Data_augmentation.ipynb

{
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.10.13",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "kaggle": {
      "accelerator": "gpu",
      "dataSources": [
        {
          "sourceId": 8311923,
          "sourceType": "datasetVersion",
          "datasetId": 4937813
        }
      ],
      "dockerImageVersionId": 30699,
      "isInternetEnabled": true,
      "language": "python",
      "sourceType": "notebook",
      "isGpuEnabled": true
    },
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "accelerator": "GPU",
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "e23f67aa25b249d6896ae1d74ad91556": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_c7c9ae6c4dfb4a0597f9038633ace460",
              "IPY_MODEL_291f44dda3ee4b44a56d416fc1866a90",
              "IPY_MODEL_6a39de9c23504dfc9d075843e4936a80"
            ],
            "layout": "IPY_MODEL_c9d38c8b5c6a462a85c8a6ba80f1a191"
          }
        },
        "c7c9ae6c4dfb4a0597f9038633ace460": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ec371b080d1b4ccda5597b6242858fc2",
            "placeholder": "​",
            "style": "IPY_MODEL_3601e33d0ecf4c9ab263f4670937bf5e",
            "value": "config.json: 100%"
          }
        },
        "291f44dda3ee4b44a56d416fc1866a90": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c5b2ead8c46a43b0b5ef87ebaa6ff144",
            "max": 730,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8ffe2f9519364f7eaaabe310eef27b47",
            "value": 730
          }
        },
        "6a39de9c23504dfc9d075843e4936a80": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b2b7917c7d564b3f9cae0719b3f683d0",
            "placeholder": "​",
            "style": "IPY_MODEL_93c8f22718af4ab9a4250de94889b219",
            "value": " 730/730 [00:00&lt;00:00, 33.0kB/s]"
          }
        },
        "c9d38c8b5c6a462a85c8a6ba80f1a191": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ec371b080d1b4ccda5597b6242858fc2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3601e33d0ecf4c9ab263f4670937bf5e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c5b2ead8c46a43b0b5ef87ebaa6ff144": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8ffe2f9519364f7eaaabe310eef27b47": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "b2b7917c7d564b3f9cae0719b3f683d0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "93c8f22718af4ab9a4250de94889b219": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c41aefdaad814ca3927f17bf3e0e0de8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_ce2a402200d74f4ab5823227ba6f3803",
              "IPY_MODEL_300ccb76fabe4368875a3c2b78a48fbe",
              "IPY_MODEL_70348a34b0d54684a03ed02e098513a9"
            ],
            "layout": "IPY_MODEL_12c5b8a5aeac4d8995a72ee3ab6241a4"
          }
        },
        "ce2a402200d74f4ab5823227ba6f3803": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4bf831991fd647f7b2193483ccdaaea7",
            "placeholder": "​",
            "style": "IPY_MODEL_17b27072762349acb030caa65d98330c",
            "value": "pytorch_model.bin: 100%"
          }
        },
        "300ccb76fabe4368875a3c2b78a48fbe": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1347425660f342acb0f7afe979b264ed",
            "max": 2329707353,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3fc52c655d0a4943963f51d0849d63a1",
            "value": 2329707353
          }
        },
        "70348a34b0d54684a03ed02e098513a9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_882ad6f492694bc38affab4bb849334d",
            "placeholder": "​",
            "style": "IPY_MODEL_603af0108222410e9f1060ca30a94954",
            "value": " 2.33G/2.33G [00:20&lt;00:00, 30.3MB/s]"
          }
        },
        "12c5b8a5aeac4d8995a72ee3ab6241a4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4bf831991fd647f7b2193483ccdaaea7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "17b27072762349acb030caa65d98330c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1347425660f342acb0f7afe979b264ed": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3fc52c655d0a4943963f51d0849d63a1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "882ad6f492694bc38affab4bb849334d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "603af0108222410e9f1060ca30a94954": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "53cdc81b838444e79319e33fdf2cef4a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_7f8df40657514e579b7bac1548b6daca",
              "IPY_MODEL_26a47a79e8864b2ba8df0ee72f06cef3",
              "IPY_MODEL_88a4388121204796b3e30c986b0442c3"
            ],
            "layout": "IPY_MODEL_4332af56eedd484cb791f57462f8a54f"
          }
        },
        "7f8df40657514e579b7bac1548b6daca": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_08665c30c43f4b088e9329acc38f57ec",
            "placeholder": "​",
            "style": "IPY_MODEL_631b7a7d37c542f6a9764bb129be56dd",
            "value": "tokenizer_config.json: 100%"
          }
        },
        "26a47a79e8864b2ba8df0ee72f06cef3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_89569c180201476481cb61dbd566a7f8",
            "max": 375,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_82f0765350d94b1c9f3d047a6cb4705a",
            "value": 375
          }
        },
        "88a4388121204796b3e30c986b0442c3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e02a3ee6aa344cbbaeee13d76b582753",
            "placeholder": "​",
            "style": "IPY_MODEL_e41b80047a2144909f994563e819b484",
            "value": " 375/375 [00:00&lt;00:00, 22.6kB/s]"
          }
        },
        "4332af56eedd484cb791f57462f8a54f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "08665c30c43f4b088e9329acc38f57ec": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "631b7a7d37c542f6a9764bb129be56dd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "89569c180201476481cb61dbd566a7f8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "82f0765350d94b1c9f3d047a6cb4705a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "e02a3ee6aa344cbbaeee13d76b582753": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e41b80047a2144909f994563e819b484": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "f02695c45c6544e18827f420480d4bb5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_c40c6ab21ae34f9cb5a4f48d8970fe32",
              "IPY_MODEL_9e46c7b453324d84a32a9d505d45cc15",
              "IPY_MODEL_4e02d46b1c754885997d130b12fafa94"
            ],
            "layout": "IPY_MODEL_1cd3f74999e04c2a8921b190e38a74f2"
          }
        },
        "c40c6ab21ae34f9cb5a4f48d8970fe32": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_39f4133b4c20451c9bbc03cc84af4ad5",
            "placeholder": "​",
            "style": "IPY_MODEL_7674e539c9dd47cb9423541e45464e2b",
            "value": "spiece.model: 100%"
          }
        },
        "9e46c7b453324d84a32a9d505d45cc15": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ab5da64a1e784dd9bc226aa26f1ab746",
            "max": 4309802,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_590c02761289448084bb20b4b23f5ae9",
            "value": 4309802
          }
        },
        "4e02d46b1c754885997d130b12fafa94": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_35d054f5207f4c7880ad14e474128673",
            "placeholder": "​",
            "style": "IPY_MODEL_3b13fa7d5dd946eebed1ad8b1b499f24",
            "value": " 4.31M/4.31M [00:00&lt;00:00, 17.2MB/s]"
          }
        },
        "1cd3f74999e04c2a8921b190e38a74f2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "39f4133b4c20451c9bbc03cc84af4ad5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7674e539c9dd47cb9423541e45464e2b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ab5da64a1e784dd9bc226aa26f1ab746": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "590c02761289448084bb20b4b23f5ae9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "35d054f5207f4c7880ad14e474128673": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3b13fa7d5dd946eebed1ad8b1b499f24": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "01117aab5dd94fed8136a08255f6c2f0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_bc899edbcbb44d9c9c89f4f28c957892",
              "IPY_MODEL_1e5c241634644749a3352d70cc677579",
              "IPY_MODEL_681b3a5621154d83a9a5a388e95d1f7b"
            ],
            "layout": "IPY_MODEL_f456ece47bf542a7a750f099790fddf6"
          }
        },
        "bc899edbcbb44d9c9c89f4f28c957892": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_22178573394f4bd49914af56f6aa7a90",
            "placeholder": "​",
            "style": "IPY_MODEL_9f796b16b672485a887c43a3a6be5d3a",
            "value": "special_tokens_map.json: 100%"
          }
        },
        "1e5c241634644749a3352d70cc677579": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a8844cfbec4c478ebfe3024e53b23472",
            "max": 65,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8c284c50c4644ca48a90a5604a010f64",
            "value": 65
          }
        },
        "681b3a5621154d83a9a5a388e95d1f7b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ede255c035604cb69b2baed6821dc08f",
            "placeholder": "​",
            "style": "IPY_MODEL_2c89a0d6cc63421293ebebcf89402f6d",
            "value": " 65.0/65.0 [00:00&lt;00:00, 4.57kB/s]"
          }
        },
        "f456ece47bf542a7a750f099790fddf6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "22178573394f4bd49914af56f6aa7a90": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9f796b16b672485a887c43a3a6be5d3a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "a8844cfbec4c478ebfe3024e53b23472": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8c284c50c4644ca48a90a5604a010f64": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "ede255c035604cb69b2baed6821dc08f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2c89a0d6cc63421293ebebcf89402f6d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "9fde85c740ef459bb7cc4f8213df8633": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3d5fa117033d4e958edaa274da5d28af",
              "IPY_MODEL_d1d26ab0b2644b168033154f57ee2ef3",
              "IPY_MODEL_7a412bf22f99444faf091493ddffac7b"
            ],
            "layout": "IPY_MODEL_bb6b013865564782b981264c3e22036d"
          }
        },
        "3d5fa117033d4e958edaa274da5d28af": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ea68506af54240699ca7a50e64e86a74",
            "placeholder": "​",
            "style": "IPY_MODEL_09398b820c57415397cdbfc69fa895ca",
            "value": "config.json: 100%"
          }
        },
        "d1d26ab0b2644b168033154f57ee2ef3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fbb34727a21d445a8b615058f4d7f7fa",
            "max": 693,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ae27d502e96a4c8b9bd04ffc4ed8c2a6",
            "value": 693
          }
        },
        "7a412bf22f99444faf091493ddffac7b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_eae28a4cec3a4fd08fa3edcfa6b95cbe",
            "placeholder": "​",
            "style": "IPY_MODEL_0bfa4d2c1330468d9a8073a8d051e2ed",
            "value": " 693/693 [00:00&lt;00:00, 48.1kB/s]"
          }
        },
        "bb6b013865564782b981264c3e22036d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ea68506af54240699ca7a50e64e86a74": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "09398b820c57415397cdbfc69fa895ca": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "fbb34727a21d445a8b615058f4d7f7fa": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ae27d502e96a4c8b9bd04ffc4ed8c2a6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "eae28a4cec3a4fd08fa3edcfa6b95cbe": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0bfa4d2c1330468d9a8073a8d051e2ed": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1585574401494f03a1fd8aa36a5c7622": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_c86f0d09f4d94b9f9edc9c968105ff77",
              "IPY_MODEL_3a2af0277330467cbd645a9e29195f33",
              "IPY_MODEL_97690a8ad14640d8a942f506dfe6ef9e"
            ],
            "layout": "IPY_MODEL_0b93b193d9f04593a73d64235b554042"
          }
        },
        "c86f0d09f4d94b9f9edc9c968105ff77": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_71e79a94fed4401c9a855fed6495ddb4",
            "placeholder": "​",
            "style": "IPY_MODEL_f30c035d29ea46dda28c86462ebd7c4d",
            "value": "model.safetensors: 100%"
          }
        },
        "3a2af0277330467cbd645a9e29195f33": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a0a3c36726904830a77f96b5247a42ad",
            "max": 2130659086,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9f17465021914299b4b77edf003470f0",
            "value": 2130659086
          }
        },
        "97690a8ad14640d8a942f506dfe6ef9e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_347ca26a754944829ab23e7961a64c38",
            "placeholder": "​",
            "style": "IPY_MODEL_b9e2c5c135c0482b9c45c1844f26c549",
            "value": " 2.13G/2.13G [00:35&lt;00:00, 39.4MB/s]"
          }
        },
        "0b93b193d9f04593a73d64235b554042": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "71e79a94fed4401c9a855fed6495ddb4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f30c035d29ea46dda28c86462ebd7c4d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "a0a3c36726904830a77f96b5247a42ad": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9f17465021914299b4b77edf003470f0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "347ca26a754944829ab23e7961a64c38": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b9e2c5c135c0482b9c45c1844f26c549": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "026f9be01df747e3a71f02c5d3fd0b71": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_d8cb89fb106e45748892042a30b556ba",
              "IPY_MODEL_f7c42f214eb84b779016cd3ba6ee105d",
              "IPY_MODEL_f470131b4a6046e681d7fe3aad5b069b"
            ],
            "layout": "IPY_MODEL_50ce57e3c3294d8291559dded9212cdc"
          }
        },
        "d8cb89fb106e45748892042a30b556ba": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_46ab350e9b8440ea94fa3dcf9bb7942d",
            "placeholder": "​",
            "style": "IPY_MODEL_745f32022c4e4341bc202e380ce3f328",
            "value": "tokenizer_config.json: 100%"
          }
        },
        "f7c42f214eb84b779016cd3ba6ee105d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1eb9e88b79ed45278fde8056c41a77a7",
            "max": 222,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_5db2a7665c9c4e7f8cc75151a5b2d3f3",
            "value": 222
          }
        },
        "f470131b4a6046e681d7fe3aad5b069b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f8bb13c7bdab46568eb0315d53c594d9",
            "placeholder": "​",
            "style": "IPY_MODEL_d3c3a2dd6a0f49b0a14a42268020f9dc",
            "value": " 222/222 [00:00&lt;00:00, 15.5kB/s]"
          }
        },
        "50ce57e3c3294d8291559dded9212cdc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "46ab350e9b8440ea94fa3dcf9bb7942d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "745f32022c4e4341bc202e380ce3f328": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1eb9e88b79ed45278fde8056c41a77a7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "5db2a7665c9c4e7f8cc75151a5b2d3f3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "f8bb13c7bdab46568eb0315d53c594d9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d3c3a2dd6a0f49b0a14a42268020f9dc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2452ca6adf714762aa6b2b22397e4829": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_238636d1119a4dbe98565efa023d04e4",
              "IPY_MODEL_b649d2029c0744369300b3325682b31d",
              "IPY_MODEL_56270806061f4084b34a93111f5d8caa"
            ],
            "layout": "IPY_MODEL_ec94e13c39264fb7b05789e386cb8eff"
          }
        },
        "238636d1119a4dbe98565efa023d04e4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_98dcf158bc4440c9a5e93f5d47d4311b",
            "placeholder": "​",
            "style": "IPY_MODEL_af96a458c3054ca7bc55c251ece15d1b",
            "value": "tokenizer.json: 100%"
          }
        },
        "b649d2029c0744369300b3325682b31d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_cb0487a3b5ff4189a865fafa331a3ddd",
            "max": 14500438,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_5d4baa9ec9cf4d32918a82785be41f26",
            "value": 14500438
          }
        },
        "56270806061f4084b34a93111f5d8caa": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_96a45fc52f6446979aa5ef60b1f4d26e",
            "placeholder": "​",
            "style": "IPY_MODEL_9e0e253bb36549c18bd2832e9a4a603b",
            "value": " 14.5M/14.5M [00:00&lt;00:00, 13.7MB/s]"
          }
        },
        "ec94e13c39264fb7b05789e386cb8eff": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "98dcf158bc4440c9a5e93f5d47d4311b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "af96a458c3054ca7bc55c251ece15d1b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "cb0487a3b5ff4189a865fafa331a3ddd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "5d4baa9ec9cf4d32918a82785be41f26": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "96a45fc52f6446979aa5ef60b1f4d26e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9e0e253bb36549c18bd2832e9a4a603b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "f5162a618fc744f8bc18cbd4d3632c9d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3c0309f40f5041ea929ee912663f5dd4",
              "IPY_MODEL_95593a68defd48cd81a3e14027262ebb",
              "IPY_MODEL_38ace70f7a5a4c03b0341f7f40350e03"
            ],
            "layout": "IPY_MODEL_193ba02256534d41b912dfdc972284b7"
          }
        },
        "3c0309f40f5041ea929ee912663f5dd4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2ef3a68c59b54d7a94abbcd995c2f036",
            "placeholder": "​",
            "style": "IPY_MODEL_dac7ef3ad9914ec3abd885139c37d127",
            "value": "special_tokens_map.json: 100%"
          }
        },
        "95593a68defd48cd81a3e14027262ebb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1603aca319014b01a5e5fc802ce04e43",
            "max": 85,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_82435bc38d6f4908b1a809ca7844db6b",
            "value": 85
          }
        },
        "38ace70f7a5a4c03b0341f7f40350e03": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7457445f93104f3bb1a10188747756a9",
            "placeholder": "​",
            "style": "IPY_MODEL_6b2dbec6eb274e9b92d9b5bdf09ca9a1",
            "value": " 85.0/85.0 [00:00&lt;00:00, 5.96kB/s]"
          }
        },
        "193ba02256534d41b912dfdc972284b7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2ef3a68c59b54d7a94abbcd995c2f036": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "dac7ef3ad9914ec3abd885139c37d127": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1603aca319014b01a5e5fc802ce04e43": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "82435bc38d6f4908b1a809ca7844db6b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "7457445f93104f3bb1a10188747756a9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "6b2dbec6eb274e9b92d9b5bdf09ca9a1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        }
      }
    }
  },
  "nbformat_minor": 0,
  "nbformat": 4,
  "cells": [
    {
      "source": [
        "\n",
        "# IMPORTANT: RUN THIS CELL IN ORDER TO IMPORT YOUR KAGGLE DATA SOURCES\n",
        "# TO THE CORRECT LOCATION (/kaggle/input) IN YOUR NOTEBOOK,\n",
        "# THEN FEEL FREE TO DELETE THIS CELL.\n",
        "# NOTE: THIS NOTEBOOK ENVIRONMENT DIFFERS FROM KAGGLE'S PYTHON\n",
        "# ENVIRONMENT SO THERE MAY BE MISSING LIBRARIES USED BY YOUR\n",
        "# NOTEBOOK.\n",
        "\n",
        "import os\n",
        "import sys\n",
        "from tempfile import NamedTemporaryFile\n",
        "from urllib.request import urlopen\n",
        "from urllib.parse import unquote, urlparse\n",
        "from urllib.error import HTTPError\n",
        "from zipfile import ZipFile\n",
        "import tarfile\n",
        "import shutil\n",
        "\n",
        "CHUNK_SIZE = 40960\n",
        "DATA_SOURCE_MAPPING = 'cnn-bbc-news-arabic:https%3A%2F%2Fstorage.googleapis.com%2Fkaggle-data-sets%2F4937813%2F8311923%2Fbundle%2Farchive.zip%3FX-Goog-Algorithm%3DGOOG4-RSA-SHA256%26X-Goog-Credential%3Dgcp-kaggle-com%2540kaggle-161607.iam.gserviceaccount.com%252F20240504%252Fauto%252Fstorage%252Fgoog4_request%26X-Goog-Date%3D20240504T154742Z%26X-Goog-Expires%3D259200%26X-Goog-SignedHeaders%3Dhost%26X-Goog-Signature%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'\n",
        "\n",
        "KAGGLE_INPUT_PATH='/kaggle/input'\n",
        "KAGGLE_WORKING_PATH='/kaggle/working'\n",
        "KAGGLE_SYMLINK='kaggle'\n",
        "\n",
        "!umount /kaggle/input/ 2> /dev/null\n",
        "shutil.rmtree('/kaggle/input', ignore_errors=True)\n",
        "os.makedirs(KAGGLE_INPUT_PATH, 0o777, exist_ok=True)\n",
        "os.makedirs(KAGGLE_WORKING_PATH, 0o777, exist_ok=True)\n",
        "\n",
        "try:\n",
        "  os.symlink(KAGGLE_INPUT_PATH, os.path.join(\"..\", 'input'), target_is_directory=True)\n",
        "except FileExistsError:\n",
        "  pass\n",
        "try:\n",
        "  os.symlink(KAGGLE_WORKING_PATH, os.path.join(\"..\", 'working'), target_is_directory=True)\n",
        "except FileExistsError:\n",
        "  pass\n",
        "\n",
        "for data_source_mapping in DATA_SOURCE_MAPPING.split(','):\n",
        "    directory, download_url_encoded = data_source_mapping.split(':')\n",
        "    download_url = unquote(download_url_encoded)\n",
        "    filename = urlparse(download_url).path\n",
        "    destination_path = os.path.join(KAGGLE_INPUT_PATH, directory)\n",
        "    try:\n",
        "        with urlopen(download_url) as fileres, NamedTemporaryFile() as tfile:\n",
        "            total_length = fileres.headers['content-length']\n",
        "            print(f'Downloading {directory}, {total_length} bytes compressed')\n",
        "            dl = 0\n",
        "            data = fileres.read(CHUNK_SIZE)\n",
        "            while len(data) > 0:\n",
        "                dl += len(data)\n",
        "                tfile.write(data)\n",
        "                done = int(50 * dl / int(total_length))\n",
        "                sys.stdout.write(f\"\\r[{'=' * done}{' ' * (50-done)}] {dl} bytes downloaded\")\n",
        "                sys.stdout.flush()\n",
        "                data = fileres.read(CHUNK_SIZE)\n",
        "            if filename.endswith('.zip'):\n",
        "              with ZipFile(tfile) as zfile:\n",
        "                zfile.extractall(destination_path)\n",
        "            else:\n",
        "              with tarfile.open(tfile.name) as tarfile:\n",
        "                tarfile.extractall(destination_path)\n",
        "            print(f'\\nDownloaded and uncompressed: {directory}')\n",
        "    except HTTPError as e:\n",
        "        print(f'Failed to load (likely expired) {download_url} to path {destination_path}')\n",
        "        continue\n",
        "    except OSError as e:\n",
        "        print(f'Failed to load {download_url} to path {destination_path}')\n",
        "        continue\n",
        "\n",
        "print('Data source import complete.')\n"
      ],
      "metadata": {
        "id": "rr1cdPVqQ7Wj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "78a9e1a1-97f6-4fb3-b1cd-5f4b84bb2f6b"
      },
      "cell_type": "code",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading cnn-bbc-news-arabic, 8620788 bytes compressed\n",
            "[==================================================] 8620788 bytes downloaded\n",
            "Downloaded and uncompressed: cnn-bbc-news-arabic\n",
            "Data source import complete.\n"
          ]
        }
      ],
      "execution_count": null
    },
    {
      "cell_type": "code",
      "source": [
        "# This Python 3 environment comes with many helpful analytics libraries installed\n",
        "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n",
        "# For example, here's several helpful packages to load\n",
        "\n",
        "import numpy as np # linear algebra\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
        "\n",
        "# Input data files are available in the read-only \"../input/\" directory\n",
        "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
        "\n",
        "import os\n",
        "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
        "    for filename in filenames:\n",
        "        print(os.path.join(dirname, filename))\n",
        "\n",
        "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\"\n",
        "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session"
      ],
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "execution": {
          "iopub.status.busy": "2024-05-04T15:31:52.110782Z",
          "iopub.execute_input": "2024-05-04T15:31:52.111075Z",
          "iopub.status.idle": "2024-05-04T15:31:53.014494Z",
          "shell.execute_reply.started": "2024-05-04T15:31:52.111048Z",
          "shell.execute_reply": "2024-05-04T15:31:53.013387Z"
        },
        "trusted": true,
        "id": "uAiY62L7Q7Wo",
        "outputId": "ba25577b-4b82-4459-829a-97050152d23f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/kaggle/input/cnn-bbc-news-arabic/bbc_cnn_df.csv\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import pipeline"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:31:53.01593Z",
          "iopub.execute_input": "2024-05-04T15:31:53.016569Z",
          "iopub.status.idle": "2024-05-04T15:32:09.617168Z",
          "shell.execute_reply.started": "2024-05-04T15:31:53.016543Z",
          "shell.execute_reply": "2024-05-04T15:32:09.616423Z"
        },
        "trusted": true,
        "id": "rvBRcTpCQ7Wp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch"
      ],
      "metadata": {
        "id": "rNH7lKD4T-zH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# prompt: device = cuda else cpu\n",
        "if torch.cuda.is_available():\n",
        "  device = \"cuda\"\n",
        "else:\n",
        "  device = \"cpu\""
      ],
      "metadata": {
        "id": "wOSsVhDuUJZf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "device"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "3uj6n_OQUO4m",
        "outputId": "0d59bced-d136-40f6-fbbd-890c630e8d91"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'cuda'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv('/kaggle/input/cnn-bbc-news-arabic/bbc_cnn_df.csv')\n",
        "df.sample(10)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:32:09.618098Z",
          "iopub.execute_input": "2024-05-04T15:32:09.618601Z",
          "iopub.status.idle": "2024-05-04T15:32:10.492258Z",
          "shell.execute_reply.started": "2024-05-04T15:32:09.618576Z",
          "shell.execute_reply": "2024-05-04T15:32:10.491278Z"
        },
        "trusted": true,
        "id": "zMtBTOGfQ7Wp",
        "outputId": "18698150-dfd2-492e-891f-1f9f180c6fe3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              category                                               Body\n",
              "2916             Sport  . - كاس تونس: \"الترجي\" بالمربع الذهبي ويقترب ل...\n",
              "5494  Middle East News  - الشرق الاوسط - \"واد\" فتاه بتركيا في حديقه من...\n",
              "2873             Sport  . - زيدان يزور المنتخب الجزاءري بمعسكره في فرن...\n",
              "5486  Middle East News  - الشرق الاوسط - ايران والعراق يتبادلان رفاه ق...\n",
              "2996             Sport  . - عمرو زكي: اتمني فرصه جديده بانجلترا ومستعد...\n",
              "735      Entertainment  . - تقرير: \"مسترجلات\" يخترقن مدارس وجامعات الس...\n",
              "6976             World  - العالم - مقتل  مدنيا في هجومين بافغانستان =\"...\n",
              "486           Business  . - محققون المان يداهمون مكاتب بورش بتهمه التل...\n",
              "3592             World  . - سيناتور يصف كشف مذكرات الاستجواب بانها \"طع...\n",
              "4686  Middle East News  - الشرق الاوسط - السودان: فشل المحادثات حول اس..."
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9658184d-b05b-4f2b-9bfa-5f491f0fba32\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>category</th>\n",
              "      <th>Body</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2916</th>\n",
              "      <td>Sport</td>\n",
              "      <td>. - كاس تونس: \"الترجي\" بالمربع الذهبي ويقترب ل...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5494</th>\n",
              "      <td>Middle East News</td>\n",
              "      <td>- الشرق الاوسط - \"واد\" فتاه بتركيا في حديقه من...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2873</th>\n",
              "      <td>Sport</td>\n",
              "      <td>. - زيدان يزور المنتخب الجزاءري بمعسكره في فرن...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5486</th>\n",
              "      <td>Middle East News</td>\n",
              "      <td>- الشرق الاوسط - ايران والعراق يتبادلان رفاه ق...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2996</th>\n",
              "      <td>Sport</td>\n",
              "      <td>. - عمرو زكي: اتمني فرصه جديده بانجلترا ومستعد...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>735</th>\n",
              "      <td>Entertainment</td>\n",
              "      <td>. - تقرير: \"مسترجلات\" يخترقن مدارس وجامعات الس...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6976</th>\n",
              "      <td>World</td>\n",
              "      <td>- العالم - مقتل  مدنيا في هجومين بافغانستان =\"...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>486</th>\n",
              "      <td>Business</td>\n",
              "      <td>. - محققون المان يداهمون مكاتب بورش بتهمه التل...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3592</th>\n",
              "      <td>World</td>\n",
              "      <td>. - سيناتور يصف كشف مذكرات الاستجواب بانها \"طع...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4686</th>\n",
              "      <td>Middle East News</td>\n",
              "      <td>- الشرق الاوسط - السودان: فشل المحادثات حول اس...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9658184d-b05b-4f2b-9bfa-5f491f0fba32')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-9658184d-b05b-4f2b-9bfa-5f491f0fba32 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-9658184d-b05b-4f2b-9bfa-5f491f0fba32');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-a606eab1-4e1b-40b7-ba79-00ef258d6536\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a606eab1-4e1b-40b7-ba79-00ef258d6536')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-a606eab1-4e1b-40b7-ba79-00ef258d6536 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 10,\n  \"fields\": [\n    {\n      \"column\": \"category\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"Middle East News\",\n          \"Business\",\n          \"Entertainment\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Body\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \". - \\u0633\\u064a\\u0646\\u0627\\u062a\\u0648\\u0631 \\u064a\\u0635\\u0641 \\u0643\\u0634\\u0641 \\u0645\\u0630\\u0643\\u0631\\u0627\\u062a \\u0627\\u0644\\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628 \\u0628\\u0627\\u0646\\u0647\\u0627 \\\"\\u0637\\u0639\\u0646\\u0647 \\u0641\\u064a \\u0627\\u0644\\u0638\\u0647\\u0631\\\"  ( +:) - // \\u0633\\u064a\\u0646\\u0627\\u062a\\u0648\\u0631 \\u064a\\u0635\\u0641 \\u0643\\u0634\\u0641 \\u0645\\u0630\\u0643\\u0631\\u0627\\u062a \\u0627\\u0644\\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628 \\u0628\\u0627\\u0646\\u0647\\u0627 \\\"\\u0637\\u0639\\u0646\\u0647 \\u0641\\u064a \\u0627\\u0644\\u0638\\u0647\\u0631\\\" \\u064a\\u062a\\u0648\\u0627\\u0644\\u064a \\u0627\\u0644\\u062c\\u062f\\u0644 \\u0639\\u0644\\u064a \\u0643\\u0634\\u0641 \\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0648\\u0628\\u0627\\u0645\\u0627 \\u0639\\u0646 \\u0645\\u0630\\u0643\\u0631\\u0627\\u062a \\u0627\\u0644\\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642\\u0647 \\u062d\\u0648\\u0644 \\u062a\\u0642\\u0646\\u064a\\u0627\\u062a \\u0627\\u0644\\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628 \\u0648\\u0627\\u0634\\u0646\\u0637\\u0646\\u060c \\u0627\\u0644\\u0648\\u0644\\u0627\\u064a\\u0627\\u062a \\u0627\\u0644\\u0645\\u062a\\u062d\\u062f\\u0647 \\u0627\\u0644\\u0627\\u0645\\u0631\\u064a\\u0643\\u064a\\u0647 ( ) -- \\u0646\\u062f\\u062f \\u0627\\u062b\\u0646\\u0627\\u0646 \\u0645\\u0646 \\u0627\\u0628\\u0631\\u0632 \\u0627\\u0639\\u0636\\u0627\\u0621 \\u0645\\u062c\\u0644\\u0633 \\u0627\\u0644\\u0634\\u064a\\u0648\\u062e \\u0627\\u0644\\u0627\\u0645\\u0631\\u064a\\u0643\\u064a \\u0627\\u0644\\u0627\\u062d\\u062f \\u0628\\u0643\\u0634\\u0641 \\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0644\\u0631\\u0621\\u064a\\u0633\\u060c \\u0628\\u0627\\u0631\\u0627\\u0643 \\u0627\\u0648\\u0628\\u0627\\u0645\\u0627\\u060c \\u0645\\u0630\\u0643\\u0631\\u0627\\u062a \\u0633\\u0631\\u064a\\u0647 \\u062a\\u062a\\u0646\\u0627\\u0648\\u0644 \\\"\\u062a\\u0646\\u0642\\u064a\\u0627\\u062a \\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628 \\u0645\\u062d\\u0633\\u0646\\u0647\\\"\\u060c \\u0627\\u0633\\u062a\\u062d\\u062f\\u062b\\u062a\\u0647\\u0627 \\u0627\\u0644\\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642\\u0647\\u060c \\u0648\\u0635\\u0641\\u0627 \\u0627\\u0644\\u0642\\u0631\\u0627\\u0631 \\u0628\\u0627\\u0646\\u0647 \\\"\\u062e\\u0637\\u0627 \\u062e\\u0637\\u064a\\u0631.\\\" \\u0648\\u0642\\u0627\\u0644 \\u0627\\u0644\\u0633\\u064a\\u0646\\u0627\\u062a\\u0648\\u0631 \\u0644\\u064a\\u0646\\u062f\\u0633\\u064a \\u063a\\u0631\\u0627\\u0647\\u0627\\u0645\\u060c \\u062c\\u0645\\u0647\\u0648\\u0631\\u064a \\u0639\\u0646 \\u0646\\u0648\\u0631\\u062b \\u0643\\u0627\\u0631\\u0648\\u0644\\u064a\\u0646\\u0627\\u060c \\u0644\\u0640 : \\\"\\u0627\\u0639\\u062a\\u0642\\u062f \\u0627\\u0646\\u0647 \\u0644\\u064a\\u0633 \\u0645\\u0646 \\u0627\\u0644\\u0635\\u0648\\u0627\\u0628 \\u0627\\u0644\\u0643\\u0634\\u0641 \\u0639\\u0646 \\u062a\\u0644\\u0643 \\u0627\\u0644\\u062a\\u0642\\u0646\\u064a\\u0627\\u062a \\u0648\\u0627\\u0639\\u0644\\u0627\\u0645 \\u0639\\u062f\\u0648\\u0646\\u0627 \\u0628\\u0645\\u0627 \\u0642\\u062f \\u064a\\u0646\\u062a\\u0638\\u0631\\u0647.\\\" \\u0648\\u0627\\u0631\\u062f\\u0641 \\u063a\\u0631\\u0627\\u0647\\u0627\\u0645\\u060c \\u0648\\u0647\\u0648 \\u0627\\u0644\\u0645\\u0639\\u0627\\u0631\\u0636 \\u0644\\u0627\\u0633\\u062a\\u062e\\u062f\\u0627\\u0645 \\u062a\\u0642\\u0646\\u064a\\u0627\\u062a \\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628 \\u0642\\u062f \\u062a\\u0635\\u0646\\u0641 \\u0643\\u062a\\u0639\\u0630\\u064a\\u0628: \\\"\\u0647\\u0646\\u0627\\u0643 \\u0648\\u0633\\u064a\\u0644\\u0647 \\u0644\\u0627\\u0633\\u062a\\u062e\\u0644\\u0627\\u0635 \\u0645\\u0639\\u0644\\u0648\\u0645\\u0627\\u062a \\u062c\\u064a\\u062f\\u0647 \\u0628\\u0627\\u0633\\u0644\\u0648\\u0628 \\u0634\\u0631\\u0633 \\u0644\\u062d\\u0645\\u0627\\u064a\\u0647 \\u0647\\u0630\\u0627 \\u0627\\u0644\\u0648\\u0637\\u0646\\u060c \\u0648\\u062f\\u0648\\u0646 \\u0627\\u0644\\u0639\\u0648\\u062f\\u0647 \\u0644\\u062d\\u0642\\u0628\\u0647 \\u0645\\u062d\\u0627\\u0643\\u0645 \\u0627\\u0644\\u062a\\u0641\\u062a\\u064a\\u0634.\\\" \\u0648\\u0628\\u062f\\u0648\\u0631\\u0647 \\u0642\\u0627\\u0644 \\u0627\\u0644\\u0633\\u064a\\u0646\\u0627\\u062a\\u0648\\u0631 \\u0627\\u0644\\u0645\\u0633\\u062a\\u0642\\u0644\\u060c \\u062c\\u0648 \\u0644\\u064a\\u0628\\u0631\\u0645\\u0627\\u0646\\u060c \\u0645\\u0646 \\u0645\\u0639\\u0627\\u0631\\u0636\\u064a \\u0627\\u0633\\u062a\\u062e\\u062f\\u0627\\u0645 \\u062a\\u0642\\u0646\\u064a\\u0627\\u062a \\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628 \\u0627\\u0633\\u062a\\u062d\\u062f\\u062b\\u062a\\u0647\\u0627 \\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0644\\u0631\\u0621\\u064a\\u0633 \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642\\u060c \\u062c\\u0648\\u0631\\u062c \\u0628\\u0648\\u0634\\u060c \\u0644\\u0627\\u0633\\u062a\\u062e\\u0644\\u0627\\u0635 \\u0645\\u0639\\u0644\\u0648\\u0645\\u0627\\u062a \\u0645\\u0646 \\u0627\\u0644\\u0645\\u0634\\u062a\\u0628\\u0647 \\u0628\\u0647\\u0645 \\u0643\\u0627\\u0631\\u0647\\u0627\\u0628\\u064a\\u0646 \\u0641\\u064a \\u0627\\u0644\\u0645\\u0639\\u062a\\u0642\\u0644\\u0627\\u062a \\u0627\\u0644\\u0627\\u0645\\u0631\\u064a\\u0643\\u064a\\u0647\\u060c \\u0627\\u0646 \\u0627\\u0633\\u062a\\u0645\\u0631\\u0627\\u0631 \\u0627\\u0644\\u062c\\u062f\\u0644 \\u0641\\u064a \\u0647\\u0630\\u0627 \\u0627\\u0644\\u0634\\u0627\\u0646 \\u0633\\u064a\\u0634\\u062a\\u062a \\u062a\\u0631\\u0643\\u064a\\u0632 \\u0627\\u0648\\u0628\\u0627\\u0645\\u0627 \\u0639\\u0646 \\u0642\\u0636\\u0627\\u064a\\u0627 \\u062c\\u0648\\u0647\\u0631\\u064a\\u0647. \\u0648\\u0627\\u0636\\u0627\\u0641: \\\"\\u0627\\u0639\\u0648\\u062f \\u0644\\u062a\\u0635\\u0631\\u064a\\u062d \\u0627\\u0644\\u0631\\u0621\\u064a\\u0633 \\u0645\\u0646\\u0630 \\u0628\\u062f\\u0621 \\u0627\\u062f\\u0627\\u0631\\u062a\\u0647\\\" \\u062d\\u0627\\u0646 \\u0627\\u0644\\u0648\\u0642\\u062a \\u0644\\u0646\\u0646\\u0638\\u0631 \\u0642\\u062f\\u0645\\u0627\\\".. \\u0647\\u0630\\u0647 \\u0645\\u0633\\u062a\\u0646\\u062f\\u0627\\u062a \\u0633\\u0631\\u064a\\u0647 \\u0644\\u0644\\u063a\\u0627\\u064a\\u0647\\u060c \\u0648\\u0627\\u0644\\u0630\\u064a\\u0646 \\u0635\\u0627\\u063a\\u0648\\u0647\\u0627 \\u0645\\u062d\\u0627\\u0645\\u0648\\u0646\\u060c \\u0648\\u062d\\u062a\\u064a \\u0627\\u0646 \\u0627\\u062e\\u062a\\u0644\\u0627\\u0641\\u0646\\u0627 \\u0645\\u0639\\u0647\\u0645\\u060c \\u0641\\u0627\\u0646 \\u0647\\u062f\\u0641\\u0647\\u0645 \\u0645\\u062d\\u0627\\u0648\\u0644\\u0647 \\u062d\\u0645\\u0627\\u064a\\u0647 \\u0647\\u0630\\u0627 \\u0627\\u0644\\u0648\\u0637\\u0646.\\\" \\u0648\\u0641\\u0646\\u062f \\u0627\\u0644\\u0633\\u064a\\u0646\\u0627\\u062a\\u0648\\u0631 \\u0627\\u0644\\u0645\\u0633\\u062a\\u0642\\u0644 \\u062f\\u0639\\u0648\\u0627\\u062a \\u0644\\u062a\\u0634\\u0643\\u064a\\u0644 \\u0645\\u0627 \\u0627\\u0633\\u0645\\u064a \\u0628\\u0640\\\"\\u0645\\u0641\\u0648\\u0636\\u064a\\u0647 \\u0627\\u0644\\u062d\\u0642\\u064a\\u0642\\u0647\\\" \\u0644\\u0644\\u062a\\u062d\\u0642\\u064a\\u0642 \\u0641\\u064a \\u0633\\u062c\\u0644\\u0627\\u062a \\u0627\\u0644\\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642\\u0647\\u060c \\u0642\\u0627\\u0621\\u0644\\u0627 \\u0627\\u0646 \\u0633\\u062a\\u0621\\u062f\\u064a \\\"\\u0644\\u062a\\u0633\\u0645\\u064a\\u0645\\\" \\u0627\\u0644\\u0627\\u062c\\u0648\\u0627\\u0621 \\u0641\\u064a \\u0648\\u0627\\u0634\\u0646\\u0637\\u0646\\u060c \\u0645\\u0636\\u064a\\u0641\\u0627: \\\"\\u062f\\u0639\\u0648\\u0627 \\u0644\\u062c\\u0646\\u0647 \\u0627\\u0644\\u0627\\u0633\\u062a\\u062e\\u0628\\u0627\\u0631\\u0627\\u062a \\u0644\\u0644\\u0642\\u064a\\u0627\\u0645 \\u0628\\u0645\\u0647\\u0627\\u0645\\u0647\\u0627.\\\" \\u0631\\u0648\\u0627\\u0628\\u0637 \\u0630\\u0627\\u062a \\u0639\\u0644\\u0627\\u0642\\u0647 \\u0627\\u063a\\u0631\\u0642\\u062a \\u0627\\u0628\\u0648 \\u0632\\u0628\\u064a\\u062f\\u0647 \\u0648\\u062e\\u0627\\u0644\\u062f \\u0634\\u064a\\u062e \\\"\\u0648\\u0647\\u0645\\u064a\\u0627\\\"  \\u0645\\u0631\\u0647 \\u062a\\u0634\\u064a\\u0646\\u064a \\u0648\\u0631\\u0627\\u064a\\u0633 \\u0627\\u0642\\u0631\\u0627 \\u0627\\u0644\\u062a\\u062d\\u0642\\u064a\\u0642 \\u0645\\u0639 \\u0627\\u0644\\u0645\\u0634\\u062a\\u0628\\u0647 \\u0628\\u0647\\u0645 \\u0628\\u0640\\\"\\u0627\\u0644\\u0627\\u063a\\u0631\\u0627\\u0642 \\u0627\\u0644\\u0648\\u0647\\u0645\\u064a\\\" \\u0648\\u062f\\u0641\\u0639\\u062a \\u0633\\u064a\\u0646\\u0627\\u062a\\u0648\\u0631\\u060c \\u062f\\u064a\\u0627\\u0646 \\u0641\\u064a\\u0646\\u0634\\u062a\\u0627\\u064a\\u0646\\u060c \\u0631\\u0621\\u064a\\u0633\\u0647 \\u0644\\u062c\\u0646\\u0647 \\u0627\\u0644\\u0627\\u0633\\u062a\\u062e\\u0628\\u0627\\u0631\\u0627\\u062a \\u0628\\u0645\\u062c\\u0644\\u0633 \\u0627\\u0644\\u0634\\u064a\\u0648\\u062e\\u060c \\u0628\\u0636\\u0631\\u0648\\u0631\\u0647 \\u0627\\u0633\\u062a\\u062e\\u062f\\u0627\\u0645 \\u0628\\u0639\\u0636 \\u0645\\u0646 \\u062a\\u0644\\u0643 \\u0627\\u0644\\u062a\\u0642\\u0646\\u064a\\u0627\\u062a. \\u0648\\u0635\\u0641 \\u0643\\u064a\\u062a \\u0628\\u0648\\u0646\\u062f\\u060c \\u0633\\u064a\\u0646\\u0627\\u062a\\u0648\\u0631 \\u062c\\u0645\\u0647\\u0648\\u0631\\u064a \\u0639\\u0646 \\u0645\\u064a\\u0633\\u0648\\u0631\\u064a\\u060c \\u0627\\u0644\\u0643\\u0634\\u0641 \\u0639\\u0646 \\u0645\\u0630\\u0643\\u0631\\u0627\\u062a \\u0627\\u0644\\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642\\u0647 \\u0628\\u0627\\u0646\\u0647 \\\"\\u0637\\u0639\\u0646\\u0647 \\u0641\\u064a \\u0627\\u0644\\u0638\\u0647\\u0631\\\"\\u060c \\u0641\\u064a\\u0645\\u0627 \\u0642\\u0627\\u0644 \\u0627\\u0644\\u0645\\u0631\\u0634\\u062d \\u0627\\u0644\\u0630\\u064a \\u062e\\u0633\\u0631 \\u0627\\u0644\\u0633\\u0628\\u0627\\u0642 \\u0627\\u0644\\u0631\\u0621\\u0627\\u0633\\u064a\\u0647 \\u0641\\u064a \\u0645\\u0648\\u0627\\u062c\\u0647\\u0647 \\u0627\\u0648\\u0628\\u0627\\u0645\\u0627\\u060c \\u062c\\u0648\\u0646 \\u0645\\u0627\\u0643\\u064a\\u0646\\u060c \\u0627\\u0646 \\u0627\\u0644\\u062d\\u062f\\u064a\\u062b \\u0639\\u0646 \\u062a\\u0642\\u062f\\u064a\\u0645 \\u0628\\u0639\\u0636 \\u0627\\u0644\\u0645\\u0633\\u0621\\u0648\\u0644\\u064a\\u0646 \\u0644\\u0644\\u0645\\u062d\\u0627\\u0643\\u0645\\u0647\\u060c \\u0644\\u0646 \\u064a\\u0643\\u0648\\u0646 \\u0633\\u0648\\u064a \\\"\\u062a\\u0635\\u0641\\u064a\\u0647 \\u062d\\u0633\\u0627\\u0628\\u0627\\u062a \\u0633\\u064a\\u0627\\u0633\\u064a\\u0647.\\\" \\u0648\\u0631\\u062f \\u0627\\u0644\\u0646\\u0627\\u0637\\u0642 \\u0628\\u0627\\u0633\\u0645 \\u0627\\u0644\\u0628\\u064a\\u062a \\u0627\\u0644\\u0627\\u0628\\u064a\\u0636\\u060c \\u0631\\u0648\\u0628\\u0631\\u062a \\u063a\\u064a\\u0628\\u0633\\u060c \\u0627\\u0644\\u0627\\u062d\\u062f \\u0642\\u0627\\u0621\\u0644\\u0627 \\u0627\\u0646 \\u062a\\u0642\\u0646\\u064a\\u0627\\u062a \\u0627\\u0644\\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628\\u060c \\u0648\\u0644\\u064a\\u0633 \\u0643\\u0634\\u0641 \\u062a\\u0641\\u0627\\u0635\\u064a\\u0644\\u0647\\u0627\\u060c \\u064a\\u0639\\u0631\\u0636 \\u0627\\u0645\\u0631\\u064a\\u0643\\u0627 \\u0644\\u0644\\u062e\\u0637\\u0631. \\u0648\\u0627\\u0633\\u062a\\u0634\\u0647\\u062f \\u063a\\u064a\\u0628\\u0633 \\u0628\\u062a\\u0635\\u0631\\u064a\\u062d\\u0627\\u062a \\u0645\\u0633\\u062a\\u0634\\u0627\\u0631 \\u0627\\u0644\\u0627\\u0645\\u0646 \\u0627\\u0644\\u0642\\u0648\\u0645\\u064a \\u0627\\u0644\\u0627\\u0645\\u0631\\u064a\\u0643\\u064a\\u060c \\u0627\\u0644\\u062c\\u0646\\u0631\\u0627\\u0644 \\u062c\\u064a\\u0645 \\u062c\\u0648\\u0646\\u0632\\u060c \\u0628\\u0627\\u0646 \\u0627\\u0633\\u062a\\u0645\\u0631\\u0627\\u0631 \\u0627\\u0633\\u062a\\u062e\\u062f\\u0627\\u0645 \\u0647\\u0630\\u0627 \\u0627\\u0644\\u062a\\u0643\\u062a\\u064a\\u0643 \\u0641\\u064a \\u0627\\u0644\\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628\\u0627\\u062a\\u060c \\u064a\\u0639\\u0631\\u0636 \\u0627\\u0644\\u0642\\u0648\\u0627\\u062a \\u0627\\u0644\\u0627\\u0645\\u0631\\u064a\\u0643\\u064a\\u0647 \\u0644\\u0644\\u062e\\u0637\\u0631\\u060c \\u0645\\u0634\\u064a\\u0631\\u0627 \\u0644\\u0627\\u0633\\u062a\\u062e\\u062f\\u0627\\u0645\\u0647\\u0627 \\\"\\u0645\\u0646 \\u0642\\u0628\\u0644 \\u0627\\u0644\\u0630\\u064a\\u0646 \\u064a\\u0633\\u0639\\u0648\\u0646 \\u0644\\u0642\\u062a\\u0644\\u0646\\u0627\\\" \\u0643\\u0635\\u0631\\u062e\\u0647 \\u0644\\u062d\\u0634\\u062f \\u0627\\u0644\\u0645\\u062a\\u0639\\u0627\\u0637\\u0641\\u064a\\u0646. \\u0648\\u0627\\u0631\\u062f\\u0641: \\\"\\u0644\\u064a\\u0633 \\u0639\\u0644\\u064a \\u0627\\u0645\\u0631\\u064a\\u0643\\u0627 \\u0627\\u0644\\u062e\\u064a\\u0627\\u0631 \\u0628\\u064a\\u0646 \\u0627\\u0644\\u062d\\u0641\\u0627\\u0638 \\u0639\\u0644\\u064a \\u0627\\u0645\\u0646 \\u0634\\u0628\\u0639\\u0647\\u0627 \\u0648\\u0627\\u0644\\u0642\\u064a\\u0645 \\u0627\\u0644\\u062a\\u064a \\u062a\\u062c\\u0639\\u0644\\u0647\\u0627 \\u0645\\u0646\\u0647\\u0627 \\u0627\\u0645\\u0631\\u064a\\u0643\\u0627.\\\" \\u0648\\u0643\\u0627\\u0646 \\u0627\\u0644\\u0645\\u062f\\u064a\\u0631 \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642 \\u0644\\u0648\\u0643\\u0627\\u0644\\u0647 \\u0627\\u0644\\u0627\\u0633\\u062a\\u062e\\u0628\\u0627\\u0631\\u0627\\u062a \\u0627\\u0644\\u0645\\u0631\\u0643\\u0632\\u064a\\u0647 \\u0627\\u0644\\u0627\\u0645\\u0631\\u064a\\u0643\\u064a\\u0647\\u060c \\u0645\\u0627\\u064a\\u0643\\u0644 \\u0647\\u0627\\u064a\\u062f\\u0646\\u060c \\u0642\\u062f \\u0627\\u0646\\u0636\\u0645 \\u0627\\u0644\\u064a \\u0646\\u0627\\u0621\\u0628 \\u0627\\u0644\\u0631\\u0621\\u064a\\u0633 \\u0627\\u0644\\u0627\\u0645\\u0631\\u064a\\u0643\\u064a \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642\\u060c \\u062f\\u064a\\u0643 \\u062a\\u0634\\u064a\\u0646\\u064a\\u060c \\u0641\\u064a \\u0645\\u0647\\u0627\\u062c\\u0645\\u0647 \\u0627\\u0648\\u0628\\u0627\\u0645\\u0627\\u060c \\u062d\\u064a\\u062b \\u0627\\u062a\\u0647\\u0645\\u0647 \\u0627\\u0644\\u0627\\u0648\\u0644 \\u0628\\u062a\\u0639\\u0631\\u064a\\u0636 \\u0627\\u0644\\u0627\\u0645\\u0646 \\u0627\\u0644\\u0642\\u0648\\u0645\\u064a \\u0644\\u0644\\u062e\\u0637\\u0631 \\u0628\\u0646\\u0634\\u0631 \\u0645\\u0630\\u0643\\u0631\\u0627\\u062a \\u0644\\u0644\\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642\\u0647 \\u062d\\u0648\\u0644 \\u0627\\u0644\\u062a\\u0639\\u0630\\u064a\\u0628. \\u0648\\u0642\\u0627\\u0644 \\u0647\\u0627\\u064a\\u062f\\u0646\\u060c \\u0627\\u062e\\u0631 \\u0645\\u062f\\u0631\\u0627\\u0621 \\u0627\\u0644\\u062c\\u0647\\u0627\\u0632 \\u0627\\u0644\\u062a\\u062c\\u0633\\u0633\\u064a \\u0641\\u064a \\u0639\\u0647\\u062f \\u0627\\u0644\\u0631\\u0621\\u064a\\u0633 \\u0627\\u0644\\u0627\\u0645\\u0631\\u064a\\u0643\\u064a \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642\\u060c \\u062c\\u0648\\u0631\\u062c \\u0628\\u0648\\u0634\\u060c \\u062a\\u0648\\u0644\\u064a \\u0631\\u0621\\u0627\\u0633\\u062a\\u0647 \\u0645\\u0646 \\u0639\\u0627\\u0645  \\u0627\\u0644\\u064a \\u060c \\u0627\\u0646 \\u0643\\u0634\\u0641 \\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0648\\u0628\\u0627\\u0645\\u0627 \\u0639\\u0646 \\u0627\\u0631\\u0628\\u0639\\u0647 \\u0645\\u0630\\u0643\\u0631\\u0627\\u062a \\u062a\\u062d\\u062f\\u062f \\u0627\\u0637\\u0631 \\u062a\\u0642\\u0646\\u064a\\u0627\\u062a \\u0627\\u0644\\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628 \\u0627\\u0644\\u0645\\u0633\\u062a\\u062e\\u062f\\u0645\\u0647\\u060c \\u062a\\u0634\\u062c\\u0639 \\u0627\\u0644\\u062a\\u0646\\u0638\\u064a\\u0645\\u0627\\u062a \\u0627\\u0644\\u0627\\u0631\\u0647\\u0627\\u0628\\u064a\\u0647 \\u0643\\u0627\\u0644\\u0642\\u0627\\u0639\\u062f\\u0647. \\u0648\\u0627\\u0635\\u0644 \\u0627\\u0646\\u062a\\u0642\\u0627\\u062f\\u0647 \\u0641\\u064a \\u0645\\u0642\\u0627\\u0628\\u0644\\u0647 \\u0645\\u0639 \\u0634\\u0628\\u0643\\u0647 \\\"\\u0641\\u0648\\u0643\\u0633\\\" \\u0627\\u0644\\u0627\\u062e\\u0628\\u0627\\u0631\\u064a\\u0647: \\\"\\u0645\\u0627 \\u0648\\u0635\\u0641\\u0646\\u0627\\u0647 \\u0644\\u0627\\u0639\\u062f\\u0627\\u0621\\u0646\\u0627 \\u0641\\u064a \\u063a\\u0645\\u0631\\u0647 \\u062d\\u0631\\u0628 \\u0647\\u0648 \\u0627\\u0644\\u062d\\u062f\\u0648\\u062f \\u0627\\u0644\\u0642\\u0635\\u0648\\u064a \\u0627\\u0644\\u062a\\u064a \\u0642\\u062f \\u064a\\u0630\\u0647\\u0628 \\u0627\\u0644\\u064a\\u0647\\u0627 \\u0627\\u064a \\u0627\\u0645\\u0631\\u064a\\u0643\\u064a \\u0645\\u0646 \\u062d\\u064a\\u062b \\u0627\\u0633\\u062a\\u062c\\u0648\\u0627\\u0628 \\u0627\\u0631\\u0647\\u0627\\u0628\\u064a \\u0627\\u0644\\u0642\\u0627\\u0639\\u062f\\u0647.. \\u062a\\u0644\\u0643 \\u0645\\u0639\\u0644\\u0648\\u0645\\u0627\\u062a \\u0642\\u064a\\u0645\\u0647 \\u0644\\u0644\\u063a\\u0627\\u064a\\u0647.\\\" \\u0648\\u062a\\u0627\\u0628\\u0639: \\\"\\u0628\\u0627\\u0644\\u0643\\u0634\\u0641 \\u0639\\u0646 \\u062a\\u0642\\u0646\\u064a\\u0627\\u062a \\u0645\\u062d\\u062f\\u062f\\u0647\\u060c \\u062c\\u0639\\u0644\\u0646\\u0627 \\u0627\\u0644\\u0627\\u0645\\u0631 \\u0627\\u0643\\u062b\\u0631 \\u0635\\u0639\\u0648\\u0628\\u0647 \\u0644\\u0644\\u0639\\u0627\\u0645\\u0644\\u064a\\u0646 \\u0641\\u064a \\u062c\\u0647\\u0627\\u0632 \\u0627\\u0644\\u0627\\u0633\\u062a\\u062e\\u0628\\u0627\\u0631\\u0627\\u062a \\u0644\\u0644\\u062f\\u0641\\u0627\\u0639 \\u0639\\u0646 \\u0627\\u0644\\u0648\\u0637\\u0646.\\\"\",\n          \"- \\u0627\\u0644\\u0634\\u0631\\u0642 \\u0627\\u0644\\u0627\\u0648\\u0633\\u0637 - \\\"\\u0648\\u0627\\u062f\\\" \\u0641\\u062a\\u0627\\u0647 \\u0628\\u062a\\u0631\\u0643\\u064a\\u0627 \\u0641\\u064a \\u062d\\u062f\\u064a\\u0642\\u0647 \\u0645\\u0646\\u0632\\u0644\\u0647\\u0627 \\u0641\\u064a \\u062c\\u0631\\u064a\\u0645\\u0647 \\u0634\\u0631\\u0641 ='\\u0643\\u0634\\u0641 \\u0627\\u0644\\u062a\\u062d\\u0642\\u064a\\u0642 \\u0627\\u0644\\u062c\\u0646\\u0627\\u0621\\u064a \\u0627\\u0646 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0627\\u0644\\u062a\\u0631\\u0643\\u064a\\u0647 \\u0627\\u0644\\u062a\\u064a \\u0639\\u062b\\u0631 \\u0639\\u0644\\u064a\\u0647\\u0627 \\u0645\\u062f\\u0641\\u0648\\u0646\\u0647 \\u0641\\u064a \\u062d\\u0641\\u0631\\u0647 \\u0628\\u062d\\u062f\\u064a\\u0642\\u0647 \\u0645\\u0646\\u0632\\u0644\\u0647\\u0627 \\\"\\u0631\\u0628\\u0645\\u0627 \\u062a\\u0643\\u0648\\u0646 \\u062f\\u0641\\u0646\\u062a \\u062d\\u064a\\u0647\\\".' /> \\u0627\\u0644\\u0631\\u0621\\u064a\\u0633\\u064a\\u0647 \\u0627\\u0644\\u0634\\u0631\\u0642 \\u0627\\u0644\\u0627\\u0648\\u0633\\u0637 \\u0627\\u0644\\u0639\\u0627\\u0644\\u0645 \\u0634\\u0627\\u0631\\u0643 \\u0628\\u0631\\u0627\\u064a\\u0643 \\u0627\\u0642\\u062a\\u0635\\u0627\\u062f \\u0648\\u0627\\u0639\\u0645\\u0627\\u0644 \\u0645\\u0646\\u0648\\u0639\\u0627\\u062a \\u0639\\u0644\\u0648\\u0645 \\u0648\\u062a\\u0643\\u0646\\u0648\\u0644\\u0648\\u062c\\u064a\\u0627 \\u0631\\u064a\\u0627\\u0636\\u0647 \\u0631\\u0627\\u062f\\u064a\\u0648 \\u0648\\u062a\\u0644\\u0641\\u0632\\u064a\\u0648\\u0646 \\u0627\\u062e\\u0631 \\u062a\\u062d\\u062f\\u064a\\u062b: \\u0627\\u0644\\u062c\\u0645\\u0639\\u0647,  \\u0641\\u0628\\u0631\\u0627\\u064a\\u0631/ \\u0634\\u0628\\u0627\\u0637, , : \\\"\\u0648\\u0627\\u062f\\\" \\u0641\\u062a\\u0627\\u0647 \\u0628\\u062a\\u0631\\u0643\\u064a\\u0627 \\u0641\\u064a \\u062d\\u062f\\u064a\\u0642\\u0647 \\u0645\\u0646\\u0632\\u0644\\u0647\\u0627 \\u0641\\u064a \\u062c\\u0631\\u064a\\u0645\\u0647 \\u0634\\u0631\\u0641 \\u062c\\u0648\\u0646\\u0627\\u062b\\u0627\\u0646 \\u0647\\u064a\\u062f \\u0628\\u064a \\u0628\\u064a \\u0633\\u064a \\u0640 \\u0627\\u0633\\u0637\\u0646\\u0628\\u0648\\u0644 \\u0643\\u0634\\u0641 \\u0627\\u0644\\u062a\\u062d\\u0642\\u064a\\u0642 \\u0627\\u0644\\u062c\\u0646\\u0627\\u0621\\u064a \\u0641\\u064a \\u062a\\u0631\\u0643\\u064a\\u0627 \\u0627\\u0646 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0627\\u0644\\u062a\\u064a \\u0639\\u062b\\u0631 \\u0639\\u0644\\u064a\\u0647\\u0627 \\u0645\\u062f\\u0641\\u0648\\u0646\\u0647 \\u0641\\u064a \\u062d\\u0641\\u0631\\u0647 \\u0628\\u062d\\u062f\\u064a\\u0642\\u0647 \\u0645\\u0646\\u0632\\u0644\\u0647\\u0627 \\\"\\u0631\\u0628\\u0645\\u0627 \\u062a\\u0643\\u0648\\u0646 \\u062f\\u0641\\u0646\\u062a \\u062d\\u064a\\u0647\\\". \\u0648\\u0643\\u0627\\u0646 \\u0642\\u062f \\u0639\\u062b\\u0631 \\u0639\\u0644\\u064a \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0645\\u062f\\u064a\\u0646\\u0647 \\u0645\\u0645\\u064a ( \\u0639\\u0627\\u0645\\u0627) \\u0641\\u064a \\u0643\\u0627\\u0646\\u0648\\u0646 \\u0627\\u0644\\u0627\\u0648\\u0644/\\u062f\\u064a\\u0633\\u0645\\u0628\\u0631 \\u0627\\u0644\\u0645\\u0627\\u0636\\u064a\\u060c \\u0648\\u064a\\u062f\\u0627\\u0647\\u0627 \\u0645\\u0642\\u064a\\u062f\\u062a\\u0627\\u0646 \\u0648\\u0631\\u0627\\u0621 \\u0638\\u0647\\u0631\\u0647\\u0627 \\u0648\\u0641\\u064a \\u0631\\u0621\\u062a\\u064a\\u0647\\u0627 \\u0648\\u0645\\u0639\\u062f\\u062a\\u0647\\u0627 \\u0643\\u0645\\u064a\\u0647 \\u0643\\u0628\\u064a\\u0631\\u0647 \\u0645\\u0646 \\u0627\\u0644\\u062a\\u0631\\u0627\\u0628\\u060c \\u0643\\u0645\\u0627 \\u0630\\u0643\\u0631 \\u0645\\u0635\\u062f\\u0631 \\u0627\\u0637\\u0644\\u0639 \\u0639\\u0644\\u064a \\u062a\\u0642\\u0631\\u064a\\u0631 \\u0627\\u0644\\u062a\\u062d\\u0642\\u064a\\u0642 \\u0627\\u0644\\u062c\\u0646\\u0627\\u0621\\u064a. \\u0648\\u0627\\u0636\\u0627\\u0641 \\u0627\\u0644\\u0645\\u0635\\u062f\\u0631 \\u0627\\u0646\\u0647 \\u0644\\u0645 \\u064a\\u0643\\u0646 \\u0647\\u0646\\u0627\\u0643 \\u0633\\u0648\\u064a \\u0627\\u062b\\u0627\\u0631 \\u062c\\u0631\\u0627\\u062d \\u0628\\u0633\\u064a\\u0637\\u0647 \\u0639\\u0644\\u064a \\u0627\\u0644\\u062c\\u062b\\u0647\\u060c \\u0648\\u0644\\u0627 \\u062f\\u0644\\u064a\\u0644 \\u0639\\u0644\\u064a \\u0648\\u062c\\u0648\\u062f \\u0639\\u0642\\u0627\\u0642\\u064a\\u0631 \\u0641\\u064a \\u062c\\u0633\\u0645\\u0647\\u0627. \\u0648\\u0627\\u0639\\u062a\\u0642\\u0644 \\u0648\\u0627\\u0644\\u062f \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0648\\u062c\\u062f\\u0647\\u0627 \\u0644\\u0643\\u0646 \\u0644\\u0645 \\u062a\\u0648\\u062c\\u0647 \\u0644\\u0647\\u0645\\u0627 \\u0627\\u062a\\u0647\\u0627\\u0645\\u0627\\u062a \\u0631\\u0633\\u0645\\u064a\\u0647. \\u0648\\u0636\\u0639 \\u0641\\u0631\\u064a\\u0642 \\u0637\\u0628\\u064a \\u0645\\u0646 \\u062c\\u0627\\u0645\\u0639\\u0647 \\u0645\\u0627\\u0644\\u0627\\u0637\\u064a\\u0627 \\u062a\\u0642\\u0631\\u064a\\u0631 \\u0627\\u0644\\u062a\\u0634\\u0631\\u064a\\u062d \\u0627\\u0644\\u0637\\u0628\\u064a \\u0628\\u0639\\u062f \\u0634\\u0647\\u0631\\u064a\\u0646 \\u0645\\u0646 \\u0627\\u0644\\u0639\\u062b\\u0648\\u0631 \\u0639\\u0644\\u064a \\u062c\\u062b\\u0647 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647. \\u0648\\u0627\\u0633\\u062a\\u0646\\u062a\\u062c \\u0627\\u0644\\u062a\\u0634\\u0631\\u064a\\u062d \\u0627\\u0646\\u0647 \\u064a\\u0643\\u0627\\u062f \\u064a\\u062c\\u0632\\u0645 \\u0627\\u0646 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u062f\\u0641\\u0646\\u062a \\u062d\\u064a\\u0647. \\u0648\\u0628\\u062f\\u0627\\u062a \\u0627\\u0644\\u0634\\u0631\\u0637\\u0647 \\u0627\\u0644\\u062a\\u062d\\u0642\\u064a\\u0642 \\u0641\\u064a \\u0627\\u0644\\u0645\\u0648\\u0636\\u0648\\u0639 \\u0628\\u0639\\u062f \\u0627\\u0646 \\u0627\\u0628\\u0644\\u063a\\u0647\\u0627 \\u0627\\u0644\\u062c\\u064a\\u0631\\u0627\\u0646 \\u0628\\u0627\\u0646\\u0647\\u0645 \\u0644\\u0645 \\u064a\\u0634\\u0627\\u0647\\u062f\\u0648\\u0627 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0644\\u0645\\u062f\\u0647 \\u062a\\u0632\\u064a\\u062f \\u0639\\u0644\\u064a \\u0634\\u0647\\u0631\\u060c \\u0641\\u0639\\u062b\\u0631\\u062a \\u0639\\u0644\\u064a \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0641\\u064a \\u062d\\u0641\\u0631\\u0647 \\u063a\\u0637\\u062a \\u062d\\u062f\\u064a\\u062b\\u0627 \\u0628\\u0627\\u0644\\u0627\\u0633\\u0645\\u0646\\u062a \\u0628\\u0627\\u0644\\u0642\\u0631\\u0628 \\u0645\\u0646 \\u0642\\u0646 \\u0644\\u0644\\u062f\\u062c\\u0627\\u062c. \\u0648\\u0642\\u0627\\u0644\\u062a \\u0645\\u0646\\u0638\\u0645\\u0647 \\u0645\\u062d\\u0644\\u064a\\u0647 \\u062a\\u062d\\u0627\\u0631\\u0628 \\u062c\\u0631\\u0627\\u0621\\u0645 \\u0627\\u0644\\u0634\\u0631\\u0641 \\u0627\\u0646 \\u0627\\u0644\\u0636\\u062d\\u064a\\u0647 \\u0640 \\u0648\\u0647\\u064a \\u0627\\u062d\\u062f\\u064a \\u0639\\u0634\\u0631\\u0647 \\u0627\\u0628\\u0646\\u0627\\u0621 \\u0641\\u064a \\u0627\\u0644\\u0627\\u0633\\u0631\\u0647 \\u0640 \\u062a\\u0648\\u062c\\u0647\\u062a \\u0627\\u0644\\u064a \\u0627\\u0644\\u0634\\u0631\\u0637\\u0647 \\u062b\\u0644\\u0627\\u062b \\u0645\\u0631\\u0627\\u062a \\u0641\\u064a \\u0627\\u0644\\u0633\\u0627\\u0628\\u0642 \\u0644\\u062a\\u0628\\u0644\\u063a \\u0639\\u0646 \\u062a\\u0639\\u0631\\u0636\\u0647\\u0627 \\u0644\\u0644\\u0636\\u0631\\u0628\\u060c \\u0627\\u0644\\u0627 \\u0627\\u0646 \\u0627\\u0644\\u0634\\u0631\\u0637\\u0647 \\u0643\\u0627\\u0646\\u062a \\u062a\\u0639\\u064a\\u062f\\u0647\\u0627 \\u0641\\u064a \\u0643\\u0644 \\u062d\\u0627\\u0644\\u0647 \\u0627\\u0644\\u064a \\u0639\\u0627\\u0621\\u0644\\u062a\\u0647\\u0627. \\u0648\\u0642\\u062f\\u062f \\u0632\\u0627\\u0631 \\u0627\\u062d\\u062f \\u0627\\u0639\\u0636\\u0627\\u0621 \\u0627\\u0644\\u0645\\u0646\\u0638\\u0645\\u0647 \\u0648\\u0627\\u0644\\u062f\\u0647 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0627\\u0644\\u0627 \\u0627\\u0646\\u0647 \\u0644\\u0645 \\u064a\\u062a\\u0645\\u0643\\u0646 \\u0645\\u0646 \\u0627\\u0644\\u062d\\u062f\\u064a\\u062b \\u0627\\u0644\\u064a\\u0647\\u0627 \\u0628\\u0633\\u0628\\u0628 \\u062d\\u0632\\u0646\\u0647\\u0627 \\u0627\\u0644\\u0634\\u062f\\u064a\\u062f. \\u0645\\u062d\\u062a\\u0641\\u0638\\u0647 \\u0628\\u0627\\u0644\\u062a\\u0642\\u0627\\u0644\\u064a\\u062f \\u0648\\u0643\\u0627\\u0646\\u062a \\\"\\u0645\\u062f\\u064a\\u0646\\u0647\\\" \\u0627\\u0644\\u062a\\u064a \\u0644\\u0645 \\u062a\\u062a\\u0644\\u0642 \\u0627\\u064a \\u0642\\u0633\\u0637 \\u0645\\u0646 \\u0627\\u0644\\u062a\\u0639\\u0644\\u064a\\u0645 \\u062a\\u0639\\u064a\\u0634 \\u0641\\u064a \\u0628\\u0644\\u062f\\u0647 \\\"\\u0643\\u0647\\u0637\\u0627\\\" \\u0641\\u064a \\u062c\\u0646\\u0648\\u0628 \\u0634\\u0631\\u0642\\u064a \\u062a\\u0631\\u0643\\u064a\\u0627 \\u0627\\u0644\\u0645\\u0646\\u0637\\u0642\\u0647 \\u0630\\u0627\\u062a \\u0627\\u0644\\u0627\\u063a\\u0644\\u0628\\u064a\\u0647 \\u0627\\u0644\\u0643\\u0631\\u062f\\u064a\\u0647 \\u062d\\u064a\\u062b \\u062a\\u0631\\u062a\\u0643\\u0628 \\u0645\\u0639\\u0638\\u0645 \\u062c\\u0631\\u0627\\u0621\\u0645 \\u0627\\u0644\\u0634\\u0631\\u0641. \\u0648\\u062a\\u0639\\u0631\\u0641 \\u0627\\u0644\\u0628\\u0644\\u062f\\u0647 \\u0628\\u0627\\u0646\\u0647\\u0627 \\u0645\\u062d\\u0627\\u0641\\u0638\\u0647 \\u062c\\u062f\\u0627 \\u0648\\u0634\\u062f\\u064a\\u062f\\u0647 \\u0627\\u0644\\u062a\\u062f\\u064a\\u0646\\u060c \\u0648\\u0647\\u064a \\u0645\\u0639\\u0642\\u0644 \\u0627\\u0644\\u0637\\u0627\\u0621\\u0641\\u0647 \\u0627\\u0644\\u0646\\u0642\\u0634\\u0628\\u0646\\u062f\\u064a\\u0647 \\u0627\\u0644\\u062a\\u064a \\u0643\\u0627\\u0646\\u062a \\u0642\\u0648\\u064a\\u0647 \\u062c\\u062f\\u0627 \\u0641\\u064a \\u0627\\u0644\\u0645\\u0627\\u0636\\u064a \\u0642\\u0628\\u0644 \\u0627\\u0646 \\u064a\\u062d\\u0638\\u0631\\u0647\\u0627 \\u0645\\u0621\\u0633\\u0633 \\u0627\\u0644\\u062f\\u0648\\u0644\\u0647 \\u0627\\u0644\\u062a\\u0631\\u0643\\u064a\\u0647 \\u0643\\u0645\\u0627\\u0644 \\u0627\\u062a\\u0627\\u062a\\u0648\\u0631\\u0643 \\u0639\\u0627\\u0645 \\u060c \\u0627\\u0644\\u0627 \\u0627\\u0646\\u0647\\u0627 \\u0639\\u0627\\u062f\\u062a \\u0648\\u0627\\u0646\\u062a\\u0639\\u0634\\u062a \\u0641\\u064a \\u0627\\u0644\\u0627\\u0639\\u0648\\u0627\\u0645 \\u0627\\u0644\\u0642\\u0644\\u064a\\u0644\\u0647 \\u0627\\u0644\\u0645\\u0627\\u0636\\u064a\\u0647. \\u0648\\u0635\\u062d\\u064a\\u062d \\u0627\\u0646 \\u0645\\u0639\\u0638\\u0645 \\u062d\\u0648\\u0627\\u062f\\u062b \\u0627\\u0644\\u0642\\u062a\\u0644 \\u0647\\u0630\\u0647 \\u062a\\u062d\\u062f\\u062b \\u0641\\u064a \\u0627\\u0644\\u0645\\u062c\\u062a\\u0645\\u0639\\u0627\\u062a \\u0627\\u0644\\u0645\\u062d\\u0627\\u0641\\u0638\\u0647 \\u0627\\u0644\\u0627 \\u0627\\u0646\\u0647\\u0627 \\u062a\\u0631\\u062a\\u0628\\u0637 \\u0627\\u0643\\u062b\\u0631 \\u0628\\u062a\\u0642\\u0627\\u0644\\u064a\\u062f \\u062a\\u0644\\u0643 \\u0627\\u0644\\u0645\\u0646\\u0637\\u0642\\u0647 \\u0645\\u0646 \\u062a\\u0631\\u0643\\u064a\\u0627 \\u0648\\u0644\\u064a\\u0633 \\u0628\\u0627\\u0644\\u062f\\u064a\\u0646 \\u0627\\u0644\\u0627\\u0633\\u0644\\u0627\\u0645\\u064a \\u0646\\u0641\\u0633\\u0647. \\u0648\\u062a\\u0642\\u0648\\u0644 \\u0645\\u0646\\u0638\\u0645\\u0627\\u062a \\u062a\\u062f\\u0631\\u0633 \\u0647\\u0630\\u0647 \\u0627\\u0644\\u0642\\u0636\\u064a\\u0647 \\u0627\\u0646\\u0647 \\u062d\\u064a\\u0646 \\u062a\\u0631\\u064a \\u0627\\u0633\\u0631\\u0647 \\u0627\\u0646 \\u0641\\u062a\\u0627\\u0647 \\u0627\\u0648 \\u0627\\u0645\\u0631\\u0627\\u0647 \\u0641\\u064a\\u0647\\u0627 \\u0642\\u062f \\u0644\\u0637\\u062e\\u062a \\u0634\\u0631\\u0641 \\u0627\\u0644\\u0639\\u0627\\u0621\\u0644\\u0647\\u060c \\u0628\\u062a\\u0635\\u0631\\u0641 \\u0642\\u062f \\u0644\\u0627 \\u064a\\u062a\\u0639\\u062f\\u064a \\u0641\\u064a \\u0628\\u0631\\u0627\\u0621\\u062a\\u0647 \\u0627\\u062d\\u064a\\u0627\\u0646\\u0627 \\u0627\\u0644\\u062d\\u062f\\u064a\\u062b \\u0627\\u0644\\u064a \\u0634\\u0628\\u0627\\u0628 \\u064a\\u0643\\u0648\\u0646 \\u0647\\u0646\\u0627\\u0643 \\u0636\\u063a\\u0637 \\u0634\\u062f\\u064a\\u062f \\u0645\\u0646 \\u0627\\u0644\\u0645\\u062d\\u064a\\u0637\\u064a\\u0646 \\u0628\\u0627\\u0644\\u0627\\u0633\\u0631\\u0647 \\u0639\\u0644\\u064a \\u0627\\u0644\\u0630\\u0643\\u0648\\u0631 \\u0645\\u0646 \\u0627\\u0641\\u0631\\u0627\\u062f \\u0627\\u0633\\u0631\\u062a\\u0647\\u0627 \\u0644\\u0627\\u0633\\u062a\\u0639\\u0627\\u062f\\u0647 \\u0647\\u0630\\u0627 \\u0627\\u0644\\u0634\\u0631\\u0641. \\u0648\\u0627\\u0644\\u0637\\u0631\\u064a\\u0642\\u0647 \\u0627\\u0644\\u0648\\u062d\\u064a\\u062f\\u0647 \\u0644\\u062a\\u062d\\u0642\\u064a\\u0642 \\u0630\\u0644\\u0643 \\u0628\\u0627\\u0644\\u0646\\u0633\\u0628\\u0647 \\u0644\\u0647\\u0645 \\u0647\\u064a \\u0642\\u062a\\u0644 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0627\\u0648 \\u0627\\u0644\\u0645\\u0631\\u0627\\u0647\\u060c \\u0648\\u0639\\u0627\\u062f\\u0647 \\u0645\\u0627 \\u062a\\u0639\\u0647\\u062f \\u0647\\u0630\\u0647 \\u0627\\u0644\\u0645\\u0647\\u0645\\u0647 \\u0627\\u0644\\u064a \\u0627\\u062d\\u062f \\u0627\\u0644\\u0634\\u0628\\u0627\\u0628 \\u0628\\u0639\\u062f \\u0627\\u062c\\u062a\\u0645\\u0627\\u0639 \\u0644\\u0645\\u062c\\u0644\\u0633 \\u0627\\u0644\\u0639\\u0627\\u0621\\u0644\\u0647\\u060c \\u0627\\u0644\\u0630\\u064a \\u064a\\u0628\\u062d\\u062b \\u0637\\u0631\\u064a\\u0642\\u0647 \\u0648\\u0645\\u0648\\u0642\\u0639 \\u062a\\u0646\\u0641\\u064a\\u0630 \\u0627\\u0644\\u0642\\u062a\\u0644 \\u0628\\u0627\\u0644\\u062a\\u0641\\u0635\\u064a\\u0644. \\u0646\\u062c\\u0627\\u062d \\u0645\\u062d\\u062f\\u0648\\u062f \\u0648\\u0628\\u0639\\u062f \\u0630\\u0644\\u0643 \\u062a\\u062d\\u0627\\u0648\\u0644 \\u0627\\u0644\\u0627\\u0633\\u0631\\u0647 \\u0627\\u0644\\u062a\\u0635\\u0631\\u0641 \\u0648\\u0643\\u0627\\u0646 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0627\\u0648 \\u0627\\u0644\\u0645\\u0631\\u0627\\u0647 \\u0644\\u0645 \\u062a\\u062e\\u0644\\u0642 \\u0627\\u0635\\u0644\\u0627. \\u0648\\u0642\\u062f \\u062d\\u0627\\u0648\\u0644\\u062a \\u0627\\u0644\\u062d\\u0643\\u0648\\u0645\\u0647 \\u0642\\u0645\\u0639 \\u0647\\u0630\\u0647 \\u0627\\u0644\\u0645\\u0645\\u0627\\u0631\\u0633\\u0627\\u062a \\u0628\\u062a\\u063a\\u064a\\u0631 \\u0627\\u0644\\u0644\\u0648\\u0627\\u0621\\u062d \\u0627\\u0644\\u062a\\u064a \\u064a\\u0639\\u0645\\u0644 \\u0628\\u0647\\u0627 \\u0627\\u0644\\u0642\\u0636\\u0627\\u0647. \\u0641\\u0644\\u0645 \\u064a\\u0639\\u062f \\u0645\\u0635\\u0631\\u062d\\u0627 \\u0628\\u0647 \\u0627\\u0633\\u062a\\u062e\\u062f\\u0627\\u0645 \\u0627\\u0644\\u0639\\u0648\\u0627\\u0645\\u0644 \\u0627\\u0644\\u0645\\u062e\\u0641\\u0641\\u0647 \\u0643\\u062d\\u0627\\u0644\\u0647 \\u0627\\u0644\\u0645\\u062a\\u0647\\u0645 \\u0627\\u0644\\u0646\\u0641\\u0633\\u064a\\u0647 \\u0644\\u062a\\u062e\\u0641\\u064a\\u0636 \\u0627\\u0644\\u0639\\u0642\\u0648\\u0628\\u0647. \\u0627\\u0644\\u0627 \\u0627\\u0646 \\u062a\\u0627\\u062b\\u064a\\u0631 \\u0630\\u0644\\u0643 \\u0643\\u0627\\u0646 \\u0645\\u062d\\u062f\\u0648\\u062f\\u0627. \\u0648\\u0641\\u0642\\u0627 \\u0644\\u0644\\u0627\\u062d\\u0635\\u0627\\u0621\\u064a\\u0627\\u062a \\u0627\\u0644\\u0635\\u0627\\u062f\\u0631\\u0647 \\u0639\\u0646 \\u0645\\u0643\\u062a\\u0628 \\u0631\\u0621\\u064a\\u0633 \\u0627\\u0644\\u0648\\u0632\\u0631\\u0627\\u0621 \\u0641\\u0642\\u062f \\u062d\\u062f\\u062b\\u062a \\u0647\\u0646\\u0627\\u0643 \\u0641\\u064a \\u0627\\u0642\\u0644\\u064a\\u0645 \\\"\\u0627\\u062f\\u064a\\u0627\\u0645\\u0627\\u0646\\\" \\u0627\\u0644\\u0630\\u064a \\u062a\\u0646\\u062d\\u062f\\u0631 \\u0645\\u0646\\u0647 \\u0645\\u062f\\u064a\\u0646\\u0647  \\u062c\\u0631\\u064a\\u0645\\u0647 \\u0634\\u0631\\u0641 \\u0641\\u064a \\u0627\\u0644\\u0641\\u062a\\u0631\\u0647 \\u0645\\u0627 \\u0628\\u064a\\u0646 \\u0639\\u0627\\u0645\\u064a  \\u0640 . \\u0648\\u062a\\u0642\\u0648\\u0644 \\u0627\\u0644\\u0645\\u0646\\u0638\\u0645\\u0627\\u062a \\u0627\\u0644\\u0627\\u0647\\u0644\\u064a\\u0647 \\u0627\\u0646 \\u0627\\u0644\\u0628\\u064a\\u0627\\u0646\\u0627\\u062a \\u0627\\u0644\\u0631\\u0633\\u0645\\u064a\\u0647 \\u0645\\u0646\\u062e\\u0641\\u0636\\u0647 \\u062c\\u062f\\u0627 \\u0639\\u0644\\u064a \\u0648\\u062c\\u0647 \\u0627\\u0644\\u062a\\u0627\\u0643\\u064a\\u062f. \\u064a\\u0630\\u0643\\u0631 \\u0627\\u0646\\u0647 \\u0642\\u062f \\u0635\\u062f\\u0631 \\u0627\\u0644\\u0639\\u0627\\u0645 \\u0627\\u0644\\u0645\\u0627\\u0636\\u064a \\u0641\\u064a \\u0644\\u0646\\u062f\\u0646 \\u062d\\u0643\\u0645 \\u0628\\u0633\\u062c\\u0646 \\u0631\\u062c\\u0644 \\u062a\\u0631\\u0643\\u064a \\u0645\\u062f\\u064a \\u0627\\u0644\\u062d\\u064a\\u0627\\u0647 \\u0628\\u0639\\u062f \\u0627\\u062f\\u0627\\u0646\\u062a\\u0647 \\u0628\\u0642\\u062a\\u0644 \\u0627\\u0628\\u0646\\u062a\\u0647 ( \\u0639\\u0627\\u0645\\u0627). \\u0648\\u0644\\u0645 \\u064a\\u0639\\u062b\\u0631 \\u0639\\u0644\\u064a \\u062c\\u062b\\u0647 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u062d\\u062a\\u064a \\u0627\\u0644\\u0627\\u0646.\",\n          \". - \\u062a\\u0642\\u0631\\u064a\\u0631: \\\"\\u0645\\u0633\\u062a\\u0631\\u062c\\u0644\\u0627\\u062a\\\" \\u064a\\u062e\\u062a\\u0631\\u0642\\u0646 \\u0645\\u062f\\u0627\\u0631\\u0633 \\u0648\\u062c\\u0627\\u0645\\u0639\\u0627\\u062a \\u0627\\u0644\\u0633\\u0639\\u0648\\u062f\\u064a\\u0647  ( +:) - // \\u062a\\u0642\\u0631\\u064a\\u0631: \\\"\\u0645\\u0633\\u062a\\u0631\\u062c\\u0644\\u0627\\u062a\\\" \\u064a\\u062e\\u062a\\u0631\\u0642\\u0646 \\u0645\\u062f\\u0627\\u0631\\u0633 \\u0648\\u062c\\u0627\\u0645\\u0639\\u0627\\u062a \\u0627\\u0644\\u0633\\u0639\\u0648\\u062f\\u064a\\u0647 \\u0627\\u0644\\u0638\\u0627\\u0647\\u0631\\u0647 \\u0628\\u062d\\u0627\\u062c\\u0647 \\u0627\\u0644\\u064a \\u0627\\u0647\\u062a\\u0645\\u0627\\u0645 \\u0627\\u0633\\u0631\\u064a \\u0648\\u0637\\u0628\\u064a \\u062f\\u0628\\u064a\\u060c \\u0627\\u0644\\u0627\\u0645\\u0627\\u0631\\u0627\\u062a \\u0627\\u0644\\u0639\\u0631\\u0628\\u064a\\u0647 \\u0627\\u0644\\u0645\\u062a\\u062d\\u062f\\u0647 ( ) -- \\u0643\\u0634\\u0641 \\u062a\\u0642\\u0631\\u064a\\u0631 \\u0646\\u0634\\u0631 \\u0645\\u0621\\u062e\\u0631\\u0627 \\u0639\\u0646 \\u062a\\u0646\\u0627\\u0645\\u064a \\u0638\\u0627\\u0647\\u0631\\u0647 \\\"\\u0627\\u0644\\u0628\\u0648\\u064a\\u0627\\u062a\\\" \\u0627\\u0648 \\u0627\\u0644\\u0641\\u062a\\u064a\\u0627\\u062a \\u0627\\u0644\\u0645\\u0633\\u062a\\u0631\\u062c\\u0644\\u0627\\u062a \\u0645\\u0646 \\u064a\\u0637\\u0644\\u0642\\u0646 \\u0639\\u0644\\u064a \\u0627\\u0646\\u0641\\u0633\\u0647\\u0646 \\u0627\\u0633\\u0645\\u0627\\u0621 \\u0630\\u0643\\u0648\\u0631\\u064a\\u0647\\u060c \\u0648\\u064a\\u0642\\u0644\\u062f\\u0646 \\u0627\\u0644\\u062c\\u0646\\u0633 \\u0627\\u0644\\u0627\\u062e\\u0631\\u060c \\u0641\\u064a \\u0643\\u0644 \\u0634\\u064a\\u0621\\u060c \\u0641\\u064a \\u0627\\u0644\\u0645\\u062f\\u0627\\u0631\\u0633 \\u0648\\u0627\\u0644\\u062c\\u0627\\u0645\\u0639\\u0627\\u062a \\u0627\\u0644\\u0633\\u0639\\u0648\\u062f\\u064a\\u0647. \\u0648\\u0644\\u0641\\u062a\\u062a \\u0635\\u062d\\u064a\\u0641\\u0647 \\\"\\u0627\\u0644\\u0648\\u0637\\u0646\\\" \\u0627\\u0644\\u0633\\u0639\\u0648\\u062f\\u064a\\u0647 \\u0627\\u0644\\u064a \\u0627\\u0644\\u0638\\u0627\\u0647\\u0631\\u0647 \\\"\\u0627\\u0644\\u063a\\u0631\\u064a\\u0628\\u0647 \\u0648\\u0627\\u0644\\u0645\\u0633\\u062a\\u0642\\u0628\\u062d\\u0647\\\"\\u060c \\u0643\\u0645\\u0627 \\u0648\\u0635\\u0641\\u062a\\u0647\\u0627\\u060c \\u0639\\u0628\\u0631 \\u0627\\u0633\\u062a\\u0637\\u0644\\u0627\\u0639 \\u0627\\u0631\\u0627\\u0621 \\u0639\\u062f\\u062f \\u0645\\u0646 \\u0627\\u0644\\u0641\\u062a\\u064a\\u0627\\u062a \\u0627\\u0644\\u0644\\u0627\\u0621\\u064a \\u0627\\u0646\\u063a\\u0645\\u0633\\u0646 \\u0628\\u0647\\u0630\\u0627 \\u0627\\u0644\\u0633\\u0644\\u0648\\u0643 \\u0627\\u0644\\u0627 \\u0627\\u0646 \\u0627\\u062c\\u0627\\u0628\\u0627\\u062a\\u0647\\u0646 \\u0627\\u0638\\u0647\\u0631\\u062a \\u0627\\u0646\\u0647\\u0646 \\u0645\\u0642\\u062a\\u0646\\u0639\\u0627\\u062a \\u0628\\u0627\\u0641\\u0639\\u0627\\u0644\\u0647\\u0646 \\u0648\\u0627\\u0646 \\u0648\\u0633\\u0637\\u0647\\u0646 \\u0627\\u0644\\u062e\\u0627\\u0635 \\u064a\\u062c\\u0639\\u0644 \\u0643\\u0644 \\u0634\\u064a\\u0621 \\u0645\\u0628\\u0627\\u062d\\u0627 \\u0648\\u0645\\u0633\\u0645\\u0648\\u062d\\u0627. \\u0648\\u0627\\u0638\\u0647\\u0631 \\u0627\\u0644\\u062a\\u062d\\u0642\\u064a\\u0642 \\u0627\\u0646 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0627\\u0644\\u062a\\u064a \\u062a\\u0645\\u0627\\u0631\\u0633 \\u0633\\u0644\\u0648\\u0643 \\u0627\\u0644\\u0627\\u0633\\u062a\\u0631\\u062c\\u0627\\u0644 \\u062a\\u062a\\u0645\\u062a\\u0639 \\u0628\\u0634\\u062e\\u0635\\u064a\\u062a\\u064a\\u0646 \\u0645\\u062a\\u0646\\u0627\\u0642\\u0636\\u062a\\u064a\\u0646 \\u0648\\u0627\\u062d\\u062f\\u0647 \\u062a\\u0638\\u0647\\u0631 \\u0628\\u0647\\u0627 \\u0627\\u0645\\u0627\\u0645 \\u0627\\u0644\\u0639\\u0644\\u0646 \\u0648\\u0627\\u062e\\u0631\\u064a \\u062e\\u0641\\u064a\\u0647 \\u062a\\u0638\\u0647\\u0631\\u0647\\u0627 \\u0641\\u0642\\u0637 \\u0628\\u064a\\u0646 \\u0627\\u0648\\u0633\\u0627\\u0637 \\u0641\\u0621\\u0647 \\\"\\u0627\\u0644\\u0628\\u0648\\u064a\\u0627\\u062a\\\". \\u0648\\u0628\\u062d\\u0633\\u0628 \\u0645\\u0635\\u0627\\u062f\\u0631 \\u0637\\u0628\\u064a\\u0647 \\u0641\\u0627\\u0646 \\u0627\\u0644\\u0641\\u062a\\u064a\\u0627\\u062a \\u0627\\u0644\\u0644\\u0648\\u0627\\u062a\\u064a \\u064a\\u0646\\u062c\\u0631\\u0641\\u0646 \\u0627\\u0644\\u064a \\u0645\\u062b\\u0644 \\u0647\\u0630\\u0627 \\u0627\\u0644\\u0633\\u0644\\u0648\\u0643 \\u064a\\u0642\\u0645\\u0646 \\u0628\\u0627\\u062e\\u062a\\u064a\\u0627\\u0631 \\u0641\\u062a\\u064a\\u0627\\u062a \\u0627\\u062e\\u0631\\u064a\\u0627\\u062a \\u0636\\u0639\\u064a\\u0641\\u0627\\u062a \\u0627\\u0644\\u0634\\u062e\\u0635\\u064a\\u0647 \\u0648\\u0633\\u0644\\u0628\\u064a\\u0627\\u062a \\u0648\\u063a\\u064a\\u0631 \\u0642\\u0627\\u062f\\u0631\\u0627\\u062a \\u0639\\u0644\\u064a \\u0627\\u0644\\u062f\\u0641\\u0627\\u0639 \\u0639\\u0646 \\u0627\\u0646\\u0641\\u0633\\u0647\\u0646 \\u0644\\u064a\\u0641\\u0631\\u0636\\u0646 \\u0639\\u0644\\u064a\\u0647\\u0646 \\u0646\\u0648\\u0639\\u0627 \\u0645\\u0639\\u064a\\u0646\\u0627 \\u0645\\u0646 \\u0627\\u0644\\u0633\\u0644\\u0648\\u0643 \\u0648\\u0644\\u064a\\u0645\\u0627\\u0631\\u0633\\u0646 \\u0639\\u0644\\u064a\\u0647\\u0646 \\u0627\\u0644\\u062a\\u0633\\u0644\\u0637 \\u0627\\u0644\\u0630\\u0643\\u0648\\u0631\\u064a. \\u0648\\u0627\\u0648\\u0636\\u062d\\u062a \\u0627\\u0644\\u0645\\u0635\\u0627\\u062f\\u0631 \\u0627\\u0644\\u0637\\u0628\\u064a\\u0647 \\u0627\\u0646 \\u0645\\u0631\\u062f \\u0628\\u0631\\u0648\\u0632 \\u0645\\u062b\\u0644 \\u0647\\u0630\\u0647 \\u0627\\u0644\\u0638\\u0648\\u0627\\u0647\\u0631 \\u0627\\u0644\\u0633\\u0644\\u0628\\u064a\\u0647 \\u0641\\u064a \\u0627\\u0644\\u0645\\u062c\\u062a\\u0645\\u0639 \\u0627\\u0644\\u0633\\u0639\\u0648\\u062f\\u064a \\u064a\\u0631\\u062c\\u0639 \\u0627\\u0644\\u064a \\u0639\\u0648\\u0627\\u0645\\u0644 \\u0627\\u0633\\u0631\\u064a\\u0647 \\u0648\\u0627\\u062c\\u062a\\u0645\\u0627\\u0639\\u064a\\u0647 \\u0648\\u0627\\u062e\\u0631\\u064a \\u0628\\u064a\\u0648\\u0644\\u0648\\u062c\\u064a\\u0647 \\u062a\\u062d\\u062a\\u0627\\u062c \\u0627\\u0644\\u064a \\u0639\\u0644\\u0627\\u062c \\u0646\\u0641\\u0633\\u064a \\u0648\\u062a\\u0642\\u0648\\u064a\\u0645\\u064a \\u0628\\u0627\\u0634\\u0631\\u0627\\u0641 \\u0637\\u0628\\u064a \\u0645\\u062a\\u062e\\u0635\\u0635 \\u0648\\u0628\\u0645\\u062a\\u0627\\u0628\\u0639\\u0647 \\u062d\\u062b\\u064a\\u062b\\u0647 \\u0645\\u0646 \\u0627\\u0644\\u0627\\u0647\\u0644. \\u0648\\u0642\\u062f \\u0627\\u0638\\u0647\\u0631 \\u0627\\u0644\\u062a\\u062d\\u0642\\u064a\\u0642\\u060c \\u0627\\u0644\\u0630\\u064a \\u0646\\u0634\\u0631\\u062a\\u0647 \\u0627\\u0644\\u0635\\u062d\\u064a\\u0641\\u0647 \\u0627\\u0644\\u0627\\u062b\\u0646\\u064a\\u0646\\u060c \\u0627\\u0646 \\u0647\\u064a\\u0621\\u0647 \\u0645\\u0646 \\u064a\\u0645\\u0627\\u0631\\u0633\\u0646 \\u0647\\u0630\\u0627 \\u0627\\u0644\\u0641\\u0639\\u0644 \\u0644\\u064a\\u0633\\u062a \\u0628\\u0647\\u064a\\u0621\\u0647 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0627\\u0644\\u0639\\u0627\\u062f\\u064a\\u0647 \\u0627\\u0644\\u0637\\u0628\\u064a\\u0639\\u064a\\u0647\\u060c \\u0648\\u0627\\u0646 \\u0643\\u0627\\u0646\\u062a \\u0627\\u0644\\u0645\\u0644\\u0627\\u0645\\u062d \\u062a\\u0634\\u064a\\u0631 \\u0627\\u0644\\u064a \\u0639\\u0643\\u0633 \\u0630\\u0644\\u0643. \\u0643\\u0645\\u0627 \\u0627\\u0646\\u0647\\u0646 \\u0641\\u064a \\u0627\\u0644\\u062e\\u0641\\u0627\\u0621 \\u0648\\u0641\\u064a \\u0645\\u062c\\u062a\\u0645\\u0639\\u0647\\u0646 \\u0627\\u0644\\u062e\\u0627\\u0635 \\u0648\\u0633\\u0637 \\u0642\\u0631\\u064a\\u0646\\u0627\\u062a\\u0647\\u0646 \\u0633\\u0648\\u0627\\u0621 \\u062f\\u0627\\u062e\\u0644 \\u0627\\u0633\\u0648\\u0627\\u0631 \\u0627\\u0644\\u0645\\u062f\\u0627\\u0631\\u0633 \\u0627\\u0648 \\u0627\\u0644\\u0643\\u0644\\u064a\\u0627\\u062a \\u0648\\u0627\\u0644\\u062c\\u0627\\u0645\\u0639\\u0627\\u062a \\u0627\\u0648 \\u062d\\u062a\\u064a \\u0628\\u0627\\u0644\\u0645\\u062c\\u0645\\u0639\\u0627\\u062a \\u0627\\u0644\\u062a\\u062c\\u0627\\u0631\\u064a\\u0647 \\u064a\\u0644\\u0627\\u062d\\u0638 \\u0639\\u0644\\u064a\\u0647\\u0646 \\u0645\\u0645\\u0627\\u0631\\u0633\\u0647 \\u0639\\u0627\\u062f\\u0627\\u062a\\u0647\\u0646 \\u0648\\u0628\\u0634\\u0643\\u0644 \\u0648\\u0627\\u0636\\u062d \\u0648\\u0638\\u0627\\u0647\\u0631 \\u0644\\u0644\\u0639\\u064a\\u0627\\u0646. \\u0648\\u0627\\u0643\\u062f\\u062a \\u0628\\u0639\\u0636 \\u0627\\u0644\\u0641\\u062a\\u064a\\u0627\\u062a \\\"\\u0627\\u0644\\u0645\\u0633\\u062a\\u0631\\u062c\\u0644\\u0627\\u062a\\\"\\u060c \\u0648\\u0645\\u0646 \\u062e\\u0644\\u0627\\u0644 \\u062a\\u062d\\u0642\\u064a\\u0642 \\u0646\\u0634\\u0631\\u062a\\u0647 \\u0627\\u0644\\u0635\\u062d\\u064a\\u0641\\u0647 \\u0627\\u0644\\u0627\\u062b\\u0646\\u064a\\u0646\\u060c \\u0627\\u0646\\u0647\\u0646 \\u0644\\u0627 \\u064a\\u062c\\u062f\\u0646 \\u0641\\u064a \\u0627\\u0641\\u0639\\u0627\\u0644\\u0647\\u0646 \\u0627\\u064a \\u0634\\u064a\\u0621 \\u063a\\u0631\\u064a\\u0628 \\u0627\\u0648 \\u062e\\u0627\\u0637\\u0621. \\u0643\\u0645\\u0627 \\u0627\\u0634\\u0631\\u0646 \\u0627\\u0644\\u064a \\u0627\\u0646\\u0647\\u0646 \\u062a\\u0642\\u0645\\u0635\\u0646 \\u0627\\u0644\\u062e\\u0635\\u0627\\u0621\\u0635 \\u0627\\u0644\\u0630\\u0643\\u0648\\u0631\\u064a\\u0647 \\u0628\\u0634\\u0643\\u0644 \\u0643\\u0628\\u064a\\u0631 \\u0628\\u062d\\u064a\\u062b \\u0628\\u0627\\u062a\\u062a \\u0627\\u0634\\u0643\\u0627\\u0644\\u0647\\u0646 \\u0648\\u0633\\u0644\\u0648\\u0643\\u064a\\u0627\\u062a\\u0647\\u0646 \\u0644\\u0627 \\u062a\\u062a\\u0646\\u0627\\u0633\\u0628 \\u0645\\u0639 \\u062e\\u0635\\u0627\\u0621\\u0635\\u0647\\u0646 \\u0627\\u0644\\u0627\\u0646\\u062b\\u0648\\u064a\\u0647. \\u062a\\u0642\\u0648\\u0644 \\u0631\\u0627\\u0646\\u064a\\u0627  \\u0639\\u0627\\u0645\\u0627 \\u0648\\u0627\\u0644\\u062a\\u064a \\u0641\\u0636\\u0644\\u062a \\u0627\\u0646 \\u062a\\u0637\\u0644\\u0642 \\u0639\\u0644\\u064a \\u0646\\u0641\\u0633\\u0647\\u0627 \\u0627\\u0633\\u0645 \\\"\\u0631\\u064a\\u0627\\u0646\\\" \\u0627\\u0646\\u0647\\u0627 \\u0628\\u062f\\u0627\\u062a \\u0648\\u0645\\u0646\\u0630 \\u0627\\u0644\\u0635\\u063a\\u0631 \\u062a\\u0638\\u0647\\u0631 \\u0645\\u0639\\u0627\\u0644\\u0645 \\u0627\\u0644\\u0631\\u062c\\u0648\\u0644\\u0647 \\u0641\\u064a \\u0645\\u0634\\u064a\\u062a\\u0647\\u0627 \\u0648\\u062d\\u062f\\u064a\\u062b\\u0647\\u0627 \\u0648\\u062a\\u0639\\u0627\\u0645\\u0644\\u0627\\u062a\\u0647\\u0627 \\u0648\\u0633\\u0644\\u0648\\u0643\\u064a\\u0627\\u062a\\u0647\\u0627\\u060c \\u0648\\u0628\\u0631\\u0631\\u062a \\u0630\\u0644\\u0643 \\u0628\\u0627\\u0646\\u0647\\u0627 \\u0643\\u0627\\u0646\\u062a \\u0639\\u0644\\u064a \\u0627\\u0644\\u062f\\u0648\\u0627\\u0645 \\u062a\\u0634\\u0627\\u0647\\u062f \\u0627\\u0644\\u062e\\u0644\\u0627\\u0641\\u0627\\u062a \\u0627\\u0644\\u0634\\u062f\\u064a\\u062f\\u0647 \\u0628\\u064a\\u0646 \\u0648\\u0627\\u0644\\u062f\\u064a\\u0647\\u0627 \\u0627\\u0644\\u0644\\u0630\\u064a\\u0646 \\u0627\\u0646\\u0641\\u0635\\u0644\\u0627 \\u0641\\u064a \\u0627\\u0644\\u0646\\u0647\\u0627\\u064a\\u0647\\u060c \\u062d\\u064a\\u062b \\u0643\\u0627\\u0646\\u062a \\u062a\\u0634\\u0627\\u0647\\u062f \\u0648\\u0627\\u0644\\u062f\\u062a\\u0647\\u0627 \\u0648\\u0647\\u064a \\u062a\\u062a\\u0639\\u0631\\u0636 \\u0644\\u0635\\u0646\\u0648\\u0641 \\u0645\\u062a\\u0646\\u0648\\u0639\\u0647 \\u0645\\u0646 \\u0627\\u0644\\u0627\\u0630\\u064a \\u0648\\u0627\\u0644\\u0639\\u0646\\u0641 \\u0627\\u0644\\u062c\\u0633\\u062f\\u064a \\u0645\\u0646 \\u0642\\u0628\\u0644 \\u0648\\u0627\\u0644\\u062f\\u0647\\u0627\\u060c \\u0645\\u0645\\u0627 \\u062c\\u0639\\u0644\\u0647\\u0627 \\u0639\\u0644\\u064a \\u062d\\u062f \\u0642\\u0648\\u0644\\u0647\\u0627 \\u062a\\u0643\\u0631\\u0647 \\u062d\\u0642\\u064a\\u0642\\u0647 \\u0643\\u0648\\u0646\\u0647\\u0627 \\u0627\\u0646\\u062b\\u064a\\u060c \\u0648\\u0627\\u0646\\u0647\\u0627 \\u0641\\u0636\\u0644\\u062a \\u062a\\u0642\\u0645\\u0635 \\u0627\\u0644\\u0633\\u0644\\u0648\\u0643 \\u0627\\u0644\\u0630\\u0643\\u0648\\u0631\\u064a \\u0644\\u0643\\u064a \\u062a\\u0643\\u0648\\u0646 \\u0642\\u0648\\u064a\\u0647 \\u0648\\u0642\\u0627\\u062f\\u0631\\u0647 \\u0639\\u0644\\u064a \\u0635\\u062f \\u0627\\u0644\\u0627\\u0630\\u064a \\u0639\\u0646 \\u0646\\u0641\\u0633\\u0647\\u0627. \\u0631\\u0648\\u0627\\u0628\\u0637 \\u0630\\u0627\\u062a \\u0639\\u0644\\u0627\\u0642\\u0647 \\u0642\\u0627\\u0636 \\u0633\\u0639\\u0648\\u062f\\u064a \\u064a\\u062c\\u064a\\u0632 \\u0636\\u0631\\u0628 \\u0627\\u0644\\u0632\\u0648\\u062c\\u0627\\u062a \\u0628\\u0646\\u062f\\u0648\\u0647 \\u062a\\u0646\\u0627\\u0642\\u0634 \\u0627\\u0644\\u0639\\u0646\\u0641 \\u0627\\u0644\\u0627\\u0633\\u0631\\u064a \\u0635\\u062d\\u0641: \\u0627\\u0646\\u062a\\u0631\\u0646\\u062a \\u0627\\u0644\\u0633\\u0639\\u0648\\u062f\\u064a\\u0627\\u062a \\\"\\u0644\\u064a\\u0644\\u064a\\\" \\u0648\\u0627\\u0644\\u0628\\u0646\\u0627 \\u064a\\u062c\\u064a\\u0632 \\u0632\\u0648\\u0627\\u062c \\u0627\\u0644\\u0645\\u0633\\u064a\\u062d\\u064a \\u0628\\u0645\\u0633\\u0644\\u0645\\u0647 \\u0627\\u0645\\u0627 \\u0633\\u0645\\u064a\\u0631\\u0647  \\u0639\\u0627\\u0645\\u0627 \\u062a\\u0637\\u0644\\u0642 \\u0639\\u0644\\u064a \\u0646\\u0641\\u0633\\u0647\\u0627 \\u0627\\u0633\\u0645 \\\"\\u0631\\u0627\\u0643\\u0627\\u0646\\\" \\u0641\\u0642\\u062f \\u0628\\u0627\\u0644\\u063a\\u062a \\u0641\\u064a \\u062d\\u062f\\u064a\\u062b\\u0647\\u0627 \\u0639\\u0646 \\u0630\\u0627\\u062a\\u0647\\u0627 \\u0648\\u0627\\u0635\\u0631\\u062a \\u0639\\u0644\\u064a \\u0633\\u0644\\u0627\\u0645\\u0647 \\u0645\\u0648\\u0642\\u0641\\u0647\\u0627\\u060c \\u0628\\u0644 \\u0627\\u0646\\u0647\\u0627 \\u0637\\u0627\\u0644\\u0628\\u062a \\u0628\\u0645\\u0646\\u062d\\u0647\\u0627 \\u0627\\u0644\\u062d\\u0631\\u064a\\u0647 \\u0644\\u0644\\u062a\\u0639\\u0628\\u064a\\u0631 \\u0639\\u0646 \\u0645\\u0634\\u0627\\u0639\\u0631\\u0647\\u0627 \\u0648\\u062d\\u0642\\u064a\\u0642\\u0647 \\u0645\\u064a\\u0648\\u0644\\u0647\\u0627. \\u0648\\u0642\\u0627\\u0644\\u062a: \\\"\\u0627\\u0634\\u0639\\u0631 \\u0628\\u0627\\u0644\\u0631\\u0636\\u0627 \\u0648\\u0627\\u0644\\u0633\\u0639\\u0627\\u062f\\u0647 \\u0643\\u0645\\u0627 \\u0627\\u0646\\u0646\\u064a \\u0627\\u0634\\u0639\\u0631 \\u0628\\u0627\\u0646\\u0646\\u064a \\u0631\\u062c\\u0644 \\u0641\\u064a \\u0643\\u0644 \\u0634\\u064a\\u0621 \\u0648\\u0644\\u064a\\u0633 \\u0627\\u0646\\u062b\\u064a \\u0648\\u0627\\u0646\\u0627 \\u0644\\u0627 \\u0627\\u0631\\u063a\\u0628 \\u0641\\u064a \\u0645\\u0646\\u0627\\u062f\\u0627\\u062a\\u064a \\u0628\\u0627\\u0633\\u0645\\u064a \\u0627\\u0644\\u0645\\u062a\\u0639\\u0627\\u0631\\u0641 \\u0639\\u0644\\u064a\\u0647 \\u0641\\u064a \\u0627\\u0644\\u0645\\u0646\\u0632\\u0644 \\u0641\\u0647\\u0648 \\u064a\\u0634\\u0639\\u0631\\u0646\\u064a \\u0628\\u0627\\u0644\\u0636\\u064a\\u0642\\u060c \\u0648\\u0642\\u062f \\u0627\\u0634\\u062a\\u0647\\u0631\\u062a \\u0641\\u064a \\u0627\\u0644\\u0645\\u062f\\u0631\\u0633\\u0647 \\u0648\\u0628\\u064a\\u0646 \\u0642\\u0631\\u064a\\u0646\\u0627\\u062a\\u064a \\u0628\\u0627\\u0633\\u0645 \\u0631\\u0627\\u0643\\u0627\\u0646 \\u0648\\u0647\\u0648 \\u0627\\u0644\\u0627\\u0633\\u0645 \\u0627\\u0644\\u0630\\u064a \\u0627\\u062e\\u062a\\u0627\\u0631\\u062a\\u0647 \\u0644\\u064a \\u0627\\u062d\\u062f\\u064a \\u0627\\u0644\\u0645\\u0639\\u062c\\u0628\\u0627\\u062a \\u0628\\u064a \\u0641\\u064a \\u0627\\u0644\\u0645\\u062f\\u0631\\u0633\\u0647.\\\" \\u0648\\u0639\\u0644\\u064a \\u0646\\u0642\\u064a\\u0636 \\u0631\\u0627\\u0646\\u064a\\u0627\\u060c \\u0642\\u0627\\u0644\\u062a \\\"\\u0631\\u0627\\u0643\\u0627\\u0646\\\": \\\"\\u0627\\u0646\\u0627 \\u0644\\u0627 \\u0627\\u0645\\u0644\\u0643 \\u0627\\u0644\\u0634\\u062c\\u0627\\u0639\\u0647 \\u0627\\u0644\\u0643\\u0627\\u0641\\u064a\\u0647 \\u0644\\u0644\\u0627\\u0641\\u0635\\u0627\\u062d \\u0639\\u0646 \\u0627\\u0644\\u0647\\u0648\\u064a\\u0647 \\u0627\\u0644\\u0627\\u062e\\u0631\\u064a \\u0644\\u0634\\u062e\\u0635\\u064a\\u062a\\u064a \\u0627\\u0644\\u063a\\u0627\\u0645\\u0636\\u0647 \\u0641\\u064a \\u0627\\u0644\\u0645\\u0646\\u0632\\u0644 \\u0641\\u0648\\u0627\\u0644\\u062f\\u064a \\u0644\\u0646 \\u064a\\u0642\\u0628\\u0644 \\u0628\\u0647\\u0630\\u0627 \\u0627\\u0628\\u062f\\u0627 \\u0648\\u0627\\u0646 \\u0627\\u0646\\u0643\\u0634\\u0641 \\u0644\\u0647\\u0645 \\u0627\\u0645\\u0631\\u064a\\u060c \\u0641\\u0627\\u0648\\u0644 \\u0645\\u0627 \\u0633\\u0627\\u0642\\u0648\\u0645 \\u0628\\u0647 \\u0647\\u0648 \\u0627\\u0644\\u0627\\u0646\\u062a\\u062d\\u0627\\u0631 \\u0644\\u0627\\u0646 \\u0631\\u062f\\u0647 \\u0641\\u0639\\u0644 \\u0627\\u0647\\u0644\\u064a \\u0644\\u0646 \\u062a\\u0643\\u0648\\u0646 \\u0639\\u0627\\u062f\\u064a\\u0647 \\u0627\\u0628\\u062f\\u0627.\\\" \\u0648\\u0627\\u062e\\u0631\\u064a \\u062a\\u062a\\u0642\\u0645\\u0635 \\u062f\\u0648\\u0631 \\u0627\\u0644\\u0632\\u0648\\u062c \\u0643\\u0645\\u0627 \\u0627\\u0644\\u062a\\u0642\\u062a \\u0627\\u0644\\u0635\\u062d\\u064a\\u0641\\u0647 \\u0628\\u0645\\u0627 \\u0647\\u0648 \\u0627\\u063a\\u0631\\u0628 \\u0648\\u0647\\u064a \\u0641\\u062a\\u0627\\u0647  \\u0639\\u0627\\u0645\\u0627 \\u062a\\u062a\\u0642\\u0645\\u0635 \\u062f\\u0648\\u0631 \\u0632\\u0648\\u062c \\u062d\\u064a\\u062b \\u0627\\u062a\\u062e\\u0630\\u062a \\u0644\\u0646\\u0641\\u0633\\u0647\\u0627 \\u0627\\u0633\\u0645 \\\"\\u0627\\u064a\\u0645\\u0646\\\" \\u0628\\u062f\\u0644\\u0627 \\u0645\\u0646 \\u0627\\u0633\\u0645\\u0647\\u0627 \\u0627\\u0644\\u0627\\u0635\\u0644\\u064a\\u060c \\u062a\\u0642\\u0648\\u0644 \\u0628\\u062b\\u0642\\u0647: \\\"\\u0627\\u0631\\u064a\\u062f \\u0645\\u0646 \\u0627\\u0644\\u062c\\u0645\\u064a\\u0639 \\u0627\\u062d\\u062a\\u0631\\u0627\\u0645 \\u062e\\u0635\\u0648\\u0635\\u064a\\u062a\\u064a \\u0648\\u063a\\u064a\\u0631\\u062a\\u064a \\u0639\\u0644\\u064a \\u0645\\u0646 \\u0627\\u062d\\u0628 \\u0643\\u0645\\u0627 \\u0627\\u0646\\u0647 \\u064a\\u062a\\u0648\\u062c\\u0628 \\u0639\\u0644\\u064a \\u0645\\u0646 \\u064a\\u0642\\u0639 \\u0639\\u0644\\u064a\\u0647\\u0627 \\u0627\\u062e\\u062a\\u064a\\u0627\\u0631\\u064a \\u0648\\u0627\\u0639\\u062c\\u0627\\u0628\\u064a \\u0628\\u0647\\u0627 \\u0627\\u0646 \\u062a\\u0646\\u0641\\u0630 \\u0637\\u0644\\u0628\\u0627\\u062a\\u064a \\u0628\\u062f\\u0648\\u0646 \\u062c\\u062f\\u0627\\u0644 \\u0648\\u0627\\u0646 \\u062a\\u0645\\u062a\\u062b\\u0644 \\u0644\\u0631\\u063a\\u0628\\u0627\\u062a\\u064a \\u0645\\u0647\\u0645\\u0627 \\u0643\\u0627\\u0646\\u062a\\u060c \\u0648\\u0627\\u062e\\u062a\\u064a\\u0627\\u0631\\u064a \\u0644\\u0644\\u0641\\u062a\\u0627\\u0647 \\u064a\\u0639\\u062a\\u0645\\u062f \\u0639\\u0644\\u064a \\u0645\\u062f\\u064a \\u0642\\u062f\\u0631\\u062a\\u0647\\u0627 \\u0639\\u0644\\u064a \\u0627\\u062b\\u0627\\u0631\\u062a\\u064a\\u060c \\u0641\\u0647\\u064a \\u0628\\u0630\\u0644\\u0643 \\u062a\\u0634\\u0639\\u0631\\u0646\\u064a \\u0628\\u0627\\u0646\\u064a \\u0631\\u062c\\u0644 \\u0648\\u0630\\u0644\\u0643 \\u0628\\u0627\\u0639\\u0644\\u0627\\u0646\\u0647\\u0627 \\u0639\\u0646 \\u062a\\u0642\\u0628\\u0644 \\u0634\\u062e\\u0635\\u064a\\u062a\\u064a \\u0627\\u0644\\u0630\\u0643\\u0648\\u0631\\u064a\\u0647\\u060c \\u0648\\u0647\\u0630\\u0647 \\u0627\\u0644\\u0641\\u062a\\u0627\\u0647 \\u0644\\u0627 \\u0628\\u062f \\u0648\\u0627\\u0646 \\u062a\\u0643\\u0648\\u0646 \\u0645\\u0646 \\u0627\\u0644\\u0646\\u0648\\u0639 \\u0636\\u0639\\u064a\\u0641 \\u0627\\u0644\\u0634\\u062e\\u0635\\u064a\\u0647 \\u0644\\u0627\\u0633\\u062a\\u0637\\u064a\\u0639 \\u0627\\u0645\\u062a\\u0644\\u0627\\u0643\\u0647\\u0627 \\u0648\\u0627\\u0644\\u0633\\u064a\\u0637\\u0631\\u0647 \\u0639\\u0644\\u064a\\u0647\\u0627.\\\" \\u0627\\u0645\\u0627 \\u0646\\u0648\\u0641  \\u0639\\u0627\\u0645\\u0627 \\u0648\\u0627\\u0644\\u062a\\u064a \\u0627\\u062e\\u062a\\u0627\\u0631\\u062a \\u0644\\u0646\\u0641\\u0633\\u0647\\u0627 \\u0627\\u0633\\u0645 \\\"\\u062d\\u0627\\u0645\\u062f\\\" \\u0641\\u0647\\u064a \\u0644\\u0627 \\u062a\\u062e\\u0641\\u064a \\u0641\\u064a \\u0639\\u0628\\u0627\\u0631\\u0627\\u062a\\u0647\\u0627 \\u0627\\u0644\\u0634\\u0639\\u0648\\u0631 \\u0628\\u0627\\u0644\\u062e\\u062c\\u0644 \\u0645\\u0645\\u0627 \\u062a\\u0635\\u0646\\u0639. \\u0648\\u062a\\u0642\\u0648\\u0644: \\\"\\u0627\\u0639\\u0631\\u0641 \\u062e\\u0637\\u0648\\u0631\\u0647 \\u0645\\u0627 \\u0627\\u0642\\u0648\\u0645 \\u0628\\u0647 \\u0641\\u0648\\u0627\\u0644\\u062f\\u062a\\u064a \\u062a\\u062d\\u0627\\u0631\\u0628\\u0646\\u064a \\u062f\\u0648\\u0645\\u0627 \\u0648\\u062a\\u0631\\u0627\\u0642\\u0628 \\u062a\\u0635\\u0631\\u0641\\u0627\\u062a\\u064a \\u0643\\u0645\\u0627 \\u0627\\u0646\\u0647\\u0627 \\u0627\\u0635\\u0628\\u062d\\u062a \\u062a\\u0634\\u0643 \\u0641\\u064a \\u0627\\u0641\\u0639\\u0627\\u0644\\u064a \\u0648\\u0627\\u062c\\u062f\\u0647\\u0627 \\u062a\\u0641\\u062a\\u0634 \\u0641\\u064a \\u0645\\u062d\\u062a\\u0648\\u064a\\u0627\\u062a \\u062d\\u0642\\u064a\\u0628\\u062a\\u064a \\u0648\\u063a\\u0631\\u0641\\u062a\\u064a \\u0643\\u0645\\u0627 \\u0627\\u0646\\u0647\\u0627 \\u0644\\u0627 \\u062a\\u0643\\u062a\\u0641\\u064a \\u0628\\u0630\\u0644\\u0643 \\u0628\\u0644 \\u0627\\u0635\\u0631\\u062a \\u0639\\u0644\\u064a \\u0627\\u0635\\u0637\\u062d\\u0627\\u0628\\u064a \\u0627\\u0644\\u064a \\u0637\\u0628\\u064a\\u0628\\u0647 \\u0646\\u0641\\u0633\\u064a\\u0647\\u060c \\u0648\\u0627\\u0644\\u062a\\u064a \\u0627\\u0648\\u0636\\u062d\\u062a \\u0628\\u062f\\u0648\\u0631\\u0647\\u0627 \\u0644\\u0648\\u0627\\u0644\\u062f\\u062a\\u064a \\u0628\\u0627\\u0646\\u0646\\u064a \\u0627\\u0639\\u0627\\u0646\\u064a \\u0645\\u0646 \\u0627\\u0636\\u0637\\u0631\\u0627\\u0628\\u0627\\u062a \\u0647\\u0631\\u0645\\u0648\\u0646\\u064a\\u0647 \\u0645\\u0641\\u0631\\u0637\\u0647 \\u0633\\u0627\\u0647\\u0645\\u062a \\u0641\\u064a \\u062c\\u0639\\u0644\\u064a \\u0627\\u0642\\u0644\\u062f \\u0627\\u062e\\u0648\\u062a\\u064a \\u0627\\u0644\\u0630\\u0643\\u0648\\u0631 \\u0643\\u0648\\u0646\\u064a \\u0627\\u0644\\u0648\\u062d\\u064a\\u062f\\u0647 \\u0628\\u064a\\u0646\\u0647\\u0645.\\\" \\u0645\\u0646 \\u0646\\u0627\\u062d\\u064a\\u0647 \\u0627\\u062e\\u0631\\u064a \\u062a\\u0642\\u0648\\u0644 \\u0628\\u0634\\u0627\\u064a\\u0631  \\u0639\\u0627\\u0645\\u0627: \\\"\\u0644\\u0627 \\u0627\\u062c\\u062f \\u062d\\u0631\\u062c\\u0627 \\u0641\\u064a \\u0639\\u0644\\u0627\\u0642\\u062a\\u064a \\u0645\\u0639 \\u0627\\u0644\\u0628\\u0648\\u064a\\u0627\\u062a \\u0627\\u0644\\u0627 \\u0627\\u0646 \\u0627\\u0644\\u0627\\u0645\\u0631 \\u0644\\u0627 \\u064a\\u062a\\u062c\\u0627\\u0648\\u0632 \\u0627\\u0643\\u062b\\u0631 \\u0645\\u0646 \\u062a\\u0628\\u0627\\u062f\\u0644 \\u0644\\u0644\\u0643\\u0644\\u0645\\u0627\\u062a \\u0627\\u0644\\u062a\\u064a \\u062a\\u0634\\u0639\\u0631\\u0646\\u064a \\u0628\\u0627\\u0644\\u0627\\u0646\\u0648\\u062b\\u0647 \\u0648\\u0627\\u0646\\u0627 \\u0644\\u0627 \\u0627\\u0631\\u063a\\u0628 \\u0628\\u0627\\u0644\\u062a\\u0645\\u0627\\u062f\\u064a \\u0641\\u064a \\u0627\\u0644\\u0639\\u0644\\u0627\\u0642\\u0647 \\u0627\\u0643\\u062b\\u0631 \\u0645\\u0646 \\u0630\\u0644\\u0643 \\u0641\\u0627\\u0646\\u0627 \\u0645\\u0646 \\u0639\\u0627\\u0621\\u0644\\u0647 \\u0645\\u062d\\u0627\\u0641\\u0638\\u0647 \\u062a\\u0631\\u0641\\u0636 \\u0645\\u0628\\u062f\\u0627 \\u0627\\u0644\\u0635\\u062f\\u0627\\u0642\\u0627\\u062a \\u0648\\u0627\\u0644\\u0627\\u0635\\u062d\\u0627\\u0628 \\u0648\\u0627\\u064a \\u0639\\u0644\\u0627\\u0642\\u0647 \\u0645\\u0646 \\u0627\\u064a \\u0646\\u0648\\u0639 \\u0648\\u0627\\u0646\\u0627 \\u0627\\u062f\\u0631\\u0643 \\u0627\\u0644\\u0645\\u062e\\u0627\\u0637\\u0631 \\u0627\\u0644\\u0643\\u062b\\u064a\\u0631\\u0647 \\u0627\\u0644\\u062a\\u064a \\u062a\\u062a\\u0631\\u062a\\u0628 \\u0639\\u0644\\u064a \\u0645\\u062b\\u0644 \\u0647\\u0630\\u0647 \\u0627\\u0644\\u0639\\u0644\\u0627\\u0642\\u0627\\u062a \\u060c \\u0643\\u0645\\u0627 \\u0627\\u0646\\u0646\\u064a \\u0644\\u0627 \\u0627\\u0631\\u063a\\u0628 \\u0641\\u064a \\u062e\\u0648\\u0636 \\u0645\\u063a\\u0627\\u0645\\u0631\\u0627\\u062a \\u062a\\u0643\\u0644\\u0641\\u0646\\u064a \\u0627\\u0644\\u0643\\u062b\\u064a\\u0631.\\\" \\u0645\\u0646 \\u062c\\u0647\\u062a\\u0647\\u0627 \\u0627\\u0643\\u062f\\u062a \\u0641\\u0627\\u0637\\u0645\\u0647 \\u0627\\u0644\\u0647\\u0627\\u062c\\u0631\\u064a \\u0648\\u0647\\u064a \\u0645\\u062a\\u062e\\u0635\\u0635\\u0647 \\u0641\\u064a \\u0639\\u0644\\u0645 \\u0627\\u0644\\u0646\\u0641\\u0633 \\u0628\\u0627\\u062f\\u0627\\u0631\\u0647 \\u0627\\u0644\\u062a\\u0631\\u0628\\u064a\\u0647 \\u0648\\u0627\\u0644\\u062a\\u0639\\u0644\\u064a\\u0645 \\u0641\\u064a \\u0645\\u0646\\u0637\\u0642\\u0647 \\u0645\\u0643\\u0647 \\u0627\\u0644\\u0645\\u0643\\u0631\\u0645\\u0647 \\u0627\\u0646\\u062a\\u0634\\u0627\\u0631 \\u0627\\u0644\\u0638\\u0627\\u0647\\u0631\\u0647 \\u0641\\u064a \\u0645\\u062f\\u0627\\u0631\\u0633 \\u0627\\u0644\\u0645\\u0646\\u0637\\u0642\\u0647. \\u0648\\u0642\\u0627\\u0644\\u062a\\\"\\u0627\\u0646 \\u0627\\u0644\\u0638\\u0627\\u0647\\u0631\\u0647 \\u0627\\u0646\\u062a\\u0634\\u0631\\u062a \\u0641\\u064a \\u0627\\u0644\\u0627\\u0648\\u0646\\u0647 \\u0627\\u0644\\u0627\\u062e\\u064a\\u0631\\u0647 \\u0628\\u0634\\u0643\\u0644 \\u0645\\u0644\\u062d\\u0648\\u0638 \\u062c\\u062f\\u0627 \\u062f\\u0627\\u062e\\u0644 \\u0627\\u0644\\u0645\\u062f\\u0627\\u0631\\u0633 \\u0643\\u0627\\u0644\\u0645\\u0634\\u0627\\u062c\\u0631\\u0627\\u062a \\u0648\\u0627\\u0644\\u062e\\u0644\\u0648\\u0627\\u062a \\u0648\\u062a\\u0645 \\u0627\\u062a\\u062e\\u0627\\u0630 \\u0627\\u0644\\u0627\\u062c\\u0631\\u0627\\u0621\\u0627\\u062a \\u0627\\u0644\\u0646\\u0638\\u0627\\u0645\\u064a\\u0647 \\u062d\\u064a\\u0627\\u0644\\u0647\\u0627 \\u0648\\u0627\\u0644\\u0645\\u062a\\u0645\\u062b\\u0644\\u0647 \\u0641\\u064a \\u0627\\u0633\\u062a\\u062f\\u0639\\u0627\\u0621 \\u0627\\u0648\\u0644\\u064a\\u0627\\u0621 \\u0627\\u0645\\u0648\\u0631\\u0647\\u0646 \\u0648\\u0645\\u0648\\u0627\\u062c\\u0647\\u062a\\u0647\\u0645 \\u0628\\u0645\\u0627 \\u0647\\u0648 \\u062d\\u0627\\u0635\\u0644 \\u0648\\u062a\\u0648\\u0639\\u064a\\u0647 \\u0627\\u0644\\u0627\\u0645 \\u0627\\u064a\\u0636\\u0627. \\u0648\\u0628\\u062f\\u0648\\u0631\\u0647 \\u0627\\u0634\\u0627\\u0631 \\u0627\\u0644\\u0645\\u062d\\u0644\\u0644 \\u0627\\u0644\\u0646\\u0641\\u0633\\u064a \\u0648\\u0627\\u0644\\u0645\\u0633\\u062a\\u0634\\u0627\\u0631 \\u0641\\u064a \\u0627\\u0644\\u0639\\u0644\\u0627\\u0642\\u0627\\u062a \\u0627\\u0644\\u0627\\u0633\\u0631\\u064a\\u0647 \\u0648\\u0627\\u0644\\u0627\\u062c\\u062a\\u0645\\u0627\\u0639\\u064a\\u0647 \\u0627\\u0644\\u062f\\u0643\\u062a\\u0648\\u0631\\u060c \\u0647\\u0627\\u0646\\u064a \\u0639\\u0628\\u062f\\u0627\\u0644\\u0644\\u0647 \\u0627\\u0644\\u063a\\u0627\\u0645\\u062f\\u064a\\u060c \\u0627\\u0644\\u064a \\u0627\\u0646 \\u062c\\u0648\\u062f \\u0647\\u0630\\u0647 \\u0627\\u0644\\u0641\\u0621\\u0647 \\\"\\u0627\\u0644\\u0628\\u0648\\u064a\\u0627\\u062a\\\" \\u0628\\u064a\\u0646 \\u0627\\u0644\\u0641\\u062a\\u064a\\u0627\\u062a \\u064a\\u0634\\u064a\\u0631 \\u0627\\u0644\\u064a \\u062f\\u0648\\u0627\\u0641\\u0639\\u0647\\u0646 \\u0644\\u0627\\u0646\\u0647\\u0646 \\u064a\\u0639\\u0627\\u0646\\u064a\\u0646 \\u0645\\u0646 \\u0627\\u0644\\u062d\\u0631\\u0645\\u0627\\u0646 \\u0627\\u0644\\u0639\\u0627\\u0637\\u0641\\u064a \\u0648\\u0647\\u0648 \\u0627\\u0644\\u062f\\u0627\\u0641\\u0639 \\u0627\\u0644\\u0627\\u0628\\u0631\\u0632 \\u0644\\u0638\\u0647\\u0648\\u0631 \\u0645\\u062b\\u0644 \\u0647\\u0630\\u0647 \\u0627\\u0644\\u062d\\u0627\\u0644\\u0627\\u062a\\u060c \\u0648\\u0641\\u0642 \\u0627\\u0644\\u062a\\u0642\\u0631\\u064a\\u0631. \\u0648\\u062d\\u0648\\u0644 \\u0648\\u0633\\u064a\\u0644\\u0647 \\u0627\\u0644\\u0639\\u0644\\u0627\\u062c \\u0642\\u0627\\u0644 \\u064a\\u0646\\u0628\\u063a\\u064a \\u0639\\u0644\\u064a \\u0627\\u0648\\u0644\\u064a\\u0627\\u0621 \\u0627\\u0645\\u0648\\u0631\\u0647\\u0646 \\u0627\\u0644\\u0627\\u0644\\u062a\\u0641\\u0627\\u062a \\u0644\\u0647\\u0646 \\u0648\\u0627\\u0644\\u0627\\u0647\\u062a\\u0645\\u0627\\u0645 \\u0628\\u0645\\u0639\\u0627\\u0644\\u062c\\u062a\\u0647\\u0646 \\u0645\\u0639 \\u0636\\u0631\\u0648\\u0631\\u0647 \\u0639\\u0631\\u0636\\u0647\\u0646 \\u0639\\u0644\\u064a \\u0627\\u0644\\u0627\\u062e\\u062a\\u0635\\u0627\\u0635\\u064a\\u0646\\u060c \\u0641\\u0642\\u062f \\u064a\\u0643\\u0648\\u0646 \\u0648\\u0631\\u0627\\u0621 \\u0647\\u0630\\u0647 \\u0627\\u0644\\u062a\\u0635\\u0631\\u0641\\u0627\\u062a \\u0627\\u0641\\u0631\\u0627\\u0637 \\u0647\\u0631\\u0645\\u0648\\u0646\\u064a\\u060c \\u0648\\u0642\\u062f \\u064a\\u0643\\u0648\\u0646 \\u0648\\u0631\\u0627\\u0621\\u0647\\u0627 \\u0638\\u0631\\u0648\\u0641 \\u0627\\u0633\\u0631\\u064a\\u0647 \\u062f\\u0641\\u0639\\u062a \\u0628\\u0647\\u0646 \\u0644\\u0633\\u0644\\u0648\\u0643 \\u0647\\u0630\\u0627 \\u0627\\u0644\\u0645\\u0633\\u0644\\u0643\\u060c \\u0648\\u0627\\u0644\\u0639\\u0644\\u0627\\u062c \\u0647\\u0646\\u0627 \\u064a\\u062e\\u062a\\u0644\\u0641 \\u062a\\u0628\\u0639\\u0627 \\u0644\\u062f\\u0648\\u0627\\u0639\\u064a \\u0648\\u0645\\u0633\\u0628\\u0628\\u0627\\u062a \\u0627\\u0644\\u062d\\u0627\\u0644\\u0647.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.category.value_counts().plot(kind='pie')"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:32:10.494928Z",
          "iopub.execute_input": "2024-05-04T15:32:10.495289Z",
          "iopub.status.idle": "2024-05-04T15:32:10.710065Z",
          "shell.execute_reply.started": "2024-05-04T15:32:10.495258Z",
          "shell.execute_reply": "2024-05-04T15:32:10.709134Z"
        },
        "trusted": true,
        "id": "kYVXMy7pQ7Wq",
        "outputId": "824b0e0a-06f8-4b22-e242-3339c58727b6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: ylabel='count'>"
            ]
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "summarizer = pipeline(\n",
        "                    \"summarization\",\n",
        "                    model=\"csebuetnlp/mT5_multilingual_XLSum\",\n",
        "                    temperature=0.7,\n",
        "                    top_k=50,\n",
        "                    top_p=0.9,\n",
        "                    repetition_penalty=1.2,\n",
        "                    length_penalty=0.8,\n",
        "                    )"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:32:10.712426Z",
          "iopub.execute_input": "2024-05-04T15:32:10.712861Z",
          "iopub.status.idle": "2024-05-04T15:32:29.269788Z",
          "shell.execute_reply.started": "2024-05-04T15:32:10.712823Z",
          "shell.execute_reply": "2024-05-04T15:32:29.268768Z"
        },
        "trusted": true,
        "id": "y1Tqlzi1Q7Wq",
        "outputId": "2f7618ac-e9c4-4e35-af4a-239bce307eac",
        "colab": {
          "referenced_widgets": [
            "e23f67aa25b249d6896ae1d74ad91556",
            "c7c9ae6c4dfb4a0597f9038633ace460",
            "291f44dda3ee4b44a56d416fc1866a90",
            "6a39de9c23504dfc9d075843e4936a80",
            "c9d38c8b5c6a462a85c8a6ba80f1a191",
            "ec371b080d1b4ccda5597b6242858fc2",
            "3601e33d0ecf4c9ab263f4670937bf5e",
            "c5b2ead8c46a43b0b5ef87ebaa6ff144",
            "8ffe2f9519364f7eaaabe310eef27b47",
            "b2b7917c7d564b3f9cae0719b3f683d0",
            "93c8f22718af4ab9a4250de94889b219",
            "c41aefdaad814ca3927f17bf3e0e0de8",
            "ce2a402200d74f4ab5823227ba6f3803",
            "300ccb76fabe4368875a3c2b78a48fbe",
            "70348a34b0d54684a03ed02e098513a9",
            "12c5b8a5aeac4d8995a72ee3ab6241a4",
            "4bf831991fd647f7b2193483ccdaaea7",
            "17b27072762349acb030caa65d98330c",
            "1347425660f342acb0f7afe979b264ed",
            "3fc52c655d0a4943963f51d0849d63a1",
            "882ad6f492694bc38affab4bb849334d",
            "603af0108222410e9f1060ca30a94954",
            "53cdc81b838444e79319e33fdf2cef4a",
            "7f8df40657514e579b7bac1548b6daca",
            "26a47a79e8864b2ba8df0ee72f06cef3",
            "88a4388121204796b3e30c986b0442c3",
            "4332af56eedd484cb791f57462f8a54f",
            "08665c30c43f4b088e9329acc38f57ec",
            "631b7a7d37c542f6a9764bb129be56dd",
            "89569c180201476481cb61dbd566a7f8",
            "82f0765350d94b1c9f3d047a6cb4705a",
            "e02a3ee6aa344cbbaeee13d76b582753",
            "e41b80047a2144909f994563e819b484",
            "f02695c45c6544e18827f420480d4bb5",
            "c40c6ab21ae34f9cb5a4f48d8970fe32",
            "9e46c7b453324d84a32a9d505d45cc15",
            "4e02d46b1c754885997d130b12fafa94",
            "1cd3f74999e04c2a8921b190e38a74f2",
            "39f4133b4c20451c9bbc03cc84af4ad5",
            "7674e539c9dd47cb9423541e45464e2b",
            "ab5da64a1e784dd9bc226aa26f1ab746",
            "590c02761289448084bb20b4b23f5ae9",
            "35d054f5207f4c7880ad14e474128673",
            "3b13fa7d5dd946eebed1ad8b1b499f24",
            "01117aab5dd94fed8136a08255f6c2f0",
            "bc899edbcbb44d9c9c89f4f28c957892",
            "1e5c241634644749a3352d70cc677579",
            "681b3a5621154d83a9a5a388e95d1f7b",
            "f456ece47bf542a7a750f099790fddf6",
            "22178573394f4bd49914af56f6aa7a90",
            "9f796b16b672485a887c43a3a6be5d3a",
            "a8844cfbec4c478ebfe3024e53b23472",
            "8c284c50c4644ca48a90a5604a010f64",
            "ede255c035604cb69b2baed6821dc08f",
            "2c89a0d6cc63421293ebebcf89402f6d"
          ],
          "base_uri": "https://localhost:8080/",
          "height": 361
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config.json:   0%|          | 0.00/730 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e23f67aa25b249d6896ae1d74ad91556"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "pytorch_model.bin:   0%|          | 0.00/2.33G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c41aefdaad814ca3927f17bf3e0e0de8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/375 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "53cdc81b838444e79319e33fdf2cef4a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "spiece.model:   0%|          | 0.00/4.31M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f02695c45c6544e18827f420480d4bb5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/65.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "01117aab5dd94fed8136a08255f6c2f0"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "You are using the default legacy behaviour of the <class 'transformers.models.t5.tokenization_t5.T5Tokenizer'>. This is expected, and simply means that the `legacy` (previous) behavior will be used so nothing changes for you. If you want to use the new behaviour, set `legacy=False`. This should only be set if you understand what it means, and thoroughly read the reason why this was added as explained in https://github.com/huggingface/transformers/pull/24565\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/convert_slow_tokenizer.py:560: UserWarning: The sentencepiece tokenizer that you are converting to a fast tokenizer uses the byte fallback option which is not implemented in the fast tokenizers. In practice this means that the fast version of the tokenizer can produce unknown tokens whereas the sentencepiece version would have converted these unknown tokens into a sequence of byte tokens matching the original piece of text.\n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "generator = pipeline(\n",
        "                \"text-generation\",\n",
        "                model=\"bigscience/bloom-1b1\",\n",
        "                temperature=0.7,\n",
        "                top_k=50,\n",
        "                top_p=0.9,\n",
        "                repetition_penalty=1.2,\n",
        "                length_penalty=0.8,\n",
        "                do_sample = False,\n",
        "                device=device)"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:32:29.271368Z",
          "iopub.execute_input": "2024-05-04T15:32:29.271644Z",
          "iopub.status.idle": "2024-05-04T15:32:42.424041Z",
          "shell.execute_reply.started": "2024-05-04T15:32:29.271622Z",
          "shell.execute_reply": "2024-05-04T15:32:42.423071Z"
        },
        "trusted": true,
        "id": "rYxpsE1KQ7Wq",
        "outputId": "4aac30a9-82af-44ee-f557-ca083ff3febb",
        "colab": {
          "referenced_widgets": [
            "9fde85c740ef459bb7cc4f8213df8633",
            "3d5fa117033d4e958edaa274da5d28af",
            "d1d26ab0b2644b168033154f57ee2ef3",
            "7a412bf22f99444faf091493ddffac7b",
            "bb6b013865564782b981264c3e22036d",
            "ea68506af54240699ca7a50e64e86a74",
            "09398b820c57415397cdbfc69fa895ca",
            "fbb34727a21d445a8b615058f4d7f7fa",
            "ae27d502e96a4c8b9bd04ffc4ed8c2a6",
            "eae28a4cec3a4fd08fa3edcfa6b95cbe",
            "0bfa4d2c1330468d9a8073a8d051e2ed",
            "1585574401494f03a1fd8aa36a5c7622",
            "c86f0d09f4d94b9f9edc9c968105ff77",
            "3a2af0277330467cbd645a9e29195f33",
            "97690a8ad14640d8a942f506dfe6ef9e",
            "0b93b193d9f04593a73d64235b554042",
            "71e79a94fed4401c9a855fed6495ddb4",
            "f30c035d29ea46dda28c86462ebd7c4d",
            "a0a3c36726904830a77f96b5247a42ad",
            "9f17465021914299b4b77edf003470f0",
            "347ca26a754944829ab23e7961a64c38",
            "b9e2c5c135c0482b9c45c1844f26c549",
            "026f9be01df747e3a71f02c5d3fd0b71",
            "d8cb89fb106e45748892042a30b556ba",
            "f7c42f214eb84b779016cd3ba6ee105d",
            "f470131b4a6046e681d7fe3aad5b069b",
            "50ce57e3c3294d8291559dded9212cdc",
            "46ab350e9b8440ea94fa3dcf9bb7942d",
            "745f32022c4e4341bc202e380ce3f328",
            "1eb9e88b79ed45278fde8056c41a77a7",
            "5db2a7665c9c4e7f8cc75151a5b2d3f3",
            "f8bb13c7bdab46568eb0315d53c594d9",
            "d3c3a2dd6a0f49b0a14a42268020f9dc",
            "2452ca6adf714762aa6b2b22397e4829",
            "238636d1119a4dbe98565efa023d04e4",
            "b649d2029c0744369300b3325682b31d",
            "56270806061f4084b34a93111f5d8caa",
            "ec94e13c39264fb7b05789e386cb8eff",
            "98dcf158bc4440c9a5e93f5d47d4311b",
            "af96a458c3054ca7bc55c251ece15d1b",
            "cb0487a3b5ff4189a865fafa331a3ddd",
            "5d4baa9ec9cf4d32918a82785be41f26",
            "96a45fc52f6446979aa5ef60b1f4d26e",
            "9e0e253bb36549c18bd2832e9a4a603b",
            "f5162a618fc744f8bc18cbd4d3632c9d",
            "3c0309f40f5041ea929ee912663f5dd4",
            "95593a68defd48cd81a3e14027262ebb",
            "38ace70f7a5a4c03b0341f7f40350e03",
            "193ba02256534d41b912dfdc972284b7",
            "2ef3a68c59b54d7a94abbcd995c2f036",
            "dac7ef3ad9914ec3abd885139c37d127",
            "1603aca319014b01a5e5fc802ce04e43",
            "82435bc38d6f4908b1a809ca7844db6b",
            "7457445f93104f3bb1a10188747756a9",
            "6b2dbec6eb274e9b92d9b5bdf09ca9a1"
          ],
          "base_uri": "https://localhost:8080/",
          "height": 177
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config.json:   0%|          | 0.00/693 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9fde85c740ef459bb7cc4f8213df8633"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "model.safetensors:   0%|          | 0.00/2.13G [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "1585574401494f03a1fd8aa36a5c7622"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/222 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "026f9be01df747e3a71f02c5d3fd0b71"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer.json:   0%|          | 0.00/14.5M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2452ca6adf714762aa6b2b22397e4829"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/85.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "f5162a618fc744f8bc18cbd4d3632c9d"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sport_articles = df[df['category'] == 'Sport']['Body'].tolist()\n",
        "text = sport_articles[99]\n",
        "text"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:32:42.425551Z",
          "iopub.execute_input": "2024-05-04T15:32:42.425905Z",
          "iopub.status.idle": "2024-05-04T15:32:42.435288Z",
          "shell.execute_reply.started": "2024-05-04T15:32:42.425873Z",
          "shell.execute_reply": "2024-05-04T15:32:42.434362Z"
        },
        "trusted": true,
        "id": "loz9vKwfQ7Wr",
        "outputId": "aea88b1e-0ce3-4ca0-cf48-87ca56b1afc6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'. - خليجي : فوز كبير للابيض.. وتعادل الاخضر والعنابي سلبيا  ( +:) - // خليجي : فوز كبير للابيض.. وتعادل الاخضر والعنابي سلبيا الابيض يجمع اول نقاط بمشوار الدفاع عن لقبه مسقط، سلطنه عمان ( )-- افتتح المنتخب الاماراتي مبارياته في بطوله كاس الخليج التاسعه عشر للدفاع عن لقبه، بفوز كبير علي نظيره اليمني في اللقاء الذي جمع بينهما الاثنين، ضمن منافسات المجموعه الثانيه، فيما تعادل منتخبا السعوديه وقطر سلبيا. استهل محمد عمر مهاجم الامارات اهداف المباراه مبكرا، حيث احرز الهدف الاول لفريقه بعد مرور ست دقاءق، من ركله جزاء احتسبها الحكم العراقي كاظم عوده. وفي الدقيقه  اضاف اسماعيل الحمادي الهدف الثاني للمنتخب الاماراتي، لينتهي الشوط الاول بفوز \"الابيض\" بهدفين نظيفين. واختتم محمد الشحي الثلاثيه الاماراتيه في الدقيقه ، الا ان الدقيقه الاخيره من المباراه شهدت هدفا للمنتخب اليمني، احرزه علي النونو، ليحصد المنتخب الاماراتي اول ثلاث نقاط في \"خليجي .\" روابط ذات علاقه الاهلي يسمح للمحمدي بالمشاركه في مباراتين بـ\"خليجي \" البحرين تهزم العراق في لقاء مثير وتعادل عمان والكويت سلبيا وقد حفلت المباراه بالعديد من الانذارات، حيث شهدت سبعه انذارات، منها ثلاثه للمنتخب الاماراتي، واربعه للمنتخب اليمني، كما شهدت حالتي طرد، الاولي كانت من نصيب اليمني محمد العماري، والثانيه للاماراتي فارس جمعه. وفي المباراه الثانيه ضمن المجموعه نفسها، تعادل المنتخبان السعودي والقطري بدون اهداف، الا ان اللقاء شهد ثلاث بطاقات صفراء، كانت احداها من نصيب القطري بلال محمد، بينما الاخرين كانت من نصيب السعودين احمد الفريدي وعبده عطيف. جاء اللقاء دون المستوي، ولم يقدم اي من المنتخبين ما يعبر به عن كونه جاء الي عمان بحثا عن اللقب الخليجي، رغم ان كلا المدربين، سواء المدير الفني لقطر برونو ميتسو، والمدير الفني للسعوديه ناصر الجوهر، دفعا بكل اوراقهما الرابحه. شارك حسين ياسر المحمدي، نجم منتخب قطر في المباراه من بدايتها، رغم انضمامه لمعسكر الفريق قبل انطلاق البطوله بايام قليله، بعد موافقه الاهلي المصري، ولم يقدم المستوي الذي تنتظره جماهير العنابي، وخرج في الدقيقه ، ليدخل بدلا منه سيد علي البشير. وفشل المنتخب السعودي في تهديد المرمي القطري، مما اضطر ناصر الجوهر الي استبدال مهاجمه مالك معاذ، كما لم ينجح ياسر القحطاني هداف \"الاخضر\" في تشكيل اي خطوره علي مرمي قطر. كانت منافسات المجموعه الاولي للبطوله التي انطلقت منافساتها الاحد، قد شهدت مفاجاه مدويه، تمثلت في فوز المنتخب البحريني علي نظيره العراقي، بطل اسيا، بثلاثه اهداف مقابل هدف واحد. وفي مباراه الافتتاح، ضمن المجموعه ذاتها، تعادل منتخب عمان، صاحب الارض والجمهور، سلبيا مع المنتخب الكويتي.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "summary_article_99 = summarizer(text)\n",
        "summary_article_99"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:32:42.436431Z",
          "iopub.execute_input": "2024-05-04T15:32:42.436721Z",
          "iopub.status.idle": "2024-05-04T15:32:59.588559Z",
          "shell.execute_reply.started": "2024-05-04T15:32:42.436696Z",
          "shell.execute_reply": "2024-05-04T15:32:59.58761Z"
        },
        "trusted": true,
        "id": "O4x2m86sQ7Wr",
        "outputId": "cb63e3bf-47fb-41e7-f950-29d05e79c951",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/transformers/generation/configuration_utils.py:492: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.7` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/generation/configuration_utils.py:497: UserWarning: `do_sample` is set to `False`. However, `top_p` is set to `0.9` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `top_p`.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'summary_text': '( ) - افتتح المنتخب الاماراتي مبارياته في بطوله كاس الخليج التاسعه عشر للدفاع عن لقبه، بفوز كبير علي نظيره اليمني في اللقاء الذي جمع بينهما الاثنين، فيما تعادل منتخب عمان والكويت سلبيا.'}]"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import re\n",
        "# Define a regular expression pattern to match Arabic characters\n",
        "arabic_pattern = re.compile(\"[\\u0600-\\u06FF\\u0750-\\u077F\\u08A0-\\u08FF]+\")\n",
        "\n",
        "# Function to extract Arabic text from a string\n",
        "def extract_arabic(text):\n",
        "    return \" \".join(arabic_pattern.findall(text))\n",
        "\n",
        "# Apply the function to the 'summary_text' field in the data\n",
        "arabic_text = extract_arabic(summary_article_99[0]['summary_text'])\n",
        "\n",
        "arabic_text"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:32:59.589931Z",
          "iopub.execute_input": "2024-05-04T15:32:59.590314Z",
          "iopub.status.idle": "2024-05-04T15:32:59.598058Z",
          "shell.execute_reply.started": "2024-05-04T15:32:59.59028Z",
          "shell.execute_reply": "2024-05-04T15:32:59.59715Z"
        },
        "trusted": true,
        "id": "ZgMtTQSkQ7Ws",
        "outputId": "b3e61a82-45bd-407f-e9ed-26395a43ecd2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'افتتح المنتخب الاماراتي مبارياته في بطوله كاس الخليج التاسعه عشر للدفاع عن لقبه، بفوز كبير علي نظيره اليمني في اللقاء الذي جمع بينهما الاثنين، فيما تعادل منتخب عمان والكويت سلبيا'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_text = generator(arabic_text,max_length=50)\n",
        "# Apply the function to the 'generated_text' field in the data\n",
        "new_arabic_text = extract_arabic(new_text[0]['generated_text'])\n",
        "\n",
        "new_arabic_text"
      ],
      "metadata": {
        "execution": {
          "iopub.status.busy": "2024-05-04T15:32:59.600813Z",
          "iopub.execute_input": "2024-05-04T15:32:59.601077Z",
          "iopub.status.idle": "2024-05-04T15:33:01.344042Z",
          "shell.execute_reply.started": "2024-05-04T15:32:59.601055Z",
          "shell.execute_reply": "2024-05-04T15:33:01.343212Z"
        },
        "trusted": true,
        "id": "Ji7wa7UfQ7Ws",
        "outputId": "8122df63-a7cd-43e3-d40d-b7ad7859f506",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 110
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Truncation was not explicitly activated but `max_length` is provided a specific value, please use `truncation=True` to explicitly truncate examples to max length. Defaulting to 'longest_first' truncation strategy. If you encode pairs of sequences (GLUE-style) with the tokenizer you can select this strategy more precisely by providing a specific strategy to `truncation`.\n",
            "/usr/local/lib/python3.10/dist-packages/transformers/generation/configuration_utils.py:554: UserWarning: `num_beams` is set to 1. However, `length_penalty` is set to `0.8` -- this flag is only used in beam-based generation modes. You should set `num_beams>1` or unset `length_penalty`.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'افتتح المنتخب الاماراتي مبارياته في بطوله كاس الخليج التاسعه عشر للدفاع عن لقبه، بفوز كبير علي نظيره اليمني في اللقاء الذي جمع بينهما الاثنين، فيما تعادل منتخب عمان والكويت سلبيا مع كل من البحرين وال'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def process_category(df, category, summarizer, extract_arabic, generator, max_length=100):\n",
        "  merged_df = df.copy()\n",
        "  for text in df[df['category'] == category]['Body'].tolist():\n",
        "    summary = summarizer(text)\n",
        "    extracted_text = extract_arabic(summary[0]['summary_text'])\n",
        "    generated_text = generator(extracted_text, max_length=max_length)\n",
        "    new_text = extract_arabic(generated_text[0]['generated_text'])\n",
        "    merged_df = pd.concat([merged_df, pd.DataFrame({'Body': [new_text], 'category': [category]})], ignore_index=True)\n",
        "  return merged_df"
      ],
      "metadata": {
        "id": "YDBOjc_rS1UY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Augmenting Sport Articles"
      ],
      "metadata": {
        "id": "7dzz9YrFQ7Ws"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Call the function for each category\n",
        "merged_df = process_category(df.copy(), 'Sport', summarizer, extract_arabic, generator)"
      ],
      "metadata": {
        "id": "KRp_jlwwTXto"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "merged_df.category.value_counts().plot(kind='pie')"
      ],
      "metadata": {
        "trusted": true,
        "id": "U-oeZh1SQ7Wu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "merged_df.to_csv('df_with_sport_augmented.csv',index=False)"
      ],
      "metadata": {
        "id": "ganUaeMRh4ms"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Augmenting Business Articles"
      ],
      "metadata": {
        "id": "HqS6NEHIQ7Wu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# df = merged_df.copy()"
      ],
      "metadata": {
        "id": "pgtjecChjXvQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Business_df = process_category(df.copy(), 'Business', summarizer, extract_arabic, generator)"
      ],
      "metadata": {
        "trusted": true,
        "id": "9-uHPlxqQ7Wu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6119e21a-229d-4b99-dfe9-3c48c56cde96"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Business_df.shape"
      ],
      "metadata": {
        "id": "iERUY0TEwchM"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Business_df.category.value_counts().plot(kind='pie')"
      ],
      "metadata": {
        "trusted": true,
        "id": "HbekVN1EQ7Wu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Business_df.to_csv('df_with_sport_business_augmented.csv',index=False)"
      ],
      "metadata": {
        "id": "AhTf-Jk_wEPU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Augmenting Science and Technology"
      ],
      "metadata": {
        "id": "OvIX8LQRQ7Wu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = Business_df.copy()"
      ],
      "metadata": {
        "trusted": true,
        "id": "ZxKoAOimQ7Wu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "scitech_df = process_category(df.copy(), 'Science and Technology', summarizer, extract_arabic, generator)"
      ],
      "metadata": {
        "id": "eFfpD_bkwgej"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "scitech_df.category.value_counts().plot(kind='pie')"
      ],
      "metadata": {
        "trusted": true,
        "id": "kmfbRpQaQ7Wv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Augmenting Entertainment"
      ],
      "metadata": {
        "id": "X0q00OEMQ7Wv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = scitech_df.copy()"
      ],
      "metadata": {
        "trusted": true,
        "id": "9boVVOlFQ7Wv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "entertainment_df = process_category(df.copy(), 'Entertainment', summarizer, extract_arabic, generator)"
      ],
      "metadata": {
        "id": "B--Xrz3WzxFm"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "entertainment_df.category.value_counts().plot(kind='pie')"
      ],
      "metadata": {
        "trusted": true,
        "id": "bGOZ_p-0Q7Wv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# INTAHA"
      ],
      "metadata": {
        "id": "ySnJ_yk_0DXn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "entertainment_df.to_csv('train_data.csv',index=False)"
      ],
      "metadata": {
        "id": "bSyGD-s30CFX"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}