diff --git "a/Baseline.ipynb" "b/Baseline.ipynb"
--- "a/Baseline.ipynb"
+++ "b/Baseline.ipynb"
@@ -1,49 +1,1337 @@
 {
   "cells": [
+    {
+      "cell_type": "markdown",
+      "id": "1iXBOY1AHNoa",
+      "metadata": {
+        "id": "1iXBOY1AHNoa"
+      },
+      "source": [
+        "# **Viet Fact Check Base Line Model**"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "pB3tvmy1HSxu",
+      "metadata": {
+        "id": "pB3tvmy1HSxu"
+      },
+      "source": [
+        "## **Prepare enviroment**"
+      ]
+    },
     {
       "cell_type": "code",
       "execution_count": 1,
+      "id": "PZ2bsd0SFja1",
+      "metadata": {
+        "id": "PZ2bsd0SFja1",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "e7b9961a-f98a-4969-d42c-91af9f52e23d"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "rm: cannot remove 'sample_data': No such file or directory\n"
+          ]
+        }
+      ],
+      "source": [
+        "!rm -r sample_data"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
       "id": "dCH6KgJOfJYB",
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 125
+          "height": 108
         },
         "id": "dCH6KgJOfJYB",
-        "outputId": "7b96b2b6-0928-427d-d932-8d9ff988b8e6"
+        "outputId": "f28b5ebe-46a6-4312-d130-4cfb38454df4"
       },
-      "outputs": [],
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Chọn file .env để upload\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "\n",
+              "     <input type=\"file\" id=\"files-0abdc8fd-3f18-475b-9527-aa5fcded7514\" name=\"files[]\" multiple disabled\n",
+              "        style=\"border:none\" />\n",
+              "     <output id=\"result-0abdc8fd-3f18-475b-9527-aa5fcded7514\">\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> "
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Saving .env to .env (1)\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "True"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 2
+        }
+      ],
       "source": [
-        "# # Dùng để tải file env. và file requirements. txt chạy trên colab\n",
+        "# Dùng để tải file env. và file requirements. txt chạy trên colab\n",
         "# !pip freeze > requirements.txt # sinh file requirements.txt\n",
-        "# !pip install python-dotenv\n",
-        "# from google.colab import files\n",
-        "# from dotenv import load_dotenv\n",
+        "from google.colab import files\n",
+        "from dotenv import load_dotenv\n",
         "\n",
-        "# print(\"Chọn file .env để upload\")\n",
-        "# uploaded = files.upload()  # chọn file .env từ máy\n",
-        "# load_dotenv(\".env\") # load biến môi trường từ file .env"
+        "print(\"Chọn file .env để upload\")\n",
+        "uploaded = files.upload()  # chọn file .env từ máy\n",
+        "load_dotenv(\".env\") # load biến môi trường từ file .env"
       ]
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": 3,
+      "id": "k4ljzB-xIcUF",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 212
+        },
+        "id": "k4ljzB-xIcUF",
+        "outputId": "8ccc777d-a78d-43f3-b957-91e6354127ee"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Choose file requirements.txt to upload\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ],
+            "text/html": [
+              "\n",
+              "     <input type=\"file\" id=\"files-0efc4f2f-761e-4029-adac-251e004a597a\" name=\"files[]\" multiple disabled\n",
+              "        style=\"border:none\" />\n",
+              "     <output id=\"result-0efc4f2f-761e-4029-adac-251e004a597a\">\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> "
+            ]
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 76\n",
+            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 116\n",
+            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 280\n",
+            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 307\n",
+            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 387\n",
+            "WARNING:dotenv.main:python-dotenv could not parse statement starting at line 481\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Saving requirements.txt to requirements (1).txt\n"
+          ]
+        },
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "True"
+            ]
+          },
+          "metadata": {},
+          "execution_count": 3
+        }
+      ],
+      "source": [
+        "print(\"Choose file requirements.txt to upload\")\n",
+        "uploaded = files.upload()  # chọn file requirements.txt từ máy\n",
+        "load_dotenv(\"requirements.txt\") # load danh sách thư viện từ file requirements.txt"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
       "id": "jj26pnaLrCwf",
       "metadata": {
         "colab": {
-          "base_uri": "https://localhost:8080/"
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
         },
         "id": "jj26pnaLrCwf",
-        "outputId": "fd237a42-aef0-4c7b-b07b-9b144c04e03e"
+        "outputId": "8c12f8ff-3b34-4301-8c7b-c66b58a939b5"
       },
       "outputs": [
         {
-          "name": "stdout",
           "output_type": "stream",
+          "name": "stdout",
           "text": [
-            "\u001b[31mERROR: cudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl is not a supported wheel on this platform.\u001b[0m\u001b[31m\n",
-            "\u001b[0m"
+            "Collecting cudf-cu12@ https://pypi.nvidia.com/cudf-cu12/cudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (from -r requirements.txt (line 76))\n",
+            "  Downloading https://pypi.nvidia.com/cudf-cu12/cudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (1.9 MB)\n",
+            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/1.9 MB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━���━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.9/1.9 MB\u001b[0m \u001b[31m111.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hCollecting en_core_web_sm@ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.8.0/en_core_web_sm-3.8.0-py3-none-any.whl#sha256=1932429db727d4bff3deed6b34cfc05df17794f4a52eeb26cf8928f7c1a0fb85 (from -r requirements.txt (line 116))\n",
+            "  Using cached https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.8.0/en_core_web_sm-3.8.0-py3-none-any.whl (12.8 MB)\n",
+            "Collecting jupyter_kernel_gateway@ git+https://github.com/googlecolab/kernel_gateway@b134e9945df25c2dcb98ade9129399be10788671 (from -r requirements.txt (line 280))\n",
+            "  Cloning https://github.com/googlecolab/kernel_gateway (to revision b134e9945df25c2dcb98ade9129399be10788671) to /tmp/pip-install-5mcom2do/jupyter-kernel-gateway_69fda2c095ea44fbacff710a5aa18f96\n",
+            "  Running command git clone --filter=blob:none --quiet https://github.com/googlecolab/kernel_gateway /tmp/pip-install-5mcom2do/jupyter-kernel-gateway_69fda2c095ea44fbacff710a5aa18f96\n",
+            "  Running command git rev-parse -q --verify 'sha^b134e9945df25c2dcb98ade9129399be10788671'\n",
+            "  Running command git fetch -q https://github.com/googlecolab/kernel_gateway b134e9945df25c2dcb98ade9129399be10788671\n",
+            "  Running command git checkout -q b134e9945df25c2dcb98ade9129399be10788671\n",
+            "  Resolved https://github.com/googlecolab/kernel_gateway to commit b134e9945df25c2dcb98ade9129399be10788671\n",
+            "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+            "Collecting libcudf-cu12@ https://pypi.nvidia.com/libcudf-cu12/libcudf_cu12-25.6.0-py3-none-manylinux_2_28_x86_64.whl (from -r requirements.txt (line 307))\n",
+            "  Downloading https://pypi.nvidia.com/libcudf-cu12/libcudf_cu12-25.6.0-py3-none-manylinux_2_28_x86_64.whl (589.5 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m589.5/589.5 MB\u001b[0m \u001b[31m73.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hCollecting nx-cugraph-cu12@ https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-25.6.0-py3-none-any.whl (from -r requirements.txt (line 387))\n",
+            "  Downloading https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-25.6.0-py3-none-any.whl (173 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m173.5/173.5 kB\u001b[0m \u001b[31m168.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hCollecting pylibcudf-cu12@ https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (from -r requirements.txt (line 481))\n",
+            "  Downloading https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-25.6.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl (28.6 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m28.6/28.6 MB\u001b[0m \u001b[31m204.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: absl-py==1.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 1)) (1.4.0)\n",
+            "Requirement already satisfied: absolufy-imports==0.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 2)) (0.3.1)\n",
+            "Requirement already satisfied: accelerate==1.10.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 3)) (1.10.1)\n",
+            "Requirement already satisfied: aiofiles==24.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 4)) (24.1.0)\n",
+            "Requirement already satisfied: aiohappyeyeballs==2.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 5)) (2.6.1)\n",
+            "Requirement already satisfied: aiohttp==3.12.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 6)) (3.12.15)\n",
+            "Requirement already satisfied: aiosignal==1.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 7)) (1.4.0)\n",
+            "Requirement already satisfied: alabaster==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 8)) (1.0.0)\n",
+            "Requirement already satisfied: albucore==0.0.24 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 9)) (0.0.24)\n",
+            "Requirement already satisfied: albumentations==2.0.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 10)) (2.0.8)\n",
+            "Requirement already satisfied: ale-py==0.11.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 11)) (0.11.2)\n",
+            "Requirement already satisfied: alembic==1.16.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 12)) (1.16.5)\n",
+            "Requirement already satisfied: altair==5.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 13)) (5.5.0)\n",
+            "Requirement already satisfied: annotated-types==0.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 14)) (0.7.0)\n",
+            "Requirement already satisfied: antlr4-python3-runtime==4.9.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 15)) (4.9.3)\n",
+            "Requirement already satisfied: anyio==4.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 16)) (4.11.0)\n",
+            "Requirement already satisfied: anywidget==0.9.18 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 17)) (0.9.18)\n",
+            "Requirement already satisfied: argon2-cffi==25.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 18)) (25.1.0)\n",
+            "Requirement already satisfied: argon2-cffi-bindings==25.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 19)) (25.1.0)\n",
+            "Requirement already satisfied: array_record==0.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 20)) (0.8.1)\n",
+            "Requirement already satisfied: arrow==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 21)) (1.3.0)\n",
+            "Requirement already satisfied: arviz==0.22.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 22)) (0.22.0)\n",
+            "Requirement already satisfied: astropy==7.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 23)) (7.1.0)\n",
+            "Requirement already satisfied: astropy-iers-data==0.2025.9.29.0.35.48 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 24)) (0.2025.9.29.0.35.48)\n",
+            "Requirement already satisfied: astunparse==1.6.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 25)) (1.6.3)\n",
+            "Requirement already satisfied: atpublic==5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 26)) (5.1)\n",
+            "Requirement already satisfied: attrs==25.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 27)) (25.3.0)\n",
+            "Requirement already satisfied: audioread==3.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 28)) (3.0.1)\n",
+            "Requirement already satisfied: Authlib==1.6.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 29)) (1.6.4)\n",
+            "Requirement already satisfied: autograd==1.8.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 30)) (1.8.0)\n",
+            "Collecting azure-ai-inference==1.0.0b9 (from -r requirements.txt (line 31))\n",
+            "  Downloading azure_ai_inference-1.0.0b9-py3-none-any.whl.metadata (34 kB)\n",
+            "Collecting azure-core==1.35.1 (from -r requirements.txt (line 32))\n",
+            "  Downloading azure_core-1.35.1-py3-none-any.whl.metadata (46 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.5/46.5 kB\u001b[0m \u001b[31m4.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: babel==2.17.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 33)) (2.17.0)\n",
+            "Requirement already satisfied: backcall==0.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 34)) (0.2.0)\n",
+            "Requirement already satisfied: beartype==0.21.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 35)) (0.21.0)\n",
+            "Requirement already satisfied: beautifulsoup4==4.13.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 36)) (4.13.5)\n",
+            "Requirement already satisfied: betterproto==2.0.0b6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 37)) (2.0.0b6)\n",
+            "Requirement already satisfied: bigframes==2.23.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 38)) (2.23.0)\n",
+            "Requirement already satisfied: bigquery-magics==0.10.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 39)) (0.10.3)\n",
+            "Requirement already satisfied: bleach==6.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 40)) (6.2.0)\n",
+            "Requirement already satisfied: blinker==1.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 41)) (1.9.0)\n",
+            "Requirement already satisfied: blis==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 42)) (1.3.0)\n",
+            "Requirement already satisfied: blobfile==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 43)) (3.1.0)\n",
+            "Requirement already satisfied: blosc2==3.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 44)) (3.9.1)\n",
+            "Requirement already satisfied: bokeh==3.7.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 45)) (3.7.3)\n",
+            "Requirement already satisfied: Bottleneck==1.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 46)) (1.4.2)\n",
+            "Requirement already satisfied: bqplot==0.12.45 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 47)) (0.12.45)\n",
+            "Requirement already satisfied: branca==0.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 48)) (0.8.1)\n",
+            "Requirement already satisfied: Brotli==1.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 49)) (1.1.0)\n",
+            "Requirement already satisfied: build==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 50)) (1.3.0)\n",
+            "Requirement already satisfied: CacheControl==0.14.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 51)) (0.14.3)\n",
+            "Requirement already satisfied: cachetools==5.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 52)) (5.5.2)\n",
+            "Requirement already satisfied: catalogue==2.0.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 53)) (2.0.10)\n",
+            "Requirement already satisfied: certifi==2025.8.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 54)) (2025.8.3)\n",
+            "Requirement already satisfied: cffi==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 55)) (2.0.0)\n",
+            "Requirement already satisfied: chardet==5.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 56)) (5.2.0)\n",
+            "Requirement already satisfied: charset-normalizer==3.4.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 57)) (3.4.3)\n",
+            "Requirement already satisfied: chex==0.1.90 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 58)) (0.1.90)\n",
+            "Requirement already satisfied: clarabel==0.11.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 59)) (0.11.1)\n",
+            "Requirement already satisfied: click==8.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 60)) (8.3.0)\n",
+            "Requirement already satisfied: cloudpathlib==0.22.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 61)) (0.22.0)\n",
+            "Requirement already satisfied: cloudpickle==3.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 62)) (3.1.1)\n",
+            "Requirement already satisfied: cmake==3.31.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 63)) (3.31.6)\n",
+            "Requirement already satisfied: cmdstanpy==1.2.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 64)) (1.2.5)\n",
+            "Requirement already satisfied: colorcet==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 65)) (3.1.0)\n",
+            "Requirement already satisfied: colorlover==0.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 66)) (0.3.0)\n",
+            "Requirement already satisfied: colour==0.1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 67)) (0.1.5)\n",
+            "Requirement already satisfied: community==1.0.0b1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 68)) (1.0.0b1)\n",
+            "Requirement already satisfied: confection==0.1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 69)) (0.1.5)\n",
+            "Requirement already satisfied: cons==0.4.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 70)) (0.4.7)\n",
+            "Requirement already satisfied: contourpy==1.3.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 71)) (1.3.3)\n",
+            "Collecting courlan==1.3.2 (from -r requirements.txt (line 72))\n",
+            "  Downloading courlan-1.3.2-py3-none-any.whl.metadata (17 kB)\n",
+            "Requirement already satisfied: cramjam==2.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 73)) (2.11.0)\n",
+            "Requirement already satisfied: cryptography==43.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 74)) (43.0.3)\n",
+            "Requirement already satisfied: cuda-python==12.6.2.post1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 75)) (12.6.2.post1)\n",
+            "Requirement already satisfied: cudf-polars-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 77)) (25.6.0)\n",
+            "Requirement already satisfied: cufflinks==0.17.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 78)) (0.17.3)\n",
+            "Requirement already satisfied: cuml-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 79)) (25.6.0)\n",
+            "Requirement already satisfied: cupy-cuda12x==13.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 80)) (13.3.0)\n",
+            "Requirement already satisfied: curl_cffi==0.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 81)) (0.13.0)\n",
+            "Requirement already satisfied: cuvs-cu12==25.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 82)) (25.6.1)\n",
+            "Requirement already satisfied: cvxopt==1.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 83)) (1.3.2)\n",
+            "Requirement already satisfied: cvxpy==1.6.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 84)) (1.6.7)\n",
+            "Requirement already satisfied: cycler==0.12.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 85)) (0.12.1)\n",
+            "Requirement already satisfied: cyipopt==1.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 86)) (1.5.0)\n",
+            "Requirement already satisfied: cymem==2.0.11 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 87)) (2.0.11)\n",
+            "Requirement already satisfied: Cython==3.0.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 88)) (3.0.12)\n",
+            "Requirement already satisfied: dask==2025.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 89)) (2025.5.0)\n",
+            "Requirement already satisfied: dask-cuda==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 90)) (25.6.0)\n",
+            "Requirement already satisfied: dask-cudf-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 91)) (25.6.0)\n",
+            "Requirement already satisfied: dataproc-spark-connect==0.8.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 92)) (0.8.3)\n",
+            "Requirement already satisfied: datasets==4.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 93)) (4.0.0)\n",
+            "Collecting dateparser==1.2.2 (from -r requirements.txt (line 94))\n",
+            "  Downloading dateparser-1.2.2-py3-none-any.whl.metadata (29 kB)\n",
+            "Requirement already satisfied: db-dtypes==1.4.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 95)) (1.4.3)\n",
+            "Requirement already satisfied: dbus-python==1.2.18 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 96)) (1.2.18)\n",
+            "Requirement already satisfied: debugpy==1.8.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 97)) (1.8.15)\n",
+            "Requirement already satisfied: decorator==4.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 98)) (4.4.2)\n",
+            "Requirement already satisfied: defusedxml==0.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 99)) (0.7.1)\n",
+            "Requirement already satisfied: diffusers==0.35.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 100)) (0.35.1)\n",
+            "Requirement already satisfied: dill==0.3.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 101)) (0.3.8)\n",
+            "Requirement already satisfied: distributed==2025.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 102)) (2025.5.0)\n",
+            "Requirement already satisfied: distributed-ucxx-cu12==0.44.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 103)) (0.44.0)\n",
+            "Requirement already satisfied: distro==1.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 104)) (1.9.0)\n",
+            "Requirement already satisfied: dlib==19.24.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 105)) (19.24.6)\n",
+            "Requirement already satisfied: dm-tree==0.1.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 106)) (0.1.9)\n",
+            "Requirement already satisfied: docstring_parser==0.17.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 107)) (0.17.0)\n",
+            "Requirement already satisfied: docutils==0.21.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 108)) (0.21.2)\n",
+            "Requirement already satisfied: dopamine_rl==4.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 109)) (4.1.2)\n",
+            "Requirement already satisfied: duckdb==1.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 110)) (1.3.2)\n",
+            "Requirement already satisfied: earthengine-api==1.5.24 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 111)) (1.5.24)\n",
+            "Requirement already satisfied: easydict==1.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 112)) (1.13)\n",
+            "Requirement already satisfied: editdistance==0.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 113)) (0.8.1)\n",
+            "Requirement already satisfied: eerepr==0.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 114)) (0.1.2)\n",
+            "Requirement already satisfied: einops==0.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 115)) (0.8.1)\n",
+            "Requirement already satisfied: entrypoints==0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 117)) (0.4)\n",
+            "Requirement already satisfied: et_xmlfile==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 118)) (2.0.0)\n",
+            "Requirement already satisfied: etils==1.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 119)) (1.13.0)\n",
+            "Requirement already satisfied: etuples==0.3.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 120)) (0.3.10)\n",
+            "Requirement already satisfied: Farama-Notifications==0.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 121)) (0.0.4)\n",
+            "Requirement already satisfied: fastai==2.8.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 122)) (2.8.4)\n",
+            "Requirement already satisfied: fastapi==0.118.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 123)) (0.118.0)\n",
+            "Requirement already satisfied: fastcore==1.8.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 124)) (1.8.12)\n",
+            "Requirement already satisfied: fastdownload==0.0.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 125)) (0.0.7)\n",
+            "Requirement already satisfied: fastjsonschema==2.21.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 126)) (2.21.2)\n",
+            "Requirement already satisfied: fastprogress==1.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 127)) (1.0.3)\n",
+            "Requirement already satisfied: fastrlock==0.8.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 128)) (0.8.3)\n",
+            "Requirement already satisfied: fasttransform==0.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 129)) (0.0.2)\n",
+            "Requirement already satisfied: ffmpy==0.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 130)) (0.6.1)\n",
+            "Requirement already satisfied: filelock==3.19.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 131)) (3.19.1)\n",
+            "Requirement already satisfied: firebase-admin==6.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 132)) (6.9.0)\n",
+            "Requirement already satisfied: Flask==3.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 133)) (3.1.2)\n",
+            "Requirement already satisfied: flatbuffers==25.9.23 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 134)) (25.9.23)\n",
+            "Requirement already satisfied: flax==0.10.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 135)) (0.10.6)\n",
+            "Requirement already satisfied: folium==0.20.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 136)) (0.20.0)\n",
+            "Requirement already satisfied: fonttools==4.60.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 137)) (4.60.1)\n",
+            "Requirement already satisfied: fqdn==1.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 138)) (1.5.1)\n",
+            "Requirement already satisfied: frozendict==2.4.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 139)) (2.4.6)\n",
+            "Requirement already satisfied: frozenlist==1.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 140)) (1.7.0)\n",
+            "Requirement already satisfied: fsspec==2025.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 141)) (2025.3.0)\n",
+            "Requirement already satisfied: future==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 142)) (1.0.0)\n",
+            "Requirement already satisfied: gast==0.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 143)) (0.6.0)\n",
+            "Requirement already satisfied: gcsfs==2025.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 144)) (2025.3.0)\n",
+            "Requirement already satisfied: GDAL==3.8.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 145)) (3.8.4)\n",
+            "Requirement already satisfied: gdown==5.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 146)) (5.2.0)\n",
+            "Requirement already satisfied: geemap==0.35.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 147)) (0.35.3)\n",
+            "Requirement already satisfied: geocoder==1.38.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 148)) (1.38.1)\n",
+            "Requirement already satisfied: geographiclib==2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 149)) (2.1)\n",
+            "Requirement already satisfied: geopandas==1.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 150)) (1.1.1)\n",
+            "Requirement already satisfied: geopy==2.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 151)) (2.4.1)\n",
+            "Requirement already satisfied: gin-config==0.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 152)) (0.5.0)\n",
+            "Requirement already satisfied: gitdb==4.0.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 153)) (4.0.12)\n",
+            "Requirement already satisfied: GitPython==3.1.45 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 154)) (3.1.45)\n",
+            "Requirement already satisfied: glob2==0.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 155)) (0.7)\n",
+            "Requirement already satisfied: google==2.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 156)) (2.0.3)\n",
+            "Requirement already satisfied: google-adk==1.15.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 157)) (1.15.1)\n",
+            "Requirement already satisfied: google-ai-generativelanguage==0.6.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 158)) (0.6.15)\n",
+            "Requirement already satisfied: google-api-core==2.25.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 159)) (2.25.1)\n",
+            "Requirement already satisfied: google-api-python-client==2.183.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 160)) (2.183.0)\n",
+            "Requirement already satisfied: google-auth==2.38.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 161)) (2.38.0)\n",
+            "Requirement already satisfied: google-auth-httplib2==0.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 162)) (0.2.0)\n",
+            "Requirement already satisfied: google-auth-oauthlib==1.2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 163)) (1.2.2)\n",
+            "Requirement already satisfied: google-cloud-aiplatform==1.118.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 164)) (1.118.0)\n",
+            "Requirement already satisfied: google-cloud-appengine-logging==1.6.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 165)) (1.6.2)\n",
+            "Requirement already satisfied: google-cloud-audit-log==0.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 166)) (0.3.2)\n",
+            "Requirement already satisfied: google-cloud-bigquery==3.38.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 167)) (3.38.0)\n",
+            "Requirement already satisfied: google-cloud-bigquery-connection==1.18.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 168)) (1.18.3)\n",
+            "Requirement already satisfied: google-cloud-bigquery-storage==2.33.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 169)) (2.33.1)\n",
+            "Requirement already satisfied: google-cloud-bigtable==2.32.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 170)) (2.32.0)\n",
+            "Requirement already satisfied: google-cloud-core==2.4.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 171)) (2.4.3)\n",
+            "Requirement already satisfied: google-cloud-dataproc==5.22.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 172)) (5.22.0)\n",
+            "Requirement already satisfied: google-cloud-datastore==2.21.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 173)) (2.21.0)\n",
+            "Requirement already satisfied: google-cloud-firestore==2.21.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 174)) (2.21.0)\n",
+            "Requirement already satisfied: google-cloud-functions==1.20.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 175)) (1.20.4)\n",
+            "Requirement already satisfied: google-cloud-language==2.17.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 176)) (2.17.2)\n",
+            "Requirement already satisfied: google-cloud-logging==3.12.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 177)) (3.12.1)\n",
+            "Requirement already satisfied: google-cloud-monitoring==2.27.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 178)) (2.27.2)\n",
+            "Requirement already satisfied: google-cloud-resource-manager==1.14.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 179)) (1.14.2)\n",
+            "Requirement already satisfied: google-cloud-secret-manager==2.24.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 180)) (2.24.0)\n",
+            "Requirement already satisfied: google-cloud-spanner==3.58.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 181)) (3.58.0)\n",
+            "Requirement already satisfied: google-cloud-speech==2.33.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 182)) (2.33.0)\n",
+            "Requirement already satisfied: google-cloud-storage==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 183)) (2.19.0)\n",
+            "Requirement already satisfied: google-cloud-trace==1.16.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 184)) (1.16.2)\n",
+            "Requirement already satisfied: google-cloud-translate==3.21.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 185)) (3.21.1)\n",
+            "Requirement already satisfied: google-crc32c==1.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 186)) (1.7.1)\n",
+            "Requirement already satisfied: google-genai==1.39.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 187)) (1.39.1)\n",
+            "Requirement already satisfied: google-generativeai==0.8.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 188)) (0.8.5)\n",
+            "Requirement already satisfied: google-pasta==0.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 189)) (0.2.0)\n",
+            "Requirement already satisfied: google-resumable-media==2.7.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 190)) (2.7.2)\n",
+            "Requirement already satisfied: googleapis-common-protos==1.70.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 191)) (1.70.0)\n",
+            "Requirement already satisfied: googledrivedownloader==1.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 192)) (1.1.0)\n",
+            "Requirement already satisfied: gradio==5.47.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 193)) (5.47.2)\n",
+            "Requirement already satisfied: gradio_client==1.13.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 194)) (1.13.3)\n",
+            "Requirement already satisfied: graphviz==0.21 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 195)) (0.21)\n",
+            "Requirement already satisfied: greenlet==3.2.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 196)) (3.2.4)\n",
+            "Requirement already satisfied: groovy==0.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 197)) (0.1.2)\n",
+            "Requirement already satisfied: grpc-google-iam-v1==0.14.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 198)) (0.14.2)\n",
+            "Requirement already satisfied: grpc-interceptor==0.15.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 199)) (0.15.4)\n",
+            "Requirement already satisfied: grpcio==1.75.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 200)) (1.75.1)\n",
+            "Requirement already satisfied: grpcio-status==1.71.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 201)) (1.71.2)\n",
+            "Requirement already satisfied: grpclib==0.4.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 202)) (0.4.8)\n",
+            "Requirement already satisfied: gspread==6.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 203)) (6.2.1)\n",
+            "Requirement already satisfied: gspread-dataframe==4.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 204)) (4.0.0)\n",
+            "Requirement already satisfied: gym==0.25.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 205)) (0.25.2)\n",
+            "Requirement already satisfied: gym-notices==0.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 206)) (0.1.0)\n",
+            "Requirement already satisfied: gymnasium==1.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 207)) (1.2.1)\n",
+            "Requirement already satisfied: h11==0.16.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 208)) (0.16.0)\n",
+            "Requirement already satisfied: h2==4.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 209)) (4.3.0)\n",
+            "Requirement already satisfied: h5netcdf==1.6.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 210)) (1.6.4)\n",
+            "Requirement already satisfied: h5py==3.14.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 211)) (3.14.0)\n",
+            "Requirement already satisfied: hdbscan==0.8.40 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 212)) (0.8.40)\n",
+            "Requirement already satisfied: hf-xet==1.1.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 213)) (1.1.10)\n",
+            "Requirement already satisfied: hf_transfer==0.1.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 214)) (0.1.9)\n",
+            "Requirement already satisfied: highspy==1.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 215)) (1.11.0)\n",
+            "Requirement already satisfied: holidays==0.81 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 216)) (0.81)\n",
+            "Requirement already satisfied: holoviews==1.21.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 217)) (1.21.0)\n",
+            "Requirement already satisfied: hpack==4.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 218)) (4.1.0)\n",
+            "Requirement already satisfied: html5lib==1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 219)) (1.1)\n",
+            "Collecting htmldate==1.9.3 (from -r requirements.txt (line 220))\n",
+            "  Downloading htmldate-1.9.3-py3-none-any.whl.metadata (10 kB)\n",
+            "Requirement already satisfied: httpcore==1.0.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 221)) (1.0.9)\n",
+            "Requirement already satisfied: httpimport==1.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 222)) (1.4.1)\n",
+            "Requirement already satisfied: httplib2==0.31.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 223)) (0.31.0)\n",
+            "Requirement already satisfied: httpx==0.28.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 224)) (0.28.1)\n",
+            "Requirement already satisfied: httpx-sse==0.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 225)) (0.4.1)\n",
+            "Requirement already satisfied: huggingface-hub==0.35.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 226)) (0.35.3)\n",
+            "Requirement already satisfied: humanize==4.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 227)) (4.13.0)\n",
+            "Requirement already satisfied: hyperframe==6.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 228)) (6.1.0)\n",
+            "Requirement already satisfied: hyperopt==0.2.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 229)) (0.2.7)\n",
+            "Requirement already satisfied: ibis-framework==9.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 230)) (9.5.0)\n",
+            "Requirement already satisfied: idna==3.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 231)) (3.10)\n",
+            "Requirement already satisfied: imageio==2.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 232)) (2.37.0)\n",
+            "Requirement already satisfied: imageio-ffmpeg==0.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 233)) (0.6.0)\n",
+            "Requirement already satisfied: imagesize==1.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 234)) (1.4.1)\n",
+            "Requirement already satisfied: imbalanced-learn==0.14.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 235)) (0.14.0)\n",
+            "Requirement already satisfied: immutabledict==4.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 236)) (4.2.1)\n",
+            "Requirement already satisfied: importlib_metadata==8.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 237)) (8.7.0)\n",
+            "Requirement already satisfied: importlib_resources==6.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 238)) (6.5.2)\n",
+            "Requirement already satisfied: imutils==0.5.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 239)) (0.5.4)\n",
+            "Requirement already satisfied: inflect==7.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 240)) (7.5.0)\n",
+            "Requirement already satisfied: iniconfig==2.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 241)) (2.1.0)\n",
+            "Requirement already satisfied: intel-cmplr-lib-ur==2025.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 242)) (2025.2.1)\n",
+            "Requirement already satisfied: intel-openmp==2025.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 243)) (2025.2.1)\n",
+            "Requirement already satisfied: ipyevents==2.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 244)) (2.0.4)\n",
+            "Requirement already satisfied: ipyfilechooser==0.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 245)) (0.6.0)\n",
+            "Requirement already satisfied: ipykernel==6.17.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 246)) (6.17.1)\n",
+            "Requirement already satisfied: ipyleaflet==0.20.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 247)) (0.20.0)\n",
+            "Requirement already satisfied: ipyparallel==8.8.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 248)) (8.8.0)\n",
+            "Requirement already satisfied: ipython==7.34.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 249)) (7.34.0)\n",
+            "Requirement already satisfied: ipython-genutils==0.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 250)) (0.2.0)\n",
+            "Requirement already satisfied: ipython-sql==0.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 251)) (0.5.0)\n",
+            "Requirement already satisfied: ipytree==0.2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 252)) (0.2.2)\n",
+            "Requirement already satisfied: ipywidgets==7.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 253)) (7.7.1)\n",
+            "Collecting isodate==0.7.2 (from -r requirements.txt (line 254))\n",
+            "  Downloading isodate-0.7.2-py3-none-any.whl.metadata (11 kB)\n",
+            "Requirement already satisfied: isoduration==20.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 255)) (20.11.0)\n",
+            "Requirement already satisfied: itsdangerous==2.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 256)) (2.2.0)\n",
+            "Requirement already satisfied: jaraco.classes==3.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 257)) (3.4.0)\n",
+            "Requirement already satisfied: jaraco.context==6.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 258)) (6.0.1)\n",
+            "Requirement already satisfied: jaraco.functools==4.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 259)) (4.3.0)\n",
+            "Requirement already satisfied: jax==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 260)) (0.5.3)\n",
+            "Requirement already satisfied: jax-cuda12-pjrt==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 261)) (0.5.3)\n",
+            "Requirement already satisfied: jax-cuda12-plugin==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 262)) (0.5.3)\n",
+            "Requirement already satisfied: jaxlib==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 263)) (0.5.3)\n",
+            "Collecting jedi==0.19.2 (from -r requirements.txt (line 264))\n",
+            "  Downloading jedi-0.19.2-py2.py3-none-any.whl.metadata (22 kB)\n",
+            "Requirement already satisfied: jeepney==0.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 265)) (0.9.0)\n",
+            "Requirement already satisfied: jieba==0.42.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 266)) (0.42.1)\n",
+            "Requirement already satisfied: Jinja2==3.1.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 267)) (3.1.6)\n",
+            "Requirement already satisfied: jiter==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 268)) (0.11.0)\n",
+            "Requirement already satisfied: joblib==1.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 269)) (1.5.2)\n",
+            "Requirement already satisfied: jsonpatch==1.33 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 270)) (1.33)\n",
+            "Requirement already satisfied: jsonpickle==4.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 271)) (4.1.1)\n",
+            "Requirement already satisfied: jsonpointer==3.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 272)) (3.0.0)\n",
+            "Requirement already satisfied: jsonschema==4.25.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 273)) (4.25.1)\n",
+            "Requirement already satisfied: jsonschema-specifications==2025.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 274)) (2025.9.1)\n",
+            "Requirement already satisfied: jupyter-console==6.6.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 275)) (6.6.3)\n",
+            "Requirement already satisfied: jupyter-events==0.12.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 276)) (0.12.0)\n",
+            "Requirement already satisfied: jupyter-leaflet==0.20.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 277)) (0.20.0)\n",
+            "Requirement already satisfied: jupyter_client==7.4.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 278)) (7.4.9)\n",
+            "Requirement already satisfied: jupyter_core==5.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 279)) (5.8.1)\n",
+            "Requirement already satisfied: jupyter_server==2.14.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 281)) (2.14.0)\n",
+            "Requirement already satisfied: jupyter_server_terminals==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 282)) (0.5.3)\n",
+            "Requirement already satisfied: jupyterlab_pygments==0.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 283)) (0.3.0)\n",
+            "Requirement already satisfied: jupyterlab_widgets==3.0.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 284)) (3.0.15)\n",
+            "Requirement already satisfied: jupytext==1.17.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 285)) (1.17.3)\n",
+            "Collecting jusText==3.0.2 (from -r requirements.txt (line 286))\n",
+            "  Downloading justext-3.0.2-py2.py3-none-any.whl.metadata (7.3 kB)\n",
+            "Requirement already satisfied: kaggle==1.7.4.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 287)) (1.7.4.5)\n",
+            "Requirement already satisfied: kagglehub==0.3.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 288)) (0.3.13)\n",
+            "Requirement already satisfied: keras==3.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 289)) (3.10.0)\n",
+            "Requirement already satisfied: keras-hub==0.21.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 290)) (0.21.1)\n",
+            "Requirement already satisfied: keras-nlp==0.21.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 291)) (0.21.1)\n",
+            "Requirement already satisfied: keyring==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 292)) (25.6.0)\n",
+            "Requirement already satisfied: keyrings.google-artifactregistry-auth==1.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 293)) (1.1.2)\n",
+            "Requirement already satisfied: kiwisolver==1.4.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 294)) (1.4.9)\n",
+            "Requirement already satisfied: langchain==0.3.27 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 295)) (0.3.27)\n",
+            "Requirement already satisfied: langchain-core==0.3.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 296)) (0.3.77)\n",
+            "Requirement already satisfied: langchain-text-splitters==0.3.11 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 297)) (0.3.11)\n",
+            "Requirement already satisfied: langcodes==3.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 298)) (3.5.0)\n",
+            "Requirement already satisfied: langsmith==0.4.31 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 299)) (0.4.31)\n",
+            "Requirement already satisfied: language_data==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 300)) (1.3.0)\n",
+            "Requirement already satisfied: lark==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 301)) (1.3.0)\n",
+            "Requirement already satisfied: launchpadlib==1.10.16 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 302)) (1.10.16)\n",
+            "Requirement already satisfied: lazr.restfulclient==0.14.4 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 303)) (0.14.4)\n",
+            "Requirement already satisfied: lazr.uri==1.0.6 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 304)) (1.0.6)\n",
+            "Requirement already satisfied: lazy_loader==0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 305)) (0.4)\n",
+            "Requirement already satisfied: libclang==18.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 306)) (18.1.1)\n",
+            "Requirement already satisfied: libcugraph-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 308)) (25.6.0)\n",
+            "Requirement already satisfied: libcuml-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 309)) (25.6.0)\n",
+            "Requirement already satisfied: libcuvs-cu12==25.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 310)) (25.6.1)\n",
+            "Requirement already satisfied: libkvikio-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 311)) (25.6.0)\n",
+            "Requirement already satisfied: libpysal==4.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 312)) (4.13.0)\n",
+            "Requirement already satisfied: libraft-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 313)) (25.6.0)\n",
+            "Requirement already satisfied: librmm-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 314)) (25.6.0)\n",
+            "Requirement already satisfied: librosa==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 315)) (0.11.0)\n",
+            "Requirement already satisfied: libucx-cu12==1.18.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 316)) (1.18.1)\n",
+            "Requirement already satisfied: libucxx-cu12==0.44.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 317)) (0.44.0)\n",
+            "Requirement already satisfied: linkify-it-py==2.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 318)) (2.0.3)\n",
+            "Requirement already satisfied: llvmlite==0.43.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 319)) (0.43.0)\n",
+            "Requirement already satisfied: locket==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 320)) (1.0.0)\n",
+            "Requirement already satisfied: logical-unification==0.4.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 321)) (0.4.6)\n",
+            "Requirement already satisfied: lxml==5.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 322)) (5.4.0)\n",
+            "Collecting lxml_html_clean==0.4.3 (from -r requirements.txt (line 323))\n",
+            "  Downloading lxml_html_clean-0.4.3-py3-none-any.whl.metadata (2.3 kB)\n",
+            "Requirement already satisfied: Mako==1.3.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 324)) (1.3.10)\n",
+            "Requirement already satisfied: marisa-trie==1.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 325)) (1.3.1)\n",
+            "Requirement already satisfied: Markdown==3.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 326)) (3.9)\n",
+            "Requirement already satisfied: markdown-it-py==4.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 327)) (4.0.0)\n",
+            "Requirement already satisfied: MarkupSafe==3.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 328)) (3.0.3)\n",
+            "Requirement already satisfied: matplotlib==3.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 329)) (3.10.0)\n",
+            "Requirement already satisfied: matplotlib-inline==0.1.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 330)) (0.1.7)\n",
+            "Requirement already satisfied: matplotlib-venn==1.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 331)) (1.1.2)\n",
+            "Requirement already satisfied: mcp==1.15.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 332)) (1.15.0)\n",
+            "Requirement already satisfied: mdit-py-plugins==0.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 333)) (0.5.0)\n",
+            "Requirement already satisfied: mdurl==0.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 334)) (0.1.2)\n",
+            "Requirement already satisfied: miniKanren==1.0.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 335)) (1.0.5)\n",
+            "Requirement already satisfied: missingno==0.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 336)) (0.5.2)\n",
+            "Requirement already satisfied: mistune==3.1.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 337)) (3.1.4)\n",
+            "Requirement already satisfied: mizani==0.13.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 338)) (0.13.5)\n",
+            "Requirement already satisfied: mkl==2025.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 339)) (2025.2.0)\n",
+            "Requirement already satisfied: ml_dtypes==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 340)) (0.5.3)\n",
+            "Requirement already satisfied: mlxtend==0.23.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 341)) (0.23.4)\n",
+            "Requirement already satisfied: more-itertools==10.8.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 342)) (10.8.0)\n",
+            "Requirement already satisfied: moviepy==1.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 343)) (1.0.3)\n",
+            "Requirement already satisfied: mpmath==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 344)) (1.3.0)\n",
+            "Requirement already satisfied: msgpack==1.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 345)) (1.1.1)\n",
+            "Requirement already satisfied: multidict==6.6.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 346)) (6.6.4)\n",
+            "Requirement already satisfied: multipledispatch==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 347)) (1.0.0)\n",
+            "Requirement already satisfied: multiprocess==0.70.16 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 348)) (0.70.16)\n",
+            "Requirement already satisfied: multitasking==0.0.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 349)) (0.0.12)\n",
+            "Requirement already satisfied: murmurhash==1.0.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 350)) (1.0.13)\n",
+            "Requirement already satisfied: music21==9.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 351)) (9.3.0)\n",
+            "Requirement already satisfied: namex==0.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 352)) (0.1.0)\n",
+            "Requirement already satisfied: narwhals==2.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 353)) (2.6.0)\n",
+            "Requirement already satisfied: natsort==8.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 354)) (8.4.0)\n",
+            "Requirement already satisfied: nbclassic==1.3.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 355)) (1.3.3)\n",
+            "Requirement already satisfied: nbclient==0.10.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 356)) (0.10.2)\n",
+            "Requirement already satisfied: nbconvert==7.16.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 357)) (7.16.6)\n",
+            "Requirement already satisfied: nbformat==5.10.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 358)) (5.10.4)\n",
+            "Requirement already satisfied: ndindex==1.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 359)) (1.10.0)\n",
+            "Requirement already satisfied: nest-asyncio==1.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 360)) (1.6.0)\n",
+            "Requirement already satisfied: networkx==3.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 361)) (3.5)\n",
+            "Requirement already satisfied: nibabel==5.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 362)) (5.3.2)\n",
+            "Requirement already satisfied: nltk==3.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 363)) (3.9.1)\n",
+            "Requirement already satisfied: notebook==6.5.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 364)) (6.5.7)\n",
+            "Requirement already satisfied: notebook_shim==0.2.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 365)) (0.2.4)\n",
+            "Requirement already satisfied: numba==0.60.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 366)) (0.60.0)\n",
+            "Requirement already satisfied: numba-cuda==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 367)) (0.11.0)\n",
+            "Requirement already satisfied: numexpr==2.13.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 368)) (2.13.1)\n",
+            "Requirement already satisfied: numpy==2.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 369)) (2.0.2)\n",
+            "Requirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 370)) (12.6.4.1)\n",
+            "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.6.80 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 371)) (12.6.80)\n",
+            "Requirement already satisfied: nvidia-cuda-nvcc-cu12==12.5.82 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 372)) (12.5.82)\n",
+            "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 373)) (12.6.77)\n",
+            "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 374)) (12.6.77)\n",
+            "Requirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 375)) (9.10.2.21)\n",
+            "Requirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 376)) (11.3.0.4)\n",
+            "Requirement already satisfied: nvidia-cufile-cu12==1.11.1.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 377)) (1.11.1.6)\n",
+            "Requirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 378)) (10.3.7.77)\n",
+            "Requirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 379)) (11.7.1.2)\n",
+            "Requirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 380)) (12.5.4.2)\n",
+            "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 381)) (0.7.1)\n",
+            "Requirement already satisfied: nvidia-ml-py==12.575.51 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 382)) (12.575.51)\n",
+            "Requirement already satisfied: nvidia-nccl-cu12==2.27.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 383)) (2.27.3)\n",
+            "Requirement already satisfied: nvidia-nvjitlink-cu12==12.6.85 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 384)) (12.6.85)\n",
+            "Requirement already satisfied: nvidia-nvtx-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 385)) (12.6.77)\n",
+            "Requirement already satisfied: nvtx==0.2.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 386)) (0.2.13)\n",
+            "Requirement already satisfied: oauth2client==4.1.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 388)) (4.1.3)\n",
+            "Requirement already satisfied: oauthlib==3.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 389)) (3.3.1)\n",
+            "Requirement already satisfied: omegaconf==2.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 390)) (2.3.0)\n",
+            "Requirement already satisfied: openai==1.109.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 391)) (1.109.1)\n",
+            "Requirement already satisfied: opencv-contrib-python==4.12.0.88 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 392)) (4.12.0.88)\n",
+            "Requirement already satisfied: opencv-python==4.12.0.88 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 393)) (4.12.0.88)\n",
+            "Requirement already satisfied: opencv-python-headless==4.12.0.88 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 394)) (4.12.0.88)\n",
+            "Requirement already satisfied: openpyxl==3.1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 395)) (3.1.5)\n",
+            "Requirement already satisfied: opentelemetry-api==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 396)) (1.37.0)\n",
+            "Requirement already satisfied: opentelemetry-exporter-gcp-logging==1.9.0a0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 397)) (1.9.0a0)\n",
+            "Requirement already satisfied: opentelemetry-exporter-gcp-monitoring==1.9.0a0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 398)) (1.9.0a0)\n",
+            "Requirement already satisfied: opentelemetry-exporter-gcp-trace==1.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 399)) (1.9.0)\n",
+            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 400)) (1.37.0)\n",
+            "Requirement already satisfied: opentelemetry-exporter-otlp-proto-http==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 401)) (1.37.0)\n",
+            "Requirement already satisfied: opentelemetry-proto==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 402)) (1.37.0)\n",
+            "Requirement already satisfied: opentelemetry-resourcedetector-gcp==1.9.0a0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 403)) (1.9.0a0)\n",
+            "Requirement already satisfied: opentelemetry-sdk==1.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 404)) (1.37.0)\n",
+            "Requirement already satisfied: opentelemetry-semantic-conventions==0.58b0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 405)) (0.58b0)\n",
+            "Requirement already satisfied: opt_einsum==3.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 406)) (3.4.0)\n",
+            "Requirement already satisfied: optax==0.2.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 407)) (0.2.6)\n",
+            "Requirement already satisfied: optree==0.17.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 408)) (0.17.0)\n",
+            "Requirement already satisfied: orbax-checkpoint==0.11.24 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 409)) (0.11.24)\n",
+            "Requirement already satisfied: orjson==3.11.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 410)) (3.11.3)\n",
+            "Requirement already satisfied: osqp==1.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 411)) (1.0.4)\n",
+            "Requirement already satisfied: overrides==7.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 412)) (7.7.0)\n",
+            "Requirement already satisfied: packaging==25.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 413)) (25.0)\n",
+            "Requirement already satisfied: pandas==2.2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 414)) (2.2.2)\n",
+            "Requirement already satisfied: pandas-datareader==0.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 415)) (0.10.0)\n",
+            "Requirement already satisfied: pandas-gbq==0.29.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 416)) (0.29.2)\n",
+            "Requirement already satisfied: pandas-stubs==2.2.2.240909 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 417)) (2.2.2.240909)\n",
+            "Requirement already satisfied: pandocfilters==1.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 418)) (1.5.1)\n",
+            "Requirement already satisfied: panel==1.8.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 419)) (1.8.1)\n",
+            "Requirement already satisfied: param==2.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 420)) (2.2.1)\n",
+            "Requirement already satisfied: parso==0.8.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 421)) (0.8.5)\n",
+            "Requirement already satisfied: parsy==2.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 422)) (2.2)\n",
+            "Requirement already satisfied: partd==1.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 423)) (1.4.2)\n",
+            "Requirement already satisfied: patsy==1.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 424)) (1.0.1)\n",
+            "Collecting pdfminer.six==20250506 (from -r requirements.txt (line 425))\n",
+            "  Downloading pdfminer_six-20250506-py3-none-any.whl.metadata (4.2 kB)\n",
+            "Collecting pdfplumber==0.11.7 (from -r requirements.txt (line 426))\n",
+            "  Downloading pdfplumber-0.11.7-py3-none-any.whl.metadata (42 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m42.8/42.8 kB\u001b[0m \u001b[31m4.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: peewee==3.18.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 427)) (3.18.2)\n",
+            "Requirement already satisfied: peft==0.17.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 428)) (0.17.1)\n",
+            "Requirement already satisfied: pexpect==4.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 429)) (4.9.0)\n",
+            "Requirement already satisfied: pickleshare==0.7.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 430)) (0.7.5)\n",
+            "Requirement already satisfied: pillow==11.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 431)) (11.3.0)\n",
+            "Requirement already satisfied: platformdirs==4.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 432)) (4.4.0)\n",
+            "Collecting playwright==1.55.0 (from -r requirements.txt (line 433))\n",
+            "  Downloading playwright-1.55.0-py3-none-manylinux1_x86_64.whl.metadata (3.5 kB)\n",
+            "Requirement already satisfied: plotly==5.24.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 434)) (5.24.1)\n",
+            "Requirement already satisfied: plotnine==0.14.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 435)) (0.14.5)\n",
+            "Requirement already satisfied: pluggy==1.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 436)) (1.6.0)\n",
+            "Requirement already satisfied: plum-dispatch==2.5.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 437)) (2.5.7)\n",
+            "Requirement already satisfied: ply==3.11 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 438)) (3.11)\n",
+            "Requirement already satisfied: polars==1.25.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 439)) (1.25.2)\n",
+            "Requirement already satisfied: pooch==1.8.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 440)) (1.8.2)\n",
+            "Requirement already satisfied: portpicker==1.5.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 441)) (1.5.2)\n",
+            "Requirement already satisfied: preshed==3.0.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 442)) (3.0.10)\n",
+            "Requirement already satisfied: prettytable==3.16.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 443)) (3.16.0)\n",
+            "Requirement already satisfied: proglog==0.1.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 444)) (0.1.12)\n",
+            "Requirement already satisfied: progressbar2==4.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 445)) (4.5.0)\n",
+            "Requirement already satisfied: prometheus_client==0.23.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 446)) (0.23.1)\n",
+            "Requirement already satisfied: promise==2.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 447)) (2.3)\n",
+            "Requirement already satisfied: prompt_toolkit==3.0.52 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 448)) (3.0.52)\n",
+            "Requirement already satisfied: propcache==0.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 449)) (0.3.2)\n",
+            "Requirement already satisfied: prophet==1.1.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 450)) (1.1.7)\n",
+            "Requirement already satisfied: proto-plus==1.26.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 451)) (1.26.1)\n",
+            "Requirement already satisfied: protobuf==5.29.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 452)) (5.29.5)\n",
+            "Requirement already satisfied: psutil==5.9.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 453)) (5.9.5)\n",
+            "Requirement already satisfied: psycopg2==2.9.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 454)) (2.9.10)\n",
+            "Requirement already satisfied: psygnal==0.14.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 455)) (0.14.2)\n",
+            "Requirement already satisfied: ptyprocess==0.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 456)) (0.7.0)\n",
+            "Requirement already satisfied: py-cpuinfo==9.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 457)) (9.0.0)\n",
+            "Requirement already satisfied: py4j==0.10.9.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 458)) (0.10.9.7)\n",
+            "Requirement already satisfied: pyarrow==18.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 459)) (18.1.0)\n",
+            "Requirement already satisfied: pyasn1==0.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 460)) (0.6.1)\n",
+            "Requirement already satisfied: pyasn1_modules==0.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 461)) (0.4.2)\n",
+            "Requirement already satisfied: pycairo==1.28.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 462)) (1.28.0)\n",
+            "Requirement already satisfied: pycocotools==2.0.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 463)) (2.0.10)\n",
+            "Requirement already satisfied: pycparser==2.23 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 464)) (2.23)\n",
+            "Requirement already satisfied: pycryptodomex==3.23.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 465)) (3.23.0)\n",
+            "Requirement already satisfied: pydantic==2.11.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 466)) (2.11.9)\n",
+            "Requirement already satisfied: pydantic-settings==2.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 467)) (2.11.0)\n",
+            "Requirement already satisfied: pydantic_core==2.33.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 468)) (2.33.2)\n",
+            "Requirement already satisfied: pydata-google-auth==1.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 469)) (1.9.1)\n",
+            "Requirement already satisfied: pydot==3.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 470)) (3.0.4)\n",
+            "Requirement already satisfied: pydotplus==2.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 471)) (2.0.2)\n",
+            "Requirement already satisfied: PyDrive2==1.21.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 472)) (1.21.3)\n",
+            "Requirement already satisfied: pydub==0.25.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 473)) (0.25.1)\n",
+            "Collecting pyee==13.0.0 (from -r requirements.txt (line 474))\n",
+            "  Downloading pyee-13.0.0-py3-none-any.whl.metadata (2.9 kB)\n",
+            "Requirement already satisfied: pyerfa==2.0.1.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 475)) (2.0.1.5)\n",
+            "Requirement already satisfied: pygame==2.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 476)) (2.6.1)\n",
+            "Requirement already satisfied: pygit2==1.18.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 477)) (1.18.2)\n",
+            "Requirement already satisfied: Pygments==2.19.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 478)) (2.19.2)\n",
+            "Requirement already satisfied: PyGObject==3.42.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 479)) (3.42.0)\n",
+            "Requirement already satisfied: PyJWT==2.10.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 480)) (2.10.1)\n",
+            "Requirement already satisfied: pylibcugraph-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 482)) (25.6.0)\n",
+            "Requirement already satisfied: pylibraft-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 483)) (25.6.0)\n",
+            "Requirement already satisfied: pymc==5.25.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 484)) (5.25.1)\n",
+            "Requirement already satisfied: pynndescent==0.5.13 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 485)) (0.5.13)\n",
+            "Requirement already satisfied: pynvjitlink-cu12==0.7.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 486)) (0.7.0)\n",
+            "Requirement already satisfied: pynvml==12.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 487)) (12.0.0)\n",
+            "Requirement already satisfied: pyogrio==0.11.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 488)) (0.11.1)\n",
+            "Requirement already satisfied: pyomo==6.9.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 489)) (6.9.4)\n",
+            "Requirement already satisfied: PyOpenGL==3.1.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 490)) (3.1.10)\n",
+            "Requirement already satisfied: pyOpenSSL==24.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 491)) (24.2.1)\n",
+            "Requirement already satisfied: pyparsing==3.2.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 492)) (3.2.5)\n",
+            "Collecting pypdfium2==4.30.0 (from -r requirements.txt (line 493))\n",
+            "  Downloading pypdfium2-4.30.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (48 kB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m48.5/48.5 kB\u001b[0m \u001b[31m4.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: pyperclip==1.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 494)) (1.11.0)\n",
+            "Requirement already satisfied: pyproj==3.7.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 495)) (3.7.2)\n",
+            "Requirement already satisfied: pyproject_hooks==1.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 496)) (1.2.0)\n",
+            "Requirement already satisfied: pyshp==2.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 497)) (2.3.1)\n",
+            "Requirement already satisfied: PySocks==1.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 498)) (1.7.1)\n",
+            "Requirement already satisfied: pyspark==3.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 499)) (3.5.1)\n",
+            "Requirement already satisfied: pytensor==2.31.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 500)) (2.31.7)\n",
+            "Requirement already satisfied: pytest==8.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 501)) (8.4.2)\n",
+            "Requirement already satisfied: python-apt==0.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 502)) (0.0.0)\n",
+            "Requirement already satisfied: python-box==7.3.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 503)) (7.3.2)\n",
+            "Requirement already satisfied: python-dateutil==2.9.0.post0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 504)) (2.9.0.post0)\n",
+            "Requirement already satisfied: python-dotenv==1.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 505)) (1.1.1)\n",
+            "Requirement already satisfied: python-json-logger==3.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 506)) (3.3.0)\n",
+            "Requirement already satisfied: python-louvain==0.16 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 507)) (0.16)\n",
+            "Requirement already satisfied: python-multipart==0.0.20 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 508)) (0.0.20)\n",
+            "Requirement already satisfied: python-slugify==8.0.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 509)) (8.0.4)\n",
+            "Requirement already satisfied: python-snappy==0.7.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 510)) (0.7.3)\n",
+            "Requirement already satisfied: python-utils==3.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 511)) (3.9.1)\n",
+            "Requirement already satisfied: pytz==2025.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 512)) (2025.2)\n",
+            "Requirement already satisfied: pyviz_comms==3.0.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 513)) (3.0.6)\n",
+            "Requirement already satisfied: PyWavelets==1.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 514)) (1.9.0)\n",
+            "Requirement already satisfied: PyYAML==6.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 515)) (6.0.3)\n",
+            "Requirement already satisfied: pyzmq==26.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 516)) (26.2.1)\n",
+            "Requirement already satisfied: raft-dask-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 517)) (25.6.0)\n",
+            "Requirement already satisfied: rapids-dask-dependency==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 518)) (25.6.0)\n",
+            "Requirement already satisfied: rapids-logger==0.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 519)) (0.1.1)\n",
+            "Requirement already satisfied: ratelim==0.1.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 520)) (0.1.6)\n",
+            "Requirement already satisfied: referencing==0.36.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 521)) (0.36.2)\n",
+            "Requirement already satisfied: regex==2024.11.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 522)) (2024.11.6)\n",
+            "Requirement already satisfied: requests==2.32.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 523)) (2.32.4)\n",
+            "Requirement already satisfied: requests-oauthlib==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 524)) (2.0.0)\n",
+            "Requirement already satisfied: requests-toolbelt==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 525)) (1.0.0)\n",
+            "Requirement already satisfied: requirements-parser==0.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 526)) (0.9.0)\n",
+            "Requirement already satisfied: rfc3339-validator==0.1.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 527)) (0.1.4)\n",
+            "Requirement already satisfied: rfc3986-validator==0.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 528)) (0.1.1)\n",
+            "Requirement already satisfied: rfc3987-syntax==1.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 529)) (1.1.0)\n",
+            "Requirement already satisfied: rich==13.9.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 530)) (13.9.4)\n",
+            "Requirement already satisfied: rmm-cu12==25.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 531)) (25.6.0)\n",
+            "Requirement already satisfied: roman-numerals-py==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 532)) (3.1.0)\n",
+            "Requirement already satisfied: rpds-py==0.27.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 533)) (0.27.1)\n",
+            "Requirement already satisfied: rpy2==3.5.17 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 534)) (3.5.17)\n",
+            "Requirement already satisfied: rsa==4.9.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 535)) (4.9.1)\n",
+            "Requirement already satisfied: ruff==0.13.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 536)) (0.13.2)\n",
+            "Requirement already satisfied: safehttpx==0.1.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 537)) (0.1.6)\n",
+            "Requirement already satisfied: safetensors==0.6.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 538)) (0.6.2)\n",
+            "Requirement already satisfied: scikit-image==0.25.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 539)) (0.25.2)\n",
+            "Requirement already satisfied: scikit-learn==1.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 540)) (1.6.1)\n",
+            "Requirement already satisfied: scipy==1.16.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 541)) (1.16.2)\n",
+            "Requirement already satisfied: scooby==0.10.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 542)) (0.10.2)\n",
+            "Requirement already satisfied: scs==3.2.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 543)) (3.2.8)\n",
+            "Requirement already satisfied: seaborn==0.13.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 544)) (0.13.2)\n",
+            "Requirement already satisfied: SecretStorage==3.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 545)) (3.4.0)\n",
+            "Requirement already satisfied: semantic-version==2.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 546)) (2.10.0)\n",
+            "Requirement already satisfied: Send2Trash==1.8.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 547)) (1.8.3)\n",
+            "Requirement already satisfied: sentence-transformers==5.1.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 548)) (5.1.1)\n",
+            "Requirement already satisfied: sentencepiece==0.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 549)) (0.2.1)\n",
+            "Requirement already satisfied: sentry-sdk==2.39.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 550)) (2.39.0)\n",
+            "Collecting setuptools==80.9.0 (from -r requirements.txt (line 551))\n",
+            "  Downloading setuptools-80.9.0-py3-none-any.whl.metadata (6.6 kB)\n",
+            "Requirement already satisfied: shap==0.48.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 552)) (0.48.0)\n",
+            "Requirement already satisfied: shapely==2.1.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 553)) (2.1.2)\n",
+            "Requirement already satisfied: shellingham==1.5.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 554)) (1.5.4)\n",
+            "Requirement already satisfied: simple-parsing==0.1.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 555)) (0.1.7)\n",
+            "Requirement already satisfied: simplejson==3.20.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 556)) (3.20.2)\n",
+            "Requirement already satisfied: simsimd==6.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 557)) (6.5.3)\n",
+            "Requirement already satisfied: six==1.17.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 558)) (1.17.0)\n",
+            "Requirement already satisfied: sklearn-pandas==2.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 559)) (2.2.0)\n",
+            "Requirement already satisfied: slicer==0.0.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 560)) (0.0.8)\n",
+            "Requirement already satisfied: smart_open==7.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 561)) (7.3.1)\n",
+            "Requirement already satisfied: smmap==5.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 562)) (5.0.2)\n",
+            "Requirement already satisfied: sniffio==1.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 563)) (1.3.1)\n",
+            "Requirement already satisfied: snowballstemmer==3.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 564)) (3.0.1)\n",
+            "Requirement already satisfied: sortedcontainers==2.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 565)) (2.4.0)\n",
+            "Requirement already satisfied: soundfile==0.13.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 566)) (0.13.1)\n",
+            "Requirement already satisfied: soupsieve==2.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 567)) (2.8)\n",
+            "Requirement already satisfied: soxr==1.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 568)) (1.0.0)\n",
+            "Requirement already satisfied: spacy==3.8.7 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 569)) (3.8.7)\n",
+            "Requirement already satisfied: spacy-legacy==3.0.12 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 570)) (3.0.12)\n",
+            "Requirement already satisfied: spacy-loggers==1.0.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 571)) (1.0.5)\n",
+            "Requirement already satisfied: spanner-graph-notebook==1.1.8 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 572)) (1.1.8)\n",
+            "Requirement already satisfied: Sphinx==8.2.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 573)) (8.2.3)\n",
+            "Requirement already satisfied: sphinxcontrib-applehelp==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 574)) (2.0.0)\n",
+            "Requirement already satisfied: sphinxcontrib-devhelp==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 575)) (2.0.0)\n",
+            "Requirement already satisfied: sphinxcontrib-htmlhelp==2.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 576)) (2.1.0)\n",
+            "Requirement already satisfied: sphinxcontrib-jsmath==1.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 577)) (1.0.1)\n",
+            "Requirement already satisfied: sphinxcontrib-qthelp==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 578)) (2.0.0)\n",
+            "Requirement already satisfied: sphinxcontrib-serializinghtml==2.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 579)) (2.0.0)\n",
+            "Requirement already satisfied: SQLAlchemy==2.0.43 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 580)) (2.0.43)\n",
+            "Requirement already satisfied: sqlalchemy-spanner==1.16.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 581)) (1.16.0)\n",
+            "Requirement already satisfied: sqlglot==25.20.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 582)) (25.20.2)\n",
+            "Requirement already satisfied: sqlparse==0.5.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 583)) (0.5.3)\n",
+            "Requirement already satisfied: srsly==2.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 584)) (2.5.1)\n",
+            "Requirement already satisfied: sse-starlette==3.0.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 585)) (3.0.2)\n",
+            "Requirement already satisfied: stanio==0.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 586)) (0.5.1)\n",
+            "Requirement already satisfied: starlette==0.48.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 587)) (0.48.0)\n",
+            "Requirement already satisfied: statsmodels==0.14.5 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 588)) (0.14.5)\n",
+            "Requirement already satisfied: stringzilla==4.0.15 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 589)) (4.0.15)\n",
+            "Requirement already satisfied: stumpy==1.13.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 590)) (1.13.0)\n",
+            "Requirement already satisfied: sympy==1.13.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 591)) (1.13.3)\n",
+            "Requirement already satisfied: tables==3.10.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 592)) (3.10.2)\n",
+            "Requirement already satisfied: tabulate==0.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 593)) (0.9.0)\n",
+            "Requirement already satisfied: tbb==2022.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 594)) (2022.2.0)\n",
+            "Requirement already satisfied: tblib==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 595)) (3.1.0)\n",
+            "Requirement already satisfied: tcmlib==1.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 596)) (1.4.0)\n",
+            "Requirement already satisfied: tenacity==8.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 597)) (8.5.0)\n",
+            "Requirement already satisfied: tensorboard==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 598)) (2.19.0)\n",
+            "Requirement already satisfied: tensorboard-data-server==0.7.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 599)) (0.7.2)\n",
+            "Requirement already satisfied: tensorflow==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 600)) (2.19.0)\n",
+            "Requirement already satisfied: tensorflow-datasets==4.9.9 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 601)) (4.9.9)\n",
+            "Requirement already satisfied: tensorflow-hub==0.16.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 602)) (0.16.1)\n",
+            "Requirement already satisfied: tensorflow-metadata==1.17.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 603)) (1.17.2)\n",
+            "Requirement already satisfied: tensorflow-probability==0.25.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 604)) (0.25.0)\n",
+            "Requirement already satisfied: tensorflow-text==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 605)) (2.19.0)\n",
+            "Requirement already satisfied: tensorflow_decision_forests==1.12.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 606)) (1.12.0)\n",
+            "Requirement already satisfied: tensorstore==0.1.77 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 607)) (0.1.77)\n",
+            "Requirement already satisfied: termcolor==3.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 608)) (3.1.0)\n",
+            "Requirement already satisfied: terminado==0.18.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 609)) (0.18.1)\n",
+            "Requirement already satisfied: text-unidecode==1.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 610)) (1.3)\n",
+            "Requirement already satisfied: textblob==0.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 611)) (0.19.0)\n",
+            "Requirement already satisfied: tf-slim==1.1.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 612)) (1.1.0)\n",
+            "Requirement already satisfied: tf_keras==2.19.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 613)) (2.19.0)\n",
+            "Requirement already satisfied: thinc==8.3.6 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 614)) (8.3.6)\n",
+            "Requirement already satisfied: threadpoolctl==3.6.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 615)) (3.6.0)\n",
+            "Requirement already satisfied: tifffile==2025.9.30 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 616)) (2025.9.30)\n",
+            "Requirement already satisfied: tiktoken==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 617)) (0.11.0)\n",
+            "Requirement already satisfied: timm==1.0.20 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 618)) (1.0.20)\n",
+            "Requirement already satisfied: tinycss2==1.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 619)) (1.4.0)\n",
+            "Collecting tld==0.13.1 (from -r requirements.txt (line 620))\n",
+            "\u001b[33m  WARNING: Retrying (Retry(total=4, connect=None, read=None, redirect=None, status=None)) after connection broken by 'ProtocolError('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))': /packages/dc/70/b2f38360c3fc4bc9b5e8ef429e1fde63749144ac583c2dbdf7e21e27a9ad/tld-0.13.1-py2.py3-none-any.whl.metadata\u001b[0m\u001b[33m\n",
+            "\u001b[0m  Downloading tld-0.13.1-py2.py3-none-any.whl.metadata (10 kB)\n",
+            "Requirement already satisfied: tokenizers==0.22.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 621)) (0.22.1)\n",
+            "Requirement already satisfied: toml==0.10.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 622)) (0.10.2)\n",
+            "Requirement already satisfied: tomlkit==0.13.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 623)) (0.13.3)\n",
+            "Requirement already satisfied: toolz==0.12.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 624)) (0.12.1)\n",
+            "Requirement already satisfied: torch==2.8.0+cu126 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 625)) (2.8.0+cu126)\n",
+            "Requirement already satisfied: torchao==0.10.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 626)) (0.10.0)\n",
+            "Requirement already satisfied: torchaudio==2.8.0+cu126 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 627)) (2.8.0+cu126)\n",
+            "Requirement already satisfied: torchdata==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 628)) (0.11.0)\n",
+            "Requirement already satisfied: torchsummary==1.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 629)) (1.5.1)\n",
+            "Requirement already satisfied: torchtune==0.6.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 630)) (0.6.1)\n",
+            "Requirement already satisfied: torchvision==0.23.0+cu126 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 631)) (0.23.0+cu126)\n",
+            "Requirement already satisfied: tornado==6.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 632)) (6.4.2)\n",
+            "Requirement already satisfied: tqdm==4.67.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 633)) (4.67.1)\n",
+            "Collecting trafilatura==2.0.0 (from -r requirements.txt (line 634))\n",
+            "  Downloading trafilatura-2.0.0-py3-none-any.whl.metadata (12 kB)\n",
+            "Requirement already satisfied: traitlets==5.7.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 635)) (5.7.1)\n",
+            "Requirement already satisfied: traittypes==0.2.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 636)) (0.2.1)\n",
+            "Requirement already satisfied: transformers==4.56.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 637)) (4.56.2)\n",
+            "Requirement already satisfied: treelite==4.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 638)) (4.4.1)\n",
+            "Requirement already satisfied: treescope==0.1.10 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 639)) (0.1.10)\n",
+            "Requirement already satisfied: triton==3.4.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 640)) (3.4.0)\n",
+            "Requirement already satisfied: tsfresh==0.21.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 641)) (0.21.1)\n",
+            "Requirement already satisfied: tweepy==4.16.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 642)) (4.16.0)\n",
+            "Requirement already satisfied: typeguard==4.4.4 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 643)) (4.4.4)\n",
+            "Requirement already satisfied: typer==0.19.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 644)) (0.19.2)\n",
+            "Requirement already satisfied: types-python-dateutil==2.9.0.20250822 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 645)) (2.9.0.20250822)\n",
+            "Requirement already satisfied: types-pytz==2025.2.0.20250809 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 646)) (2025.2.0.20250809)\n",
+            "Requirement already satisfied: types-setuptools==80.9.0.20250822 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 647)) (80.9.0.20250822)\n",
+            "Requirement already satisfied: typing-inspection==0.4.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 648)) (0.4.2)\n",
+            "Requirement already satisfied: typing_extensions==4.15.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 649)) (4.15.0)\n",
+            "Requirement already satisfied: tzdata==2025.2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 650)) (2025.2)\n",
+            "Requirement already satisfied: tzlocal==5.3.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 651)) (5.3.1)\n",
+            "Requirement already satisfied: uc-micro-py==1.0.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 652)) (1.0.3)\n",
+            "Requirement already satisfied: ucx-py-cu12==0.44.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 653)) (0.44.0)\n",
+            "Requirement already satisfied: ucxx-cu12==0.44.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 654)) (0.44.0)\n",
+            "Requirement already satisfied: umap-learn==0.5.9.post2 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 655)) (0.5.9.post2)\n",
+            "Requirement already satisfied: umf==0.11.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 656)) (0.11.0)\n",
+            "Requirement already satisfied: uri-template==1.3.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 657)) (1.3.0)\n",
+            "Requirement already satisfied: uritemplate==4.2.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 658)) (4.2.0)\n",
+            "Requirement already satisfied: urllib3==2.5.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 659)) (2.5.0)\n",
+            "Requirement already satisfied: uvicorn==0.37.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 660)) (0.37.0)\n",
+            "Requirement already satisfied: vega-datasets==0.9.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 661)) (0.9.0)\n",
+            "Requirement already satisfied: wadllib==1.3.6 in /usr/lib/python3/dist-packages (from -r requirements.txt (line 662)) (1.3.6)\n",
+            "Requirement already satisfied: wandb==0.22.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 663)) (0.22.1)\n",
+            "Requirement already satisfied: wasabi==1.1.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 664)) (1.1.3)\n",
+            "Requirement already satisfied: watchdog==6.0.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 665)) (6.0.0)\n",
+            "Requirement already satisfied: wcwidth==0.2.14 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 666)) (0.2.14)\n",
+            "Requirement already satisfied: weasel==0.4.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 667)) (0.4.1)\n",
+            "Requirement already satisfied: webcolors==24.11.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 668)) (24.11.1)\n",
+            "Requirement already satisfied: webencodings==0.5.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 669)) (0.5.1)\n",
+            "Requirement already satisfied: websocket-client==1.8.0 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 670)) (1.8.0)\n",
+            "Requirement already satisfied: websockets==15.0.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 671)) (15.0.1)\n",
+            "Requirement already satisfied: Werkzeug==3.1.3 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 672)) (3.1.3)\n",
+            "Requirement already satisfied: wheel==0.45.1 in /usr/local/lib/python3.12/dist-packages (from -r requirements.txt (line 673)) (0.45.1)\n",
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+            "\u001b[?25hDownloading lxml_html_clean-0.4.3-py3-none-any.whl (14 kB)\n",
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+            "\u001b[?25hDownloading tld-0.13.1-py2.py3-none-any.whl (274 kB)\n",
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+            "\u001b[?25hInstalling collected packages: tld, setuptools, pypdfium2, pyee, lxml_html_clean, jedi, isodate, playwright, dateparser, courlan, azure-core, pdfminer.six, jusText, htmldate, azure-ai-inference, trafilatura, pdfplumber\n",
+            "  Attempting uninstall: setuptools\n",
+            "    Found existing installation: setuptools 75.2.0\n",
+            "    Uninstalling setuptools-75.2.0:\n",
+            "      Successfully uninstalled setuptools-75.2.0\n",
+            "Successfully installed azure-ai-inference-1.0.0b9 azure-core-1.35.1 courlan-1.3.2 dateparser-1.2.2 htmldate-1.9.3 isodate-0.7.2 jedi-0.19.2 jusText-3.0.2 lxml_html_clean-0.4.3 pdfminer.six-20250506 pdfplumber-0.11.7 playwright-1.55.0 pyee-13.0.0 pypdfium2-4.30.0 setuptools-80.9.0 tld-0.13.1 trafilatura-2.0.0\n"
           ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "application/vnd.colab-display-data+json": {
+              "pip_warning": {
+                "packages": [
+                  "_distutils_hack"
+                ]
+              },
+              "id": "ed966653323148979ed93f39f29ced1e"
+            }
+          },
+          "metadata": {}
         }
       ],
       "source": [
@@ -57,7 +1345,7 @@
         "id": "0f031bce"
       },
       "source": [
-        "## I. Input & Preprocessing"
+        "## **I. Input & Preprocessing**"
       ]
     },
     {
@@ -73,22 +1361,22 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 2,
+      "execution_count": 4,
       "id": "4437641d",
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "4437641d",
-        "outputId": "6172bbdc-c028-4656-c774-95466a24c9c1"
+        "outputId": "34e3d8d9-0e66-47eb-b327-2fc72abae733"
       },
       "outputs": [
         {
-          "name": "stdout",
           "output_type": "stream",
+          "name": "stdout",
           "text": [
-            "Trời ơi, hôm nay nóng quá đi!  \n",
-            "Tôi tin rằng biến đổi khí hậu đang khiến thời tiết trở nên cực đoan hơn.  \n",
+            "Trời ơi, hôm nay nóng quá đi.  \n",
+            "Tôi tin rằng biến đổi khí hậu đang làm thời tiết cực đoan hơn.  \n",
             "Bạn khỏe không?  \n",
             "Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.\n"
           ]
@@ -103,12 +1391,7 @@
         "\n",
         "load_dotenv(\".env\") # load biến môi trường từ file .env\n",
         "\n",
-        "SYSTEM_PROMPT = \"\"\"Ghi lại chính xác những gì người dùng nhập vào, nhưng:\n",
-        "- Sửa lỗi chính tả và ngữ pháp.\n",
-        "- Viết đầy đủ các từ viết tắt.\n",
-        "- Chuyển các từ lóng, teencode, hoặc từ tiếng Việt không dấu sang dạng tiếng Việt chuẩn, có dấu, đúng chính tả.\n",
-        "- Giữ nguyên ý nghĩa gốc của câu.\n",
-        "- Không thay đổi giọng điệu (ví dụ: trang trọng hay thân mật) trừ khi có lỗi ngữ pháp rõ ràng.\"\"\"\n",
+        "SYSTEM_PROMPT = \"Ghi lại những gì người dùng nhập vào nhưng đúng chính tả và ngữ pháp. Đối với các từ viết tắt hãy ghi ra đầy đủ. Những từ lóng, teencode, từ tiếng Việt nhưng viết không dấu, ... hãy chuyển về ngôn ngữ phổ thông.\"\n",
         "\n",
         "INPUT_TEXT = \"\"\"Troi oi, hom nay nong qua di\n",
         "Tôi tin rằng biến đổi khí hậu đang làm thời tiết cực đoan hơn.\n",
@@ -157,7 +1440,7 @@
         "id": "hOLiVBpZgKIy"
       },
       "source": [
-        "## II. Claim Detection"
+        "## **II. Claim Detection**"
       ]
     },
     {
@@ -173,22 +1456,22 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 4,
+      "execution_count": null,
       "id": "0jkUpzEPhFLT",
       "metadata": {
         "colab": {
           "base_uri": "https://localhost:8080/"
         },
         "id": "0jkUpzEPhFLT",
-        "outputId": "fd6dc2ab-d843-4b49-e6db-7082b108f08a"
+        "outputId": "1e96c096-2967-4c7a-e340-c597aa16e395"
       },
       "outputs": [
         {
           "name": "stdout",
           "output_type": "stream",
           "text": [
-            "Biến đổi khí hậu đang làm thời tiết cực đoan hơn.  \n",
-            "Nhiệt độ toàn cầu đã tăng 1.1 độ C trong 100 năm qua.\n"
+            "Biến đổi khí hậu đang làm thời tiết trở nên cực đoan hơn.  \n",
+            "Nhiệt độ toàn cầu đã tăng 1.1°C trong 100 năm qua.\n"
           ]
         }
       ],
@@ -237,15 +1520,19 @@
     {
       "cell_type": "markdown",
       "id": "0f1cf172",
-      "metadata": {},
+      "metadata": {
+        "id": "0f1cf172"
+      },
       "source": [
-        "## III. Document Retrieval"
+        "## **III. Document Retrieval**"
       ]
     },
     {
       "cell_type": "markdown",
       "id": "6327787c",
-      "metadata": {},
+      "metadata": {
+        "id": "6327787c"
+      },
       "source": [
         "- Input: Danh sách các claim (chuỗi văn bản tiếng Việt ngắn) được tạo ra từ Module 2 (sau khi đã tiền xử lý và tách các khẳng định có thể kiểm chứng).\n",
         "- Output: Tập hợp kết quả truy xuất tài liệu cho từng claim bao gồm tiêu đề, đường dẫn, và đoạn mô tả ngắn (snippet) của các bài viết từ Google Search."
@@ -253,9 +1540,11 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 5,
+      "execution_count": null,
       "id": "ddfc3800",
-      "metadata": {},
+      "metadata": {
+        "id": "ddfc3800"
+      },
       "outputs": [],
       "source": [
         "import os\n",
@@ -368,9 +1657,12 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 6,
+      "execution_count": null,
       "id": "c361af72",
-      "metadata": {},
+      "metadata": {
+        "id": "c361af72",
+        "outputId": "3911d0dc-274a-4b20-9c7d-4147e7bf4330"
+      },
       "outputs": [
         {
           "name": "stdout",
@@ -447,30 +1739,10415 @@
         "\n",
         "print(\"\\nHoàn tất! Kết quả được lưu trong: document_retrieval_results.json\")"
       ]
-    }
-  ],
-  "metadata": {
-    "colab": {
-      "provenance": []
     },
-    "kernelspec": {
-      "display_name": "asda",
-      "language": "python",
-      "name": "python3"
+    {
+      "cell_type": "markdown",
+      "id": "vBPv5pmkHG9P",
+      "metadata": {
+        "id": "vBPv5pmkHG9P"
+      },
+      "source": [
+        "## **IV. Evidence Selection**"
+      ]
     },
-    "language_info": {
-      "codemirror_mode": {
-        "name": "ipython",
-        "version": 3
+    {
+      "cell_type": "code",
+      "execution_count": 16,
+      "id": "wVdx5j24HKcp",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "wVdx5j24HKcp",
+        "outputId": "0e94e218-63a3-4d08-e30d-3f4d2e2f25a8"
       },
-      "file_extension": ".py",
-      "mimetype": "text/x-python",
-      "name": "python",
-      "nbconvert_exporter": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.12.9"
-    }
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Downloading Chromium 140.0.7339.16 (playwright build v1187)\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/chromium/1187/chromium-linux.zip\u001b[22m\n",
+            "\u001b[1G173.7 MiB [] 0% 0.0s\u001b[0K\u001b[1G173.7 MiB [] 0% 2.9s\u001b[0K\u001b[1G173.7 MiB [] 1% 2.0s\u001b[0K\u001b[1G173.7 MiB [] 2% 4.6s\u001b[0K\u001b[1G173.7 MiB [] 3% 3.6s\u001b[0K\u001b[1G173.7 MiB [] 4% 3.1s\u001b[0K\u001b[1G173.7 MiB [] 5% 3.0s\u001b[0K\u001b[1G173.7 MiB [] 6% 2.7s\u001b[0K\u001b[1G173.7 MiB [] 6% 2.6s\u001b[0K\u001b[1G173.7 MiB [] 8% 2.3s\u001b[0K\u001b[1G173.7 MiB [] 9% 2.2s\u001b[0K\u001b[1G173.7 MiB [] 10% 2.1s\u001b[0K\u001b[1G173.7 MiB [] 12% 2.0s\u001b[0K\u001b[1G173.7 MiB [] 13% 2.0s\u001b[0K\u001b[1G173.7 MiB [] 14% 1.9s\u001b[0K\u001b[1G173.7 MiB [] 15% 1.8s\u001b[0K\u001b[1G173.7 MiB [] 17% 1.7s\u001b[0K\u001b[1G173.7 MiB [] 18% 1.6s\u001b[0K\u001b[1G173.7 MiB [] 20% 1.5s\u001b[0K\u001b[1G173.7 MiB [] 21% 1.5s\u001b[0K\u001b[1G173.7 MiB [] 21% 1.6s\u001b[0K\u001b[1G173.7 MiB [] 21% 1.7s\u001b[0K\u001b[1G173.7 MiB [] 21% 1.8s\u001b[0K\u001b[1G173.7 MiB [] 22% 1.8s\u001b[0K\u001b[1G173.7 MiB [] 22% 1.9s\u001b[0K\u001b[1G173.7 MiB [] 22% 2.0s\u001b[0K\u001b[1G173.7 MiB [] 22% 2.1s\u001b[0K\u001b[1G173.7 MiB [] 23% 2.0s\u001b[0K\u001b[1G173.7 MiB [] 24% 1.9s\u001b[0K\u001b[1G173.7 MiB [] 25% 2.0s\u001b[0K\u001b[1G173.7 MiB [] 26% 1.9s\u001b[0K\u001b[1G173.7 MiB [] 28% 1.8s\u001b[0K\u001b[1G173.7 MiB [] 29% 1.8s\u001b[0K\u001b[1G173.7 MiB [] 31% 1.6s\u001b[0K\u001b[1G173.7 MiB [] 33% 1.5s\u001b[0K\u001b[1G173.7 MiB [] 35% 1.5s\u001b[0K\u001b[1G173.7 MiB [] 36% 1.4s\u001b[0K\u001b[1G173.7 MiB [] 38% 1.3s\u001b[0K\u001b[1G173.7 MiB [] 39% 1.3s\u001b[0K\u001b[1G173.7 MiB [] 41% 1.2s\u001b[0K\u001b[1G173.7 MiB [] 42% 1.2s\u001b[0K\u001b[1G173.7 MiB [] 43% 1.2s\u001b[0K\u001b[1G173.7 MiB [] 44% 1.2s\u001b[0K\u001b[1G173.7 MiB [] 45% 1.2s\u001b[0K\u001b[1G173.7 MiB [] 47% 1.1s\u001b[0K\u001b[1G173.7 MiB [] 49% 1.0s\u001b[0K\u001b[1G173.7 MiB [] 50% 1.0s\u001b[0K\u001b[1G173.7 MiB [] 52% 0.9s\u001b[0K\u001b[1G173.7 MiB [] 53% 0.9s\u001b[0K\u001b[1G173.7 MiB [] 55% 0.9s\u001b[0K\u001b[1G173.7 MiB [] 56% 0.8s\u001b[0K\u001b[1G173.7 MiB [] 58% 0.8s\u001b[0K\u001b[1G173.7 MiB [] 59% 0.8s\u001b[0K\u001b[1G173.7 MiB [] 61% 0.7s\u001b[0K\u001b[1G173.7 MiB [] 63% 0.7s\u001b[0K\u001b[1G173.7 MiB [] 64% 0.7s\u001b[0K\u001b[1G173.7 MiB [] 65% 0.7s\u001b[0K\u001b[1G173.7 MiB [] 66% 0.6s\u001b[0K\u001b[1G173.7 MiB [] 68% 0.6s\u001b[0K\u001b[1G173.7 MiB [] 70% 0.6s\u001b[0K\u001b[1G173.7 MiB [] 72% 0.5s\u001b[0K\u001b[1G173.7 MiB [] 74% 0.5s\u001b[0K\u001b[1G173.7 MiB [] 75% 0.4s\u001b[0K\u001b[1G173.7 MiB [] 77% 0.4s\u001b[0K\u001b[1G173.7 MiB [] 79% 0.4s\u001b[0K\u001b[1G173.7 MiB [] 80% 0.4s\u001b[0K\u001b[1G173.7 MiB [] 81% 0.3s\u001b[0K\u001b[1G173.7 MiB [] 82% 0.3s\u001b[0K\u001b[1G173.7 MiB [] 83% 0.3s\u001b[0K\u001b[1G173.7 MiB [] 85% 0.3s\u001b[0K\u001b[1G173.7 MiB [] 87% 0.2s\u001b[0K\u001b[1G173.7 MiB [] 88% 0.2s\u001b[0K\u001b[1G173.7 MiB [] 89% 0.2s\u001b[0K\u001b[1G173.7 MiB [] 90% 0.2s\u001b[0K\u001b[1G173.7 MiB [] 92% 0.1s\u001b[0K\u001b[1G173.7 MiB [] 93% 0.1s\u001b[0K\u001b[1G173.7 MiB [] 95% 0.1s\u001b[0K\u001b[1G173.7 MiB [] 97% 0.0s\u001b[0K\u001b[1G173.7 MiB [] 99% 0.0s\u001b[0K\u001b[1G173.7 MiB [] 100% 0.0s\u001b[0K\n",
+            "Chromium 140.0.7339.16 (playwright build v1187) downloaded to /root/.cache/ms-playwright/chromium-1187\n",
+            "Downloading Chromium Headless Shell 140.0.7339.16 (playwright build v1187)\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/chromium/1187/chromium-headless-shell-linux.zip\u001b[22m\n",
+            "\u001b[1G104.3 MiB [] 0% 0.0s\u001b[0K\u001b[1G104.3 MiB [] 0% 2.3s\u001b[0K\u001b[1G104.3 MiB [] 2% 1.5s\u001b[0K\u001b[1G104.3 MiB [] 3% 1.4s\u001b[0K\u001b[1G104.3 MiB [] 5% 1.2s\u001b[0K\u001b[1G104.3 MiB [] 6% 1.1s\u001b[0K\u001b[1G104.3 MiB [] 8% 1.1s\u001b[0K\u001b[1G104.3 MiB [] 8% 1.2s\u001b[0K\u001b[1G104.3 MiB [] 10% 1.1s\u001b[0K\u001b[1G104.3 MiB [] 11% 1.2s\u001b[0K\u001b[1G104.3 MiB [] 12% 1.1s\u001b[0K\u001b[1G104.3 MiB [] 14% 1.0s\u001b[0K\u001b[1G104.3 MiB [] 16% 1.0s\u001b[0K\u001b[1G104.3 MiB [] 18% 0.9s\u001b[0K\u001b[1G104.3 MiB [] 20% 0.9s\u001b[0K\u001b[1G104.3 MiB [] 21% 0.9s\u001b[0K\u001b[1G104.3 MiB [] 23% 0.8s\u001b[0K\u001b[1G104.3 MiB [] 24% 0.8s\u001b[0K\u001b[1G104.3 MiB [] 26% 0.8s\u001b[0K\u001b[1G104.3 MiB [] 28% 0.8s\u001b[0K\u001b[1G104.3 MiB [] 30% 0.7s\u001b[0K\u001b[1G104.3 MiB [] 33% 0.7s\u001b[0K\u001b[1G104.3 MiB [] 34% 0.7s\u001b[0K\u001b[1G104.3 MiB [] 37% 0.6s\u001b[0K\u001b[1G104.3 MiB [] 39% 0.6s\u001b[0K\u001b[1G104.3 MiB [] 42% 0.6s\u001b[0K\u001b[1G104.3 MiB [] 43% 0.5s\u001b[0K\u001b[1G104.3 MiB [] 44% 0.5s\u001b[0K\u001b[1G104.3 MiB [] 46% 0.5s\u001b[0K\u001b[1G104.3 MiB [] 49% 0.5s\u001b[0K\u001b[1G104.3 MiB [] 52% 0.4s\u001b[0K\u001b[1G104.3 MiB [] 55% 0.4s\u001b[0K\u001b[1G104.3 MiB [] 58% 0.4s\u001b[0K\u001b[1G104.3 MiB [] 60% 0.3s\u001b[0K\u001b[1G104.3 MiB [] 63% 0.3s\u001b[0K\u001b[1G104.3 MiB [] 66% 0.3s\u001b[0K\u001b[1G104.3 MiB [] 69% 0.3s\u001b[0K\u001b[1G104.3 MiB [] 71% 0.2s\u001b[0K\u001b[1G104.3 MiB [] 74% 0.2s\u001b[0K\u001b[1G104.3 MiB [] 76% 0.2s\u001b[0K\u001b[1G104.3 MiB [] 79% 0.2s\u001b[0K\u001b[1G104.3 MiB [] 82% 0.1s\u001b[0K\u001b[1G104.3 MiB [] 85% 0.1s\u001b[0K\u001b[1G104.3 MiB [] 88% 0.1s\u001b[0K\u001b[1G104.3 MiB [] 91% 0.1s\u001b[0K\u001b[1G104.3 MiB [] 93% 0.1s\u001b[0K\u001b[1G104.3 MiB [] 96% 0.0s\u001b[0K\u001b[1G104.3 MiB [] 99% 0.0s\u001b[0K\u001b[1G104.3 MiB [] 100% 0.0s\u001b[0K\n",
+            "Chromium Headless Shell 140.0.7339.16 (playwright build v1187) downloaded to /root/.cache/ms-playwright/chromium_headless_shell-1187\n",
+            "Downloading Firefox 141.0 (playwright build v1490)\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/firefox/1490/firefox-ubuntu-22.04.zip\u001b[22m\n",
+            "\u001b[1G96 MiB [] 0% 0.0s\u001b[0K\u001b[1G96 MiB [] 0% 2.4s\u001b[0K\u001b[1G96 MiB [] 1% 1.6s\u001b[0K\u001b[1G96 MiB [] 3% 1.5s\u001b[0K\u001b[1G96 MiB [] 4% 1.3s\u001b[0K\u001b[1G96 MiB [] 6% 1.2s\u001b[0K\u001b[1G96 MiB [] 7% 1.2s\u001b[0K\u001b[1G96 MiB [] 9% 1.1s\u001b[0K\u001b[1G96 MiB [] 9% 1.3s\u001b[0K\u001b[1G96 MiB [] 10% 1.3s\u001b[0K\u001b[1G96 MiB [] 11% 1.2s\u001b[0K\u001b[1G96 MiB [] 12% 1.3s\u001b[0K\u001b[1G96 MiB [] 14% 1.2s\u001b[0K\u001b[1G96 MiB [] 15% 1.1s\u001b[0K\u001b[1G96 MiB [] 16% 1.2s\u001b[0K\u001b[1G96 MiB [] 17% 1.1s\u001b[0K\u001b[1G96 MiB [] 19% 1.1s\u001b[0K\u001b[1G96 MiB [] 19% 1.2s\u001b[0K\u001b[1G96 MiB [] 20% 1.4s\u001b[0K\u001b[1G96 MiB [] 20% 1.5s\u001b[0K\u001b[1G96 MiB [] 20% 1.6s\u001b[0K\u001b[1G96 MiB [] 20% 1.7s\u001b[0K\u001b[1G96 MiB [] 20% 1.8s\u001b[0K\u001b[1G96 MiB [] 20% 1.9s\u001b[0K\u001b[1G96 MiB [] 20% 2.0s\u001b[0K\u001b[1G96 MiB [] 22% 1.9s\u001b[0K\u001b[1G96 MiB [] 23% 1.8s\u001b[0K\u001b[1G96 MiB [] 25% 1.8s\u001b[0K\u001b[1G96 MiB [] 26% 1.7s\u001b[0K\u001b[1G96 MiB [] 27% 1.6s\u001b[0K\u001b[1G96 MiB [] 29% 1.5s\u001b[0K\u001b[1G96 MiB [] 30% 1.5s\u001b[0K\u001b[1G96 MiB [] 32% 1.4s\u001b[0K\u001b[1G96 MiB [] 34% 1.3s\u001b[0K\u001b[1G96 MiB [] 36% 1.3s\u001b[0K\u001b[1G96 MiB [] 37% 1.2s\u001b[0K\u001b[1G96 MiB [] 38% 1.2s\u001b[0K\u001b[1G96 MiB [] 39% 1.1s\u001b[0K\u001b[1G96 MiB [] 41% 1.1s\u001b[0K\u001b[1G96 MiB [] 43% 1.0s\u001b[0K\u001b[1G96 MiB [] 44% 1.0s\u001b[0K\u001b[1G96 MiB [] 45% 1.0s\u001b[0K\u001b[1G96 MiB [] 46% 1.0s\u001b[0K\u001b[1G96 MiB [] 47% 1.0s\u001b[0K\u001b[1G96 MiB [] 50% 0.9s\u001b[0K\u001b[1G96 MiB [] 51% 0.9s\u001b[0K\u001b[1G96 MiB [] 54% 0.8s\u001b[0K\u001b[1G96 MiB [] 56% 0.8s\u001b[0K\u001b[1G96 MiB [] 58% 0.7s\u001b[0K\u001b[1G96 MiB [] 60% 0.7s\u001b[0K\u001b[1G96 MiB [] 61% 0.6s\u001b[0K\u001b[1G96 MiB [] 62% 0.6s\u001b[0K\u001b[1G96 MiB [] 64% 0.6s\u001b[0K\u001b[1G96 MiB [] 65% 0.6s\u001b[0K\u001b[1G96 MiB [] 66% 0.6s\u001b[0K\u001b[1G96 MiB [] 68% 0.5s\u001b[0K\u001b[1G96 MiB [] 70% 0.5s\u001b[0K\u001b[1G96 MiB [] 73% 0.4s\u001b[0K\u001b[1G96 MiB [] 75% 0.4s\u001b[0K\u001b[1G96 MiB [] 76% 0.4s\u001b[0K\u001b[1G96 MiB [] 78% 0.3s\u001b[0K\u001b[1G96 MiB [] 80% 0.3s\u001b[0K\u001b[1G96 MiB [] 83% 0.3s\u001b[0K\u001b[1G96 MiB [] 85% 0.2s\u001b[0K\u001b[1G96 MiB [] 87% 0.2s\u001b[0K\u001b[1G96 MiB [] 89% 0.2s\u001b[0K\u001b[1G96 MiB [] 91% 0.1s\u001b[0K\u001b[1G96 MiB [] 92% 0.1s\u001b[0K\u001b[1G96 MiB [] 94% 0.1s\u001b[0K\u001b[1G96 MiB [] 96% 0.0s\u001b[0K\u001b[1G96 MiB [] 98% 0.0s\u001b[0K\u001b[1G96 MiB [] 100% 0.0s\u001b[0K\n",
+            "Firefox 141.0 (playwright build v1490) downloaded to /root/.cache/ms-playwright/firefox-1490\n",
+            "Downloading Webkit 26.0 (playwright build v2203)\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/webkit/2203/webkit-ubuntu-22.04.zip\u001b[22m\n",
+            "\u001b[1G94.6 MiB [] 0% 0.0s\u001b[0K\u001b[1G94.6 MiB [] 0% 1.6s\u001b[0K\u001b[1G94.6 MiB [] 2% 1.2s\u001b[0K\u001b[1G94.6 MiB [] 4% 1.0s\u001b[0K\u001b[1G94.6 MiB [] 6% 0.9s\u001b[0K\u001b[1G94.6 MiB [] 8% 0.9s\u001b[0K\u001b[1G94.6 MiB [] 9% 0.9s\u001b[0K\u001b[1G94.6 MiB [] 11% 0.9s\u001b[0K\u001b[1G94.6 MiB [] 13% 0.9s\u001b[0K\u001b[1G94.6 MiB [] 15% 0.8s\u001b[0K\u001b[1G94.6 MiB [] 16% 0.8s\u001b[0K\u001b[1G94.6 MiB [] 18% 0.8s\u001b[0K\u001b[1G94.6 MiB [] 20% 0.7s\u001b[0K\u001b[1G94.6 MiB [] 23% 0.7s\u001b[0K\u001b[1G94.6 MiB [] 24% 0.7s\u001b[0K\u001b[1G94.6 MiB [] 26% 0.7s\u001b[0K\u001b[1G94.6 MiB [] 28% 0.7s\u001b[0K\u001b[1G94.6 MiB [] 31% 0.6s\u001b[0K\u001b[1G94.6 MiB [] 33% 0.6s\u001b[0K\u001b[1G94.6 MiB [] 36% 0.5s\u001b[0K\u001b[1G94.6 MiB [] 38% 0.5s\u001b[0K\u001b[1G94.6 MiB [] 41% 0.5s\u001b[0K\u001b[1G94.6 MiB [] 43% 0.5s\u001b[0K\u001b[1G94.6 MiB [] 46% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 47% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 48% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 50% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 53% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 56% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 59% 0.3s\u001b[0K\u001b[1G94.6 MiB [] 62% 0.3s\u001b[0K\u001b[1G94.6 MiB [] 65% 0.3s\u001b[0K\u001b[1G94.6 MiB [] 67% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 70% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 73% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 75% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 77% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 79% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 81% 0.1s\u001b[0K\u001b[1G94.6 MiB [] 83% 0.1s\u001b[0K\u001b[1G94.6 MiB [] 84% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 85% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 85% 0.3s\u001b[0K\u001b[1G94.6 MiB [] 86% 0.3s\u001b[0K\u001b[1G94.6 MiB [] 87% 0.3s\u001b[0K\u001b[1G94.6 MiB [] 87% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 88% 0.4s\u001b[0K\u001b[1G94.6 MiB [] 92% 0.3s\u001b[0K\u001b[1G94.6 MiB [] 92% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 94% 0.2s\u001b[0K\u001b[1G94.6 MiB [] 95% 0.1s\u001b[0K\u001b[1G94.6 MiB [] 98% 0.1s\u001b[0K\u001b[1G94.6 MiB [] 99% 0.0s\u001b[0K\u001b[1G94.6 MiB [] 100% 0.0s\u001b[0K\n",
+            "Webkit 26.0 (playwright build v2203) downloaded to /root/.cache/ms-playwright/webkit-2203\n",
+            "Downloading FFMPEG playwright build v1011\u001b[2m from https://cdn.playwright.dev/dbazure/download/playwright/builds/ffmpeg/1011/ffmpeg-linux.zip\u001b[22m\n",
+            "\u001b[1G2.3 MiB [] 0% 0.0s\u001b[0K\u001b[1G2.3 MiB [] 48% 0.0s\u001b[0K\u001b[1G2.3 MiB [] 100% 0.0s\u001b[0K\n",
+            "FFMPEG playwright build v1011 downloaded to /root/.cache/ms-playwright/ffmpeg-1011\n",
+            "Playwright Host validation warning: \n",
+            "╔══════════════════════════════════════════════════════╗\n",
+            "║ Host system is missing dependencies to run browsers. ║\n",
+            "║ Missing libraries:                                   ║\n",
+            "║     libwoff2dec.so.1.0.2                             ║\n",
+            "║     libgstgl-1.0.so.0                                ║\n",
+            "║     libgstcodecparsers-1.0.so.0                      ║\n",
+            "║     libavif.so.13                                    ║\n",
+            "║     libharfbuzz-icu.so.0                             ║\n",
+            "║     libenchant-2.so.2                                ║\n",
+            "║     libsecret-1.so.0                                 ║\n",
+            "║     libhyphen.so.0                                   ║\n",
+            "║     libmanette-0.2.so.0                              ║\n",
+            "╚══════════════════════════════════════════════════════╝\n",
+            "    at validateDependenciesLinux (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/server/registry/dependencies.js:269:9)\n",
+            "\u001b[90m    at process.processTicksAndRejections (node:internal/process/task_queues:105:5)\u001b[39m\n",
+            "    at async Registry._validateHostRequirements (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/server/registry/index.js:934:14)\n",
+            "    at async Registry._validateHostRequirementsForExecutableIfNeeded (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/server/registry/index.js:1056:7)\n",
+            "    at async Registry.validateHostRequirementsForExecutablesIfNeeded (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/server/registry/index.js:1045:7)\n",
+            "    at async i.<anonymous> (/usr/local/lib/python3.12/dist-packages/playwright/driver/package/lib/cli/program.js:217:7)\n",
+            "Installing dependencies...\n",
+            "Hit:1 https://cli.github.com/packages stable InRelease\n",
+            "Get:2 https://cloud.r-project.org/bin/linux/ubuntu jammy-cran40/ InRelease [3,632 B]\n",
+            "Hit:3 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64  InRelease\n",
+            "Hit:4 http://archive.ubuntu.com/ubuntu jammy InRelease\n",
+            "Get:5 http://security.ubuntu.com/ubuntu jammy-security InRelease [129 kB]\n",
+            "Get:6 http://archive.ubuntu.com/ubuntu jammy-updates InRelease [128 kB]\n",
+            "Get:7 https://r2u.stat.illinois.edu/ubuntu jammy InRelease [6,555 B]\n",
+            "Get:8 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy InRelease [18.1 kB]\n",
+            "Get:9 http://archive.ubuntu.com/ubuntu jammy-backports InRelease [127 kB]\n",
+            "Get:10 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy InRelease [24.3 kB]\n",
+            "Get:11 https://r2u.stat.illinois.edu/ubuntu jammy/main amd64 Packages [2,811 kB]\n",
+            "Get:12 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 Packages [3,750 kB]\n",
+            "Hit:13 https://ppa.launchpadcontent.net/ubuntugis/ppa/ubuntu jammy InRelease\n",
+            "Get:14 https://ppa.launchpadcontent.net/deadsnakes/ppa/ubuntu jammy/main amd64 Packages [32.8 kB]\n",
+            "Get:15 http://security.ubuntu.com/ubuntu jammy-security/restricted amd64 Packages [5,727 kB]\n",
+            "Get:16 https://ppa.launchpadcontent.net/graphics-drivers/ppa/ubuntu jammy/main amd64 Packages [44.9 kB]\n",
+            "Get:17 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 Packages [1,582 kB]\n",
+            "Get:18 https://r2u.stat.illinois.edu/ubuntu jammy/main all Packages [9,348 kB]\n",
+            "Get:19 http://security.ubuntu.com/ubuntu jammy-security/main amd64 Packages [3,425 kB]\n",
+            "Get:20 http://security.ubuntu.com/ubuntu jammy-security/universe amd64 Packages [1,276 kB]\n",
+            "Fetched 28.4 MB in 5s (6,112 kB/s)\n",
+            "Reading package lists... Done\n",
+            "W: Skipping acquire of configured file 'main/source/Sources' as repository 'https://r2u.stat.illinois.edu/ubuntu jammy InRelease' does not seem to provide it (sources.list entry misspelt?)\n",
+            "Reading package lists... Done\n",
+            "Building dependency tree... Done\n",
+            "Reading state information... Done\n",
+            "fonts-liberation is already the newest version (1:1.07.4-11).\n",
+            "libasound2 is already the newest version (1.2.6.1-1ubuntu1).\n",
+            "libasound2 set to manually installed.\n",
+            "libatk-bridge2.0-0 is already the newest version (2.38.0-3).\n",
+            "libatk-bridge2.0-0 set to manually installed.\n",
+            "libatk1.0-0 is already the newest version (2.36.0-3build1).\n",
+            "libatk1.0-0 set to manually installed.\n",
+            "libatspi2.0-0 is already the newest version (2.44.0-3).\n",
+            "libatspi2.0-0 set to manually installed.\n",
+            "libcairo-gobject2 is already the newest version (1.16.0-5ubuntu2).\n",
+            "libcairo-gobject2 set to manually installed.\n",
+            "libcairo2 is already the newest version (1.16.0-5ubuntu2).\n",
+            "libcairo2 set to manually installed.\n",
+            "libegl1 is already the newest version (1.4.0-1).\n",
+            "libepoxy0 is already the newest version (1.5.10-1).\n",
+            "libepoxy0 set to manually installed.\n",
+            "libevent-2.1-7 is already the newest version (2.1.12-stable-1build3).\n",
+            "libevent-2.1-7 set to manually installed.\n",
+            "libfontconfig1 is already the newest version (2.13.1-4.2ubuntu5).\n",
+            "libgles2 is already the newest version (1.4.0-1).\n",
+            "libglx0 is already the newest version (1.4.0-1).\n",
+            "libglx0 set to manually installed.\n",
+            "libicu70 is already the newest version (70.1-2).\n",
+            "libicu70 set to manually installed.\n",
+            "libjpeg-turbo8 is already the newest version (2.1.2-0ubuntu1).\n",
+            "libjpeg-turbo8 set to manually installed.\n",
+            "liblcms2-2 is already the newest version (2.12~rc1-2build2).\n",
+            "liblcms2-2 set to manually installed.\n",
+            "libopengl0 is already the newest version (1.4.0-1).\n",
+            "libopus0 is already the newest version (1.3.1-0.1build2).\n",
+            "libopus0 set to manually installed.\n",
+            "libpng16-16 is already the newest version (1.6.37-3build5).\n",
+            "libpng16-16 set to manually installed.\n",
+            "libxcb-shm0 is already the newest version (1.14-3ubuntu3).\n",
+            "libxcb-shm0 set to manually installed.\n",
+            "libxcb1 is already the newest version (1.14-3ubuntu3).\n",
+            "libxcb1 set to manually installed.\n",
+            "libxcomposite1 is already the newest version (1:0.4.5-1build2).\n",
+            "libxcomposite1 set to manually installed.\n",
+            "libxcursor1 is already the newest version (1:1.2.0-2build4).\n",
+            "libxcursor1 set to manually installed.\n",
+            "libxdamage1 is already the newest version (1:1.1.5-2build2).\n",
+            "libxdamage1 set to manually installed.\n",
+            "libxext6 is already the newest version (2:1.3.4-1build1).\n",
+            "libxfixes3 is already the newest version (1:6.0.0-1).\n",
+            "libxfixes3 set to manually installed.\n",
+            "libxi6 is already the newest version (2:1.8-1build1).\n",
+            "libxi6 set to manually installed.\n",
+            "libxkbcommon0 is already the newest version (1.4.0-1).\n",
+            "libxkbcommon0 set to manually installed.\n",
+            "libxrandr2 is already the newest version (2:1.5.2-1build1).\n",
+            "libxrandr2 set to manually installed.\n",
+            "libxrender1 is already the newest version (1:0.9.10-1build4).\n",
+            "libx264-163 is already the newest version (2:0.163.3060+git5db6aa6-2build1).\n",
+            "libx264-163 set to manually installed.\n",
+            "libatomic1 is already the newest version (12.3.0-1ubuntu1~22.04.2).\n",
+            "libatomic1 set to manually installed.\n",
+            "libcups2 is already the newest version (2.4.1op1-1ubuntu4.12).\n",
+            "libcups2 set to manually installed.\n",
+            "libdbus-1-3 is already the newest version (1.12.20-2ubuntu4.1).\n",
+            "libdbus-1-3 set to manually installed.\n",
+            "libdrm2 is already the newest version (2.4.113-2~ubuntu0.22.04.1).\n",
+            "libdrm2 set to manually installed.\n",
+            "libfreetype6 is already the newest version (2.11.1+dfsg-1ubuntu0.3).\n",
+            "libfreetype6 set to manually installed.\n",
+            "libgbm1 is already the newest version (23.2.1-1ubuntu3.1~22.04.3).\n",
+            "libgbm1 set to manually installed.\n",
+            "libgdk-pixbuf-2.0-0 is already the newest version (2.42.8+dfsg-1ubuntu0.4).\n",
+            "libgdk-pixbuf-2.0-0 set to manually installed.\n",
+            "libglib2.0-0 is already the newest version (2.72.4-0ubuntu2.6).\n",
+            "libgstreamer-plugins-base1.0-0 is already the newest version (1.20.1-1ubuntu0.5).\n",
+            "libgstreamer-plugins-base1.0-0 set to manually installed.\n",
+            "libgstreamer1.0-0 is already the newest version (1.20.3-0ubuntu1.1).\n",
+            "libgstreamer1.0-0 set to manually installed.\n",
+            "libgtk-3-0 is already the newest version (3.24.33-1ubuntu2.2).\n",
+            "libgtk-3-0 set to manually installed.\n",
+            "libgtk-4-1 is already the newest version (4.6.9+ds-0ubuntu0.22.04.2).\n",
+            "libgtk-4-1 set to manually installed.\n",
+            "libharfbuzz0b is already the newest version (2.7.4-1ubuntu3.2).\n",
+            "libharfbuzz0b set to manually installed.\n",
+            "libnspr4 is already the newest version (2:4.35-0ubuntu0.22.04.1).\n",
+            "libnspr4 set to manually installed.\n",
+            "libnss3 is already the newest version (2:3.98-0ubuntu0.22.04.2).\n",
+            "libnss3 set to manually installed.\n",
+            "libopenjp2-7 is already the newest version (2.4.0-6ubuntu0.4).\n",
+            "libopenjp2-7 set to manually installed.\n",
+            "libpango-1.0-0 is already the newest version (1.50.6+ds-2ubuntu1).\n",
+            "libpango-1.0-0 set to manually installed.\n",
+            "libpangocairo-1.0-0 is already the newest version (1.50.6+ds-2ubuntu1).\n",
+            "libpangocairo-1.0-0 set to manually installed.\n",
+            "libwayland-client0 is already the newest version (1.20.0-1ubuntu0.1).\n",
+            "libwayland-client0 set to manually installed.\n",
+            "libwayland-egl1 is already the newest version (1.20.0-1ubuntu0.1).\n",
+            "libwayland-egl1 set to manually installed.\n",
+            "libwayland-server0 is already the newest version (1.20.0-1ubuntu0.1).\n",
+            "libwayland-server0 set to manually installed.\n",
+            "libwebpdemux2 is already the newest version (1.2.2-2ubuntu0.22.04.2).\n",
+            "libx11-6 is already the newest version (2:1.7.5-1ubuntu0.3).\n",
+            "libx11-6 set to manually installed.\n",
+            "libx11-xcb1 is already the newest version (2:1.7.5-1ubuntu0.3).\n",
+            "libx11-xcb1 set to manually installed.\n",
+            "libxml2 is already the newest version (2.9.13+dfsg-1ubuntu0.9).\n",
+            "libxml2 set to manually installed.\n",
+            "libxslt1.1 is already the newest version (1.1.34-4ubuntu0.22.04.4).\n",
+            "ffmpeg is already the newest version (7:4.4.2-0ubuntu0.22.04.1).\n",
+            "xvfb is already the newest version (2:21.1.4-2ubuntu1.7~22.04.15).\n",
+            "The following additional packages will be installed:\n",
+            "  dictionaries-common glib-networking glib-networking-common\n",
+            "  glib-networking-services gsettings-desktop-schemas hunspell-en-us libaa1\n",
+            "  libabsl20210324 libaspell15 libcdparanoia0 libdca0 libdv4 libdvdnav4\n",
+            "  libdvdread8 libfaad2 libfluidsynth3 libfreeaptx0 libgav1-0 libgssdp-1.2-0\n",
+            "  libgstreamer-plugins-bad1.0-0 libgstreamer-plugins-good1.0-0 libgupnp-1.2-1\n",
+            "  libgupnp-igd-1.0-4 libhunspell-1.7-0 libinstpatch-1.0-2 libjson-glib-1.0-0\n",
+            "  libjson-glib-1.0-common libkate1 libldacbt-enc2 libltc11 libmjpegutils-2.1-0\n",
+            "  libmodplug1 libmpcdec6 libmpeg2encpp-2.1-0 libmplex2-2.1-0 libnice10\n",
+            "  libopenh264-6 libopenni2-0 libqrencode4 libsbc1 libsecret-common libshout3\n",
+            "  libsoundtouch1 libsoup-3.0-common libsoup2.4-1 libsoup2.4-common libspandsp2\n",
+            "  libsrtp2-1 libtag1v5 libtag1v5-vanilla libtext-iconv-perl libv4l-0\n",
+            "  libv4lconvert0 libvisual-0.4-0 libvo-aacenc0 libvo-amrwbenc0 libwavpack1\n",
+            "  libwebrtc-audio-processing1 libwildmidi2 libyuv0 libzbar0 libzxingcore1\n",
+            "  session-migration timgm6mb-soundfont xfonts-encodings xfonts-utils\n",
+            "Suggested packages:\n",
+            "  ispell | aspell | hunspell wordlist frei0r-plugins gvfs hunspell\n",
+            "  openoffice.org-hunspell | openoffice.org-core aspell libdv-bin oss-compat\n",
+            "  libdvdcss2 libenchant-2-voikko gnome-shell | notification-daemon\n",
+            "  libvisual-0.4-plugins libwildmidi-config fluid-soundfont-gm\n",
+            "Recommended packages:\n",
+            "  fonts-ipafont-mincho fonts-tlwg-loma gstreamer1.0-x aspell-en\n",
+            "  | aspell-dictionary | aspell6a-dictionary enchant-2 gstreamer1.0-gl\n",
+            "  libmagickcore-6.q16-6-extra\n",
+            "The following NEW packages will be installed:\n",
+            "  dictionaries-common fonts-freefont-ttf fonts-ipafont-gothic\n",
+            "  fonts-noto-color-emoji fonts-tlwg-loma-otf fonts-unifont fonts-wqy-zenhei\n",
+            "  glib-networking glib-networking-common glib-networking-services\n",
+            "  gsettings-desktop-schemas gstreamer1.0-libav gstreamer1.0-plugins-bad\n",
+            "  gstreamer1.0-plugins-base gstreamer1.0-plugins-good hunspell-en-us libaa1\n",
+            "  libabsl20210324 libaspell15 libavif13 libcdparanoia0 libdbus-glib-1-2\n",
+            "  libdca0 libdv4 libdvdnav4 libdvdread8 libenchant-2-2 libevdev2 libfaad2\n",
+            "  libffi7 libfluidsynth3 libfreeaptx0 libgav1-0 libgssdp-1.2-0\n",
+            "  libgstreamer-gl1.0-0 libgstreamer-plugins-bad1.0-0\n",
+            "  libgstreamer-plugins-good1.0-0 libgudev-1.0-0 libgupnp-1.2-1\n",
+            "  libgupnp-igd-1.0-4 libharfbuzz-icu0 libhunspell-1.7-0 libhyphen0\n",
+            "  libinstpatch-1.0-2 libjson-glib-1.0-0 libjson-glib-1.0-common libkate1\n",
+            "  libldacbt-enc2 libltc11 libmanette-0.2-0 libmjpegutils-2.1-0 libmodplug1\n",
+            "  libmpcdec6 libmpeg2encpp-2.1-0 libmplex2-2.1-0 libnice10 libnotify4\n",
+            "  libopenh264-6 libopenni2-0 libproxy1v5 libqrencode4 libsbc1 libsecret-1-0\n",
+            "  libsecret-common libshout3 libsoundtouch1 libsoup-3.0-0 libsoup-3.0-common\n",
+            "  libsoup2.4-1 libsoup2.4-common libspandsp2 libsrtp2-1 libtag1v5\n",
+            "  libtag1v5-vanilla libtext-iconv-perl libv4l-0 libv4lconvert0 libvisual-0.4-0\n",
+            "  libvo-aacenc0 libvo-amrwbenc0 libwavpack1 libwebrtc-audio-processing1\n",
+            "  libwildmidi2 libwoff1 libxtst6 libyuv0 libzbar0 libzxingcore1\n",
+            "  session-migration timgm6mb-soundfont xfonts-cyrillic xfonts-encodings\n",
+            "  xfonts-scalable xfonts-utils\n",
+            "0 upgraded, 94 newly installed, 0 to remove and 42 not upgraded.\n",
+            "Need to get 48.2 MB of archives.\n",
+            "After this operation, 123 MB of additional disk space will be used.\n",
+            "Get:1 http://archive.ubuntu.com/ubuntu jammy/universe amd64 fonts-ipafont-gothic all 00303-21ubuntu1 [3,513 kB]\n",
+            "Get:2 http://archive.ubuntu.com/ubuntu jammy/main amd64 libtext-iconv-perl amd64 1.7-7build3 [14.3 kB]\n",
+            "Get:3 http://archive.ubuntu.com/ubuntu jammy/main amd64 dictionaries-common all 1.28.14 [185 kB]\n",
+            "Get:4 http://archive.ubuntu.com/ubuntu jammy/main amd64 fonts-freefont-ttf all 20120503-10build1 [2,388 kB]\n",
+            "Get:5 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 fonts-noto-color-emoji all 2.047-0ubuntu0.22.04.1 [10.0 MB]\n",
+            "Get:6 http://archive.ubuntu.com/ubuntu jammy/universe amd64 fonts-tlwg-loma-otf all 1:0.7.3-1 [107 kB]\n",
+            "Get:7 http://archive.ubuntu.com/ubuntu jammy/universe amd64 fonts-unifont all 1:14.0.01-1 [3,551 kB]\n",
+            "Get:8 http://archive.ubuntu.com/ubuntu jammy/universe amd64 fonts-wqy-zenhei all 0.9.45-8 [7,472 kB]\n",
+            "Get:9 http://archive.ubuntu.com/ubuntu jammy/main amd64 libproxy1v5 amd64 0.4.17-2 [51.9 kB]\n",
+            "Get:10 http://archive.ubuntu.com/ubuntu jammy/main amd64 glib-networking-common all 2.72.0-1 [3,718 B]\n",
+            "Get:11 http://archive.ubuntu.com/ubuntu jammy/main amd64 glib-networking-services amd64 2.72.0-1 [9,982 B]\n",
+            "Get:12 http://archive.ubuntu.com/ubuntu jammy/main amd64 session-migration amd64 0.3.6 [9,774 B]\n",
+            "Get:13 http://archive.ubuntu.com/ubuntu jammy/main amd64 gsettings-desktop-schemas all 42.0-1ubuntu1 [31.1 kB]\n",
+            "Get:14 http://archive.ubuntu.com/ubuntu jammy/main amd64 glib-networking amd64 2.72.0-1 [69.8 kB]\n",
+            "Get:15 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 gstreamer1.0-libav amd64 1.20.3-0ubuntu1 [103 kB]\n",
+            "Get:16 http://archive.ubuntu.com/ubuntu jammy/main amd64 libcdparanoia0 amd64 3.10.2+debian-14build2 [49.3 kB]\n",
+            "Get:17 http://archive.ubuntu.com/ubuntu jammy/main amd64 libvisual-0.4-0 amd64 0.4.0-17build2 [108 kB]\n",
+            "Get:18 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 gstreamer1.0-plugins-base amd64 1.20.1-1ubuntu0.5 [712 kB]\n",
+            "Get:19 http://archive.ubuntu.com/ubuntu jammy/main amd64 libaa1 amd64 1.4p5-50build1 [51.9 kB]\n",
+            "Get:20 http://archive.ubuntu.com/ubuntu jammy/main amd64 libdv4 amd64 1.0.0-14build1 [61.9 kB]\n",
+            "Get:21 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgstreamer-plugins-good1.0-0 amd64 1.20.3-0ubuntu1.4 [30.2 kB]\n",
+            "Get:22 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgudev-1.0-0 amd64 1:237-2build1 [16.3 kB]\n",
+            "Get:23 http://archive.ubuntu.com/ubuntu jammy/main amd64 libshout3 amd64 2.4.5-1build3 [54.5 kB]\n",
+            "Get:24 http://archive.ubuntu.com/ubuntu jammy/main amd64 libtag1v5-vanilla amd64 1.11.1+dfsg.1-3ubuntu3 [304 kB]\n",
+            "Get:25 http://archive.ubuntu.com/ubuntu jammy/main amd64 libtag1v5 amd64 1.11.1+dfsg.1-3ubuntu3 [11.5 kB]\n",
+            "Get:26 http://archive.ubuntu.com/ubuntu jammy/main amd64 libv4lconvert0 amd64 1.22.1-2build1 [82.4 kB]\n",
+            "Get:27 http://archive.ubuntu.com/ubuntu jammy/main amd64 libv4l-0 amd64 1.22.1-2build1 [44.9 kB]\n",
+            "Get:28 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwavpack1 amd64 5.4.0-1build2 [83.7 kB]\n",
+            "Get:29 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libsoup2.4-common all 2.74.2-3ubuntu0.6 [4,778 B]\n",
+            "Get:30 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libsoup2.4-1 amd64 2.74.2-3ubuntu0.6 [288 kB]\n",
+            "Get:31 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 gstreamer1.0-plugins-good amd64 1.20.3-0ubuntu1.4 [2,009 kB]\n",
+            "Get:32 http://archive.ubuntu.com/ubuntu jammy/main amd64 hunspell-en-us all 1:2020.12.07-2 [280 kB]\n",
+            "Get:33 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libabsl20210324 amd64 0~20210324.2-2ubuntu0.2 [386 kB]\n",
+            "Get:34 http://archive.ubuntu.com/ubuntu jammy/main amd64 libaspell15 amd64 0.60.8-4build1 [325 kB]\n",
+            "Get:35 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libgav1-0 amd64 0.17.0-1build1 [336 kB]\n",
+            "Get:36 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libyuv0 amd64 0.0~git20220104.b91df1a-2 [154 kB]\n",
+            "Get:37 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libavif13 amd64 0.9.3-3 [69.5 kB]\n",
+            "Get:38 http://archive.ubuntu.com/ubuntu jammy/main amd64 libdbus-glib-1-2 amd64 0.112-2build1 [65.4 kB]\n",
+            "Get:39 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdvdread8 amd64 6.1.2-1 [55.7 kB]\n",
+            "Get:40 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdvdnav4 amd64 6.1.1-1 [39.3 kB]\n",
+            "Get:41 http://archive.ubuntu.com/ubuntu jammy/main amd64 libhunspell-1.7-0 amd64 1.7.0-4build1 [175 kB]\n",
+            "Get:42 http://archive.ubuntu.com/ubuntu jammy/main amd64 libenchant-2-2 amd64 2.3.2-1ubuntu2 [50.9 kB]\n",
+            "Get:43 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfaad2 amd64 2.10.0-2 [197 kB]\n",
+            "Get:44 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libffi7 amd64 3.3-5ubuntu1 [19.9 kB]\n",
+            "Get:45 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libinstpatch-1.0-2 amd64 1.1.6-1 [240 kB]\n",
+            "Get:46 http://archive.ubuntu.com/ubuntu jammy/universe amd64 timgm6mb-soundfont all 1.3-5 [5,427 kB]\n",
+            "Get:47 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfluidsynth3 amd64 2.2.5-1 [246 kB]\n",
+            "Get:48 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libfreeaptx0 amd64 0.1.1-1 [12.9 kB]\n",
+            "Get:49 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgssdp-1.2-0 amd64 1.4.0.1-2build1 [48.9 kB]\n",
+            "Get:50 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libgstreamer-gl1.0-0 amd64 1.20.1-1ubuntu0.5 [204 kB]\n",
+            "Get:51 http://archive.ubuntu.com/ubuntu jammy/main amd64 libgupnp-1.2-1 amd64 1.4.3-1 [93.3 kB]\n",
+            "Get:52 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libgupnp-igd-1.0-4 amd64 1.2.0-1build1 [16.8 kB]\n",
+            "Get:53 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libharfbuzz-icu0 amd64 2.7.4-1ubuntu3.2 [5,890 B]\n",
+            "Get:54 http://archive.ubuntu.com/ubuntu jammy/main amd64 libhyphen0 amd64 2.8.8-7build2 [28.2 kB]\n",
+            "Get:55 http://archive.ubuntu.com/ubuntu jammy/main amd64 libjson-glib-1.0-common all 1.6.6-1build1 [4,432 B]\n",
+            "Get:56 http://archive.ubuntu.com/ubuntu jammy/main amd64 libjson-glib-1.0-0 amd64 1.6.6-1build1 [69.9 kB]\n",
+            "Get:57 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libkate1 amd64 0.4.1-11build1 [39.4 kB]\n",
+            "Get:58 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libldacbt-enc2 amd64 2.0.2.3+git20200429+ed310a0-4 [24.6 kB]\n",
+            "Get:59 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libltc11 amd64 1.3.1-1 [12.3 kB]\n",
+            "Get:60 http://archive.ubuntu.com/ubuntu jammy/main amd64 libevdev2 amd64 1.12.1+dfsg-1 [39.5 kB]\n",
+            "Get:61 http://archive.ubuntu.com/ubuntu jammy/main amd64 libmanette-0.2-0 amd64 0.2.6-3build1 [30.4 kB]\n",
+            "Get:62 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmjpegutils-2.1-0 amd64 1:2.1.0+debian-6build1 [24.1 kB]\n",
+            "Get:63 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmodplug1 amd64 1:0.8.9.0-3 [153 kB]\n",
+            "Get:64 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmpcdec6 amd64 2:0.1~r495-2 [32.4 kB]\n",
+            "Get:65 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmpeg2encpp-2.1-0 amd64 1:2.1.0+debian-6build1 [69.4 kB]\n",
+            "Get:66 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libmplex2-2.1-0 amd64 1:2.1.0+debian-6build1 [44.4 kB]\n",
+            "Get:67 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libnice10 amd64 0.1.18-2 [156 kB]\n",
+            "Get:68 http://archive.ubuntu.com/ubuntu jammy-updates/main amd64 libnotify4 amd64 0.7.9-3ubuntu5.22.04.1 [20.3 kB]\n",
+            "Get:69 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libopenh264-6 amd64 2.2.0+dfsg-2 [407 kB]\n",
+            "Get:70 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libopenni2-0 amd64 2.2.0.33+dfsg-15 [389 kB]\n",
+            "Get:71 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libqrencode4 amd64 4.1.1-1 [24.0 kB]\n",
+            "Get:72 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsecret-common all 0.20.5-2 [4,278 B]\n",
+            "Get:73 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsecret-1-0 amd64 0.20.5-2 [124 kB]\n",
+            "Get:74 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libsoundtouch1 amd64 2.3.1+ds1-1 [38.3 kB]\n",
+            "Get:75 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsoup-3.0-common all 3.0.7-0ubuntu1 [62.1 kB]\n",
+            "Get:76 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libsoup-3.0-0 amd64 3.0.7-0ubuntu1 [278 kB]\n",
+            "Get:77 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libspandsp2 amd64 0.0.6+dfsg-2 [272 kB]\n",
+            "Get:78 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libsrtp2-1 amd64 2.4.2-2 [40.7 kB]\n",
+            "Get:79 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwebrtc-audio-processing1 amd64 0.3.1-0ubuntu5 [291 kB]\n",
+            "Get:80 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libwildmidi2 amd64 0.4.3-1 [59.9 kB]\n",
+            "Get:81 http://archive.ubuntu.com/ubuntu jammy/main amd64 libwoff1 amd64 1.0.2-1build4 [45.2 kB]\n",
+            "Get:82 http://archive.ubuntu.com/ubuntu jammy/main amd64 libxtst6 amd64 2:1.2.3-1build4 [13.4 kB]\n",
+            "Get:83 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libzbar0 amd64 0.23.92-4build2 [121 kB]\n",
+            "Get:84 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libzxingcore1 amd64 1.2.0-1 [619 kB]\n",
+            "Get:85 http://archive.ubuntu.com/ubuntu jammy/main amd64 xfonts-encodings all 1:1.0.5-0ubuntu2 [578 kB]\n",
+            "Get:86 http://archive.ubuntu.com/ubuntu jammy/main amd64 xfonts-utils amd64 1:7.7+6build2 [94.6 kB]\n",
+            "Get:87 http://archive.ubuntu.com/ubuntu jammy/universe amd64 xfonts-cyrillic all 1:1.0.5 [386 kB]\n",
+            "Get:88 http://archive.ubuntu.com/ubuntu jammy/main amd64 xfonts-scalable all 1:1.0.3-1.2ubuntu1 [306 kB]\n",
+            "Get:89 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libdca0 amd64 0.0.7-2 [88.2 kB]\n",
+            "Get:90 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 libgstreamer-plugins-bad1.0-0 amd64 1.20.3-0ubuntu1.1 [489 kB]\n",
+            "Get:91 http://archive.ubuntu.com/ubuntu jammy/main amd64 libsbc1 amd64 1.5-3build2 [34.4 kB]\n",
+            "Get:92 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libvo-aacenc0 amd64 0.1.3-2 [69.4 kB]\n",
+            "Get:93 http://archive.ubuntu.com/ubuntu jammy/universe amd64 libvo-amrwbenc0 amd64 0.1.3-2 [68.2 kB]\n",
+            "Get:94 http://archive.ubuntu.com/ubuntu jammy-updates/universe amd64 gstreamer1.0-plugins-bad amd64 1.20.3-0ubuntu1.1 [2,602 kB]\n",
+            "Fetched 48.2 MB in 7s (6,490 kB/s)\n",
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+            "Selecting previously unselected package fonts-ipafont-gothic.\n",
+            "(Reading database ... 126675 files and directories currently installed.)\n",
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+            "Adding 'diversion of /usr/share/dict/words to /usr/share/dict/words.pre-dictionaries-common by dictionaries-common'\n",
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+            "Selecting previously unselected package libgssdp-1.2-0:amd64.\n",
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+            "Selecting previously unselected package libgupnp-1.2-1:amd64.\n",
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+            "Preparing to unpack .../65-libmplex2-2.1-0_1%3a2.1.0+debian-6build1_amd64.deb ...\n",
+            "Unpacking libmplex2-2.1-0:amd64 (1:2.1.0+debian-6build1) ...\n",
+            "Selecting previously unselected package libnice10:amd64.\n",
+            "Preparing to unpack .../66-libnice10_0.1.18-2_amd64.deb ...\n",
+            "Unpacking libnice10:amd64 (0.1.18-2) ...\n",
+            "Selecting previously unselected package libnotify4:amd64.\n",
+            "Preparing to unpack .../67-libnotify4_0.7.9-3ubuntu5.22.04.1_amd64.deb ...\n",
+            "Unpacking libnotify4:amd64 (0.7.9-3ubuntu5.22.04.1) ...\n",
+            "Selecting previously unselected package libopenh264-6:amd64.\n",
+            "Preparing to unpack .../68-libopenh264-6_2.2.0+dfsg-2_amd64.deb ...\n",
+            "Unpacking libopenh264-6:amd64 (2.2.0+dfsg-2) ...\n",
+            "Selecting previously unselected package libopenni2-0:amd64.\n",
+            "Preparing to unpack .../69-libopenni2-0_2.2.0.33+dfsg-15_amd64.deb ...\n",
+            "Unpacking libopenni2-0:amd64 (2.2.0.33+dfsg-15) ...\n",
+            "Selecting previously unselected package libqrencode4:amd64.\n",
+            "Preparing to unpack .../70-libqrencode4_4.1.1-1_amd64.deb ...\n",
+            "Unpacking libqrencode4:amd64 (4.1.1-1) ...\n",
+            "Selecting previously unselected package libsecret-common.\n",
+            "Preparing to unpack .../71-libsecret-common_0.20.5-2_all.deb ...\n",
+            "Unpacking libsecret-common (0.20.5-2) ...\n",
+            "Selecting previously unselected package libsecret-1-0:amd64.\n",
+            "Preparing to unpack .../72-libsecret-1-0_0.20.5-2_amd64.deb ...\n",
+            "Unpacking libsecret-1-0:amd64 (0.20.5-2) ...\n",
+            "Selecting previously unselected package libsoundtouch1:amd64.\n",
+            "Preparing to unpack .../73-libsoundtouch1_2.3.1+ds1-1_amd64.deb ...\n",
+            "Unpacking libsoundtouch1:amd64 (2.3.1+ds1-1) ...\n",
+            "Selecting previously unselected package libsoup-3.0-common.\n",
+            "Preparing to unpack .../74-libsoup-3.0-common_3.0.7-0ubuntu1_all.deb ...\n",
+            "Unpacking libsoup-3.0-common (3.0.7-0ubuntu1) ...\n",
+            "Selecting previously unselected package libsoup-3.0-0:amd64.\n",
+            "Preparing to unpack .../75-libsoup-3.0-0_3.0.7-0ubuntu1_amd64.deb ...\n",
+            "Unpacking libsoup-3.0-0:amd64 (3.0.7-0ubuntu1) ...\n",
+            "Selecting previously unselected package libspandsp2:amd64.\n",
+            "Preparing to unpack .../76-libspandsp2_0.0.6+dfsg-2_amd64.deb ...\n",
+            "Unpacking libspandsp2:amd64 (0.0.6+dfsg-2) ...\n",
+            "Selecting previously unselected package libsrtp2-1:amd64.\n",
+            "Preparing to unpack .../77-libsrtp2-1_2.4.2-2_amd64.deb ...\n",
+            "Unpacking libsrtp2-1:amd64 (2.4.2-2) ...\n",
+            "Selecting previously unselected package libwebrtc-audio-processing1:amd64.\n",
+            "Preparing to unpack .../78-libwebrtc-audio-processing1_0.3.1-0ubuntu5_amd64.deb ...\n",
+            "Unpacking libwebrtc-audio-processing1:amd64 (0.3.1-0ubuntu5) ...\n",
+            "Selecting previously unselected package libwildmidi2:amd64.\n",
+            "Preparing to unpack .../79-libwildmidi2_0.4.3-1_amd64.deb ...\n",
+            "Unpacking libwildmidi2:amd64 (0.4.3-1) ...\n",
+            "Selecting previously unselected package libwoff1:amd64.\n",
+            "Preparing to unpack .../80-libwoff1_1.0.2-1build4_amd64.deb ...\n",
+            "Unpacking libwoff1:amd64 (1.0.2-1build4) ...\n",
+            "Selecting previously unselected package libxtst6:amd64.\n",
+            "Preparing to unpack .../81-libxtst6_2%3a1.2.3-1build4_amd64.deb ...\n",
+            "Unpacking libxtst6:amd64 (2:1.2.3-1build4) ...\n",
+            "Selecting previously unselected package libzbar0:amd64.\n",
+            "Preparing to unpack .../82-libzbar0_0.23.92-4build2_amd64.deb ...\n",
+            "Unpacking libzbar0:amd64 (0.23.92-4build2) ...\n",
+            "Selecting previously unselected package libzxingcore1:amd64.\n",
+            "Preparing to unpack .../83-libzxingcore1_1.2.0-1_amd64.deb ...\n",
+            "Unpacking libzxingcore1:amd64 (1.2.0-1) ...\n",
+            "Selecting previously unselected package xfonts-encodings.\n",
+            "Preparing to unpack .../84-xfonts-encodings_1%3a1.0.5-0ubuntu2_all.deb ...\n",
+            "Unpacking xfonts-encodings (1:1.0.5-0ubuntu2) ...\n",
+            "Selecting previously unselected package xfonts-utils.\n",
+            "Preparing to unpack .../85-xfonts-utils_1%3a7.7+6build2_amd64.deb ...\n",
+            "Unpacking xfonts-utils (1:7.7+6build2) ...\n",
+            "Selecting previously unselected package xfonts-cyrillic.\n",
+            "Preparing to unpack .../86-xfonts-cyrillic_1%3a1.0.5_all.deb ...\n",
+            "Unpacking xfonts-cyrillic (1:1.0.5) ...\n",
+            "Selecting previously unselected package xfonts-scalable.\n",
+            "Preparing to unpack .../87-xfonts-scalable_1%3a1.0.3-1.2ubuntu1_all.deb ...\n",
+            "Unpacking xfonts-scalable (1:1.0.3-1.2ubuntu1) ...\n",
+            "Selecting previously unselected package libdca0:amd64.\n",
+            "Preparing to unpack .../88-libdca0_0.0.7-2_amd64.deb ...\n",
+            "Unpacking libdca0:amd64 (0.0.7-2) ...\n",
+            "Selecting previously unselected package libgstreamer-plugins-bad1.0-0:amd64.\n",
+            "Preparing to unpack .../89-libgstreamer-plugins-bad1.0-0_1.20.3-0ubuntu1.1_amd64.deb ...\n",
+            "Unpacking libgstreamer-plugins-bad1.0-0:amd64 (1.20.3-0ubuntu1.1) ...\n",
+            "Selecting previously unselected package libsbc1:amd64.\n",
+            "Preparing to unpack .../90-libsbc1_1.5-3build2_amd64.deb ...\n",
+            "Unpacking libsbc1:amd64 (1.5-3build2) ...\n",
+            "Selecting previously unselected package libvo-aacenc0:amd64.\n",
+            "Preparing to unpack .../91-libvo-aacenc0_0.1.3-2_amd64.deb ...\n",
+            "Unpacking libvo-aacenc0:amd64 (0.1.3-2) ...\n",
+            "Selecting previously unselected package libvo-amrwbenc0:amd64.\n",
+            "Preparing to unpack .../92-libvo-amrwbenc0_0.1.3-2_amd64.deb ...\n",
+            "Unpacking libvo-amrwbenc0:amd64 (0.1.3-2) ...\n",
+            "Selecting previously unselected package gstreamer1.0-plugins-bad:amd64.\n",
+            "Preparing to unpack .../93-gstreamer1.0-plugins-bad_1.20.3-0ubuntu1.1_amd64.deb ...\n",
+            "Unpacking gstreamer1.0-plugins-bad:amd64 (1.20.3-0ubuntu1.1) ...\n",
+            "Setting up libtext-iconv-perl (1.7-7build3) ...\n",
+            "Setting up libfreeaptx0:amd64 (0.1.1-1) ...\n",
+            "Setting up libmodplug1:amd64 (1:0.8.9.0-3) ...\n",
+            "Setting up libcdparanoia0:amd64 (3.10.2+debian-14build2) ...\n",
+            "Setting up libvo-amrwbenc0:amd64 (0.1.3-2) ...\n",
+            "Setting up session-migration (0.3.6) ...\n",
+            "Created symlink /etc/systemd/user/graphical-session-pre.target.wants/session-migration.service → /usr/lib/systemd/user/session-migration.service.\n",
+            "Setting up libsbc1:amd64 (1.5-3build2) ...\n",
+            "Setting up libproxy1v5:amd64 (0.4.17-2) ...\n",
+            "Setting up libtag1v5-vanilla:amd64 (1.11.1+dfsg.1-3ubuntu3) ...\n",
+            "Setting up libkate1:amd64 (0.4.1-11build1) ...\n",
+            "Setting up libharfbuzz-icu0:amd64 (2.7.4-1ubuntu3.2) ...\n",
+            "Setting up libopenni2-0:amd64 (2.2.0.33+dfsg-15) ...\n",
+            "Setting up libwoff1:amd64 (1.0.2-1build4) ...\n",
+            "Setting up libqrencode4:amd64 (4.1.1-1) ...\n",
+            "Setting up libhyphen0:amd64 (2.8.8-7build2) ...\n",
+            "Setting up dictionaries-common (1.28.14) ...\n",
+            "Setting up fonts-noto-color-emoji (2.047-0ubuntu0.22.04.1) ...\n",
+            "Setting up libvisual-0.4-0:amd64 (0.4.0-17build2) ...\n",
+            "Setting up libaspell15:amd64 (0.60.8-4build1) ...\n",
+            "Setting up libxtst6:amd64 (2:1.2.3-1build4) ...\n",
+            "Setting up libsrtp2-1:amd64 (2.4.2-2) ...\n",
+            "Setting up libffi7:amd64 (3.3-5ubuntu1) ...\n",
+            "Setting up libldacbt-enc2:amd64 (2.0.2.3+git20200429+ed310a0-4) ...\n",
+            "Setting up fonts-wqy-zenhei (0.9.45-8) ...\n",
+            "Setting up libwebrtc-audio-processing1:amd64 (0.3.1-0ubuntu5) ...\n",
+            "Setting up fonts-freefont-ttf (20120503-10build1) ...\n",
+            "Setting up libsoup-3.0-common (3.0.7-0ubuntu1) ...\n",
+            "Setting up libmpcdec6:amd64 (2:0.1~r495-2) ...\n",
+            "Setting up libspandsp2:amd64 (0.0.6+dfsg-2) ...\n",
+            "Setting up libvo-aacenc0:amd64 (0.1.3-2) ...\n",
+            "Setting up libgstreamer-plugins-bad1.0-0:amd64 (1.20.3-0ubuntu1.1) ...\n",
+            "Setting up libgstreamer-plugins-good1.0-0:amd64 (1.20.3-0ubuntu1.4) ...\n",
+            "Setting up libsoundtouch1:amd64 (2.3.1+ds1-1) ...\n",
+            "Setting up gstreamer1.0-plugins-base:amd64 (1.20.1-1ubuntu0.5) ...\n",
+            "Setting up fonts-tlwg-loma-otf (1:0.7.3-1) ...\n",
+            "Setting up libdvdread8:amd64 (6.1.2-1) ...\n",
+            "Setting up libdbus-glib-1-2:amd64 (0.112-2build1) ...\n",
+            "Setting up libnotify4:amd64 (0.7.9-3ubuntu5.22.04.1) ...\n",
+            "Setting up xfonts-encodings (1:1.0.5-0ubuntu2) ...\n",
+            "Setting up libfaad2:amd64 (2.10.0-2) ...\n",
+            "Setting up libshout3:amd64 (2.4.5-1build3) ...\n",
+            "Setting up libabsl20210324:amd64 (0~20210324.2-2ubuntu0.2) ...\n",
+            "Setting up libltc11:amd64 (1.3.1-1) ...\n",
+            "Setting up libsoup2.4-common (2.74.2-3ubuntu0.6) ...\n",
+            "Setting up libtag1v5:amd64 (1.11.1+dfsg.1-3ubuntu3) ...\n",
+            "Setting up libdv4:amd64 (1.0.0-14build1) ...\n",
+            "Setting up fonts-ipafont-gothic (00303-21ubuntu1) ...\n",
+            "update-alternatives: using /usr/share/fonts/opentype/ipafont-gothic/ipag.ttf to provide /usr/share/fonts/truetype/fonts-japanese-gothic.ttf (fonts-japanese-gothic.ttf) in auto mode\n",
+            "Setting up libwildmidi2:amd64 (0.4.3-1) ...\n",
+            "Setting up libopenh264-6:amd64 (2.2.0+dfsg-2) ...\n",
+            "Setting up libwavpack1:amd64 (5.4.0-1build2) ...\n",
+            "Setting up libzxingcore1:amd64 (1.2.0-1) ...\n",
+            "Setting up libv4lconvert0:amd64 (1.22.1-2build1) ...\n",
+            "Setting up hunspell-en-us (1:2020.12.07-2) ...\n",
+            "Setting up libdca0:amd64 (0.0.7-2) ...\n",
+            "Setting up libjson-glib-1.0-common (1.6.6-1build1) ...\n",
+            "Setting up libhunspell-1.7-0:amd64 (1.7.0-4build1) ...\n",
+            "Setting up glib-networking-common (2.72.0-1) ...\n",
+            "Setting up timgm6mb-soundfont (1.3-5) ...\n",
+            "update-alternatives: using /usr/share/sounds/sf2/TimGM6mb.sf2 to provide /usr/share/sounds/sf2/default-GM.sf2 (default-GM.sf2) in auto mode\n",
+            "update-alternatives: using /usr/share/sounds/sf2/TimGM6mb.sf2 to provide /usr/share/sounds/sf3/default-GM.sf3 (default-GM.sf3) in auto mode\n",
+            "Setting up libyuv0:amd64 (0.0~git20220104.b91df1a-2) ...\n",
+            "Setting up libevdev2:amd64 (1.12.1+dfsg-1) ...\n",
+            "Setting up gstreamer1.0-libav:amd64 (1.20.3-0ubuntu1) ...\n",
+            "Setting up libinstpatch-1.0-2:amd64 (1.1.6-1) ...\n",
+            "Setting up libmjpegutils-2.1-0:amd64 (1:2.1.0+debian-6build1) ...\n",
+            "Setting up libgudev-1.0-0:amd64 (1:237-2build1) ...\n",
+            "Setting up libsecret-common (0.20.5-2) ...\n",
+            "Setting up libfluidsynth3:amd64 (2.2.5-1) ...\n",
+            "Setting up libdvdnav4:amd64 (6.1.1-1) ...\n",
+            "Setting up fonts-unifont (1:14.0.01-1) ...\n",
+            "Setting up libaa1:amd64 (1.4p5-50build1) ...\n",
+            "Setting up gsettings-desktop-schemas (42.0-1ubuntu1) ...\n",
+            "Setting up glib-networking-services (2.72.0-1) ...\n",
+            "Setting up libenchant-2-2:amd64 (2.3.2-1ubuntu2) ...\n",
+            "Setting up libmanette-0.2-0:amd64 (0.2.6-3build1) ...\n",
+            "Setting up xfonts-utils (1:7.7+6build2) ...\n",
+            "Setting up libjson-glib-1.0-0:amd64 (1.6.6-1build1) ...\n",
+            "Setting up libv4l-0:amd64 (1.22.1-2build1) ...\n",
+            "Setting up libsecret-1-0:amd64 (0.20.5-2) ...\n",
+            "Setting up libgstreamer-gl1.0-0:amd64 (1.20.1-1ubuntu0.5) ...\n",
+            "Setting up libgav1-0:amd64 (0.17.0-1build1) ...\n",
+            "Setting up libmpeg2encpp-2.1-0:amd64 (1:2.1.0+debian-6build1) ...\n",
+            "Setting up libavif13:amd64 (0.9.3-3) ...\n",
+            "Setting up xfonts-cyrillic (1:1.0.5) ...\n",
+            "Setting up libmplex2-2.1-0:amd64 (1:2.1.0+debian-6build1) ...\n",
+            "Setting up xfonts-scalable (1:1.0.3-1.2ubuntu1) ...\n",
+            "Setting up libzbar0:amd64 (0.23.92-4build2) ...\n",
+            "Processing triggers for man-db (2.10.2-1) ...\n",
+            "Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...\n",
+            "Processing triggers for libglib2.0-0:amd64 (2.72.4-0ubuntu2.6) ...\n",
+            "Processing triggers for libc-bin (2.35-0ubuntu3.8) ...\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libhwloc.so.15 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_opencl.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero_v2.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_loader.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtcm.so.1 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtcm_debug.so.1 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libumf.so.0 is not a symbolic link\n",
+            "\n",
+            "Setting up glib-networking:amd64 (2.72.0-1) ...\n",
+            "Setting up libsoup2.4-1:amd64 (2.74.2-3ubuntu0.6) ...\n",
+            "Setting up gstreamer1.0-plugins-good:amd64 (1.20.3-0ubuntu1.4) ...\n",
+            "Setting up libsoup-3.0-0:amd64 (3.0.7-0ubuntu1) ...\n",
+            "Setting up libgssdp-1.2-0:amd64 (1.4.0.1-2build1) ...\n",
+            "Setting up libgupnp-1.2-1:amd64 (1.4.3-1) ...\n",
+            "Setting up libgupnp-igd-1.0-4:amd64 (1.2.0-1build1) ...\n",
+            "Setting up libnice10:amd64 (0.1.18-2) ...\n",
+            "Setting up gstreamer1.0-plugins-bad:amd64 (1.20.3-0ubuntu1.1) ...\n",
+            "Processing triggers for dictionaries-common (1.28.14) ...\n",
+            "Processing triggers for libc-bin (2.35-0ubuntu3.8) ...\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libhwloc.so.15 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc_proxy.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_opencl.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbb.so.12 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_adapter_level_zero_v2.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_0.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libur_loader.so.0 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtcm.so.1 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtcm_debug.so.1 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbmalloc.so.2 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind_2_5.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libtbbbind.so.3 is not a symbolic link\n",
+            "\n",
+            "/sbin/ldconfig.real: /usr/local/lib/libumf.so.0 is not a symbolic link\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "!playwright install\n",
+        "!playwright install-deps"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 17,
+      "id": "uNgeNVFoMErV",
+      "metadata": {
+        "id": "uNgeNVFoMErV"
+      },
+      "outputs": [],
+      "source": [
+        "import requests\n",
+        "import pdfplumber\n",
+        "import io"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 18,
+      "id": "tvAnpg8zMA08",
+      "metadata": {
+        "id": "tvAnpg8zMA08"
+      },
+      "outputs": [],
+      "source": [
+        "async def extract_text_from_pdf(url: str) -> str | None:\n",
+        "    \"\"\"\n",
+        "    Tải file PDF từ URL và trích xuất nội dung văn bản.\n",
+        "    \"\"\"\n",
+        "    print(f\"  -> Detect PDF link. Handle by pdfplumber: {url}\")\n",
+        "    try:\n",
+        "        # Tải nội dung file PDF vào bộ nhớ\n",
+        "        response = requests.get(url, timeout=60)\n",
+        "        response.raise_for_status()  # Báo lỗi nếu tải không thành công\n",
+        "\n",
+        "        # Mở file PDF từ dữ liệu bytes trong bộ nhớ\n",
+        "        with pdfplumber.open(io.BytesIO(response.content)) as pdf:\n",
+        "            full_text = []\n",
+        "            for page in pdf.pages:\n",
+        "                text = page.extract_text()\n",
+        "                if text:\n",
+        "                    full_text.append(text)\n",
+        "\n",
+        "            print(f\"SUCCESS! Context extract from Playwright ---\")\n",
+        "            return \"\\n\".join(full_text)\n",
+        "\n",
+        "    except Exception as e:\n",
+        "        print(f\"Error when open file PDF {url}: {e}\")\n",
+        "        return None"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 19,
+      "id": "xSKWwAbIBwTu",
+      "metadata": {
+        "id": "xSKWwAbIBwTu"
+      },
+      "outputs": [],
+      "source": [
+        "from playwright.async_api import async_playwright\n",
+        "import trafilatura"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 20,
+      "id": "6QF-79pKSBw1",
+      "metadata": {
+        "id": "6QF-79pKSBw1"
+      },
+      "outputs": [],
+      "source": [
+        "async def extract_text_from_web(url: str) -> str | None:\n",
+        "    \"\"\"\n",
+        "    Sử dụng phiên bản Async của Playwright để điều khiển trình duyệt,\n",
+        "    lấy HTML, và sau đó dùng trafilatura để trích xuất nội dung.\n",
+        "    \"\"\"\n",
+        "\n",
+        "    print(f\"  -> Detect web link. Handle by trafilatura: {url}\")\n",
+        "    try:\n",
+        "        async with async_playwright() as p:\n",
+        "            browser = await p.chromium.launch(headless=True)\n",
+        "            page = await browser.new_page()\n",
+        "\n",
+        "            await page.goto(url, timeout=90000, wait_until=\"domcontentloaded\")\n",
+        "\n",
+        "            html_content = await page.content()\n",
+        "            await browser.close()\n",
+        "\n",
+        "            if not html_content:\n",
+        "                return None\n",
+        "\n",
+        "            main_text = trafilatura.extract(html_content, include_comments=False)\n",
+        "            print(f\"SUCCESS! Context extract from Playwright ---\")\n",
+        "            return main_text\n",
+        "\n",
+        "    except Exception as e:\n",
+        "        print(f\"Error for using trafilatura for URL {url}: {e}\")\n",
+        "        return None"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 21,
+      "id": "rL1vDTvHMwAj",
+      "metadata": {
+        "id": "rL1vDTvHMwAj"
+      },
+      "outputs": [],
+      "source": [
+        "async def fetch_content_from_url(url: str) -> str | None:\n",
+        "    \"\"\"\n",
+        "    Hàm điều phối: Kiểm tra loại URL và gọi hàm xử lý tương ứng.\n",
+        "    \"\"\"\n",
+        "    # Chuyển URL về chữ thường để kiểm tra đuôi file\n",
+        "    if url.lower().endswith('.pdf'):\n",
+        "        return await extract_text_from_pdf(url)\n",
+        "    else:\n",
+        "        # Sử dụng lại hàm đã thành công cho HTML\n",
+        "        return await extract_text_from_web(url)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 22,
+      "id": "w3y0tq_pLIXu",
+      "metadata": {
+        "id": "w3y0tq_pLIXu"
+      },
+      "outputs": [],
+      "source": [
+        "import re\n",
+        "\n",
+        "def clean_text(text: str) -> str:\n",
+        "    \"\"\"\n",
+        "    Hàm để làm sạch văn bản thô:\n",
+        "    - Loại bỏ URL và địa chỉ email.\n",
+        "    - Thay thế nhiều ký tự xuống dòng, tab bằng một dấu cách.\n",
+        "    - Xóa các dấu cách thừa.\n",
+        "    \"\"\"\n",
+        "    if not text:\n",
+        "        return \"\"\n",
+        "\n",
+        "    # Loại bỏ URL\n",
+        "    text = re.sub(r'https?://\\S+|www\\.\\S+', '', text)\n",
+        "\n",
+        "    # Loại bỏ địa chỉ email\n",
+        "    text = re.sub(r'\\S+@\\S+', '', text)\n",
+        "\n",
+        "    # Thay thế các ký tự xuống dòng, tab, và các loại khoảng trắng khác bằng một dấu cách\n",
+        "    text = re.sub(r'[\\n\\r\\t\\xa0]+', ' ', text)\n",
+        "\n",
+        "    # Thay thế nhiều dấu cách liên tiếp bằng một dấu cách duy nhất\n",
+        "    text = re.sub(r'\\s{2,}', ' ', text)\n",
+        "\n",
+        "    # Xóa dấu cách ở đầu và cuối chuỗi\n",
+        "    return text.strip()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 23,
+      "id": "0eJs0RfoBz5o",
+      "metadata": {
+        "id": "0eJs0RfoBz5o"
+      },
+      "outputs": [],
+      "source": [
+        "def chunk_text(text: str, chunk_size: int = 512, chunk_overlap: int = 50) -> list[str]:\n",
+        "    \"\"\"Hàm tiện ích để chia văn bản dài thành các chunk nhỏ hơn.\"\"\"\n",
+        "    text_splitter = RecursiveCharacterTextSplitter(\n",
+        "        chunk_size=chunk_size,\n",
+        "        chunk_overlap=chunk_overlap,\n",
+        "        length_function=len\n",
+        "    )\n",
+        "    return text_splitter.split_text(text)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 24,
+      "id": "01a1ffM5ByR3",
+      "metadata": {
+        "id": "01a1ffM5ByR3"
+      },
+      "outputs": [],
+      "source": [
+        "import json\n",
+        "from langchain.text_splitter import RecursiveCharacterTextSplitter"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 25,
+      "id": "BsLJSWmbHrPf",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "BsLJSWmbHrPf",
+        "outputId": "2abfbfcf-9678-4d45-89a2-d5d338204df3"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "==================================================\n",
+            "Handle claim: 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.  '\n",
+            "\n",
+            "  -> Crawling: https://vnexpress.net/bien-doi-khi-hau-cham-ngoi-cho-thoi-tiet-cuc-doan-the-nao-4739038.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://vnexpress.net/bien-doi-khi-hau-cham-ngoi-cho-thoi-tiet-cuc-doan-the-nao-4739038.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://special.nhandan.vn/biendoikhihauvahanhdongcuavietnam/index.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://special.nhandan.vn/biendoikhihauvahanhdongcuavietnam/index.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://nhandan.vn/thich-ung-bien-doi-khi-hau-thuan-thien-ben-vung-post909799.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://nhandan.vn/thich-ung-bien-doi-khi-hau-thuan-thien-ben-vung-post909799.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://moh.gov.vn/tin-lien-quan/-/asset_publisher/vjYyM7O9aWnX/content/-anh-gia-thuc-trang-tac-ong-cua-bien-oi-khi-hau-voi-suc-khoe-tai-viet-nam?inheritRedirect=false\n",
+            "  -> Detect web link. Handle by trafilatura: https://moh.gov.vn/tin-lien-quan/-/asset_publisher/vjYyM7O9aWnX/content/-anh-gia-thuc-trang-tac-ong-cua-bien-oi-khi-hau-voi-suc-khoe-tai-viet-nam?inheritRedirect=false\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://nhandan.vn/special/biendoi_khihau_dedoa_toancau/index.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://nhandan.vn/special/biendoi_khihau_dedoa_toancau/index.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://vnexpress.net/bien-doi-khi-hau-4796505.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://vnexpress.net/bien-doi-khi-hau-4796505.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://vnexpress.net/bien-doi-khi-hau-khien-la-nina-co-yeu-to-di-thuong-4791345.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://vnexpress.net/bien-doi-khi-hau-khien-la-nina-co-yeu-to-di-thuong-4791345.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://publichealth.santaclaracounty.gov/health-information/climate-and-health/khi-hau-va-suc-khoe\n",
+            "  -> Detect web link. Handle by trafilatura: https://publichealth.santaclaracounty.gov/health-information/climate-and-health/khi-hau-va-suc-khoe\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://nhandan.vn/hoi-chuong-bao-dong-ve-muc-do-nghiem-trong-cua-cuoc-khung-hoang-khi-hau-post893263.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://nhandan.vn/hoi-chuong-bao-dong-ve-muc-do-nghiem-trong-cua-cuoc-khung-hoang-khi-hau-post893263.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://moh.gov.vn/tin-tong-hop/-/asset_publisher/k206Q9qkZOqn/content/sot-xuat-huyet-tang-hon-15-who-canh-bao-benh-ngay-cang-kho-luong-do-bien-oi-khi-hau\n",
+            "  -> Detect web link. Handle by trafilatura: https://moh.gov.vn/tin-tong-hop/-/asset_publisher/k206Q9qkZOqn/content/sot-xuat-huyet-tang-hon-15-who-canh-bao-benh-ngay-cang-kho-luong-do-bien-oi-khi-hau\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://moh.gov.vn/tin-noi-bat/-/asset_publisher/3Yst7YhbkA5j/content/thu-truong-bo-y-te-bien-oi-khi-hau-lam-thay-oi-mo-hinh-lay-truyen-muc-o-cac-benh-truyen-nhiem\n",
+            "  -> Detect web link. Handle by trafilatura: https://moh.gov.vn/tin-noi-bat/-/asset_publisher/3Yst7YhbkA5j/content/thu-truong-bo-y-te-bien-oi-khi-hau-lam-thay-oi-mo-hinh-lay-truyen-muc-o-cac-benh-truyen-nhiem\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://nhandan.vn/thoi-tiet-cuc-doan-anh-huong-nghiem-trong-den-nen-kinh-te-anh-post712261.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://nhandan.vn/thoi-tiet-cuc-doan-anh-huong-nghiem-trong-den-nen-kinh-te-anh-post712261.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "==> Finish for claim 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.  '. Total: 149 chunks.\n",
+            "\n",
+            "==================================================\n",
+            "Handle claim: 'Nhiệt độ toàn cầu đã tăng 1.1 độ C trong 100 năm qua.'\n",
+            "\n",
+            "  -> Crawling: https://nhandan.vn/special/biendoi_khihau_dedoa_toancau/index.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://nhandan.vn/special/biendoi_khihau_dedoa_toancau/index.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://tiasang.com.vn/khoa-hoc-cong-nghe/bien-doi-khi-hau-nhanh-rong-manh-va-kho-luong-28426/\n",
+            "  -> Detect web link. Handle by trafilatura: https://tiasang.com.vn/khoa-hoc-cong-nghe/bien-doi-khi-hau-nhanh-rong-manh-va-kho-luong-28426/\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://documents1.worldbank.org/curated/en/099051625143037334/pdf/P176996-1f81a83a-aa8f-49d2-84ea-ec7d286593c5.pdf\n",
+            "  -> Detect PDF link. Handle by pdfplumber: https://documents1.worldbank.org/curated/en/099051625143037334/pdf/P176996-1f81a83a-aa8f-49d2-84ea-ec7d286593c5.pdf\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://documents1.worldbank.org/curated/en/099152108232435513/pdf/IDU-00472f84-1adf-466c-9688-9d150a0879da.pdf\n",
+            "  -> Detect PDF link. Handle by pdfplumber: https://documents1.worldbank.org/curated/en/099152108232435513/pdf/IDU-00472f84-1adf-466c-9688-9d150a0879da.pdf\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://moh.gov.vn/chuong-trinh-muc-tieu-quoc-gia/-/asset_publisher/7ng11fEWgASC/content/mot-so-khai-niem-ve-dinh-duong-thuc-pham-va-hoat-ong-the-luc\n",
+            "  -> Detect web link. Handle by trafilatura: https://moh.gov.vn/chuong-trinh-muc-tieu-quoc-gia/-/asset_publisher/7ng11fEWgASC/content/mot-so-khai-niem-ve-dinh-duong-thuc-pham-va-hoat-ong-the-luc\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://www.bridgestone.com/responsibilities/social/procurement/pdf/Policy_Vietnamese.pdf\n",
+            "  -> Detect PDF link. Handle by pdfplumber: https://www.bridgestone.com/responsibilities/social/procurement/pdf/Policy_Vietnamese.pdf\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://documents1.worldbank.org/curated/en/099448304222426855/pdf/IDU15033e0a81a75f143501911d1dcc883a36364.pdf\n",
+            "  -> Detect PDF link. Handle by pdfplumber: https://documents1.worldbank.org/curated/en/099448304222426855/pdf/IDU15033e0a81a75f143501911d1dcc883a36364.pdf\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: http://vnmha.gov.vn/tin-tuc-khcn-120/bien-doi-khi-hau--nhanh-rong-manh-va-kho-luong-10265.html\n",
+            "  -> Detect web link. Handle by trafilatura: http://vnmha.gov.vn/tin-tuc-khcn-120/bien-doi-khi-hau--nhanh-rong-manh-va-kho-luong-10265.html\n",
+            "Error for using trafilatura for URL http://vnmha.gov.vn/tin-tuc-khcn-120/bien-doi-khi-hau--nhanh-rong-manh-va-kho-luong-10265.html: Page.goto: Timeout 90000ms exceeded.\n",
+            "Call log:\n",
+            "  - navigating to \"http://vnmha.gov.vn/tin-tuc-khcn-120/bien-doi-khi-hau--nhanh-rong-manh-va-kho-luong-10265.html\", waiting until \"domcontentloaded\"\n",
+            "\n",
+            "FAIL!! Using snippet as backup\n",
+            "\n",
+            "  -> Crawling: https://loigiaihay.com/bai-tap-245461.html\n",
+            "  -> Detect web link. Handle by trafilatura: https://loigiaihay.com/bai-tap-245461.html\n",
+            "SUCCESS! Context extract from Playwright ---\n",
+            "SUCCESS!! Using full content\n",
+            "\n",
+            "  -> Crawling: https://moh.gov.vn/documents/20182/212437/6512.%20Bao%20cao%20danh%20gia%20tac%20dong%20Luat%20ATTP.docx/2fb711aa-0f09-43a2-83af-523e512d8d75\n",
+            "  -> Detect web link. Handle by trafilatura: https://moh.gov.vn/documents/20182/212437/6512.%20Bao%20cao%20danh%20gia%20tac%20dong%20Luat%20ATTP.docx/2fb711aa-0f09-43a2-83af-523e512d8d75\n",
+            "Error for using trafilatura for URL https://moh.gov.vn/documents/20182/212437/6512.%20Bao%20cao%20danh%20gia%20tac%20dong%20Luat%20ATTP.docx/2fb711aa-0f09-43a2-83af-523e512d8d75: Page.goto: Download is starting\n",
+            "Call log:\n",
+            "  - navigating to \"https://moh.gov.vn/documents/20182/212437/6512.%20Bao%20cao%20danh%20gia%20tac%20dong%20Luat%20ATTP.docx/2fb711aa-0f09-43a2-83af-523e512d8d75\", waiting until \"domcontentloaded\"\n",
+            "\n",
+            "FAIL!! Using snippet as backup\n",
+            "==> Finish for claim 'Nhiệt độ toàn cầu đã tăng 1.1 độ C trong 100 năm qua.'. Total: 1844 chunks.\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Tải dữ liệu từ file\n",
+        "with open('document_retrieval_results.json', 'r', encoding='utf-8') as f:\n",
+        "    retrieved_data = json.load(f)\n",
+        "\n",
+        "# Tổ chức lại evidence theo từng claim\n",
+        "evidence_by_claim = {}\n",
+        "claims = list(retrieved_data.keys())\n",
+        "\n",
+        "for claim in claims:\n",
+        "    print(f\"\\n{'='*50}\\nHandle claim: '{claim}'\")\n",
+        "    documents = retrieved_data[claim]\n",
+        "    all_chunks_for_this_claim = []\n",
+        "\n",
+        "    for doc in documents:\n",
+        "        # 1. Thử crawl để lấy nội dung đầy đủ\n",
+        "        print(f\"\\n  -> Crawling: {doc['link']}\")\n",
+        "        full_content = await fetch_content_from_url(doc['link'])\n",
+        "\n",
+        "        # 2. Chiến lược Fallback: Nếu crawl lỗi, dùng tạm snippet\n",
+        "        content_to_process = \"\"\n",
+        "        if full_content and len(full_content) > 100: # Kiểm tra nội dung có đáng kể không\n",
+        "            print(\"SUCCESS!! Using full content\")\n",
+        "            cleaned_full_content = clean_text(full_content)\n",
+        "            content_to_process = f\"{doc.get('title', '')}. {cleaned_full_content}\"\n",
+        "        else:\n",
+        "            print(\"FAIL!! Using snippet as backup\")\n",
+        "            cleaned_snippet = clean_text(doc.get('snippet', ''))\n",
+        "            content_to_process = f\"{doc.get('title', '')}. {cleaned_snippet}\"\n",
+        "\n",
+        "        # 3. Bắt buộc: Chia nhỏ nội dung thành các chunks\n",
+        "        chunks = chunk_text(content_to_process)\n",
+        "\n",
+        "        # 4. Lưu các chunks với cấu trúc dữ liệu nhất quán\n",
+        "        for chunk_text_part in chunks:\n",
+        "            all_chunks_for_this_claim.append({\n",
+        "                \"text\": chunk_text_part,\n",
+        "                \"link\": doc['link']  # Giữ lại nguồn của chunk\n",
+        "            })\n",
+        "\n",
+        "    evidence_by_claim[claim] = all_chunks_for_this_claim\n",
+        "    print(f\"==> Finish for claim '{claim}'. Total: {len(all_chunks_for_this_claim)} chunks.\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "HF_TOKEN = os.getenv(\"HF_TOKEN\")"
+      ],
+      "metadata": {
+        "id": "-CcEWKwlpLII"
+      },
+      "id": "-CcEWKwlpLII",
+      "execution_count": 29,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 26,
+      "id": "F2Wl6CytHxXu",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 977,
+          "referenced_widgets": [
+            "758f66716ae445c0a003a01197d649b5",
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+            "02db125598614cbbbdae5ba5bf2a7343",
+            "cdd4b927de1748cc9eaacbcd5f3f91df",
+            "8573924c374a47b7aa0bb518b36be9b9",
+            "ecfcec71b2b84cd099ec8cbed9203d58",
+            "ad771486daee4f42b223482766646aa0",
+            "1e9a190298614771bde1278fb42f7b3a",
+            "3b0c90eeca614b3db1e3012e142c9d4f",
+            "95fb39dbebbe4c06b9c58ad736837da7",
+            "faa99a5ea36640c7b325ab158548984c",
+            "e8f87171bc754f88b424a44bbe1a3ddb",
+            "6a707447202e46a58f515fdbbc374965",
+            "e9239e7f54b04e3cb50de2cb53956f5f",
+            "a02a92d4e95f43df9b4d2bc2a9f78c12",
+            "0cab825d05ae40a0a56f3e89900c6e27",
+            "9abb2a9e6a594e119a2d38b68689f80c",
+            "d3d696010b974fb89368de415448a9c7",
+            "1614c162e8e44b5780db25033138a5a9",
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+        "outputId": "b3d46e5b-ce5b-4b74-fb07-2c43c82d059b"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Downloading Bi-Encoder model...\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_auth.py:86: UserWarning: \n",
+            "Access to the secret `HF_TOKEN` has not been granted on this notebook.\n",
+            "You will not be requested again.\n",
+            "Please restart the session if you want to be prompted again.\n",
+            "  warnings.warn(\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "modules.json:   0%|          | 0.00/229 [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "758f66716ae445c0a003a01197d649b5"
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+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "config_sentence_transformers.json:   0%|          | 0.00/123 [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
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+            ],
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+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "--- Finding top-k chunk related to claim: 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.  ' ---\n",
+            "    Top 10 chunk best related for claim 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.  ':\n",
+            "    - Score: 0.6671 - Biến đổi khí hậu châm ngòi cho thời tiết cực đoan như thế nào. 1. Mưa lớn Mỗi khi nhiệt độ trung bình tăng thêm một độ C, khí quyển có thể chứa thêm k...\n",
+            "    - Score: 0.6347 - cung cấp nguồn năng lượng khiến các cơn bão có cường độ mạnh hơn. Bầu khí quyền nóng cũng làm thay đổi hoàn lưu, khiến các khối không khí hoạt động mạ...\n",
+            "    - Score: 0.6325 - khó thể phục hồi, ảnh hưởng đến năng suất trong trồng trọt của năm sau. Đặc biệt, biến đổi khí hậu sẽ khiến hạn hán xuất hiện thường xuyên hơn, kéo th...\n",
+            "    - Score: 0.5232 - do biến đổi khí hậu và các yếu tố khác như mất môi trường sống, ô nhiễm... Nhiều hệ sinh thái quan trọng như rừng, rạn san hô, và các vùng đất ngập nư...\n",
+            "    - Score: 0.5208 - 20-25km/h. Theo các chuyên gia, biến đổi khí hậu khiến nhiệt độ toàn cầu tăng, dẫn đến lượng mưa cực đoan tăng 10-20%, bão mạnh hơn do nhiệt độ biển T...\n",
+            "    - Score: 0.5137 - Thời tiết cực đoan ảnh hưởng nghiêm trọng đến nền kinh tế Anh .... Anh đang trải qua các đợt nắng nóng gay gắt của mùa hè, nhiệt độ cao kỷ lục và hạn ...\n",
+            "    - Score: 0.4931 - với mức của 50% dân số nghèo nhất. Tác động của biến đổi khí hậu Các loại khí nhà kính bao phủ Trái Đất và giữ lại nhiệt của Mặt Trời trong khí quyển,...\n",
+            "    - Score: 0.4712 - có nghĩa là nhiệt độ ấm hơn. Nhưng sự gia tăng nhiệt độ chỉ là phần đầu của câu chuyện. Bởi vì Trái Đất là một hệ thống với nhiều thành phần, yếu tố l...\n",
+            "    - Score: 0.4691 - tiếp và tức thời – như nắng nóng cực độ, thiệt hại cho các cơ sở y tế và thương tích do các hiện tượng thời tiết cực đoan gây ra, đến những tác động g...\n",
+            "    - Score: 0.4642 - hán ở phía nam châu Phi vào đầu năm 2024. Nhưng nắng nóng do biến đổi khí hậu có thể làm hạn hán thêm trầm trọng bằng cách gây khô đất, dẫn tới không ...\n",
+            "\n",
+            "--- Finding top-k chunk related to claim: 'Nhiệt độ toàn cầu đã tăng 1.1 độ C trong 100 năm qua.' ---\n",
+            "    Top 10 chunk best related for claim 'Nhiệt độ toàn cầu đã tăng 1.1 độ C trong 100 năm qua.':\n",
+            "    - Score: 0.5683 - Tìm hiểu thông tin trên sách, báo, Internet về nhiệt độ. Tìm hiểu thông tin trên sách, báo, Internet về nhiệt độ trung bình toàn cầu của Trái Đất tron...\n",
+            "    - Score: 0.4693 - nguy cơ cho con người cũng như các sinh vật sống trên Trái Đất. Nhiệt độ nóng lên Khi nồng độ khí nhà kính t��ng lên, nhiệt độ trên bề mặt toàn cầu cũn...\n",
+            "    - Score: 0.4501 - độ Trái đất trung bình trong 20 năm mới được dự báo sẽ tăng hơn hoặc vượt quá 1.50C. Tuy nhiên, ước tính chính xác nhất về dài hạn là Trái đất sẽ nóng...\n",
+            "    - Score: 0.4406 - tế trên toàn cầu đã vững lại trong nửa đầu năm 2024, nhờ các nền kinh tế lớn đang phục hồi trở lại. Tăng trưởng toàn cầu được dự báo đạt 2,6% năm 2024...\n",
+            "    - Score: 0.4282 - nông nghiệp cao tuổi chịu ảnh hưởng không đồng đều.53 50 Đào Ngọc Hưng và đồng sự. 2022. Đánh giá sự thay đổi căng thẳng do nhiệt độ cao tại thành phố...\n",
+            "    - Score: 0.4220 - Giờ ta đã nhìn thấy chắc chắn rằng mực nước biển toàn cầu sẽ tiếp tục tăng trong suốt thế kỉ 21. Tương tự như giai đoạn 1995 – 2014, khả năng cao là m...\n",
+            "    - Score: 0.4104 - số nguồn phát thải khí nhà kính khác bao gồm năng lượng, công nghiệp, giao thông, các tòa nhà, nông nghiệp và sử dụng đất. Nồng độ khí nhà kính hiện ở...\n",
+            "    - Score: 0.3979 - Biến đổi khí hậu: Nhanh, rộng, mạnh và khó lường - Ấn phẩm Tia .... Biến đổi khí hậu: Nhanh, rộng, mạnh và khó lường Vào năm 1990, các nhà khoa học củ...\n",
+            "    - Score: 0.3588 - nhiệt độ toàn cầu lên 1,5°C hoặc dưới 2°C so với nhiệt độ thời kỳ tiền côngnghiệp. Tuy nhiên, các mục tiêu dựa trên khoa học trong Chính sách Mua sắm ...\n",
+            "    - Score: 0.3582 - Mức tăng trung bình mực nước biển là khoảng 3.7 mm mỗi năm từ năm 2006 đến 2018. Cộng đồng khoa học hiện nay nhìn chung đã thấy rằng “Những thay đổi k...\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sentence_transformers import SentenceTransformer, util\n",
+        "\n",
+        "print(\"Downloading Bi-Encoder model...\")\n",
+        "bi_encoder = SentenceTransformer('bkai-foundation-models/vietnamese-bi-encoder')\n",
+        "\n",
+        "# Dùng để lưu trữ top-k ứng viên cho mỗi claim\n",
+        "retrieved_candidates_by_claim = {}\n",
+        "\n",
+        "# 2. Lặp qua từng claim và các chunk tương ứng của nó\n",
+        "for claim, chunks_for_claim in evidence_by_claim.items():\n",
+        "    print(f\"\\n--- Finding top-k chunk related to claim: '{claim}' ---\")\n",
+        "\n",
+        "    if not chunks_for_claim:\n",
+        "        print(\"     No evidence chunk for this claim\")\n",
+        "        retrieved_candidates_by_claim[claim] = []\n",
+        "        continue\n",
+        "\n",
+        "    # Encode câu claim hiện tại\n",
+        "    claim_embedding = bi_encoder.encode(claim, convert_to_tensor=True)\n",
+        "\n",
+        "    # Lấy danh sách văn bản từ các chunk của claim này\n",
+        "    chunk_texts = [chunk['text'] for chunk in chunks_for_claim]\n",
+        "\n",
+        "    # Encode tất cả các chunk\n",
+        "    chunk_embeddings = bi_encoder.encode(chunk_texts, convert_to_tensor=True)\n",
+        "\n",
+        "    # 3. Tính cosine similarity cho claim này với các chunk của nó\n",
+        "    cosine_scores = util.cos_sim(claim_embedding, chunk_embeddings)[0]\n",
+        "\n",
+        "    # 4. Lấy ra top-k ứng viên tiềm năng (ví dụ top 10)\n",
+        "    top_k = 10\n",
+        "    # Đảm bảo top_k không lớn hơn số lượng chunk có sẵn\n",
+        "    num_chunks_available = len(chunks_for_claim)\n",
+        "    actual_top_k = min(top_k, num_chunks_available)\n",
+        "\n",
+        "    top_results_indices = cosine_scores.argsort(descending=True)[:actual_top_k]\n",
+        "\n",
+        "    # Lưu các ứng viên tốt nhất vào danh sách tạm\n",
+        "    top_chunks_for_this_claim = []\n",
+        "    print(f\"    Top {actual_top_k} chunk best related for claim '{claim}':\")\n",
+        "    for idx in top_results_indices:\n",
+        "        candidate = chunks_for_claim[idx]\n",
+        "        top_chunks_for_this_claim.append(candidate)\n",
+        "        print(f\"    - Score: {cosine_scores[idx]:.4f} - {candidate['text'][:150]}...\")\n",
+        "\n",
+        "    # Lưu kết quả top-k cho claim hiện tại\n",
+        "    retrieved_candidates_by_claim[claim] = top_chunks_for_this_claim"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 27,
+      "id": "9J1Z1TzdOBfX",
+      "metadata": {
+        "id": "9J1Z1TzdOBfX"
+      },
+      "outputs": [],
+      "source": [
+        "from sentence_transformers.cross_encoder import CrossEncoder\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 28,
+      "id": "qYo7yMI9H1Uc",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 747,
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+        "id": "qYo7yMI9H1Uc",
+        "outputId": "b264f6d0-1249-4426-84b0-7067a9f86c8b"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            " Downloading Cross-Encoder model...\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
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+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "vocab.txt: 0.00B [00:00, ?B/s]"
+            ],
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+          "metadata": {}
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+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "--- Reranking evidences for claim: 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.  ' ---\n",
+            "    Top 10 evidences after Rerank:\n",
+            "    - Score: 8.1589 - Biến đổi khí hậu châm ngòi cho thời tiết cực đoan như thế nào. 1. Mưa lớn Mỗi khi nhiệt độ trung bình tăng thêm một độ C, khí quyển có thể chứa thêm khoảng 7% hơi ẩm. Điều này có thể dẫn tới nhiều hạt mưa và mưa nặng hạt hơn, đôi khi trong thời gian ngắn và khu vực nhỏ. Các nhà khoa học đánh giá liệu sự kiện thời tiết cực đoan có thể quy cho biến đổi khí hậu hay không bằng cách xem xét nguyên nhân từ nhiên và con người. Trong trường hợp mưa lớn ở Dubai, Các tiểu vương quốc Arab thống nhất (UAE) và Oman vào (Source: https://vnexpress.net/bien-doi-khi-hau-cham-ngoi-cho-thoi-tiet-cuc-doan-the-nao-4739038.html)\n",
+            "    - Score: 8.0695 - khó thể phục hồi, ảnh hưởng đến năng suất trong trồng trọt của năm sau. Đặc biệt, biến đổi khí hậu sẽ khiến hạn hán xuất hiện thường xuyên hơn, kéo theo năng suất nông nghiệp giảm sâu, đẩy giá lương thực lên cao. Thời tiết cực đoan là một dấu hiệu của biến đổi khí hậu. Theo báo cáo thường niên về khí hậu Anh vào năm 2021 của Met Office, mực nước biển đang dâng cao hơn trên khắp nước Anh, trong khi mỗi năm nước này lại ghi nhận mức nhiệt cao hơn trung bình. Điều này cho thấy tác động của việc nhiệt độ trên (Source: https://nhandan.vn/thoi-tiet-cuc-doan-anh-huong-nghiem-trong-den-nen-kinh-te-anh-post712261.html)\n",
+            "    - Score: 7.8631 - cung cấp nguồn năng lượng khiến các cơn bão có cường độ mạnh hơn. Bầu khí quyền nóng cũng làm thay đổi hoàn lưu, khiến các khối không khí hoạt động mạnh hơn hoặc không theo quy luật của khí hậu, dẫn tới các hiện tượng thời tiết cực đoan. Bà cho rằng, biến đổi khí hậu là yếu tố chính khiến các hình thái thời tiết bất thường kéo dài các pha từ El Nino, Enso và La Nina khiến thiên tai như mưa bão, lũ lụt, hạn hán, rét buốt, xâm nhập mặn... ngày càng diễn biến phức tạp, dữ dội, kéo dài hơn. GS.TS Phan Văn Tân, (Source: https://vnexpress.net/bien-doi-khi-hau-khien-la-nina-co-yeu-to-di-thuong-4791345.html)\n",
+            "    - Score: 7.7759 - hán ở phía nam châu Phi vào đầu năm 2024. Nhưng nắng nóng do biến đổi khí hậu có thể làm hạn hán thêm trầm trọng bằng cách gây khô đất, dẫn tới không khí bên trên ấm lên nhanh hơn và hơi nóng càng dữ dội hơn. Trong thời kỳ thời tiết nóng, nhu cầu về nước tăng lên, đặc biệt từ các nông dân, tạo thêm gánh nặng cho nguồn cung cấp nước. Ở nhiều nơi tại Đông Phi, mùa mưa vắng bóng liên tiếp từ năm 2020 đến 2022 khi khu vực trải qua hạn hán tồi tệ nhất 40 năm, khiến 1,2 triệu người dân ở Somalia mất chỗ ở. Biến (Source: https://vnexpress.net/bien-doi-khi-hau-cham-ngoi-cho-thoi-tiet-cuc-doan-the-nao-4739038.html)\n",
+            "    - Score: 7.5596 - Thời tiết cực đoan ảnh hưởng nghiêm trọng đến nền kinh tế Anh .... Anh đang trải qua các đợt nắng nóng gay gắt của mùa hè, nhiệt độ cao kỷ lục và hạn hán đe dọa nguồn cung nước sạch. Các chuyên gia dự báo các hiện tượng thời tiết cực đoan như vậy sẽ xuất hiện nhiều hơn do biến đổi khí hậu. Chuyên gia cảnh báo rằng thời tiết khô nóng liên tục sẽ tác động tiêu cực đến kinh tế. Vào mùa hè, hạ tầng tại Anh phải đối mặt với áp lực ngày càng lớn do nắng nóng, trong khi hoạt động nông nghiệp bị gián đoạn do thiếu (Source: https://nhandan.vn/thoi-tiet-cuc-doan-anh-huong-nghiem-trong-den-nen-kinh-te-anh-post712261.html)\n",
+            "    - Score: 7.5482 - với mức của 50% dân số nghèo nhất. Tác động của biến đổi khí hậu Các loại khí nhà kính bao phủ Trái Đất và giữ lại nhiệt của Mặt Trời trong khí quyển, gây ra hiện tượng nóng lên toàn cầu và biến đổi khí hậu. Thế giới hiện đang ấm lên với tốc độ nhanh hơn bất kỳ thời điểm nào được ghi nhận trong quá khứ. Theo thời gian, sự gia tăng nhiệt độ này làm thay đổi các hình thái thời tiết và phá vỡ sự cân bằng vốn có của tự nhiên. Tình trạng này có thể mang đến nhiều nguy cơ cho con người cũng như các sinh vật sống (Source: https://nhandan.vn/special/biendoi_khihau_dedoa_toancau/index.html)\n",
+            "    - Score: 7.1287 - 20-25km/h. Theo các chuyên gia, biến đổi khí hậu khiến nhiệt độ toàn cầu tăng, dẫn đến lượng mưa cực đoan tăng 10-20%, bão mạnh hơn do nhiệt độ biển Tây Bắc Thái Bình Dương lên 29-33°C, và hiện tượng ENSO trung tính làm ranh giới mùa mờ nhạt, khó dự báo. Trung tâm Dự báo Khí tượng Thủy văn Quốc gia cho biết những thay đổi này khiến thiên tai như lũ quét, ngập úng đô thị xảy ra thường xuyên hơn, ảnh hưởng trực tiếp đến sinh kế của hàng triệu người ở miền Bắc và các vùng khác. Trước những thử thách này, Việt (Source: https://special.nhandan.vn/biendoikhihauvahanhdongcuavietnam/index.html)\n",
+            "    - Score: 6.4600 - tiếp và tức thời – như nắng nóng cực độ, thiệt hại cho các cơ sở y tế và thương tích do các hiện tượng thời tiết cực đoan gây ra, đến những tác động gián tiếp như tần suất và mức độ nghiêm trọng của các đợt bùng phát dịch ngày càng tăng. các bệnh nhạy cảm với khí hậu như sốt xuất huyết, đến các bệnh về đường hô hấp do không khí bị ô nhiễm. Đại diện các Vụ/Cục thuộc Bộ Y tế tham gia thảo luận, chia sẻ về ảnh hưởng của biến đổi khí hậu đến sức khoẻ. Trưởng đại diện WHO tại Việt Nam bày tỏ đánh giá cao Bộ Y (Source: https://moh.gov.vn/tin-noi-bat/-/asset_publisher/3Yst7YhbkA5j/content/thu-truong-bo-y-te-bien-oi-khi-hau-lam-thay-oi-mo-hinh-lay-truyen-muc-o-cac-benh-truyen-nhiem)\n",
+            "    - Score: 6.3246 - có nghĩa là nhiệt độ ấm hơn. Nhưng sự gia tăng nhiệt độ chỉ là phần đầu của câu chuyện. Bởi vì Trái Đất là một hệ thống với nhiều thành phần, yếu tố liên kết chặt chẽ với nhau, cho nên những thay đổi ở một khu vực có thể kéo theo sự biến đổi ở tất cả những khu vực khác. Những hậu quả mà biến đổi khí hậu gây ra cho hành tinh đang ngày càng trở nên rõ rệt, trong số đó nổi bật là tình trạng hạn hán dữ dội, khan hiếm nước, cháy rừng nghiêm trọng, nước biển dâng, lũ lụt, băng tan ở vùng cực, các cơn bão thảm (Source: https://nhandan.vn/special/biendoi_khihau_dedoa_toancau/index.html)\n",
+            "    - Score: 5.5309 - do biến đổi khí hậu và các yếu tố khác như mất môi trường sống, ô nhiễm... Nhiều hệ sinh thái quan trọng như rừng, rạn san hô, và các vùng đất ngập nước đang bị tổn thương nặng nề, kéo theo sự suy giảm đa dạng sinh học. Hạn hán cực đoan và sự biến đổi nhiệt độ đang gây mất môi trường sống, thay đổi mô hình di cư của động vật và gia tăng nguy cơ tuyệt chủng của nhiều loài. Thái Anh (Source: https://vnexpress.net/bien-doi-khi-hau-4796505.html)\n",
+            "\n",
+            "--- Reranking evidences for claim: 'Nhiệt độ toàn cầu đã tăng 1.1 độ C trong 100 năm qua.' ---\n",
+            "    Top 10 evidences after Rerank:\n",
+            "    - Score: 7.1530 - Tìm hiểu thông tin trên sách, báo, Internet về nhiệt độ. Tìm hiểu thông tin trên sách, báo, Internet về nhiệt độ trung bình toàn cầu của Trái Đất trong khoảng 100 năm qua và suy luận về nhiệt độ của Trái Đất tăng hay giảm trong vòng 10 năm tới. Tìm hiểu thông tin trên sách báo, Internet, quan sát hình vẽ Trong khoảng 100 năm qua, nhiệt độ trung bình Trái Đất đã tăng khoảng \\(0,{9^0}C\\) (nhiệt độ năm 2018 so với giai đoạn 1951 - 1980). Với xu thế này, dự đoán trong khoảng 10 năm tới, nhiệt độ sẽ tiếp tục (Source: https://loigiaihay.com/bai-tap-245461.html)\n",
+            "    - Score: 6.9986 - tế trên toàn cầu đã vững lại trong nửa đầu năm 2024, nhờ các nền kinh tế lớn đang phục hồi trở lại. Tăng trưởng toàn cầu được dự báo đạt 2,6% năm 2024, tăng thêm 0,2% điểm phần trăm so với dự báo hồi tháng 1/2024. Tăng trưởng sản lượng công nghiệp toàn cầu gần đây nhìn chung được cải thiện, bao gồm chỉ số PMI toàn cầu đã và đang theo hướng đi lên, là tín hiệu về tăng trưởng vào khoảng giữa năm. Thương mại toàn cầu cũng có dấu hiệu phục hồi, nhờ tăng trưởng thương mại hàng hóa tăng lên, sau giai đoạn chậm (Source: https://documents1.worldbank.org/curated/en/099152108232435513/pdf/IDU-00472f84-1adf-466c-9688-9d150a0879da.pdf)\n",
+            "    - Score: 5.7445 - Biến đổi khí hậu: Nhanh, rộng, mạnh và khó lường - Ấn phẩm Tia .... Biến đổi khí hậu: Nhanh, rộng, mạnh và khó lường Vào năm 1990, các nhà khoa học của Ủy ban liên quốc gia về biến đổi khí hậu (IPCC) cảnh báo rằng nhiệt độ bề mặt Trái Đất trung bình sẽ tăng lên từ 0.3 đến 0.60C trong vòng 100 năm tới. mười năm sau, IPCC dự báo trong Báo cáo đánh giá đầu tiên rằng hiện tượng nóng lên toàn cầu sẽ tăng 10C vào năm 2025 và nước biển sẽ dâng thêm 20cm vào năm 2030. Giờ đây, tình hình còn tệ hơn những gì đã thông (Source: https://tiasang.com.vn/khoa-hoc-cong-nghe/bien-doi-khi-hau-nhanh-rong-manh-va-kho-luong-28426/)\n",
+            "    - Score: 5.7185 - nguy cơ cho con người cũng như các sinh vật sống trên Trái Đất. Nhiệt độ nóng lên Khi nồng độ khí nhà kính tăng lên, nhiệt độ trên bề mặt toàn cầu cũng tăng theo. Thập kỷ 2011-2020 vừa qua được ghi nhận là nóng nhất trong lịch sử. Kể từ những năm 1980, nhiệt độ của thập kỷ sau luôn cao hơn so với thập kỷ trước đó. Gần như toàn bộ các khu vực trên đất liền đều ghi nhận sự gia tăng số ngày nắng nóng và các đợt sóng nhiệt. Nhiệt độ tăng kéo theo sự gia tăng các bệnh do nhiệt độ cao gây ra và khiến việc thực (Source: https://nhandan.vn/special/biendoi_khihau_dedoa_toancau/index.html)\n",
+            "    - Score: 5.3993 - nhiệt độ toàn cầu lên 1,5°C hoặc dưới 2°C so với nhiệt độ thời kỳ tiền côngnghiệp. Tuy nhiên, các mục tiêu dựa trên khoa học trong Chính sách Mua sắm Bền vững Toàn cầu đề cập đến Mục tiêu giảm thiểu Phạm vi 1 và 2, tương đương với Các mục tiêu dựa trên khoa học và đáp ứng những Yêu cầu tối thiểu dưới đây. (1) Phạm vi mục tiêu giảm thiểu khí CO2: Nhà cung cấp phải đặt mục tiêu phát thải Phạm vi 1 và Phạm vi 2 ở mức tối thiểu. (2) Năm mục tiêu: Năm mục tiêu phải trong khoảng từ 5 đến 10 năm sau khi mục tiêu (Source: https://www.bridgestone.com/responsibilities/social/procurement/pdf/Policy_Vietnamese.pdf)\n",
+            "    - Score: 5.2062 - Giờ ta đã nhìn thấy chắc chắn rằng mực nước biển toàn cầu sẽ tiếp tục tăng trong suốt thế kỉ 21. Tương tự như giai đoạn 1995 – 2014, khả năng cao là mực nước biển trung bình vào năm 2100 sẽ tăng khoảng 32-62 cm trong kịch bản khí thải nhà kính là thấp nhất. Trong tương lai xa hơn, mực nước biển sẽ tiếp tục dâng cao hàng thế kỉ cho đến hàng thiên nhiên kỉ do đáy đại dương nóng lên và băng tan. Và nó sẽ tiếp tục như vậy đến hàng nghìn năm sau. Tuy vậy, việc giảm thiểu nhiệt độ nóng lên của Trái đất vẫn có (Source: https://tiasang.com.vn/khoa-hoc-cong-nghe/bien-doi-khi-hau-nhanh-rong-manh-va-kho-luong-28426/)\n",
+            "    - Score: 5.0206 - độ Trái đất trung bình trong 20 năm mới được dự báo sẽ tăng hơn hoặc vượt quá 1.50C. Tuy nhiên, ước tính chính xác nhất về dài hạn là Trái đất sẽ nóng hơn 1.80C trong giai đoạn 2081-2100 trong kịch bản khí thải nhà kính thấp nhất, và con số đó sẽ là 2.70C trong kịch bản khí thải ở mức trung bình và 3.60C trong kịch bản khí thải ở mức cao. Sự phát triển của con người hiện nay đang theo hướng kịch bản khí thải nhà kính ở mức cao SSP3-7.0. Không có dấu hiệu gì quan sát được cho thấy tốc độ tăng của nồng độ (Source: https://tiasang.com.vn/khoa-hoc-cong-nghe/bien-doi-khi-hau-nhanh-rong-manh-va-kho-luong-28426/)\n",
+            "    - Score: 4.8058 - nông nghiệp cao tuổi chịu ảnh hưởng không đồng đều.53 50 Đào Ngọc Hưng và đồng sự. 2022. Đánh giá sự thay đổi căng thẳng do nhiệt độ cao tại thành phố Hà Nội. Tạp chí Khoa học Tự nhiên. Nghiên cứu này tính toán nhiệt độ hiệu quả để đánh giá sự thay đổi không gian và thời gian của căng thẳng do nhiệt độ cao ở Hà Nội từ năm 1961 đến năm 2020. Kết quả tính toán cho thấy nhiệt độ hiệu quả tăng rõ rệt theo thời gian. Trong giai đoạn 1961–1997 có rất ít trường hợp, nhưng từ năm 1998 đến năm 2020, những tháng (Source: https://documents1.worldbank.org/curated/en/099051625143037334/pdf/P176996-1f81a83a-aa8f-49d2-84ea-ec7d286593c5.pdf)\n",
+            "    - Score: 4.3651 - số nguồn phát thải khí nhà kính khác bao gồm năng lượng, công nghiệp, giao thông, các tòa nhà, nông nghiệp và sử dụng đất. Nồng độ khí nhà kính hiện ở mức cao nhất trong 2 triệu năm Trong những năm qua, nồng độ khí nhà kính trong khí quyển tiếp tục tăng cao, khiến Trái Đất hiện nay ấm hơn khoảng 1.1°C so với thời kỳ cuối thế kỷ 19. Thập kỷ 2011-2020 chứng kiến nền nhiệt Trái Đất đạt mức cao kỷ lục trong lịch sử. Nhiều người cho rằng biến đổi khí hậu chủ yếu có nghĩa là nhiệt độ ấm hơn. Nhưng sự gia tăng (Source: https://nhandan.vn/special/biendoi_khihau_dedoa_toancau/index.html)\n",
+            "    - Score: 3.6977 - Mức tăng trung bình mực nước biển là khoảng 3.7 mm mỗi năm từ năm 2006 đến 2018. Cộng đồng khoa học hiện nay nhìn chung đã thấy rằng “Những thay đổi khí hậu đang ngày càng lan rộng, nhanh chóng, mạnh mẽ và khó lường trong hàng nghìn năm tới”. Như bất cứ khu vực nào trên thế giới, Đông Nam Á đã chứng kiến ngày càng nhiều đợt nắng nóng cực đoan kể từ những năm 1950. Nơi này cũng đang chứng kiến sự tăng lên của những đợt mưa lớn dù chưa thể đưa ra kết luận chắc chắn do vẫn có những đợt hạn hán vì những nguyên (Source: https://tiasang.com.vn/khoa-hoc-cong-nghe/bien-doi-khi-hau-nhanh-rong-manh-va-kho-luong-28426/)\n"
+          ]
+        }
+      ],
+      "source": [
+        "# 1. Tải mô hình Cross-Encoder (chỉ cần tải 1 lần)\n",
+        "print(\"\\n Downloading Cross-Encoder model...\")\n",
+        "cross_encoder = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-6-v2')\n",
+        "\n",
+        "# Dùng để lưu trữ bằng chứng cuối cùng cho mỗi claim\n",
+        "final_evidence_by_claim = {}\n",
+        "\n",
+        "# 2. Lặp qua từng claim và các ứng viên (candidates) của nó\n",
+        "for claim, candidates in retrieved_candidates_by_claim.items():\n",
+        "    print(f\"\\n--- Reranking evidences for claim: '{claim}' ---\")\n",
+        "\n",
+        "    if not candidates:\n",
+        "        print(\"     No candidate to rerank.\")\n",
+        "        final_evidence_by_claim[claim] = []\n",
+        "        continue\n",
+        "\n",
+        "    # Tạo các cặp (claim, chunk_text) để rerank\n",
+        "    candidate_texts = [candidate['text'] for candidate in candidates]\n",
+        "    sentence_pairs = [[claim, text] for text in candidate_texts]\n",
+        "\n",
+        "    # 3. Dự đoán điểm số liên quan\n",
+        "    cross_scores = cross_encoder.predict(sentence_pairs)\n",
+        "\n",
+        "    # 4. Sắp xếp lại các ứng viên dựa trên điểm số mới\n",
+        "    reranked_results = list(zip(cross_scores, candidates))\n",
+        "    reranked_results.sort(key=lambda x: x[0], reverse=True)\n",
+        "\n",
+        "    # 5. Lấy ra top-k cuối cùng (ví dụ top 5)\n",
+        "    final_top_k = 10\n",
+        "    # Đảm bảo top_k không lớn hơn số lư��ng ứng viên có sẵn\n",
+        "    num_candidates_available = len(candidates)\n",
+        "    actual_final_top_k = min(final_top_k, num_candidates_available)\n",
+        "\n",
+        "    final_evidence = reranked_results[:actual_final_top_k]\n",
+        "\n",
+        "    # Lưu kết quả cuối cùng cho claim hiện tại\n",
+        "    final_evidence_by_claim[claim] = final_evidence\n",
+        "\n",
+        "    print(f\"    Top {actual_final_top_k} evidences after Rerank:\")\n",
+        "    for score, chunk in final_evidence:\n",
+        "        print(f\"    - Score: {score:.4f} - {chunk['text']} (Source: {chunk['link']})\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 30,
+      "id": "AHMdGO0JOECE",
+      "metadata": {
+        "id": "AHMdGO0JOECE"
+      },
+      "outputs": [],
+      "source": [
+        "from transformers import AutoTokenizer, AutoModelForSequenceClassification\n",
+        "import torch"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 31,
+      "id": "B3CSkIO6FqEz",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 266,
+          "referenced_widgets": [
+            "71afddfbbe574159a63fe4347651f58f",
+            "2a1ff83ceb9847eab4f77288e700c952",
+            "f3faa1886562445ca60e22ad9953be0a",
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+            "77317e8fc92b4245b678cf82d29fef71",
+            "0d32c103ae81497ab63ab98c11dc4120",
+            "841eac8e3b7045659f5b13d66ed609e0",
+            "9497f05c0c4641d480825844f3f9e828",
+            "644ff06946724431b02210d4d03900aa",
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+            "cad5ea6f1e734c42adfe602193bf463a",
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+            "7a59ac57dc6f425b88bcca129fab4f4e",
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+            "c7354fc5914c41bc8ed5aa829184c05d",
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+            "997d2d2348c64953a8b8ac600ef5a882",
+            "8bb0b09bfd674b64bf29608c3028a9cd",
+            "c7f8ecd704204de791c6a9c248f651d0",
+            "a49fb10edbb64dcd995b418507659e5a",
+            "2bee915bcb724976a01f19107f71ac40",
+            "9366f30ffac248cfac86abafad5aef65",
+            "6bc80630070a454698843dc43ef8c7f5",
+            "269754269edc4025a407f2b7a7e67a6c",
+            "734c86316b4b4eb0a3017708e0e4b996",
+            "bc747a7198fd49eeaacb55d11d87fe5f",
+            "ce7e60d9d0fc4c33a608608dac3de9d1",
+            "bb68ba9cd72b404a8da8dd3f0873e65f",
+            "5a2919cbf57d4fa382a9cc210df3bf0b",
+            "cfdbe070fc0a46c3a86bff99c92cbe80",
+            "5318e1035a284b8a8ec61295fbf6fd61",
+            "2794443941f94d5f8ebb7517f85da63c",
+            "177caa7c06c44a5e943c94648bba4f54",
+            "2492b412e45d44898db7bb8afed9afd4",
+            "4b28376bf5d149f486cff2dcf4daadfa",
+            "a86fed6ea5f545ae9cd3418f48126f29",
+            "60551767462949aebecfb201e6624ea7",
+            "11a7fe208cc54572b8d3614db40470aa",
+            "d3f20530a0b74fa0a295c3dfc9d8ea6d",
+            "8c050375d75948a8834ca10fb6ee9e9c"
+          ]
+        },
+        "id": "B3CSkIO6FqEz",
+        "outputId": "25c06bb9-3abb-4514-c865-170db99b0039"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Downloading module NLI...\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "tokenizer_config.json:   0%|          | 0.00/25.0 [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "71afddfbbe574159a63fe4347651f58f"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "config.json:   0%|          | 0.00/734 [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "22375ab05f014f02aad05874cb26e345"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "sentencepiece.bpe.model:   0%|          | 0.00/5.07M [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "82559b2a4ab7495b82f48eda924bf226"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "special_tokens_map.json:   0%|          | 0.00/150 [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "c7f8ecd704204de791c6a9c248f651d0"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "model.safetensors:   0%|          | 0.00/2.24G [00:00<?, ?B/s]"
+            ],
+            "application/vnd.jupyter.widget-view+json": {
+              "version_major": 2,
+              "version_minor": 0,
+              "model_id": "cfdbe070fc0a46c3a86bff99c92cbe80"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "Some weights of the model checkpoint at joeddav/xlm-roberta-large-xnli were not used when initializing XLMRobertaForSequenceClassification: ['roberta.pooler.dense.bias', 'roberta.pooler.dense.weight']\n",
+            "- This IS expected if you are initializing XLMRobertaForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
+            "- This IS NOT expected if you are initializing XLMRobertaForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n"
+          ]
+        }
+      ],
+      "source": [
+        "# Tải model và tokenizer một lần duy nhất\n",
+        "print(\"Downloading module NLI...\")\n",
+        "nli_model_name = \"joeddav/xlm-roberta-large-xnli\"\n",
+        "tokenizer = AutoTokenizer.from_pretrained(nli_model_name)\n",
+        "nli_model = AutoModelForSequenceClassification.from_pretrained(nli_model_name)\n",
+        "\n",
+        "def classify_stance(claim: str, evidence_text: str) -> dict:\n",
+        "    \"\"\"\n",
+        "    Phân loại lập trường của một bằng chứng so với một claim sử dụng mô hình NLI.\n",
+        "    \"\"\"\n",
+        "    # Mã hóa cặp (bằng chứng, claim)\n",
+        "    # Premise = evidence_text, Hypothesis = claim\n",
+        "    tokenized_input = tokenizer(evidence_text, claim, return_tensors='pt', truncation=True)\n",
+        "\n",
+        "    with torch.no_grad():\n",
+        "        outputs = nli_model(**tokenized_input)\n",
+        "\n",
+        "    # Lấy điểm số xác suất cho mỗi nhãn\n",
+        "    logits = outputs.logits\n",
+        "    probabilities = torch.softmax(logits, dim=1).squeeze().tolist()\n",
+        "\n",
+        "    # Các mô hình XNLI thường có thứ tự nhãn: [contradiction, neutral, entailment]\n",
+        "    # tương ứng với index [0, 1, 2]\n",
+        "    labels = ['Refute', 'Neutral', 'Support']\n",
+        "\n",
+        "    # Tìm nhãn có xác suất cao nhất\n",
+        "    predicted_index = torch.argmax(logits, dim=1).item()\n",
+        "    predicted_label = labels[predicted_index]\n",
+        "\n",
+        "    return {\n",
+        "        \"stance\": predicted_label,\n",
+        "        \"score\": probabilities[predicted_index],\n",
+        "        \"scores_all\": {\n",
+        "            \"refute\": probabilities[0],\n",
+        "            \"neutral\": probabilities[1],\n",
+        "            \"support\": probabilities[2]\n",
+        "        }\n",
+        "    }"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 32,
+      "id": "kBYXeNpdIRdt",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "kBYXeNpdIRdt",
+        "outputId": "63ac445c-31f9-4a0f-908e-fdd0a1df4f24"
+      },
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "\n",
+            "--- Phân loại lập trường cho claim: 'Biến đổi khí hậu đang làm thời tiết cực đoan hơn.  ' ---\n",
+            "  -> Stance: Neutral ({'refute': 0.00168781413231045, 'neutral': 0.9383016228675842, 'support': 0.060010652989149094}): | Text: Biến đổi khí hậu châm ngòi cho thời tiết cực đoan như thế nào. 1. Mưa lớn Mỗi khi nhiệt độ trung bình tăng thêm một độ C, khí quyển có thể chứa thêm khoảng 7% hơi ẩm. Điều này có thể dẫn tới nhiều hạt mưa và mưa nặng hạt hơn, đôi khi trong thời gian ngắn và khu vực nhỏ. Các nhà khoa học đánh giá liệu sự kiện thời tiết cực đoan có thể quy cho biến đổi khí hậu hay không bằng cách xem xét nguyên nhân từ nhiên và con người. Trong trường hợp mưa lớn ở Dubai, Các tiểu vương quốc Arab thống nhất (UAE) và Oman vào\n",
+            "  -> Stance: Neutral ({'refute': 0.0012957964790984988, 'neutral': 0.7588671445846558, 'support': 0.23983703553676605}): | Text: khó thể phục hồi, ảnh hưởng đến năng suất trong trồng trọt của năm sau. Đặc biệt, biến đổi khí hậu sẽ khiến hạn hán xuất hiện thường xuyên hơn, kéo theo năng suất nông nghiệp giảm sâu, đẩy giá lương thực lên cao. Thời tiết cực đoan là một dấu hiệu của biến đổi khí hậu. Theo báo cáo thường niên về khí hậu Anh vào năm 2021 của Met Office, mực nước biển đang dâng cao hơn trên khắp nước Anh, trong khi mỗi năm nước này lại ghi nhận mức nhiệt cao hơn trung bình. Điều này cho thấy tác động của việc nhiệt độ trên\n",
+            "  -> Stance: Support ({'refute': 0.0009549856767989695, 'neutral': 0.01345859095454216, 'support': 0.985586404800415}): | Text: cung cấp nguồn năng lượng khiến các cơn bão có cường độ mạnh hơn. Bầu khí quyền nóng cũng làm thay đổi hoàn lưu, khiến các khối không khí hoạt động mạnh hơn hoặc không theo quy luật của khí hậu, dẫn tới các hiện tượng thời tiết cực đoan. Bà cho rằng, biến đổi khí hậu là yếu tố chính khiến các hình thái thời tiết bất thường kéo dài các pha từ El Nino, Enso và La Nina khiến thiên tai như mưa bão, lũ lụt, hạn hán, rét buốt, xâm nhập mặn... ngày càng diễn biến phức tạp, dữ dội, kéo dài hơn. GS.TS Phan Văn Tân,\n",
+            "  -> Stance: Neutral ({'refute': 0.0005290057742968202, 'neutral': 0.9788088202476501, 'support': 0.020662078633904457}): | Text: hán ở phía nam châu Phi vào đầu năm 2024. Nhưng nắng nóng do biến đổi khí hậu có thể làm hạn hán thêm trầm trọng bằng cách gây khô đất, dẫn tới không khí bên trên ấm lên nhanh hơn và hơi nóng càng dữ dội hơn. Trong thời kỳ thời tiết nóng, nhu cầu về nước tăng lên, đặc biệt từ các nông dân, tạo thêm gánh nặng cho nguồn cung cấp nước. Ở nhiều nơi tại Đông Phi, mùa mưa vắng bóng liên tiếp từ năm 2020 đến 2022 khi khu vực trải qua hạn hán tồi tệ nhất 40 năm, khiến 1,2 triệu người dân ở Somalia mất chỗ ở. Biến\n",
+            "  -> Stance: Neutral ({'refute': 0.0001710759534034878, 'neutral': 0.9857645630836487, 'support': 0.014064294286072254}): | Text: Thời tiết cực đoan ảnh hưởng nghiêm trọng đến nền kinh tế Anh .... Anh đang trải qua các đợt nắng nóng gay gắt của mùa hè, nhiệt độ cao kỷ lục và hạn hán đe dọa nguồn cung nước sạch. Các chuyên gia dự báo các hiện tượng thời tiết cực đoan như vậy sẽ xuất hiện nhiều hơn do biến đổi khí hậu. Chuyên gia cảnh báo rằng thời tiết khô nóng liên tục sẽ tác động tiêu cực đến kinh tế. Vào mùa hè, hạ tầng tại Anh phải đối mặt với áp lực ngày càng lớn do nắng nóng, trong khi hoạt động nông nghiệp bị gián đoạn do thiếu\n",
+            "  -> Stance: Neutral ({'refute': 0.0006191787542775273, 'neutral': 0.9867607355117798, 'support': 0.012620055116713047}): | Text: với mức của 50% dân số nghèo nhất. Tác động của biến đổi khí hậu Các loại khí nhà kính bao phủ Trái Đất và giữ lại nhiệt của Mặt Trời trong khí quyển, gây ra hiện tượng nóng lên toàn cầu và biến đổi khí hậu. Thế giới hiện đang ấm lên với tốc độ nhanh hơn bất kỳ thời điểm nào được ghi nhận trong quá khứ. Theo thời gian, sự gia tăng nhiệt độ này làm thay đổi các hình thái thời tiết và phá vỡ sự cân bằng vốn có của tự nhiên. Tình trạng này có thể mang đến nhiều nguy cơ cho con người cũng như các sinh vật sống\n",
+            "  -> Stance: Neutral ({'refute': 0.00010154629126191139, 'neutral': 0.9886268973350525, 'support': 0.01127146277576685}): | Text: 20-25km/h. Theo các chuyên gia, biến đổi khí hậu khiến nhiệt độ toàn cầu tăng, dẫn đến lượng mưa cực đoan tăng 10-20%, bão mạnh hơn do nhiệt độ biển Tây Bắc Thái Bình Dương lên 29-33°C, và hiện tượng ENSO trung tính làm ranh giới mùa mờ nhạt, khó dự báo. Trung tâm Dự báo Khí tượng Thủy văn Quốc gia cho biết những thay đổi này khiến thiên tai như lũ quét, ngập úng đô thị xảy ra thường xuyên hơn, ảnh hưởng trực tiếp đến sinh kế của hàng triệu người ở miền Bắc và các vùng khác. Trước những thử thách này, Việt\n",
+            "  -> Stance: Neutral ({'refute': 0.0017658999422565103, 'neutral': 0.9718102812767029, 'support': 0.026423810049891472}): | Text: tiếp và tức thời – như nắng nóng cực độ, thiệt hại cho các cơ sở y tế và thương tích do các hiện tượng thời tiết cực đoan gây ra, đến những tác động gián tiếp như tần suất và mức độ nghiêm trọng của các đợt bùng phát dịch ngày càng tăng. các bệnh nhạy cảm với khí hậu như sốt xuất huyết, đến các bệnh về đường hô hấp do không khí bị ô nhiễm. Đại diện các Vụ/Cục thuộc Bộ Y tế tham gia thảo luận, chia sẻ về ảnh hưởng của biến đổi khí hậu đến sức khoẻ. Trưởng đại diện WHO tại Việt Nam bày tỏ đánh giá cao Bộ Y\n",
+            "  -> Stance: Neutral ({'refute': 0.0006063975743018091, 'neutral': 0.9773722290992737, 'support': 0.022021278738975525}): | Text: có nghĩa là nhiệt độ ấm hơn. Nhưng sự gia tăng nhiệt độ chỉ là phần đầu của câu chuyện. Bởi vì Trái Đất là một hệ thống với nhiều thành phần, yếu tố liên kết chặt chẽ với nhau, cho nên những thay đổi ở một khu vực có thể kéo theo sự biến đổi ở tất cả những khu vực khác. Những hậu quả mà biến đổi khí hậu gây ra cho hành tinh đang ngày càng trở nên rõ rệt, trong số đó nổi bật là tình trạng hạn hán dữ dội, khan hiếm nước, cháy rừng nghiêm trọng, nước biển dâng, lũ lụt, băng tan ở vùng cực, các cơn bão thảm\n",
+            "  -> Stance: Neutral ({'refute': 0.002112453570589423, 'neutral': 0.9201134443283081, 'support': 0.07777412980794907}): | Text: do biến đổi khí hậu và các yếu tố khác như mất môi trường sống, ô nhiễm... Nhiều hệ sinh thái quan trọng như rừng, rạn san hô, và các vùng đất ngập nước đang bị tổn thương nặng nề, kéo theo sự suy giảm đa dạng sinh học. Hạn hán cực đoan và sự biến đổi nhiệt độ đang gây mất môi trường sống, thay đổi mô hình di cư của động vật và gia tăng nguy cơ tuyệt chủng của nhiều loài. Thái Anh\n",
+            "\n",
+            "--- Phân loại lập trường cho claim: 'Nhiệt độ toàn cầu đã tăng 1.1 độ C trong 100 năm qua.' ---\n",
+            "  -> Stance: Neutral ({'refute': 0.002340492559596896, 'neutral': 0.9917654395103455, 'support': 0.0058941771276295185}): | Text: Tìm hiểu thông tin trên sách, báo, Internet về nhiệt độ. Tìm hiểu thông tin trên sách, báo, Internet về nhiệt độ trung bình toàn cầu của Trái Đất trong khoảng 100 năm qua và suy luận về nhiệt độ của Trái Đất tăng hay giảm trong vòng 10 năm tới. Tìm hiểu thông tin trên sách báo, Internet, quan sát hình vẽ Trong khoảng 100 năm qua, nhiệt độ trung bình Trái Đất đã tăng khoảng \\(0,{9^0}C\\) (nhiệt độ năm 2018 so với giai đoạn 1951 - 1980). Với xu thế này, dự đoán trong khoảng 10 năm tới, nhiệt độ sẽ tiếp tục\n",
+            "  -> Stance: Neutral ({'refute': 0.0016491921851411462, 'neutral': 0.9973161816596985, 'support': 0.001034582033753395}): | Text: tế trên toàn cầu đã vững lại trong nửa đầu năm 2024, nhờ các nền kinh tế lớn đang phục hồi trở lại. Tăng trưởng toàn cầu được dự báo đạt 2,6% năm 2024, tăng thêm 0,2% điểm phần trăm so với dự báo hồi tháng 1/2024. Tăng trưởng sản lượng công nghiệp toàn cầu gần đây nhìn chung được cải thiện, bao gồm chỉ số PMI toàn cầu đã và đang theo hướng đi lên, là tín hiệu về tăng trưởng vào khoảng giữa năm. Thương mại toàn cầu cũng có dấu hiệu phục hồi, nhờ tăng trưởng thương mại hàng hóa tăng lên, sau giai đoạn chậm\n",
+            "  -> Stance: Neutral ({'refute': 0.41527003049850464, 'neutral': 0.5776680111885071, 'support': 0.007062036078423262}): | Text: Biến đổi khí hậu: Nhanh, rộng, mạnh và khó lường - Ấn phẩm Tia .... Biến đổi khí hậu: Nhanh, rộng, mạnh và khó lường Vào năm 1990, các nhà khoa học của Ủy ban liên quốc gia về biến đổi khí hậu (IPCC) cảnh báo rằng nhiệt độ bề mặt Trái Đất trung bình sẽ tăng lên từ 0.3 đến 0.60C trong vòng 100 năm tới. mười năm sau, IPCC dự báo trong Báo cáo đánh giá đầu tiên rằng hiện tượng nóng lên toàn cầu sẽ tăng 10C vào năm 2025 và nước biển sẽ dâng thêm 20cm vào năm 2030. Giờ đây, tình hình còn tệ hơn những gì đã thông\n",
+            "  -> Stance: Neutral ({'refute': 0.0003015224647242576, 'neutral': 0.9990702271461487, 'support': 0.0006282200920395553}): | Text: nguy cơ cho con người cũng như các sinh vật sống trên Trái Đất. Nhiệt độ nóng lên Khi nồng độ khí nhà kính tăng lên, nhiệt độ trên bề mặt toàn cầu cũng tăng theo. Thập kỷ 2011-2020 vừa qua được ghi nhận là nóng nhất trong lịch sử. Kể từ những năm 1980, nhiệt độ của thập kỷ sau luôn cao hơn so với thập kỷ trước đó. Gần như toàn bộ các khu vực trên đất liền đều ghi nhận sự gia tăng số ngày nắng nóng và các đợt sóng nhiệt. Nhiệt độ tăng kéo theo sự gia tăng các bệnh do nhiệt độ cao gây ra và khiến việc thực\n",
+            "  -> Stance: Neutral ({'refute': 0.002675965428352356, 'neutral': 0.9963628649711609, 'support': 0.0009611364803276956}): | Text: nhiệt độ toàn cầu lên 1,5°C hoặc dưới 2°C so với nhiệt độ thời kỳ tiền côngnghiệp. Tuy nhiên, các mục tiêu dựa trên khoa học trong Chính sách Mua sắm Bền vững Toàn cầu đề cập đến Mục tiêu giảm thiểu Phạm vi 1 và 2, tương đương với Các mục tiêu dựa trên khoa học và đáp ứng những Yêu cầu tối thiểu dưới đây. (1) Phạm vi mục tiêu giảm thiểu khí CO2: Nhà cung cấp phải đặt mục tiêu phát thải Phạm vi 1 và Phạm vi 2 ở mức tối thiểu. (2) Năm mục tiêu: Năm mục tiêu phải trong khoảng từ 5 đến 10 năm sau khi mục tiêu\n",
+            "  -> Stance: Neutral ({'refute': 0.00024680871865712106, 'neutral': 0.9994778037071228, 'support': 0.00027552415849640965}): | Text: Giờ ta đã nhìn thấy chắc chắn rằng mực nước biển toàn cầu sẽ tiếp tục tăng trong suốt thế kỉ 21. Tương tự như giai đoạn 1995 – 2014, khả năng cao là mực nước biển trung bình vào năm 2100 sẽ tăng khoảng 32-62 cm trong kịch bản khí thải nhà kính là thấp nhất. Trong tương lai xa hơn, mực nước biển sẽ tiếp tục dâng cao hàng thế kỉ cho đến hàng thiên nhiên kỉ do đáy đại dương nóng lên và băng tan. Và nó sẽ tiếp tục như vậy đến hàng nghìn năm sau. Tuy vậy, việc giảm thiểu nhiệt độ nóng lên của Trái đất vẫn có\n",
+            "  -> Stance: Neutral ({'refute': 0.015057181939482689, 'neutral': 0.9828460812568665, 'support': 0.00209682690910995}): | Text: độ Trái đất trung bình trong 20 năm mới được dự báo sẽ tăng hơn hoặc vượt quá 1.50C. Tuy nhiên, ước tính chính xác nhất về dài hạn là Trái đất sẽ nóng hơn 1.80C trong giai đoạn 2081-2100 trong kịch bản khí thải nhà kính thấp nhất, và con số đó sẽ là 2.70C trong kịch bản khí thải ở mức trung bình và 3.60C trong kịch bản khí thải ở mức cao. Sự phát triển của con người hiện nay đang theo hướng kịch bản khí thải nhà kính ở mức cao SSP3-7.0. Không có dấu hiệu gì quan sát được cho thấy tốc độ tăng của nồng độ\n",
+            "  -> Stance: Neutral ({'refute': 0.0006392041686922312, 'neutral': 0.9979459643363953, 'support': 0.001414869329892099}): | Text: nông nghiệp cao tuổi chịu ảnh hưởng không đồng đều.53 50 Đào Ngọc Hưng và đồng sự. 2022. Đánh giá sự thay đổi căng thẳng do nhiệt độ cao tại thành phố Hà Nội. Tạp chí Khoa học Tự nhiên. Nghiên cứu này tính toán nhiệt độ hiệu quả để đánh giá sự thay đổi không gian và thời gian của căng thẳng do nhiệt độ cao ở Hà Nội từ năm 1961 đến năm 2020. Kết quả tính toán cho thấy nhiệt độ hiệu quả tăng rõ rệt theo thời gian. Trong giai đoạn 1961–1997 có rất ít trường hợp, nhưng từ năm 1998 đến năm 2020, những tháng\n",
+            "  -> Stance: Neutral ({'refute': 0.001220596837811172, 'neutral': 0.9342215657234192, 'support': 0.06455788761377335}): | Text: số nguồn phát thải khí nhà kính khác bao gồm năng lượng, công nghiệp, giao thông, các tòa nhà, nông nghiệp và sử dụng đất. Nồng độ khí nhà kính hiện ở mức cao nhất trong 2 triệu năm Trong những năm qua, nồng độ khí nhà kính trong khí quyển tiếp tục tăng cao, khiến Trái Đất hiện nay ấm hơn khoảng 1.1°C so với thời kỳ cuối thế kỷ 19. Thập kỷ 2011-2020 chứng kiến nền nhiệt Trái Đất đạt mức cao kỷ lục trong lịch sử. Nhiều người cho rằng biến đổi khí hậu chủ yếu có nghĩa là nhiệt ��ộ ấm hơn. Nhưng sự gia tăng\n",
+            "  -> Stance: Neutral ({'refute': 0.0006490430096164346, 'neutral': 0.9986081719398499, 'support': 0.0007428881363011897}): | Text: Mức tăng trung bình mực nước biển là khoảng 3.7 mm mỗi năm từ năm 2006 đến 2018. Cộng đồng khoa học hiện nay nhìn chung đã thấy rằng “Những thay đổi khí hậu đang ngày càng lan rộng, nhanh chóng, mạnh mẽ và khó lường trong hàng nghìn năm tới”. Như bất cứ khu vực nào trên thế giới, Đông Nam Á đã chứng kiến ngày càng nhiều đợt nắng nóng cực đoan kể từ những năm 1950. Nơi này cũng đang chứng kiến sự tăng lên của những đợt mưa lớn dù chưa thể đưa ra kết luận chắc chắn do vẫn có những đợt hạn hán vì những nguyên\n"
+          ]
+        }
+      ],
+      "source": [
+        "results_with_stance = {}\n",
+        "\n",
+        "for claim, top_evidence in final_evidence_by_claim.items():\n",
+        "    evidence_with_stance = []\n",
+        "    print(f\"\\n--- Phân loại lập trường cho claim: '{claim}' ---\")\n",
+        "\n",
+        "    for score, chunk in top_evidence:\n",
+        "        stance_result = classify_stance(claim, chunk['text'])\n",
+        "\n",
+        "        evidence_with_stance.append({\n",
+        "            'text': chunk['text'],\n",
+        "            'link': chunk['link'],\n",
+        "            'rerank_score': score,\n",
+        "            'stance': stance_result['stance'],\n",
+        "            'stance_score': stance_result['score'],\n",
+        "            'stance_scores': stance_result['scores_all']\n",
+        "        })\n",
+        "        print(f\"  -> Stance: {stance_result['stance']} ({stance_result['scores_all']}): | Text: {chunk['text']}\")\n",
+        "\n",
+        "    results_with_stance[claim] = evidence_with_stance"
+      ]
+    },
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