+arYVERExhT6Bz2H/sQK+3pkJwMj+Oh0kIiJiFm+zC/BkLYJ8mXVLD7an59KmRaDZ5YiIiDRZCiznEODrrVVtRUREPIBOCYmIiIjHU2ARERERj1ejwDJ37lzatm2Ln58fCQkJpKamnnP/EydOMHHiRKKjo7HZbHTq1Illy5Zd0DFFRESk6XA7sCxatIikpCRmzJjBxo0biY+PJzExkSNHjlS5f3FxMddccw379u3jww8/ZPv27bz22mvExsbW+JgiIiLStFgMwzDceUFCQgL9+/fnpZdeAsDhcBAXF8eDDz7IlClTKu0/b948nnnmGbZt24aPj0+tHPNMOTk5hIaGkp2dTUhIiDs/joiIiJjEnc9vt2ZYiouL2bBhA0OGDDl1AC8vhgwZwpo1a6p8zZIlSxg4cCATJ04kMjKS7t27M2vWLOx2e42PWVRURE5OToWHiIiINF5uBZasrCzsdjuRkRWXqI+MjCQ9Pb3K1+zZs4cPP/wQu93OsmXLePzxx3nuued46qmnanzM5ORkQkNDXY+4OC3qJiIi0pjV+VVCDoeDli1b8uqrr9K3b19GjBjBY489xrx582p8zKlTp5Kdne167N+/vxYrFhEREU/j1sJx4eHhWK1WMjIyKmzPyMggKiqqytdER0fj4+OD1Wp1bevatSvp6ekUFxfX6Jg2mw2bzeZO6SIiItKAuTXD4uvrS9++fUlJSXFtczgcpKSkMHDgwCpfM2jQIHbt2oXD4XBt27FjB9HR0fj6+tbomCIiItK0uH1KKCkpiddee423336brVu3cv/995Ofn8/48eMBGDNmDFOnTnXtf//993Ps2DEmTZrEjh07WLp0KbNmzWLixInVPqaIiIg0bW7fS2jEiBFkZmYyffp00tPT6dWrF8uXL3c1zaalpeHldSoHxcXFsWLFCh5++GF69uxJbGwskyZN4tFHH632MUVERKRpc3sdFk+kdVhEREQaHnc+vxvF3ZrLM5fWYxEREWk4yj+3qzN30igCS25uLoDWYxEREWmAcnNzCQ0NPec+jeKUkMPh4NChQwQHB2OxWGr12Dk5OcTFxbF//36dbjoPvVfVp/eq+vReuUfvV/Xpvaq+unqvDMMgNzeXmJiYCv2vVWkUMyxeXl60atWqTscICQnRX+hq0ntVfXqvqk/vlXv0flWf3qvqq4v36nwzK+XqfKVbERERkQulwCIiIiIeT4HlPGw2GzNmzNCtAKpB71X16b2qPr1X7tH7VX16r6rPE96rRtF0KyIiIo2bZlhERETE4ymwiIiIiMdTYBERERGPp8AiIiIiHk+BRURERDyeAst5zJ07l7Zt2+Ln50dCQgKpqalml+RxvvrqK4YNG0ZMTAwWi4VPPvnE7JI8VnJyMv379yc4OJiWLVty8803s337drPL8kivvPIKPXv2dK2sOXDgQP73v/+ZXVaD8Le//Q2LxcJDDz1kdikeZ+bMmVgslgqPLl26mF2Wxzp48CC/+93vaNGiBf7+/vTo0YPvv//elFoUWM5h0aJFJCUlMWPGDDZu3Eh8fDyJiYkcOXLE7NI8Sn5+PvHx8cydO9fsUjze6tWrmThxImvXrmXlypWUlJRw7bXXkp+fb3ZpHqdVq1b87W9/Y8OGDXz//fdcddVV3HTTTfz8889ml+bR1q9fz7/+9S969uxpdike6+KLL+bw4cOuxzfffGN2SR7p+PHjDBo0CB8fH/73v//xyy+/8Nxzz9G8eXNzCjLkrAYMGGBMnDjR9bXdbjdiYmKM5ORkE6vybIDx8ccfm11Gg3HkyBEDMFavXm12KQ1C8+bNjf/7v/8zuwyPlZuba3Ts2NFYuXKlcfnllxuTJk0yuySPM2PGDCM+Pt7sMhqERx991Lj00kvNLsNFMyxnUVxczIYNGxgyZIhrm5eXF0OGDGHNmjUmViaNSXZ2NgBhYWEmV+LZ7HY7CxcuJD8/n4EDB5pdjseaOHEiN9xwQ4V/t6SynTt3EhMTQ/v27bnzzjtJS0szuySPtGTJEvr168fw4cNp2bIlvXv35rXXXjOtHgWWs8jKysJutxMZGVlhe2RkJOnp6SZVJY2Jw+HgoYceYtCgQXTv3t3scjzSTz/9RFBQEDabjfvuu4+PP/6Ybt26mV2WR1q4cCEbN24kOTnZ7FI8WkJCAm+99RbLly/nlVdeYe/evQwePJjc3FyzS/M4e/bs4ZVXXqFjx46sWLGC+++/nz/96U+8/fbbptTjbcqoIsLEiRPZsmWLzp+fQ+fOndm8eTPZ2dl8+OGHjB07ltWrVyu0nGH//v1MmjSJlStX4ufnZ3Y5Hm3o0KGu5z179iQhIYE2bdrw/vvvc/fdd5tYmedxOBz069ePWbNmAdC7d2+2bNnCvHnzGDt2bL3XoxmWswgPD8dqtZKRkVFhe0ZGBlFRUSZVJY3FAw88wH//+1++/PJLWrVqZXY5HsvX15eLLrqIvn37kpycTHx8PM8//7zZZXmcDRs2cOTIEfr06YO3tzfe3t6sXr2aF154AW9vb+x2u9kleqxmzZrRqVMndu3aZXYpHic6OrrSLwddu3Y17RSaAstZ+Pr60rdvX1JSUlzbHA4HKSkpOocuNWYYBg888AAff/wxX3zxBe3atTO7pAbF4XBQVFRkdhke5+qrr+ann35i8+bNrke/fv2488472bx5M1ar1ewSPVZeXh67d+8mOjra7FI8zqBBgyotu7Bjxw7atGljSj06JXQOSUlJjB07ln79+jFgwADmzJlDfn4+48ePN7s0j5KXl1fht5O9e/eyefNmwsLCaN26tYmVeZ6JEyeyYMEC/vOf/xAcHOzqhwoNDcXf39/k6jzL1KlTGTp0KK1btyY3N5cFCxawatUqVqxYYXZpHic4OLhSH1RgYCAtWrRQf9QZJk+ezLBhw2jTpg2HDh1ixowZWK1WRo0aZXZpHufhhx/mkksuYdasWdxxxx2kpqby6quv8uqrr5pTkNmXKXm6F1980WjdurXh6+trDBgwwFi7dq3ZJXmcL7/80gAqPcaOHWt2aR6nqvcJMN58802zS/M4d911l9GmTRvD19fXiIiIMK6++mrjs88+M7usBkOXNVdtxIgRRnR0tOHr62vExsYaI0aMMHbt2mV2WR7r008/Nbp3727YbDajS5cuxquvvmpaLRbDMAxzopKIiIhI9aiHRURERDyeAouIiIh4PAUWERER8XgKLCIiIuLxFFhERETE4ymwiIiIiMdTYBERERGPp8AiIiIiHk+BRURERDyeAouIiIh4PAUWERER8Xj/H5UIccScNXrYAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 13ms/step - loss: 2.4821 - accuracy: 0.5759\n",
            "Test set\n",
            "  Loss: 2.482\n",
            "  Accuracy: 0.576\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.62      0.46      0.53       423\n",
            "           1       0.40      0.57      0.47       270\n",
            "\n",
            "    accuracy                           0.50       693\n",
            "   macro avg       0.51      0.51      0.50       693\n",
            "weighted avg       0.54      0.50      0.51       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 50ms/step - loss: 0.6980 - accuracy: 0.5772 - val_loss: 0.6421 - val_accuracy: 0.7006\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 2s 37ms/step - loss: 0.4534 - accuracy: 0.8488 - val_loss: 0.4039 - val_accuracy: 0.8210\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 2s 45ms/step - loss: 0.1583 - accuracy: 0.9506 - val_loss: 0.4126 - val_accuracy: 0.7963\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.1169 - accuracy: 0.9776 - val_loss: 0.3332 - val_accuracy: 0.8796\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 34ms/step - loss: 0.0165 - accuracy: 0.9969 - val_loss: 0.4455 - val_accuracy: 0.8735\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 0.3666 - val_accuracy: 0.9321\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0054 - accuracy: 0.9985 - val_loss: 0.3979 - val_accuracy: 0.9198\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 14ms/step - loss: 2.6398 - accuracy: 0.4796\n",
            "Test set\n",
            "  Loss: 2.640\n",
            "  Accuracy: 0.480\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.62      0.60      0.61       423\n",
            "           1       0.40      0.42      0.41       270\n",
            "\n",
            "    accuracy                           0.53       693\n",
            "   macro avg       0.51      0.51      0.51       693\n",
            "weighted avg       0.53      0.53      0.53       693\n",
            "\n",
            "Acuuracy results of the 4 models :  [0.481962481962482, 0.5108225108225108, 0.5007215007215007, 0.5295815295815296]\n",
            "Avrage accuracy of this probability = 0.5057720057720058\n"
          ]
        }
      ],
      "source": [
        "# No preprocessing- Balancing - No Anonymisation (3)\n",
        "\n",
        "dff = df\n",
        "dff_pred = df_pred\n",
        "\n",
        "dff = balancing_func(dff)\n",
        "\n",
        "#-----------------------------------\n",
        "\n",
        "train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4 = K_fold(dff)\n",
        "\n",
        "#----------------------------------\n",
        "\n",
        "x_1 , y_1 = padding_df(train_1)\n",
        "x_train_1, x_val_1, y_train_1, y_val_1 = train_test_split(x_1,y_1, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_1 , y_test_1 = padding_df(test_1)\n",
        "\n",
        "x_2 , y_2 = padding_df(train_2)\n",
        "x_train_2, x_val_2, y_train_2, y_val_2 = train_test_split(x_2,y_2, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_2 , y_test_2 = padding_df(test_2)\n",
        "\n",
        "x_3 , y_3 = padding_df(train_3)\n",
        "x_train_3 , x_val_3, y_train_3, y_val_3 = train_test_split(x_3,y_3, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_3 , y_test_3 = padding_df(test_3)\n",
        "\n",
        "x_4 , y_4 = padding_df(train_4)\n",
        "x_train_4, x_val_4, y_train_4, y_val_4 = train_test_split(x_4,y_4, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_4 , y_test_4 = padding_df(test_4)\n",
        "\n",
        "#------------------------------------\n",
        "x_prediction , target_labels = padding_df(dff_pred)\n",
        "\n",
        "acc_result = []\n",
        "\n",
        "for i in range (4):\n",
        "    \n",
        "    if i == 0 :\n",
        "        the_model_3_1 = creating_model( x_train_1 , y_train_1 , x_val_1 , y_val_1, x_test_1 , y_test_1)\n",
        "        \n",
        "        y_predict = the_model_3_1.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 1 :\n",
        "        the_model_3_2 = creating_model( x_train_2 , y_train_2 , x_val_2 , y_val_2, x_test_2 , y_test_2)\n",
        "        \n",
        "        y_predict = the_model_3_2.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 2 :\n",
        "        the_model_3_3 = creating_model( x_train_3 , y_train_3 , x_val_3 , y_val_3, x_test_3 , y_test_3)\n",
        "        \n",
        "        y_predict = the_model_3_3.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 3 :\n",
        "        the_model_3_4 = creating_model( x_train_4 , y_train_4 , x_val_4 , y_val_4, x_test_4 , y_test_4)\n",
        "        \n",
        "        y_predict = the_model_3_4.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "print('Acuuracy results of the 4 models : ',acc_result)\n",
        "print('Avrage accuracy of this probability =' , sum(acc_result)/len(acc_result))\n",
        "\n",
        "probabilities.append(sum(acc_result)/len(acc_result))\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "id": "58eaecda",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "58eaecda",
        "outputId": "9aae2c55-d5f3-478d-a6a7-85da84781641"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 50ms/step - loss: 0.6861 - accuracy: 0.5718 - val_loss: 0.5919 - val_accuracy: 0.7778\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.4047 - accuracy: 0.8395 - val_loss: 0.4575 - val_accuracy: 0.8148\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 31ms/step - loss: 0.2617 - accuracy: 0.9267 - val_loss: 0.3328 - val_accuracy: 0.8827\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 31ms/step - loss: 0.0668 - accuracy: 0.9730 - val_loss: 0.2938 - val_accuracy: 0.9074\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 2s 43ms/step - loss: 0.2334 - accuracy: 0.9792 - val_loss: 0.4085 - val_accuracy: 0.8673\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 34ms/step - loss: 0.0184 - accuracy: 0.9931 - val_loss: 0.3933 - val_accuracy: 0.8920\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 3.3812e-04 - accuracy: 1.0000 - val_loss: 0.4659 - val_accuracy: 0.9043\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 13ms/step - loss: 3.2006 - accuracy: 0.4796\n",
            "Test set\n",
            "  Loss: 3.201\n",
            "  Accuracy: 0.480\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.65      0.46      0.54       423\n",
            "           1       0.42      0.62      0.50       270\n",
            "\n",
            "    accuracy                           0.52       693\n",
            "   macro avg       0.54      0.54      0.52       693\n",
            "weighted avg       0.56      0.52      0.52       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 50ms/step - loss: 0.6801 - accuracy: 0.5880 - val_loss: 0.5747 - val_accuracy: 0.7840\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.4509 - accuracy: 0.8326 - val_loss: 0.3451 - val_accuracy: 0.8395\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 2s 39ms/step - loss: 0.1283 - accuracy: 0.9568 - val_loss: 0.4070 - val_accuracy: 0.8025\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 2s 39ms/step - loss: 0.1165 - accuracy: 0.9769 - val_loss: 0.1506 - val_accuracy: 0.9414\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0092 - accuracy: 0.9977 - val_loss: 0.2316 - val_accuracy: 0.9506\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0104 - accuracy: 0.9954 - val_loss: 0.1698 - val_accuracy: 0.9444\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 2.6348e-04 - accuracy: 1.0000 - val_loss: 0.2516 - val_accuracy: 0.9475\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 21ms/step - loss: 3.2015 - accuracy: 0.5407\n",
            "Test set\n",
            "  Loss: 3.201\n",
            "  Accuracy: 0.541\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.66      0.55      0.60       423\n",
            "           1       0.44      0.56      0.49       270\n",
            "\n",
            "    accuracy                           0.55       693\n",
            "   macro avg       0.55      0.55      0.55       693\n",
            "weighted avg       0.58      0.55      0.56       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 48ms/step - loss: 0.6827 - accuracy: 0.5980 - val_loss: 0.5840 - val_accuracy: 0.7654\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.3954 - accuracy: 0.8573 - val_loss: 0.3366 - val_accuracy: 0.8549\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 2s 43ms/step - loss: 0.1103 - accuracy: 0.9645 - val_loss: 0.2867 - val_accuracy: 0.8735\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 35ms/step - loss: 0.0737 - accuracy: 0.9792 - val_loss: 0.1642 - val_accuracy: 0.9475\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0247 - accuracy: 0.9961 - val_loss: 0.2666 - val_accuracy: 0.9105\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0014 - accuracy: 0.9992 - val_loss: 0.5991 - val_accuracy: 0.8611\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 2.2027e-04 - accuracy: 1.0000 - val_loss: 0.3557 - val_accuracy: 0.9444\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 23ms/step - loss: 3.9939 - accuracy: 0.4667\n",
            "Test set\n",
            "  Loss: 3.994\n",
            "  Accuracy: 0.467\n",
            "22/22 [==============================] - 1s 13ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.64      0.48      0.55       423\n",
            "           1       0.41      0.58      0.48       270\n",
            "\n",
            "    accuracy                           0.52       693\n",
            "   macro avg       0.53      0.53      0.51       693\n",
            "weighted avg       0.55      0.52      0.52       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 5s 50ms/step - loss: 0.6780 - accuracy: 0.5864 - val_loss: 0.6205 - val_accuracy: 0.6667\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 2s 45ms/step - loss: 0.3657 - accuracy: 0.8642 - val_loss: 0.3882 - val_accuracy: 0.8179\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 34ms/step - loss: 0.1434 - accuracy: 0.9498 - val_loss: 0.3679 - val_accuracy: 0.8364\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0445 - accuracy: 0.9884 - val_loss: 0.2958 - val_accuracy: 0.9198\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0133 - accuracy: 0.9954 - val_loss: 0.2665 - val_accuracy: 0.9352\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0064 - accuracy: 0.9977 - val_loss: 0.3939 - val_accuracy: 0.9290\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0592 - accuracy: 0.9938 - val_loss: 0.3100 - val_accuracy: 0.9352\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 22ms/step - loss: 2.1569 - accuracy: 0.5685\n",
            "Test set\n",
            "  Loss: 2.157\n",
            "  Accuracy: 0.569\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.64      0.54      0.59       423\n",
            "           1       0.42      0.53      0.47       270\n",
            "\n",
            "    accuracy                           0.54       693\n",
            "   macro avg       0.53      0.53      0.53       693\n",
            "weighted avg       0.56      0.54      0.54       693\n",
            "\n",
            "Acuuracy results of the 4 models :  [0.5194805194805194, 0.5541125541125541, 0.5165945165945166, 0.5367965367965368]\n",
            "Avrage accuracy of this probability = 0.5317460317460317\n"
          ]
        }
      ],
      "source": [
        "# No preprocessing- Balancing -  Anonymisation (4)\n",
        "\n",
        "dff=df\n",
        "dff_pred = df_pred\n",
        "\n",
        "dff = balancing_func(dff)\n",
        "\n",
        "for i in range (len(dff)):\n",
        "    dff['Facts'].iloc[i] = anonymisation(dff['Facts'].iloc[i] , dff['first_party'].iloc[i] , dff['second_party'].iloc[i])\n",
        "\n",
        "for i in range (len(dff_pred)):\n",
        "    dff_pred['Facts'].iloc[i] = anonymisation(dff_pred['Facts'].iloc[i], dff_pred['first_party'].iloc[i] , dff_pred['second_party'].iloc[i])\n",
        "\n",
        "#-----------------------------------\n",
        "\n",
        "train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4 = K_fold(dff)\n",
        "\n",
        "#----------------------------------\n",
        "x_1 , y_1 = padding_df(train_1)\n",
        "x_train_1, x_val_1, y_train_1, y_val_1 = train_test_split(x_1,y_1, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_1 , y_test_1 = padding_df(test_1)\n",
        "\n",
        "x_2 , y_2 = padding_df(train_2)\n",
        "x_train_2, x_val_2, y_train_2, y_val_2 = train_test_split(x_2,y_2, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_2 , y_test_2 = padding_df(test_2)\n",
        "\n",
        "x_3 , y_3 = padding_df(train_3)\n",
        "x_train_3 , x_val_3, y_train_3, y_val_3 = train_test_split(x_3,y_3, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_3 , y_test_3 = padding_df(test_3)\n",
        "\n",
        "x_4 , y_4 = padding_df(train_4)\n",
        "x_train_4, x_val_4, y_train_4, y_val_4 = train_test_split(x_4,y_4, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_4 , y_test_4 = padding_df(test_4)\n",
        "\n",
        "#------------------------------------\n",
        "x_prediction , target_labels = padding_df(dff_pred)\n",
        "\n",
        "acc_result = []\n",
        "\n",
        "for i in range (4):\n",
        "    \n",
        "    if i == 0 :\n",
        "        the_model_4_1 = creating_model( x_train_1 , y_train_1 , x_val_1 , y_val_1, x_test_1 , y_test_1)\n",
        "        \n",
        "        y_predict = the_model_4_1.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 1 :\n",
        "        the_model_4_2 = creating_model( x_train_2 , y_train_2 , x_val_2 , y_val_2, x_test_2 , y_test_2)\n",
        "        \n",
        "        y_predict = the_model_4_2.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 2 :\n",
        "        the_model_4_3 = creating_model( x_train_3 , y_train_3 , x_val_3 , y_val_3, x_test_3 , y_test_3)\n",
        "        \n",
        "        y_predict = the_model_4_3.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 3 :\n",
        "        the_model_4_4 = creating_model( x_train_4 , y_train_4 , x_val_4 , y_val_4, x_test_4 , y_test_4)\n",
        "        \n",
        "        y_predict = the_model_4_4.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "print('Acuuracy results of the 4 models : ',acc_result)\n",
        "print('Avrage accuracy of this probability =' , sum(acc_result)/len(acc_result))\n",
        "\n",
        "probabilities.append(sum(acc_result)/len(acc_result))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 61,
      "id": "41882edf",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "41882edf",
        "outputId": "8d04a049-a351-4afe-95fe-6345ce217031"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/7\n",
            "52/52 [==============================] - 4s 45ms/step - loss: 0.6229 - accuracy: 0.6625 - val_loss: 0.4421 - val_accuracy: 0.8245\n",
            "Epoch 2/7\n",
            "52/52 [==============================] - 2s 31ms/step - loss: 0.1843 - accuracy: 0.9380 - val_loss: 0.1917 - val_accuracy: 0.9255\n",
            "Epoch 3/7\n",
            "52/52 [==============================] - 2s 34ms/step - loss: 0.2112 - accuracy: 0.9741 - val_loss: 0.3349 - val_accuracy: 0.9159\n",
            "Epoch 4/7\n",
            "52/52 [==============================] - 2s 39ms/step - loss: 0.0215 - accuracy: 0.9958 - val_loss: 0.4240 - val_accuracy: 0.8630\n",
            "Epoch 5/7\n",
            "52/52 [==============================] - 2s 31ms/step - loss: 0.0235 - accuracy: 0.9928 - val_loss: 0.2090 - val_accuracy: 0.9279\n",
            "Epoch 6/7\n",
            "52/52 [==============================] - 2s 34ms/step - loss: 0.0164 - accuracy: 0.9982 - val_loss: 0.1965 - val_accuracy: 0.9760\n",
            "Epoch 7/7\n",
            "52/52 [==============================] - 2s 31ms/step - loss: 1.4095e-04 - accuracy: 1.0000 - val_loss: 0.2588 - val_accuracy: 0.9423\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 13ms/step - loss: 2.7567 - accuracy: 0.5988\n",
            "Test set\n",
            "  Loss: 2.757\n",
            "  Accuracy: 0.599\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.66      0.60      0.63       423\n",
            "           1       0.45      0.51      0.48       270\n",
            "\n",
            "    accuracy                           0.57       693\n",
            "   macro avg       0.55      0.56      0.55       693\n",
            "weighted avg       0.58      0.57      0.57       693\n",
            "\n",
            "Epoch 1/7\n",
            "52/52 [==============================] - 5s 57ms/step - loss: 0.6368 - accuracy: 0.6516 - val_loss: 0.5040 - val_accuracy: 0.7740\n",
            "Epoch 2/7\n",
            "52/52 [==============================] - 2s 32ms/step - loss: 0.2200 - accuracy: 0.9242 - val_loss: 0.2801 - val_accuracy: 0.8894\n",
            "Epoch 3/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.0625 - accuracy: 0.9838 - val_loss: 0.2529 - val_accuracy: 0.9135\n",
            "Epoch 4/7\n",
            "52/52 [==============================] - 2s 35ms/step - loss: 0.2109 - accuracy: 0.9862 - val_loss: 0.3089 - val_accuracy: 0.9279\n",
            "Epoch 5/7\n",
            "52/52 [==============================] - 2s 35ms/step - loss: 0.1390 - accuracy: 0.9892 - val_loss: 0.5387 - val_accuracy: 0.8942\n",
            "Epoch 6/7\n",
            "52/52 [==============================] - 2s 32ms/step - loss: 5.8331e-04 - accuracy: 1.0000 - val_loss: 0.5236 - val_accuracy: 0.9087\n",
            "Epoch 7/7\n",
            "52/52 [==============================] - 2s 35ms/step - loss: 0.0025 - accuracy: 0.9994 - val_loss: 0.6182 - val_accuracy: 0.9159\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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VqFU5gEaRQeTZHcxer64aEZFyY+d8ozVk+RfG17EPGnfK1OpkalmuTmHkCp3pqtEEaCIibi/7OEx/FibdYrSGVKgOfX+BHiPUGlICFEau0OmumsU7D5NyPMvkakREpNTsnAeftoPl442vWz8Ejy2CWteZWpY7URi5QlEhfjSPqoDdAbPWqatGRMTtZKXDtGdg0q2Qthcq1IB+06D7B+AdYHZ1bkVh5Cqcbh1RV42IiJvZ8bsxb8iKL42v2zwMjy2EmteaW5ebUhi5Ct1PhZFlu49y8NhJk6sREZGrlpUOvzwFk2+HtH1QMRr6TYeb31NrSClSGLkKkcG+tIkOAWDmOs05IiLi0rYnwKdtYeVE4+s2j5xqDelobl3lgIfZBbi6Hs0iWbr7CNPWHOShjrXMLkdE3FVeDsz5P8hIgsAqEBQJQVUhMBKCqhh/evmZXaVrykqDX/8FKycZX1eMhltHQXQHU8sqTxRGrlK3JpG8+ssG1uxPY+/hE1SvpB8GIlIKFv3nzEyfF+MTfFZQqXJm/+w//SqBVY3iBbb/ZnTLpB8wvo57FDq/Al7+5tZVziiMXKXKgd60rV2JBdsPM33dQR7vVMfskkTE3RzZBfPfNfbbPGK0gKQfNLbjiZCeCLmZxm/4WWlwaNPFr2X1PD+gBEWeaWE53cri4V0235tZstJgzkuwarLxdcWap1pD2ptbVzmlMFICesRUYcH2w0xbk6gwIiIly+EwlqXPyzLu5Oj2Dlgs55+TnW6EkvQDZwLK8YOF/8xMAXuuMWnXsb2Xfl2/SucElarnhxffiufX4gq2zYVpT59qDbHANY/BDS+rm8tECiMl4KbGEbz803o2JaazPSWDOmEacS0iJWTjz7B9Lti8oPuIC3/4WyxGF41PMIQ1uPi18nKMMSfnBZVzQkt+Npw4bGzJ6y5+PQ9fCIw4K6icNX7l9J+BEWDzvPr3oSScPGa0hqz+yvg6pBbc+inUaGtqWaIwUiIq+nvRoW4o87YcYvragzwTX8/skkTEHWSlw+wXjf0Oz0Jo3au7noeXMY15heoXP8fhgJNHz+oCOnBOeEk0Hjt5BPJOwtFdxnZRFggIOyeonG5hOatbyCfo6r63y9n6q9EacvygUdM1j8MN/1JriJNQGCkhPWOqnAojiTzduS4WV2y6FBHn8sebxod/SC3oMLhsXtNiAb8QY4tocvHzck+e1R2UeIHwcmqz50FGsrElrr749bwCzgSVc+8SOh1eAsLAaive93PymHEX0uqvja9DasNtn0L1a4p3HSlVCiMlpEvjcLx+sLI9JYMtycdpEFHKKV9E3NvBVbB0jLHffQR4+phbz7k8fY2QFHKJKQ3sdjiReuGgcvbg2+w0yMmAw9uM7WIsNqPbp1DrSuT5tzqfbu3YOudUa0giYIG2g+D6l9Qa4oQURkpIkI8n19WvzNyNyUxbc1BhRESunD3fWBPFYYemd0Ht682u6MpYrUZrRkAY0Pzi52VnnBNQzvrz9H5GMjjyTwWaA3DgEq/rEwz+leHwduPrSnWMsSHV40rwm5OSpDBSgno2q8LcjclMX5vIkBvrq6tGRK7MsnFGl4Z3MNz4ptnVlD7vAPCue+kxMfl5xt1AhQbdnhtezrnFGQu0e8JoDfH0LbNvR4pPYaQEdW4Qho+nlT2HT7D+QDpNqwWbXZKIuJr0REh4w9iPHwaB4ebW4yxsHmcGvNLqwucU3OJ8KqhUqAGhmm7BFWgavhLk7+1B54bGD45pWslXRK7E7Bch5zhUjYVWA8yuxrWcvsU5rCHU6awg4kIURkpYz1Mr+c5Ym4jd7jC5GhFxKdvmwsafjIGaPUdq2nYpN/QvvYR1qh+Gv5eNA8dOsmrfUbPLERFXkXMCZjxn7F/zGEQ0NbcekTKkMFLCfDxt3Ng4AoBpaxJNrkZEXMZf78OxPcbtqZ2Gml2NSJlSGCkFPU511cxcl0i+umpE5HJSNsOCj439bu8ad5eIlCMKI6WgY93KBPl4kHI8m6W7jphdjog4M4cDpj9rLGBX/2Zo2MPsikTKnMJIKfDysHJTE6OrZrruqhGRS1n9NexdCJ5+xoq8IuXQFYWRUaNGER0djY+PD3FxcSxduvSi506YMAGLxVJo8/FxkmmND201lua255f4pXvEVAFg1vok8vLtJX59EXEDmYfh15eN/U5DL72AnYgbK3YYmTp1KoMHD2bYsGGsXLmSZs2a0bVrV1JSUi76nKCgIBITEwu2PXv2XFXRJSL3JHzZzVj7YdkXJX75drUrEeLvxZHMHBbuOFzi1xcRNzD3FWP127DGxh00IuVUscPIiBEjGDhwIAMGDKBRo0aMHj0aPz8/xo8ff9HnWCwWIiIiCrbwcCeYUdDTFzqdWpo74TVI21+il/ewWemmrhoRuZjdC2D1V8Z+z5Fg8zS1HBEzFSuM5OTksGLFCuLj489cwGolPj6eRYsWXfR5GRkZ1KhRg6ioKG699VY2bNhwydfJzs4mPT290FYqYh+Eam2M1SJnDDEGkpWgns2MrprZ65PIyVNXjYickpdjDFoFaNUfotqYWo6I2YoVRlJTU8nPzz+vZSM8PJykpKQLPqd+/fqMHz+en3/+ma+++gq73U67du3Yv//iLRHDhw8nODi4YIuKiipOmUVntcItH4PVE7bOgo0/l+jlW0eHEBboTXpWHn9tO1Si1xYRF7boP5C6BfxCIf5Vs6sRMV2p303Ttm1b+vbtS/Pmzbnuuuv44YcfqFy5Mp9//vlFnzN06FDS0tIKtn379pVegWENocOp31BmPQ8nS27WVJvVws1NjTlHpq1RV42IAEd2wfx3jf2ub4FvRXPrEXECxQojoaGh2Gw2kpOTCx1PTk4mIiKiSNfw9PSkRYsWbN++/aLneHt7ExQUVGgrVR2fg0p1ISMZ5g4r0Uuf7qqZuzGZrNySv2tHRFyIwwEzh0BeFtS8FmJ6mV2RiFMoVhjx8vKiVatWJCQkFByz2+0kJCTQtm3bIl0jPz+fdevWERkZWbxKS5OnD/T8yNhfORF2/11il25ZvQJVK/iSmZPPvC0Xv+NIRMqBjT/B9t/A5gXdRxirzIpI8btpBg8ezNixY5k4cSKbNm3iscceIzMzkwEDjKWu+/bty9ChZ9ZVeP311/n111/ZuXMnK1eu5L777mPPnj089NBDJfddlITo9tCyn7E/7RnIzSqRy1osloLp4bVWjUg5lpUGs07dwddhMITWNbceESfiUdwn9O7dm0OHDvHKK6+QlJRE8+bNmT17dsGg1r1792I9a9nro0ePMnDgQJKSkqhYsSKtWrVi4cKFNGrUqOS+i5LS5TXYMgsOb4O/PoAbXiqRy/aIqcLnf+4kYXMymdl5+HsX+20XEVf3+5uQkQQhtc+MUxMRACwORwnfz1oK0tPTCQ4OJi0trfTHj2z4Ef7X37jD5tG/jAGuV8nhcNDp/XnsOXyCj+5uzq3Nq159nSLiOg6shLE3AA64/yeofb3ZFYmUiaJ+fmttmnM1ug3qdTMWrfrlKbBf/fwgFouFnqemh5++Vl01IuWKPR+mPwM4oGkvBRGRC1AYOZfFAt3fB68A2L8UlpfMVPE9mhnjRuZvOUR6Vm6JXFNEXMDSsZC4BnyCoeubZlcj4pQURi4kuBp0fsXY/+01SDtw1ZesHx5I3bAAcvLt/Loh+fJPEBHXl34Qfv+3sR//KgSEmVqOiLNSGLmY1g9B1VjIOW5MhnaVjLtqTnfVaAI0kXJh9ovGz5BqraFlf7OrEXFaCiMXY7WdmireAzZPh42/XPUlT3fV/L0tlaOZOVd9PRFxYlt/NZaYsNigx4fG8hMickH633Ep4Y2h/dPG/sx/wsljV3W52pUDaBQZRJ7dwewNF17LR0TcQM4JmPmcsX/NYxDR1Nx6RJycwsjlXPu8MS9ARhIkvHbVlzvdOqKuGhE39ud7cGwvBFWDTkMvf75IOacwcjlnTxW/fDzsWXRVlzt9i++iHYc5dDz7aqsTEWeTsgkWfmzs3/wueAeYW4+IC1AYKYqaHaHFfcb+tKcg78pDRFSIH82iKmB3wKz1mnNExK3Y7TD9WbDnQf3u0KC72RWJuASFkaLq8gb4V4bUrfD3h1d1qZ4Fa9Woq0bEraz+GvYuAk9/6PaO2dWIuAyFkaLyCznzw+WvD+DQliu+VPdTYWTZ7qMkpp0siepExGyZh2Huy8b+9UOhQpS59Yi4EIWR4mh8B9S9EfJzrmqq+MhgX1pHVwRghqaHF3EPc1+Gk0chvAnEPWp2NSIuRWGkOCwW6D7CaILdtxhWfHnFl+rZzBjIOk1hRMT17f7b6KLBAj1Ggs3T7IpEXIrCSHFViILOp5pif3sV0q8sTHRrEonVAmv2HWPfkRMlV5+IlK28HJg+2Nhv1R+iWptajogrUhi5Em0ehiotITsdZv3zii5ROdCba2pVAmCa5hwRcV0LP4bULcYA9/hhZlcj4pIURq7E6aniLTbYNA02Tb+iy5zuqpm+Rl01Ii7pyE5jgjOArm+Bb0Vz6xFxUQojVyqiKbR/ytifOQSy0ot9iZsaR+BhtbAxMZ0dhzJKuEARKVUOh7FMRF4W1LwOmt5ldkUiLkth5Gpc9wJUrAnHE69oqviK/l50qBsKqHVExOVs+BG2/wY2L2Ngu8VidkUiLkth5Gp4+kLPkcb+si9g75JiX6JHzOm7ag7icDhKsDgRKTVZaTD71JozHZ+D0Drm1iPi4hRGrlatTtC8D+A4NVV8TrGefmPjcLxsVranZLAl+XiplCgiJez3fxuLZ4bUhvbPmF2NiMtTGCkJN/4b/ELh0GZYMLJYTw3y8eS6+pUBddWIuIQDK2HpWGO/xwhjMU0RuSoKIyXBLwRuetvY//M9OLS1WE/vcWp6+OnqqhFxbvl5MP0ZwAFNexktoyJy1RRGSkrTf0CdeGOq+GlPF2uq+PiG4fh4Wtl9+ATrDxT/rhwRKSPLxkHiGvAJhq5vml2NiNtQGCkpBVPF+8HehbBqUpGf6u/tQecG4YDROiIiTij9oDFWBCD+VQgIM7UcEXeiMFKSKtaA618y9n99BY4nFfmpZ7pqEtVVI+KMZr8IOcehWmto2d/sakTcisJISYt7FCKbQ3YazHq+yE+7vkEY/l42Dhw7ycq9x0qtPBG5Alt/hY0/G7Mu9xgJVv3oFClJ+h9V0mweZ6aK3/gzbJ5ZpKf5eNro0khdNSJOJ+cEzHzO2G/7OEQ0MbceETekMFIaIptB20HGfjGmij+9Vs2MtYnk29VVI+IU/nwXju2FoGpw3YtmVyPilhRGSkunoVAxGtIPwO9vFOkpHetWJsjHg5Tj2SzbfaR06xORy0vZBAv/Y+zf/B54B5hbj4ibUhgpLV5+0ONDY3/pWNi37PJP8bDStXEEANPWqKtGxFR2O0x/Fux5UL87NLjZ7IpE3JbCSGmqfQPE3E1xpoo/3VUze30SeflFn6tERErY6q9h7yLw9Idu75hdjYhbUxgpbV3fAr9KkLIRFn502dPb1a5EiL8XhzNzWLTzcBkUKCLnyUyFuS8b+9cPhQpR5tYj4uYURkqbfyXoOtzYn/8epG6/5OkeNivdmqirRsRUc1+Bk0chvCnEPWZ2NSJuT2GkLMT0glrXQ362sa7FZSY16xFzpqsmJ09dNSJlavffRhcNFmPcl83D7IpE3J7CSFmwnPqh5uELu/+CVZMveXqbmiFUDvQmPSuPv7YdKqMiRYS8HGPQKkDsAIhqbW49IuWEwkhZCakJ1/+fsf/rvyAj5aKn2qwWujc9Mz28iJSRhR9B6lbwrwydXzG7GpFyQ2GkLF3zOETEQFYazHrhkqf2bGaEkbkbk8nKzS+L6kTKtyM74c/3jf2uw8G3orn1iJQjCiNlqWCqeCts+AG2zrnoqS2iKlK1gi8Z2XnM23LxVhQRKQEOB8wYAnlZUKsTNP2H2RWJlCsKI2WtSgujhQRg+mDIzrjgaVarhe6nVvKdpq4akdK14UfYkQA2b+g+whjnJSJlRmHEDNf/H1SoDun74fd/X/S0HqfCSMKmZDKz88qqOpHyJSsNZp9ac6bjYKhU29x6RMohhREzePmfmSp+yWjYv+KCpzWtGkyNSn5k5dpJ2KyuGpFS8fu/ISMZKtWBDs+aXY1IuaQwYpY68dC0F+CAX56E/NzzTrFYLAWtI9M1AZpIyTuwwlg7CozuGQ9vc+sRKaeuKIyMGjWK6OhofHx8iIuLY+nSpUV63jfffIPFYuG22267kpd1PzedGrGfsuHMyqDnOL1Wzbwth0jPOj+wiMgVys+Dac8ADojpDbWuM7sikXKr2GFk6tSpDB48mGHDhrFy5UqaNWtG165dSUm5dDfC7t27GTJkCB07drziYt2Of6ixdg3A/Hfg8I7zTqkfHkidsABy8u3M3ZBcxgWKuLFlYyFpLfgEw40XH7slIqWv2GFkxIgRDBw4kAEDBtCoUSNGjx6Nn58f48ePv+hz8vPz6dOnD6+99hq1atW6qoLdTrN7jFsJ87IuOFX82V0109aqq0akRKQfPDN4PP41CAgztx6Rcq5YYSQnJ4cVK1YQHx9/5gJWK/Hx8SxatOiiz3v99dcJCwvjwQcfLNLrZGdnk56eXmhzWwVTxfvArj9h9ZTzTjm9Vs3f21I5mplT1hWKuJ9ZL0BOBlRrAy37mV2NSLlXrDCSmppKfn4+4eHhhY6Hh4eTlJR0wef8/ffffPHFF4wdO7bIrzN8+HCCg4MLtqgoN1++O6QWdDp1a+GvL0FG4fVo6oQF0DAyiDy7gzkbLvw+i0gRbZ0Dm34Bi834RcCqcfwiZivV/4XHjx/n/vvvZ+zYsYSGhhb5eUOHDiUtLa1g27dvXylW6STaPmEsV37y6Jk5D85yenp4ddWIXIWcEzBziLHf9nGIaGJuPSICFDOMhIaGYrPZSE4uPJAyOTmZiIiI887fsWMHu3fvpmfPnnh4eODh4cGkSZP45Zdf8PDwYMeO8wdsAnh7exMUFFRoc3s2T7jlI2Oq+PXfwba5hR7u0dToqlm04zCHjmebUaGI6/vzXTi2F4KjoNNQs6sRkVOKFUa8vLxo1aoVCQkJBcfsdjsJCQm0bdv2vPMbNGjAunXrWL16dcF2yy23cP3117N69Wr3734prqqtIO5RY/+cqeKrV/KjWbVg7A6YtV7Tw4sUW/LGM7fQd3vXmHxQRJxCsbtpBg8ezNixY5k4cSKbNm3iscceIzMzkwEDBgDQt29fhg41fuPw8fGhSZMmhbYKFSoQGBhIkyZN8PLyKtnvxh1c/xIEV4e0vfDHW4UeOj3nyPQ1CiMixWK3w4zBYM+DBj2gwc1mVyQiZyl2GOnduzfvv/8+r7zyCs2bN2f16tXMnj27YFDr3r17SUzUh+UV8w6AHiOM/SWfwYGVBQ/d3NQYN7JszxES006aUZ2Ia1r9FexdBJ7+0O0ds6sRkXNYHI5zJrZwQunp6QQHB5OWllY+xo8AfPegMXYkoikM/MMYUwLcNXohy3Yf5V/dG/JQR83ZInJZmanwSawxOPzGN6HdE2ZXJFJuFPXzW/e0OaubhoNPBUhaB4tGFRw+PefI9LVqfRIpkl9fNoJIeNMzY7JExKkojDirgDDo+qaxP+9tOLITgG5NI7BaYPW+Y+w7csLEAkVcwK6/YM0UwAI9R4LNw+yKROQCFEacWfM+EN0R8k7C9GfB4SAs0IdralUC1Doickl52cb/G4DYAVAt1tx6ROSiFEacmcUCPT8CmzfsnAdrvgHO7qrRBGgiF7XgYzi8DfwrQ+dhZlcjIpegMOLsKtWGTi8Y+3P+DzJTualJBB5WCxsOprPzUMalny9SHh3eAX++Z+x3HQ6+FUwtR0QuTWHEFbR7CsIaw8kjMOf/CPH3on0dY3p9ddWInMPhMKZ8z882VsRu+g+zKxKRy1AYcQU2T7jlY8ACa6fC9t/oEWPMOaKuGpFzbPgBdvxudG92H2F0d4qIU1MYcRXVYiHuEWN/+rPcWDcQL5uVrckZbEk6bm5tIs7i5DGYfWrNmY7PGd2cIuL0FEZcyQ3/gqBqcGwvwUve59p6lQG1jogU+P3fkJEMlepAh2fMrkZEikhhxJV4B0L3D4z9RaO4r8ZRAKatOYgLTKQrUrr2r4Bl44z97iPAw9vcekSkyBRGXE39m6Dx7eCw03HT6/h7Oth9+AQbDqabXZmIefLzYPozgANiekOt68yuSESKQWHEFd30DvgEY0tey+vhfwEwTV01Up4tHQNJa8En2Fh/RkRcisKIKwoMhy5vAHDr0YlUs6QwfU2iumqkfEo7AH+cCiDxr0FAZXPrEZFiUxhxVS37Qo0OeOSf5B2v8Rw4doJV+46ZXZVI2Zv9AuRkQLU20LKf2dWIyBVQGHFVZ00V396yllutC5i2Rl01Us5smQ2bpoHFBj0+BKt+pIm4Iv3PdWWhdeC6fwLwiudkFqzdgt2urhopJ3IyYabx75+2gyCiibn1iMgVUxhxde2exl65IZUsx3kkazzLdh8xuyKRsjH/XUjbC8FR0OlFs6sRkaugMOLqPLyw3vIf7Fi40/YXGxf8bHZFIqUveSMs+sTYv/k98PI3tx4RuSoKI+4gqjWJ9e4DoMuOt8nL0kq+4sbsdpj+LNjzoEEPqN/N7IpE5CopjLiJsNv+TTIhVCOZxF9eM7sckdKzajLsWwye/tDtHbOrEZESoDDiJjz9KjAn+nkAqmz8AhLXmFyRSCnITIW5rxj71/8fBFcztx4RKREKI26kTse7mJHfBhv52H95Cuz5ZpckUrJ+/RdkHYPwphD3qNnViEgJURhxI3E1K/Ef74dJd/hhTVwNS0abXZJIydn1J6z5L2CBniPB5mF2RSJSQhRG3IjNauGamEYMz7vHOPD7v+HoHnOLEikJedkwfbCxH/sAVIs1tx4RKVEKI26mZ7NIvsm/nuWOhpB7AmYMBq1ZI65uwcdweBv4h0HnV8yuRkRKmMKIm2kRVZHIYD9eyHkAu9UTtv8G6783uyyRK3d4B/z5nrF/03DwrWBqOSJS8hRG3IzVaqF7TCQ7HFWZWbGPcXDWC3BCM7OKC3I4YOYQyM+GWp2gyZ1mVyQipUBhxA31bFYFgP9L6YI9tD6cSIVfXza5KpErsP572PE72Lyh+whjgUgRcTsKI26oadVgqof4kZ5rYWGjU/3rq7+CnfPNLUykOE4egzn/Z+x3fA4q1Ta1HBEpPQojbshisdAjJhKASfsjIPZB44FpT0PuSRMrEymG39+AjGSoVAc6PGN2NSJSihRG3NTprpp5Ww9xvMNLEBgJR3cZK52KOLv9K2DZF8Z+jw/Bw9vcekSkVCmMuKkGEYHUruxPTp6duTtPws3vGw8s/BiS1ptbnMil5OfB9KcBB8TcDTWvNbsiESllCiNuymKxFLSOTFtzEBr2MFY4tefBL09qqnhxXkvHQNI68KkAN/7b7GpEpAwojLixHjFGGPlrWyrHTuQYrSPeQXBwpfEDX8TZpB2AP9409ru8BgGVza1HRMqEwogbqxMWQIOIQPLsDmavT4KgSIh/1Xgw4Q04ts/U+kTOM/sFyMmAqDho0dfsakSkjCiMuLnTXTXT1yYaB1oNgKhrIDcTZjynqeLFeWyZDZumgcVmDFq16seTSHmh/+1urueprpqFO1JJzcg2fsD3/AisnrBtDmz4weQKRYCcTJj5T2O/7SAIb2xuPSJSphRG3Fz1Sn40qxaM3QGz1p1qHQlrYEwiBcZU8SePmlegCMD8dyBtLwRHQacXza5GRMqYwkg5cHog67TTXTUAHQdDaD3IPKSp4sVcyRtg0Shj/+b3wMvf3HpEpMwpjJQD3U/Nxrps9xGS0rKMgx7e0PNjY3/VZNj1l0nVSbmWmwXTBxu3nDfoAfW7mV2RiJhAYaQcqFLBl9gaFXE4YMa6s1pHarQ1BrTCqanis8wpUMqf5I1GF+EH9WHfYvAKgG7vmF2ViJhEYaScOL1WzfS1Bws/EP8qBETAkR3w53tlX5iUH9kZsHISjO0Mn7WFJaMh65gxTuSOMRBczewKRcQkVxRGRo0aRXR0ND4+PsTFxbF06dKLnvvDDz8QGxtLhQoV8Pf3p3nz5kyePPmKC5Yrc3NMJFYLrNp7jH1HTpx5wLcC3HxqvZoFI43+e5GS4nAY68z88pTRCvLLk3BgOVg9oOEt0Od7eHoNNOhudqUiYqJih5GpU6cyePBghg0bxsqVK2nWrBldu3YlJSXlgueHhITw0ksvsWjRItauXcuAAQMYMGAAc+bMueripejCAn2Iq1kJOKerBowPhfrdT00V/5Smiperd/IoLBkDozvAuBtg5URjMrOQ2hD/GgzeBL0nQ914sNrMrlZETGZxOIo361VcXBytW7fmk08+AcButxMVFcWTTz7Jiy8W7Za8li1b0r17d954440LPp6dnU12dnbB1+np6URFRZGWlkZQUFBxypWzfL1kDy/9uJ7GVYKY8VTHwg+mHYBRcZBzHLq9B3EPm1OkuC6HA/YsMLpiNv4MeafGINm8ofFt0LIv1GgPFoupZYpI2UlPTyc4OPiyn9/FahnJyclhxYoVxMfHn7mA1Up8fDyLFi267PMdDgcJCQls2bKFa6+9+Eqcw4cPJzg4uGCLiooqTplyEd2aRGKzWthwMJ1dqZmFHwyuCvHDjP2E1yBtf9kXKK4p4xAs+Ag+iYUJ3WHtVCOIhDWGbu/CkC3GmJDoDgoiInJBxQojqamp5OfnEx4eXuh4eHg4SUlJF31eWloaAQEBeHl50b17d/7zn//QpUuXi54/dOhQ0tLSCrZ9+7SGSkkI8feifZ1QAKavOXj+CbEPQrU2RnP6jCGaKl4uzp4P23+DqffDiAYw9xU4vN24K6ZlP3jod3hsAcQ9Ar4Vza5WRJycR1m8SGBgIKtXryYjI4OEhAQGDx5MrVq16NSp0wXP9/b2xtvbuyxKK3d6xkTy59ZDTFt7kCc71y38oNUKt3wMozvC1llGU3vj20ypU5xU2n5Y9bUxN03aWb8kVI01umGa3AHegebVJyIuqVhhJDQ0FJvNRnJycqHjycnJREREXPR5VquVOnXqANC8eXM2bdrE8OHDLxpGpPTc2DiCl35cz9bkDLYkHad+xDkfHGENocMzxm2+s56HWtfpN9vyLj8Xts4xBqFu/w0cduO4TzDE3G2EkIgm5tYoIi6tWN00Xl5etGrVioSEhIJjdrudhIQE2rZtW+Tr2O32QgNUpewE+3pybb1TXTXnzjlyWschUKkuZCTD3GFlWJ04lcM74LdX4cPGMLUPbPvVCCLRHeGOsfDcFuO2cAUREblKxe6mGTx4MP369SM2NpY2bdowcuRIMjMzGTDAmMmzb9++VK1aleHDhwPGYNTY2Fhq165NdnY2M2fOZPLkyXz22Wcl+51IkfVsVoXfNqUwfW0ig7vUw3LuoEJPH+g50hiMuHIixPSG6Pam1CplLDcLNk+HFRNg91lLBPhXhub3GuNBKtU2rTwRcU/FDiO9e/fm0KFDvPLKKyQlJdG8eXNmz55dMKh17969WK1nGlwyMzN5/PHH2b9/P76+vjRo0ICvvvqK3r17l9x3IcXSuWE43h5WdqVmsuFgOk2qBp9/UnQHo/l95SRjqvhH/zZCirin5I3G3/Xab85axdkCdeKNfwf1u4HN09QSRcR9FXueETMU9T5lKbrHv17BzHVJPHJdLYZ2a3jhk04ehU/aQGYKXPs83PBS2RYppSs7Azb8aLR+7V925nhQNWhxn7FV0G31InLlSmWeEXEfPWKqADB9TSIXzaO+Fc9MFf/3h5CyqYyqk1LjcMCBFUZr1wcN4JcnjCBi9TBWze3zHTyzFq4fqiAiImWmTG7tFedzff0w/LxsHDh2klX7jtGy+kXumGl0G9S7CbbONqaKHzALbPpn43JOHoN1/4MVEyF53ZnjIbWMbphm90Jg+EWfLiJSmvSpUk75etno0iicn1cfZPqaxIuHEYsFun8Au/+G/UtheFUIbwwRTSEiBiKbQVgj8PIr229ALs/hgD0LT03P/lPh6dkb3WIMRtWsqCLiBBRGyrEeMVX4efVBZqw7yL+6N8RqvciHUnA1YzK0ac9AdrrRzH9gxZnHLVYIrWeEk4imEBlj7PuFlMn3IefIOARr/muEkMPbzhwPa2QEkJhe+rsREaeiMFKOXVsvlEAfD5LTs1m2+whxtSpd/OQmdxpdNkd2QdIaSFwLSWuNP0+kwqHNxrbu2zPPCY461XoSc6YlJbiafhMvDXY77PzdCCCbZ4I91zju6W/MitqqP1RtpfdeRJySwkg55u1ho2vjCL5bsZ/paxMvHUbAWOo9tI6xNbnTOOZwwPFESFp3KqCcCirH9hjThaftgy0zzlzDN+Ss1pNmxn5oXS0jf6XSDsDqr2HlZEjbe+Z4lZbQqp/x96Tp2UXEyenW3nJu3pYU+n+5jEr+Xiz5v8542EroBquTx4yAkrTuTAvKoc3gyD//XA9fYxzK6e6dyBijS8HTt2RqcTcF07NPgu1zz5mevfep6dmbmlujiAhF//xWy0g5175OKBX9PDmcmcPinUfoUDe0ZC7sWwFqdjS203KzIGWjEU5Ot6Qkr4fcE3BgubGdZrEZ41DODigRTcv3OjlHdhoBZPUUY6r+02q0N8aCNLpFAU5EXJLCSDnnabNyU5NI/rt0L9PXHiy5MHLBF/OBqi2N7TR7vrEGStJaSFxzpiXlxGE4tMnY1k49c35w9XMCSgwEVXHfsRCnp2dfORF2/XnmuF/omenZQ+uYV5+ISAlQN42wcEcq945dQrCvJ8teisfLw+S58BwOSD94pnsn6dR2bO+Fz/erVPhW44gYY/0UVx6HkrLJaAVZ89/C07PXvsEYC1KvG3h4mVqiiMjlqJtGiiyuZiUqB3pz6Hg2C7ancn2DMHMLslgguKqx1e925vjJo2cNlD0VVFK3Gq0oO+cZ22mefhDepPCdPGGNnHt9nZxMWP+DEUL2Lz1zPKjqWdOzVzevPhGRUqIwItisFm5uEsHERXuYtuag+WHkYnwrQs1rje203JPGOJSzA0ryBmMcyv6lhT/UrR4QWr9wN094E2N8i1kcDji4yggg676DnOPGcYvNCGIt+0Gdzq7dyiMichkKIwJAz2ZVmLhoD79uTCYrNx8fTxf58PP0NebPqNrqzDF7PqRuOzX+5Kw5UU4ehZQNxrbmv2fOr1DjzK3Gp4NKYETpjkM5PT37yolGnadVrGncDdO8j6ZnF5FyQ2FEAGhZvSKRwT4kpmUxf+shujaOMLukK2e1QVgDY4u5yzjmcEDa/sJ38iStNeZBObbH2DZNO3MNv9BzBso2M9ZxsV7FeBqHA/YuMlpBNvwEeSeN4zYvaHiLMRakRoerew0RERekMCIAWK0WesREMvavXUxbc9C1w8iFWCzGKrQVoqBB9zPHTxw5a6DsqTt5Urcas8ru+N3YTvP0h4gmhe/kCWsIHt6Xfu3MVON23HOnZ6/c0AggMb01PbuIlGsKI1KgR0wVxv61i4RNKZzIycPPqxz88/ALgVqdjO20nBOnxqGsOdOSkrwBcjNh3xJjO83qYYSKs9fkiWgKXgGw849T07PPOGt6dj9jevaW/aFarPvekiwiUgzl4NNGiiqmWjDVQ/zYe+QECZtS6NmsitklmcPLzwgK1WLPHMvPM1o1CgbKnpoTJesYJK8ztjVTzpzvEwxZaWe+rtLCGIza5E7w0e3pIiJnUxiRAhaL0VXz6bwdTF97sPyGkQuxeRhdMmENoVlv45jDYYw5OftOnqS1kH7ACCLewcYKuS37Gq0mIiJyQQojUkiPmCp8Om8Hf2w5xPGsXAJ9PM0uyXlZLMa8HxWqQ8MeZ45nHoaju43g4uVnWnkiIq5Cw/alkIaRgdSu7E9Onp25G5Mv/wQ5n38lqNZKQUREpIgURqQQo6vG6J6ZvjbR5GpERKQ8UBiR8/RsFgnAn1sPcexEjsnViIiIu1MYkfPUCQukQUQgeXYHczYkmV2OiIi4OYURuaDTd9Koq0ZEREqbwohcUI8Yo6tmwfZUUjOyTa5GRETcmcKIXFCNSv7EVAvG7oBZ69VVIyIipUdhRC7qdOvItDUHTa5ERETcmcKIXFT3U7f4Ltt9hOT0LJOrERERd6UwIhdVtYIvrWpUxOGAGRrIKiIipURhRC6p5+mumrXqqhERkdKhMCKXdHPTSCwWWLX3GPuOnDC7HBERcUMKI3JJYUE+xNUMAWDGOnXViIhIyVMYkcs6MwGaumpERKTkKYzIZXVrEonNamH9gXR2pWaaXY6IiLgZhRG5rBB/L9rXCQXg1V82kJtvN7kiERFxJwojUiTPdamHj6eV+VsP8cL3a3E4HGaXJCIibkJhRIqkWVQFRt3bEpvVwg8rD/D27M1mlyQiIm5CYUSKrHPDcIbf0RSAz+fvZNxfO02uSERE3IHCiBRLr9gonr+pPgD/nrGJn1cfMLkicWXHs3J5f84Wfl59gHy7uv5EyisPswsQ1/PYdbVJSc9mwsLdDPnfGkL8vehYt7LZZYmLOZGTxwMTlrFs91EAPk7YxlOd69Ijpgo2q8Xk6kSkLKllRIrNYrHwSo9G9IiJJDffwaOTV7B2/zGzyxIXkpWbz8BJy1m2+yiB3h5U8PNkx6FMnv5mNV1H/sm0NQexq6VEpNy4ojAyatQooqOj8fHxIS4ujqVLl1703LFjx9KxY0cqVqxIxYoViY+Pv+T54hqsVgsf9GpG+zqVyMzJZ8CXyzQHiRRJTp6dx79eyYLth/H3sjHxwTb89fz1PNelHkE+HmxPyeDJ/66i20d/MXNdokKJSDlQ7DAydepUBg8ezLBhw1i5ciXNmjWja9eupKSkXPD8efPmcc899/DHH3+waNEioqKiuPHGGzlwQGMNXJ23h43R97WicZUgDmfm0Hf8ElKOZ5ldljixvHw7z0xdxe+bU/D2sPJF/9a0rF6RQB9Pnuxcl79fvIFn4+sR6OPBluTjPP71Sm7++C9mr1coEXFnFkcxJ4yIi4ujdevWfPLJJwDY7XaioqJ48sknefHFFy/7/Pz8fCpWrMgnn3xC3759i/Sa6enpBAcHk5aWRlBQUHHKlTJw6Hg2d362kL1HTtAoMoipj1xDoI+n2WWJk7HbHQz53xp+WHUAL5uVsf1iua7ehccapZ3M5Yu/d/Hl37s4np0HQKPIIJ6Jr0uXRuFYLBpTIuIKivr5XayWkZycHFasWEF8fPyZC1itxMfHs2jRoiJd48SJE+Tm5hISEnLRc7Kzs0lPTy+0ifOqHOjNpAfaEBrgxcbEdB6ZvILsvHyzyxIn4nA4eOmn9fyw6gA2q4VP7m1x0SACEOzryeAu9fjrhet58oY6BHh7sDExnYcnr6DnJ3/z28ZkTbwn4kaKFUZSU1PJz88nPDy80PHw8HCSkpKKdI0XXniBKlWqFAo05xo+fDjBwcEFW1RUVHHKFBNEh/ozYUAb/L1sLNxxmMFT1+hWTQGMIPL69I38d+leLBb4sHdzbmwcUaTnVvDz4rkb6/PX89fzeKfa+HnZWH8gnYcmLefWUQv4Y3OKQomIGyjTu2nefvttvvnmG3788Ud8fHwuet7QoUNJS0sr2Pbt21eGVcqValI1mM/vj8XTZmHGukRen7ZBHxTC+79u4csFuwF4584Ybjm1CnRxVPT34vmbGvD3Czfw6HW18fW0sXZ/GgMmLOP2Txcyb4tCiYgrK1YYCQ0NxWazkZycXOh4cnIyERGX/k3n/fff5+233+bXX38lJibmkud6e3sTFBRUaBPX0KFuKB/0ag7AxEV7+HTeDnMLElN98vs2Rv1h/Bt449bG9Iq9ulbOEH8vXuzWgL9euJ6Hr62Fj6eV1fuO0f/LZdz52UL+2nZIoUTEBRUrjHh5edGqVSsSEhIKjtntdhISEmjbtu1Fn/fuu+/yxhtvMHv2bGJjY6+8WnEJtzSrwis9GgHw3pwtTF221+SKxAxf/L2L93/dCsD/3dyA+9tGl9i1QwO8+b+bG/LX8zfwUIeaeHtYWbn3GPd/sZS7Ri9iwfZUhRIRF1Lsu2mmTp1Kv379+Pzzz2nTpg0jR47k22+/ZfPmzYSHh9O3b1+qVq3K8OHDAXjnnXd45ZVXmDJlCu3bty+4TkBAAAEBAUV6Td1N45remb2Zz+btwGqBMffHEt8o/PJPErfw9ZI9vPTjegCeja/H0/F1S/X1UtKz+Gz+Dr5especPDsAbWqG8Gx8PdrWrlSqry0iF1fUz+9ihxGATz75hPfee4+kpCSaN2/Oxx9/TFxcHACdOnUiOjqaCRMmABAdHc2ePXvOu8awYcN49dVXS/SbEeficDj453dr+W7Ffrw9rEwZGEerGhe/i0rcww8r9/Pc/9bgcMAj19XixZsalNmtuMnpWXw2bwdTluwlJ98IJdfUMkJJXC2FEpGyVqphpKwpjLiu3Hw7D09azh9bDhHs68n/Hm1LvfBAs8uSUjJjbSJP/ncldgf0a1uDV29pbMqcIIlpJ/n0jx1MXbavIJS0r1OJZ+PrERutQCxSVhRGxGmcyMmjz7glrNp7jMhgH75/rB1VKviaXZaUsIRNyTwyeQV5dge9Yqvx9h0xWE1e8O7gsZOM+mM73y7fR26+8aOuY91QnomvR6saFU2tTaQ8UBgRp3I0M4d/jF7IjkOZ1A0L4H+PtqWCn5fZZUkJ+XtbKg9MWEZOvp1bmlXhw97NnWrl3f1HTzDqj+38b/l+8k7Nf3Ndvco826UezaMqmFuciBtTGBGnc+DYSe78dCFJ6Vm0qlGRrx6Mw9fLZnZZcpWW7jpCv/FLOZmbT9fG4Xxyb0s8bc65IPi+Iyf45PftfLdyf8GkfNfXN0JJTLUK5hYn4oYURsQpbUk6zl2jF5KelUd8wzBG39cKDyf94JLLW73vGPeNW0JGdh7X1avMmL6t8PZw/oC553Am//l9Oz+uOlAQSuIbhvFMfD2aVA02uToR96EwIk5r6a4j3PfFEnLy7PSOjeLtO5tq4TMXtPFgOveMXUzayVza1qrElwNa4+Pp/EHkbLtTM/n49238tOoAp1cv6NIonGfi69K4ikKJyNVSGBGnNmdDEo99tQK7A564vg5DutY3uyQphu0px+n9+WIOZ+bQsnoFJj8Yh7+3h9llXbEdhzL4T8I2fl5zkNM/EW9qHMEzXerSIEI/c0SulMKIOL3/Lt3L0B/WAfDaLY3p1y7a3IKkSPYczuSu0YtIOZ5Nk6pBfP3QNQT7eppdVonYnpLBxwnbmLb2TCi5uWkET3euR/0I3ZIuUlwKI+ISPk7Yxoi5W7FY4D/3tKBHTPEXUZOyc+DYSXqNXsSBYyepFx7ANw+3JcTf/e6K2pp8nI8StjFjbSIAFgt0bxrJM/F1qROmUCJSVAoj4hIcDgev/LyByYv34GWzMuGB1rSrHWp2WXIBKelZ9Pp8EbsPn6BmqD9TH7mGsMCLr77tDjYnpfPRb9uYtT4JMELJLc2q8FTnutSuXLTlLETKM4URcRn5dgdPTFnJrPVJBHh78M3D1+iOBidzOCObu8csZltKBtUq+vLtI23L1cR1Gw+m81HCVuZsMFYst1rg1uZVeapzXWqG+ptcnYjzUhgRl5KVm0+/8UtZsusIoQHe/PBYO6pX8jO7LAHSTuRyz9jFbExMJyLIh28faVtu/27WH0hj5G/b+G3TmVBye4tqPNW5DjUqKZSInEthRFxOelYuvUYvYnPScaIr+fHdY+0IDfA2u6xyLSM7j/vGLWH1vmOEBnjxzcNtqROm7ol1+9MY+dtWEjanAGCzWrijRVWevKFuuQ1qIheiMCIuKTk9izs+XciBYyeJqRbMlIHXEODCt4y6spM5+fT/0mitCvb15JuHr6FhpP7/nW31vmOM/G0r87YcAsDDauEfraox6Po6RIUolIgojIjL2nkog3+MXsSRzBw61g3li36t8fLQLK1lKTsvn4cmLuevbakEenvw9cA4TZd+CSv3HmXkb9v4c+uZUHJXbBRP3FCHquVobI3IuRRGxKWt3neMe8Ys5mRuPrc2r8KHvZqbvgJseZGbb+fxr1cyd2Myvp42Jj/YhtjoELPLcgkr9hzhw7nb+Ht7KgCeNgu9W0cx6Po6RAYrlEj5ozAiLm/elhQemricPLuDBzvU5F/dG2ra+FKWb3fw9DermL42ES8PK1/2b037OrrVuriW7T7Ch3O3snDHYQC8bFbubhPF453qEBHs3rdDi5xNYUTcwo+r9vPs1DUADO3WgEeuq21yRe7Lbnfw/Pdr+W7FfjxtFsbcH8v1DcLMLsulLd55mA/nbmXJriMAeHlYubdNdR7rVJvwIIUScX8KI+I2xvy5g7dmbgbgg7uacWeraiZX5H7OnnzOaoFR97akW9NIs8tyGwt3pDJy7jaW7jZCibeHlT5xNXi0Uy23nzhOyjeFEXErb87YyNi/dmGzWhjXL5br6+s39pLicDgYPmszY/7cicUCI3o14/YWCnwlzeFwsGD7YT78bSsr9hwFwMfTyn1xNXjkutpUDtRt7OJ+FEbErdjtDgZ/u5qfVh/E19PGlIFxtKhe0eyy3MKHc7fyUcI2AIbf0ZR72lQ3uSL35nA4+GtbKh/+tpVVe48B4Otpo2/bGjx8bS0qaW4dcSMKI+J2cvLsPDhxGX9tS6WinyffPdZO64NcpdHzd/D2LKML7JUejXigQ02TKyo/HA4H87YeYuTcrazZnwaAn5eNvm2jefjaWm65AKGUPwoj4pYys/O4d+xi1uxPo2oFX354vJ0GAl6hiQt3M+yXDQA8f1N9Hu9Ux+SKyieHw8EfW1L4cO421h0wQom/l43+7aMZ2LEWFfwUSsR1KYyI2zqckc0/Ri9iV2omDSICmfpIW4J9Pc0uy6VMXbaXF75fB8CTN9ThuRvrm1yROBwOftuUwsjftrLhYDoAAd4eDGgfzUMdahHsp3/j4noURsSt7Ttygjs+W8ih49m0qRnCpAfa4ONpM7ssl/Dz6gM8M3U1Dgc81KEmL2n+FqficDj4dWMyI3/bxqZEI5QEenvwQIeaPNChpoK3uBSFEXF7Gw+m0/vzRRzPzuOmxhGM6tMSm2ZpvaTZ65MYNGUl+XYHfeKq8+/bmiiIOCm73cGcDUmM/G0bW5KPAxDk48HgLvXo315je8Q1FPXzWwt+iMtqVCWIMX1j8bJZmb0hiZd/Xo8LZGvT/LElhSf/awSRO1pW5Y1bFUScmdVqoVvTSGY93ZFR97akblgA6Vl5vDptIyN+3aJ/6+JWFEbEpbWtXYmRdzfHYoEpS/YW3KIqhS3ckcqjk1eQm++ge0wk794Zo7V+XITVaqF7TCSzn7mWf3Y1xvZ8/Pt23p69WYFE3IbCiLi8m5tG8votjQEY+ds2vl6yx+SKnMuKPUd4aOJysvPsxDcMY2Tv5njY9F/f1disFgZdX4dXejQC4PP5O3l9+kYFEnEL+okkbuH+ttE8dYNxa+rLP61n9vokkytyDuv2p9F//DJO5OTTsW4on9zbEk8FEZf2QIea/Pu2JgB8uWA3//ppPXa7Aom4Nv1UErfxbJd63NMmCrsDnvpmFUt2Hja7JFNtSTrO/eOXcDw7jzbRIYy5P1Z3HLmJ+66pwbt3xmCxwNdL9vLiD2vJVyARF6YwIm7DYrHwxq1NiG8YTk6enYcmLWdzUrrZZZli56EM+oxbwrETuTSLqsAX/WPx9VIQcSe9WkcxolczrBb4dvl+hvxvDXn5drPLErkiCiPiVjxsVj65twWtoytyPCuPfuOXsv/oCbPLKlP7jpygz7glpGZk0ygyiEkD2hDoo7kp3NHtLarx8T0tsFkt/LjqAE9PXU2uAom4IIURcTs+njbG9W1NvfAAktOz6Tt+KUcyc8wuq0wkpp3k3nGLSUzLok5YAJMfbKOZO91cj5gqfNqnJZ42CzPWJvLElJXk5CmQiGtRGBG3FOznycQH2lAl2IedhzJ5YMIyTuTkmV1WqTp0PJs+Y5ew78hJalTy4+uH4rQCbDnRtXEEn9/fCi8PK3M2JPPoVyvIys03uyyRIlMYEbcVGezLpAfbUMHPk9X7jvH41yvdtgn7aGYO93+xhJ2pmVQJ9uHrh+K0gGA5c0ODcMb1jcXbw8rvm1MYOGk5J3MUSMQ1KIyIW6sTFsgX/Vrj42ll3pZDvPD9WreblyE9K5e+45eyOek4YYHeTBl4DdUq+pldlpjg2nqV+XJAa3w9bfy1LZUBE5aSme3eLYLiHhRGxO21qlGRUfca69b8sPIAb8/ebHZJJSYzO48BXy5j3YE0Qvy9+PqhOKJD/c0uS0zUrnYokx5sQ4C3B4t3HqHf+KUcz8o1uyyRS1IYkXKhc8Nwht/RFDBmrvzi710mV3T1snLzGThpOSv2HCXIx4NJD7Shbnig2WWJE2gdHcLkB9sQ6OPB8j1Huf+LpaSdVCAR56UwIuVGr9iogrU93pi+kZ9XHzC5oiuXk2fnsa9WsHDHYfy9bEx8oA1NqgabXZY4kRbVK/LfgdcUjJnqM24xR8vJXWXiehRGpFx5vFNt+reLBmDI/9bw17ZD5hZ0BfLy7Tz131X8seUQPp5WxvdvTYvqFc0uS5xQk6rB/HfgNVTy92L9gXTuGbuY1Ixss8sSOY/CiJQrFouFV3o0okdMJLn5Dh6dvIJ1+9PMLqvI8u0OhvxvDbM3JOFlszLm/ljialUyuyxxYg0jg/jm4WuoHOjN5qTj3DNmMSnpWWaXJVKIwoiUO1arhQ96NaN9nUpk5uTT/8ul7ErNNLusy3I4HLz04zp+Wn0QD6uFUX1acm29ymaXJS6gbnggUx++hoggH7alZHD3mMUkpSmQiPO4ojAyatQooqOj8fHxIS4ujqVLl1703A0bNnDnnXcSHR2NxWJh5MiRV1qrSInx9rAx+r5WNK4SxOHMHPqOX0LKcef94exwOHht2ka+WbYPqwU+7N2cLo3CzS5LXEitygFMfeQaqlbwZWdqJr0+X1TulkoQ51XsMDJ16lQGDx7MsGHDWLlyJc2aNaNr166kpKRc8PwTJ05Qq1Yt3n77bSIiIq66YJGSEujjyYQBbage4se+IyfpP36ZU94C6XA4eHfOFiYs3A3Au/9oRs9mVcwtSlxSjUr+TH3kGqqH+LH3yAl6f76YPYedv1VQ3F+xw8iIESMYOHAgAwYMoFGjRowePRo/Pz/Gjx9/wfNbt27Ne++9x9133423t6amFudSOdCbSQ+0ITTAi42J6TwyeQXZec41a+Unv2/ns3k7AHjjtib8o1U1kysSV1atoh/fPtKWWqH+HDh2kt6fL2bHoQyzy5JyrlhhJCcnhxUrVhAfH3/mAlYr8fHxLFq0qMSKys7OJj09vdAmUlqiQ/2ZMKAN/l42Fu44zOBv12C3O8csreP+2skHc7cC8K/uDbn/mhomVyTuICLYh28euYa6YQEkpWfR+/PFbEs+bnZZUo4VK4ykpqaSn59PeHjhvurw8HCSkpJKrKjhw4cTHBxcsEVFRZXYtUUupEnVYD6/P7Zg5dPXpm0wfdr4yYv38O8ZmwAY3KUeD3WsZWo94l7CAn345uFraBARSGpGNnePWcymRP3iJ+Zwyrtphg4dSlpaWsG2b98+s0uScqBD3VA+6NUcgImL9vDpqa4RM3y3Yj8v/7QegMc61ebJG+qYVou4r0oB3vx34DU0qWoM5L5n7GLWH3CdW93FfRQrjISGhmKz2UhOTi50PDk5uUQHp3p7exMUFFRoEykLtzSrwis9GgHw3pwtfLus7IPw9LUHef67NQD0bxfN813rY7FYyrwOKR8q+nvx9UPX0DyqAsdO5HLP2MWs2nvU7LKknClWGPHy8qJVq1YkJCQUHLPb7SQkJNC2bdsSL07EDA90qMljnWoDMPTHdfy2Mfkyzyg5czcm88w3q7E74O7WUbzSo5GCiJS6YF9PJj/YhtbRFTmelcf9Xyxl2e4jZpcl5Uixu2kGDx7M2LFjmThxIps2beKxxx4jMzOTAQMGANC3b1+GDh1acH5OTg6rV69m9erV5OTkcODAAVavXs327dtL7rsQKWHPd63PP1pVI9/uYNCUlazYU/o/mP/ceohBX68kz+7gtuZVePP2plitCiJSNgJ9PJn4QBva1qpERnYe/cYvZeGOVLPLknLC4riCUXqffPIJ7733HklJSTRv3pyPP/6YuLg4ADp16kR0dDQTJkwAYPfu3dSsWfO8a1x33XXMmzevSK+Xnp5OcHAwaWlp6rKRMpObb+fhScv5Y8shgn09+e7RtqW2Ku6SnYfp9+VSsnLt3NQ4gk/ubYGHzSmHdImbO5mTz8OTl/PXtlS8PayM7RurmX7lihX18/uKwkhZUxgRs5zIyaPPuCWs2nuMyGAfvn+sHVUq+Jboa6zae5T7xi0hMyef6+tX5vP7Y/HyUBAR82Tl5vP41yv5fXMKXjYro+9vyQ0NNOOvFF9RP7/1E0/kEvy8PBjfrzW1K/uTmJZFv/FLOXai5JZh33AwjX7jl5KZk0+72pX47L5WCiJiOh9PY7mEro3Dycm388jkFcxeX3LTN4icSz/1RC6jor8Xkx6MIzzIm20pGTw0cTknc65+ltZtyce5/4ulpGfl0apGRcb2jcXH01YCFYtcPS8PK5/c27JghetBU1Yyfe1Bs8sSN6UwIlIEVSv4MumBOIJ8PFi+5yhP/nclefn2K77e7tRM+oxbwpHMHJpWDebLAa3x9/YowYpFrp6nzcrI3s25o0VV8u0OnvrvKn5ctd/sssQNKYyIFFH9iEDG9WuNl4eV3zal8NKP669oltb9R0/QZ9wSUo5nUz88kEkPtCHIx7MUKha5eh42K+/d1YzesVHYHTD42zWmzL8j7k1hRKQY2tQM4T/3tMBqganL9zHi1LoxRZWcnkWfcUs4cOwktUL9+eqhOCr6e5VStSIlw2a1MPyOptx3TXUcDnj++7V8tXiP2WWJG1EYESmmro0jePP2pgD85/ftTFy4u0jPO5yRTZ9xS9hz+ARRIb58PTCOyoFayVpcg9Vq4Y1bm/BAe2Oqhn/9tJ7xf+8yuSpxFwojIlfgnjbVeTa+HgCvTtvAjLWJlzw/7UQu932xlO0pGUQE+TDloWuIDC7ZW4RFSpvFYuHlHg159DpjhuLXp29k9Hzz1nAS96EwInKFnupcp6DZ+tmpqy86W+XxrFz6frmUTYnphAZ4M2VgHFEhfmVcrUjJsFgsvHBTfZ7qXBeAt2dt5uOEbSZXJa7ObYbv2+12cnJKbv4HMZeXlxdWq3NnZYvFwmu3NOFwRg6z1ifx8KQVTH3kGhpXCS4452ROPg9OWM6afceo4OfJ1w/FUatygIlVi1w9i8XC4C718LJZeP/XrYyYu5XcfDuDu9TTWkpyRdwijOTk5LBr1y7s9iu/1VKci9VqpWbNmnh5OffgTpvVwoe9m3MkcylLdh2h/5fL+P7RdlSv5EdWrjGt9tLdRwj09mDyA3HUjyid6eRFzPDEDXXx8rDy1szN/Of37eTk2XmxWwMFEik2l58O3uFwsHfvXnJzc6lSpYrT/zYtl2e32zl48CCenp5Ur17dJX6wpWfl0mv0IjYnHSe6kh/fPNyWf/20jt82peDnZWPyg21oVSPE7DJFSsWEBbt4ddpGAAa0j9Zq01KgqNPBu3zLSF5eHidOnKBKlSr4+akf3l1UrlyZgwcPkpeXh6en88/BEXRqxdM7Pl3I7sMnuOGDeZzIycfbw8q4vrEKIuLW+reviZeHjf/7cR1fLthNTp6dN25tolWnpchcvhkhP9+YltvZm/OleE7/fZ7++3UF4UE+TH6wDSH+XpzIycfTZmH0/a1oVyfU7NJESt29cdV59x8xWCzw9ZK9vPjDWvLtTt/wLk7C5cPIaWoSdC+u+vdZq3IAkx5oQ5dG4YzpG8v19cPMLkmkzPSKjeLDXs2xWuDb5fsZ8r81V7VsgpQfLt9NI+JsmlQNZmzfWLPLEDHFbS2q4mmz8vQ3q/hx1QFy8uyMvLs5nja3+d1XSoH+dbiB6OhoRo4caXYZIiIAdI+J5NM+LfG0WZixLpFBX68kO891ulyl7CmMmKRTp04888wzJXKtZcuW8fDDD5fItURESsKNjSMYc38sXh5Wft2YzKOTV5CVq0AiF6Yw4qQcDgd5eXlFOrdy5cq6k0hEnM71DcIY3681Pp5W/thyiIGTlnMyR4FEzqcwYoL+/fszf/58PvroIywWCxaLhQkTJmCxWJg1axatWrXC29ubv//+mx07dnDrrbcSHh5OQEAArVu35rfffit0vXO7aSwWC+PGjeP222/Hz8+PunXr8ssvv5TxdykiAh3qhjJhQBv8vGz8tS2VAROWkpldtF+0pPxwuzDicDg4kZNnylbU+eM++ugj2rZty8CBA0lMTCQxMZGoqCgAXnzxRd5++202bdpETEwMGRkZ3HzzzSQkJLBq1Spuuukmevbsyd69ey/5Gq+99hq9evVi7dq13HzzzfTp04cjR45c9fsrIlJc19SqxKQH2hDg7cHinUfoN34px7NyzS5LnIjb3U1zMjefRq/MMeW1N77eFT+vy7+lwcHBeHl54efnR0REBACbN28G4PXXX6dLly4F54aEhNCsWbOCr9944w1+/PFHfvnlF5544omLvkb//v255557AHjrrbf4+OOPWbp0KTfddNMVfW8iIlcjNjqErx6Ko+8XS1i+5yj3f7GUiQ+0IdjX+Sc1lNLndi0jri42tvAtoRkZGQwZMoSGDRtSoUIFAgIC2LRp02VbRmJiYgr2/f39CQoKIiUlpVRqFhEpiuZRFZgy8Boq+Hmyet8x+oxbzNFMLXAqbtgy4utpY+PrXU177avl7+9f6OshQ4Ywd+5c3n//ferUqYOvry//+Mc/LrtC8blTqFssFi0kKCKma1I1mG8evoY+Y5ew/kA694xdzFcPxREa4G12aWIitwsjFoulSF0lZvPy8irSVOcLFiygf//+3H777YDRUrJ79+5Srk5EpPQ0iAhi6iPXcO/YJWxOOs7dYxYz5aE4woJ8zC5NTKJuGpNER0ezZMkSdu/eTWpq6kVbLerWrcsPP/zA6tWrWbNmDffee69aOETE5dUJC2TqI22JDPZhe0oGvccsJjHtpNlliUkURkwyZMgQbDYbjRo1onLlyhcdAzJixAgqVqxIu3bt6NmzJ127dqVly5ZlXK2ISMmrGerPt4+0pWoFX3alZtL788XsP3rC7LLEBBZHUe9HNVF6ejrBwcGkpaURFBRU6LGsrCx27dpFzZo18fFRE5+70N+rSPlx4NhJ7h27mD2HT1C1gi9TBsZRo5L/5Z8oTu9Sn99nU8uIiIiYqmoFX6Y+3JZalf05cOwkvT9fzI5DGWaXJWVIYUREREwXEezDNw9fQ92wAJLSs+j9+WK2Jh83uywpIwojIiLiFMICjUDSMDKI1Ixs7h6zmI0H080uS8qAwoiIiDiNSgHe/HdgHE2rBnMkM4d7xi5m3f40s8uSUqYwIiIiTqWCnxdfD4yjRfUKpJ3M5d5xi1m596jZZUkpUhgRERGnE+TjyeQH42gTHcLxrDzuH7eEZbu12Ke7UhgRERGnFODtwYQHWtOudiUyc/Lp+8VSFu5INbssKQUKIyIi4rT8vDwY378119arzMncfAZ8uYw/tx4yuywpYQojIiLi1Hw8bYy5vxWdG4SRnWfnoYnL+X1zstllSQlSGHFh0dHRjBw5suBri8XCTz/9dNHzd+/ejcViYfXq1Vf1uiV1HRGRovLxtPHZfa24qXEEOfl2Hpm8gtnrk8wuS0qIwogbSUxMpFu3biV6zf79+3PbbbcVOhYVFUViYiJNmjQp0dcSEbkULw8rn9zbgp7NqpCb72DQlJVMW3PQ7LKkBHiYXYCUnIiIiDJ5HZvNVmavJSJyNg+blZG9m+Nps/DDygM8/c0qcvPt3NGymtmlyVVQy4hJxowZQ5UqVbDb7YWO33rrrTzwwAPs2LGDW2+9lfDwcAICAmjdujW//fbbJa95bjfN0qVLadGiBT4+PsTGxrJq1apC5+fn5/Pggw9Ss2ZNfH19qV+/Ph999FHB46+++ioTJ07k559/xmKxYLFYmDdv3gW7aebPn0+bNm3w9vYmMjKSF198kby8vILHO3XqxFNPPcXzzz9PSEgIERERvPrqq8V/40Sk3LNZLbz/j2bc3ToKuwOe+98avl22z+yy5Cq4X8uIwwG5Ji1B7ekHFkuRTr3rrrt48skn+eOPP+jcuTMAR44cYfbs2cycOZOMjAxuvvlm3nzzTby9vZk0aRI9e/Zky5YtVK9e/bLXz8jIoEePHnTp0oWvvvqKXbt28fTTTxc6x263U61aNf73v/9RqVIlFi5cyMMPP0xkZCS9evViyJAhbNq0ifT0dL788ksAQkJCOHiwcLPogQMHuPnmm+nfvz+TJk1i8+bNDBw4EB8fn0KBY+LEiQwePJglS5awaNEi+vfvT/v27enSpUuR3jMRkdOsVgtv3d4UT5uVyYv38Pz3a8nOt3P/NTXMLk2ugPuFkdwT8FYVc177/w6CV9GWva5YsSLdunVjypQpBWHku+++IzQ0lOuvvx6r1UqzZs0Kzn/jjTf48ccf+eWXX3jiiScue/0pU6Zgt9v54osv8PHxoXHjxuzfv5/HHnus4BxPT09ee+21gq9r1qzJokWL+Pbbb+nVqxcBAQH4+vqSnZ19yW6ZTz/9lKioKD755BMsFgsNGjTg4MGDvPDCC7zyyitYrUYDXExMDMOGDQOgbt26fPLJJyQkJCiMiMgVsVotvH5rY7w8rHzx9y5e/mk9uXl2HuhQ0+zSpJiuqJtm1KhRREdH4+PjQ1xcHEuXLr3k+f/73/9o0KABPj4+NG3alJkzZ15Rse6mT58+fP/992RnZwPw9ddfc/fdd2O1WsnIyGDIkCE0bNiQChUqEBAQwKZNm9i7d2+Rrr1p0yZiYmLw8fEpONa2bdvzzhs1ahStWrWicuXKBAQEMGbMmCK/xtmv1bZtWyxntQq1b9+ejIwM9u/fX3AsJiam0PMiIyNJSUkp1muJiJzNYrHwr+4NeaxTbQBen76R0fN3mFyVFFexW0amTp3K4MGDGT16NHFxcYwcOZKuXbuyZcsWwsLCzjt/4cKF3HPPPQwfPpwePXowZcoUbrvtNlauXFk6d2N4+hktFGbw9CvW6T179sThcDBjxgxat27NX3/9xYcffgjAkCFDmDt3Lu+//z516tTB19eXf/zjH+Tk5JRYud988w1Dhgzhgw8+oG3btgQGBvLee++xZMmSEnuNs3l6ehb62mKxnDdmRkSkuCwWC893rY+XzcpHCdt4e9ZmcvLsPNW5rql1ORwO8uwO8k9vDgd2u3Hs9J9nP5ZvP2e70LHLPeY4c/0LnXv2a9vPucYj19WiWsXifY6VlGKHkREjRjBw4EAGDBgAwOjRo5kxYwbjx4/nxRdfPO/8jz76iJtuuol//vOfgNHdMHfuXD755BNGjx59leVfgMVS5K4Ss/n4+HDHHXfw9ddfs337durXr0/Lli0BWLBgAf379+f2228HjDEgu3fvLvK1GzZsyOTJk8nKyipoHVm8eHGhcxYsWEC7du14/PHHC47t2FH4NwovLy/y8/Mv+1rff/89DoejoHVkwYIFBAYGUq2aRriLSOmzWCw826UeXh5W3puzhRFzt7I5KZ0Qf6+LfhDn5Z/5QD732LmB4dxjha5z+pxzjjkcZr8rxXNHy6quEUZycnJYsWIFQ4cOLThmtVqJj49n0aJFF3zOokWLGDx4cKFjXbt2veTkXNnZ2QVdFwDp6enFKdOl9OnThx49erBhwwbuu+++guN169blhx9+oGfPnlgsFl5++eVitSLce++9vPTSSwwcOJChQ4eye/du3n///ULn1K1bl0mTJjFnzhxq1qzJ5MmTWbZsGTVrnulvjY6OZs6cOWzZsoVKlSoRHBx83ms9/vjjjBw5kieffJInnniCLVu2MGzYMAYPHlwwXkREpCwMur4O3h5W/j1jEzPXOe+kaFaLcVeQzWrBZrGc2bdasVkxjtku8Zj13M2KzcKZcy54zPjTw2rFarEUOmazWgkP8rl84aWkWGEkNTWV/Px8wsPDCx0PDw9n8+bNF3xOUlLSBc9PSrr4P5Lhw4cXGljpzm644QZCQkLYsmUL9957b8HxESNG8MADD9CuXTtCQ0N54YUXihXKAgICmDZtGo8++igtWrSgUaNGvPPOO9x5550F5zzyyCOsWrWK3r17Y7FYuOeee3j88ceZNWtWwTkDBw5k3rx5xMbGkpGRwR9//EF0dHSh16patSozZ87kn//8J82aNSMkJIQHH3yQf/3rX1f+xoiIXKGHOtaiTlgAK/YcxWqx4GG1YLUaf9qsFuOYzXLBx06Hg9PHCh47KwAUPHbqOhcMBxcMDGeOW4p452V5YXE4it6QdPDgQapWrcrChQsLDYZ8/vnnmT9//gXHGnh5eTFx4kTuueeegmOffvopr732GsnJF15b4EItI1FRUaSlpREUFFTo3KysLHbt2kXNmjULDdYU16a/VxER15eenk5wcPAFP7/PVqyWkdDQUGw223khIjk5+aK3fkZERBTrfABvb2+8vb2LU5qIiIi4qGJ16Ht5edGqVSsSEhIKjtntdhISEi542ygYt5OefT7A3LlzL3q+iIiIlC/Fvptm8ODB9OvXj9jYWNq0acPIkSPJzMwsuLumb9++VK1aleHDhwPw9NNPc9111/HBBx/QvXt3vvnmG5YvX86YMWNK9jsRERERl1TsMNK7d28OHTrEK6+8QlJSEs2bN2f27NkFg1T37t1b6A6Kdu3aMWXKFP71r3/xf//3f9StW5effvpJK76KiIgIUMwBrGa51AAYDXR0T/p7FRFxfUUdwOo2k0C4QKaSYtDfp4hI+eHyC+V5enpisVg4dOgQlStX1r3bbsDhcHDo0CEsFst5U8iLiIj7cfkwYrPZqFatGvv37y/WdOni3CwWC9WqVcNms5ldioiIlDKXDyNgzDZat25dcnNzzS5FSoinp6eCiIhIOeEWYQSMFhJ9eImIiLgetxnAKiIiIq5JYURERERMpTAiIiIipnKJMSOn55xIT083uRIREREpqtOf25ebO8olwsjx48cBiIqKMrkSERERKa7jx48THBx80cddYjp4u93OwYMHCQwMLNFJzdLT04mKimLfvn2XnKZW9F4Vl96votN7VXR6r4pO71XRleZ75XA4OH78OFWqVCm0bt25XKJlxGq1Uq1atVK7flBQkP6xFpHeq+LR+1V0eq+KTu9V0em9KrrSeq8u1SJymgawioiIiKkURkRERMRU5TqMeHt7M2zYMLy9vc0uxenpvSoevV9Fp/eq6PReFZ3eq6JzhvfKJQawioiIiPsq1y0jIiIiYj6FERERETGVwoiIiIiYSmFERERETKUwIiIiIqYq12Fk1KhRREdH4+PjQ1xcHEuXLjW7JKf0559/0rNnT6pUqYLFYuGnn34yuySnNHz4cFq3bk1gYCBhYWHcdtttbNmyxeyynNJnn31GTExMwYyPbdu2ZdasWWaX5RLefvttLBYLzzzzjNmlOKVXX30Vi8VSaGvQoIHZZTmtAwcOcN9991GpUiV8fX1p2rQpy5cvL/M6ym0YmTp1KoMHD2bYsGGsXLmSZs2a0bVrV1JSUswuzelkZmbSrFkzRo0aZXYpTm3+/PkMGjSIxYsXM3fuXHJzc7nxxhvJzMw0uzSnU61aNd5++21WrFjB8uXLueGGG7j11lvZsGGD2aU5tWXLlvH5558TExNjdilOrXHjxiQmJhZsf//9t9klOaWjR4/Svn17PD09mTVrFhs3buSDDz6gYsWKZV+Mo5xq06aNY9CgQQVf5+fnO6pUqeIYPny4iVU5P8Dx448/ml2GS0hJSXEAjvnz55tdikuoWLGiY9y4cWaX4bSOHz/uqFu3rmPu3LmO6667zvH000+bXZJTGjZsmKNZs2Zml+ESXnjhBUeHDh3MLsPhcDgc5bJlJCcnhxUrVhAfH19wzGq1Eh8fz6JFi0ysTNxJWloaACEhISZX4tzy8/P55ptvyMzMpG3btmaX47QGDRpE9+7dC/3ckgvbtm0bVapUoVatWvTp04e9e/eaXZJT+uWXX4iNjeWuu+4iLCyMFi1aMHbsWFNqKZdhJDU1lfz8fMLDwwsdDw8PJykpyaSqxJ3Y7XaeeeYZ2rdvT5MmTcwuxymtW7eOgIAAvL29efTRR/nxxx9p1KiR2WU5pW+++YaVK1cyfPhws0txenFxcUyYMIHZs2fz2WefsWvXLjp27Mjx48fNLs3p7Ny5k88++4y6desyZ84cHnvsMZ566ikmTpxY5rV4lPkripQDgwYNYv369eqrvoT69euzevVq0tLS+O677+jXrx/z589XIDnHvn37ePrpp5k7dy4+Pj5ml+P0unXrVrAfExNDXFwcNWrU4Ntvv+XBBx80sTLnY7fbiY2N5a233gKgRYsWrF+/ntGjR9OvX78yraVctoyEhoZis9lITk4udDw5OZmIiAiTqhJ38cQTTzB9+nT++OMPqlWrZnY5TsvLy4s6derQqlUrhg8fTrNmzfjoo4/MLsvprFixgpSUFFq2bImHhwceHh7Mnz+fjz/+GA8PD/Lz880u0alVqFCBevXqsX37drNLcTqRkZHnhf+GDRua0q1VLsOIl5cXrVq1IiEhoeCY3W4nISFBfdZyxRwOB0888QQ//vgjv//+OzVr1jS7JJdit9vJzs42uwyn07lzZ9atW8fq1asLttjYWPr06cPq1aux2Wxml+jUMjIy2LFjB5GRkWaX4nTat29/3vQDW7dupUaNGmVeS7ntphk8eDD9+vUjNjaWNm3aMHLkSDIzMxkwYIDZpTmdjIyMQr9V7Nq1i9WrVxMSEkL16tVNrMy5DBo0iClTpvDzzz8TGBhYMP4oODgYX19fk6tzLkOHDqVbt25Ur16d48ePM2XKFObNm8ecOXPMLs3pBAYGnjfuyN/fn0qVKmk80gUMGTKEnj17UqNGDQ4ePMiwYcOw2Wzcc889ZpfmdJ599lnatWvHW2+9Ra9evVi6dCljxoxhzJgxZV+M2bfzmOk///mPo3r16g4vLy9HmzZtHIsXLza7JKf0xx9/OIDztn79+pldmlO50HsEOL788kuzS3M6DzzwgKNGjRoOLy8vR+XKlR2dO3d2/Prrr2aX5TJ0a+/F9e7d2xEZGenw8vJyVK1a1dG7d2/H9u3bzS7LaU2bNs3RpEkTh7e3t6NBgwaOMWPGmFKHxeFwOMo+AomIiIgYyuWYEREREXEeCiMiIiJiKoURERERMZXCiIiIiJhKYURERERMpTAiIiIiplIYEREREVMpjIiIiIipFEZERETEVAojIiIiYiqFERERETHV/wO8dqboy6nkFAAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 21ms/step - loss: 3.5369 - accuracy: 0.5440\n",
            "Test set\n",
            "  Loss: 3.537\n",
            "  Accuracy: 0.544\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.62      0.67      0.65       423\n",
            "           1       0.42      0.36      0.39       270\n",
            "\n",
            "    accuracy                           0.55       693\n",
            "   macro avg       0.52      0.52      0.52       693\n",
            "weighted avg       0.54      0.55      0.55       693\n",
            "\n",
            "Epoch 1/7\n",
            "52/52 [==============================] - 5s 52ms/step - loss: 0.6130 - accuracy: 0.6703 - val_loss: 0.3776 - val_accuracy: 0.8365\n",
            "Epoch 2/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.1891 - accuracy: 0.9326 - val_loss: 0.1893 - val_accuracy: 0.9255\n",
            "Epoch 3/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.0694 - accuracy: 0.9813 - val_loss: 0.4039 - val_accuracy: 0.9087\n",
            "Epoch 4/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.0632 - accuracy: 0.9910 - val_loss: 0.1862 - val_accuracy: 0.9543\n",
            "Epoch 5/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.0069 - accuracy: 0.9988 - val_loss: 0.2333 - val_accuracy: 0.9159\n",
            "Epoch 6/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.0965 - accuracy: 0.9940 - val_loss: 0.2033 - val_accuracy: 0.9447\n",
            "Epoch 7/7\n",
            "52/52 [==============================] - 2s 40ms/step - loss: 0.0125 - accuracy: 0.9982 - val_loss: 0.3060 - val_accuracy: 0.9423\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 15ms/step - loss: 2.9262 - accuracy: 0.5296\n",
            "Test set\n",
            "  Loss: 2.926\n",
            "  Accuracy: 0.530\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.61      0.66      0.64       423\n",
            "           1       0.40      0.35      0.37       270\n",
            "\n",
            "    accuracy                           0.54       693\n",
            "   macro avg       0.51      0.51      0.50       693\n",
            "weighted avg       0.53      0.54      0.53       693\n",
            "\n",
            "Epoch 1/7\n",
            "52/52 [==============================] - 4s 48ms/step - loss: 0.6447 - accuracy: 0.6609 - val_loss: 0.3981 - val_accuracy: 0.8678\n",
            "Epoch 2/7\n",
            "52/52 [==============================] - 2s 34ms/step - loss: 0.2116 - accuracy: 0.9260 - val_loss: 0.2824 - val_accuracy: 0.9038\n",
            "Epoch 3/7\n",
            "52/52 [==============================] - 2s 37ms/step - loss: 0.0554 - accuracy: 0.9832 - val_loss: 0.4111 - val_accuracy: 0.9038\n",
            "Epoch 4/7\n",
            "52/52 [==============================] - 2s 42ms/step - loss: 0.0110 - accuracy: 0.9964 - val_loss: 0.3602 - val_accuracy: 0.9375\n",
            "Epoch 5/7\n",
            "52/52 [==============================] - 2s 34ms/step - loss: 0.0037 - accuracy: 0.9988 - val_loss: 0.2779 - val_accuracy: 0.9471\n",
            "Epoch 6/7\n",
            "52/52 [==============================] - 2s 34ms/step - loss: 2.2285e-04 - accuracy: 1.0000 - val_loss: 0.4265 - val_accuracy: 0.9495\n",
            "Epoch 7/7\n",
            "52/52 [==============================] - 2s 38ms/step - loss: 3.0166e-06 - accuracy: 1.0000 - val_loss: 0.4348 - val_accuracy: 0.9471\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 22ms/step - loss: 4.8053 - accuracy: 0.5289\n",
            "Test set\n",
            "  Loss: 4.805\n",
            "  Accuracy: 0.529\n",
            "22/22 [==============================] - 1s 13ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.61      0.73      0.66       423\n",
            "           1       0.39      0.27      0.32       270\n",
            "\n",
            "    accuracy                           0.55       693\n",
            "   macro avg       0.50      0.50      0.49       693\n",
            "weighted avg       0.52      0.55      0.53       693\n",
            "\n",
            "Acuuracy results of the 4 models :  [0.5656565656565656, 0.5526695526695526, 0.5396825396825397, 0.5483405483405484]\n",
            "Avrage accuracy of this probability = 0.5515873015873016\n"
          ]
        }
      ],
      "source": [
        "#  preprocessing- No Balancing -  No Anonymisation (5)\n",
        "\n",
        "dff = df\n",
        "dff_pred = df_pred\n",
        "\n",
        "dff = preprocessing (dff)\n",
        "dff_pred = preprocessing (dff_pred)\n",
        "\n",
        "#-----------------------------------\n",
        "\n",
        "train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4 = K_fold(dff)\n",
        "\n",
        "#----------------------------------\n",
        "\n",
        "x_1 , y_1 = padding_df(train_1)\n",
        "x_train_1, x_val_1, y_train_1, y_val_1 = train_test_split(x_1,y_1, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_1 , y_test_1 = padding_df(test_1)\n",
        "\n",
        "x_2 , y_2 = padding_df(train_2)\n",
        "x_train_2, x_val_2, y_train_2, y_val_2 = train_test_split(x_2,y_2, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_2 , y_test_2 = padding_df(test_2)\n",
        "\n",
        "x_3 , y_3 = padding_df(train_3)\n",
        "x_train_3 , x_val_3, y_train_3, y_val_3 = train_test_split(x_3,y_3, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_3 , y_test_3 = padding_df(test_3)\n",
        "\n",
        "x_4 , y_4 = padding_df(train_4)\n",
        "x_train_4, x_val_4, y_train_4, y_val_4 = train_test_split(x_4,y_4, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_4 , y_test_4 = padding_df(test_4)\n",
        "\n",
        "#------------------------------------\n",
        "x_prediction , target_labels = padding_df(dff_pred)\n",
        "\n",
        "acc_result = []\n",
        "\n",
        "for i in range (4):\n",
        "    \n",
        "    if i == 0 :\n",
        "        the_model_5_1 = creating_model( x_train_1 , y_train_1 , x_val_1 , y_val_1, x_test_1 , y_test_1)\n",
        "        \n",
        "        y_predict = the_model_5_1.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 1 :\n",
        "        the_model_5_2 = creating_model( x_train_2 , y_train_2 , x_val_2 , y_val_2, x_test_2 , y_test_2)\n",
        "        \n",
        "        y_predict = the_model_5_2.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 2 :\n",
        "        the_model_5_3 = creating_model( x_train_3 , y_train_3 , x_val_3 , y_val_3, x_test_3 , y_test_3)\n",
        "        \n",
        "        y_predict = the_model_5_3.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 3 :\n",
        "        the_model_5_4 = creating_model( x_train_4 , y_train_4 , x_val_4 , y_val_4, x_test_4 , y_test_4)\n",
        "        \n",
        "        y_predict = the_model_5_4.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "print('Acuuracy results of the 4 models : ',acc_result)\n",
        "print('Avrage accuracy of this probability =' , sum(acc_result)/len(acc_result))\n",
        "\n",
        "probabilities.append(sum(acc_result)/len(acc_result))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "id": "05d62cd7",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "05d62cd7",
        "outputId": "3f861cc6-901f-4a30-8d37-2bf6483a8676"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/7\n",
            "52/52 [==============================] - 6s 52ms/step - loss: 0.6270 - accuracy: 0.6721 - val_loss: 0.3749 - val_accuracy: 0.8389\n",
            "Epoch 2/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.2128 - accuracy: 0.9266 - val_loss: 0.1929 - val_accuracy: 0.9279\n",
            "Epoch 3/7\n",
            "52/52 [==============================] - 2s 35ms/step - loss: 0.0763 - accuracy: 0.9765 - val_loss: 0.1632 - val_accuracy: 0.9519\n",
            "Epoch 4/7\n",
            "52/52 [==============================] - 2s 34ms/step - loss: 0.0200 - accuracy: 0.9910 - val_loss: 0.1936 - val_accuracy: 0.9471\n",
            "Epoch 5/7\n",
            "52/52 [==============================] - 2s 31ms/step - loss: 0.0047 - accuracy: 0.9982 - val_loss: 0.2307 - val_accuracy: 0.9399\n",
            "Epoch 6/7\n",
            "52/52 [==============================] - 2s 31ms/step - loss: 0.0046 - accuracy: 0.9982 - val_loss: 0.2428 - val_accuracy: 0.9615\n",
            "Epoch 7/7\n",
            "52/52 [==============================] - 2s 35ms/step - loss: 2.4720e-05 - accuracy: 1.0000 - val_loss: 0.3096 - val_accuracy: 0.9519\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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rrbfYunUrkyZNwtvbu1rgePPNN0lJSWHlypUsX76cW265hSFDhjB8+PA6/czOhcJILUb0juAhywa2ZeXza1Y+3cIDjC5JRESaWHBwMFdccQVz586tCiMffvghoaGhXHrppZjN5moriv/rX//ik08+4fPPP+eee+456/Xnzp2L3W7n9ddfx9vbmz59+rB//37uuuuuqnM8PT155JFHqr7u1KkTy5cv5/3332fMmDH4+/vj4+NDSUnJGbtlXnrpJaKionjxxRcxmUz07NmTgwcP8re//Y0pU6ZUDbGIiYlh6tSpAHTr1o0XX3yR1NRUhREjBPl6clG3Nny79RBfrs/gz8MVRkREGpSnr7OVwoj71sO4ceOYNGkSL730Elarlf/9739cf/31mM1mCgoKePjhh5k/fz4ZGRmUl5dz/Phx9u3bV6drb9myhZiYGLy9vauO1TQ7dcaMGcyePZt9+/Zx/PhxSktL6d+/f73ex5YtW0hKSsJkMlUdGzJkCAUFBezfv7+qJScmJqba6yIjI2vdf66hKIycwaiYyIowcpD7k7tV+w0UEZHzZDLVubvESKNHj8bhcDB//nwGDRrEDz/8wH/+8x8AHnjgARYvXswzzzxD165d8fHx4dprr611Ha1z8d577/HAAw/w7LPPkpSUREBAAE8//TQrV65ssHuczNPTs9rXJpPptDEzDU1h5AySe4fjZTGzM7uQrZn59IpsusXXRETENXh7e/O73/2O//3vf+zYsYMePXowcOBAAJYtW8Ytt9zCNddcAzjHgOzZs6fO1+7Vqxdvv/02xcXFVa0jK1asqHbOsmXLGDx4MH/84x+rju3cubPaOV5eXmfc863yXh999BEOh6PqP9fLli0jICCA9u3b17nmxtDoy8G7s0BvTy7p0QbQrBoRkZZs3LhxzJ8/n9mzZzNu3Liq4926dePjjz8mLS2NX375hRtvvLFerQg33ngjJpOJSZMmsXnzZhYsWMAzzzxT7Zxu3bqxZs0aFi1axPbt2/nnP//J6tWrq50THR3N+vXr2bZtGzk5OZSVlZ12rz/+8Y+kp6dz7733snXrVj777DOmTp1KSkpKtSU5jKAwchajYiIB+HL9QRz1mA4mIiLNx2WXXUZISAjbtm3jxhtvrDr+3HPPERwczODBgxk9ejQjRoyoajWpC39/f7744gs2bNjAgAEDeOihh3jyySernXPHHXfwu9/9jrFjx5KYmMjhw4ertZIATJo0iR49ehAfH0+bNm1YtmzZafdq164dCxYsYNWqVcTGxnLnnXdy22238Y9//KOeP42GZ3K4wSdsXl4eQUFB5ObmNuk+NQAFJeXE/WsxJeV2vrz3Qvq2C2rS+4uINAfFxcXs3r2bTp06VRusKe7vTL+3df38VsvIWfhbPbisZxignXxFREQag8JIHVTtVaOuGhERkQanMFIHl/Zsg4+nhf1Hj/PL/lyjyxEREWlWFEbqwNfLg2G9nF0189cbsECPiIhIM6YwUkeVXTXz12dgt6urRkTkXKiru/lpiN9ThZE6GtqjDX5eFg7mFvNz+lGjyxERcSuVq3oWFRUZXIk0tMrf01NXbq0PrcBaR96eFob3DufTtIN8uT6DuI4hRpckIuI2LBYLrVq1qtrjxNfXV1tsuDmHw0FRURGHDh2iVatWWCyWc76Wwkg9jIppy6dpB1mwIYN/juyN2ay/SCIidVW5o2xjb7omTatVq1Zn3C24LhRG6uGi7qEEeHuQlVfC6j1HSOzc2uiSRETchslkIjIykrCwsBqXKxf34+npeV4tIpUURurB6mHh8t4RfLRuP/M3ZCiMiIicA4vF0iAfYNJ8aABrPY2Kde5Vs2BDJjbNqhERETlvCiP1NKRLKEE+nuQUlLBy12GjyxEREXF7CiP15OVh5jd9nAN1vtygvWpERETOl8LIOajsqlm4MZNym93gakRERNybwsg5SOrcmhA/L44UlvLTTnXViIiInA+FkXPgYTHzm77Orpr569VVIyIicj4URs7RqJiKrppNmZSWq6tGRETkXCmMnKPETq0J9beSe7yMZTtyjC5HRETEbSmMnCOL2cSV/Spm1airRkRE5JwpjJyHUTFtAfh6cyYl5TaDqxEREXFPCiPnIb5jMOGBVvKLy/l+u7pqREREzoXCyHkwm01c2c85kHX++oMGVyMiIuKeFEbOU2VXzeLNWRSXqatGRESkvhRGztOAqFa0DfKmsNTGkm2HjC5HRETE7SiMnCez2cTIijVHNKtGRESk/hRGGkBlV03qlkMUlZYbXI2IiIh7URhpADHtg4gK8eF4mY1vt6qrRkREpD4URhqAyWRiZD9n64j2qhEREakfhZEGUrlXzbdbD1FQoq4aERGRulIYaSB92gbSKdSPknI7qVuyjC5HRETEbSiMNBBnV41m1YiIiNSXwkgDGhXrDCNLt2WTV1xmcDUiIiLuQWGkAfUID6BrmD+lNjuLN6mrRkREpC4URhrQyV018zeoq0ZERKQuFEYa2OiKrpoffs0mt0hdNSIiImdzTmFkxowZREdH4+3tTWJiIqtWrar13Dlz5mAymao9vL29z7lgV9c1LICeEQGU2Rws2pRpdDkiIiIur95hZN68eaSkpDB16lTWrVtHbGwsI0aM4NCh2lceDQwMJCMjo+qxd+/e8yra1VXNqlFXjYiIyFnVO4w899xzTJo0iYkTJ9K7d29mzpyJr68vs2fPrvU1JpOJiIiIqkd4ePh5Fe3qRsU6V2NdtiOHI4WlBlcjIiLi2uoVRkpLS1m7di3JycknLmA2k5yczPLly2t9XUFBAR07diQqKoqrrrqKTZs2nfE+JSUl5OXlVXu4k06hfvRpG4jN7mDhRnXViIiInEm9wkhOTg42m+20lo3w8HAyM2v+0O3RowezZ8/ms88+45133sFutzN48GD2799f632mTZtGUFBQ1SMqKqo+ZbqEkTGVs2oOGlyJiIiIa2v02TRJSUmMHz+e/v37c8kll/Dxxx/Tpk0bXnnllVpfM3nyZHJzc6se6enpjV1mgxtVsXHe8p2Hyc4vMbgaERER11WvMBIaGorFYiErq/qCXllZWURERNTpGp6engwYMIAdO3bUeo7VaiUwMLDaw910aO1LbPsg7A5YuFEDWUVERGpTrzDi5eVFXFwcqampVcfsdjupqakkJSXV6Ro2m40NGzYQGRlZv0rdUGVXjfaqERERqV29u2lSUlKYNWsWb775Jlu2bOGuu+6isLCQiRMnAjB+/HgmT55cdf6jjz7K119/za5du1i3bh033XQTe/fu5fbbb2+4d+GiRsY4u2pW7TlCVl6xwdWIiIi4Jo/6vmDs2LFkZ2czZcoUMjMz6d+/PwsXLqwa1Lpv3z7M5hMZ5+jRo0yaNInMzEyCg4OJi4vjp59+onfv3g33LlxUu1Y+DOzQinX7jrFgQwYTh3QyuiQRERGXY3I4HA6jizibvLw8goKCyM3NdbvxI6//uJt/fbmZ+I7BfHjXYKPLERERaTJ1/fzW3jSNbGS/SEwmWLP3KAePHTe6HBEREZejMNLIIoK8GdQxBIAFWh5eRETkNAojTUCzakRERGqnMNIErugXgdkEaenHSD9SZHQ5IiIiLkVhpAmEBXiT2Kk1APPVVSMiIlKNwkgTqdqrRl01IiIi1SiMNJEr+kZgMZvYcCCXPTmFRpcjIiLiMhRGmkhrfyuDu6irRkRE5FQKI01oZD/NqhERETmVwkgT+k3fCDzMJrZk5LEzu8DockRERFyCwkgTauXrxYXdQgH48he1joiIiIDCSJOr7KqZv+GgwZWIiIi4BoWRJnZ5nwi8LGa2ZxWwPSvf6HJEREQMpzDSxIJ8PLm4e2VXjVpHREREFEYMULVXzYYMHA6HwdWIiIgYS2HEAMm9wvHyMLMru5AtGeqqERGRlk1hxAAB3p5c2qMNAF+uV1eNiIi0bAojBhkZ0xZwrsaqrhoREWnJFEYMMqxnGN6eZvYeLmLjgTyjyxERETGMwohB/KweDOsZDqirRkREWjaFEQNVzapZr64aERFpuRRGDHRpjzB8vSwcOHactPRjRpcjIiJiCIURA/l4WUjuVdlVo71qRESkZVIYMVhlV82CDRnY7eqqERGRlkdhxGCXdG9DgNWDjNxi1u07anQ5IiIiTU5hxGDenhaG91ZXjYiItFwKIy5gVOyJrhqbumpERKSFURhxARd2bUOgtweH8ktYveeI0eWIiIg0KYURF+DlYWZEnwhAC6CJiEjLozDiIkbFOveqWbgxk3Kb3eBqREREmo7CiIsY3KU1wb6e5BSUsnK3umpERKTlUBhxEZ4WM7/pq64aERFpeRRGXMiomBNdNWXqqhERkRZCYcSFJHYKobWfF0eLyvhp52GjyxEREWkSCiMuxMNi5op+FV01v6irRkREWgaFERdT2VWzaFMmpeXqqhERkeZPYcTFDIoOoU2Albzicn7ckW10OSIiIo1OYcTFWMwmRvZzLg//5S/aq0ZERJo/hREXNCrGGUYWb86iuMxmcDUiIiKNS2HEBQ3sEExEoDf5JeV8v11dNSIi0rwpjLggs9nEyIrWkS/Xq6tGRESaN4URF1XZVfPNFnXViIhI83ZOYWTGjBlER0fj7e1NYmIiq1atqtPr3nvvPUwmE1dfffW53LZF6R/VinatfCgqtfHd1kNGlyMiItJo6h1G5s2bR0pKClOnTmXdunXExsYyYsQIDh068wfmnj17eOCBB7jooovOudiWxGQyVbWOqKtGRESas3qHkeeee45JkyYxceJEevfuzcyZM/H19WX27Nm1vsZmszFu3DgeeeQROnfufF4FtySVC6Clbs2iqLTc4GpEREQaR73CSGlpKWvXriU5OfnEBcxmkpOTWb58ea2ve/TRRwkLC+O2226r031KSkrIy8ur9miJ+rYLpEOIL8VldlK3qKtGRESap3qFkZycHGw2G+Hh4dWOh4eHk5mZWeNrfvzxR15//XVmzZpV5/tMmzaNoKCgqkdUVFR9ymw2qnfVaK8aERFpnhp1Nk1+fj4333wzs2bNIjQ0tM6vmzx5Mrm5uVWP9PT0RqzStVV21Xy3LZuCEnXViIhI8+NRn5NDQ0OxWCxkZWVVO56VlUVERMRp5+/cuZM9e/YwevToqmN2u3PzNw8PD7Zt20aXLl1Oe53VasVqtdantGarV2QAnUP92JVTyDebs7h6QDujSxIREWlQ9WoZ8fLyIi4ujtTU1Kpjdrud1NRUkpKSTju/Z8+ebNiwgbS0tKrHb3/7Wy699FLS0tJabPdLfairRkREmrt6tYwApKSkMGHCBOLj40lISGD69OkUFhYyceJEAMaPH0+7du2YNm0a3t7e9O3bt9rrW7VqBXDacandqNi2/PfbHSzdnk3u8TKCfDyNLklERKTB1DuMjB07luzsbKZMmUJmZib9+/dn4cKFVYNa9+3bh9mshV0bUvfwALqF+fProQIWb87i2rj2RpckIiLSYEwOh8NhdBFnk5eXR1BQELm5uQQGBhpdjiGe/+ZX/vPNdob2aMOciQlGlyMiInJWdf38VhOGm6jcOO/HX3M4WlhqcDUiIiINR2HETXQN86dnRADldgdfb655TRcRERF3pDDiRkbHOtcc0V41IiLSnCiMuJGR/ZxdNT/tPMzhghKDqxEREWkYCiNuJDrUj77tArHZHSzcpK4aERFpHlp2GDmwFj6aBLYyoyups8rl4b/8RV01IiLSPLTcMFJaBP8bAxveh9RHjK6mziq7albuPsyh/GKDqxERETl/LTeMePnCqP84n//0Amz+3Nh66igqxJfYqFbYHbBwo7pqRETE/bXcMALQ+7eQdI/z+Wd3w+GdxtZTR6Mr96pRV42IiDQDLTuMACQ/DB0GQ0kezLvZ2X3j4q6s6KpZvfcImbnqqhEREfemMGLxhOveAL8wOLQJ5v8FXHyF/LatfIjrGIzDAQs2qHVERETcm8IIQEAEXDsbTGb4ZS6se9Pois5qVGVXzfqDBlciIiJyfhRGKnW6CIZNcT5f8Fc4+LOx9ZzFlf0iMZlg3b5jHDh23OhyREREzpnCyMmG3A89RoKtFN4fD0VHjK6oVuGB3gyKDgFggZaHFxERN6YwcjKTCa5+CYI7wbF98MmdYLcbXVWtRqurRkREmgGFkVP5tIIxb4GHN/y6CH58zuiKavWbvpGYTfDL/lz2HXb9WUAiIiI1URipSWQMXPmM8/l3j8GuJYaWU5s2AVaSurQGYL5m1YiIiJtSGKnNwJthwE3gsMOHt0Gea3aFjOxXsVeNumpERMRNKYycyZXPQEQ/KMqBD25xyQ31ftM3AovZxKaDeezOKTS6HBERkXpTGDkTTx8Y8zZYgyB9JSyeYnRFpwnx82JI11AA5qt1RERE3JDCyNmEdIJrZjqfr3gJNn5sbD01GNWvclaNxo2IiIj7URipi55XOtcgAfj8Xsjebmg5pxrRJwJPi4mtmfnsOJRvdDkiIiL1ojBSV5f9E6IvgtIC54Jopa4zPiPI15OLurUB1DoiIiLuR2Gkriwezv1r/CMgewt8cZ9Lbag38qSuGocL1SUiInI2CiP14R/m3OHXZIENH8Dq14yuqMrwPuF4WczsOFTAtix11YiIiPtQGKmvjoNh+CPO5wsnw/61xtZTIdDbk0t6OLtq5qurRkRE3IjCyLlIugd6jQZ7GXwwwWU21BsVo64aERFxPwoj58JkgqtegpAukJsOH90OdpvRVTGsVzhWDzO7cwrZdDDP6HJERETqRGHkXHkHwti3wcMHdqbC908bXRH+Vg8u6xkGaK8aERFxHwoj5yO8D4z6j/P5kidgxzfG1gOMrOqqOaiuGhERcQsKI+er/w0QNxFwwEeT4Fi6oeVc1jMMH08L6UeOs35/rqG1iIiI1IXCSEP4zRMQ2R+OH3EOaC0vMawUXy8PhvVSV42IiLgPhZGG4OkNY94C71ZwYC0sesjQcipn1czXrBoREXEDCiMNJbgj/O5V5/PVs2D9B4aVMrRHGH5eFg4cO866fccMq0NERKQuFEYaUvcRcPFfnc+/+BMc2mpIGd6eFob3Dge0AJqIiLg+hZGGNnQydB4KZUXw/s1QYszS7CNj2gKwYEMGdru6akRExHUpjDQ0swV+/zoEtIWc7fD5vYZsqHdx91ACvD3IzCtmzd6jTX5/ERGRulIYaQx+oTDmTTB7wKZPYOUrTV6C1cPC5b0jAJi//mCT319ERKSuFEYaS1QCXP5v5/OvH4L0VU1eQuWsmgUbM7Gpq0ZERFyUwkhjSrwT+lwD9nJ4fwIU5jTp7Yd0DSXIx5Ps/BJW7j7cpPcWERGpK4WRxmQywW9fgNDukH8QPry1STfU8/Iw85s+lV01mlUjIiKncDhg53fwxX2GjG+spDDS2KwBzgXRPH1h91JYMq1Jb1+5V83CjZmU2+xNem8REXFRdjts+RJmXQZvXw1r58D2RYaVozDSFMJ6wej/Op9//zRs/7rJbj24S2tC/Lw4XFjK8l3qqhERadFs5fDLPHg5CeaNg4PrnLvPJ94JEX0NK+ucwsiMGTOIjo7G29ubxMREVq2qfXDmxx9/THx8PK1atcLPz4/+/fvz9ttvn3PBbivmOhg0yfn840lwdG+T3NbDYuY3fdVVIyLSopUVw+rX4YWB8MkfIHsrWAPhor/A/RvgiichqL1h5dU7jMybN4+UlBSmTp3KunXriI2NZcSIERw6dKjG80NCQnjooYdYvnw569evZ+LEiUycOJFFi4xrDjLMiMegXRwUH4P3xzv/cDSBUf0qumo2ZVKmrhoRkZajJB+W/Reej4H5KXBsL/iGwrAp8OeNzl/92xhdJSZHPXdSS0xMZNCgQbz44osA2O12oqKiuPfee3nwwQfrdI2BAwcycuRI/vWvf9Xp/Ly8PIKCgsjNzSUwMLA+5bqeY+nwysXOHX7jJsLo6Y1+S5vdQeLjqeQUlPDGxEFc2iOs0e8pIiIGKjoCK2c617kqPuY8FtgehvwJBtwMXr5NUkZdP7/r1TJSWlrK2rVrSU5OPnEBs5nk5GSWL19+1tc7HA5SU1PZtm0bF198ca3nlZSUkJeXV+3RbLSKgt/PAkyw9g345b1Gv6XFbOLKfuqqERFp9vIOOneO/09fWPqkM4i07gpXvQR/+hkS72iyIFIf9QojOTk52Gw2wsPDqx0PDw8nMzOz1tfl5ubi7++Pl5cXI0eO5IUXXmD48OG1nj9t2jSCgoKqHlFRUfUp0/V1TYahFa1IX9wPWZsa/ZYjK7pqFm3KpKS86aYXi4hIEziyyzk99/lYWP4ilBVCRAxc9ybcvQoGjAMPL6OrrFWTzKYJCAggLS2N1atX89hjj5GSksKSJUtqPX/y5Mnk5uZWPdLT05uizKZ18f9Bl2FQfhzm3QzFuY16u0HRIYQHWskvLueH7U27+JqIiDSSrE3w0e3wQpxzeq6tFDoMhnEfwR3fQ5+rnXumuTiP+pwcGhqKxWIhKyur2vGsrCwiIiJqfZ3ZbKZr164A9O/fny1btjBt2jSGDh1a4/lWqxWr1Vqf0tyP2Qy/m+UcP3JkJ3x2N4x527lQWqPczsSV/SJ5Y9ke5m/IILl3+NlfJCIiril9NfzwLGz/6sSxrsPhohToONi4us5RvVpGvLy8iIuLIzU1teqY3W4nNTWVpKSkOl/HbrdTUlJSn1s3T36tnQuimT1hyxewfEaj3q5yr5rFm7MoLlNXjYiIW6lcLXXOKHg9uSKImJzbjtzxPdz0oVsGEahnywhASkoKEyZMID4+noSEBKZPn05hYSETJ04EYPz48bRr145p05wrjU6bNo34+Hi6dOlCSUkJCxYs4O233+bll19u2HfirtrHwW+mwYIHYPEUaDew0f4wDYgKpm2QNwdzi1myLbtq/REREXFhdjtsmw8/POdcpAycu8LHXg9D7ofQboaW1xDqHUbGjh1LdnY2U6ZMITMzk/79+7Nw4cKqQa379u3DbD7R4FJYWMgf//hH9u/fj4+PDz179uSdd95h7NixDfcu3N2g2yF9JWz4AD6Y6Ey4AQ3fjWI2mxgZE8msH3Yzf0OGwoiIiCuzlcPGD+HH/zgXKQPnaqlxEyDpHufszGai3uuMGKFZrTNSm9JC5x4B2Vsh+iK4+VOw1DsrnlVa+jGunrEMXy8La/8xHB8v1x/YJCLSopQVQ9o7sOx5OLbPecwaCAmTIPEul1ikrK4aZZ0RaURefs4BrF7+sOcH+O7fjXKb2PZBRIX4UFRq49utNa+aKyIiBijJdwaQ52Ng/l+cQcQ3FIZNdanVUhuDwogradMdfvuC8/mP/4GtCxr8FiaTiZH92gIwf8PBBr++iIjUU9ER+O5x+E8f59jBgiznaqlXPO3cN+aiFPAOMrrKRqUw4mr6/s7ZDAfwyZ1wZHeD36JyVs23Ww9RWFLe4NcXEZE6OG211Fxo3e2k1VL/4JKrpTYGhRFXNPxRaJ8AJbnw/s1QdrxBL9+nbSDRrX0pLrPzzZass79AREQazuGd8PmfalktdaXLr5baGBRGXJGHF1w3B3xbQ+YGWPDXBr28yWRiVExFV432qhERaRqZG+HD2+DFeFj3ptuultoYFEZcVVA7+P3rgAl+fht+fqdBLz8q1tlVs2R7NvnFZQ16bREROUn6aph7Pcwc4pyq67BDt8th4kK49Svoltxoq2+7C4URV9blUrjsIefz+X+BjPUNduke4QF0aeNHabmdxZvVVSMi0qAcDtj5be2rpY77ADrWfeXy5k5hxNVd+BfoNgLKi53jR44fa5DLqqtGRKQR2O3O7T1mXQpvX+NcqsHsAQNugnvWOLvgI2ONrtLlKIy4OrMZrpkJrTrA0T3w6R+dibsBVM6q+f7XbHKL1FUjInLObGXwy3vw0gUw7yY4+LNztdTEO+FPaXDVDAjtanSVLkthxB34hjhHWVu8nPsTLHu+QS7bLTyAHuEBlNkcLNqc2SDXFBFpUcqKYfVr8MJA+OQOyNkG1iC46AHnQmVXPNmslm1vLAoj7qLdQLjiKefz1Edg9w8NctnK1hF11YiI1ENxHvw4Hab3q2G11A0w7J/gF2p0lW5DYcSdxN0CsTc4R2J/eCvkn39rxsiKMLJsRw5HC0vP+3oiIs1a4WH49jGY3he+mQqFh1rcaqmNQWHEnZhMMPI5COvj/AvwwURnP+V56NzGn96RgZTbHSzcpK4aEZEa5R2EhX93hpDvn2rRq6U2BoURd+PlC2PeAq8A2PeTs8vmPFWuOaKuGhGRU1Suljo9BlbMgLIi52qpY95qsaulNgaFEXcU2hWufsn5/KcXYPPn53W5URUb5/20M4ecgpLzrU5ExP1lbnR2h1eulmovg45D4KaK1VJ7X9ViV0ttDAoj7qr3byHpHufzz+52pvdz1KG1LzHtg7A74KuN6qoRkRYsfRXMHVuxWupH1VdLnbgAumq11MagMOLOkh+GDklQkgfzbobSonO+1IlZNQcbqDgRETdRbbXU4bB9ISdWS/1Bq6U2AYURd2bxhGvfAL8wOLTJOb3sHBdEu7KfM4ys3H2EQ3nFDVmliIhrqnG1VM9TVkuNMbrKFkFhxN0FRsK1s8Fkhl/mOvs2z0H7YF8GdGiFwwELNmggq4g0Y7YySHu3htVS74L70rRaqgEURpqDThfBsCnO5wv+6vyLdQ6q9qpRGBGR5qjsOKyaBf8dCJ/eWcNqqU9AUHujq2yRFEaaiyH3Q48rwVYK74+HoiP1vsTIiq6a1XuOkpF7vIELFBExSNVqqTGw4AHI1WqprkZhpLkwmeDqlyE42rks8Sd3OvtD6yEiyJtB0cGA1hwRkWagptVSg6K0WqoL8jC6AGlAPq1gzNvO0eC/LoIfn4OLH6jXJUbFtGX1nqPM35DB7Rd1bpw6RUTOl8MBpYVQmA2FOc6gUZh94uv8DPh1sXORMnCulnpRCvS7zjn4X1yKwkhzExkDVz4Dn98D3z0G7eOh89A6v/yKfhE8/MUmft53jP1Hi2gfrOWNRaSJ2MqhKKd6qKh6ng0Fpxwvr0N3cmQsXPQX6DlKi5S5MIWR5mjgzZC+An5+Bz68De78AQLb1umlYQHeJHYKYcWuI8xfn8Edl3Rp5GJFpNlyOJzrINUaKk4JHMfrP9YND2/n8gZ+oeDXBvzbOH/1awPhfaHTxVqkzA0ojDRXVz4DGb9A5gb44Ba4ZX6dmyZHxbR1hpENCiMicory0hOtF9VCRQ0tGYXZzkH19WEyg2/rikAReiJYVD0Pq/61l5/CRjOgMNJcefo4N3J6ZSikr4TFU+A30+r00iv6RjDls42s35/L3sOFdGzt17i1iohxHA44frSGIFH59aHq3yvOrf89vPxPCRM1hYyKh2+IulNaIIWR5iykM1zzMrx3I6x4CdoPgr6/O+vLWvtbGdwllB935PDl+gzuvlSL/4i4lbLiM7dWnPo9e3n9rm+y1BImQsH/lJYL31DnbuMiZ6Aw0tz1HOlcg2TZdPj8XmcfapvuZ33ZqJhIftyRw3yFERHXcXSvc+r+qa0VJz8vyIbS/Ppf2xpU87iLmlovvFuBWStDSMNRGGkJLvsnHFjr3Hfh/fEwKdXZz3oGI/pE8I9PN7I5I49d2QV0buPfRMWKSJXCHNi9FHYtcT6O7av7ay1edR934RcKHtbGehciZ6Uw0hJYPOD3r8MrF0P2FvjiPvjdrDMO+gr282JI11CWbs/my/UZ/GlYtyYsWKSFKi2Evcth13ewaylkbaj+fbMHBHc6qSuklpYL/zZgDdTATnEbCiMtRUA4XPeGc4vsDR9AVCIkTDrjS0bFRLJ0ezbzFUZEGoetHA6uO9Hykb4K7GXVzwnvC50uca4X1HEwWNVKKc2PwkhL0nEwDH8Evv4HLJwMbQdC+7haT7+8TwR//2QD27Ly+TUrn27hAU1YrEgz5HBA9jZn8Ni9FPb86FyH42RBUdD5Euh8qXONDP8wQ0oVaUoKIy1N0j3Oqb5bvoAPJsAd3zun0tUgyMeTi7u1IXXrIb5Yn0HKcIURkXrLPVAx7qNi7EdBZvXve7dyho7OQ52PkM7qXpEWR2GkpTGZ4KoZkLUJjuyCj26HcR/UOq9/VGwkqVsPMX/9Qf6c3A2T/pEUObPjx5wtHpUDT3O2V/++hzd0uOBE+IiI0boa0uIpjLRE3kHODfVeS4adqfD90zD0wRpPTe4VjpeHmZ3ZhWzNzKdXZGATFyvi4spLnGM9Ksd9HFwHjpN3zDZB2wEnwkdUInh6G1KqiKtSGGmpIvrCqP/Ap3fCkiecG+p1TT7ttABvT4Z2b8PXm7P4cv1BhRERu905y6UyfOxdfvqGba27nggf0ReCT3DT1yniRhRGWrL+Nzg31Fs7Bz6a5Bw/0irqtNNGxbbl681ZzF+fwQOX91BXjbQ8R3afCB+7vz99Qze/sIrwcYlz5ksNf49EpHYKIy3db56Egz87N9X7YAJM/Oq0xY+G9QzD29PMnsNFbDiQS0z7VsbUKtJUqhYbqxj3cWxv9e97+TtbPCqn3Ib10qBTkfOgMNLSeXpXbKh3iXOV1kUPwchnqp3iZ/VgWK9w5q/P4L730pg7KZHIIB+DChZpBJWLje1e4gwfmTUsNtY+oWLK7VBoF1fnXbBF5OxMDofDYXQRZ5OXl0dQUBC5ubkEBmrMQqPYvgjmjnE+/91rEHNdtW/vP1rE2FdWcODYcaJCfJh7+wVEhWjzK3FTtnJni2DVYmMrT19sLKzPiXEfWmxM5JzU9fNbYUROSP0X/PAMePrCpO8grGe1bx84dpwbZ61g7+Ei2rXyYe6kRDq2PvMeNyIuweFwTrGtDB9abEykSdT18/uctl2cMWMG0dHReHt7k5iYyKpVq2o9d9asWVx00UUEBwcTHBxMcnLyGc8XA136d2cfeFkRvH8zlFTf+bNdKx/m/SGJzm38OHDsOGNeWc7O7AKDihU5i7yDkPYufHwHPNsTZiTAV/8H2xY4g4h3K+j1Wxj5HNy7Du7f4FyDp9+1CiIiTazeLSPz5s1j/PjxzJw5k8TERKZPn84HH3zAtm3bCAs7/S/wuHHjGDJkCIMHD8bb25snn3ySTz75hE2bNtGuXbs63VMtI02oINu5oV7+QehzDVz7xmkD8w7lFzNu1kp+PVRAqL+VuZMS6a6l4sVoxbnOFo/K1o9TFxuzWKFjkrPbpdMlEBmrxcZEGlmjddMkJiYyaNAgXnzxRQDsdjtRUVHce++9PPhgzQtnncxmsxEcHMyLL77I+PHj63RPhZEmlr4K3rgC7OXO2TYX3HnaKYcLSrjp9VVsycgjxM+Ld25LpHdb/d5IEzp5sbHdS50DsGtdbOySisXGNPBapCnV9fO7XrNpSktLWbt2LZMnT646ZjabSU5OZvny5XW6RlFREWVlZYSE1LwfCkBJSQklJSVVX+fl5dV6rjSCqAS4/N+w8EH4+iFoN9B57CSt/a28OymRm19fxYYDudwwawXv3JZIv/ZBBhUtzV7VYmMV0233/lT7YmOdLnFOva1l3yURcS31CiM5OTnYbDbCw8OrHQ8PD2fr1q11usbf/vY32rZtS3Ly6at9Vpo2bRqPPPJIfUqThpZ4p3OGwaZP4P0JcOcP4Bda7ZRWvl68c3sit7yxip/3HePG11bw5q0JDOyg1SalgRzdU32xsaLD1b/vF3Ziuq0WGxNxW026zsgTTzzBe++9x5IlS/D2rn1vhsmTJ5OSklL1dV5eHlFR+kemSZlM8NsXIHMjHP4VPrwVbv7ktD72IB9P3r4tkYlvrGL1nqPc/NpK5tyawKBo/Y9UzkHh4RMbzNW22FjHISem3GqxMZFmoV5hJDQ0FIvFQlZWVrXjWVlZREREnPG1zzzzDE888QTffPMNMTExZzzXarVitVrPeI40AWsAjH0bZl3m/IBYMg0u+8dpp/lbPXjz1gRum7OG5bsOM/71Vbw+IZ7BXUNruKjISY4fhf1rTgSQGhcbG3QifGixMZFm6ZwGsCYkJPDCCy8AzgGsHTp04J577ql1AOtTTz3FY489xqJFi7jgggvqXaQGsBps/Qfw8e3O5x0vdI4haR/v/GAIbFf1P9PjpTb+8PYafvg1B6uHmVfHx3NJ9zYGFi4uxVYGWZvgwBpnANm/xtnqdqpqi40lOUOxiLilRptNM2/ePCZMmMArr7xCQkIC06dP5/3332fr1q2Eh4czfvx42rVrx7Rp0wB48sknmTJlCnPnzmXIkCFV1/H398ffv24rGiqMuIBFD8HyF08/7h8O7eKdAaVdHMVhsfzxo518u/UQXhYzL980kGG9wk9/nTR/uQdg/+oT4eNg2ukDTgGCO0H0EC02JtIMNeoKrC+++CJPP/00mZmZ9O/fn//+978kJiYCMHToUKKjo5kzZw4A0dHR7N2797RrTJ06lYcffrhB34w0suxtFR8ua50fLlmbwGE77TRH6+6sKOnIgqPt2GTqyh1jrmJETAcDCpYmU1roXF59/5oT4SM/4/TzrEHQPs4ZYNsPcrau+bVu+npFpEloOXhpfKVFzj7+A2ucAeXAWufsh1OUODwoCulNcLekE907IZ018NBd2e3O7pX9q090txzafHowNVkgvHdF6KgIH627gvmcFn4WETekMCLGKMyBA+vgwFrsB9ZQtHs1/rbc08/zblXRtVMRTtrFgb/Gl7ikwsMVrR0V4ePAOiip4fc0oK0zbLaPd/6+tu0PXtq7SKQlUxgRl2Cz2XnmvUUc2PQjseadXBV6kND8rWArOf3kVh1OBJN28c7lur20M3CTKi890dpVGT6O7j79PA8f5+qmJ4ePoLpt7yAiLYfCiLgMu93BlM838s6KfQD8+7c9uCm6oKJ7x9mKQvY24JQ/iiYLhPWuPnunTU/tJ9JQHA7nOh6VXS0H1kDG+pqDYmj3iq6WikdYb02xFZGzUhgRl+JwOPjXl1uYvcz5v+wpo3pz64WdTpxQnOucbVE59uTA2poHQHr6Of9HXjF7h/bx1aYXyxkU58HBddXDR2H26ef5hFSEjooBpu0Ggo9W1RWR+lMYEZfjcDh4cuE2Zi7dCcCDV/Tkzku61P6CvIMnZu4cWOucrVFacPp5/uEnPjTbxTvDik+rxnkT7sJug+yt1QeZZm/ltNYnsydE9KsePjS4WEQaiMKIuCSHw8F/vvmV/6Y6F7tKGd6dPw3rVrcX222Q82v12TtZm5y7C5+qdbcTXTvtBkJ4P/DwasB34mLys6qP86gtuLXqcGJmS/t4iIgBz9q3ZhAROR8KI+LSXvz2V575ejsA917WlZTh3TGdy//Gy447xzlUde+sqXF6MRYv5wdv5QDZ9vHu2wJQ+Z5PXlAsN/3087z8T7QWVYYPLSgmIk1IYURc3qvf7+TxBc7dnu+4uDMPXtHz3ALJqQoPnxgbURlSjh85/Tx3mF7scMCRXRVdLRXhI3NDDa1BJuemcZUzW9oPgjY9NNhXRAylMCJu4Y1lu3nki80ATBwSzZRRvRsmkJzM4XC2lpw8ODbjFygvPv3coA4VK4RWPCL7N+304uNHK8bJrD2x2m1NQcovrKK1I875a9sB2sNFRFyOwoi4jf+t3MtDn2wEYFxiB/51VV/M5kbuPqnatO2kgNLU04vrunGcxepcc+Xk8BEU5Z5dTCLSoiiMiFt5f006f/toPQ4HjIlvz7TfxWBp7EByquI8yEg7qXtnHeQfPP08Tz/n6qLtTmpBCWp/9nBQ143jQjqfNM4jrvkPvhWRZkthRNzOJz/v5y/v/4LdAdcMaMfT18bgYTF4H5PK6cVVj5+hNP/08/zCKlpOKtY/CesDh3dUDx81rZviHVQxoHbQibEr2jhORJoJhRFxS1+uP8h976VhszsYGRPJ9LH98TQ6kJysanrx2hNTjGubXnwqkwXC+5y0pke8No4TkWatrp/fHk1Yk8hZjYppi6fFzD1z1zF/fQblNjsv3DAQLw8X+cA2WyCsp/MxYJzzWNlx5wyXk2fvHN3tXBm2chpx+0FNPxhWRMRNqGVEXNK3W7O48511lJbbuaxnGC+NG4i3pxtNUy0r1mJiItLi1fXz20X+uylS3WU9w3ltfDxWDzPfbj3EpLfWcLzUZnRZdacgIiJSZwoj4rIu7t6GNyYOwsfTwg+/5nDrnNUUldZhbIaIiLgVhRFxaYO7hPLWbQn4Wz1YvuswE2avIr+4zOiyRESkASmMiMsbFB3C27clEODtweo9R7n59VXkHlcgERFpLhRGxC0M6BDM3NsvoJWvJ2npx7jptZUcKyo1uiwREWkACiPiNvq1D2Lu7RcQ4ufFhgO5XP/qCg4XlBhdloiInCeFEXErvdsG8t4fLiDU38rWzHyuf3UFh/Jr2PBORETchsKIuJ3u4QHMu+MCwgOt/HqogOtfWUFmrgKJiIi7UhgRt9SljT/v35FEu1Y+7MopZOyryzlwrIZN50RExOUpjIjb6tjaj3l3XEBUiA97DxcxZuZy9h0uMrosERGpJ4URcWvtg315/44kOoX6ceDYcca+upzdOYVGlyUiIvWgMCJuLzLIh3l/uICuYf5k5BYz5pXl7DiUb3RZIiJSRwoj0iyEBXrz3h8uoGdEANn5JYx9ZQVbM/OMLktEROpAYUSajVB/K+9OuoA+bQM5XFjKDa+uYOOBXKPLEhGRs1AYkWYl2M+LubdfQGxUK44WlXHjrBWkpR8zuiwRETkDhRFpdoJ8PXnntgTiOgaTV1zOTa+tZO3eI0aXJSIitVAYkWYpwNuTt25NILFTCAUl5dz8+ipW7DpsdFkiIlIDhRFptvysHsyZmMCFXUMpKrVxyxur+PHXHKPLEhGRUyiMSLPm42XhtQnxDO3RhuIyO7e+uZrvth0yuiwRETmJwog0e96eFl65OY7hvcMpLbdzx1trWbw5y+iyRESkgsKItAhWDwsvjRvIlf0iKLXZueudtSzYkGF0WSIigsKItCCeFjP/vX4AV/VvS7ndwb3v/sxnaQeMLktEpMVTGJEWxcNi5rkx/bk2rj02u4P756Xx4dr9RpclItKiKYxIi2Mxm3jq9zHckNABhwP++uEvvLtqn9FliYi0WAoj0iKZzSYev6YvtwyOxuGAyR9v4K3le4wuS0SkRVIYkRbLZDIxdXRv/nBxZwCmfLaJ137YZXBVIiItj8KItGgmk4nJV/Tknku7AvDv+VuY8d0Og6sSEWlZFEakxTOZTDwwogcpw7sD8PSibUz/ZjsOh8PgykREWoZzCiMzZswgOjoab29vEhMTWbVqVa3nbtq0id///vdER0djMpmYPn36udYq0qj+NKwbf/tNTwCmf/MrTy/apkAiItIE6h1G5s2bR0pKClOnTmXdunXExsYyYsQIDh2qeYntoqIiOnfuzBNPPEFERMR5FyzSmO4a2oV/jOwFwEtLdvLY/C0KJCIijazeYeS5555j0qRJTJw4kd69ezNz5kx8fX2ZPXt2jecPGjSIp59+muuvvx6r1XreBYs0ttsv6sy/ruoDwGs/7ubhzzdhtyuQiIg0lnqFkdLSUtauXUtycvKJC5jNJCcns3z58gYrqqSkhLy8vGoPkaZ0c1I0T/yuHyYTvLl8Lw99ukGBRESkkdQrjOTk5GCz2QgPD692PDw8nMzMzAYratq0aQQFBVU9oqKiGuzaInV1fUIHnrk2FrMJ3l2Vzl8/XI9NgUREpMG55GyayZMnk5ubW/VIT083uiRpoX4f157p1w/AYjbx0br9pLyfRrnNbnRZIiLNikd9Tg4NDcVisZCVVX379aysrAYdnGq1WjW+RFzGb2Pb4mk2VWysd5Aym53nrx+Ap8Uls7yIiNup17+mXl5exMXFkZqaWnXMbreTmppKUlJSgxcn4iqu6BfJzJvi8LKYWbAhk7veWUdJuc3oskREmoV6/9cuJSWFWbNm8eabb7JlyxbuuusuCgsLmThxIgDjx49n8uTJVeeXlpaSlpZGWloapaWlHDhwgLS0NHbs0CqX4l6Se4fz6vg4rB5mvtmSxR1vr6W4TIFEROR8mRznsIjCiy++yNNPP01mZib9+/fnv//9L4mJiQAMHTqU6Oho5syZA8CePXvo1KnTade45JJLWLJkSZ3ul5eXR1BQELm5uQQGBta3XJEGtWxHDre9uZriMjsXdg1l1vh4fLwsRpclIuJy6vr5fU5hpKkpjIirWbnrMLfOWU1hqY3ETiHMvmUQftZ6DcESEWn26vr5rRF4IucgsXNr3rotkQCrByt3H2H87FXkFZcZXZaIiFtSGBE5R3Edg3nn9kQCvT1Yu/coN7+2ktwiBRIRkfpSGBE5D7FRrXj3DxcQ7OvJL/tzuWHWCo4UlhpdloiIW1EYETlPfdoG8d4fkgj192JzRh43vLqC7PwSo8sSEXEbCiMiDaBHRADv/SGJsAAr27Lyuf7V5fyalW90WSIibkFhRKSBdA3zZ94dSUQGebMzu5Dh//meMa8s57O0A1ogTUTkDDS1V6SBpR8p4pEvNvPt1iwq99UL9vXk2rj23JDQgc5t/I0tUESkiWidERGDZeQeZ97qdOatTicjt7jq+AWdQ7gxsSMj+oRj9dBiaSLSfCmMiLiIcpudJduymbtqH99tO0Tl37gQPy+uq2gtiQ71M7ZIEZFGoDAi4oIOHKtsLdlHVt6JGTdDurbmhoQOXN47Ai8PDeUSkeZBYUTEhZXb7Hy79RBzV+1j6fbsqtaSUH8vro2L4oaEKDq2VmuJiLg3hRERN5F+pMjZWrImvdr6JBd1C+XGhA4k9w7H06LWEhFxPwojIm6mzGYndYuzteSHX09uLbEyJt45tiQqxNfYIkVE6kFhRMSNpR8p4t1V+3h/zX5yCpytJSYTXNStDTcmdGBYrzC1loiIy1MYEWkGymx2Fm/O4t1V+/jh15yq42EBVsbER3F9QhTtg9VaIiKuSWFEpJnZe7iQd1el88GadA5XbMZnMsEl3Z2tJZf1DMNDrSUi4kIURkSaqdJyO19vzuTdVftYtuNw1fGIQG/GDIpi7KAo2rXyMbBCEREnhRGRFmB3TiHvrdrHB2v3c6SitcRsgqE9wrgxoQOX9gzDYjYZXKWItFQKIyItSEm5jUWbspi7ci8rdh2pOh4Z5M3YitaSyCC1lohI01IYEWmhdmYX8N6qfXy4dj9Hi8oAZ2vJZT3DuTExiku6q7VERJqGwohIC1dcZmPRpkz+t3Ifq3afaC1p18qnqrUkPNDbwApFpLlTGBGRKjsO5TN3ZTofrdtP7nFna4nFbGJYzzBuTOzARd3aqLVERBqcwoiInKa4zMZXGzOYu3Ifq/ccrTrerpUPNyREMSY+ijC1lohIA1EYEZEz2p6Vz9yV+/h43X7yissB8DCbSO4Vzo2JHbiwayhmtZaIyHlQGBGROikuszF/fQZzV+1j7d4TrSVRIT5cP6gDY+KjaBNgNbBCEXFXCiMiUm9bM/N4d+U+Pv75APkntZZc3iecGxM6MrhLa7WWiEidKYyIyDk7Xmrji/UHmbtyH2npx6qOd2ztyw0JHbg2rj2h/motEZEzUxgRkQax+WAe767ax6c/HyC/xNla4mkxcXmfCMYldCCpS2tMJrWWiMjpFEZEpEEVlZbzxS/O1pJf9udWHe8U6scNCVFcGxdFiJ+XgRWKiKtRGBGRRrPxQG5Va0lhqQ0AL4uZEX0juDGhAxd0DlFriYgojIhI4yssKefzitaSDQdOtJZ0buPHjQkd+P3A9gSrtUSkxVIYEZEmtWF/LnNX7eOztAMUndRackU/Z2tJQie1loi0NAojImKIgpJyPks7wNyV+9h0MK/qeNcwf25I6MDvB7ajla9aS0RaAoURETGUw+Fg/f5c5q7cx+e/HOR4mbO1xOphZmS/SG5M7EBcx2C1log0YwojIuIy8orL+CzNObZkS8aJ1pLu4c7Wkgs6tyYyyJsgH0+FE5FmRGFERFyOw+EgLf0Yc1fu44v1Bykus1f7vrenmcggHyICvYkIcj4ig7yJCPR2Hg/yprWfl1aBFXETCiMi4tJyj5fxWdoBPvn5AHsPF3GksLROr/O0mAgLqAgplWElyKfq64hAb8ICrHhYzI38DkTkbBRGRMStFJfZyMorJiO3mMzcyl+Pk5l34uvsghLq8i+W2QRtAqzOkFJLK0t4kBWrh6Xx35hIC1bXz2+PJqxJRKRW3p4WOrb2o2Nrv1rPKbPZOZRfQmbu8arQkplbTEbeiedZecWU2x1k5ZWQlVfCL2e4Z2s/r6rWlNpaWfys+mdSpLHpb5mIuA1Pi5l2rXxo18qn1nPsdgc5hSUnta6caGXJqAgrGbnFlJTbOVxYyuHC0mpTkE8V6O1R0bJyopWlKqwEeRMZ6EOgj4cG3oqcB4UREWlWzGbnmJKwAG9i2td8jsPh4FhRmTOk5FWElMrQUhFWMo4dp7DURl5xOXnFBWzPKqj1nj6eluoBpSK8OLuEnMdCfDXwVqQ2CiMi0uKYTCaC/bwI9vOid9va+7Hzi8uc3T81jGWpDC7Hiso4XmZjV04hu3IKa72Wl8VMeJCVyECfqtBycliJDPKhTYAViwKLtEAKIyIitQjw9iTA25Nu4QG1nlNcZjsRUvKqj2WpDDE5BSWU2uykHzlO+pHjtV7LYjbRxt9arSuo2jiWWsaw1BRfauo1MtV0Zk2H6nZajV1Tda2ltnrq2ttVl/fnYTapNcpNnFMYmTFjBk8//TSZmZnExsbywgsvkJCQUOv5H3zwAf/85z/Zs2cP3bp148knn+TKK68856JFRFyFt6eF6FA/okNrH3hbWm7nUP6JlpXqs4aOOwfe5pdgszucs4fyiklLb8I30Yx5WcxYPcxYPc1YPSxVv3p7Vhyvem7B6mHG27P6r1bPk56fcq616twT164818ti1jiieqh3GJk3bx4pKSnMnDmTxMREpk+fzogRI9i2bRthYWGnnf/TTz9xww03MG3aNEaNGsXcuXO5+uqrWbduHX379m2QNyEi4sq8PMy0D/alfbBvrefY7A5yCkqqdwXlnR5gSsvttV5DTldqs1Nqs5Nf0rT3NZmoCjCnhZvK4HJaOKoecqq/zoL3Kb9W+/5Jz91xjZ16rzOSmJjIoEGDePHFFwGw2+1ERUVx77338uCDD552/tixYyksLOTLL7+sOnbBBRfQv39/Zs6cWeM9SkpKKCk58ScnLy+PqKgorTMiIi2aw+GocZ2Vmv4Rr+mf9tr+sa/5mjWfXddPjNrOq+m6dX1PznPr/r7KbQ5Kym0Ul9kpKbdRUmanuMxGSbmdkvITz08cq35u1Wuqvq753JN/dQUWs6nmwFJTyDkpCN0yOJoOrWsPzOeiUdYZKS0tZe3atUyePLnqmNlsJjk5meXLl9f4muXLl5OSklLt2IgRI/j0009rvc+0adN45JFH6lOaiEizZzKZ6jymoubRG9KYHA4HpTZnaDk5+JwcYKpCzqlhqA5hx/n9msNSme1EJLPZHRSW2igstdWr/tGxkQ0eRuqqXmEkJycHm81GeHh4tePh4eFs3bq1xtdkZmbWeH5mZmat95k8eXK1AFPZMiIiIuKqTCZTRVeLBbyb9t42u4PSs4WZWlp5Kn+NDKp9/Z7G5pKzaaxWK1ar1egyRERE3ILFbMLHy4KPl3tucVCvUS6hoaFYLBaysrKqHc/KyiIiIqLG10RERNTrfBEREWlZ6hVGvLy8iIuLIzU1teqY3W4nNTWVpKSkGl+TlJRU7XyAxYsX13q+iIiItCz17qZJSUlhwoQJxMfHk5CQwPTp0yksLGTixIkAjB8/nnbt2jFt2jQA7rvvPi655BKeffZZRo4cyXvvvceaNWt49dVXG/adiIiIiFuqdxgZO3Ys2dnZTJkyhczMTPr378/ChQurBqnu27cPs/lEg8vgwYOZO3cu//jHP/j73/9Ot27d+PTTT7XGiIiIiADnsM6IEeo6T1lERERcR10/v91vmTYRERFpVhRGRERExFAKIyIiImIohRERERExlMKIiIiIGEphRERERAylMCIiIiKGUhgRERERQ7nkrr2nqlyXLS8vz+BKREREpK4qP7fPtr6qW4SR/Px8AKKiogyuREREROorPz+foKCgWr/vFsvB2+12Dh48SEBAACaTqcGum5eXR1RUFOnp6Vpm/iz0s6of/bzqTj+rutPPqu70s6q7xvxZORwO8vPzadu2bbV9607lFi0jZrOZ9u3bN9r1AwMD9Ye1jvSzqh/9vOpOP6u608+q7vSzqrvG+lmdqUWkkgawioiIiKEURkRERMRQLTqMWK1Wpk6ditVqNboUl6efVf3o51V3+lnVnX5WdaefVd25ws/KLQawioiISPPVoltGRERExHgKIyIiImIohRERERExlMKIiIiIGEphRERERAzVosPIjBkziI6Oxtvbm8TERFatWmV0SS7p+++/Z/To0bRt2xaTycSnn35qdEkuadq0aQwaNIiAgADCwsK4+uqr2bZtm9FluaSXX36ZmJiYqhUfk5KS+Oqrr4wuyy088cQTmEwm7r//fqNLcUkPP/wwJpOp2qNnz55Gl+WyDhw4wE033UTr1q3x8fGhX79+rFmzpsnraLFhZN68eaSkpDB16lTWrVtHbGwsI0aM4NChQ0aX5nIKCwuJjY1lxowZRpfi0pYuXcrdd9/NihUrWLx4MWVlZVx++eUUFhYaXZrLad++PU888QRr165lzZo1XHbZZVx11VVs2rTJ6NJc2urVq3nllVeIiYkxuhSX1qdPHzIyMqoeP/74o9EluaSjR48yZMgQPD09+eqrr9i8eTPPPvsswcHBTV+Mo4VKSEhw3H333VVf22w2R9u2bR3Tpk0zsCrXBzg++eQTo8twC4cOHXIAjqVLlxpdilsIDg52vPbaa0aX4bLy8/Md3bp1cyxevNhxySWXOO677z6jS3JJU6dOdcTGxhpdhlv429/+5rjwwguNLsPhcDgcLbJlpLS0lLVr15KcnFx1zGw2k5yczPLlyw2sTJqT3NxcAEJCQgyuxLXZbDbee+89CgsLSUpKMrocl3X33XczcuTIav9uSc1+/fVX2rZtS+fOnRk3bhz79u0zuiSX9PnnnxMfH891111HWFgYAwYMYNasWYbU0iLDSE5ODjabjfDw8GrHw8PDyczMNKgqaU7sdjv3338/Q4YMoW/fvkaX45I2bNiAv78/VquVO++8k08++YTevXsbXZZLeu+991i3bh3Tpk0zuhSXl5iYyJw5c1i4cCEvv/wyu3fv5qKLLiI/P9/o0lzOrl27ePnll+nWrRuLFi3irrvu4k9/+hNvvvlmk9fi0eR3FGkB7r77bjZu3Ki+6jPo0aMHaWlp5Obm8uGHHzJhwgSWLl2qQHKK9PR07rvvPhYvXoy3t7fR5bi8K664oup5TEwMiYmJdOzYkffff5/bbrvNwMpcj91uJz4+nscffxyAAQMGsHHjRmbOnMmECROatJYW2TISGhqKxWIhKyur2vGsrCwiIiIMqkqai3vuuYcvv/yS7777jvbt2xtdjsvy8vKia9euxMXFMW3aNGJjY3n++eeNLsvlrF27lkOHDjFw4EA8PDzw8PBg6dKl/Pe//8XDwwObzWZ0iS6tVatWdO/enR07dhhdisuJjIw8Lfz36tXLkG6tFhlGvLy8iIuLIzU1teqY3W4nNTVVfdZyzhwOB/fccw+ffPIJ3377LZ06dTK6JLdit9spKSkxugyXM2zYMDZs2EBaWlrVIz4+nnHjxpGWlobFYjG6RJdWUFDAzp07iYyMNLoUlzNkyJDTlh/Yvn07HTt2bPJaWmw3TUpKChMmTCA+Pp6EhASmT59OYWEhEydONLo0l1NQUFDtfxW7d+8mLS2NkJAQOnToYGBlruXuu+9m7ty5fPbZZwQEBFSNPwoKCsLHx8fg6lzL5MmTueKKK+jQoQP5+fnMnTuXJUuWsGjRIqNLczkBAQGnjTvy8/OjdevWGo9UgwceeIDRo0fTsWNHDh48yNSpU7FYLNxwww1Gl+Zy/vznPzN48GAef/xxxowZw6pVq3j11Vd59dVXm74Yo6fzGOmFF15wdOjQweHl5eVISEhwrFixwuiSXNJ3333nAE57TJgwwejSXEpNPyPA8cYbbxhdmsu59dZbHR07dnR4eXk52rRp4xg2bJjj66+/Nrost6GpvbUbO3asIzIy0uHl5eVo166dY+zYsY4dO3YYXZbL+uKLLxx9+/Z1WK1WR8+ePR2vvvqqIXWYHA6Ho+kjkIiIiIhTixwzIiIiIq5DYUREREQMpTAiIiIihlIYEREREUMpjIiIiIihFEZERETEUAojIiIiYiiFERERETGUwoiIiIgYSmFEREREDKUwIiIiIob6f73LTfv5SqfhAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 21ms/step - loss: 3.1378 - accuracy: 0.5988\n",
            "Test set\n",
            "  Loss: 3.138\n",
            "  Accuracy: 0.599\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.64      0.68      0.66       423\n",
            "           1       0.44      0.39      0.41       270\n",
            "\n",
            "    accuracy                           0.57       693\n",
            "   macro avg       0.54      0.53      0.53       693\n",
            "weighted avg       0.56      0.57      0.56       693\n",
            "\n",
            "Epoch 1/7\n",
            "52/52 [==============================] - 5s 53ms/step - loss: 0.6489 - accuracy: 0.6582 - val_loss: 0.5248 - val_accuracy: 0.8389\n",
            "Epoch 2/7\n",
            "52/52 [==============================] - 2s 31ms/step - loss: 0.2416 - accuracy: 0.9218 - val_loss: 0.3094 - val_accuracy: 0.8918\n",
            "Epoch 3/7\n",
            "52/52 [==============================] - 2s 31ms/step - loss: 0.1447 - accuracy: 0.9735 - val_loss: 0.2990 - val_accuracy: 0.9375\n",
            "Epoch 4/7\n",
            "52/52 [==============================] - 2s 32ms/step - loss: 0.0145 - accuracy: 0.9970 - val_loss: 0.3277 - val_accuracy: 0.9399\n",
            "Epoch 5/7\n",
            "52/52 [==============================] - 2s 32ms/step - loss: 0.1329 - accuracy: 0.9880 - val_loss: 0.3503 - val_accuracy: 0.9303\n",
            "Epoch 6/7\n",
            "52/52 [==============================] - 2s 31ms/step - loss: 2.2362e-04 - accuracy: 1.0000 - val_loss: 0.4581 - val_accuracy: 0.9375\n",
            "Epoch 7/7\n",
            "52/52 [==============================] - 2s 37ms/step - loss: 3.0752e-04 - accuracy: 1.0000 - val_loss: 0.5326 - val_accuracy: 0.9159\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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NmzYRHh7+1wmsVsLDw1mzZs0lj5k/fz5dunRh5MiR+Pv707p1a15//XXsdnu+18nMzCQ5OTnPwww9mvhRs6obJ9OyWLk/0ZQaREQqLIvF6C4p7ccFH8YF0adPH5xOJ4sWLSI6Opo//viDAQMGAPD0008zd+5cXn/9df744w+ioqJo06YNWVlZxfY2ffPNNzz99NMMGTKEpUuXEhUVxeDBg4v1Ghc633BwnsViuWjMTHErVBhJTEzEbrfj7++fZ7u/vz9xcZdey+XgwYPMmTMHu93O4sWLeeGFF3jnnXf4v//7v3yvM378eHx8fHIfQUFBhSmz2LjYrPQJMfoz523RnCMiIpWRh4cHd955J1999RVff/01zZs3p3379gCsWrWKhx9+mDvuuIM2bdoQEBDA4cOHC3zuli1bsm3bNjIy/prxe+3atXn2WbVqFV27dmXEiBG0a9eOJk2acODAgTz7uLm5XfaX/PPXWrNmTZ6bMlatWoWXlxf16tUrcM0locT7HRwOB7Vr1+bjjz+mQ4cO9O/fn+eff54pU6bke8zYsWNJSkrKfURHR5d0mfnqG2qEkZ92xpOmlXxFRCqlAQMG5A5JON8qAsaYih9++IGoqCi2bt3KAw88UKhWhAceeACLxcLQoUPZtWsXixcv5u23386zT9OmTdm4cSM//fQT+/bt44UXXmDDhg159gkODmbbtm3s3buXxMREsrOzL7rWiBEjiI6OZvTo0ezZs4d58+Yxbtw4IiIicseLmKVQV/fz88NmsxEfH59ne3x8fL6DZgIDA2nWrBk2my13W8uWLYmLi8u3icnd3R1vb+88D7OEBlWnQU1PzmbbWbYr/p8PEBGRCuf666/H19eXvXv38sADD+Ruf/fdd6lRowZdu3alT58+9O7dO7fVpCCqVavGggUL2L59O+3ateP555/nf//7X559Hn/8ce6880769+9PWFgYJ0+eZMSIEXn2GTp0KM2bN6djx47UqlWLVatWXXStunXrsnjxYtavX09ISAjDhg1jyJAh/Pe//y3ku1H8LM5CTqIRFhZG586d+fDDDwGj5aN+/fqMGjXqkgNYn3vuOWbNmsXBgwdzk9f777/P//73v4tuO8pPcnIyPj4+JCUlmRJM3l22jw+W/0nP5rWYMTj/W5hFROTSMjIyOHToEA0bNswzWFPKv8v93Rb087vQ7TIRERFMmzaNmTNnsnv3boYPH05aWlru3TUDBw5k7NixufsPHz6cU6dOMWbMGPbt28eiRYt4/fXXGTlyZGEvbZp+57pq/vgzkcTUTJOrERERqVgKfWtv//79SUhI4MUXXyQuLo7Q0FCWLFmSO6j16NGjefqegoKC+Omnn/jXv/5F27ZtqVu3LmPGjOGZZ54pvldRwhrVqkbbej5sO5bEom2xDOoabHZJIiIiFUahu2nMYHY3DcD0lYd4ZeEu2tWvztwR3UypQUSkvFI3TcVlSjdNZXVbSCBWC2w5eobDiWlmlyMiIlJhKIwUUG0vD7o1MVbynaeVfEVEiqQcNMZLIRXH36nCSCH0C9VKviIiRXF+Vs/09HSTK5Hidv7v9O8ztxZGkVbtrax6tw7g+cjtHExMY/vxJNrWq252SSIi5YLNZqN69eq5a5x4enrmWSNFyh+n00l6ejonTpygevXqeeYTKyyFkUKo5u5Cr1YBLNgaQ+SWGIUREZFCOD85Zkkvuialq3r16pddLbggFEYKqV9oHRZsjWH+1hieu6UFLlrJV0SkQCwWC4GBgdSuXfuS05VL+ePq6npFLSLnKYwU0jXNalHD05XE1ExWHzjJNc1qmV2SiEi5YrPZiuUDTCoO/VpfSK42K7e2DQQgMkor+YqIiFwphZEiOH9XzU874jibdfklm0VEROTyFEaKoEODGtSrUYW0LDs/79ZKviIiIldCYaQILBZLbutI5BZ11YiIiFwJhZEi6tfOWMl3xb4ETqVlmVyNiIhI+aUwUkRNantxVR1vchxOFm2PNbscERGRckth5ArkTg+vrhoREZEiUxi5AreH1sFigY1HThN9SustiIiIFIXCyBXw9/aga+OaAMzfqpV8RUREikJh5Ar1PddVM3eLVvIVEREpCoWRK3RT6wDcXKzsP5HKzphks8sREREpdxRGrpC3hyvhLWsDME/Tw4uIiBSawkgxON9VM39rDHaHumpEREQKQ2GkGPRsXgufKq7EJ2ey7uBJs8sREREpVxRGioG7i41b2hgr+c7VnCMiIiKFojBSTPqFGtPDL9kRR0a2VvIVEREpKIWRYtIp2Jc6Ph6kZObwy54TZpcjIiJSbiiMFBOr1cLtWslXRESk0BRGitEd7Yww8tveBM6kayVfERGRglAYKUbNA7xoEeBFlt3B4u1xZpcjIiLyz85Ew9opppagMFLM+p1rHYnUBGgiIlKWpcTB4n/Dh+1hyTMQvd60UhRGitntIcZKvusPneL4mbNmlyMiIpJXWiL89Dy8HwLrPwZ7FgT3ABcP00pyMe3KFVSd6lXoHOzLukOnmB8Vw/Cejc0uSUREBNJPweoPYd1UyE4ztgWFwXXPQ6NrTS2tcreMpCXC6olQzKvtnh/IqrVqRETEdBlJ8NsbRkvIyneNIBIYCgPmwCM/mR5EoDK3jGSfhSk9ICUGqtWGtvcW26lvbhPIi/N2sicuhd2xybQM9C62c4uIiBRIVprRCrLqfcg4Y2yrfRVc/zw0vwUsFlPLu1DlbRlxrQIdHzGeL/43JMcW26l9qrhyXYtagAayiohIKcs+C2smwYS2sPxlI4j4NYO7P4NhK6HFrWUqiEBlDiMA3Z80mqoyzsCCMcXaXdPv3ARoC6JicGglXxERKWk5mbB+GnzQDn56DtIToUZDuGMqjFgLre8Ea9n82C+bVZUWmyvcMQVsbvDnTxA1q9hOfV2L2nh5uBCTlMH6w6eK7bwiIiJ52LNh00z4sAMsfhpSYsEnCPp8AKM2QMh9YLWZXeVlVe4wAlC7JVz3nPF8ybOQdKxYTuvhauOW1sZKvhrIKiIixc5hh63fwMROsOAJSIqGagFwy9swehN0GGT80l0OKIwAdH0C6nWCzGSYP7rYumv6tjNW8l20LZbMHK3kKyIixcDhgB0/wEddYO7jcPoQePpB79dhTBR0Hgou7mZXWSgKI2A0X/WbbEz4cuAX2DyzWE57dcOaBHh7kJyRw697EorlnCIiUkk5nbBnEUztAXMGQ+Je8KgON4yDMVuhy0jj5oxySGHkPL+mcP0LxvOfnofTR674lMZKvkbriLpqRESkSJxO+HMZTLsOvnkA4neAuzf0HAtPboMeEeBezewqr4jCyIWuHg71u0BWKswfZTSFXaG+58LI8j0nSM7IvuLziYhIJXLod5jeG766G2K2gGtV6B5htIT0fBY8fMyusFgojFzIaoO+k8DV0/gB2PjpFZ+yVaA3TWtXIyvHwRKt5CsiIgVxdC3MuA1m9oHodcYwgi6jjBASPg48fc2usFgVKYxMmjSJ4OBgPDw8CAsLY/36/Ff6mzFjBhaLJc/Dw8O8xXj+Uc3GEP6y8XzZi3Dq4BWdzmKx5K7kO3eLumpEROQyjm+CL+8yWkMO/wFWV+g0FJ6Igt6vQbVaZldYIgodRmbPnk1ERATjxo1j8+bNhISE0Lt3b06cOJHvMd7e3sTGxuY+jhy58vEYJarTo8YKhtnpEDnyirtrznfVrD10krikjOKoUEREKpK47fD1/TDtetj/M1hs0H4QPLEFbn0bvAPNrrBEFTqMvPvuuwwdOpTBgwfTqlUrpkyZgqenJ9OnT8/3GIvFQkBAQO7D39//iooucVar0V3jVg2OroZ1U67odPVqeNIpuAZOJ8zfqtYRERE5J2EvfDsIpnSHvYvBYoWQ+2H0Rrj9A6geZHaFpaJQYSQrK4tNmzYRHh7+1wmsVsLDw1mzZk2+x6WmptKgQQOCgoLo27cvO3fuvOx1MjMzSU5OzvModTUawI2vGs+XvwyJ+6/odH3PTQ8fuSXmSisTEZHy7uQB+OEx+Ohq2BVpbLvqThixzpgZ3LeRqeWVtkKFkcTEROx2+0UtG/7+/sTFXXpwZvPmzZk+fTrz5s3jyy+/xOFw0LVrV44dy3+m0/Hjx+Pj45P7CAoyKRl2GAyNroOcDIgcbsx2V0S3tgnExWphV2wy++JTirFIEREpN84chXmjjFlTt80GpwNa3AbDVsE9n0GtZmZXaIoSv5umS5cuDBw4kNDQUK699lp++OEHatWqxdSpU/M9ZuzYsSQlJeU+oqOjS7rMS7NYoO9E437uY+thzcQin6pGVTd6Nq8NQKQGsoqIVC7JMbDoKfigPWz5Apx2aHojPPYb3PcVBLQ2u0JTFSqM+Pn5YbPZiI+Pz7M9Pj6egICAAp3D1dWVdu3asX9//t0e7u7ueHt753mYxqeeMcUuwC+vwYk9RT5Vv3bnJ0DTSr4iIpVCagIseQ7eD4UNn4AjGxpeC0OWwYDvoE47syssEwoVRtzc3OjQoQPLly/P3eZwOFi+fDldunQp0Dnsdjvbt28nMLAcjQxu96CRYO2ZEDkM7DlFOk14S3+qubtw/MxZNh09XcxFiohImZF+CpaNg/fbwtpJxudH/S4waCEMmg9Bnc2usEwpdDdNREQE06ZNY+bMmezevZvhw4eTlpbG4MGDARg4cCBjx47N3f+VV15h6dKlHDx4kM2bN/Pggw9y5MgRHn300eJ7FSXNYjGWYvbwMWbAW/VekU7j4Wqj91VGC5K6akREKqCzZ+DX12FCW1g1wZgiok57ePB7GPwjNOxhdoVlkkthD+jfvz8JCQm8+OKLxMXFERoaypIlS3IHtR49ehSr9a+Mc/r0aYYOHUpcXBw1atSgQ4cOrF69mlatWhXfqygN3oFw81sw9zH47X/Q7OYi9fH1a1eH7zcfY9H2WMb1uQo3F02CKyJS7mWmGtNArP4AMpKMbf5t4PrnodlNxi+1ki+L0+ks84MXkpOT8fHxISkpydzxI04nfDMA9i6CgDYw9FewuRbqFHaHk6vHLychJZNPBnYkvFUZn3NFRETyl5VuLB2y8j1IP2ls82sO1z0HLW835q2qxAr6+V2536XCsljgtvegSg1jtrzf3y70KWxWC7eHGANZ52olXxGR8iknE9ZNhQ9CYel/jSDi2wjunAYj1sBV/Sp9ECkMvVOF5eUPt75jPP/jbYiJKvQp+p2bAO3nXfGkaCVfEZHyw54NGz8zbtH98T+QGg8+9eH2iTByA7S911h0VQpFYaQorroTWvUFR44xGVpOZqEOb13Xm0a1qpKZ4+CnnfH/fICIiJjLngNRs2BiR1j4JCQfA686cOu7MHoTtH8IbIUehinnKIwUhcVi/AB6+sGJXbDif4U83JLbOjJPXTUiImWXwwHb5xjTtkcOh9OHoWotuOkNYxG7TkPAxc3sKss9hZGiqupnjB8BY+DSsU2FOvz8Sr6r9idyIlkr+YqIlClOJ+xeAFO6wfdD4OSfxnjB8JdhzFa4eji4ephdZYWhMHIlWt0Obe4x1haIHAbZBQ8VDWpWpX396jicMH+rFs8TESkTnE7YtxQ+vhZmP2i0frv7wHXPw5ht0P1JcKtqdpUVjsLIlbr5TajmD4n74NfXCnVov3bnu2oURkRETOV0woFf4dNeMOseiN0KbtWgx9Pw5Fa49j/gYeLUEhWcwsiV8vSFPu8bz1d/CEfXFfjQW9sEYrNa2H48iQMJqSVUoIiIXNaR1TDjNviiHxzbAC5VoOtoozvmhheM7hkpUQojxaH5zRDyAOA0BjhlpRfosJrV3LmmqR8A8zQ9vIhI6Tq2ET7vB5/dDEdWgs0NOj8OY6Lgxv8zxgZKqVAYKS43jTdu8zp1AJa/UuDDznfVREbFUA4mwxURKf9it8Ks/vDJDXDwV7C6QIfBxt0xt7wJXgVbhV6Kj8JIcalSHW7/0Hi+bjIcXlmgw3q18sfTzcbRU+lsPnqmxMoTEan0TuyG2Q/B1Gtg3xKwWCF0AIzaCH0mgE89syustBRGilPTcGg/0HgeOcJYOOkfeLq55K7kqzlHRERKQOJ++P5R+KgL7J4PWKD13TByPfT7CHwbml1hpacwUtxufA18guDMEfh5XIEOOT/nyMJtsWTbHSVZnYhI5XH6MESOhEmdYft3gBNa9oHhq+HuT8GvqdkVyjkKI8XNwxv6TjSeb/gEDv72j4d0b+KHXzU3TqVlsfLPxJKtT0Skoss+Cz8+Ax92gKgvwWmHpr3hsRXQ/0vwb2V2hfI3CiMloVFP6PSo8XzeKMhIvuzuLjYrt7U1Wkci1VUjIlJ0CXth2vWwboqxflijnjDkZxjwLdQJNbs6yYfCSEkJfxmqN4CkaGN56X9w/q6apTvjScvMKenqREQqnqhZ8HFPY9bUqrVgwPcwcB4EdTK7MvkHCiMlxb2aMTAKYPNM+PPny+4eUs+H4JqenM22s3RXXCkUKCJSQWSmwtxhxjxP2enQ8BoYtsq4qUDKBYWRkhTcHcKGG8/nj4azZ/Ld1WKx0PfcSr6RWzQ9vIhIgcTtgGnXwdavjVt1r3seHooEL3+zK5NCUBgpaTe8CL6NISUGloy97K7nu2pW7k8kMTWzNKoTESmfnE7Y+JkxcVniPvAKhEELjDVkrDazq5NCUhgpaW6e0G8yYIGts2Dvj/nu2tCvKiH1fLA7nCzUSr4iIpeWkQzfD4GFT0JOBjQJh2ErjdZoKZcURkpD/TDoOsp4vmAMpJ/Kd9fzrSNztZKviMjFYqKMGVR3fA8Wm3GzwAPfaR2Zck5hpLRc91/wawap8fDjf/Ld7ba2dbBZLWyNPsOhxLRSLFBEpAxzOmHdVPi0F5w+ZEwu+cgS6P4kWPVRVt7pb7C0uHpAvynGAKvt38Gu+ZfcrZaXO92anFvJV3OOiIjA2dMw+0HjFzl7FjS/FR7/HYI6m12ZFBOFkdJUrwN0e9J4vvBfkHbp2Vb7nZsefp5W8hWRyi56A0y5BvYsBKsr3PQG3PcVePqaXZkUI4WR0tbzWajdCtITYdFTl9zlxqsC8HC1cigxjW3Hkkq5QBGRMsDhgFUfwGc3QdJRqBEMQ5bC1cPBYjG7OilmCiOlzcXduLvG6gK7Io1BWH9Tzd2FXq2MlXznblFXjYhUMmkn4ev+sOwFY0r3Vv2Mbpm67c2uTEqIwogZ6oRCj6eN54uegpT4i3a5o935lXxjyNFKviJSWRxZDVO6w59LweYOt70H98wADx+zK5MSpDBilh5PQUAbY2DWwn8ZI8Uv/HbTWvhWdSMxNYtVB06aVKSISClx2OH3t2DGrcYkkTWbwNDl0PERdctUAgojZnFxM+6usbrC3kWw7ds833a1Wbm1TSAA89RVIyIVWUo8fHkn/PJ/4HRA2/7w2ArjFzapFBRGzBTQGno+Yzz/8d+QHJvn2/3OddX8tDOO9Cyt5CsiFdDB34xumYO/gUsV6DsJ7phqLDYqlYbCiNm6/QvqtIOMJFjwRJ7umvb1axDkW4W0LDvLdl08rkREpNyy58Avr8Hn/SDtBNRqCY/9Bu0eVLdMJaQwYjabi9FdY3MzBmxFfZX7LYvFQr9zK/nO0/TwIlJRJMfA57fD728CTmg/EIb+ArVbmF2ZmERhpCyo3cJY9hqMlX2TjuV+q++5MPL7vgROpWWZUZ2ISPHZt9ToljmyCtyqwZ2fwO0fGouKSqWlMFJWdB0N9TpBZjLMG5XbXdOkdjVa1/Umx+Fk0Ta1johIOWXPhqUvwKx7IP2kMTj18d+h7T1mVyZlgMJIWWG1GZOhuXjAwV9h02e53zrfVROprhoRKY/OHIXPbobVHxhfdxoKQ36Gmo3NrUvKDIWRssSvKdwwznj+03/h9GEA+oTUwWKBTUdOc/Rkunn1iYgU1u6FRrfMsQ3g7gP3fg63vm0sHipyjsJIWRM2DOp3hew0o7vG4cDf24NujbWSr4iUIzmZ8OOzMHuAcbdgnfYw7Hdo1dfsyqQMUhgpa6xW6DcJXD3h8B+w4RMA+p5byTcy6rhW8hWRsu3UQfj0Rlg32fi6yyh45CdjsTuRS1AYKYt8G0GvV4znP4+Dkwe4qXUA7i5WDiSksTMm2dz6RETys+MHmHINxEZBlRpw/zfQ+zVj1mmRfCiMlFUdh0BwD8hOh3kj8XKzEt7SH4BITQ8vImVN9llY8CTMGQxZKRB0NQxbCc1vNrsyKQcURsoqq9WYFtmtGhxdA+um5HbVzN8ag92hrhoRKSMS9sEn4X/dBdg9Ah5eBD71zK1Lyo0ihZFJkyYRHByMh4cHYWFhrF+/vkDHffPNN8asov36FeWylU+NBnDj/xnPl79CT78kqnu6ciIlkzVayVdEyoKt38DHPSF+B3j6wYPfQ/g4Y3ZpkQIqdBiZPXs2ERERjBs3js2bNxMSEkLv3r05ceLEZY87fPgwTz/9ND169ChysZVSh4eh8fWQk4Hb/BHc2ro2YAxkFRExTVYaRI6AuY8bd/8F94Dhq6BJuNmVSTlU6DDy7rvvMnToUAYPHkyrVq2YMmUKnp6eTJ8+Pd9j7HY7AwYM4OWXX6ZRo0b/eI3MzEySk5PzPCoti8WYKtndG45v5HHXxQAs2RFHRrbd5OJEpFKK3wUfX2espWWxQs/nYOA88AowuzIppwoVRrKysti0aRPh4X8lX6vVSnh4OGvWrMn3uFdeeYXatWszZMiQAl1n/Pjx+Pj45D6CgoIKU2bF41MPbnoDgKCo9+junUBqZg7Ld1++NUpEpFg5nbBpJky7DhL3QrUAGDgfej5jzCItUkSFCiOJiYnY7Xb8/f3zbPf39ycuLu6Sx6xcuZJPP/2UadOmFfg6Y8eOJSkpKfcRHR1dmDIrptAHoGlvLPYs3nKdjAs56qoRkdKTmQLfPwoLnoCcDGh8g3G3TEN1vcuVK9G7aVJSUnjooYeYNm0afn5+BT7O3d0db2/vPI9Kz2KBPu+DR3UC0/YwzLaA3/ae4Ey6VvIVkRIWuxWmXgM75oDFZixbMWAOVKtldmVSQRRquLOfnx82m434+Pg82+Pj4wkIuLiv8MCBAxw+fJg+ffrkbnM4HMaFXVzYu3cvjRtroaQC8w6EW96CH4YyxnUuyzPbs2h7LAPCGphdmYhURE6nMQv0T8+BPQu868Hdn0L9q82uTCqYQrWMuLm50aFDB5YvX567zeFwsHz5crp06XLR/i1atGD79u1ERUXlPm6//Xauu+46oqKiNBakKNrcAy1uw5Uc3nGdwsLNR8yuSEQqorNn4NuHYPHTRhBpdjMM+0NBREpEoW8Ej4iIYNCgQXTs2JHOnTszYcIE0tLSGDx4MAADBw6kbt26jB8/Hg8PD1q3bp3n+OrVqwNctF0KyGKB297DcXg1rTKOcPXxzzh2uiP1aniaXZmIVBTHNsGch+HMUbC6GstTXD3c+P9HpAQUOoz079+fhIQEXnzxReLi4ggNDWXJkiW5g1qPHj2K1aqJXUtUtdpYb3sH5gxmpC2SH1beyb0XdIWJiBSJ0wlrJhlrYjlyoHoDuOczqNvB7MqkgrM4y8ESsMnJyfj4+JCUlKTBrBc4OvVe6sf+xGFrfRqM3YDF1cPskkSkvEo/BZHDYd8S4+tWfY05jjx8zK1LyrWCfn6rCaMcq373ByQ6fQh2HOXkolfMLkdEyqsja2BKdyOI2Nzh1nfgnpkKIlJqFEbKMe+aAcwJiADAN2oyHNtockUiUq44HPDHOzDjVkg+Dr6N4dGfodOjGh8ipUphpJwL7tGfufZuWHHgjBxuLOMtIvJPUk/AV3fB8lfAaYc298LjKyCwrdmVSSWkMFLO9Wxem7dtQ4h3VseSuA9++T+zSxKRsu7gCqNb5sAv4FIFbp8Id34M7l5mVyaVlMJIOefhaqN766aMzX7U2LBmEhxda25RIlI2Oezw63j4vC+kxkOtFvDYr9D+IXXLiKkURiqAfu3q8oujPZH0BJzGiPisdLPLEpGyJDnWCCEr3gCc0O5BGPor1G5pdmUiCiMVQVhDXwJ9PHgxYwBnqwTAqYOw/GWzyxKRsmL/z0a3zOE/wLUq3PEx9J0EbposUcoGhZEKwGq1cHtIHZKpyrTq/zI2rpsCh1eaW5iImMueDT+/BF/eBemJ4N8GHv8dQvqbXZlIHgojFUTf0LoATDzagKyQh4yNkSMgM9XEqkTENGeijVt2V75nfN3pUeO2Xb8m5tYlcgkKIxVEy0AvmvlXI8vuYL7/SPCpD2eOwLIXzS5NRErbnsVGt0z0OnD3hntmGBOZaZZmKaMURioIi8VCv3ZG68icHWeg70TjGxs/hQO/mleYiJSenCxY8hx8cz9knIE67YxumavuMLsykctSGKlAbg+pA8C6Q6eIrdkZOg01vjFvFGQkm1iZiJS4U4dg+o2wdpLx9dUj4JGl4NvQ3LpECkBhpAKpV8OTzsG+OJ0wPyoGwl+CGsGQfAyWPm92eSJSUnZGwtRrIGYLeFSH+76Gm8aDi5vZlYkUiMJIBdO3ndE6EhkVA+7VoN9kwAKbP4c/l5lbnIgUr+wMWBgB3w2CzGQICoNhK6HFLWZXJlIoCiMVzK1tAnG1Wdgdm8zeuBRo0BWuHm58c/5oOHva3AJFpHgk7odPwo1xYQDd/wUPL4LqQebWJVIECiMVTHVPN65tVhuAyKjjxsbrXzBW40yJhSVjTaxORIrFtm+Nbpn47eDpBwO+N7plba5mVyZSJAojFdAd5+6qmR8Vg8PhNGZZvGMKWKyw9Wvjtj8RKX+y0o0B6T8Mhew0CO5hdMs0DTe7MpEr4mJ2AVL8bmhZm2ruLhw/c5aNR07TuaEvBHWGLqNg9QewYAzUvxo8fc0uVUTyc/a00RWTuO/c409jgGpKDGCBa5+Ba/8DVpvZlYpcMYWRCsjD1cZNrQOYs+kYkVHHjTACcN3zsO8nSNwLi/8Nd39qbqEilZ3DDknRRtC4MHQk7oO0hEsfU80f7pwGja4t3VpFSpDCSAXVL7QuczYdY9G2WF7qcxVuLlZj9sU7JsMnvWDHHGh1O7Tqa3apIhVfVhqc3H9x6Di5H3Iy8j/Oqw74NQW/ZuceTaFeR3D3Kr3aRUqBwkgF1aVxTWp7uXMiJZPf9p7gxqsCjG/U7WCMuv/jbVj4L6jfFarVMrdYkYrA6YSUuL+FjT+NP5Oi8z/O5gY1m1wcOmo2UeiQSkNhpIKynVvJ95OVh5gXFfNXGAGjn3nvj3BiJyyKgHs/B4vFvGJFypOcLDh18OJulcQ/ISsl/+M8a/4VNC4MHdUbaNyHVHoKIxVYv3Z1+WTlIX7eHU9KRjZeHudu+3NxN7prpl0Pu+fDju+hzd3mFitS1qSf+lvgOBc6Th8Gp/3Sx1isUKPh30JHU6jZFKrWLNXyRcoThZEK7Ko63jSuVZUDCWks2RHHPR0vmAwpMASu+Tf8Nh4WP23cIujlb16xImZw2I3VrS81gDT9ZP7HuXnlDRvnWzp8GxphX0QKRWGkArNYLPQLrcs7y/YxLyombxgB6PEU7FkEcdtg4ZNw3yx110jFlJn61/iNvw8gtWflf5xP0MUtHH7NwCtA/1ZEipHCSAXX91wYWXUgkfjkDPy9Pf76ps3VmAxt6rWwdzFsmw0h95lXrMiVcDohOeZv4zjOPU+Jyf84F4/8B5C6VS29+kUqMYWRCq5+TU86NKjBpiOnWbA1hkd7NMq7g/9V0PNZ+OVVWPwfaHgNeNcxp1iRgsjOuGAA6QWh4+R+yErN/7iqtS/oVrmgtcMnSANIRUymMFIJ9Autw6Yjp4mMOn5xGAHo9qTRXROzGeY/AQO+UxO0mMvpNMZsXGoA6Zkj4HRc+jiLDXwbXeKulSZQpUbpvgYRKTCFkUrg1rZ1eHnBLnYcT2b/iVSa1K6Wdwebi9FdM6UH7F8GW76E9g+ZU6xULg4HnD50Qei4oLXjcitMu/tcegBpjWBwcSu18kWkeCiMVAK+Vd24plktftlzgnlRx3nqxuYX71SrOVz/X1j2grGyb6OeWopcipfDDicPQGwUxG6FmChj8HRmcj4HWIyfwQvHcZx/XrWWWu9EKhCFkUqib2gdftlzgsio40T0aoblUv+RdxkJuxfAsfUwfxQ8FKn/8KVo7DnG3SsxUUbwiI2CuO2XHtNhc4dazS4OHb6NjRWnRaTCUxipJHq18sfTzUb0qbNsPnqaDg0usWKv1Qb9JsOU7nDwN9g4HToNKfVapZyxZ0PCXiNwnA8fcdsh5+zF+7p6QkAbY56bwFDjz1rNjTu7RKTSUhipJDzdXLjpqgB+2HKcyC0xlw4jYAz0Cx8HS56FpS9AkxuMfngRMKZCP7Hrr9aO2K0QtwPsmRfv61YNAtoagaNOqBE+/JrqzhURuYjCSCXSt11dfthynEXbY3mxTytcbdZL79j5caO75sgqiBwJgxaANZ99peLKzjDWLzo/viN2qxFELjVJmLv3udaOcy0edUKNbhb93IhIASiMVCLdGtfEr5obialZ/PFnAte3yGf6d6sV+k6Cyd3gyErYMA3CHi/dYqV0ZZ81Wjhio851t2yFhN3gyLl4X4/qF7R2nAsfNRoqeIhIkSmMVCIuNiu3ta3DjNWHmbslJv8wAsYaG71eNtatWTYOmoRDzcalV6yUnKw0Y0zHhYNLE/ZeevG3Kr5/dbGcDyDVG2hgs4gUK4WRSqZfu7rMWH2YZbviSM3MoZr7ZX4EOg4xumsOrYDIETB4sfr7y5uMZCN4XHg7beI+wHnxvlVr/dXFcj58+NRT8BCREqcwUsmE1POhoV9VDiWmsXRnHHe2r5f/zlYr9J0IH3WB6LWwdjJ0HVV6xUrhnD1jzNsRE/VX+Di5/9L7egXmbe0IDDG2KXiIiAkURioZi8VC39A6TPj5TyKjYi4fRgCq14fer8GCMbD8FeNDrkqNcw/fv557XvDcw0ctKCUt/VTe1o7YrcZMppfiXS/v+I7AEPC6TBediEgpUxiphPqF1mXCz3+y8s8EElIyqeXlfvkD2g+C3QuNqeK3f1eAK1iMQJIbUC4VWi7cdu5Pdx8NgryUtMQLWjuijOBx5uil961e/4KulnPho6pfaVUqIlIkRQojkyZN4q233iIuLo6QkBA+/PBDOnfufMl9f/jhB15//XX2799PdnY2TZs25amnnuKhh7T2iVmC/aoSElSdrdFnWLA1hke6N7z8ARYL3DcLds+H1HhjzZD0U8afZ8//eRrST0NWCuCEjDPGozAsVuNOjb+3tJwPLrnbqufd5u5dcboXUuLzTh4WGwXJxy+9r2+jvK0dgSHG+yEiUs4UOozMnj2biIgIpkyZQlhYGBMmTKB3797s3buX2rVrX7S/r68vzz//PC1atMDNzY2FCxcyePBgateuTe/evYvlRUjh9Qutw9boM8yLOv7PYQSMxcfa3P3P+9mz/won+YaWC7edMZ5npRorsZ49ZTxOHSj4i7HY8gaUi1pgql864Lh7mRdinE5Ijsk7eVhMFKTGXWJnC9Rsknd8R0Bb43WJiFQAFqfTeYlh9fkLCwujU6dOTJw4EQCHw0FQUBCjR4/m2WefLdA52rdvz6233sqrr75aoP2Tk5Px8fEhKSkJb2/vwpQr+UhIyeTq8cuxO5z8+nRPGvpVNbegnMxzwSS/0HLh1xfsl51e9GtaXS4IJ39vgameT6tMDWNm0cKEGKcTkqIvGN8RZTxPS7h4X4vVWJflwsGlAW2M4CQiUs4U9PO7UC0jWVlZbNq0ibFjx+Zus1qthIeHs2bNmn883ul08ssvv7B3717+97//5btfZmYmmZl/TS+dnJzfqp5SVLW83OnexI8V+xKI3HKcf/VqZm5BLu7GoMrCDqzMzrigJebvoeXCbafzbsvJMCb0Sku4dCi4HKvrP7fAuHpCwp6/ulvOnrr4PBYb1GqRd3xHQGtwMzkYioiUskKFkcTEROx2O/7+eT8w/P392bNnT77HJSUlUbduXTIzM7HZbHz00Uf06tUr3/3Hjx/Pyy+/XJjSpAj6tavDin0JzIs6zpPhTS+9km9Z5+oBroHgHVi447LP5hNaLtx2iRYaexY4siHthPEoKKsL1G6Zdx4P/6vAtUrh6hYRqYBK5W4aLy8voqKiSE1NZfny5URERNCoUSN69ux5yf3Hjh1LRERE7tfJyckEBQWVRqmVyo2tAqjiuoPDJ9OJij5Du/o1zC6p9LhWAZ+6xqOgnE6jWyjf1pcLxsBkJhsz1p7vbvG/ymj9ERGRixQqjPj5+WGz2YiPj8+zPT4+noCAgHyPs1qtNGnSBIDQ0FB2797N+PHj8w0j7u7uuLvrP+6SVtXdhV6t/Jm/NYZ5UTGVK4wUhcVidKG4VTVmJhURkWJRqEkd3Nzc6NChA8uXL8/d5nA4WL58OV26dCnweRwOR54xIWKeO9oZLQMLt8WQY3eYXI2IiFRGhe6miYiIYNCgQXTs2JHOnTszYcIE0tLSGDx4MAADBw6kbt26jB8/HjDGf3Ts2JHGjRuTmZnJ4sWL+eKLL5g8eXLxvhIpku5N/fCtaqzku3J/Ij2bX3x7toiISEkqdBjp378/CQkJvPjii8TFxREaGsqSJUtyB7UePXoU6wWzaKalpTFixAiOHTtGlSpVaNGiBV9++SX9+/cvvlchReZqs3Jb20A+X3OEeVExCiMiIlLqCj3PiBk0z0jJ2nTkNHdNXo2nm42N/w3H002rBIiIyJUr6Oe3FgIR2tevTn1fT9Kz7CzbFf/PB4iIiBQjhRHJXckXIHJLPuugiIiIlBCFEQGgb6hxV83vfyZyMlV3OomISOlRGBEAmtSuRpu6PtgdThZtjzW7HBERqUQURiSXumpERMQMCiOS6/aQOlgtsPnoGY6cTDO7HBERqSQURiRXbW8Pujb2A2BeVIzJ1YiISGWhMCJ59Ds3PXxk1HHKwRQ0IiJSASiMSB69r/LH3cXKwYQ0dhxPNrscERGpBBRGJA8vD1fCWxlT+0dGaSCriIiUPIURuUi/c3OOzN8ag92hrhoRESlZCiNykWub1aK6pysJKZmsPpBodjkiIlLBKYzIRdxcrNzaJhCAyC26q0ZEREqWwohc0vm7an7aGUdGtt3kakREpCJTGJFL6lC/BnWrVyE1M4efd2slXxERKTkKI3JJVqtW8hURkdKhMCL5Ot9V89veBE6nZZlcjYiIVFQKI5KvZv5etAr0Jkcr+YqISAlSGJHL6tfO6KqZpwnQRESkhCiMyGXdHlIXiwU2HD5N9Kl0s8sREZEKSGFELivAx4OrG9YEjBlZRUREipvCiPyj8101kVu0kq+IiBQ/hRH5Rze1DsTNZuXPE6lsiT5jdjkiIlLBKIzIP/Kp4kqvcyv5PvjJOj5fcxiHFtATEZFiojAiBfJin1Z0buhLepadF+ft5IFP1mpAq4iIFAuFESkQf28Pvhl6NS/1aUUVVxtrD56i94Tf+UKtJCIicoUURqTArFYLD3dryJIne9A52GgleWHeTgZ8sk6tJCIiUmQKI1JoDWpW5ZvHrmZcn1Z4uFpZc/Ck0Uqy9ohaSUREpNAURqRIrFYLg7s1ZMmYa/5qJYncwYOfqpVEREQKR2FErkiwn9FK8uJtRivJ6gMnuWnC73y59ojmJBERkQJRGJErZrVaeKR7Q34ccw2dgmuQlmXnv+daSY6dViuJiIhcnsKIFJuGflX55rEuvHCulWTV/pP0fu93vlqnVhIREcmfwogUK5vVwpBzrSQdGxitJM/P3cFDn65XK4mIiFySwoiUiIZ+VZn9eBf+e2tL3F2srNyfyE0T/mDWuqNqJRERkTwURqTE2KwWHu3RiB/H9KBDgxqkZubw3NztDJy+nuNnzppdnoiIlBEKI1LiGtWqxrcXtJL88Wcivd/7na/Xq5VEREQURqSUnG8lWTymB+3rVyc1M4exP6iVREREFEaklDWuVY3vhnXl+VvytpJ8o1YSEZFKS2FESp3NamHoNXlbSZ79YTuDPttAjFpJREQqHYURMc35VpLnbmmBm4uV3/cl0Pu935m9Qa0kIiKVicKImMpmtfDYNY1Z/EQP2tWvTkpmDs98v52HP9tAbJJaSUREKoMihZFJkyYRHByMh4cHYWFhrF+/Pt99p02bRo8ePahRowY1atQgPDz8svtL5dSkdjXmDOvK2JuNVpIV+xK48d3f+XZDtFpJREQquEKHkdmzZxMREcG4cePYvHkzISEh9O7dmxMnTlxy/99++43777+fX3/9lTVr1hAUFMSNN97I8ePHr7h4qVhsVguPX9uYxU90JzTIaCX5z/fbGDxDrSQiIhWZxVnIXzvDwsLo1KkTEydOBMDhcBAUFMTo0aN59tln//F4u91OjRo1mDhxIgMHDizQNZOTk/Hx8SEpKQlvb+/ClCvllN3hZNofB3l32T6ychx4ebjwwm2tuKdDPSwWi9nliYhIART087tQLSNZWVls2rSJ8PDwv05gtRIeHs6aNWsKdI709HSys7Px9fXNd5/MzEySk5PzPKRysVktDDvXShISVJ2UjBz+M2cbj8zYQFxShtnliYhIMSpUGElMTMRut+Pv759nu7+/P3FxcQU6xzPPPEOdOnXyBJq/Gz9+PD4+PrmPoKCgwpQpFUiT2l58P6wLz9zUAjeblV/3JtDrvRV8t1FjSUREKopSvZvmjTfe4JtvvmHu3Ll4eHjku9/YsWNJSkrKfURHR5dilVLWuNisDO/ZmEUXtJL8W60kIiIVRqHCiJ+fHzabjfj4+Dzb4+PjCQgIuOyxb7/9Nm+88QZLly6lbdu2l93X3d0db2/vPA+Rpv5GK8l/bmqep5VkzqZjaiURESnHChVG3Nzc6NChA8uXL8/d5nA4WL58OV26dMn3uDfffJNXX32VJUuW0LFjx6JXK5Wei83KiJ5NWPhEd0Lq+ZCSkcPT321lyMyNxCerlUREpDwqdDdNREQE06ZNY+bMmezevZvhw4eTlpbG4MGDARg4cCBjx47N3f9///sfL7zwAtOnTyc4OJi4uDji4uJITU0tvlchlU4zfy++H941t5Xklz0n6PXuCr5XK4mISLlT6DDSv39/3n77bV588UVCQ0OJiopiyZIluYNajx49SmxsbO7+kydPJisri7vvvpvAwMDcx9tvv118r0IqpQtbSdrW8yE5I4envtvKo2olEREpVwo9z4gZNM+I/JMcu4Opvx9kws/7yLY78fZw4aXbr+KOdnU1L4mIiElKZJ4RkbLKxWZl5HVNWDi6B23qGq0kEd9uZejnGzmhVhIRkTJNYUQqlOYBXswd0ZV/926Oq83Cz7tP0Ou935m7RWNJRETKKoURqXD+3kqSdDabf83eytDPN6mVRESkDFIYkQqreYAXP4zoytM3NjvXShJPr/d+J3LLcbWSiIiUIQojUqG52qyMur4pC0Z3p3Vdb5LOZvPk7Cge+2ITJ1LUSiIiUhYojEil0CLAm7kjuvFUL6OVZNmueHq9q1YSEZGyQGFEKg1Xm5XRNzRl/qjuXFXnr1aSx9VKIiJiKoURqXRaBnoTObIbEedaSZbuiufG935nXpRaSUREzKAwIpWSq83KE+daSVoFenMmPZsx30Qx7MtNJKRkml2eiEilojAilVrLQG/mjerGv8Kb4WK18NPOeHq9t0KtJCIipUhhRCo9V5uVMeEXt5IM/3KzWklEREqBwojIOa3qGK0kT4Y3xcVqYcnOOG58bwULtsaolUREpAQpjIhcwNVm5cnwZswb1Y2Wgd6cTs9m9NdbGPHVZhJT1UoiIlISFEZELuGqOj7MG9mNMTcYrSQ/7oij17srWLgtxuzSREQqHIURkXy4uVj5V69mRI7sRosAL06nZzNq1hZGfLVJrSQiIsVIYUTkH7Su68P8Ud154lwryeLtcdz43u8s2hZrdmkiIhWCwohIAbi5WIm4oJXkVFoWI2dtZuRXmzmpVhIRkSuiMCJSCLmtJNc3wWa1sGh7LL3USiIickUURkQKyc3FSsSNzZn391aSWWolEREpCoURkSI630oy+nwrybZYbnzvd37crlYSEZHCUBgRuQJuLlaeurE5kSO60dzfi5NpWQz/ymglOZ2WZXZ5IiLlgsKISDFoU8+H+aO7Meq6v1pJ7pq8muhT6WaXJiJS5imMiBQTdxcbT/duztwRXalbvQoHE9O4c/JqdsYkmV2aiEiZpjAiUsza1qvO98O70iLAi4SUTPpPXcvq/YlmlyUiUmYpjIiUgAAfD2Y/3oWwhr6kZuYw6LP1zN+qqeRFRC5FYUSkhPhUcWXmI525pU0A2XYnT3y9hU9XHjK7LBGRMkdhRKQEebja+PD+9jzcNRiAVxfu4vXFu3E4nOYWJuXSgYRUzWUjFZLCiEgJs1ktjOvTimduagHAx78fJOLbKLJyHCZXJuWF0+lk4i9/Ev7uCq5/ZwWbjpw2uySRYqUwIlIKLBYLw3s25u17QrBZLURGxTBk5gZSM3PMLk3KuPSsHEZ9vYW3l+7D6YSks9k8+Mk6ft17wuzSRIqNwohIKbq7Qz0+HdQRTzcbf/yZyH0fryEhRc3ucmnHz5zl7slrWLQtFherhZdvv4prm9XibLadoTM3ErnluNklihQLhRGRUtazeW2+Hno1Nau6seN4MndNXs2hxDSzy5IyZv2hU9z+4Up2xSZTs6obs4ZezaCuwUwb2JG+oXXIcTh5cnYU0zUoWioAhRERE4QEGXOR1Pf15OipdO6evJqt0WfMLkvKiK/WHeGBaWs5mZbFVXW8mT+6O50b+gLGEgTv3RuaOyj6lYW7eOunPTidGhQt5ZfCiIhJgv2q8v3wrrSu683JtCzu+3gtv2kcQKWWbXfw38jtPD93BzkOJ7e2DWTOMGNG3wtZzw2K/nfv5gBM+vUAz83djl13aUk5pTAiYqJaXu5881gXejT142y2nUdnbuT7TcfMLktMcDI1kwc/WceXa49iscC/ezdn4v3tqOJmu+T+FouFkdc1YfydbbBa4Ov10Yz8ajMZ2fZSrlzkyimMiJismrsLnw7qRL9z4wCe+m4rH/22X83ulciumGRun7iKdYdOUc3dhWkPdWTkdU2wWCz/eOz9nevz0YD2uNmsLNkZx8OfrSclI7sUqhYpPgojImWAm4uVd+8N5fFrGgHw5pK9vLxgl5rdK4EftxsrPB8/c5YGNT2ZO6Ir4a38C3WOm1oHMuORTlRzd2HtwVPc9/Fa3aUl5YrCiEgZYbVaGHtLS164rRUAM1Yf5omvt6jZvYJyOJy8u3Qvw7/azNlsOz2a+jFvZDea+nsV6XxdG/vxzWNX41fNjZ0xydw9ZTVHT6YXc9UiJUNhRKSMGdK9IR/c3w5Xm4VF22MZNH09SWfV7F6RpGbmMOzLTXzwy37A+Dv/7OFOVPd0u6Lztq7rw5xhXQnyrcKRk+ncNWU1u2OTi6NkkRKlMCJSBt0eUoeZgztTzd2FdYdO0X/qGuKSMswuS4rB0ZPp3PnRKpbuisfNZuWtu9vywm2tcLEVz3/HwX5V+X5YV1oEeJGQksm9U9ew/tCpYjm3SElRGBEpo7o28WP241dTy8udPXEp3DV5NftPpJhdllyB1fsTuX3SSvbFpxp3Uj1+Nfd0DCr269T29mD2413oHOxLSkYOD326jmW74ov9OiLFRWFEpAy7qo4PPwzvSiO/qhw/c5a7Jq9h0xH9llveOJ1OZqw6xEPT13MmPZuQej4sGNWd9vVrlNg1faq48vmQzoS3rE1mjoNhX27i243RJXY9kStRpDAyadIkgoOD8fDwICwsjPXr1+e7786dO7nrrrsIDg7GYrEwYcKEotYqUikF+XoyZ3hXQoOqk3Q2mwem6bfc8iQzx86z32/npXN3R93Zri6zH+9CgI9HiV/bw9XGlAc7cHeHetgdTv4zZxtTVhwo8euKFFahw8js2bOJiIhg3LhxbN68mZCQEHr37s2JE5eeOTI9PZ1GjRrxxhtvEBAQcMUFi1RGvlXdmDU0jOtbGL/lPv7FRr5ef9TssuQfnEjJ4IFp65i9MRqrBZ6/pSXv3BuCh+ulJzIrCS7nxqU8fq1x2/gbP+7h9cW7cei2cSlDLM5CzqwUFhZGp06dmDhxIgAOh4OgoCBGjx7Ns88+e9ljg4ODefLJJ3nyyScLVWRycjI+Pj4kJSXh7e1dqGNFKpIcu4Pn5m7n243GLK1PhjdlzA1NCzQ5lpSu7ceSeOyLjcQmZeDl4cKH97ejZ/Paptb08e8HeH3xHgDual+PN+5qg2sxDZwVuZSCfn4X6qcwKyuLTZs2ER4e/tcJrFbCw8NZs2ZN0av9m8zMTJKTk/M8RMT4Lfd/d7Vl9PVNAJjw8588N3cHOXaHyZXJheZFHefuKauJTcqgUa2qzBvZzfQgAvDYNY156+622KwWvt98jGFfbOJsluaxEfMVKowkJiZit9vx9887O6C/vz9xcXHFVtT48ePx8fHJfQQFFf9oc5HyymKx8NSNzXm1X2ssFvh6/VGGfblZHyplgN3h5I0f9zDmmygycxxc17wWkSO70ahWNbNLy3VPxyCmPtgBdxcry/ecYOD0dSSlax4bMVeZbJ8bO3YsSUlJuY/oaI0AF/m7h65uwOQBHXBzsfLz7nge/HQdZ9KzzC6r0krOyObRmRtyB4gO79mYTwZ1wtvD1eTKLhbeyp8vHw3Dy8OFDYdP0//jNcQnax4bMU+hwoifnx82m434+Lwj+ePj44t1cKq7uzve3t55HiJysZtaB/DVo2F4e7iw6chp7pq8mmOnNQV4aTuYkEq/Sav4dW8C7i5W3r8vlGduaoHNWnbH8nQK9uXbx7tQ+4J5bA4lppldllRShQojbm5udOjQgeXLl+duczgcLF++nC5duhR7cSLyzzoF+zJneFcCfTw4kJDGXZNXsydO46xKy297T9B30ioOJqQR6OPBnGFd6Rta1+yyCqRloDffD+9KcE1Pjp0+y92TV7PjeJLZZUklVOhumoiICKZNm8bMmTPZvXs3w4cPJy0tjcGDBwMwcOBAxo4dm7t/VlYWUVFRREVFkZWVxfHjx4mKimL//v3F9ypEKrlm/l58P7wrzfyrEZ+cyT1T1rD24Emzy6rQnE4nH/9+gEdmbCAlI4cODWowb1Q32tTzMbu0Qjk/j03rut6cTMvivo/Xsnp/otllSSVT6Ft7ASZOnMhbb71FXFwcoaGhfPDBB4SFhQHQs2dPgoODmTFjBgCHDx+mYcOGF53j2muv5bfffivQ9XRrr0jBJKVnM/Tzjaw/fAo3m5X3+odya9tAs8uqcDKy7Yz9YTtztxwHoH/HIF7pdxXuLqU3f0hxS8nI5rHPN7Hm4EncbEZX081t9LMjV6agn99FCiOlTWFEpOAysu08+U0US3bGYbHAuNta8XC3i38hkKKJS8rg8S82svVYEjarhRdva8XALg0qxFwvGdl2/jU7ih93GD87/9evNQPCGphdlpRjJTLPiIiUfR6uNiYNaM9DVzfA6YSXFuzizSV7KAe/d5R5m4+eps/ElWw9lkR1T1e+eKQzg7oGV4ggAsbPzsQH2vNAWH2cTnh+7g4+XP6nfnakxCmMiFRANquFV/pexdM3NgPgo98O8PR328jW5GhF9t3GaO6bupaElEya+3sxf2R3ujbxM7usYmezWnitX2ueODex3jvL9vHygl2aPl5KlMKISAVlsVgYdX1T3rzrrxk3H525kbTMHLNLK1dy7A5eWbCLf8/ZRpbdwY2t/Pl+RFfq1/Q0u7QSY7FYiLixOS/1aQXAjNWHeXJ2FFk5CrNSMhRGRCq4ezsFMW1gBzxcrazYl8D909aSmJppdlnlwpn0LAbP2MD0VYcAeOKGpkx5sAPV3F1Mrqx0PNytIe/fF4qL1cL8rTE8+vlG0rMUZqX4KYyIVALXt/Dn66FXU8PTlW3Hkrh78mqOntTkaJezLz6FvpNW8cefiVRxtTF5QHsiejXDWoYnMisJfUPr8unDnajiauP3fQk8MG0dp9M0068UL4URkUqiXf0azBnelXo1qnD4ZDp3Tl6lCa7ysWxXPHdMWsWRk+nUq1GFH0Z0rdS3uV7brBazhoZR3dOVqOgz3DN1DTFnzppdllQgCiMilUjjWtX4YXhXWgV6k5iaRf+pa/jjzwSzyyoznE4nE3/5k8e+2Ehalp2whr7MH9WdloGaUqBd/RrMGdaFQB8P9p9I5a7Jq9l/IsXssqSCUBgRqWRqe3sw+/Gr6dakJmlZdgZ/toHIc5N3VWbpWTmM+noLby/dh9NpLET45aNh+FZ1M7u0MqNJbS/mDO9K41pViU3K4O4pa9hy9LTZZUkFoDAiUgl5ebjy2cOduT2kDjkOJ0/OjmLa7wfNLss0x8+c5e7Ja1i0LRYXq4XX72jDq/1a42rTf5F/V7d6Fb4b1pWQoOqcSc/mgWnrWLFPrWtyZfQvTaSScnOxMqF/KEO6G7OzvrZ4N68urHzzSaw/dIrbP1zJrthkalZ1Y9bQq3kgrL7ZZZVpvlXdmPVoGD2a+nE2286jMzcwL0qta1J0CiMilZjVauGF21rx/C0tAfh05SHGzI4iM8ducmWl46t1R3hg2lpOpmVxVR1v5o/uTueGvmaXVS5UdXfh00Gd6BNSh2y70bo249wt0CKFpTAiIgy9phET+ofiarOwYGsMgz/bQEpGttlllZhsu4P/Rm7n+bk7yHE4ubVtIHOGdaVu9Spml1auuLlYeb9/KIO6/LX0wLtL92r6eCk0hRERAaBfu7pMf7gTVd1srD5wknunruVEcobZZRW7k6mZPPjJOr5cexSLBf7duzkT729HFbfyu+KumaxWCy/dfhVP9TKWHvjgl/08H7kDeyXr7pMrozAiIrl6NK3F7Me74FfNnd2xydw5eTUHElLNLqvY7IpJ5vaJq1h36BTV3F2Y9lBHRl7XpMIsdGcWi8XC6Bua8todrbFYYNa6o4yatbnSdPfJlVMYEZE8Wtf14YfhXQmu6cmx02e5e/LqCnH75o/bY7lr8mqOnzlLg5qezB3RlfBW/maXVaEMCGvApAfa42az8uOOOAZ/toFUrYUkBaAwIiIXqV/TkznDuxJSz4fT6dncP20tv+yJN7usInE4nLy7dC/Dv9rM2Ww7PZr6MW9kN5r6e5ldWoV0S5tAZgz+q7vv/o+1FpL8M4UREbkkv2ruzBp6NT2b1yIj28HQzzfx7YZos8sqlNTMHIZ9uYkPftkPwJDuDfns4U5U99REZiWpaxM/vnmsCzWrurH9eBL3TFlD9CmthST5UxgRkXxVdXdh2sCO3NW+HnaHk/98v40Pl/9ZLu6WOHoynbs+Ws3SXfG42ay8dXdbXritFS6ayKxUtKnnk7sW0qHENO6avJo9cclmlyVllP5VishludqsvH1PW0Ze1xiAd5bt44V5ZftuidX7E7l90kr2xqdQy8udbx6/mns6BpldVqXT0K8q3w/vSnN/L06kZHLvlDVsPHzK7LKkDFIYEZF/ZLFY+HfvFrx8+1VYLPDl2qOM/GozGdll624Jp9PJjFWHeGj6es6kZxNSz4cFo7rTvn4Ns0urtPy9Pfj28S50bFCD5IwcBnyyjuW7y+f4Iyk5CiMiUmCDugbn3i2xZGccD326jqT0sjE5WmaOnWe/385LC3Zhdzi5s11dZj/ehQAfD7NLq/R8PF35YkgY17eoTWaOg8e+2MT3m46ZXZaUIQojIlIot7QJ5PMhnfHycGHD4dPcM3U1MWfOmlrTiZQMHpi2jtkbo7Fa4PlbWvLOvSF4uGois7KiipuNqQ914M72dbE7nDz13dZKvTij5KUwIiKFdnWjmnw3rAv+3u7si0/lrsmr2RefYkot248l0XfiKjYdOY2XhwvTH+7E0GsaaSKzMsjVZuXtu0MY2uOvxRnH/7i7XAyIlpKlMCIiRdIiwJsfRnSjSe1qxCZlcPfk1aw/VLqDE+dFHefuKauJTcqgUa2qzBvZjZ7Na5dqDVI4VquF529txdibWwAwdcVB/jNnGzl2h8mViZkURkSkyOpWr8KcYV3ocG5w4oOfrmPJjtgSv67d4eSNH/cw5psoMnMcXNe8FpEju9GoVrUSv7YUj8evbcybd7fFaoHvNh1j2Jdlb0C0lB6FERG5ItU93fjq0TB6tfInK8fB8K8288XaIyV2veSMbB6duYEpKw4AMLxnYz4Z1AlvD9cSu6aUjHs7BjH1oY64u1j5eXc8Az9dT9LZsjEgWkqXwoiIXDEPVxuTB7Tn/s71cTrhhcgdvFMCS8kfTEil36RV/Lo3AXcXK+/fF8ozN7XAZtX4kPKqVyt/Pn/EGBC9/vAp+k9dUyFXi5bLUxgRkWLhYrPy+h2t+Ve4sZT8h7/s55nvi28swG97T9B30ioOJqQR6OPBnGFd6Rtat1jOLeYKa1ST2Y91oZaXO3viUrh7yhqOnEwzuywpRQojIlJsLBYLY8Kb8sadbbBa4NuNx3jsi02kZxV95Van08nHvx/gkRkbSMnIoUODGswb1Y029XyKsXIxW6s63nw/rCsNanpy9FQ6d01ew47jSWaXJaVEYUREit19nevnjgX4Zc8JHpi2jlNpWYU+T0a2nYhvt/L64j04nNC/YxCzhoZR20sTmVVE9Wt6MmdYV1oFepOYmsn9H69lzYGTZpclpUBhRERKRK9W/swaGkZ1T1eios9w9+TVhVq5NS4pg/5T1zB3y3FsVgsv334Vb9zVBncXTWRWkZ1fS+jqRr6kZOYw6LP1LNkRZ3ZZUsIURkSkxHRo4MucYV2pW70KBxPTuHPyanbG/HPT++ajp+kzcSVbjyVR3dOVLx7pzKCuwZrIrJLw9nBlxuDO9L7KuENrxFeb+Gb9UbPLkhKkMCIiJapJ7Wr8MKIrLQK8SEjJpP/Utazen5jv/nM2HeO+qWtJSMmkmX815o/sTtcmfqVYsZQFHq42PhrQgfs6BeFwwrM/bGfSr/s1W2sFpTAiIiXO39uD2Y934epGvqSea3qfvzUmzz45dgevLNjF099tJcvu4MZW/vwwohv1a3qaVLWYzWa1MP7ONoy8rjEAb/20l1cX7sbhUCCpaBRGRKRU+FRxZeYjnbm1TSDZdidPfL2FT1ceAuBMehaDZ2xg+irj6yduaMqUBztQzd3FzJKlDLBYLPy7dwteuK0VANNXHSLi2yiyNX18haJ/6SJSatxdbHx4fztqebkzY/VhXl24iwMJqazan8iRk+lUcbXx7r0h3Nwm0OxSpYwZ0r0hNau68fR3W4mMiuHM2Ww+GtAeTzd9jFUEFmc56IBLTk7Gx8eHpKQkvL29zS5HRK6Q0+lk6u8HeePHPbnb6lavwrSBHWlVR//GJX+/7j3B8C83kZHtoF396nz2cCeqe7qZXZbko6Cf3+qmEZFSZ7FYGHZtY969NwQPVyvdmtRk/qhuCiLyj65rXpuvHr0anyqubDl6hnumrCE26azZZckVUsuIiJgqI9uOh6vmDpHC2RefwsBP1xOXnEHd6lX4fEhnGmvV5jJHLSMiUi4oiEhRNPP34vsRXWlUqyrHz5zlnilr2Bp9xuyypIgURkREpFyqW70Kc4Z1JaSeD6fSsrh/2lr++DPB7LKkCIoURiZNmkRwcDAeHh6EhYWxfv36y+7/3Xff0aJFCzw8PGjTpg2LFy8uUrEiIiIX8q3qxqyhV9OjqR/pWXYembGBhdti/vlAKVMKHUZmz55NREQE48aNY/PmzYSEhNC7d29OnDhxyf1Xr17N/fffz5AhQ9iyZQv9+vWjX79+7Nix44qLFxERqeruwieDOnJbW2MOm9Ffb+GLNYfNLksKodADWMPCwujUqRMTJ04EwOFwEBQUxOjRo3n22Wcv2r9///6kpaWxcOHC3G1XX301oaGhTJkypUDX1ABWERH5J3aHk5cX7OTzNUcAuD2kDr5VC3fbb34fifl9UF7uE9SZz1H5HVOUa+R3VL7XuMy5RlzXmAY1q17uYoVW0M/vQs0Wk5WVxaZNmxg7dmzuNqvVSnh4OGvWrLnkMWvWrCEiIiLPtt69exMZGZnvdTIzM8nMzMz9Ojk5uTBliohIJXR+deeaVd157+d9Fy05IJfXv3NQsYeRgipUGElMTMRut+Pv759nu7+/P3v27LnkMXFxcZfcPy4u/yWhx48fz8svv1yY0kRERLBYLIwJb0rbej5sPHIKC5de6flyC0Bfdm3oyxx4ueMuf73LnLOIdV72uHy+WcenymXOWLLK5Dy6Y8eOzdOakpycTFBQkIkViYhIeXJdi9pc16K22WVIARUqjPj5+WGz2YiPj8+zPT4+noCAgEseExAQUKj9Adzd3XF3dy9MaSIiIlJOFepuGjc3Nzp06MDy5ctztzkcDpYvX06XLl0ueUyXLl3y7A+wbNmyfPcXERGRyqXQ3TQREREMGjSIjh070rlzZyZMmEBaWhqDBw8GYODAgdStW5fx48cDMGbMGK699lreeecdbr31Vr755hs2btzIxx9/XLyvRERERMqlQoeR/v37k5CQwIsvvkhcXByhoaEsWbIkd5Dq0aNHsVr/anDp2rUrs2bN4r///S/PPfccTZs2JTIyktatWxffqxAREZFySwvliYiISInQQnkiIiJSLiiMiIiIiKkURkRERMRUCiMiIiJiKoURERERMZXCiIiIiJhKYURERERMpTAiIiIipiqTq/b+3fl52ZKTk02uRERERArq/Of2P82vWi7CSEpKCgBBQUEmVyIiIiKFlZKSgo+PT77fLxfTwTscDmJiYvDy8sJisRTbeZOTkwkKCiI6OlrTzP8DvVeFo/er4PReFZzeq4LTe1VwJfleOZ1OUlJSqFOnTp516/6uXLSMWK1W6tWrV2Ln9/b21g9rAem9Khy9XwWn96rg9F4VnN6rgiup9+pyLSLnaQCriIiImEphRERERExVqcOIu7s748aNw93d3exSyjy9V4Wj96vg9F4VnN6rgtN7VXBl4b0qFwNYRUREpOKq1C0jIiIiYj6FERERETGVwoiIiIiYSmFERERETKUwIiIiIqaq1GFk0qRJBAcH4+HhQVhYGOvXrze7pDLp999/p0+fPtSpUweLxUJkZKTZJZVJ48ePp1OnTnh5eVG7dm369evH3r17zS6rTJo8eTJt27bNnfGxS5cu/Pjjj2aXVS688cYbWCwWnnzySbNLKZNeeuklLBZLnkeLFi3MLqvMOn78OA8++CA1a9akSpUqtGnTho0bN5Z6HZU2jMyePZuIiAjGjRvH5s2bCQkJoXfv3pw4ccLs0sqctLQ0QkJCmDRpktmllGkrVqxg5MiRrF27lmXLlpGdnc2NN95IWlqa2aWVOfXq1eONN95g06ZNbNy4keuvv56+ffuyc+dOs0sr0zZs2MDUqVNp27at2aWUaVdddRWxsbG5j5UrV5pdUpl0+vRpunXrhqurKz/++CO7du3inXfeoUaNGqVfjLOS6ty5s3PkyJG5X9vtdmedOnWc48ePN7Gqsg9wzp071+wyyoUTJ044AeeKFSvMLqVcqFGjhvOTTz4xu4wyKyUlxdm0aVPnsmXLnNdee61zzJgxZpdUJo0bN84ZEhJidhnlwjPPPOPs3r272WU4nU6ns1K2jGRlZbFp0ybCw8Nzt1mtVsLDw1mzZo2JlUlFkpSUBICvr6/JlZRtdrudb775hrS0NLp06WJ2OWXWyJEjufXWW/P8vyWX9ueff1KnTh0aNWrEgAEDOHr0qNkllUnz58+nY8eO3HPPPdSuXZt27doxbdo0U2qplGEkMTERu92Ov79/nu3+/v7ExcWZVJVUJA6HgyeffJJu3brRunVrs8spk7Zv3061atVwd3dn2LBhzJ07l1atWpldVpn0zTffsHnzZsaPH292KWVeWFgYM2bMYMmSJUyePJlDhw7Ro0cPUlJSzC6tzDl48CCTJ0+madOm/PTTTwwfPpwnnniCmTNnlnotLqV+RZFKYOTIkezYsUN91ZfRvHlzoqKiSEpKYs6cOQwaNIgVK1YokPxNdHQ0Y8aMYdmyZXh4eJhdTpl388035z5v27YtYWFhNGjQgG+//ZYhQ4aYWFnZ43A46NixI6+//joA7dq1Y8eOHUyZMoVBgwaVai2VsmXEz88Pm81GfHx8nu3x8fEEBASYVJVUFKNGjWLhwoX8+uuv1KtXz+xyyiw3NzeaNGlChw4dGD9+PCEhIbz//vtml1XmbNq0iRMnTtC+fXtcXFxwcXFhxYoVfPDBB7i4uGC3280usUyrXr06zZo1Y//+/WaXUuYEBgZeFP5btmxpSrdWpQwjbm5udOjQgeXLl+duczgcLF++XH3WUmROp5NRo0Yxd+5cfvnlFxo2bGh2SeWKw+EgMzPT7DLKnBtuuIHt27cTFRWV++jYsSMDBgwgKioKm81mdollWmpqKgcOHCAwMNDsUsqcbt26XTT9wL59+2jQoEGp11Jpu2kiIiIYNGgQHTt2pHPnzkyYMIG0tDQGDx5sdmllTmpqap7fKg4dOkRUVBS+vr7Ur1/fxMrKlpEjRzJr1izmzZuHl5dX7vgjHx8fqlSpYnJ1ZcvYsWO5+eabqV+/PikpKcyaNYvffvuNn376yezSyhwvL6+Lxh1VrVqVmjVrajzSJTz99NP06dOHBg0aEBMTw7hx47DZbNx///1ml1bm/Otf/6Jr1668/vrr3Hvvvaxfv56PP/6Yjz/+uPSLMft2HjN9+OGHzvr16zvd3NycnTt3dq5du9bsksqkX3/91Qlc9Bg0aJDZpZUpl3qPAOdnn31mdmllziOPPOJs0KCB083NzVmrVi3nDTfc4Fy6dKnZZZUburU3f/3793cGBgY63dzcnHXr1nX279/fuX//frPLKrMWLFjgbN26tdPd3d3ZokUL58cff2xKHRan0+ks/QgkIiIiYqiUY0ZERESk7FAYEREREVMpjIiIiIipFEZERETEVAojIiIiYiqFERERETGVwoiIiIiYSmFERERETKUwIiIiIqZSGBERERFTKYyIiIiIqf4fRilaVa3WPV4AAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 21ms/step - loss: 2.8971 - accuracy: 0.5440\n",
            "Test set\n",
            "  Loss: 2.897\n",
            "  Accuracy: 0.544\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.60      0.56      0.58       423\n",
            "           1       0.38      0.42      0.40       270\n",
            "\n",
            "    accuracy                           0.51       693\n",
            "   macro avg       0.49      0.49      0.49       693\n",
            "weighted avg       0.52      0.51      0.51       693\n",
            "\n",
            "Epoch 1/7\n",
            "52/52 [==============================] - 5s 47ms/step - loss: 0.6240 - accuracy: 0.6703 - val_loss: 0.5314 - val_accuracy: 0.7380\n",
            "Epoch 2/7\n",
            "52/52 [==============================] - 2s 32ms/step - loss: 0.2110 - accuracy: 0.9284 - val_loss: 0.1709 - val_accuracy: 0.9375\n",
            "Epoch 3/7\n",
            "52/52 [==============================] - 2s 32ms/step - loss: 0.1825 - accuracy: 0.9681 - val_loss: 0.1388 - val_accuracy: 0.9567\n",
            "Epoch 4/7\n",
            "52/52 [==============================] - 2s 32ms/step - loss: 0.0123 - accuracy: 0.9952 - val_loss: 0.1891 - val_accuracy: 0.9519\n",
            "Epoch 5/7\n",
            "52/52 [==============================] - 2s 32ms/step - loss: 0.0042 - accuracy: 0.9988 - val_loss: 0.3588 - val_accuracy: 0.9231\n",
            "Epoch 6/7\n",
            "52/52 [==============================] - 2s 36ms/step - loss: 0.0182 - accuracy: 0.9970 - val_loss: 0.2751 - val_accuracy: 0.9375\n",
            "Epoch 7/7\n",
            "52/52 [==============================] - 2s 44ms/step - loss: 2.8451e-04 - accuracy: 1.0000 - val_loss: 0.4127 - val_accuracy: 0.9159\n"
          ]
        },
        {
          "data": {
            "image/png": 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fzSgXRgptFS7k9cXHajGDhW9JuPD1JqgkaJj7vAn0sxLk602gnzdB5doEXhRMWvl6E+Bjxcur7hccm70kyJSEmSKbnaJiw/l7p/cNxz5HGHKEIMNxjONruaBUdi6DwmJb5SGq5GeXnrPQZq8wkmTuB/N/3Ofi0YkKAaH86ES5NmWBw0qArxcBPt6OgFF+hONS/2ybowYPLMOHD2fVqlVO+9auXcvw4cMB8PX1ZfDgwSQnJ3PLLbcA5vN/kpOTqx0duBQWi6VWt2U8VatWrZy+nzFjBmvXruXFF1+ke/fuBAQEcPvtt1NYWFjteXx8fJy+t1gs2O2NNxwpUpOcgmJW70zn672nyM4vKgsa5UYvGnI+WqBvaWAoFxz8SoJDSYAww0RZG0egKBdMSsOIr7dnLX1l9bJg9TIvtJ6quDQM2ewVwk9B+RBVbKeg5GtlYaiqEOVj9apwKyTgovBR9p6343tPuD3V0rh81c7JyWH//v2O7w8dOsS2bdto164dnTt3ZubMmaSmprJ48WIAHnzwQV577TWeeOIJ7rvvPv7973/zwQcfsHLlSsc5EhMTmTx5MkOGDGHYsGHMnz+f3NxcR9VQS+Xr64vNVvNfxt9++y1Tpkzh1ltvBcw/o8OHDzdw70Qahs1usOFAJstTUlm9M73WgcTqZaGVr7UkVHg7hQqn2ya+5QKFUxvn/QE+Vqz6F67beVu98LZCAJ4bqqRxuBxYvv/+e6655hrH96WTXydPnszbb7/NiRMnnG5FxMbGsnLlSh5//HFefvllOnXqxP/+7/86SpoBJkyYwKlTp5g9ezbp6ekMGDCA1atXV5iI29LExMSwefNmDh8+TFBQUJWjHz169GD58uWMHTsWi8XCM888o5ESaXL2Zpzn45TjrPghlYzssmULuoa2YmxcJJ3aBpTcPrl4BMO8XeLn3bTux4uIa1wOLKNGjcKoZnp6ZavYjho1ih9++KHa806fPr3BbgE1VTNmzGDy5Mn06dOHvLw83nrrrUrbzZs3j/vuu48rrriC0NBQnnzyyRa7No00LZk5BXy6LY3lPxxnZ2rZf7NtAn0Y2z+S8YOiGBDdRkFERLAY1aWPJiI7O5uQkBCysrIIDg52ei8/P59Dhw4RGxuLv7+/m3ooDUF/tk1TfpGN5F0nWZ5ynHV7TzkmuPpYLVzTsyPjB3Ximl4d8PPWLQCR5q666/fFmu7MUxFpMgzDYOuRs3ycksq/fkzjfH6x470B0W24bVAUN/ePpG0rXzf2UkQ8mQKLiDSYo6cvsPyH4yxPSeXomQuO/VFtArh1YBS3DoqiW4cgN/ZQRJoKBRYRqVdZeUWs2nGC5SnH+e7wWcf+Vr5WxvSLYPygKH4R215rTIiISxRYROSSFdns/GffKT5OSWXtzxkUlqzs6mWBkT06MH5gFNdfHtak1z8SEffS3x4iUieGYfBTWjbLU1L5dHsqmTllCxX2DGvNbYOjGDcgirBgTYgWkUunwCIiLknPymfFtlQ+SUllT8Z5x/7QIF/GDYhi/KAo+kQEqxRZROqVAouI1OhCYTFrfkpneUoq3+zPdDzfxdfbi+v7hHHboE6M7BGKj9Wzlp4XkeZDgUVEKmW3G2w6eJqPU1JZvfMEueUeNjcsph3jB0Uxpl8EIQE+1ZxFRKR+KLCIiJP9J3NYXrJEflpWvmN/l/aBjB/YiVsHRtG5faAbeygiLZHGb5uxmJgY5s+f7/jeYrGwYsWKKtsfPnwYi8XCtm3bLunn1td5pPGcyS3knQ2HGffaNyTMW8/r6w6QlpVPsL83d8d35uOHhrNuxigeTeihsCIibqERlhbkxIkTtG3btl7POWXKFM6dO+cUhKKjozlx4gShoaH1+rOkfhUU2/hq90k+Tknlq90nKS5ZIt/by8Konh0YP6gTv+zVEX8fLZEvIu6nwNKChIeHN8rPsVqtjfazxDWGYfDDsXMsTznOZ9tPkJVX5HivX1QI4wdFMTYuktAgPzf2UkSkopZ5S8gwoDDXPVstnzX597//ncjISOx2u9P+cePGcd9993HgwAHGjRtHWFgYQUFBDB06lC+//LLac158S2jLli0MHDgQf39/hgwZUuGJ2jabjfvvv5/Y2FgCAgLo2bMnL7/8suP9uXPn8s477/DPf/4Ti8WCxWJh3bp1ld4SWr9+PcOGDcPPz4+IiAieeuopiovLniczatQo/uu//osnnniCdu3aER4ezty5c2v1WUnNjp25wKvJ+/jlS+sZ//oG3tt0lKy8IsKD/Xnw6m588fhVfPbISKaOiFVYERGP1DJHWIouwAuR7vnZf0gD31Y1Nrvjjjt45JFH+Oqrr7j22msBOHPmDKtXr2bVqlXk5ORw44038vzzz+Pn58fixYsZO3Yse/bsoXPnzjWePycnh5tvvpnrrruO9957j0OHDvHoo486tbHb7XTq1IkPP/yQ9u3bs2HDBh544AEiIiK48847mTFjBrt27SI7O5u33noLgHbt2pGWluZ0ntTUVG688UamTJnC4sWL2b17N9OmTcPf398plLzzzjskJiayefNmNm7cyJQpUxgxYgTXXXddjb+PVHQ+v4jPd6TzccpxNh8649gf4GNlTN9wxg/qxPBu7bFqiXwRaQJaZmBpAtq2bcuYMWN4//33HYHlo48+IjQ0lGuuuQYvLy/i4uIc7Z977jk++eQTPv30U6ZPn17j+d9//33sdjtvvvkm/v7+XH755Rw/fpyHHnrI0cbHx4dnn33W8X1sbCwbN27kgw8+4M477yQoKIiAgAAKCgqqvQX0+uuvEx0dzWuvvYbFYqFXr16kpaXx5JNPMnv2bLy8zIG+/v37M2fOHAB69OjBa6+9RnJysgKLC4ptdr7Zn8nylFTW/JROQckS+RYLXNGtPeMHduKGvuG08tP/9UWkaWmZf2v5BJojHe762bV0zz33MG3aNF5//XX8/PxYsmQJd911F15eXuTk5DB37lxWrlzJiRMnKC4uJi8vj6NHj9bq3Lt27aJ///74+5ctmz58+PAK7RYsWMCiRYs4evQoeXl5FBYWMmDAgFr/DqU/a/jw4U4rn44YMYKcnByOHz/uGBHq37+/03ERERGcPHnSpZ/VUu06kW2WIm9L49T5Asf+bh1acdvgTtwyIIrINgFu7KGIyKVpmYHFYqnVbRl3Gzt2LIZhsHLlSoYOHcp//vMf/va3vwEwY8YM1q5dy4svvkj37t0JCAjg9ttvp7CwsIaz1t7SpUuZMWMGL730EsOHD6d169b89a9/ZfPmzfX2M8rz8XFegMxisVSYwyNlTp7P59NtaXycksquE9mO/W0DfRxL5PeLCtES+SLSLLTMwNJE+Pv7M378eJYsWcL+/fvp2bMngwYNAuDbb79lypQp3HrrrYA5J+Xw4cO1Pnfv3r159913yc/Pd4yybNq0yanNt99+yxVXXMHvfvc7x74DBw44tfH19cVms1Gd3r178/HHH2MYhuPi+e2339K6dWs6depU6z4L5BfZ+OLnDJanHOfrvaewly6Rb/Xi2t4dGT+oE1df1gFf75Y5n15Emi8FFg93zz33cPPNN/PTTz9x7733Ovb36NGD5cuXM3bsWCwWC88884xLoxF33303Tz/9NNOmTWPmzJkcPnyYF1980alNjx49WLx4MWvWrCE2NpZ3332X7777jtjYWEebmJgY1qxZw549e2jfvj0hISEVftbvfvc75s+fzyOPPML06dPZs2cPc+bMITEx0TF/Rapmtxt8d/gMy1NSWbXjBOcLyqqrBnVuw/hBnbi5fwRtAn3d2EsRkYalwOLhfvnLX9KuXTv27NnD3Xff7dg/b9487rvvPq644gpCQ0N58sknyc7OruZMzoKCgvjss8948MEHGThwIH369OHPf/4zt912m6PNb3/7W3744QcmTJiAxWJh4sSJ/O53v+Pzzz93tJk2bRrr1q1jyJAh5OTk8NVXXxETE+P0s6Kioli1ahW///3viYuLo127dtx///3MmjWr7h9MC3AoM5dPUo6z/IdUjp/Nc+zv1DaA8QOjuHVQJ2JDPf/WpohIfbAYRi0XBvFg2dnZhISEkJWVRXBwsNN7+fn5HDp0iNjYWKcJptL0Ncc/23MXCvnXjydYnnKclKPnHPuD/Ly5qV8E4wdFMTSmHV4qRRaRZqC66/fFNMIi4maFxXbW7z3F8pTjJO86SaHNvLXnZYGrLjOXyL+udxgBvloiX0RaLgUWETcwDIMdqVksT0nl0+1pnMktq+7qHRHMbYOi+FVcJB2Dm8fIkYjIpVJgEWlk3x8+w58+3833R8469nVo7cctAyK5dWAn+kRWPywqItISKbCINJK9Gef5y+o9fLkrAwA/by9GXx7O+EFRjOweirdVFVMiIlVpMYGlGcwtlos0lT/TtHN5zP9yLx9tPY7dAKuXhTuHRPNYQg/CdMtHRKRWmn1gKV099cKFCwQEaGny5uTChQtAxRVyPUXWhSJeX7+ft7897Himz5i+4cwY3ZNuHYLc3DsRkaal2QcWq9VKmzZtHM+kCQwM1FLlTZxhGFy4cIGTJ0/Spk0brFbPqp7JL7Lx9obDvP7VfrLzzUXehsW246kxvRjUua2beyci0jQ1+8ACOJ4krAfpNS9t2rSp9inRja3YZmd5Sirz1u4lPTsfgF7hrXnyhl6M6tlBQVlE5BK0iMBisViIiIigY8eOFBUVubs7Ug98fHw8ZmTFMAzW/pzBX9fsYd/JHACi2gSQeN1l3DIwCqsWeRMRuWQtIrCUslqtHnORk+bh+8NnSPp8N1tLSpTbBPow/Zru3PuLLvj76L81EZH60qICi0h9ubhE2d/Hi/tHxvLbq7sR7O+Zk4BFRJoyBRYRF6hEWUTEPRRYRGrh3IVC3lh3gLc3qERZRMQdFFhEqtEgJcr52XBkA2TuBb/W4B8CAW3Av03J67bmVy/NgRERKaXAIlKJei1RLsqH41vg0NdwcD2kbgXDVvNxfsFmcPFvUxJoXHjto9tTItK8KLCIlFMvJcp2G6Rtg0Prze3oJijOd27TNhYiB5r7885BfhbknzNfF+WabQqyzS3rmOu/iLd/uRGbNq699msNWjNGRDyMAotIiTqXKBsGnNpdNoJy+BsoyHJuExQGsVdB7NXQ9Wpo07nq89mKzADjCDJnS16fK7e/qtdZgGEGoZx0c3OVxVouxLgywtPWHBWy6q8VEal/+ptFWrw6lSifPWIGlEPrza85Gc7v+4VAzEgznMReDR161n7UwuoDrULNzVV2OxSeLwsyF4/e1PTaVmjerso7Y2514dva9VGd0te6lSUiVahTYFmwYAF//etfSU9PJy4ujldffZVhw4ZV2raoqIikpCTeeecdUlNT6dmzJ3/+85+54YYbHG3mzp3Ls88+63Rcz5492b17d126J1IrLpUo55yCwyUjKIfWw9nDzu97+0PnX5SNoEQMcM+kWS+vkhGPEKCLa8caBhTl1XIk56LX5W9lFZ43t7rcyrL6VR5kWnWAnmPMEKjbVSItksuBZdmyZSQmJrJw4ULi4+OZP38+o0ePZs+ePXTs2LFC+1mzZvHee+/xj3/8g169erFmzRpuvfVWNmzYwMCBAx3tLr/8cr788suyjnlr8EcaRq1KlEsreQ6tN0PKyZ+cT2KxQtTgshGU6GHg7dfIv0k9s1jAN9DcgiNdP77KW1lVjeqcq3gry1ZgjlZdPGIFsGkBtOsKgyZB3N3QOqzOv6qIND0WwzAMVw6Ij49n6NChvPbaawDY7Xaio6N55JFHeOqppyq0j4yM5Omnn+bhhx927LvtttsICAjgvffeA8wRlhUrVrBt27Za9aGgoICCggLH99nZ2URHR5OVlUVwcLArv460INWWKEcEmJU8pSMoqSkVK3nC+paNoHS5wpycKvXj4ltZF4/knNoDP30CheZEaCxWc8Rl0CTodq3mzYg0UdnZ2YSEhNTq+u3S/8sLCwvZunUrM2fOdOzz8vIiISGBjRs3VnpMQUEB/v7Ow+sBAQF88803Tvv27dtHZGQk/v7+DB8+nKSkJDp3rnxiYlJSUoVbSCJVKbbZ+TjlOH9bu89RotwnLJA/DitmsG0Dlq+S4Njmyit5SkdQYq+q25wSqZ3a3Mq64U9maElZbIbL3f8yt9aRMPAeGPhraOvibTARaTJcGmFJS0sjKiqKDRs2MHz4cMf+J554gvXr17N58+YKx9x9991s376dFStW0K1bN5KTkxk3bhw2m80xSvL555+Tk5NDz549OXHiBM8++yypqans3LmT1q0r/itWIyxSG6Ulyn9Zs4f9J8/Tw5LKja32MKH9QSLObcVSkO18QFBY2QhK7FXVV/KIe53cBSnvwvb/Kzc52AJdR5mjLr1uavq36ERagAYbYamLl19+mWnTptGrVy8sFgvdunVj6tSpLFq0yNFmzJgxjtf9+/cnPj6eLl268MEHH3D//fdXOKefnx9+fvrLSKr23eEzvPmv9QSf+JZHvH5ihP9PhJIFxUDp9Aj/EIi5siykhF6mCZ1NRcfecMMLkDDHHGVJWQwH18HBr8wtoB3ETTTDS8de7u6tiNQDlwJLaGgoVquVjAznCXEZGRmEh4dXekyHDh1YsWIF+fn5nD59msjISJ566im6du1a5c9p06YNl112Gfv373ele9LS5ZzixLY17Nu0ki7Z37PQ6ySUr0r2DjAreUpHUNxVySP1x9sP+t5mbmcPww/vmdv5E+Yk3U0LoNMwGDwZ+twCfnruk0hT5VJg8fX1ZfDgwSQnJ3PLLbcA5qTb5ORkpk+fXu2x/v7+REVFUVRUxMcff8ydd95ZZducnBwOHDjAr3/9a1e6Jy1NfjYc+RYOrqfowDp8MncRAUQAeIENK7bIQfh2v8YMKZ2G6jZBc9Y2Bn45C65+Cg4km6Muez4357sc3wKfPwX9bjNHXSIHaTRNpIlx+ZZQYmIikydPZsiQIQwbNoz58+eTm5vL1KlTAZg0aRJRUVEkJSUBsHnzZlJTUxkwYACpqanMnTsXu93OE0884TjnjBkzGDt2LF26dCEtLY05c+ZgtVqZOHFiPf2a0iwU5ZuTY0sXaytXyVM6kPKzvQtp7YZx+Yibieh/LVZV8rQ8Vm+4bLS5nU+Hbe+b4eXsIdj6trmF9TWDS787ILCdu3ssIrXgcmCZMGECp06dYvbs2aSnpzNgwABWr15NWJi5JsLRo0fx8vJytM/Pz2fWrFkcPHiQoKAgbrzxRt59913atGnjaHP8+HEmTpzI6dOn6dChAyNHjmTTpk106NDh0n9DabpsxXBimzk34dDXlVbyHCGcb4ovZ4P9cvI7XcHDN/+ChLo+RVman9bhcGUijHzcfGRCymL4+Z+QsRM+fwK+eAb6/AoGTdaidCIezuV1WDyRK7OMxYMZhln9UTqCcvgb8+F/5ZsEhXMkZAjvpnfh89yepBFa96coS8uUdxZ+/BBS3jGDS6l2Xc3S6AF3m0FHRBqcK9dvBRZxr7OHyx4aeOhryD3p/H5JJY8RexUb7H2Zs6GI/afMJeBdfoqySHmGAWk/mMFlx0fOi9JddoN5y6h7ghalE2lACiziuXJOlj008OB6OHfE+X3vAOgyvOzJxhFxfHc0iz/V5SnKIrVVkAM/rzBvGR0rt56UY1G6e81JvSJSrxRYxHPkZ8Hhb8tCysmfnd/38oaoIWZAuaiSp05PURa5VCd3ww/vmpN1yz+x2rEo3c2qNhOpJwos4j7lK3kOrjeH3C9+Jk94v5Ll7q82R1MuquRJO5fH39bu5eOUWjxFWaShFBfA7pUli9J9VbY/oB3E3VWyKF1v9/VPpBlQYBH3SH4ONrxqPnG3vHZdy1aTjbkKWrWv9PDSpyi/teEwhVU9RVnEHc4ehh+WlCxKl1a2v9NQs8Lo8lu1KF1TkHcWTvwIJ7ab28ldEBIFPa43Nz2LqtEpsEjjyzkJL/UyR1OCwp0fGtgmutpDq32KskqUxZPYbbA/2Zyou3c12M3/XvENMlfbHTQZorQonUfIOQXp28vCSdq2inPmLtahN1x2PfQYDdHxmnDdCBRYpPFtfB3WzDRXEJ3271r9hV3ZU5RVoixNxvkM8+GLKYvhzIGy/R0vN28X9b9Ti9I1BsMwH8VwYrvzlp1aefs2XSAiztzCLodTu2HvF+at7PK3r/1DoNu15gKE3a+rcmRYLo0CizS+hSMhfQfc+CIMm1ZtU+enKJulpCpRlibLMMxHRJQuSle6uKHVr2RRuknQZSSUW1BT6sgwzFGSi8NJ7qlKGlugffeycBIRBxH9IaCKUdsLZ+DAv2HvGtj/pfOEayzm7b/S0ZfwfhpFqycKLNK40nfCwhHg5QMz9lb7r8rvDp9RibI0X3lnzTVdtr4DGTvK9reNhUG/hgH3aFG62rLb4cxBc7Xr8uEk/1zFthYv6NDLfKBpaTgJ71thQn/tf7YNjn8P+9aYoy/l/yzBLHfvcZ05+hJ7teYvXQIFFmlca56Gja9B77Ew4b1Km6hEWVoUwzAvtCmLzVV1C8+b+y1W8yI3aJJ5m0FzJEy2Ysjc6xxM0n8sW8yvPC8fCOtTbtRkAHTsA76BDde/rFTY94W5HVwHRRfK3rP6mo916DHaHIFp17Xh+tEMKbBI47EVw7ze5gq1d70PvW5yelslytLiFebCTytKFqXbVLY/KLxkUbpfQ7tYt3Wv0RUXwqldZRNhT2w3H5Fw0XPCAHMhyfC+zrd1OvQGb99G77ZDUb752JB9a8zbRxdP5G3fo+zhm52Hg1X/IKuOAos0nn1rYcntENgeEnc7/iJRibJIJU7tMYPL9v+DC6fL9sdeXbYonU8zCvJFeZDxk/NtnYyfwV5Usa1vEIT3h8gBZeGkfQ/PHoUyDHNkaO8ac/Tl6MayyjEAv2Dodo05+tLjOgjq6L6+eigFFmk8H06Fn5ZD/IMw5s8qURapjeJC2LPKDC8H/g2U/DUc0Bb6lyxKF9bHrV10WcF5c+J9+ds6p/ZUXDgSwL/NRZNhB5i3Upr6xOT8rJKJuyW3jy5kOr8fOahs9CU8run/vvVAgUUaR945ePEyc6G4B9axPqcTT370o0qURVxx9ghsK1mUrnwpbqehZnC5fLznTep0LMC2rSycnD6AI3iV16qD82TYiDho07n5V9nY7ZCWUjL6ssb8jMoLCjNHXXqMNkdh6jpBuIlTYJHGsfVt+OxR6NAb24MbGPpCMmdyC1WiLFIXdpv5r/OUd2DP5xctSje+ZFG6wY1/oc85VRJKtpWFk6oWYAuOKhsxKQ0nrcObfzipjewTsH+tGWAOrnOeUOzlA12uMEdeeoyG0O5u62ZjU2CRxvHmaHMSYcKzpHSezPjXN9Da35vvnk5QibLIpcg5WbYo3en9Zfs79ilZlG5C/S9KZxiQnVZxjZPyjyIor22M86hJeBwEdajfPjVXxQVwZIN522jvarN8u7x2XUuqjkZDlxHunWTcwBRYpOGdOQivDDTXP3j8Z+ZtPs8ryfu4qV8EC+4Z5O7eiTQPhmFe2FIWw88ryi1K52suIzBoMsRc6fpcCFcXYAvtcVE46Vf1Amziusz9ZVVHRzY4T0r2DTKfFH7ZaPN5R81sHR9Xrt8ePP1aPNr2pebXrtdAcATr95hLk1/dU//CEqk3FgvEjDC3MX+GHR+at4zSd8DOj82tbYxZGj3gHgiOqHgOu918dMDFt3Xysyr5edaSBdjiyqp1wvp63hya5ia0u7kNfxjys81bRvvWmFWYORmw+1/mBuafSenoS+SgFjVxVyMs4jq7HV6Jg3NHYfz/ktn1Vwz57y8B2PKHa+mo9VVEGlbaNnPUZceHUJBt7rN4mReyuLvMcuLScJK+o/IF2Ky+5i2m8pU6YX3AJ6ARfxGplt1uPsBxb8mto7QU5/cDQ81Rl8uuh26/NJ9/1MTolpA0rMPfwts3gm9rmLGX5TvPkPjBdvpEBLPq0Svd3TuRlqMw13x+Ucpicw2QqngHmLdxnBZg69Ws50Y0SzknzVGXfWvgwFdlYRXAy9tcqK7H9eboS+hlTWKys24JScPa/r759fJbwDeQdXv2ADBKt4NEGpdvKxhwt7md2gs/LDYrjILCnEdO2nf37AXYpHaCOpasjnwP2IrMkFq6aF3mXjj8H3Nb+4z5VOrSqqOYkc1iQUKNsIhrCi+Ya68Unocpq7B1voLB/72WcxeK+PDB4QyNqefKBRERqdmZgyUL1q0xHx1gKyx7zyfQnLjb43pzC4lyWzcvphEWaTi7V5phpU0X6Dyc7cfPce5CEcH+3gyMbuPu3omItEztusIvHjS3ghw4tL5s9OX8CXNl5T2rzLZh/cx5Lz1GQ6ch4NU0lqFQYBHXlN4OirsLvLxYt8csg7yyRwe8rS1ntrqIiMfyCzIfRNvrJrOEPX1HSdn0F3D8O8jYYW7/eQkC2kH3BPP2Ubdf1v/6PvVIgUVqLzvNLLcDM7AA6/ecBFTOLCLikSwWiOhvblf9HnIzYf+X5ujLgWTIOwM7PjA3ixdEx5fNfenY26Mm7iqwSO39+AEYdnMmeruuZOYUsP24uZbDqMsUWEREPF6rUPMfnHF3ga0Yjm0uG305tcucyHt0I3w5F0Kiy6qOYq9ye8m7AovUjmGYS4WDY3Tl673m7aA+EcFae0VEpKmxepctTHjdH80Hce4redL0oa8h6xh8/6a5efuboeWWN8zQ4wYKLFI7J7bBqd3mf7SX3wrgmL+icmYRkWagbRcYNs3cCi+YoaV09CX7OKRudesjGRRYpHa2lYyu9LoJ/EOw2Q2+3mcGlmt6dXRjx0REpN75BkLPG8zNMODkz+bq5m6sKFJgkZoVF5pLgAPETQRQObOISEthsUDY5ebmRqpDlZrtX2vOJA8KMx92CCpnFhGRRqUrjdRsW8naK/3ucCzvrXJmERFpTAosUr0LZ8x6fTCfVwIqZxYRkUanwCLV2/kx2IsgvL/j/qXKmUVEpLEpsEj1Sm8HlUy2BZUzi4hI41Ngkaqd2gNpKeDlbc5fAZUzi4iIWyiwSNVKV7btfh0EmaMpKmcWERF3UGCRytltsH2Z+bpkKX5QObOIiLiHrjhSuUNfw/k08A+BnmMcu1XOLCIi7qDAIpUrvR3U9zbw9gNUziwiIu5Tp8CyYMECYmJi8Pf3Jz4+ni1btlTZtqioiD/+8Y9069YNf39/4uLiWL169SWdUxpYwXnY9Zn5Ou5ux26VM4uIiLu4HFiWLVtGYmIic+bMISUlhbi4OEaPHs3JkycrbT9r1iz+53/+h1dffZWff/6ZBx98kFtvvZUffvihzueUBvbzp1B0Adp3h05DHLtVziwiIu5iMQzDcOWA+Ph4hg4dymuvvQaA3W4nOjqaRx55hKeeeqpC+8jISJ5++mkefvhhx77bbruNgIAA3nvvvTqds6CggIKCAsf32dnZREdHk5WVRXBwsCu/jlTm7Zvh8H/gl7Pgqt8DZjnz4P9ey7kLRXz44HCGxrRzcydFRKSpy87OJiQkpFbXb5dGWAoLC9m6dSsJCQllJ/DyIiEhgY0bN1Z6TEFBAf7+zrcPAgIC+Oabb+p8zqSkJEJCQhxbdHS0K7+GVOfcUTOsYIH+ZdVBKmcWERF3cimwZGZmYrPZCAsLc9ofFhZGenp6pceMHj2aefPmsW/fPux2O2vXrmX58uWcOHGizuecOXMmWVlZju3YsWOu/BpSndJS5tgroU1ZEFQ5s4iIuFODX3lefvllevToQa9evfD19WX69OlMnToVL6+6/2g/Pz+Cg4OdNqkHhlFWHVRuKX5QObOIiLiXS6khNDQUq9VKRkaG0/6MjAzCw8MrPaZDhw6sWLGC3Nxcjhw5wu7duwkKCqJr1651Pqc0kOPfwZkD4BMIvX/l2K1yZhERcTeXAouvry+DBw8mOTnZsc9ut5OcnMzw4cOrPdbf35+oqCiKi4v5+OOPGTdu3CWfU+pZ6YMOe/8K/IIcu1XOLCIi7ubt6gGJiYlMnjyZIUOGMGzYMObPn09ubi5Tp04FYNKkSURFRZGUlATA5s2bSU1NZcCAAaSmpjJ37lzsdjtPPPFErc8pjaAoH35abr4e4Hw7SOXMIiLibi4HlgkTJnDq1Clmz55Neno6AwYMYPXq1Y5Js0ePHnWan5Kfn8+sWbM4ePAgQUFB3Hjjjbz77ru0adOm1ueURrD3c8jPguBOEHOVY7eeziwiIp7A5XVYPJErddxShSV3wr41MDIREuY4dqccPcv41zcQ7O9NyjPXqUJIRETqTYOtwyLNVM5J2P+l+XrA3U5vqZxZREQ8ga5AAjs+BMMGUUMgtIfTWypnFhERT6DAIuXWXrnLabfKmUVExFMosLR06TshfQd4+UDf25zeUjmziIh4CgWWlq50dKXnDRDo/EBDlTOLiIinUGBpyWzF8OMH5us458m2KmcWERFPosDSkh34N+SehMD20OM6p7f0dGYREfEkCiwt2faSpfj73QFWH6e3VM4sIiKeRFeilirvHOxeZb6+6MnMoHJmERHxLAosLdVPn4CtADr2gYg4p7dUziwiIp5GgaWl2r7U/Bp3F1gsTm+pnFlERDyNAktLdPoAHNsEFi/od2eFt1XOLCIinkaBpSUqHV3peg0ERzi9pXJmERHxRAosLY3dDj+WBJaLHnQIKmcWERHPpMDS0hzdAOeOgl8w9LqpwtsqZxYREU+kK1JLs61kKf4+48AnoMLbKmcWERFPpMDSkhRegJ9XmK8ruR2kcmYREfFUCiwtye5/QWEOtOkCnYdXeFvlzCIi4qkUWFqS0iczx02ssPYKqJxZREQ8lwJLS5GdBgfXma/j7qrwdvly5lE9Vc4sIiKeRYGlpfhxGRh281ZQu9gKb5eWM7f292ZQ5zaN3z8REZFqKLC0BIZRbin+ig86hLLbQVepnFlERDyQrkwtQdoPcGo3ePvD5bdU2kTlzCIi4skUWFqC0sm2vW4C/5AKb6ucWUREPJ0CS3NXXAg7PjJfx1VcewVUziwiIp5PgaW52/cF5J2BoDDoOqrSJipnFhERT6fA0tyV3g7qfydYvSu8rXJmERFpChRYmrMLZ2DvGvN1FbeDVM4sIiJNgQJLc7bjI7AXQXh/COtTaROVM4uISFOgK1RzVno7qJIHHZZSObOIiDQFCizN1ak9kJYCXt7Q9/ZKm6icWUREmgoFluZq2/vm1+7XQVDlYUTlzCIi0lQosDRHdhv8+IH5ekDlS/GDyplFRKTpUGBpjg6th/Np4N8GLruh0iYqZxYRkaZEgaU5Kn3QYd/bwNuv8iYqZxYRkSZEgaW5KTgPuz4zX1dTHaRyZhERaUp0pWpufv4nFF2A9t0hanCVzVTOLCIiTYkCS3NTejsobiJYLJU2UTmziIg0NQoszcnZI3D4P4AF+k+ospnKmUVEpKmpU2BZsGABMTEx+Pv7Ex8fz5YtW6ptP3/+fHr27ElAQADR0dE8/vjj5OfnO96fO3cuFovFaevVq1ddutaylZYyx14JbaKrbKZyZhERaWoqPr63BsuWLSMxMZGFCxcSHx/P/PnzGT16NHv27KFjx4rlse+//z5PPfUUixYt4oorrmDv3r1MmTIFi8XCvHnzHO0uv/xyvvzyy7KOebvctZbNMMqW4q/iQYegcmYREWmaXB5hmTdvHtOmTWPq1Kn06dOHhQsXEhgYyKJFiyptv2HDBkaMGMHdd99NTEwM119/PRMnTqwwKuPt7U14eLhjCw0Nrdtv1FId2wJnDoBPK+g9tspmKmcWEZGmyKXAUlhYyNatW0lISCg7gZcXCQkJbNy4sdJjrrjiCrZu3eoIKAcPHmTVqlXceOONTu327dtHZGQkXbt25Z577uHo0aNV9qOgoIDs7GynrcUrHV3p8yvwC6qymcqZRUSkKXLpvktmZiY2m42wsDCn/WFhYezevbvSY+6++24yMzMZOXIkhmFQXFzMgw8+yB/+8AdHm/j4eN5++2169uzJiRMnePbZZ7nyyivZuXMnrVu3rnDOpKQknn32WVe63rwV5cNPy83XcVUvxQ8qZxYRkaapwf+JvW7dOl544QVef/11UlJSWL58OStXruS5555ztBkzZgx33HEH/fv3Z/To0axatYpz587xwQcfVHrOmTNnkpWV5diOHTvW0L+GZ9uzCvKzILgTxFxZZTOVM4uISFPl0ghLaGgoVquVjIwMp/0ZGRmEh4dXeswzzzzDr3/9a37zm98A0K9fP3Jzc3nggQd4+umn8fKqmJnatGnDZZddxv79+ys9p5+fH35+lS853yI51l6ZAJV8nqVUziwiIk2VSyMsvr6+DB48mOTkZMc+u91OcnIyw4cPr/SYCxcuVAglVqsVAMMwKj0mJyeHAwcOEBER4Ur3Wqack7C/pLqqhttBKmcWEZGmyuXa4cTERCZPnsyQIUMYNmwY8+fPJzc3l6lTpwIwadIkoqKiSEpKAmDs2LHMmzePgQMHEh8fz/79+3nmmWcYO3asI7jMmDGDsWPH0qVLF9LS0pgzZw5Wq5WJE6u/AAuw40MwbBA1BEJ7VNlM5cwiItKUuRxYJkyYwKlTp5g9ezbp6ekMGDCA1atXOybiHj161GlEZdasWVgsFmbNmkVqaiodOnRg7NixPP/88442x48fZ+LEiZw+fZoOHTowcuRINm3aRIcOGgmo0baS6qAB1Yc7lTOLiEhTZjGqui/ThGRnZxMSEkJWVhbBwcHu7k7jSd8BC0eC1Rf+3x4IbFdl03lr9/JK8j5u6hfBgnsGNWInRUREKufK9VsLcTRlpZNtL7uh2rACKmcWEZGmTYGlqbIVlz07aEDVS/GDyplFRKTpU2Bpqg4kQ+5JCAyF7gnVNlU5s4iINHUKLE1V6VL8/e4Aq0+1TVXOLCIiTZ0CS1OUdxZ2rzJf11AdpHJmERFpDhRYmqKfVoCtADr2gfD+1TZVObOIiDQHCixNUentoLiJYLFU21RPZxYRkeZAV7Cm5vQBOLYZLF7Q/84am6ucWUREmgMFlqamdO2Vbr+E1pU/cLKUyplFRKS5UGBpSuz2ck9mrvk5SypnFhGR5kKBpSk58i1kHQW/YOh1U43NVc4sIiLNhQJLU1I6unL5LeATUG1TlTOLiEhzosDSVBTmws8rzNdx1S/FDypnFhGR5kWBpanYvRIKc6BtDHT+RY3NVc4sIiLNia5kTcW2982vtVh7BVTOLCIizYsCS1OQlQoH15mv+0+osbnKmUVEpLlRYGkKdnwAGND5CmgXW2NzlTOLiEhzo8Di6QwDtpUsxV/Dgw5LqZxZRESaGwUWT5eWApl7wNsf+oyrsbnKmUVEpDlSYPF0pWuv9LoZ/ENqbq5yZhERaYYUWDxZcSHs+Mh87eLtIJUzi4hIc6Irmifb9wXknYGgcOh6Ta0OUTmziIg0Rwosnmx7yWTb/neCl7XG5ipnFhGR5kqBxVPlnoa9a8zXtXgyM6icWUREmi8FFk+182OwF0FEHIT1qdUhKmcWEZHmSoHFU20vXYq/5gcdgsqZRUSkeVNg8UQnd0PaD+DlDf1ur9UhKmcWEZHmTIHFE5VOtu1xPbQKrdUhKmcWEZHmTFc2T2O3wY/LzNe1nGwLKmcWEZHmTYHF0xxaD+dPgH8buGx0rQ5RObOIiDR3CiyepvRBh/1uB2+/Wh2icmYREWnuFFg8SX427PrMfO3C7SCVM4uISHOnwOJJdn0KxXnQvgdEDa7VISpnFhGRlkCBxZOU3g4aMBEsllodonJmERFpCRRYPMXZI3DkG8AC/SfU+jCVM4uISEugK5ynKC1ljr0KQjrV+jCVM4uISEugwOIJDKNssbgBtVuKH1TOLCIiLYcCiyc4tgXOHASfVtDr5lofpnJmERFpKRRYPEHpgw77jAO/oFofpnJmERFpKRRY3K0oD3Z+Yr6Ou6vWh6mcWUREWpI6BZYFCxYQExODv78/8fHxbNmypdr28+fPp2fPngQEBBAdHc3jjz9Ofn7+JZ2z2djzORRkQUg0xFxZ68NUziwiIi2Jy4Fl2bJlJCYmMmfOHFJSUoiLi2P06NGcPHmy0vbvv/8+Tz31FHPmzGHXrl28+eabLFu2jD/84Q91PmezUjrZtv8E8Kr9H4fKmUVEpCVx+Uo3b948pk2bxtSpU+nTpw8LFy4kMDCQRYsWVdp+w4YNjBgxgrvvvpuYmBiuv/56Jk6c6DSC4uo5m43zGbA/2Xztwu0gUDmziIi0LC4FlsLCQrZu3UpCQkLZCby8SEhIYOPGjZUec8UVV7B161ZHQDl48CCrVq3ixhtvrPM5CwoKyM7OdtqapB0fgmGDTkMhtEetD1M5s4iItDTerjTOzMzEZrMRFhbmtD8sLIzdu3dXeszdd99NZmYmI0eOxDAMiouLefDBBx23hOpyzqSkJJ599llXuu6ZSm8HufCgQ1A5s4iItDwNPvlh3bp1vPDCC7z++uukpKSwfPlyVq5cyXPPPVfnc86cOZOsrCzHduzYsXrscSNJ3wEZO8HqC5ff6tKhKmcWEZGWxqURltDQUKxWKxkZGU77MzIyCA8Pr/SYZ555hl//+tf85je/AaBfv37k5ubywAMP8PTTT9fpnH5+fvj5+bnSdc9T+qDDnmMgsF2tD1M5s4iItEQujbD4+voyePBgkpOTHfvsdjvJyckMHz680mMuXLiA10XVL1arFQDDMOp0zibPVgQ7PjBfu3g7SOXMIiLSErk0wgKQmJjI5MmTGTJkCMOGDWP+/Pnk5uYydepUACZNmkRUVBRJSUkAjB07lnnz5jFw4EDi4+PZv38/zzzzDGPHjnUEl5rO2ewc+DfknoLAUOieUHP7clTOLCIiLZHLgWXChAmcOnWK2bNnk56ezoABA1i9erVj0uzRo0edRlRmzZqFxWJh1qxZpKam0qFDB8aOHcvzzz9f63M2O9tKluLvfydYfVw6VOXMIiLSElkMwzDc3YlLlZ2dTUhICFlZWQQHB7u7O9XLOwsv9gRbAfz2a4iIq/WhmTkFDH3+SwwDtvzhWlUIiYhIk+bK9Vv3FBrbT5+YYaXj5RDe36VDv957CsNQObOIiLQ8CiyNrbQ6aMBEsFhcOlTlzCIi0lIpsDSm0wfg+BaweEG/O1w6VOXMIiLSkimwNKbSlW27XQutK19jpspDVc4sIiItmAJLY7HbYftS87WLDzoElTOLiEjLpitfYznyLWQdA78Q6HWTy4ernFlERFoyBZbGUno76PJbwCfApUMzcwr4MVVPZxYRkZZLgaUxFObCz/80X7u4FD+onFlERESBpTHs+hcU5kDbWOj8C5cPVzmziIi0dAosjWF7yVL8ca6vvaJyZhEREQWWhpeVCgfXm6/jJrh8uMqZRUREFFga3o/LAAO6jIC2MS4frnJmERERBZaGZRhl1UF1WHsFVM4sIiICCiwNKy0FMveCdwD0ucXlw1XOLCIiYlJgaUilDzrsfTP4V//Y7MqonFlERMSkwNJQigth50fm6zreDlI5s4iIiEmBpaHsWwN5Z6F1BHS9xuXDVc4sIiJSRoGloZTeDup/J3hZXT5c5cwiIiJlFFgaQu5pc4QF6rQUP6icWUREpDxdCRvCzo/AXgwRA6Bj7zqdQuXMIiIiZRRYGoJj7ZW6ja6onFlERMSZAkt9O7kb0n4AL2/od3udTqFyZhEREWcKLPWt9EGHPUZDq9A6nULlzCIiIs4UWOqT3QY/fmC+ruPaKypnFhERqUiBpT4dXAfnT0BAW7hsdJ1OoXJmERGRihRY6lPpZNu+t4O3X51OUXo76MoeoSpnFhERKaErYn3Jz4Zd/zJf17E6CMrKmXU7SEREpIwCS335+Z9QnAehl0HUoDqdQuXMIiIilVNgqS/bl5pf4+4Ci6VOp1A5s4iISOUUWOrD2cNw5BvAAv3rVh0EKmcWERGpigJLfdi+zPza9WoIiarTKVTOLCIiUjUFlktlGJe8FD+onFlERKQ6CiyX6thmOHsIfIOg99g6n0blzCIiIlXTlfFSbStZir/POPBtVefTqJxZRESkagosl6IoD35aYb6u41L8oHJmERGRmiiwXIo9q6AgC0KiocvIOp9G5cwiIiLVU2C5FKVrr/SfAF51/yhVziwiIlI9BZa6Op8B+5PN15dQHaRyZhERkZopsNTVjg/AsEGnYRDavc6nUTmziIhIzRRY6qr8UvyXQOXMIiIiNavTFXLBggXExMTg7+9PfHw8W7ZsqbLtqFGjsFgsFbabbrrJ0WbKlCkV3r/hhhvq0rXGceJHyNgJVj/oO/6STqVyZhERkZp5u3rAsmXLSExMZOHChcTHxzN//nxGjx7Nnj176Nix4kV3+fLlFBYWOr4/ffo0cXFx3HHHHU7tbrjhBt566y3H935+fq52rfGUrmzbcwwEtK3zaVTOLCIiUjsuj7DMmzePadOmMXXqVPr06cPChQsJDAxk0aJFlbZv164d4eHhjm3t2rUEBgZWCCx+fn5O7dq2rXsQaFC2Itjxofn6EibbgsqZRUREasulwFJYWMjWrVtJSEgoO4GXFwkJCWzcuLFW53jzzTe56667aNXKeVXYdevW0bFjR3r27MlDDz3E6dOnqzxHQUEB2dnZTluj2Z8MuaegVQfofu0lnUrlzCIiIrXjUmDJzMzEZrMRFhbmtD8sLIz09PQaj9+yZQs7d+7kN7/5jdP+G264gcWLF5OcnMyf//xn1q9fz5gxY7DZbJWeJykpiZCQEMcWHR3tyq9xaUpvB/W7A6w+dT6NyplFRERqz+U5LJfizTffpF+/fgwbNsxp/113lVXa9OvXj/79+9OtWzfWrVvHtddWHMWYOXMmiYmJju+zs7MbJ7TknTVXt4VLvh2kcmYREZHac2mEJTQ0FKvVSkZGhtP+jIwMwsPDqz02NzeXpUuXcv/999f4c7p27UpoaCj79++v9H0/Pz+Cg4OdtkaxcznYCiGsL0T0v6RTqZxZRESk9ly6Uvr6+jJ48GCSk5Md++x2O8nJyQwfPrzaYz/88EMKCgq49957a/w5x48f5/Tp00RERLjSvYZXT2uvgMqZRUREXOHyP+0TExP5xz/+wTvvvMOuXbt46KGHyM3NZerUqQBMmjSJmTNnVjjuzTff5JZbbqF9+/ZO+3Nycvj973/Ppk2bOHz4MMnJyYwbN47u3bszevToOv5aDSBzPxzfAhYr9Lvz0k6lcmYRERGXuDyHZcKECZw6dYrZs2eTnp7OgAEDWL16tWMi7tGjR/G66EGAe/bs4ZtvvuGLL76ocD6r1cqPP/7IO++8w7lz54iMjOT666/nueee86y1WEon23a/FlqHVd+2BipnFhERcY3FMAzD3Z24VNnZ2YSEhJCVldUw81nsdni5P2Qdg9sXQd/bLul0//V/P/Dp9jR+N6obT9zQq546KSIi0rS4cv3WbM/aOPKNGVb8QqDnjZd0KpUzi4iIuE6BpTZKJ9tefgv4BFzaqVTOLCIi4jIFlpoU5sLP/zRfD7j7kk+ncmYRERHX6YpZk12fQWEOtI2F6PhLPp3KmUVERFynwFKT0uqguIlgsVzSqVTOLCIiUjcKLNXJOg4H15uv62GxOJUzi4iI1E2jPkuoyfEPgZteglO7oW2XSz6dns4sIiJSNwos1fFrDUNrfvZRbaicWUREpO50S6iRqJxZRESk7hRYGonKmUVEROpOV85GonJmERGRulNgaQQqZxYREbk0CiyNQOXMIiIil0aBpRGonFlEROTSKLA0MJUzi4iIXDoFlgamcmYREZFLp8DSwFTOLCIicul0BW1gKmcWERG5dAosDUjlzCIiIvVDgaUBqZxZRESkfiiwNCCVM4uIiNQPBZYGonJmERGR+qPA0kBUziwiIlJ/FFgaiMqZRURE6o+upA3EUc58mW4HiYiIXCoFlgZQvpz5ak24FRERuWQKLA2gfDlzmMqZRURELpkCSwNQObOIiEj9UmCpZypnFhERqX8KLPVM5cwiIiL1T4GlnqmcWUREpP7pilrPVM4sIiJS/xRY6pHKmUVERBqGAks9UjmziIhIw1BgqUcqZxYREWkYCiz1ROXMIiIiDUeBpZ6onFlERKThKLDUE5Uzi4iINBxdWeuJyplFREQajgJLPVA5s4iISMOqU2BZsGABMTEx+Pv7Ex8fz5YtW6psO2rUKCwWS4XtpptucrQxDIPZs2cTERFBQEAACQkJ7Nu3ry5dcwuVM4uIiDQslwPLsmXLSExMZM6cOaSkpBAXF8fo0aM5efJkpe2XL1/OiRMnHNvOnTuxWq3ccccdjjZ/+ctfeOWVV1i4cCGbN2+mVatWjB49mvz8/Lr/Zo1I5cwiIiINy+XAMm/ePKZNm8bUqVPp06cPCxcuJDAwkEWLFlXavl27doSHhzu2tWvXEhgY6AgshmEwf/58Zs2axbhx4+jfvz+LFy8mLS2NFStWXNIv1xhUziwiItLwXAoshYWFbN26lYSEhLITeHmRkJDAxo0ba3WON998k7vuuotWrVoBcOjQIdLT053OGRISQnx8fJXnLCgoIDs722lzF5Uzi4iINDyXAktmZiY2m42wsDCn/WFhYaSnp9d4/JYtW9i5cye/+c1vHPtKj3PlnElJSYSEhDi26OhoV36NeqVyZhERkYbXqFfYN998k379+jFs2LBLOs/MmTPJyspybMeOHaunHrpO5cwiIiINz6XAEhoaitVqJSMjw2l/RkYG4eHh1R6bm5vL0qVLuf/++532lx7nyjn9/PwIDg522txB5cwiIiKNw6XA4uvry+DBg0lOTnbss9vtJCcnM3z48GqP/fDDDykoKODee+912h8bG0t4eLjTObOzs9m8eXON53Q3lTOLiIg0Dm9XD0hMTGTy5MkMGTKEYcOGMX/+fHJzc5k6dSoAkyZNIioqiqSkJKfj3nzzTW655Rbat2/vtN9isfDYY4/x3//93/To0YPY2FieeeYZIiMjueWWW+r+mzUClTOLiIg0DpcDy4QJEzh16hSzZ88mPT2dAQMGsHr1asek2aNHj+Ll5Txws2fPHr755hu++OKLSs/5xBNPkJubywMPPMC5c+cYOXIkq1evxt/fc0ctVM4sIiLSeCyGYRju7sSlys7OJiQkhKysrEabz5Jy9CzjX99Aa39vfnjmOlUIiYiIuMiV67eusnWkcmYREZHGoyttHamcWUREpPEosNSByplFREQalwJLHaicWUREpHEpsNSByplFREQalwKLi1TOLCIi0vgUWFykpzOLiIg0PgUWF6mcWUREpPHpiusilTOLiIg0PgUWF6icWURExD0UWFygcmYRERH3UGBxgcqZRURE3EOBpZZUziwiIuI+Ciy1pHJmERER91FgqSWVM4uIiLiPrry1pHJmERER91FgqQWVM4uIiLiXAkstqJxZRETEvRRYakHlzCIiIu6lwFIDlTOLiIi4nwJLDVTOLCIi4n4KLDVQObOIiIj76QpcA5Uzi4iIuJ8CSzVUziwiIuIZvN3dAU/m6+3FH8f15cDJHJUzi4iIuJECSzWC/X349S+6uLsbIiIiLZ5uCYmIiIjHU2ARERERj6fAIiIiIh5PgUVEREQ8ngKLiIiIeDwFFhEREfF4CiwiIiLi8RRYRERExOMpsIiIiIjHU2ARERERj6fAIiIiIh5PgUVEREQ8ngKLiIiIeLxm8bRmwzAAyM7OdnNPREREpLZKr9ul1/HqNIvAcv78eQCio6Pd3BMRERFx1fnz5wkJCam2jcWoTazxcHa7nbS0NFq3bo3FYqnXc2dnZxMdHc2xY8cIDg6u13M3N/qsak+fVe3ps3KNPq/a02dVew31WRmGwfnz54mMjMTLq/pZKs1ihMXLy4tOnTo16M8IDg7Wf9C1pM+q9vRZ1Z4+K9fo86o9fVa11xCfVU0jK6U06VZEREQ8ngKLiIiIeDwFlhr4+fkxZ84c/Pz83N0Vj6fPqvb0WdWePivX6POqPX1WtecJn1WzmHQrIiIizZtGWERERMTjKbCIiIiIx1NgEREREY+nwCIiIiIeT4FFREREPJ4CSw0WLFhATEwM/v7+xMfHs2XLFnd3yeN8/fXXjB07lsjISCwWCytWrHB3lzxWUlISQ4cOpXXr1nTs2JFbbrmFPXv2uLtbHumNN96gf//+jpU1hw8fzueff+7ubjUJf/rTn7BYLDz22GPu7orHmTt3LhaLxWnr1auXu7vlsVJTU7n33ntp3749AQEB9OvXj++//94tfVFgqcayZctITExkzpw5pKSkEBcXx+jRozl58qS7u+ZRcnNziYuLY8GCBe7uisdbv349Dz/8MJs2bWLt2rUUFRVx/fXXk5ub6+6ueZxOnTrxpz/9ia1bt/L999/zy1/+knHjxvHTTz+5u2se7bvvvuN//ud/6N+/v7u74rEuv/xyTpw44di++eYbd3fJI509e5YRI0bg4+PD559/zs8//8xLL71E27Zt3dMhQ6o0bNgw4+GHH3Z8b7PZjMjISCMpKcmNvfJsgPHJJ5+4uxtNxsmTJw3AWL9+vbu70iS0bdvW+N///V93d8NjnT9/3ujRo4exdu1a4+qrrzYeffRRd3fJ48yZM8eIi4tzdzeahCeffNIYOXKku7vhoBGWKhQWFrJ161YSEhIc+7y8vEhISGDjxo1u7Jk0J1lZWQC0a9fOzT3xbDabjaVLl5Kbm8vw4cPd3R2P9fDDD3PTTTc5/b0lFe3bt4/IyEi6du3KPffcw9GjR93dJY/06aefMmTIEO644w46duzIwIED+cc//uG2/iiwVCEzMxObzUZYWJjT/rCwMNLT093UK2lO7HY7jz32GCNGjKBv377u7o5H2rFjB0FBQfj5+fHggw/yySef0KdPH3d3yyMtXbqUlJQUkpKS3N0VjxYfH8/bb7/N6tWreeONNzh06BBXXnkl58+fd3fXPM7Bgwd544036NGjB2vWrOGhhx7iv/7rv3jnnXfc0h9vt/xUEeHhhx9m586dun9ejZ49e7Jt2zaysrL46KOPmDx5MuvXr1doucixY8d49NFHWbt2Lf7+/u7ujkcbM2aM43X//v2Jj4+nS5cufPDBB9x///1u7JnnsdvtDBkyhBdeeAGAgQMHsnPnThYuXMjkyZMbvT8aYalCaGgoVquVjIwMp/0ZGRmEh4e7qVfSXEyfPp1//etffPXVV3Tq1Mnd3fFYvr6+dO/encGDB5OUlERcXBwvv/yyu7vlcbZu3crJkycZNGgQ3t7eeHt7s379el555RW8vb2x2Wzu7qLHatOmDZdddhn79+93d1c8TkRERIV/HPTu3dttt9AUWKrg6+vL4MGDSU5Oduyz2+0kJyfrHrrUmWEYTJ8+nU8++YR///vfxMbGurtLTYrdbqegoMDd3fA41157LTt27GDbtm2ObciQIdxzzz1s27YNq9Xq7i56rJycHA4cOEBERIS7u+JxRowYUWHZhb1799KlSxe39Ee3hKqRmJjI5MmTGTJkCMOGDWP+/Pnk5uYydepUd3fNo+Tk5Dj96+TQoUNs27aNdu3a0blzZzf2zPM8/PDDvP/++/zzn/+kdevWjvlQISEhBAQEuLl3nmXmzJmMGTOGzp07c/78ed5//33WrVvHmjVr3N01j9O6desK86BatWpF+/btNT/qIjNmzGDs2LF06dKFtLQ05syZg9VqZeLEie7umsd5/PHHueKKK3jhhRe488472bJlC3//+9/5+9//7p4OubtMydO9+uqrRufOnQ1fX19j2LBhxqZNm9zdJY/z1VdfGUCFbfLkye7umsep7HMCjLfeesvdXfM49913n9GlSxfD19fX6NChg3HttdcaX3zxhbu71WSorLlyEyZMMCIiIgxfX18jKirKmDBhgrF//353d8tjffbZZ0bfvn0NPz8/o1evXsbf//53t/XFYhiG4Z6oJCIiIlI7msMiIiIiHk+BRURERDyeAouIiIh4PAUWERER8XgKLCIiIuLxFFhERETE4ymwiIiIiMdTYBERERGPp8AiIiIiHk+BRURERDyeAouIiIh4vP8P9YyExrNNe4YAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 21ms/step - loss: 3.1563 - accuracy: 0.5354\n",
            "Test set\n",
            "  Loss: 3.156\n",
            "  Accuracy: 0.535\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.63      0.52      0.57       423\n",
            "           1       0.41      0.53      0.46       270\n",
            "\n",
            "    accuracy                           0.52       693\n",
            "   macro avg       0.52      0.52      0.51       693\n",
            "weighted avg       0.54      0.52      0.53       693\n",
            "\n",
            "Epoch 1/7\n",
            "52/52 [==============================] - 5s 45ms/step - loss: 0.6167 - accuracy: 0.6669 - val_loss: 0.3606 - val_accuracy: 0.8942\n",
            "Epoch 2/7\n",
            "52/52 [==============================] - 2s 34ms/step - loss: 0.2040 - accuracy: 0.9266 - val_loss: 0.1918 - val_accuracy: 0.9447\n",
            "Epoch 3/7\n",
            "52/52 [==============================] - 2s 34ms/step - loss: 0.0460 - accuracy: 0.9892 - val_loss: 0.1926 - val_accuracy: 0.9543\n",
            "Epoch 4/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.0328 - accuracy: 0.9946 - val_loss: 0.2148 - val_accuracy: 0.9519\n",
            "Epoch 5/7\n",
            "52/52 [==============================] - 2s 33ms/step - loss: 0.0056 - accuracy: 0.9982 - val_loss: 0.3231 - val_accuracy: 0.9495\n",
            "Epoch 6/7\n",
            "52/52 [==============================] - 2s 40ms/step - loss: 9.5084e-05 - accuracy: 1.0000 - val_loss: 0.3615 - val_accuracy: 0.9519\n",
            "Epoch 7/7\n",
            "52/52 [==============================] - 2s 39ms/step - loss: 0.0025 - accuracy: 0.9994 - val_loss: 0.3627 - val_accuracy: 0.9519\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "22/22 [==============================] - 1s 22ms/step - loss: 3.6420 - accuracy: 0.5520\n",
            "Test set\n",
            "  Loss: 3.642\n",
            "  Accuracy: 0.552\n",
            "22/22 [==============================] - 1s 16ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.61      0.68      0.64       423\n",
            "           1       0.40      0.33      0.36       270\n",
            "\n",
            "    accuracy                           0.54       693\n",
            "   macro avg       0.51      0.50      0.50       693\n",
            "weighted avg       0.53      0.54      0.53       693\n",
            "\n",
            "Acuuracy results of the 4 models :  [0.5670995670995671, 0.5064935064935064, 0.5194805194805194, 0.5425685425685426]\n",
            "Avrage accuracy of this probability = 0.5339105339105339\n"
          ]
        }
      ],
      "source": [
        "#  preprocessing- No Balancing -   Anonymisation (6)\n",
        "\n",
        "dff=df\n",
        "dff_pred = df_pred\n",
        "\n",
        "for i in range (len(dff)):\n",
        "    dff['Facts'].iloc[i] = anonymisation(dff['Facts'].iloc[i] , dff['first_party'].iloc[i] , dff['second_party'].iloc[i])\n",
        "\n",
        "for i in range (len(dff_pred)):\n",
        "    dff_pred['Facts'].iloc[i] = anonymisation(dff_pred['Facts'].iloc[i], dff_pred['first_party'].iloc[i] , dff_pred['second_party'].iloc[i])\n",
        "\n",
        "dff = preprocessing(dff)\n",
        "dff_pred = preprocessing(dff_pred)\n",
        "\n",
        "#-----------------------------------\n",
        "\n",
        "train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4 = K_fold(dff)\n",
        "\n",
        "#----------------------------------\n",
        "\n",
        "x_1 , y_1 = padding_df(train_1)\n",
        "x_train_1, x_val_1, y_train_1, y_val_1 = train_test_split(x_1,y_1, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_1 , y_test_1 = padding_df(test_1)\n",
        "\n",
        "x_2 , y_2 = padding_df(train_2)\n",
        "x_train_2, x_val_2, y_train_2, y_val_2 = train_test_split(x_2,y_2, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_2 , y_test_2 = padding_df(test_2)\n",
        "\n",
        "x_3 , y_3 = padding_df(train_3)\n",
        "x_train_3 , x_val_3, y_train_3, y_val_3 = train_test_split(x_3,y_3, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_3 , y_test_3 = padding_df(test_3)\n",
        "\n",
        "x_4 , y_4 = padding_df(train_4)\n",
        "x_train_4, x_val_4, y_train_4, y_val_4 = train_test_split(x_4,y_4, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_4 , y_test_4 = padding_df(test_4)\n",
        "\n",
        "#------------------------------------\n",
        "x_prediction , target_labels = padding_df(dff_pred)\n",
        "\n",
        "acc_result = []\n",
        "\n",
        "for i in range (4):\n",
        "    \n",
        "    if i == 0 :\n",
        "        the_model_6_1 = creating_model( x_train_1 , y_train_1 , x_val_1 , y_val_1, x_test_1 , y_test_1)\n",
        "        \n",
        "        y_predict = the_model_6_1.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 1 :\n",
        "        the_model_6_2 = creating_model( x_train_2 , y_train_2 , x_val_2 , y_val_2, x_test_2 , y_test_2)\n",
        "        \n",
        "        y_predict = the_model_6_2.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 2 :\n",
        "        the_model_6_3 = creating_model( x_train_3 , y_train_3 , x_val_3 , y_val_3, x_test_3 , y_test_3)\n",
        "        \n",
        "        y_predict = the_model_6_3.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 3 :\n",
        "        the_model_6_4 = creating_model( x_train_4 , y_train_4 , x_val_4 , y_val_4, x_test_4 , y_test_4)\n",
        "        \n",
        "        y_predict = the_model_6_4.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "print('Acuuracy results of the 4 models : ',acc_result)\n",
        "print('Avrage accuracy of this probability =' , sum(acc_result)/len(acc_result))\n",
        "\n",
        "probabilities.append(sum(acc_result)/len(acc_result))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "id": "d64c7b74",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "d64c7b74",
        "outputId": "9d5b4cff-7ebe-4ea7-cfeb-5446d606b76b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 57ms/step - loss: 0.6756 - accuracy: 0.6420 - val_loss: 0.5100 - val_accuracy: 0.8056\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.2809 - accuracy: 0.8997 - val_loss: 0.3326 - val_accuracy: 0.8549\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0843 - accuracy: 0.9761 - val_loss: 0.2951 - val_accuracy: 0.8796\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0181 - accuracy: 0.9954 - val_loss: 0.3003 - val_accuracy: 0.9043\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0050 - accuracy: 0.9985 - val_loss: 0.4914 - val_accuracy: 0.8488\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 0.3977 - val_accuracy: 0.9228\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 31ms/step - loss: 9.3318e-06 - accuracy: 1.0000 - val_loss: 0.3972 - val_accuracy: 0.9290\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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8nGuvvRar1UpsbGzp/s8++yzz5s1j/vz5PProoxc8/owZM3C5XLz77rv4+/tz2WWXsWfPHkaOHFm6j6+vL08//XTp182bN2f58uXMnj2bQYMGERQUREBAAEVFRURGRp7zXG+++SbR0dFMnDgRi8VCu3bt2LdvH0888QRjx47FajVulnTu3Jlx48YB0Lp1ayZOnEhycrLCiFnqBvpxw2URfPnbfuasSlcYERGpSL6BxlUKM87rgaFDhzJixAjefPNN7HY7H3/8MXfddRdWq5X8/HyeeuopFixYwP79+ykuLubo0aPs3r27XMfetGkTnTt3xt/fv3Rbjx49zthv0qRJTJs2jd27d3P06FEcDgdxcXEefY5NmzbRo0cPLBZL6bZevXqRn5/Pnj17Sq/kdO7cucz7oqKiyMrK8uhcntKYkQsYVNI877PUfRw7ruZ5IiIVxmIxbpdU9eOUH8bl0a9fP9xuNwsWLCA9PZ2ffvqJoUOHAvD4448zb948nn/+eX766SdSU1Pp1KkTDkfFTXyYOXMmjz/+OA8++CDffPMNqampDB8+vELPcSpfX98yX1ssljPGzFQ0XRm5gF6twmkU6s++nGMs3phJv1gT7m+KiIhp/P39uf322/n444/Zvn07bdu2pWvXrgAsW7aM+++/nwEDBgDGGJC0tLRyH7t9+/Z8+OGHHDt2rPTqyC+//FJmn2XLltGzZ08eeeSR0m07duwos4+fnx9O5/l/YW7fvj3//e9/cbvdpVdHli1bRnBwME2aNCl3zZVBV0YuwGa1cKea54mI1GpDhw5lwYIFTJs2rfSqCBhjKj799FNSU1NZu3YtQ4YM8egqwpAhQ7BYLIwYMYKNGzeycOFCXnnllTL7tG7dmlWrVvH111+zdetW/v3vf7Ny5coy+8TExPDbb7+xZcsWsrOzOX78+BnneuSRR0hPT2f06NFs3ryZzz//nHHjxpGUlFQ6XsQsCiPlcGe8catm6fZs9h45anI1IiJS1a677jrCwsLYsmULQ4YMKd3+2muvUa9ePXr27Em/fv3o27dv6VWT8ggKCuKLL75g3bp1dOnShX/+85+8+OKLZfZ56KGHuP322xk8eDCJiYkcPHiwzFUSgBEjRtC2bVsSEhJo0KABy5YtO+NcjRs3ZuHChaxYsYLY2FgefvhhHnzwQf71r395+N2oeBa324MJ1ybJzc0lNDSUnJwcQkJCTKnh7rd/YfnvB0nq04Y/X9/alBpERKqrY8eOsXPnTpo3b15msKZUf+f7f1ven9+6MlJOg7oZt2rmpKTjUvM8ERGRCqMwUk43XhZFsN2H9ENH+WXnQbPLERERqTEURsopwM9GvzhjJs2cVXtMrkZERKTmUBjxwIk1Rxau20/usTNHKouIiIjnLiqMTJo0iZiYGPz9/UlMTGTFihXn3f/IkSOMGjWKqKgo7HY7bdq0YeHChRdVsJlim4TSJiKIomIXX6w1YdVAEZFqrhrMmRAPVcT/U4/DyKxZs0hKSmLcuHGsXr2a2NhY+vbte86lYh0OB3369CEtLY25c+eyZcsWpk6dSuPGjS+5+KpmsVhKr47M1q0aEZFyO7GqZ2FhocmVSEU78f/09JVbPeHx1N7ExES6devGxIkTAaObYHR0NKNHj+bJJ588Y/8pU6bw8ssvs3nz5osu1Bum9p6QnV/E5c8nU+xy8/VfrqJtZLCp9YiIVBf79+/nyJEjNGzYkMDAwDI9UqT6cbvdFBYWkpWVRd26dYmKijpjn/L+/PZoOXiHw0FKSgpjxowp3Wa1WunduzfLly8/63vmz59Pjx49GDVqFJ9//jkNGjRgyJAhPPHEE9hstrO+p6ioiKKiojIfxluEB9m5vn1Dvt6QyZxV6fzr1g5mlyQiUi2c6Chb2U3XpGrVrVv3vN2Cy8OjMJKdnY3T6SQiIqLM9oiICDZv3nzW9/z+++989913DB06lIULF7J9+3YeeeQRjh8/Xtqi+HTjx48v0y7Z2wxKiObrDZnMW7OXf9zYDj8fjQMWEbkQi8VCVFQUDRs2POty5VL9+Pr6nvPCgicqvVGey+WiYcOGvP3229hsNuLj49m7dy8vv/zyOcPImDFjSEpKKv06NzeX6Ojoyi613K5u04AGwXYO5BXx3eYsbux4aYlQRKQ2sdlsFfIDTGoOj36lDw8Px2azkZmZWWZ7ZmbmOS/RREVF0aZNmzJ/8Nq3b09GRsY52x/b7XZCQkLKPLyJj83KHV1LVmRV8zwREZFL4lEY8fPzIz4+nuTk5NJtLpeL5ORkevTocdb39OrVi+3bt5fpYrh161aioqLw8/O7yLLNNzDBCCPfb8kiM/eYydWIiIhUXx4PdkhKSmLq1KlMnz6dTZs2MXLkSAoKChg+fDgAw4YNKzPAdeTIkRw6dIjHHnuMrVu3smDBAp5//nlGjRpVcZ/CBC0bBJHQrB4uN3y6eq/Z5YiIiFRbHo8ZGTx4MAcOHGDs2LFkZGQQFxfHokWLSge17t69G6v1ZMaJjo7m66+/5q9//SudO3emcePGPPbYYzzxxBMV9ylMMighmlW7DjNnVToPX91C09REREQugsfrjJjBm9YZOVV+UTHdn/uWQoeTuQ/3ICEmzOySREREvEZ5f35rTuolCLL7cEsnY5GX2RrIKiIiclEURi7RoG7GlOMvf9tPQVGxydWIiIhUPwojlyihWT2ah9eh0OFkwbr9ZpcjIiJS7SiMXCKLxVI6zVdrjoiIiHhOYaQC3NG1CVYLrEw7zO8H8s0uR0REpFpRGKkAESH+XNO2IQBzUvaYXI2IiEj1ojBSQQaV3Kr5b8oeip2uC+wtIiIiJyiMVJDr2kUQVsePrLwiftx2wOxyREREqg2FkQri52NlQJfGAMxeqVs1IiIi5aUwUoEGJRhrjny7KZOD+UUmVyMiIlI9KIxUoLaRwcQ2CaXY5WbeGjXPExERKQ+FkQo2sOTqyOxV6VSDtj8iIiKmUxipYP1iG2H3sbI1M5/f9uSYXY6IiIjXUxipYKEBvtzUMRJQ8zwREZHyUBipBCcGss5P3cdRh9PkakRERLybwkgluLxFfZrUCyCvqJivN2SYXY6IiIhXUxipBFarhYHxJweyioiIyLkpjFSSO+IbY7HAzzsOkn6o0OxyREREvJbCSCVpUi+QK1qFA2qeJyIicj4KI5XoxJojc1el43RpzREREZGzURipRDd0iCDE34d9Ocf4eUe22eWIiIh4JYWRSuTva6P/ieZ5q3SrRkRE5GwURirZiTVHvt6QwZFCh8nViIiIeB+FkUp2WaMQ2keF4Ch2MX/tPrPLERER8ToKI5XMYrEwKKEJoDVHREREzkZhpAr0j2uMn83K+r25bNin5nkiIiKnUhipAvXq+NGnQwQAczSQVUREpAyFkSoysORWzWepeykqVvM8ERGRExRGqsiVrRsQGeLPkcLjfLsxy+xyREREvIbCSBWxWS3cGa+BrCIiIqdTGKlCJ8LIj9sOsO/IUZOrERER8Q4KI1UoJrwOic3DcLvh09UayCoiIgIKI1XuxIqss1ftwaXmeSIiIgojVe2mTpEE2X3YfaiQFWmHzC5HRETEdAojVSzQz4d+sVGABrKKiIiAwogpBpbcqlm4bj95x46bXI2IiIi5ancYOZYDa2dV+Wm7RNelVcMgjh138eVv+6v8/CIiIt6k9oYRRwG8ewPM+1OVBxI1zxMRETmp9oYRvzrQ9ibj+fxHYdfPVXr6AV2aYLNaWLP7CNsy86r03CIiIt7kosLIpEmTiImJwd/fn8TERFasWHHOfd9//30sFkuZh7+//0UXXKGuGwvt/wBOB8wcCgd3VNmpGwTbua5dQwDmpGjNERERqb08DiOzZs0iKSmJcePGsXr1amJjY+nbty9ZWefutxISEsL+/ftLH7t27bqkoiuM1QoD3oJGXeHoIZgxCI4errLTn1hz5NPVezjudFXZeUVERLyJx2HktddeY8SIEQwfPpwOHTowZcoUAgMDmTZt2jnfY7FYiIyMLH1ERERcUtEVyi8Q7p4JodFwcDvMuheKHVVy6mvaNiA8yE52voPvN6t5noiI1E4ehRGHw0FKSgq9e/c+eQCrld69e7N8+fJzvi8/P59mzZoRHR3NbbfdxoYNG857nqKiInJzc8s8KlVwBAyZBX7BkPYTLPgruCt/dVRfm5U7ujYGjBVZRUREaiOPwkh2djZOp/OMKxsRERFkZGSc9T1t27Zl2rRpfP7553z00Ue4XC569uzJnj3n/uE7fvx4QkNDSx/R0dGelHlxIi6Dge+BxQprPoJlEyr/nMDAklk132/JIivvWJWcU0RExJtU+myaHj16MGzYMOLi4rj66qv59NNPadCgAW+99dY53zNmzBhycnJKH+npVTT9tXUfuOkl4/m3T8GGzyr9lK0aBtO1aV2cLjfzVu+t9POJiIh4G4/CSHh4ODabjczMzDLbMzMziYyMLNcxfH196dKlC9u3bz/nPna7nZCQkDKPKtN9BCQ+bDyf9xDsSan0U55snpeOuwpuD4mIiHgTj8KIn58f8fHxJCcnl25zuVwkJyfTo0ePch3D6XSybt06oqKiPKu0KvV9Hlr3heJj8MldcKRyr8zc0jmKAF8bOw4UsHr3kUo9l4hUU3kZMPU6+OhOOLDV7GpEKpTHt2mSkpKYOnUq06dPZ9OmTYwcOZKCggKGDx8OwLBhwxgzZkzp/s888wzffPMNv//+O6tXr+aee+5h165d/PGPf6y4T1HRrDa4812I6AgFWTBjMByrvEG0wf6+3NzJCGdztCKriJyu2AGz74O9KbB9MUzuCd89B8ePml2ZSIXwOIwMHjyYV155hbFjxxIXF0dqaiqLFi0qHdS6e/du9u8/2W/l8OHDjBgxgvbt23PzzTeTm5vLzz//TIcOHSruU1QGe7AxwyYoArI2wNwHwFlcaac7sTz8F2v3UeiovPOISDX0zb8g/Rewh0DL68F1HH58Cd7sATu+M7s6kUtmcVeDQQq5ubmEhoaSk5NTteNHAPauhvduhuKj0P1PcPPLlXIat9vNta/8QNrBQl4ZGMud8U0q5TwiUs2snWmMXwNjTaQ2N8LGz2HRk5BX8otfxzuN28vBXrSGkwjl//lde3vTlFfjrnDHVMACK96GX889C+hSWCwWBp4ykFVEhP1r4YvHjOdXP2H007JY4LL+MGqFMdjeYoX1c2FiN1j5Dri0mrNUPwoj5dG+H/R52ni+6EnY+nWlnOb2ro2xWmDFzkPszC6olHOISDVReAhm3WMMpG99A1z9ZNnX/UPgphdhxHcQFQdFObDgb/BuH9j/mykli1wshZHy6vln6DoM3C5j/EjGugo/RVRoAFe1aQDA3BRdHRGptVxO49+ZI7uhXnO4/W2jl9bZNOpiBJKbXjJWkd67Ct6+Br7+JxTlV2nZIhdLYaS8LBa45TVofhU48o0ZNnlnX3X2UpxYc2Ruyh6cLq8fziMileG7Z+H378E3EO76GALqnX9/qw0SH4JHV0CH/uB2wvKJMCkRNi+okpJFLoXCiCdsvjDoAwhvA7l7jUDiqNjbKde3b0i9QF8yc4v4cduBCj22iFQDGz+Hpf9nPP/DG0arivIKaQSDpsOQOVC3KeTugZlD4JMhlb5eksilUBjxVEA9Y8pvYH3Ynwqf/qlCB4zZfWz072I0z9OaIyK1TNZm+OwR43mPR6HTnRd3nDY3wCO/whVJYPWBLQuMqyQ/v1GpSxSIXCyFkYsR1gLumgE2P9j8JSQ/VaGHHxhv3KpZvDGTQwWOCj22iHipYzkwa6hxGzjmSuj99KUdzy8Qeo+Dh5dC0x5wvMBYr+TtayB9ZYWULFJRFEYuVtPL4bY3jefLXoeU6RV26A6NQujUOJTjTjefrVHzPJEaz+WCeSPh4HYIaQx3vgc2n4o5dsP2cP9C45ZPQD3IXGfMuPnyr3D0SMWcQ+QSKYxcis4DT063W5AEv/9QYYc+sSKrmueJ1AJLXzVupdj8YPCHENSgYo9vtRqzAR9dBbFDADesmmasTbJuLujfGDGZwsiluuZJY/VDVzHMGlZhDaz+ENsYPx8rmzPyWL+38vriiIjJtn1r9JkBuOVVaBxfeeeqEw4DJsN9X0L91kbvrf8+CB8OgIM7Ku+8IhegMHKpLBa4bRJEJxqLDs0YCAUHL/mwoYG+3HhZJKAVWUVqrEM7jTCAG+KHG1cvqkLzK2HkMrj2X2CzG9OI3+wBS16C4qKqqUHkFAojFcHX3xjQWrcZHE4zptJVwF/oE2uOfJ66l2PHnZd8PBHxIo5CY4XVY0egSTdjNdWq5GOHq/8OjyyHFteCswi+fw4m94KdP1VtLVLrKYxUlDrhMHQO2EON7pqfP3rJ92F7tqxP47oB5B4r5usNFb/AmoiYxO2GL/4MmeuhTgNj/SIfuzm11G8J986DO96FOg3h4DaYfivMexgKss2pSWodhZGK1KAtDP7AmNe/brZxyfMSWK2W0u69c1btqYgKRcQb/DoF1s0Biw0GTjcWKzOTxWKsafLoSkh4ELDA2k9gYgKs/kDN96TSKYxUtBbXGIPQAH54Hn6bc0mHOxFGlu3IJv1Q4SUWJyKmS1tq9I0B6PscxPQyt55TBdSFW1+DBxdDRCc4ehjmj4b3b4asTWZXJzWYwkhliL/faKwH8PkjsPuXiz5UdFggvVrVx+2G/67W1RGRai1nL8y53+gd02kQJD5sdkVnF90N/vQD3PC/4FsHdi+HKVfAt08ZY11EKpjCSGXp/TS0uxWcDmNA66GdF32oEwNZ56zag0vN80Sqp+IimD0MCg4YVx36vW7cHvFWNh/oORpG/QptbzGWL1j6f/BmImz9xuzqpIZRGKksVqvR9jsqDgoPwoxBF73aYd/LIgn292HvkaMs//3Spw2LiAm++gfsXQX+dY2FzfwCza6ofOpGw90zjBmDIU3gyG5jCYPZwyB3v9nVSQ2hMFKZ/OrA3TON5Z2ztxp/eZ3HPT6Mv6+N2+KMAW5ac0SkGkqZDinvAxZj1kpYc7Mr8ly7W4yrJD0eNQbebvzcWMH117fApaUH5NIojFS2kCijy69fEOxcYiwbfxFTfk/cqvlqfQY5hZ4HGhExyZ4UWPi48fy6f0Hr3ubWcynsQcag24eWQOMEcOQZV3ymXgf71phdnVRjCiNVIbIT3DkNLFZjmtzPb3h8iE6NQ2kXGYyj2MX83/ZVQpEiUuHyD8Dse42xY+1uhSuSzK6oYkR2Mmbc3PKasbbS/lQjkHz1BBxT+wrxnMJIVWnTF/qON54vHgubvvDo7RaLhYGlA1l1q0bE6zmLYe5wyN1r9IHpP9kYS1ZTWK3Q7UFjbZKOd4LbZayfMqk7bPhMzffEIzXob0Y1kPgQdBsBuOG/Izy+rNk/rhG+Ngu/7clh03799iHi1b4dB2k/Gbdo7/oY/EPMrqhyBEfAne/CPZ9CveaQtx/m3GcM2j+cZnZ1Uk0ojFQliwVufAFa9YbiozDjLsgp/9oh9YPs9G4fAWhFVhGvtm4uLJ9oPO8/2ViduaZrdb3R5+aqf4DVF7Z9A5Muh59eu6iB+1K7KIxUNZsP3PkeNOwA+RlGICnKK/fbTwxknbdmD45iLdEs4nUy1hu9qcAYI9LhD+bWU5V8A+C6f8LInyHmSuOXruSnYcqVl7T4o9R8CiNm8A8xZtjUaQiZ62Dug+WeGndl63AiQuwcLjxO8qbMSi5URDxy9DDMGmr8EG55nTF7pjZq0Abu+wL6T4HA+nBgE0zraywtX3jI7OrECymMmKVuU2MNEh9/2Pb1yV4VF+Bjs3JHV6NfjdYcEfEiLpcxFuxwmvH3+453wWozuyrzWCwQdzc8ugq6DjO2rf7AaL6X+okGuEoZCiNmahIPA94ynv86GVZMLdfbTsyqWbL1ABk5xyqrOhHxxJIXYPti4xeMwR9BYJjZFXmHwDD4wxswfBE0aG+sSP3ZwzC9H2RvM7s68RIKI2a7rD9cP854/tU/YNu3F3xL8/A6dI8Jw6XmeSLeYfNCWPKi8bzffyAq1tx6vFGzHvDQj8a/dz4BxkyjyT3hu+fguH6pqu0URrzBFX+FuHuMefpz7ofMDRd8y8AE41bNnFXpuHW5U8Q82dth3kPG8+4PQexgc+vxZj5+cGUSjPoFWvUxFoP78SWY3AN2fGd2dWIihRFvYLHArf9njD535MGMwZB3/sGpN3eKoo6fjbSDhaxMO1xFhYpIGUV5xoDVolxo2sNYKl0urF4MDJ0DA6dDcBQc+h0+HGAM5r/Av31SMymMeAsfPxj0AdRvBTnpMPNucBSec/c6dh9u7azmeSKmcbvh81FwYDMERRo/WG2+ZldVfVgsxm3qUSuMK0oWK6yfazTfW/muMSBYag2FEW8SGAZDZkNAPdibYgzyOs9fyEHdjFs1C37bT35RcVVVKSIAy143OtdafWHwh8ZKpOI5/xC4+SX4YzJExUFRjtFQdNoNkLHO7OqkiiiMeJv6LWHwx8Y/cBs/h++ePeeuXZvWo0WDOhw97mSBmueJVJ0d3xuLeQHc9CJEdze3npqgcVcY8R3c+CL4BcOelfDW1cayB0X5ZlcnlUxhxBvF9DKmwgEsfQ3WfHTW3SwWS+mKrLO1PLxI1Ti8C+Y+YAw4j7sHEh4wu6Kaw2qDyx+GR1dAh9vA7TSW1Z+UaMxYkhpLYcRbxd0NV/3deP7FY7Dzx7PudnuXxtisFlJ2HWZ7ln57EKlUx4/C7Hvh6CFo1AVuedUY+yAVK6SRMYZuyBxjAbncPcY4uk+GeNTPS6oPhRFvds3/wGW3g6sYZt171gWCGob4c23bBgDMSdFAVpFK43bDl0mwf62xxPmgD8HX3+yqarY2N8Ajv0Kvv4DVB7YsgInd4eeJ4NQ4uZpEYcSbWa3Q/01o0g2OHYGPB0LBwTN2O7Ei639T9nLcqRHoIpVi5TuwdoYx6+PO96ButNkV1Q5+gdDnaXjoJ4i+HI4XwDf/hLevgT2rzK5OKojCiLfzDYC7ZhiXKg/vhFn3QHFRmV2ua9eQ8CA/svOLWLLlgEmFitRgu3+FRU8az3s/DS2uNree2iiiAwz/yljh1r+u0WT0nd7G1aqjR8yuTi7RRYWRSZMmERMTg7+/P4mJiaxYsaJc75s5cyYWi4X+/ftfzGlrr6CGxpRfewjs/hnm/7lMkylfm5UBXRoDWnNEpMLlZRjjRFzFcNkA6Dna7IpqL6sV4u+D0SkQezfghlXvwqTusG6umu9VYx6HkVmzZpGUlMS4ceNYvXo1sbGx9O3bl6ysrPO+Ly0tjccff5wrr7zyoout1Rq2h4Hvg8UGv82EH18p8/KJWzXfbc7iQF7RWQ4gIh4rdsDs+yA/02jy9oeJGrDqDeqEw4ApcN8XUL+18f/nvw/CR7fDwR1mVycXweMw8tprrzFixAiGDx9Ohw4dmDJlCoGBgUybNu2c73E6nQwdOpSnn36aFi1aXFLBtVqr6+GWkhDy/f8avwmUaBMRTFx0XYpdbj5bs9ekAkVqmK//B9J/AXso3PUx2IPMrkhO1fwqGLkMrv0n2OxGf5s3e8CSl8+4nS3ezceTnR0OBykpKYwZM6Z0m9VqpXfv3ixfvvyc73vmmWdo2LAhDz74ID/99NMFz1NUVERR0ck/SLm5uZ6UWbMlPGAk/+UT4bNHjLEkJQsuDUqIJjX9CLNXpfPHK5tj0W9wIhcvdQasnGo8v/1tY0FC8T4+drj6H9DxDmPl1t9/KPllbbZxS80n4OTVrNJ/Ey0lz0/5b+nrp792tv1PbOMSjnGu/fFw//Ic//T3neMz1WlgfD9N4FEYyc7Oxul0EhFRdtnjiIgINm/efNb3LF26lHfffZfU1NRyn2f8+PE8/fTTnpRWu/R5xmgstWUhfHI3jEiGejHcGhvFM19uYFtWPqnpR+jStJ7ZlYpUT/tS4cu/Gs+vfhLa3mhqOVIO9VvCvZ/B+v8ag42zt8J8je/xyIPfQnQ3U07tURjxVF5eHvfeey9Tp04lPDy83O8bM2YMSUlJpV/n5uYSHa1pdKWsNrh9Krx3E2T8ZnT5ffAbQvxDubljFJ+u2cvsVXsURkQuRsFBY12f4mPQ5ka4+gmzK5Lyslig053GLe2fXjV627jdgPvk4NbSQa7u01479fXTXzvf/pV9rHPsX5HHOlGrxbwJth6FkfDwcGw2G5mZZVs8Z2ZmEhkZecb+O3bsIC0tjX79+pVuc5U0fvPx8WHLli20bHnmpU+73Y7dbs6lomrDHgRDZsHU64yuobPvg6FzGJgQzadr9vLF2n2MvbUDAX42sysVqT6cxfDfByBnN9RrDgPeMmZwSPUSUA9u+F+zqxAPePS3zM/Pj/j4eJKTk0u3uVwukpOT6dGjxxn7t2vXjnXr1pGamlr6+MMf/sC1115LamqqrnZcqpBGRiDxDYTfv4eFfycxph5NwwLJLyrmq/X7za5QpHr57lljzIFvoLG+T0BdsysSqRU8jvxJSUlMnTqV6dOns2nTJkaOHElBQQHDhw8HYNiwYaUDXP39/enYsWOZR926dQkODqZjx474+flV7KepjaJi4Y53AQukvId1xWQGxjcBtOaIiEc2fg7LJhjPb5toLLIlIlXC4zEjgwcP5sCBA4wdO5aMjAzi4uJYtGhR6aDW3bt3Y9VlzarV7mbo+5wxDfHrfzKkX2Nes/jyy++H2HWwgGb165hdoYh3y9pszE4D6PGoMTNDRKqMxe32/iXrcnNzCQ0NJScnh5CQELPL8U5utzGtbdU08A3k3/Vf4cO0uoy+rhV/u6Gt2dWJeK9jOcbYq4PbIeZKY0aGrVLH9ovUGuX9+a1LGDWFxQI3vQQtr4PjhfzzyFNEcIi5KXtwurw+b4qYw+WCeQ8bQSSkibHKsYKISJVTGKlJbL7GP6YN2uF/LIv3/V8lJ+cIS7dnm12ZiHf66VVjvR6bHQZ/aCwzLiJVTmGkpvEPNZrq1WlAe3byuu8k5qxMM7sqEe+zbTF8/5zx/JZXoXFXc+sRqcUURmqies3grk9w2ez0saXQdfP/cbjAYXZVIt7j0O9GYzXcRouFrveaXZFIraYwUlNFd8M6YDIAD9gWsPmLCebWI+ItHAUw8x5j4GqTbnDjC2ZXJFLrKYzUZB3vYE2rUQB03zwetidf4A0iNZzbDfP/DFkboE5DGPSBaY3BROQkhZEarvmAcXzmuhIbLpyz7oOsTWaXJGKeXybD+rlg9YFB041VjEXEdAojNVzdOnZ+aPMvfnW1w3Y8Dz4eBPlZZpclUvV2/gTf/Mt4fsNz0KynufWISCmFkVrg9u4tecjxV3YRaTQAmzkEjh81uyyRqpOzF+bcD24ndB4MiQ+ZXZGInEJhpBbo1SqcwNAGDC96HIdvKOxZaSx9XdJBWaRGKy6C2fdCYTZEdoJbJxiLBIqI11AYqQVsVgt3xjfhd3cjXq77L+N++YZP4YfnzS5NpPIt/DvsTQH/ujD4I/ALNLsiETmNwkgtcWd8NADv7GnM4etfNjb++DKkfmJiVSKVLOV9WD0dsMCd70K9GJMLEpGzURipJZrWD6RHi/q43fDhsSvhiiTjhfmjIW2ZucWJVIY9q4yrIgDX/xta9Ta3HhE5J4WRWmRQtyYAzElJx3Xtv6DDbeA6DrOGwsEdJlcnUoHys2DWveB0QLtbT4ZvEfFKCiO1yI2XRRFs9yH90FF+STsMA96CxvFw9DB8PBAKD5ldosilcx6HOcMhbx+Et4H+kzVgVcTLKYzUIgF+NvrFGYs8zVm1B3wD4K5PIDQaDu0wfpMsVg8bqeYWj4VdS8EvGAZ/DP4hZlckIhegMFLLDEowBrIuXLef3GPHITgChswy/uHetRS+eMxYMlukOvptDvzypvF8wGRo0MbcekSkXBRGapnYJqG0iQiiqNjFF2v3GRsjLoOB74PFCmtnwNLXTK1R5KJkrDcGZANc+Tdo38/cekSk3BRGahmLxVJ6dWT2qj0nX2jdG256yXie/AxsmGdCdSIXqfCQMRC7+Ci0vB6u/afZFYmIBxRGaqH+XRrjY7WwNv0IWzLyTr7QfQQkjjSez3vYmBop4u1cTvh0BBxOg7rN4I53wGozuyoR8YDCSC0UHmTn+vYNAZizKr3si32fg9Z9ofgYfHIXHN5lQoUiHvhhPGz/Fnz8jRVWA8PMrkhEPKQwUkuduFUzb81eHMWn9Kix2oyVKiM6QcEBmDEYjuWYVKXIBWxeYKwkDNDvPxDV2dx6ROSiKIzUUle3aUCDYDsHCxx8tzmr7Iv2YBgyE4Ii4cAmY80GZ7E5hYqcS/Y2+LSk+27iwxA72Nx6ROSiKYzUUj42K3d0LVmR9fRbNQChTYxA4hsIO5Lhq39oyq94j6I8mDkUHHnQtCfc8L9mVyQil0BhpBYbmGCEke+3ZJGZe+zMHRp1gdunAhZY9S78OqVqCxQ5G7cbPnsEsrdAcJQxLd3ma3ZVInIJFEZqsZYNgkhoVg+XGz5dvffsO7W/Ffo8YzxfNAY+vB1+eg3SVxjLbotUtWUTYNN8sPrCoA+MhftEpFrzMbsAMdeghGhW7TrMnFXpPHx1Cyxn6+HRczQc2QUr3zFu2exINrb71oHo7hBzhfFo1BV8/Kr2A0jtsuM7Yx0cgJtfMv78iUi1Z3G7vX8gQG5uLqGhoeTk5BASoj4TFSm/qJjuz31LocPJ3Id7kBBznmmRGeshbSmk/QS7foajpzXW8wkoG04ax4OPvXI/gNQeh3fB21cbjR273AN/mKgGeCJerrw/v3VlpJYLsvtwS6co5qTsYfaq9POHkciOxuPyh8HlMmbapC0rCSfLoPAg7FxiPMBY96FJt1PCSQL4+lfNB5Oa5fhRmHWPEUQadYGbX1UQEalBdGVEWJl2iIFTlhPoZ2PlP3tTx34RGdXthgObS66cLDXCScGBsvvY7CXhpJcRTpp0MzoHi5yP2w2fjYS1n0BgffjTEqgbbXZVIlIO5f35rTAiuN1urnt1CTuzC3jpzs6lC6Jd4kGNdSBOXDVJWwr5mWX3sfkZt3JiroBmvSA6EfwCL/3cUrOsmAoLHzcaOd77GbS42uyKRKScFEbEI2/+sJ2XFm2hW0w95jzcs+JP4HbDwR1lw0ne/rL7WH2hcdey4cQeVPG1SPWxazlMvxVcxcZaIj1Hm12RiHhAYUQ8kpl7jB7jk3G54bu/XU2LBpUcAtxuOPT7yVs6aUsh97TpxVYfY3xAs14QcyU0TTRWh5XaIXe/MWA1PxMuux3unKZxIiLVjMKIeOyB91fy3eYsRl7TkidubFe1J3e7ja6rJ4JJ2lLIOW1lWIsNGsWdEk4uB3/9eaiRih3GFZH0X6FhB/jjt+BXx+yqRMRDCiPisUXr9/PwR6tpGGzn5yevw8dm8pp4h3eVDSdHTusgbLFCVGzZcBJQ15RSpYIt+Juxro09FP70PdRvaXZFInIRNLVXPHZduwjC6viRlVfEj9sOcF07k1e2rNfMeMQNMb4+kl4STn4yphQf3gn71hiP5RMBi9G1tdkVxoydpj3UTr46WvOxEUQA7piqICJSC+jKiJTx7JcbeXfpTm68LJIp98abXc755ewte+Xk0I7TdrBARMeSdU56GVdQFE6827418G5fcBbBNWPgmifNrkhELoFu08hF2ZKRR98JP+JjtfDr/1xP/aBqtIJq7v6y4eTgtjP3aXhZ2XBSJ7zq65SzKzhoDFjNSYc2N8Jdn4BV7bNEqrPy/vy+qL/pkyZNIiYmBn9/fxITE1mxYsU59/30009JSEigbt261KlTh7i4OD788MOLOa1UgbaRwcQ2CaXY5WbemnM0z/NWIVHQ6U7oNwFGr4K/bTVmYCQ8CA1KBuRmbYAVb8HsYfByS5h0uTE+YcM8yD9w3sNLJXIWw9zhRhAJawED3lIQEalFPB4zMmvWLJKSkpgyZQqJiYlMmDCBvn37smXLFho2bHjG/mFhYfzzn/+kXbt2+Pn58eWXXzJ8+HAaNmxI3759K+RDSMUamBDN2j05zF6VzoNXND9787zqIDgCOt5hPMAIGyeunOxaBlkbjSXtD2w6OUYhvO3JFWKbXaGOsFXlu2eMNgK+dWDwxxqILFLLeHybJjExkW7dujFx4kQAXC4X0dHRjB49miefLN/93a5du3LLLbfw7LPPlmt/3aapWjlHj9P9uW8pKnbx+ahexEbXNbukylGQbTT8OxFOMtefuU/91iXh5Erjtk5IVNXXWdNtmAdz7jee3/kedLzd1HJEpOJUymwah8NBSkoKY8aMKd1mtVrp3bs3y5cvv+D73W433333HVu2bOHFF188535FRUUUFRWVfp2bm+tJmXKJQgN8ualjJJ+l7mP2qvSaG0bqhEOHPxgPgMJDp4STpUaX4oPbjEfK+8Y+YS1OXjWJ6QWhTUwrv9I5j0PxMTh+DIqPnvnf4iKjgV3xsdP+W1SO/U957USbgJ6jFUREaimPwkh2djZOp5OIiLKXriMiIti8efM535eTk0Pjxo0pKirCZrPx5ptv0qdPn3PuP378eJ5++mlPSpMKNighms9S9zE/dR//uqUDAX42s0uqfIFh0P5W4wFGh9hdy09OJ85YZ6wae+h3WP2BsU+9mLLhpG7TyqnNWXyWH/DHzhIEjl1EgDjHsdzOyvksZ9P6Brj+qao7n4h4lSpZZyQ4OJjU1FTy8/NJTk4mKSmJFi1acM0115x1/zFjxpCUlFT6dW5uLtHR6tJZlS5vUZ8m9QLYc/goX2/IoH+XxmaXVPUC6kG7m40HwNEjsPsX46pJ2lLYv9ZYNfZwGqz5yNinblMjmDS9HHz8LyFAnPaaq9ikb0IJmx18/cEn4LT/ljx8A8r+18f/zP3O9ZpfEIS30VLvIrWYR2EkPDwcm81GZmbZ7quZmZlERkae831Wq5VWrVoBEBcXx6ZNmxg/fvw5w4jdbsdur0ZTSmsgq9XCwPho/u/brcxelV47w8jpAupC2xuNB8Cx3LLhZF8qHNkNR2bA2hmVV0dpMChvEDjlvz72M/cvfc3/zODgG2CcTzNbRKQSeRRG/Pz8iI+PJzk5mf79+wPGANbk5GQeffTRch/H5XKVGRMi3umO+MZMSN7KzzsOkn6okOiwQLNL8i7+IdDmBuMBUJRn9FJJWwp7Vxu/6V8wCJRsP1twOFvg8PFXMBCRGsfj2zRJSUncd999JCQk0L17dyZMmEBBQQHDhw8HYNiwYTRu3Jjx48cDxviPhIQEWrZsSVFREQsXLuTDDz9k8uTJFftJpMI1qRfIFa3C+WlbNnNS9pDUp43ZJXk3ezC06m08RESk3DwOI4MHD+bAgQOMHTuWjIwM4uLiWLRoUemg1t27d2M95Te3goICHnnkEfbs2UNAQADt2rXjo48+YvDgwRX3KaTSDEyI5qdt2cxdlc5j17fGZtV9fRERqVhaDl7O69hxJ92f+5bcY8V8+GB3rmzdwOySRESkmqjU5eCl9vD3tZUOXp29ao/J1YiISE2kMCIXNCjBmFb99YYMjhQ6TK5GRERqGoURuaDLGoXQPioER7GLqT/9bnY5IiJSwyiMyAVZLBYevdZYJ+bNH3bww5YskysSEZGaRGFEyuWWzlHcc3lT3G74y6xU9hwuNLskERGpIRRGpNz+fWsHOjcJ5UjhcUbNWENRcRX2LhERkRpLYUTKze5jY9KQroQG+LI2/QjPLdhkdkkiIlIDKIyIR6LDApkwOA6AD5bv4vPUveYWJCIi1Z7CiHjs2nYNGX2dMaD1yf+uY1tmnskViYhIdaYwIhflL73bcEWrcI4ed/LwRynkF5nc4l5ERKothRG5KDarhdfviiMyxJ8dBwoY8+k6qkFnARER8UIKI3LR6gfZmTS0Cz5WC1+s3ccHy3eZXZKIiFRDCiNySeKbhTHm5vYA/O+CjazefdjkikREpLpRGJFL9kCvGG7pFMVxp5tHP17NoQL1rxERkfJTGJFLZrFYeOGOTrQIr8O+nGM8NnMNTpfGj4iISPkojEiFCPb3ZfI98fj7WvlpWzb/Sd5mdkkiIlJNKIxIhWkbGczzAzoB8J/vtrFk6wGTKxIRkepAYUQq1O1dmzAksaSh3sw17D1y1OySRETEyymMSIUbe2sHOjUO5XDhcUZ9vBpHscvskkRExIspjEiF8/e18eZQo6FeavoRnluw0eySRETEiymMSKWIDgvk/wbHAjB9+S7mr91nckUiIuKtFEak0lzXLoJR17YE4Mn//sb2LDXUExGRMymMSKVK6tOWni3rU+hw8vBHqylQQz0RETmNwohUKpvVwn/u7kJEiJ3tWflqqCciImdQGJFKFx5kZ9KQrvhYLcxfu48Pf1FDPREROUlhRKpEQkwYT97UDoBnv9zIGjXUExGREgojUmUevKI5N3WM5LjTzaiPV3NYDfVERASFEalCFouFl+7sTPOShnp/mZWKSw31RERqPYURqVJGQ72u+PtaWbL1AG98t93skkRExGQKI1Ll2kWG8Fx/o6HehOSt/KiGeiIitZrCiJjijvgm3N3daKj32Mw17FNDPRGRWkthREwzrl8HOjYO4XDhcR5RQz0RkVpLYURM4+9rY/LQeEL8fUhNP8LzCzeZXZKIiJhAYURMZTTUiwPg/Z/T+EIN9UREah2FETHd9e0jeOSaUxvq5ZtckYiIVCWFEfEKSX3a0KNFfQocTkZ+lKKGeiIitYjCiHgFH5uV/9zdhYbBdrZl5fM/89RQT0SktlAYEa/RINjOxCFdsVktfJ66j49+3W12SSIiUgUURsSrdG8expM3ljTU+2Ija9OPmFuQiIhUuosKI5MmTSImJgZ/f38SExNZsWLFOfedOnUqV155JfXq1aNevXr07t37vPuL/PHK5tx4WSQOp4tH1FBPRKTG8ziMzJo1i6SkJMaNG8fq1auJjY2lb9++ZGVlnXX/H374gbvvvpvvv/+e5cuXEx0dzQ033MDevXsvuXipmSwWCy8N7ExM/UD2HjnKX2eroZ6ISE1mcXs4SjAxMZFu3boxceJEAFwuF9HR0YwePZonn3zygu93Op3Uq1ePiRMnMmzYsHKdMzc3l9DQUHJycggJCfGkXKnGNu7LZcCbyygqdpHUpw1/vr612SWJiIgHyvvz26MrIw6Hg5SUFHr37n3yAFYrvXv3Zvny5eU6RmFhIcePHycsLOyc+xQVFZGbm1vmIbVPh0Yh/G//jgD837db+WmbGuqJiNREHoWR7OxsnE4nERERZbZHRESQkZFRrmM88cQTNGrUqEygOd348eMJDQ0tfURHR3tSptQgAxOiuatbdElDvVT256ihnohITVOls2leeOEFZs6cybx58/D39z/nfmPGjCEnJ6f0kZ6eXoVVird56g+XcVmjEA4VOBilhnoiIjWOR2EkPDwcm81GZmZmme2ZmZlERkae972vvPIKL7zwAt988w2dO3c+7752u52QkJAyD6m9TjTUC/b3YfXuI4z/Sg31RERqEo/CiJ+fH/Hx8SQnJ5duc7lcJCcn06NHj3O+76WXXuLZZ59l0aJFJCQkXHy1Ums1rR/Ia4PiAHhvWRpf/qaGeiIiNYXHt2mSkpKYOnUq06dPZ9OmTYwcOZKCggKGDx8OwLBhwxgzZkzp/i+++CL//ve/mTZtGjExMWRkZJCRkUF+vpqhiWf6dIjg4auNhnpPzFVDPRGRmsLjMDJ48GBeeeUVxo4dS1xcHKmpqSxatKh0UOvu3bvZv39/6f6TJ0/G4XBw5513EhUVVfp45ZVXKu5TSK3x+A1tuLxFGAUOJ498nEKhQw31RESqO4/XGTGD1hmRU2XlHePW/ywlK6+IAV0a89qgWCwWi9lliYjIaSplnRERb9Aw2J837u6CzWph3pq9fKyGeiIi1ZrCiFRLiS3q84++bQF45ouN/LbniLkFiYjIRVMYkWrrT1e14IYOETicLkZ+pIZ6IiLVlcKIVFsWi4WXB8bSrKShXpIa6omIVEsKI1KthQb4MnloPHYfK99vOcCbP2w3uyQREfGQwohUex0ahfBsSUO91xZvZdn2bJMrEhERTyiMSI0wKCGaQQlNcLnhz5+sISPnmNkliYhIOSmMSI3xzG0d6RAVwsECB6NmrOa4Uw31RESqA4URqTH8fW1Mvqcrwf4+pOw6zPiFm80uSUREykFhRGqUZvXr8OrAWACmLdvJwnX7L/AOERExm8KI1Dg3XBbJQ1e3AOAfc3/j9wNqqCci4s0URqRG+vsNbenePIz8omJGfrRaDfVERLyYwojUSD42KxPv7kJ4kJ0tmXn8a956qkFPSBGRWklhRGqshiH+TBxiNNT7dM1eZqxQQz0REW+kMCI12uUt6vP3koZ6T8/fyLo9OSZXJCIip1MYkRrvoata0OdEQ72PUzhSqIZ6IiLeRGFEajyLxcIrA2NpGhbInsNHSZq9Vg31RES8iMKI1AqhAb68ObQrfj5WvtucxeQlO8wuSURESiiMSK3RsXEoz952GQCvfrNFDfVERLyEwojUKoO7NWVgvBrqiYh4E4URqXWe7d+R9iUN9R5VQz0REdMpjEit4+9rY/LQrgTbfVi16zAvfqWGeiIiZlIYkVopJrwOL5c01Htn6U6+UkM9ERHTKIxIrXVjx0j+dJXRUO/vaqgnImIahRGp1f7Rty3dY4yGeo98vJqjDqfZJYmI1DoKI1Kr+disTBxiNNTbnJHHPz9bp4Z6IiJVTGFEar2GIf68cXcXrBb4dPVeZq5MN7skEZFaRWFEBOjRsj6PlzTUGzd/A+v3qqGeiEhVURgRKfHwVS3p3b4hjmIXD3+UQk7hcbNLEhGpFRRGREpYrRZeHRhHdFhASUO9VDXUExGpAgojIqcIDfRl8tB4/HysJG/OYsqPaqgnIlLZFEZETtOxcSjP/MFoqPfK11v4eYca6omIVCaFEZGzGNwtmju6nmyol5mrhnoiIpVFYUTkLCwWC//bvyPtIoPJzldDPRGRyqQwInIOAX42Jt8TT7Ddh5Vph3lpkRrqiYhUBoURkfNoHl6Hlwd2BmDqTztZtF4N9UREKprCiMgF3NgxihFXNgfg73N+Y2d2gckViYjULAojIuXwjxvb0S2mHnlFxYz8KEUN9UREKpDCiEg5+NqsTBzSlfAgPzZn5PHvz9eroZ6ISAW5qDAyadIkYmJi8Pf3JzExkRUrVpxz3w0bNnDHHXcQExODxWJhwoQJF1uriKkiQvz5T0lDvbkpe5ilhnoiIhXC4zAya9YskpKSGDduHKtXryY2Npa+ffuSlZV11v0LCwtp0aIFL7zwApGRkZdcsIiZerYM5283GA31xqqhnohIhfA4jLz22muMGDGC4cOH06FDB6ZMmUJgYCDTpk076/7dunXj5Zdf5q677sJut19ywSJmG3l1S65vZzTUG/mxGuqJiFwqj8KIw+EgJSWF3r17nzyA1Urv3r1Zvnx5hRVVVFREbm5umYeIt7BaLbw2KI4m9QJIP3SUv81Zq4Z6IiKXwKMwkp2djdPpJCIiosz2iIgIMjIyKqyo8ePHExoaWvqIjo6usGOLVITShno2K99uyuStH383uyQRkWrLK2fTjBkzhpycnNJHeroGCor36dQklKdKGuq9/PVmlu84aHJFIiLVk0dhJDw8HJvNRmZmZpntmZmZFTo41W63ExISUuYh4o3u7h7N7V0b43LD6E/WkKWGeiIiHvMojPj5+REfH09ycnLpNpfLRXJyMj169Kjw4kS8ncVi4bn+nUoa6hXx6Iw1FKuhnoiIRzy+TZOUlMTUqVOZPn06mzZtYuTIkRQUFDB8+HAAhg0bxpgxY0r3dzgcpKamkpqaisPhYO/evaSmprJ9+/aK+xQiJgrws/Hm0K4E2X1YkXaIl7/eYnZJIiLVio+nbxg8eDAHDhxg7NixZGRkEBcXx6JFi0oHte7evRur9WTG2bdvH126dCn9+pVXXuGVV17h6quv5ocffrj0TyDiBVo0COKlOzvzyMereevH3+narB59L9O6OiIi5WFxV4M1rXNzcwkNDSUnJ0fjR8SrPfvlRt5dupNguw8f/TGR2Oi6ZpckImKa8v789srZNCLV1ZM3tSOhmdFQ77ZJy7j77V9YvDETp9YhERE5J10ZEalgB/KKeObLjSxct780hDSrH8j9PWMYmBBNkN3ju6MiItVSeX9+K4yIVJJ9R47ywfJdfLJiNzlHjSXjg+0+DOoWzf09Y4gOCzS5QhGRyqUwIuIlCh3FfLp6L9OW7eT3AwUAWC1wQ4dIHriiOd1i6mGxWEyuUkSk4imMiHgZl8vNkm0HmLZ0Jz9tyy7d3rFxCA/0as6tnRvh56NhXCJScyiMiHixrZl5vLcsjU9X76Go2FgkrUGwnWGXN2NIYlPqB6nDtYhUfwojItXAoQIHn6zYzQfL08jMLQLAz8fKgLjGDL8ihnaR+vMuItWXwohINeIodvHV+v28u3Qnv+3JKd3eq1V9HujVnGvbNsRq1bgSEaleFEZEqiG3283q3YeZtjSNr9bv58TyJM3D6zC8Vwx3dG1CHU0NFpFqQmFEpJrbc7iwdGpw3rFiAIL9fbi7e1OG9WhGk3qaGiwi3k1hRKSGKCgq5r+r9/DesjR2Zp+cGnxjx0gevKI5XZtqarCIeCeFEZEaxuVy88PWLKYtTWPp9pNTg2ObhPLAFc25qWOUpgaLiFdRGBGpwTZn5PLe0jTmpe7FUTI1OCLEzrAeMdzdvSlhdfxMrlBERGFEpFY4mF/EjF9388EvuziQZ0wNtvtYub1rYx7o1ZzWEcEmVygitZnCiEgt4ih28eVv+3h36U427Mst3X5l63AeuKI5V7duoKnBIlLlFEZEaiG3283KtMNMW7qTbzZmlE4NbtGgDsN7NeeOro0J9NPUYBGpGgojIrVc+qFCpv+cxqyV6eQVGVODQwN8S6cGN6obYHKFIlLTKYyICAD5RcXMWZXO+z+nsetgIQA2q4WbOhpdg7s2rWdyhSJSUymMiEgZTpeb7zZnMW3pTpb/frB0e1x03ZKpwZH42jQ1WEQqjsKIiJzTxn25vLdsJ5+n7sPhNKYGR4X6l0wNjqZuoKYGi8ilUxgRkQs6kFfEx7/u4qNfdpGd7wDA39fKHV2bMLxXc1o1DDK5QhGpzhRGRKTcioqdfLF2P9OW7mTj/pNTg69u04AHrmjOVa3DteS8iHhMYUREPOZ2u/l15yGmLd3J4k2ZnPjXoVXDIB7o1ZwBXRoT4Gczt0gRqTYURkTkkuw6WMD7P6cxe2U6BQ4nAHUDfRnSvSnDesQQGepvcoUi4u0URkSkQuQeO86cVXt4/+edpB86CoCP1cItnaMY3qs5cdF1zS1QRLyWwoiIVCiny823mzKZtnQnv+48VLo9vlk9HujVnL6XReCjqcEicgqFERGpNOv35jBt2U6+WLuP407jn5BGof7c1zOGu7o1JTTQ1+QKRcQbKIyISKXLyjvGR7/s5uNfdnGwwJgaHOhn4874JtzfM4YWDTQ1WKQ2UxgRkSpz7LiT+Wv3MW3pTjZn5JVuv65dQx7o1ZxereprarBILaQwIiJVzu12s3zHQaYt20ny5qzSqcFtIoypwf27NMbfV1ODRWoLhRERMdXO7AKm/5zG7FXpFJZMDQ6r48fQxKbce3kzGoZoarBITacwIiJeIefocWavNLoG7z1iTA32tVm4tXMjHujVnE5NQk2uUEQqi8KIiHiVYqeLxRszmbZsJyvTDpdu7xZTjx4twwkP8qN+HTv1g/wID7ITHuRHiL8vVqvGmohUVwojIuK1fttzhGlLd/Llb/spdp37nyAfq4WwOn7ULwkn4UF26pd8XT/IjwYl/61fsl3jUUS8i8KIiHi9zNxjzFuzlz2HCzmY7+BgvoPsgiKy84rIPVbs8fGC7D6lV1bqnxJi6tfxIzzYTv06JV8H2akboKsuIpVNYUREqjVHsYtDBQ6y84s4WOAgO6+IgwVFRmDJd3CwoMh4rSTEOJwuj45vO3HVpU5JeCm5TRQe7Ed4nbJXXMKD7GoQKHIRyvvz26cKaxIRKTc/HyuRof7lasjndrvJKyouCSpFHMwvMgLLia8LTnxtBJsjhcdxutwcyCviQF4RkHfBc9Txs5XeHjpxhSX8lNtE4adciakb6IdNV11Eyk1hRESqPYvFQoi/LyH+vjQPr3PB/Y87T7nqUnKV5WC+gwOlV1qM0HJim6PYRYHDScGhQnYfKrzg8a0WSq66nBJWzjPmJdBP/xRL7aa/ASJS6/jarESE+BNRjrVO3G43+SVXXU5cYck+JbRkFzhOuRJTxOHC47jclOzngMwL1xPgaysNLQ2CzhFiSrYH2X3wtVmwWS1a1VZqjIsKI5MmTeLll18mIyOD2NhY3njjDbp3737O/efMmcO///1v0tLSaN26NS+++CI333zzRRctIlJVLBYLwf6+BPv7ElOOqy7FTheHCk+5RZR/ctzLqaHlRKgpKnZx9LiTPYePsufwUQ/qMkKVn82Kr81iPPc58bUVXx9j2+n7+Pqc/NrP59TXT76vzNen7+dTsu2UffxOOdfJ/Yx9FJqkPDwOI7NmzSIpKYkpU6aQmJjIhAkT6Nu3L1u2bKFhw4Zn7P/zzz9z9913M378eG699VZmzJhB//79Wb16NR07dqyQDyEi4i18bFYaBvvTMLh8V10KHU6y88uOaTk1rJx6G+lQoaN0iX232xjk6yj2bOBuVTtbaDoRnMp8ffo2nwu/x+5z9tB04msfqxWrFawW40qS1WKES5vFgtViKX3NeN14zVryusVCyXuM91mtp7x24phn2U/B6+J4PJsmMTGRbt26MXHiRABcLhfR0dGMHj2aJ5988oz9Bw8eTEFBAV9++WXptssvv5y4uDimTJly1nMUFRVRVFRU+nVubi7R0dGaTSMitVqx00VRsYvjThcOp4vjTjfHT//a6eJ4sfG1o/jkNuN1V8n+7pNfl7zPceI4xadsO3Wf4rO/52zHrc0sFk4GmNKgYyndfiIUnXitTNA5dT/LWd5zajgqz7Gt5zhPyWsng5nx2gO9mhMdFlih349KmU3jcDhISUlhzJgxpdusViu9e/dm+fLlZ33P8uXLSUpKKrOtb9++fPbZZ+c8z/jx43n66ac9KU1EpMbzsVnxsVnNLuO83G43xS73OQKMC8ep24pPC1GnBajSEFXsxuF0lglNZQLTOQJUsdONy+3G6XLjdmM8d7txuYznxgNcrnPs5zY+j9NlPC/f5wen243RjcnrV84o4w+xjSo8jJSXR2EkOzsbp9NJREREme0RERFs3rz5rO/JyMg46/4ZGRnnPM+YMWPKBJgTV0ZERMS7WSyW0lsp+JldTcU6EVpc7pNh5kRQOTW0nC3ouNyUhJ2zB6ITr52x34njuc587nSfeI8bp+ss+5V87Syp79T93Ke+p+RRngHdlcUrZ9PY7XbsdrvZZYiIiJSyWi1Y0ZiQyuDR9b7w8HBsNhuZmWXnqmVmZhIZGXnW90RGRnq0v4iIiNQuHoURPz8/4uPjSU5OLt3mcrlITk6mR48eZ31Pjx49yuwPsHjx4nPuLyIiIrWLx7dpkpKSuO+++0hISKB79+5MmDCBgoIChg8fDsCwYcNo3Lgx48ePB+Cxxx7j6quv5tVXX+WWW25h5syZrFq1irfffrtiP4mIiIhUSx6HkcGDB3PgwAHGjh1LRkYGcXFxLFq0qHSQ6u7du7FaT15w6dmzJzNmzOBf//oX//M//0Pr1q357LPPtMaIiIiIAOraKyIiIpWkvD+/vXvCuoiIiNR4CiMiIiJiKoURERERMZXCiIiIiJhKYURERERMpTAiIiIiplIYEREREVMpjIiIiIipvLJr7+lOrMuWm5trciUiIiJSXid+bl9ofdVqEUby8vIAiI6ONrkSERER8VReXh6hoaHnfL1aLAfvcrnYt28fwcHBWCyWCjtubm4u0dHRpKena5n5C9D3yjP6fpWfvlflp+9V+el7VX6V+b1yu93k5eXRqFGjMn3rTlctroxYrVaaNGlSaccPCQnRH9Zy0vfKM/p+lZ++V+Wn71X56XtVfpX1vTrfFZETNIBVRERETKUwIiIiIqaq1WHEbrczbtw47Ha72aV4PX2vPKPvV/npe1V++l6Vn75X5ecN36tqMYBVREREaq5afWVEREREzKcwIiIiIqZSGBERERFTKYyIiIiIqRRGRERExFS1OoxMmjSJmJgY/P39SUxMZMWKFWaX5JV+/PFH+vXrR6NGjbBYLHz22Wdml+SVxo8fT7du3QgODqZhw4b079+fLVu2mF2WV5o8eTKdO3cuXfGxR48efPXVV2aXVS288MILWCwW/vKXv5hdild66qmnsFgsZR7t2rUzuyyvtXfvXu655x7q169PQEAAnTp1YtWqVVVeR60NI7NmzSIpKYlx48axevVqYmNj6du3L1lZWWaX5nUKCgqIjY1l0qRJZpfi1ZYsWcKoUaP45ZdfWLx4McePH+eGG26goKDA7NK8TpMmTXjhhRdISUlh1apVXHfdddx2221s2LDB7NK82sqVK3nrrbfo3Lmz2aV4tcsuu4z9+/eXPpYuXWp2SV7p8OHD9OrVC19fX7766is2btzIq6++Sr169aq+GHct1b17d/eoUaNKv3Y6ne5GjRq5x48fb2JV3g9wz5s3z+wyqoWsrCw34F6yZInZpVQL9erVc7/zzjtml+G18vLy3K1bt3YvXrzYffXVV7sfe+wxs0vySuPGjXPHxsaaXUa18MQTT7ivuOIKs8twu91ud628MuJwOEhJSaF3796l26xWK71792b58uUmViY1SU5ODgBhYWEmV+LdnE4nM2fOpKCggB49ephdjtcaNWoUt9xyS5l/t+Tstm3bRqNGjWjRogVDhw5l9+7dZpfklebPn09CQgIDBw6kYcOGdOnShalTp5pSS60MI9nZ2TidTiIiIspsj4iIICMjw6SqpCZxuVz85S9/oVevXnTs2NHscrzSunXrCAoKwm638/DDDzNv3jw6dOhgdlleaebMmaxevZrx48ebXYrXS0xM5P3332fRokVMnjyZnTt3cuWVV5KXl2d2aV7n999/Z/LkybRu3Zqvv/6akSNH8uc//5np06dXeS0+VX5GkVpg1KhRrF+/Xveqz6Nt27akpqaSk5PD3Llzue+++1iyZIkCyWnS09N57LHHWLx4Mf7+/maX4/Vuuumm0uedO3cmMTGRZs2aMXv2bB588EETK/M+LpeLhIQEnn/+eQC6dOnC+vXrmTJlCvfdd1+V1lIrr4yEh4djs9nIzMwssz0zM5PIyEiTqpKa4tFHH+XLL7/k+++/p0mTJmaX47X8/Pxo1aoV8fHxjB8/ntjYWF5//XWzy/I6KSkpZGVl0bVrV3x8fPDx8WHJkiX85z//wcfHB6fTaXaJXq1u3bq0adOG7du3m12K14mKijoj/Ldv396U21q1Moz4+fkRHx9PcnJy6TaXy0VycrLuWctFc7vdPProo8ybN4/vvvuO5s2bm11SteJyuSgqKjK7DK9z/fXXs27dOlJTU0sfCQkJDB06lNTUVGw2m9klerX8/Hx27NhBVFSU2aV4nV69ep2x/MDWrVtp1qxZlddSa2/TJCUlcd9995GQkED37t2ZMGECBQUFDB8+3OzSvE5+fn6Z3yp27txJamoqYWFhNG3a1MTKvMuoUaOYMWMGn3/+OcHBwaXjj0JDQwkICDC5Ou8yZswYbrrpJpo2bUpeXh4zZszghx9+4Ouvvza7NK8THBx8xrijOnXqUL9+fY1HOovHH3+cfv360axZM/bt28e4ceOw2WzcfffdZpfmdf7617/Ss2dPnn/+eQYNGsSKFSt4++23efvtt6u+GLOn85jpjTfecDdt2tTt5+fn7t69u/uXX34xuySv9P3337uBMx733Xef2aV5lbN9jwD3e++9Z3ZpXueBBx5wN2vWzO3n5+du0KCB+/rrr3d/8803ZpdVbWhq77kNHjzYHRUV5fbz83M3btzYPXjwYPf27dvNLstrffHFF+6OHTu67Xa7u127du63337blDosbrfbXfURSERERMRQK8eMiIiIiPdQGBERERFTKYyIiIiIqRRGRERExFQKIyIiImIqhRERERExlcKIiIiImEphREREREylMCIiIiKmUhgRERERUymMiIiIiKn+H+DgAaSlUh/SAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 22ms/step - loss: 3.2449 - accuracy: 0.5444\n",
            "Test set\n",
            "  Loss: 3.245\n",
            "  Accuracy: 0.544\n",
            "22/22 [==============================] - 1s 20ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.60      0.46      0.52       423\n",
            "           1       0.38      0.53      0.44       270\n",
            "\n",
            "    accuracy                           0.48       693\n",
            "   macro avg       0.49      0.49      0.48       693\n",
            "weighted avg       0.52      0.48      0.49       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 6s 62ms/step - loss: 0.6614 - accuracy: 0.6196 - val_loss: 0.5255 - val_accuracy: 0.7284\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.2323 - accuracy: 0.9105 - val_loss: 0.2995 - val_accuracy: 0.8858\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 2s 39ms/step - loss: 0.0620 - accuracy: 0.9807 - val_loss: 0.2441 - val_accuracy: 0.9074\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 2s 46ms/step - loss: 0.0112 - accuracy: 0.9985 - val_loss: 0.2989 - val_accuracy: 0.9105\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0165 - accuracy: 0.9961 - val_loss: 0.4635 - val_accuracy: 0.9012\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 2s 42ms/step - loss: 1.1871e-04 - accuracy: 1.0000 - val_loss: 0.4496 - val_accuracy: 0.9136\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 36ms/step - loss: 2.7254e-05 - accuracy: 1.0000 - val_loss: 0.4820 - val_accuracy: 0.9167\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 24ms/step - loss: 3.3407 - accuracy: 0.5185\n",
            "Test set\n",
            "  Loss: 3.341\n",
            "  Accuracy: 0.519\n",
            "22/22 [==============================] - 1s 16ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.60      0.58      0.59       423\n",
            "           1       0.37      0.39      0.38       270\n",
            "\n",
            "    accuracy                           0.50       693\n",
            "   macro avg       0.48      0.48      0.48       693\n",
            "weighted avg       0.51      0.50      0.51       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 51ms/step - loss: 0.6576 - accuracy: 0.6111 - val_loss: 0.5339 - val_accuracy: 0.7562\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.3358 - accuracy: 0.8835 - val_loss: 0.3098 - val_accuracy: 0.8735\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0561 - accuracy: 0.9838 - val_loss: 1.0362 - val_accuracy: 0.7377\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0082 - accuracy: 0.9985 - val_loss: 0.5826 - val_accuracy: 0.9074\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 2s 38ms/step - loss: 0.0221 - accuracy: 0.9954 - val_loss: 0.4318 - val_accuracy: 0.9012\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 2s 46ms/step - loss: 0.0336 - accuracy: 0.9946 - val_loss: 0.4446 - val_accuracy: 0.9074\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 5.2899e-04 - accuracy: 1.0000 - val_loss: 0.5385 - val_accuracy: 0.9043\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 22ms/step - loss: 2.1763 - accuracy: 0.5500\n",
            "Test set\n",
            "  Loss: 2.176\n",
            "  Accuracy: 0.550\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.63      0.54      0.58       423\n",
            "           1       0.41      0.51      0.46       270\n",
            "\n",
            "    accuracy                           0.53       693\n",
            "   macro avg       0.52      0.52      0.52       693\n",
            "weighted avg       0.55      0.53      0.53       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 51ms/step - loss: 0.6923 - accuracy: 0.6227 - val_loss: 0.5209 - val_accuracy: 0.7809\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.2426 - accuracy: 0.9151 - val_loss: 0.3597 - val_accuracy: 0.8735\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0789 - accuracy: 0.9738 - val_loss: 0.2836 - val_accuracy: 0.8704\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 34ms/step - loss: 0.0284 - accuracy: 0.9946 - val_loss: 0.3008 - val_accuracy: 0.8765\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 2s 42ms/step - loss: 0.0062 - accuracy: 0.9985 - val_loss: 0.4196 - val_accuracy: 0.8889\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 2s 38ms/step - loss: 1.3390e-04 - accuracy: 1.0000 - val_loss: 0.4819 - val_accuracy: 0.8920\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 1.5627e-05 - accuracy: 1.0000 - val_loss: 0.8237 - val_accuracy: 0.8827\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 14ms/step - loss: 4.0320 - accuracy: 0.5852\n",
            "Test set\n",
            "  Loss: 4.032\n",
            "  Accuracy: 0.585\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.66      0.34      0.45       423\n",
            "           1       0.41      0.73      0.53       270\n",
            "\n",
            "    accuracy                           0.49       693\n",
            "   macro avg       0.54      0.54      0.49       693\n",
            "weighted avg       0.57      0.49      0.48       693\n",
            "\n",
            "Acuuracy results of the 4 models :  [0.48484848484848486, 0.5036075036075036, 0.5266955266955267, 0.49206349206349204]\n",
            "Avrage accuracy of this probability = 0.5018037518037518\n"
          ]
        }
      ],
      "source": [
        "#  preprocessing-  Balancing -   No Anonymisation (7)\n",
        "\n",
        "dff=df\n",
        "dff_pred=dff_pred\n",
        "\n",
        "dff = balancing_func(dff)\n",
        "\n",
        "dff = preprocessing(dff)\n",
        "dff_pred = preprocessing(dff_pred)\n",
        "\n",
        "#-----------------------------------\n",
        "\n",
        "train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4 = K_fold(dff)\n",
        "\n",
        "#----------------------------------\n",
        "\n",
        "x_1 , y_1 = padding_df(train_1)\n",
        "x_train_1, x_val_1, y_train_1, y_val_1 = train_test_split(x_1,y_1, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_1 , y_test_1 = padding_df(test_1)\n",
        "\n",
        "x_2 , y_2 = padding_df(train_2)\n",
        "x_train_2, x_val_2, y_train_2, y_val_2 = train_test_split(x_2,y_2, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_2 , y_test_2 = padding_df(test_2)\n",
        "\n",
        "x_3 , y_3 = padding_df(train_3)\n",
        "x_train_3 , x_val_3, y_train_3, y_val_3 = train_test_split(x_3,y_3, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_3 , y_test_3 = padding_df(test_3)\n",
        "\n",
        "x_4 , y_4 = padding_df(train_4)\n",
        "x_train_4, x_val_4, y_train_4, y_val_4 = train_test_split(x_4,y_4, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_4 , y_test_4 = padding_df(test_4)\n",
        "\n",
        "#------------------------------------\n",
        "x_prediction , target_labels = padding_df(dff_pred)\n",
        "\n",
        "acc_result = []\n",
        "\n",
        "for i in range (4):\n",
        "    \n",
        "    if i == 0 :\n",
        "        the_model_7_1 = creating_model( x_train_1 , y_train_1 , x_val_1 , y_val_1, x_test_1 , y_test_1)\n",
        "        \n",
        "        y_predict = the_model_7_1.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 1 :\n",
        "        the_model_7_2 = creating_model( x_train_2 , y_train_2 , x_val_2 , y_val_2, x_test_2 , y_test_2)\n",
        "        \n",
        "        y_predict = the_model_7_2.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 2 :\n",
        "        the_model_7_3 = creating_model( x_train_3 , y_train_3 , x_val_3 , y_val_3, x_test_3 , y_test_3)\n",
        "        \n",
        "        y_predict = the_model_7_3.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 3 :\n",
        "        the_model_7_4 = creating_model( x_train_4 , y_train_4 , x_val_4 , y_val_4, x_test_4 , y_test_4)\n",
        "        \n",
        "        y_predict = the_model_7_4.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "print('Acuuracy results of the 4 models : ',acc_result)\n",
        "print('Avrage accuracy of this probability =' , sum(acc_result)/len(acc_result))\n",
        "\n",
        "probabilities.append(sum(acc_result)/len(acc_result))\n",
        "  "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "id": "15256357",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "15256357",
        "outputId": "5c233693-26b9-486b-a6d2-d14ba21e0715"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 54ms/step - loss: 0.6641 - accuracy: 0.6042 - val_loss: 0.4497 - val_accuracy: 0.8395\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 2s 40ms/step - loss: 0.2765 - accuracy: 0.9043 - val_loss: 0.3151 - val_accuracy: 0.9074\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 31ms/step - loss: 0.0865 - accuracy: 0.9784 - val_loss: 0.3202 - val_accuracy: 0.9074\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0175 - accuracy: 0.9946 - val_loss: 1.3594 - val_accuracy: 0.7623\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0031 - accuracy: 0.9985 - val_loss: 0.4068 - val_accuracy: 0.9043\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0110 - accuracy: 0.9985 - val_loss: 0.2206 - val_accuracy: 0.9414\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 5.0722e-04 - accuracy: 1.0000 - val_loss: 0.5241 - val_accuracy: 0.8827\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 13ms/step - loss: 2.9466 - accuracy: 0.5259\n",
            "Test set\n",
            "  Loss: 2.947\n",
            "  Accuracy: 0.526\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.68      0.33      0.44       423\n",
            "           1       0.42      0.76      0.54       270\n",
            "\n",
            "    accuracy                           0.50       693\n",
            "   macro avg       0.55      0.54      0.49       693\n",
            "weighted avg       0.58      0.50      0.48       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 5s 57ms/step - loss: 0.6483 - accuracy: 0.6127 - val_loss: 0.5665 - val_accuracy: 0.7716\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.3250 - accuracy: 0.9028 - val_loss: 0.4581 - val_accuracy: 0.7963\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0931 - accuracy: 0.9653 - val_loss: 0.3205 - val_accuracy: 0.8889\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0228 - accuracy: 0.9938 - val_loss: 0.4882 - val_accuracy: 0.8951\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0114 - accuracy: 0.9977 - val_loss: 0.5076 - val_accuracy: 0.8796\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 3.7925e-04 - accuracy: 1.0000 - val_loss: 0.7971 - val_accuracy: 0.8704\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 1.2638e-05 - accuracy: 1.0000 - val_loss: 0.8185 - val_accuracy: 0.8889\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 13ms/step - loss: 3.8668 - accuracy: 0.5481\n",
            "Test set\n",
            "  Loss: 3.867\n",
            "  Accuracy: 0.548\n",
            "22/22 [==============================] - 1s 15ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.72      0.48      0.58       423\n",
            "           1       0.46      0.71      0.56       270\n",
            "\n",
            "    accuracy                           0.57       693\n",
            "   macro avg       0.59      0.59      0.57       693\n",
            "weighted avg       0.62      0.57      0.57       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 50ms/step - loss: 0.6610 - accuracy: 0.6250 - val_loss: 0.5219 - val_accuracy: 0.7994\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.2707 - accuracy: 0.8997 - val_loss: 0.3234 - val_accuracy: 0.8642\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0679 - accuracy: 0.9792 - val_loss: 0.2490 - val_accuracy: 0.9321\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0216 - accuracy: 0.9938 - val_loss: 0.3682 - val_accuracy: 0.8765\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0044 - accuracy: 0.9985 - val_loss: 0.2808 - val_accuracy: 0.9290\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 1s 32ms/step - loss: 0.0026 - accuracy: 0.9992 - val_loss: 0.4016 - val_accuracy: 0.8951\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 2s 44ms/step - loss: 1.2594e-04 - accuracy: 1.0000 - val_loss: 0.4278 - val_accuracy: 0.9259\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 13ms/step - loss: 3.8204 - accuracy: 0.4852\n",
            "Test set\n",
            "  Loss: 3.820\n",
            "  Accuracy: 0.485\n",
            "22/22 [==============================] - 1s 11ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.62      0.55      0.58       423\n",
            "           1       0.40      0.46      0.43       270\n",
            "\n",
            "    accuracy                           0.52       693\n",
            "   macro avg       0.51      0.51      0.50       693\n",
            "weighted avg       0.53      0.52      0.52       693\n",
            "\n",
            "Epoch 1/7\n",
            "41/41 [==============================] - 4s 57ms/step - loss: 0.6499 - accuracy: 0.6150 - val_loss: 0.4719 - val_accuracy: 0.7840\n",
            "Epoch 2/7\n",
            "41/41 [==============================] - 2s 39ms/step - loss: 0.2832 - accuracy: 0.9159 - val_loss: 0.3948 - val_accuracy: 0.8272\n",
            "Epoch 3/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.1832 - accuracy: 0.9568 - val_loss: 0.7031 - val_accuracy: 0.8056\n",
            "Epoch 4/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0688 - accuracy: 0.9838 - val_loss: 0.3329 - val_accuracy: 0.8673\n",
            "Epoch 5/7\n",
            "41/41 [==============================] - 2s 43ms/step - loss: 0.0087 - accuracy: 0.9969 - val_loss: 0.4129 - val_accuracy: 0.8611\n",
            "Epoch 6/7\n",
            "41/41 [==============================] - 2s 37ms/step - loss: 0.0156 - accuracy: 0.9969 - val_loss: 0.5001 - val_accuracy: 0.8488\n",
            "Epoch 7/7\n",
            "41/41 [==============================] - 1s 33ms/step - loss: 0.0053 - accuracy: 0.9985 - val_loss: 0.5339 - val_accuracy: 0.8333\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Testing model : /n\n",
            "17/17 [==============================] - 0s 14ms/step - loss: 2.3254 - accuracy: 0.4833\n",
            "Test set\n",
            "  Loss: 2.325\n",
            "  Accuracy: 0.483\n",
            "22/22 [==============================] - 1s 12ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 500x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "classification_report\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "           0       0.62      0.24      0.35       423\n",
            "           1       0.39      0.77      0.52       270\n",
            "\n",
            "    accuracy                           0.45       693\n",
            "   macro avg       0.51      0.51      0.44       693\n",
            "weighted avg       0.53      0.45      0.42       693\n",
            "\n",
            "Acuuracy results of the 4 models :  [0.4963924963924964, 0.5685425685425686, 0.5165945165945166, 0.44877344877344877]\n",
            "Avrage accuracy of this probability = 0.5075757575757576\n"
          ]
        }
      ],
      "source": [
        "#  preprocessing-  Balancing -    Anonymisation (8)\n",
        "\n",
        "dff=df\n",
        "dff_pred=df_pred\n",
        "\n",
        "dff = balancing_func(dff)\n",
        "\n",
        "for i in range (len(dff)):\n",
        "    dff['Facts'].iloc[i] = anonymisation(dff['Facts'].iloc[i] , dff['first_party'].iloc[i] , dff['second_party'].iloc[i])\n",
        "\n",
        "for i in range (len(dff_pred)):\n",
        "    dff_pred['Facts'].iloc[i] = anonymisation(dff_pred['Facts'].iloc[i], dff_pred['first_party'].iloc[i] , dff_pred['second_party'].iloc[i])\n",
        "\n",
        "dff = preprocessing(dff)\n",
        "dff_pred = preprocessing(dff_pred)\n",
        "\n",
        "\n",
        "#-----------------------------------\n",
        "\n",
        "train_1,test_1,train_2,test_2,train_3,test_3,train_4,test_4 = K_fold(dff)\n",
        "\n",
        "#----------------------------------\n",
        "\n",
        "x_1 , y_1 = padding_df(train_1)\n",
        "x_train_1, x_val_1, y_train_1, y_val_1 = train_test_split(x_1,y_1, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_1 , y_test_1 = padding_df(test_1)\n",
        "\n",
        "x_2 , y_2 = padding_df(train_2)\n",
        "x_train_2, x_val_2, y_train_2, y_val_2 = train_test_split(x_2,y_2, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_2 , y_test_2 = padding_df(test_2)\n",
        "\n",
        "x_3 , y_3 = padding_df(train_3)\n",
        "x_train_3 , x_val_3, y_train_3, y_val_3 = train_test_split(x_3,y_3, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_3 , y_test_3 = padding_df(test_3)\n",
        "\n",
        "x_4 , y_4 = padding_df(train_4)\n",
        "x_train_4, x_val_4, y_train_4, y_val_4 = train_test_split(x_4,y_4, test_size = 0.2, random_state = 42)\n",
        "\n",
        "x_test_4 , y_test_4 = padding_df(test_4)\n",
        "\n",
        "#------------------------------------\n",
        "x_prediction , target_labels = padding_df(dff_pred)\n",
        "\n",
        "acc_result = []\n",
        "\n",
        "for i in range (4):\n",
        "    \n",
        "    if i == 0 :\n",
        "        the_model_8_1 = creating_model( x_train_1 , y_train_1 , x_val_1 , y_val_1, x_test_1 , y_test_1)\n",
        "        \n",
        "        y_predict = the_model_8_1.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 1 :\n",
        "        the_model_8_2 = creating_model( x_train_2 , y_train_2 , x_val_2 , y_val_2, x_test_2 , y_test_2)\n",
        "        \n",
        "        y_predict = the_model_8_2.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 2 :\n",
        "        the_model_8_3 = creating_model( x_train_3 , y_train_3 , x_val_3 , y_val_3, x_test_3 , y_test_3)\n",
        "        \n",
        "        y_predict = the_model_8_3.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "    if i == 3 :\n",
        "        the_model_8_4 = creating_model( x_train_4 , y_train_4 , x_val_4 , y_val_4, x_test_4 , y_test_4)\n",
        "        \n",
        "        y_predict = the_model_8_4.predict(x_prediction)\n",
        "        y_predict = np.where(y_predict > 0.5, 1, 0)\n",
        "    \n",
        "        cm = confusion_matrix(target_labels,y_predict)\n",
        "        cm_df = pd.DataFrame(cm,index = ['winner_ZERO','winner_ONE'], columns = ['winner_ZERO','winner_ONE'])\n",
        "        plt.figure(figsize=(5,4))\n",
        "        sns.heatmap(cm_df, annot=True)\n",
        "        plt.title('Confusion Matrix')\n",
        "        plt.ylabel('Actual Values')\n",
        "        plt.xlabel('Predicted Values')\n",
        "        plt.show()\n",
        "    \n",
        "        print('classification_report\\n',classification_report(target_labels,y_predict))\n",
        "        report = classification_report(target_labels,y_predict,output_dict=True)\n",
        "        acc_result.append(report['accuracy'])\n",
        "    \n",
        "print('Acuuracy results of the 4 models : ',acc_result)\n",
        "print('Avrage accuracy of this probability =' , sum(acc_result)/len(acc_result))\n",
        "\n",
        "probabilities.append(sum(acc_result)/len(acc_result))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "id": "3ec1fec1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3ec1fec1",
        "outputId": "45556d2a-6ee7-48a5-8ab6-7a0153e741a4"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "[0.5497835497835498,\n",
              " 0.5616883116883117,\n",
              " 0.5057720057720058,\n",
              " 0.5317460317460317,\n",
              " 0.5515873015873016,\n",
              " 0.5339105339105339,\n",
              " 0.5018037518037518,\n",
              " 0.5075757575757576]"
            ]
          },
          "execution_count": 65,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "probabilities"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "id": "1e86d45e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1e86d45e",
        "outputId": "1e3f2015-6695-4415-d542-1b5a74c1ac3e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive \n",
        "drive.mount('/content/gdrive')\n",
        "upload_model=the_model_2_2.save('/content/gdrive/MyDrive/LSTM__best_MODEL.h5')"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "gpuType": "T4",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.11"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}