Hotel_Review_sentiment_analysis.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNVgHQY3WLh6/3moHyxBpT2",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "421655058c954bf5834a481e64a6f49c": {
          "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_e04987c0ddb6416baca7483aa51b4631",
              "IPY_MODEL_bdcd64baea334960a80ccfc39bb68c7c",
              "IPY_MODEL_cc85b411ca5548e5ab84f955c318400a"
            ],
            "layout": "IPY_MODEL_b1c9f9b55b9249acb9d194e2446d617d"
          }
        },
        "e04987c0ddb6416baca7483aa51b4631": {
          "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_0e97c7aaf47c419299b570727d2137f2",
            "placeholder": "​",
            "style": "IPY_MODEL_65514ab786624376bea433e787984f65",
            "value": "config.json: 100%"
          }
        },
        "bdcd64baea334960a80ccfc39bb68c7c": {
          "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_573625ec4137466bb16b215cff2d4413",
            "max": 949,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_c7c49b28d4be48dab349585dc6179117",
            "value": 949
          }
        },
        "cc85b411ca5548e5ab84f955c318400a": {
          "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_e11618a9a6b84c6382ae584ac9c0786f",
            "placeholder": "​",
            "style": "IPY_MODEL_c2bc83083a5a4af89faaed018f5c97ef",
            "value": " 949/949 [00:00&lt;00:00, 50.4kB/s]"
          }
        },
        "b1c9f9b55b9249acb9d194e2446d617d": {
          "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
          }
        },
        "0e97c7aaf47c419299b570727d2137f2": {
          "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
          }
        },
        "65514ab786624376bea433e787984f65": {
          "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": ""
          }
        },
        "573625ec4137466bb16b215cff2d4413": {
          "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
          }
        },
        "c7c49b28d4be48dab349585dc6179117": {
          "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": ""
          }
        },
        "e11618a9a6b84c6382ae584ac9c0786f": {
          "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
          }
        },
        "c2bc83083a5a4af89faaed018f5c97ef": {
          "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": ""
          }
        },
        "e07aa3308a034f32b862e3580d48a23a": {
          "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_a5657feff86a4ec0901b126171a926ab",
              "IPY_MODEL_12564cf5fdea4c218f0e47493eb4c4b3",
              "IPY_MODEL_2a610dc0744b43b8981130769a37bb97"
            ],
            "layout": "IPY_MODEL_39052c378f64427e9dd507f52b6829f1"
          }
        },
        "a5657feff86a4ec0901b126171a926ab": {
          "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_5f839a834be14c8f8ece207d7f60838b",
            "placeholder": "​",
            "style": "IPY_MODEL_53346a4ee55d44c9b991e3722660d230",
            "value": "pytorch_model.bin: 100%"
          }
        },
        "12564cf5fdea4c218f0e47493eb4c4b3": {
          "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_a528de24053a4f6caa69a1ce2881e590",
            "max": 539679413,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ed4b964ef5f84f978efcbda97ea53589",
            "value": 539679413
          }
        },
        "2a610dc0744b43b8981130769a37bb97": {
          "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_a9a55406816d4d0f88f4fc909a73d0cc",
            "placeholder": "​",
            "style": "IPY_MODEL_8853a944942f477994518bda9686a56d",
            "value": " 540M/540M [00:04&lt;00:00, 110MB/s]"
          }
        },
        "39052c378f64427e9dd507f52b6829f1": {
          "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
          }
        },
        "5f839a834be14c8f8ece207d7f60838b": {
          "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
          }
        },
        "53346a4ee55d44c9b991e3722660d230": {
          "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": ""
          }
        },
        "a528de24053a4f6caa69a1ce2881e590": {
          "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
          }
        },
        "ed4b964ef5f84f978efcbda97ea53589": {
          "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": ""
          }
        },
        "a9a55406816d4d0f88f4fc909a73d0cc": {
          "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
          }
        },
        "8853a944942f477994518bda9686a56d": {
          "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": ""
          }
        },
        "64144fbbad0a4a0bbaa423a8618157d2": {
          "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_520c8e6eb3d449c58edb8a97b6d121cf",
              "IPY_MODEL_2d56a5ffbe224b15bb80b4cc009d797f",
              "IPY_MODEL_9e05637b5c774c199a803cc00fd85664"
            ],
            "layout": "IPY_MODEL_5a97f61a9ec3479ab00fdd5d6f5bd37a"
          }
        },
        "520c8e6eb3d449c58edb8a97b6d121cf": {
          "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_7de4c455e5ee484d98d7ae6422ad8bd0",
            "placeholder": "​",
            "style": "IPY_MODEL_8f6559248c974737bc2528cff2d2973a",
            "value": "tokenizer_config.json: 100%"
          }
        },
        "2d56a5ffbe224b15bb80b4cc009d797f": {
          "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_8210e1bbd6544d1a9cc63820f6650d84",
            "max": 338,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_36cfe747adda419b9da2bfdce9c3c9e5",
            "value": 338
          }
        },
        "9e05637b5c774c199a803cc00fd85664": {
          "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_6c15333a3d6f49a0816ccc5e0857f709",
            "placeholder": "​",
            "style": "IPY_MODEL_ee26e82df61948b8a23582f726d52d87",
            "value": " 338/338 [00:00&lt;00:00, 15.6kB/s]"
          }
        },
        "5a97f61a9ec3479ab00fdd5d6f5bd37a": {
          "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
          }
        },
        "7de4c455e5ee484d98d7ae6422ad8bd0": {
          "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
          }
        },
        "8f6559248c974737bc2528cff2d2973a": {
          "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": ""
          }
        },
        "8210e1bbd6544d1a9cc63820f6650d84": {
          "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
          }
        },
        "36cfe747adda419b9da2bfdce9c3c9e5": {
          "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": ""
          }
        },
        "6c15333a3d6f49a0816ccc5e0857f709": {
          "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
          }
        },
        "ee26e82df61948b8a23582f726d52d87": {
          "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": ""
          }
        },
        "0246c933efe74f3ab6db9e4a57071adb": {
          "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_62fe0dcea2dd4d7ab56776ec31073e92",
              "IPY_MODEL_9672bc38ae934e199a92f0caaf341577",
              "IPY_MODEL_4cf05ec5852f4910b22fd9493fbbda5d"
            ],
            "layout": "IPY_MODEL_0e0a265a0ba4450ca3098f93207e9185"
          }
        },
        "62fe0dcea2dd4d7ab56776ec31073e92": {
          "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_ad0e4dd00424445fa1640d534cbf8a3e",
            "placeholder": "​",
            "style": "IPY_MODEL_8bddf55ed75c43a886d1d19b9df27676",
            "value": "vocab.txt: 100%"
          }
        },
        "9672bc38ae934e199a92f0caaf341577": {
          "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_a208d978efe6466e85d5b7375cb1ced2",
            "max": 843438,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_abefca0492d54f3daa701ada8fd4b386",
            "value": 843438
          }
        },
        "4cf05ec5852f4910b22fd9493fbbda5d": {
          "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_834e60d885cf42378ed7bece532a5bb3",
            "placeholder": "​",
            "style": "IPY_MODEL_03172c10c3b74f698a3982203c651e92",
            "value": " 843k/843k [00:00&lt;00:00, 6.66MB/s]"
          }
        },
        "0e0a265a0ba4450ca3098f93207e9185": {
          "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
          }
        },
        "ad0e4dd00424445fa1640d534cbf8a3e": {
          "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
          }
        },
        "8bddf55ed75c43a886d1d19b9df27676": {
          "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": ""
          }
        },
        "a208d978efe6466e85d5b7375cb1ced2": {
          "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
          }
        },
        "abefca0492d54f3daa701ada8fd4b386": {
          "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": ""
          }
        },
        "834e60d885cf42378ed7bece532a5bb3": {
          "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
          }
        },
        "03172c10c3b74f698a3982203c651e92": {
          "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": ""
          }
        },
        "4e11d25b8ef440ee85b0f576713b0611": {
          "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_3457cc3438ad4511824b2ed6b8daf729",
              "IPY_MODEL_aaf0487f00d54fe6baf148d8827651ec",
              "IPY_MODEL_4afd5f6fddf2405591e1cf57971ef27b"
            ],
            "layout": "IPY_MODEL_4d8a680590d544ed85103013a7858a0a"
          }
        },
        "3457cc3438ad4511824b2ed6b8daf729": {
          "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_ab96eb241bd0475c98ffb17b2c21fbef",
            "placeholder": "​",
            "style": "IPY_MODEL_09cdc9fbeb7d41cb8f9588ca54ecf4ef",
            "value": "bpe.codes: 100%"
          }
        },
        "aaf0487f00d54fe6baf148d8827651ec": {
          "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_651f00f2f5864a409768f259d781b9a5",
            "max": 1078931,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7cd8291d46c64f95a8ae7f8f4b297c92",
            "value": 1078931
          }
        },
        "4afd5f6fddf2405591e1cf57971ef27b": {
          "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_f800ab2acd2745e898f93fb55ec17284",
            "placeholder": "​",
            "style": "IPY_MODEL_5ee876bfa95e4dad8aa90b97ae2eb20f",
            "value": " 1.08M/1.08M [00:00&lt;00:00, 28.7MB/s]"
          }
        },
        "4d8a680590d544ed85103013a7858a0a": {
          "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
          }
        },
        "ab96eb241bd0475c98ffb17b2c21fbef": {
          "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
          }
        },
        "09cdc9fbeb7d41cb8f9588ca54ecf4ef": {
          "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": ""
          }
        },
        "651f00f2f5864a409768f259d781b9a5": {
          "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
          }
        },
        "7cd8291d46c64f95a8ae7f8f4b297c92": {
          "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": ""
          }
        },
        "f800ab2acd2745e898f93fb55ec17284": {
          "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
          }
        },
        "5ee876bfa95e4dad8aa90b97ae2eb20f": {
          "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": ""
          }
        },
        "1b1f8150ba2c4da3a759e93c04e6c6c9": {
          "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_5621a9b04d1c44768b315840439c02bf",
              "IPY_MODEL_3a6749741da548a587760775f4a4b4b0",
              "IPY_MODEL_565c9c05f74343a19c42f1ec7e1a6599"
            ],
            "layout": "IPY_MODEL_575b71fbaa17456b9f54e3cf2daef860"
          }
        },
        "5621a9b04d1c44768b315840439c02bf": {
          "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_6b005fa18c7e468ca1af2ef47a48b9f1",
            "placeholder": "​",
            "style": "IPY_MODEL_e3a017ae1ce9437db98498ecb55c1145",
            "value": "added_tokens.json: 100%"
          }
        },
        "3a6749741da548a587760775f4a4b4b0": {
          "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_22a9a723368549e3b9586a7afa979d77",
            "max": 22,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d6b3060b1602451d9cdb53433d162279",
            "value": 22
          }
        },
        "565c9c05f74343a19c42f1ec7e1a6599": {
          "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_2a259870db504327a07683069ea594e7",
            "placeholder": "​",
            "style": "IPY_MODEL_3bd2911bdf834e35b707b27479e6a7a8",
            "value": " 22.0/22.0 [00:00&lt;00:00, 1.08kB/s]"
          }
        },
        "575b71fbaa17456b9f54e3cf2daef860": {
          "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
          }
        },
        "6b005fa18c7e468ca1af2ef47a48b9f1": {
          "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
          }
        },
        "e3a017ae1ce9437db98498ecb55c1145": {
          "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": ""
          }
        },
        "22a9a723368549e3b9586a7afa979d77": {
          "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
          }
        },
        "d6b3060b1602451d9cdb53433d162279": {
          "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": ""
          }
        },
        "2a259870db504327a07683069ea594e7": {
          "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
          }
        },
        "3bd2911bdf834e35b707b27479e6a7a8": {
          "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": ""
          }
        },
        "b21ce5e8f76d466e96f07229abdea314": {
          "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_3c0e27d843e04ab4bafa1ced68050457",
              "IPY_MODEL_d7803cb267a443ce91072fc2608635d3",
              "IPY_MODEL_a35e067e8a8f4ea29cdb6f9e96e2d528"
            ],
            "layout": "IPY_MODEL_40b2530c1dd843379f956717ed903fa2"
          }
        },
        "3c0e27d843e04ab4bafa1ced68050457": {
          "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_db72d9661f5a44d4924604e7a479f1f5",
            "placeholder": "​",
            "style": "IPY_MODEL_fb87ce1639c14c5a99a4102fa46d98b4",
            "value": "special_tokens_map.json: 100%"
          }
        },
        "d7803cb267a443ce91072fc2608635d3": {
          "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_f0f4333e67c44c6285b37fe946c145ca",
            "max": 167,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_dfc8f8160b844895881ede45f0b83d5e",
            "value": 167
          }
        },
        "a35e067e8a8f4ea29cdb6f9e96e2d528": {
          "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_ba36dffd78a64934b9111dab4f6fe02f",
            "placeholder": "​",
            "style": "IPY_MODEL_689b2cb5ed1445f3a52891fb3b22c7e4",
            "value": " 167/167 [00:00&lt;00:00, 8.87kB/s]"
          }
        },
        "40b2530c1dd843379f956717ed903fa2": {
          "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
          }
        },
        "db72d9661f5a44d4924604e7a479f1f5": {
          "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
          }
        },
        "fb87ce1639c14c5a99a4102fa46d98b4": {
          "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": ""
          }
        },
        "f0f4333e67c44c6285b37fe946c145ca": {
          "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
          }
        },
        "dfc8f8160b844895881ede45f0b83d5e": {
          "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": ""
          }
        },
        "ba36dffd78a64934b9111dab4f6fe02f": {
          "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
          }
        },
        "689b2cb5ed1445f3a52891fb3b22c7e4": {
          "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": ""
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/prachi-77/hotel_review_sentiment_analysis/blob/main/Hotel_Review_sentiment_analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 382,
          "referenced_widgets": [
            "421655058c954bf5834a481e64a6f49c",
            "e04987c0ddb6416baca7483aa51b4631",
            "bdcd64baea334960a80ccfc39bb68c7c",
            "cc85b411ca5548e5ab84f955c318400a",
            "b1c9f9b55b9249acb9d194e2446d617d",
            "0e97c7aaf47c419299b570727d2137f2",
            "65514ab786624376bea433e787984f65",
            "573625ec4137466bb16b215cff2d4413",
            "c7c49b28d4be48dab349585dc6179117",
            "e11618a9a6b84c6382ae584ac9c0786f",
            "c2bc83083a5a4af89faaed018f5c97ef",
            "e07aa3308a034f32b862e3580d48a23a",
            "a5657feff86a4ec0901b126171a926ab",
            "12564cf5fdea4c218f0e47493eb4c4b3",
            "2a610dc0744b43b8981130769a37bb97",
            "39052c378f64427e9dd507f52b6829f1",
            "5f839a834be14c8f8ece207d7f60838b",
            "53346a4ee55d44c9b991e3722660d230",
            "a528de24053a4f6caa69a1ce2881e590",
            "ed4b964ef5f84f978efcbda97ea53589",
            "a9a55406816d4d0f88f4fc909a73d0cc",
            "8853a944942f477994518bda9686a56d",
            "64144fbbad0a4a0bbaa423a8618157d2",
            "520c8e6eb3d449c58edb8a97b6d121cf",
            "2d56a5ffbe224b15bb80b4cc009d797f",
            "9e05637b5c774c199a803cc00fd85664",
            "5a97f61a9ec3479ab00fdd5d6f5bd37a",
            "7de4c455e5ee484d98d7ae6422ad8bd0",
            "8f6559248c974737bc2528cff2d2973a",
            "8210e1bbd6544d1a9cc63820f6650d84",
            "36cfe747adda419b9da2bfdce9c3c9e5",
            "6c15333a3d6f49a0816ccc5e0857f709",
            "ee26e82df61948b8a23582f726d52d87",
            "0246c933efe74f3ab6db9e4a57071adb",
            "62fe0dcea2dd4d7ab56776ec31073e92",
            "9672bc38ae934e199a92f0caaf341577",
            "4cf05ec5852f4910b22fd9493fbbda5d",
            "0e0a265a0ba4450ca3098f93207e9185",
            "ad0e4dd00424445fa1640d534cbf8a3e",
            "8bddf55ed75c43a886d1d19b9df27676",
            "a208d978efe6466e85d5b7375cb1ced2",
            "abefca0492d54f3daa701ada8fd4b386",
            "834e60d885cf42378ed7bece532a5bb3",
            "03172c10c3b74f698a3982203c651e92",
            "4e11d25b8ef440ee85b0f576713b0611",
            "3457cc3438ad4511824b2ed6b8daf729",
            "aaf0487f00d54fe6baf148d8827651ec",
            "4afd5f6fddf2405591e1cf57971ef27b",
            "4d8a680590d544ed85103013a7858a0a",
            "ab96eb241bd0475c98ffb17b2c21fbef",
            "09cdc9fbeb7d41cb8f9588ca54ecf4ef",
            "651f00f2f5864a409768f259d781b9a5",
            "7cd8291d46c64f95a8ae7f8f4b297c92",
            "f800ab2acd2745e898f93fb55ec17284",
            "5ee876bfa95e4dad8aa90b97ae2eb20f",
            "1b1f8150ba2c4da3a759e93c04e6c6c9",
            "5621a9b04d1c44768b315840439c02bf",
            "3a6749741da548a587760775f4a4b4b0",
            "565c9c05f74343a19c42f1ec7e1a6599",
            "575b71fbaa17456b9f54e3cf2daef860",
            "6b005fa18c7e468ca1af2ef47a48b9f1",
            "e3a017ae1ce9437db98498ecb55c1145",
            "22a9a723368549e3b9586a7afa979d77",
            "d6b3060b1602451d9cdb53433d162279",
            "2a259870db504327a07683069ea594e7",
            "3bd2911bdf834e35b707b27479e6a7a8",
            "b21ce5e8f76d466e96f07229abdea314",
            "3c0e27d843e04ab4bafa1ced68050457",
            "d7803cb267a443ce91072fc2608635d3",
            "a35e067e8a8f4ea29cdb6f9e96e2d528",
            "40b2530c1dd843379f956717ed903fa2",
            "db72d9661f5a44d4924604e7a479f1f5",
            "fb87ce1639c14c5a99a4102fa46d98b4",
            "f0f4333e67c44c6285b37fe946c145ca",
            "dfc8f8160b844895881ede45f0b83d5e",
            "ba36dffd78a64934b9111dab4f6fe02f",
            "689b2cb5ed1445f3a52891fb3b22c7e4"
          ]
        },
        "id": "8RSeGazxzzUa",
        "outputId": "a9640d58-6535-44e6-d45a-e143c6dae074"
      },
      "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%|          | 0.00/949 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "421655058c954bf5834a481e64a6f49c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "pytorch_model.bin:   0%|          | 0.00/540M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e07aa3308a034f32b862e3580d48a23a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/338 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "64144fbbad0a4a0bbaa423a8618157d2"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "vocab.txt:   0%|          | 0.00/843k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0246c933efe74f3ab6db9e4a57071adb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "bpe.codes:   0%|          | 0.00/1.08M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "4e11d25b8ef440ee85b0f576713b0611"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "added_tokens.json:   0%|          | 0.00/22.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "1b1f8150ba2c4da3a759e93c04e6c6c9"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/167 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b21ce5e8f76d466e96f07229abdea314"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "emoji is not installed, thus not converting emoticons or emojis into text. Install emoji: pip3 install emoji==0.6.0\n"
          ]
        }
      ],
      "source": [
        "from transformers import pipeline\n",
        "import matplotlib.pyplot as plt\n",
        "specific_model = pipeline(model=\"finiteautomata/bertweet-base-sentiment-analysis\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "hotel_reviews = [\n",
        "    \"The hotel staff was very friendly and helpful. The room was clean and comfortable and amazing food and location.\",\n",
        "    \"The hotel location was convenient, but the room was small and the service was slow.\",\n",
        "    \"I had a terrible experience at this hotel. The room was dirty and the staff was rude.\",\n",
        "    \"Overall, I had a great stay at this hotel. The facilities were excellent and the food was delicious.\",\n",
        "    \"The hotel room had a strange smell and the bed was uncomfortable. I would not recommend this place.\",\n",
        "    \"The room was excellent but the food was poor.\",\n",
        "    \"The locations is great, amazing food but the room was dirty and staff was rude.\",\n",
        "    \"Excellent location, perfect food \",\n",
        "    \"The room was average, neither exceptionally clean nor dirty, and the service was neither outstanding nor particularly slow.\",\n",
        "    \"The hotel was located in a quiet area, which was nice for sleeping. The room itself was a bit outdated, but everything was clean and functional. The breakfast was basic, but it was included in the price. Overall, it was an average hotel experience - nothing special, but nothing terrible either.\"\n",
        "]"
      ],
      "metadata": {
        "id": "nddoYAadz9Ff"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def analyze_review(review,rating):\n",
        "    # Initialize lists to store positive and negative aspects\n",
        "    positive_aspects = []\n",
        "    negative_aspects = []\n",
        "    neutral_aspects = []\n",
        "    # Convert review to lowercase for case-insensitive matching\n",
        "    review = review.lower()\n",
        "\n",
        "    # Define keywords for different aspects\n",
        "    food_keywords = [\"food\", \"breakfast\", \"dinner\", \"lunch\"]\n",
        "    cleanliness_keywords = [\"clean\", \"dirty\", \"cleanliness\"]\n",
        "    staff_keywords = [\"staff\", \"service\", \"employee\"]\n",
        "    room_keywords = [\"room\", \"bed\", \"bathroom\", \"suite\"]\n",
        "    location_keywords = [\"location\", \"area\", \"neighborhood\"]\n",
        "    amenities_keywords = [\"facilities\", \"amenities\", \"pool\", \"gym\"]\n",
        "\n",
        "     # Check for mentions of different aspects in the review\n",
        "    for aspect, keywords in zip([\"Food\", \"Cleanliness\", \"Staff\", \"Room\", \"Location\", \"Amenities\"],\n",
        "                               [food_keywords, cleanliness_keywords, staff_keywords, room_keywords, location_keywords, amenities_keywords]):\n",
        "        if any(keyword in review for keyword in keywords) and rating in range(4,6):\n",
        "            positive_aspects.append(aspect)\n",
        "        elif any(keyword in review for keyword in keywords) and rating in range(1,3):\n",
        "            negative_aspects.append(aspect)\n",
        "\n",
        "        else:\n",
        "          neutral_aspects.append(aspect)\n",
        "\n",
        "\n",
        "    return positive_aspects, negative_aspects, neutral_aspects"
      ],
      "metadata": {
        "id": "uYMNgaJr0BAH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_sentiment_score(review):\n",
        "    # Perform sentiment analysis on the review\n",
        "    result = specific_model(review)\n",
        "    label = result[0]['label']\n",
        "    score = result[0]['score']\n",
        "    print(\"res\",result)\n",
        "    # Extract sentiment label and convert it to a numeric score\n",
        "    if label == 'NEG' and  0.95<=round(score,2)<=1:\n",
        "        return 1\n",
        "    elif label == 'NEG' and 0.90<=round(score,2)<=0.95:\n",
        "        return 2\n",
        "    elif label == 'NEG' and round(score,2)<0.90:\n",
        "        return 3\n",
        "    elif label == 'NEUTRAL':\n",
        "        return 3\n",
        "    elif label == 'POS' and  0.95<=round(score,2)<=1:\n",
        "        return 5\n",
        "    elif label == 'POS' and 0.90<=round(score,2)<=0.95:\n",
        "        return 4\n",
        "    elif label == 'POS' and round(score,2)<0.90:\n",
        "        return 3"
      ],
      "metadata": {
        "id": "V4QOkLba05rZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def visualize_ratings():\n",
        "  rating_counts = {1: 0, 2: 0, 3: 0, 4: 0, 5: 0}\n",
        "  for rating in ratings:\n",
        "      rating_counts[rating] += 1\n",
        "\n",
        "  # Plotting the bar graph\n",
        "  plt.bar(rating_counts.keys(), rating_counts.values(), color='skyblue')\n",
        "  plt.xlabel('Rating')\n",
        "  plt.ylabel('Count')\n",
        "  plt.title('Overall Distribution of Hotel Ratings')\n",
        "  plt.xticks(range(1, 6))\n",
        "  plt.show()\n",
        "\n",
        "import numpy as np\n",
        "def visualize_aspects():\n",
        "  # Plotting the horizontal bar chart\n",
        "  aspects = list(aspect_sentiments.keys())\n",
        "  positive_counts = [aspect_sentiments[aspect][\"Positive\"] for aspect in aspects]\n",
        "  negative_counts = [aspect_sentiments[aspect][\"Negative\"] for aspect in aspects]\n",
        "  neutral_counts = [aspect_sentiments[aspect][\"Neutral\"] for aspect in aspects]\n",
        "  total_counts = np.add(positive_counts, np.add(negative_counts, neutral_counts))\n",
        "\n",
        "  # Plotting the horizontal stacked bar chart\n",
        "  plt.figure(figsize=(10, 6))\n",
        "\n",
        "  index = range(len(aspects))\n",
        "\n",
        "  bar_width = 0.35\n",
        "\n",
        "  plt.bar(index, positive_counts, bar_width, label='Positive', color='lightgreen')\n",
        "  plt.bar(index, negative_counts, bar_width, bottom=positive_counts, label='Negative', color='salmon')\n",
        "  plt.bar(index, neutral_counts, bar_width, bottom=np.add(positive_counts, negative_counts), label='Neutral', color='skyblue')\n",
        "\n",
        "  plt.xlabel('Aspect')\n",
        "  plt.ylabel('Sentiment Counts')\n",
        "  plt.title('Sentiment Analysis of Hotel Aspects')\n",
        "  plt.xticks(index, aspects)\n",
        "  plt.legend()\n",
        "  plt.tight_layout()\n",
        "  plt.show()"
      ],
      "metadata": {
        "id": "4IT47psS4d_4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ratings = []\n",
        "# Initialize dictionaries to store counts of positive, negative, and neutral sentiments for each aspect\n",
        "aspect_sentiments = {\n",
        "    \"Food\": {\"Positive\": 0, \"Negative\": 0, \"Neutral\": 0},\n",
        "    \"Cleanliness\": {\"Positive\": 0, \"Negative\": 0, \"Neutral\": 0},\n",
        "    \"Staff\": {\"Positive\": 0, \"Negative\": 0, \"Neutral\": 0},\n",
        "    \"Room\": {\"Positive\": 0, \"Negative\": 0, \"Neutral\": 0},\n",
        "    \"Location\": {\"Positive\": 0, \"Negative\": 0, \"Neutral\": 0},\n",
        "    \"Amenities\": {\"Positive\": 0, \"Negative\": 0, \"Neutral\": 0}\n",
        "}\n",
        "\n",
        "for idx, review in enumerate(hotel_reviews):\n",
        "    rating = get_sentiment_score(review)\n",
        "    positive_aspects, negative_aspects, neutral_aspects = analyze_review(review, rating)\n",
        "    ratings.append(rating)\n",
        "    print(review)\n",
        "    print(f\"Review {idx+1}: Rating = {rating}\")\n",
        "\n",
        "    if positive_aspects:\n",
        "        print(\"Positive Aspects:\", \", \".join(positive_aspects))\n",
        "        for aspect in positive_aspects:\n",
        "            aspect_sentiments[aspect][\"Positive\"] += 1\n",
        "    elif negative_aspects:\n",
        "        print(\"Negative Aspects:\", \", \".join(negative_aspects))\n",
        "        for aspect in negative_aspects:\n",
        "            aspect_sentiments[aspect][\"Negative\"] += 1\n",
        "    else:\n",
        "        print(\"Neutral Aspects:\", \", \".join(neutral_aspects))\n",
        "        for aspect in neutral_aspects:\n",
        "            aspect_sentiments[aspect][\"Neutral\"] += 1\n",
        "    print()\n",
        "\n",
        "visualize_ratings()\n",
        "visualize_aspects()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "7e7tq89009gp",
        "outputId": "14f4c579-77cf-48b1-eb44-9af946e367cd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "res [{'label': 'POS', 'score': 0.9923346638679504}]\n",
            "The hotel staff was very friendly and helpful. The room was clean and comfortable and amazing food and location.\n",
            "Review 1: Rating = 5\n",
            "Positive Aspects: Food, Cleanliness, Staff, Room, Location\n",
            "\n",
            "res [{'label': 'NEG', 'score': 0.9400975704193115}]\n",
            "The hotel location was convenient, but the room was small and the service was slow.\n",
            "Review 2: Rating = 2\n",
            "Negative Aspects: Staff, Room, Location\n",
            "\n",
            "res [{'label': 'NEG', 'score': 0.9833725094795227}]\n",
            "I had a terrible experience at this hotel. The room was dirty and the staff was rude.\n",
            "Review 3: Rating = 1\n",
            "Negative Aspects: Cleanliness, Staff, Room\n",
            "\n",
            "res [{'label': 'POS', 'score': 0.9927852153778076}]\n",
            "Overall, I had a great stay at this hotel. The facilities were excellent and the food was delicious.\n",
            "Review 4: Rating = 5\n",
            "Positive Aspects: Food, Amenities\n",
            "\n",
            "res [{'label': 'NEG', 'score': 0.9795354008674622}]\n",
            "The hotel room had a strange smell and the bed was uncomfortable. I would not recommend this place.\n",
            "Review 5: Rating = 1\n",
            "Negative Aspects: Room\n",
            "\n",
            "res [{'label': 'NEG', 'score': 0.9223191738128662}]\n",
            "The room was excellent but the food was poor.\n",
            "Review 6: Rating = 2\n",
            "Negative Aspects: Food, Room\n",
            "\n",
            "res [{'label': 'NEG', 'score': 0.9241731762886047}]\n",
            "The locations is great, amazing food but the room was dirty and staff was rude.\n",
            "Review 7: Rating = 2\n",
            "Negative Aspects: Food, Cleanliness, Staff, Room, Location\n",
            "\n",
            "res [{'label': 'POS', 'score': 0.9917423725128174}]\n",
            "Excellent location, perfect food \n",
            "Review 8: Rating = 5\n",
            "Positive Aspects: Food, Location\n",
            "\n",
            "res [{'label': 'NEG', 'score': 0.49988076090812683}]\n",
            "The room was average, neither exceptionally clean nor dirty, and the service was neither outstanding nor particularly slow.\n",
            "Review 9: Rating = 3\n",
            "Neutral Aspects: Food, Cleanliness, Staff, Room, Location, Amenities\n",
            "\n",
            "res [{'label': 'POS', 'score': 0.8977869749069214}]\n",
            "The hotel was located in a quiet area, which was nice for sleeping. The room itself was a bit outdated, but everything was clean and functional. The breakfast was basic, but it was included in the price. Overall, it was an average hotel experience - nothing special, but nothing terrible either.\n",
            "Review 10: Rating = 4\n",
            "Positive Aspects: Food, Cleanliness, Room, Location\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "_BOclKSH4cIQ"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}