02_bertopic_colab.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 2,
  "metadata": {
    "colab": {
      "name": "nlp_budzety.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "580354fa2a0f4b2fa64a1754e8834b2f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_989327770b124a7abc4a7178ca7f93df",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_ac44b359aa8a46c0b94120772fc3f608",
              "IPY_MODEL_6b753fcbe248477cab07e0f0b3a61b2e",
              "IPY_MODEL_4dc545a3430548d0975b01a40f20cb3f"
            ]
          }
        },
        "989327770b124a7abc4a7178ca7f93df": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ac44b359aa8a46c0b94120772fc3f608": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_bcdc0e7284864d0697e9eea250d1d6c1",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_0d12a774a04141ef84c0cf4a5a84be33"
          }
        },
        "6b753fcbe248477cab07e0f0b3a61b2e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_002c7e73de1a499790add9770f139fbc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 690,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 690,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_447f4443f69d4c5091d247a6f68d889a"
          }
        },
        "4dc545a3430548d0975b01a40f20cb3f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ee29a454e1604eba9fc940ce643e4470",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 690/690 [00:00&lt;00:00, 15.0kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_bf0f46f5a3d14c66a16e0d5480b480d5"
          }
        },
        "bcdc0e7284864d0697e9eea250d1d6c1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "0d12a774a04141ef84c0cf4a5a84be33": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "002c7e73de1a499790add9770f139fbc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "447f4443f69d4c5091d247a6f68d889a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ee29a454e1604eba9fc940ce643e4470": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "bf0f46f5a3d14c66a16e0d5480b480d5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "0f188c72508c459d99c3c46ab5ff0bf5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_cb03bd0d012f4e30bc0c5f4b9f81bbb4",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_ad4c576e2aa84d13a2433faa652c87a0",
              "IPY_MODEL_547476584a94479a8da25db706fc4f75",
              "IPY_MODEL_2d170fe07c7e477486677cd528714d54"
            ]
          }
        },
        "cb03bd0d012f4e30bc0c5f4b9f81bbb4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ad4c576e2aa84d13a2433faa652c87a0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_5256cc4aca4a49afac24347e1ac3399c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_272e5a1bd50743b5a45ee0b7992bd211"
          }
        },
        "547476584a94479a8da25db706fc4f75": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_c69f3b6753024eb48139cbcc339289f4",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 2369,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 2369,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_0e311c39e2744367b447ff59f78cb908"
          }
        },
        "2d170fe07c7e477486677cd528714d54": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_5a352fdf880e421cb93272d8d4718362",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 2.37k/2.37k [00:00&lt;00:00, 43.3kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_fe358a62a3cd492fa747670b0be4e9bf"
          }
        },
        "5256cc4aca4a49afac24347e1ac3399c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "272e5a1bd50743b5a45ee0b7992bd211": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "c69f3b6753024eb48139cbcc339289f4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "0e311c39e2744367b447ff59f78cb908": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5a352fdf880e421cb93272d8d4718362": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "fe358a62a3cd492fa747670b0be4e9bf": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5460acf5281c4336b0bff2fba8f65cf9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_ebf1c3c1b33648689a2f0a7bae61495b",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_bb5b7939763e42419139d6824302b688",
              "IPY_MODEL_616d1376486241d28348f90fdc0a5801",
              "IPY_MODEL_a606df272dcc4e91861cb4550c6c7495"
            ]
          }
        },
        "ebf1c3c1b33648689a2f0a7bae61495b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "bb5b7939763e42419139d6824302b688": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_5f7eb49070eb4ab39f2d81ffec2d7085",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_71101ca0df11453fa9da7f3385faad91"
          }
        },
        "616d1376486241d28348f90fdc0a5801": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_92ca0a4167904597a25a84541ed910c6",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 607,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 607,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_607c0d8508a74f76a0a31a3345cfab14"
          }
        },
        "a606df272dcc4e91861cb4550c6c7495": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_9c5dd77958f14b378bf0285b06960f38",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 607/607 [00:00&lt;00:00, 11.9kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_7d1d6b55f30e4450a675c0d8757a8b6d"
          }
        },
        "5f7eb49070eb4ab39f2d81ffec2d7085": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "71101ca0df11453fa9da7f3385faad91": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "92ca0a4167904597a25a84541ed910c6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "607c0d8508a74f76a0a31a3345cfab14": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9c5dd77958f14b378bf0285b06960f38": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "7d1d6b55f30e4450a675c0d8757a8b6d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "539536da1841444688216dfe4aae1432": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_42d7436162614b5c99982bc402d2bbf5",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_9dd18f8af15249cba9efd8e7ff4f3e21",
              "IPY_MODEL_f6523672bb4a436d99142eed08fca361",
              "IPY_MODEL_a1286cea51ca46e0b1c609022cb9da3b"
            ]
          }
        },
        "42d7436162614b5c99982bc402d2bbf5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9dd18f8af15249cba9efd8e7ff4f3e21": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_10e8512db79347aeb956521381fb2e48",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_7ea03befc8c5447dae041da1c30b6f3e"
          }
        },
        "f6523672bb4a436d99142eed08fca361": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_7c2990173f7a49c881c1f5e04999153b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 122,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 122,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_4ac14a48bc1f45a88565760469a5dc57"
          }
        },
        "a1286cea51ca46e0b1c609022cb9da3b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_dab8f105ed684947af719f25b08be57e",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 122/122 [00:00&lt;00:00, 2.45kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_b63110ce055a43a7b7e02a87fea089b7"
          }
        },
        "10e8512db79347aeb956521381fb2e48": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "7ea03befc8c5447dae041da1c30b6f3e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "7c2990173f7a49c881c1f5e04999153b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "4ac14a48bc1f45a88565760469a5dc57": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "dab8f105ed684947af719f25b08be57e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "b63110ce055a43a7b7e02a87fea089b7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "954580a3374b4d17ac57fb3e2f6a1c05": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_5e62346da69a48bab339bdeb47cb50d8",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_b6c54a9b9b854c21adef19da94d2b553",
              "IPY_MODEL_c0b0e40e5dcf44a1a5edd332b497c13d",
              "IPY_MODEL_3f23d12457e94136924adf8d362e1032"
            ]
          }
        },
        "5e62346da69a48bab339bdeb47cb50d8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b6c54a9b9b854c21adef19da94d2b553": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_08388d49f7664c9e8cb41e62ef6aafe9",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_f05569ffe3ef43f691935db17e37d462"
          }
        },
        "c0b0e40e5dcf44a1a5edd332b497c13d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_a120085ef89b4d5b98bafcb5e2725d44",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 341,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 341,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_5490774521614b7aaf3a46835b5558dc"
          }
        },
        "3f23d12457e94136924adf8d362e1032": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_c3d23d58629c47d885c9ce3b77d5f190",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 341/341 [00:00&lt;00:00, 9.89kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_93e0bfae0ca8466b8fbddcf19d81e3e8"
          }
        },
        "08388d49f7664c9e8cb41e62ef6aafe9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "f05569ffe3ef43f691935db17e37d462": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a120085ef89b4d5b98bafcb5e2725d44": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "5490774521614b7aaf3a46835b5558dc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "c3d23d58629c47d885c9ce3b77d5f190": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "93e0bfae0ca8466b8fbddcf19d81e3e8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5a796a31d1cc4d2ebf68504de9086444": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_96620eb65fa64f208e1b2a75c16842d1",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_de3f07829d844210b37c293a870184b5",
              "IPY_MODEL_b0a380e59d214b6db083db5fecd9e218",
              "IPY_MODEL_eff49eed5ccd4fdeb903656e926e48d5"
            ]
          }
        },
        "96620eb65fa64f208e1b2a75c16842d1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "de3f07829d844210b37c293a870184b5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_055e54a6787847c19ecbde3d1c0b52f7",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_3f6ab5fedaae4a238116c1d03ea61173"
          }
        },
        "b0a380e59d214b6db083db5fecd9e218": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_d50b1001b3174a519478da6d2af625e9",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 538971577,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 538971577,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_f725686e2cda40f9bfba45fef139eeda"
          }
        },
        "eff49eed5ccd4fdeb903656e926e48d5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_7474f2620f354848b996eb6fda770adc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 539M/539M [00:15&lt;00:00, 37.6MB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c38a4b96faa54f65bd84a642344e55a5"
          }
        },
        "055e54a6787847c19ecbde3d1c0b52f7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "3f6ab5fedaae4a238116c1d03ea61173": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "d50b1001b3174a519478da6d2af625e9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "f725686e2cda40f9bfba45fef139eeda": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "7474f2620f354848b996eb6fda770adc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c38a4b96faa54f65bd84a642344e55a5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "75781db2676f41468b94dab326827ff6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_9360998754db46be9f3501cb9c6be2fd",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_c39241cd4ab143319f4ac42fa71a1b20",
              "IPY_MODEL_cbf072b6daba4a38a8d594357368d24e",
              "IPY_MODEL_d691d3e8d9fe4835b3f8f791e24a3dcd"
            ]
          }
        },
        "9360998754db46be9f3501cb9c6be2fd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "c39241cd4ab143319f4ac42fa71a1b20": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_247b2e6dac0c4b57abde79514f9dbf02",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_12ca4cb4ff7d43139d7362f43ec5ee61"
          }
        },
        "cbf072b6daba4a38a8d594357368d24e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_9cadd1a1706e4083bda1bc6e3f177a1b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 53,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 53,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_665999e41b664535b9d425a497f85e84"
          }
        },
        "d691d3e8d9fe4835b3f8f791e24a3dcd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_2816f50c17d04e16b69725bd57f13d6f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 53.0/53.0 [00:00&lt;00:00, 1.12kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_beb73f0cb9c94ad19414b0ce48a9852c"
          }
        },
        "247b2e6dac0c4b57abde79514f9dbf02": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "12ca4cb4ff7d43139d7362f43ec5ee61": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9cadd1a1706e4083bda1bc6e3f177a1b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "665999e41b664535b9d425a497f85e84": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2816f50c17d04e16b69725bd57f13d6f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "beb73f0cb9c94ad19414b0ce48a9852c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ea2d979f7ae2418e8bfdc8fb2ceade44": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_d02507d6b91444f088777913140218bb",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_1ef452178e694be4a7cf396041a5c357",
              "IPY_MODEL_7c308b46a6fe4e6096eac52a6f804281",
              "IPY_MODEL_9bf9e109ff7c4931aedd780a5c67a50b"
            ]
          }
        },
        "d02507d6b91444f088777913140218bb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "1ef452178e694be4a7cf396041a5c357": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_05209796ccde4b379dcc7aa2bea37565",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9c23a7e67eea44c7b6cead9ee739907e"
          }
        },
        "7c308b46a6fe4e6096eac52a6f804281": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_383aade51fa0440381fac3a006d4cb47",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 112,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 112,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_ba22dc7ce70740f08b937208439d5f20"
          }
        },
        "9bf9e109ff7c4931aedd780a5c67a50b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_3e22258d3e20452a902a76e1a68d22d9",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 112/112 [00:00&lt;00:00, 2.82kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_10930d5f07d54ad1a3090750087dfee8"
          }
        },
        "05209796ccde4b379dcc7aa2bea37565": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9c23a7e67eea44c7b6cead9ee739907e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "383aade51fa0440381fac3a006d4cb47": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "ba22dc7ce70740f08b937208439d5f20": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "3e22258d3e20452a902a76e1a68d22d9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "10930d5f07d54ad1a3090750087dfee8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ad97c92da7d64fc3baab87fdbc5a072a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_22b6f492a59847d2b5f2b136a9f17e07",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_acb523207730427aa1c5da0e7c6f9e5b",
              "IPY_MODEL_27d8b19ff3694041a9dec1d74f38d721",
              "IPY_MODEL_e3f7fb8f173144e4868c5c31e89e76b2"
            ]
          }
        },
        "22b6f492a59847d2b5f2b136a9f17e07": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "acb523207730427aa1c5da0e7c6f9e5b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_c71769488d4f4d9d808712d05749b952",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_8b0e281cc650457f9dc00d8760b2131b"
          }
        },
        "27d8b19ff3694041a9dec1d74f38d721": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_e2f4d3edb70a49f8a2d6074e0c5b4345",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 1961847,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1961847,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c94615f821004f53b41b3314761d404a"
          }
        },
        "e3f7fb8f173144e4868c5c31e89e76b2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_1e0b492b06aa4881b1ddea042b220ec0",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 1.96M/1.96M [00:00&lt;00:00, 1.49MB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_96fb1866f2d34e4dafbfdcb4133381c6"
          }
        },
        "c71769488d4f4d9d808712d05749b952": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "8b0e281cc650457f9dc00d8760b2131b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e2f4d3edb70a49f8a2d6074e0c5b4345": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c94615f821004f53b41b3314761d404a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "1e0b492b06aa4881b1ddea042b220ec0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "96fb1866f2d34e4dafbfdcb4133381c6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "7ef2b3aee87a45478ad3f17779330e5f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_d37b53297db741168a541d7518f7d491",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_94617e77c7ce4c45a29e06c483961f89",
              "IPY_MODEL_dcfe61413c6d44c7a034f48d57f4b3d3",
              "IPY_MODEL_c3ab4d1eb3d646d9a7e079ba700f5df8"
            ]
          }
        },
        "d37b53297db741168a541d7518f7d491": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "94617e77c7ce4c45a29e06c483961f89": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_d5790741cab74a10a667a6fccb562d2c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_bb3fcbd86e2c4ccebdbfb3408c8cff7e"
          }
        },
        "dcfe61413c6d44c7a034f48d57f4b3d3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_d3b957a2be5b43598c63a485b5fc6a56",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 528,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 528,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_29c8fac414ee4ce8990bf2a86b98002c"
          }
        },
        "c3ab4d1eb3d646d9a7e079ba700f5df8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_75d7e1bc0f8343bd8ac304d8f6dca01a",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 528/528 [00:00&lt;00:00, 11.0kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9c36c4ef116c4b028b8c3e3450b0a06f"
          }
        },
        "d5790741cab74a10a667a6fccb562d2c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "bb3fcbd86e2c4ccebdbfb3408c8cff7e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "d3b957a2be5b43598c63a485b5fc6a56": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "29c8fac414ee4ce8990bf2a86b98002c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "75d7e1bc0f8343bd8ac304d8f6dca01a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9c36c4ef116c4b028b8c3e3450b0a06f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "855d7746c287419fa83aab4c1b6c4425": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_34d561b687304c058a01f5a9cea08e73",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_b815688fa6d14809affee50bc00628e7",
              "IPY_MODEL_e00ab8a31bc9494cb1f4b1f87eec5b47",
              "IPY_MODEL_42e43f83fc5947c6afc722a8f46c3e3b"
            ]
          }
        },
        "34d561b687304c058a01f5a9cea08e73": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b815688fa6d14809affee50bc00628e7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_8427cacea232458bad2d78fca0f62a43",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_cb7e435e3aaf490582ebb93a421b73f4"
          }
        },
        "e00ab8a31bc9494cb1f4b1f87eec5b47": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_600eb745d99d4b5a993ba9698ac05ca4",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 995526,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 995526,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_10b37bc2b4064f389c9c9120d4d73e4b"
          }
        },
        "42e43f83fc5947c6afc722a8f46c3e3b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_f36e953fc8194826ac945dc6cccec3fc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 996k/996k [00:00&lt;00:00, 2.63MB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_b5ccffbb343945a9b1b9eb37ab4082d7"
          }
        },
        "8427cacea232458bad2d78fca0f62a43": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "cb7e435e3aaf490582ebb93a421b73f4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "600eb745d99d4b5a993ba9698ac05ca4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "10b37bc2b4064f389c9c9120d4d73e4b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f36e953fc8194826ac945dc6cccec3fc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "b5ccffbb343945a9b1b9eb37ab4082d7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a32c03b4e33a417897a000db8de52b61": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_bb22f7a1db0e45f5be56d903904f3b58",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_47d2319919454953a18277d56ed6051f",
              "IPY_MODEL_38b72ee1c1084784833360ec9532265f",
              "IPY_MODEL_d2b3ae5ccab343be95faf093c6cb5a7d"
            ]
          }
        },
        "bb22f7a1db0e45f5be56d903904f3b58": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "47d2319919454953a18277d56ed6051f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_836fa10df936418e8e47c9d37ea37333",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_901ffbc191134e22859c304925e3f19e"
          }
        },
        "38b72ee1c1084784833360ec9532265f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_0f7b1381595f419aafd572038c6ae701",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 190,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 190,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_29599472e7ee4191b9600c2a4d50554c"
          }
        },
        "d2b3ae5ccab343be95faf093c6cb5a7d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_2b92d7eb26724bf283b087f5c9013cb2",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 190/190 [00:00&lt;00:00, 3.61kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_4bf291cb1e9f401da8392b99584c4c65"
          }
        },
        "836fa10df936418e8e47c9d37ea37333": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "901ffbc191134e22859c304925e3f19e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "0f7b1381595f419aafd572038c6ae701": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "29599472e7ee4191b9600c2a4d50554c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2b92d7eb26724bf283b087f5c9013cb2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "4bf291cb1e9f401da8392b99584c4c65": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6e2d74acbb22410e8d23d49cd11d1dc2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_ede4b931f4f5402695c289b8bedc79eb",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_ccf8885a671f4a1684b4281883931050",
              "IPY_MODEL_f31e6f0628e3457e83fc86dd9edd44d9",
              "IPY_MODEL_5134a554dd574cd1889c64e720b34688"
            ]
          }
        },
        "ede4b931f4f5402695c289b8bedc79eb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ccf8885a671f4a1684b4281883931050": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_b79eacbd6f2f4e69902ec0d32646ba69",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c44a5e2a10ce4bd99b5d721b2cf80be8"
          }
        },
        "f31e6f0628e3457e83fc86dd9edd44d9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_e555634e529347baab95504b0125fee5",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 114,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 114,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_dd13dd83f3854b3bbc85b8deb4a3b7b6"
          }
        },
        "5134a554dd574cd1889c64e720b34688": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_50e0e239538f467eba70fc2ffe8edc1d",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 114/114 [00:00&lt;00:00, 2.65kB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_8316ecfbbaa94f8ab856ed079409ac6c"
          }
        },
        "b79eacbd6f2f4e69902ec0d32646ba69": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c44a5e2a10ce4bd99b5d721b2cf80be8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e555634e529347baab95504b0125fee5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "dd13dd83f3854b3bbc85b8deb4a3b7b6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "50e0e239538f467eba70fc2ffe8edc1d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "8316ecfbbaa94f8ab856ed079409ac6c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "544f7601f1584dc1a33d3a567c19d0e2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_18a3b9bb43e54c7ebe9f89ca121cab5e",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_087d98353bfb4d5abbe105713ea6005d",
              "IPY_MODEL_f92387e0ce1342ff92518c03ac62220f",
              "IPY_MODEL_6bc3fcc4e42a41ddbf7ad5f2d7fc2986"
            ]
          }
        },
        "18a3b9bb43e54c7ebe9f89ca121cab5e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "087d98353bfb4d5abbe105713ea6005d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_31fb0473713541c7b4c023ba2f366c99",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Downloading: 100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_64be9cfd1b7c45d38da09a6c662216a6"
          }
        },
        "f92387e0ce1342ff92518c03ac62220f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_68fd788e732b4c5a9a0007ea4bd89ec0",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 1575975,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1575975,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_bf075577ad064469adfb1a91b40fcd83"
          }
        },
        "6bc3fcc4e42a41ddbf7ad5f2d7fc2986": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_9265b55b0afa439fb37619a410dc7c49",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 1.58M/1.58M [00:00&lt;00:00, 2.45MB/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_0d4f1c15b3f2408481bde3ddd7769ebc"
          }
        },
        "31fb0473713541c7b4c023ba2f366c99": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "64be9cfd1b7c45d38da09a6c662216a6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "68fd788e732b4c5a9a0007ea4bd89ec0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "bf075577ad064469adfb1a91b40fcd83": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9265b55b0afa439fb37619a410dc7c49": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "0d4f1c15b3f2408481bde3ddd7769ebc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "source": [
        "from google.colab import drive\r\n",
        "drive.mount('/content/drive')"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "metadata": {
        "id": "vT8oT4SaJ9fB",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "36479213-af7b-4237-e2a7-cbf81eacf306"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "source": [
        "!pip install bertopic[visualization]"
      ],
      "outputs": [],
      "metadata": {
        "id": "ft_8Bmp5kVhP"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "source": [
        "# Colab może mieć problemy z czytaniem HDFów. Konieczny jest upgrade tables\r\n",
        "!pip install --upgrade tables"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: tables in /usr/local/lib/python3.7/dist-packages (3.4.4)\n",
            "Collecting tables\n",
            "  Downloading tables-3.6.1-cp37-cp37m-manylinux1_x86_64.whl (4.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 4.3 MB 7.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numexpr>=2.6.2 in /usr/local/lib/python3.7/dist-packages (from tables) (2.7.3)\n",
            "Requirement already satisfied: numpy>=1.9.3 in /usr/local/lib/python3.7/dist-packages (from tables) (1.21.4)\n",
            "Installing collected packages: tables\n",
            "  Attempting uninstall: tables\n",
            "    Found existing installation: tables 3.4.4\n",
            "    Uninstalling tables-3.4.4:\n",
            "      Successfully uninstalled tables-3.4.4\n",
            "Successfully installed tables-3.6.1\n"
          ]
        }
      ],
      "metadata": {
        "id": "Q6GinA_CDCwC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b16a3d2d-a584-436c-d1c1-c9b3e09c66ef"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "source": [
        "import pandas as pd\r\n",
        "import numpy as np\r\n",
        "from bertopic import BERTopic"
      ],
      "outputs": [],
      "metadata": {
        "id": "6YyHdU_WHWb8"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "source": [
        "# Jeżeli bertopic nie chce się zainstalować, należy spróbować najpierw zainstalować hdbscan\r\n",
        "# za pomocą pliku WHL z https://www.lfd.uci.edu/~gohlke/pythonlibs/#hdbscan\r\n",
        "# bo instalacja hdbscan za pomocą 'pip/conda install' może się nie udać (testowane na Windows 10 + Python 3.7)\r\n",
        "# Względnie można nie instalować BERTopic lokalnie i zainstalować go na Colabie bez konfliktów"
      ],
      "outputs": [],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "source": [
        "# Ścieżka do katalogu z notebookami na Colabie\r\n",
        "path = '../content/drive/MyDrive/Colab Notebooks/'"
      ],
      "outputs": [],
      "metadata": {
        "id": "vqVTgG2lJV4w"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "source": [
        "df = pd.read_hdf(path+'outputs/budzety_clean.hd5', )"
      ],
      "outputs": [],
      "metadata": {
        "id": "DAl4FpWeCHId"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "source": [
        "df = df.reset_index()\r\n",
        "del df['index']\r\n",
        "df"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        rok  miasto  ... oswietlenie  topics\n",
              "0      2020  GDYNIA  ...       False     0.0\n",
              "1      2020  GDYNIA  ...       False     5.0\n",
              "2      2020  GDYNIA  ...       False    12.0\n",
              "3      2020  GDYNIA  ...       False     9.0\n",
              "4      2020  GDYNIA  ...        True    -1.0\n",
              "...     ...     ...  ...         ...     ...\n",
              "23025  2020  KRAKÓW  ...       False     NaN\n",
              "23026  2020  KRAKÓW  ...       False     NaN\n",
              "23027  2020  KRAKÓW  ...       False     NaN\n",
              "23028  2020  KRAKÓW  ...       False     NaN\n",
              "23029  2020  KRAKÓW  ...       False     NaN\n",
              "\n",
              "[23030 rows x 62 columns]"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>rok</th>\n",
              "      <th>miasto</th>\n",
              "      <th>nazwa</th>\n",
              "      <th>WSZYSTKO</th>\n",
              "      <th>tokens</th>\n",
              "      <th>zbiornik</th>\n",
              "      <th>sadzić</th>\n",
              "      <th>estetyczny</th>\n",
              "      <th>lęgowy</th>\n",
              "      <th>ekologia</th>\n",
              "      <th>rekultywacja</th>\n",
              "      <th>trawnik</th>\n",
              "      <th>nasadzić</th>\n",
              "      <th>bylina</th>\n",
              "      <th>łąka</th>\n",
              "      <th>park</th>\n",
              "      <th>ogrodniczy</th>\n",
              "      <th>ogród</th>\n",
              "      <th>ozdobny</th>\n",
              "      <th>roślina</th>\n",
              "      <th>kwietny</th>\n",
              "      <th>ekologiczny</th>\n",
              "      <th>zazielenić</th>\n",
              "      <th>parkowy</th>\n",
              "      <th>leśny</th>\n",
              "      <th>natura</th>\n",
              "      <th>las</th>\n",
              "      <th>kwiatowy</th>\n",
              "      <th>roslin</th>\n",
              "      <th>zasadzić</th>\n",
              "      <th>gaj</th>\n",
              "      <th>kwiat</th>\n",
              "      <th>krzew</th>\n",
              "      <th>drzewo</th>\n",
              "      <th>trawiasty</th>\n",
              "      <th>ptasi</th>\n",
              "      <th>sztuczny</th>\n",
              "      <th>zielony</th>\n",
              "      <th>przyroda</th>\n",
              "      <th>przyrodniczy</th>\n",
              "      <th>żywopłot</th>\n",
              "      <th>dębowy</th>\n",
              "      <th>kasztanowiec</th>\n",
              "      <th>leś</th>\n",
              "      <th>powietrze</th>\n",
              "      <th>dziki</th>\n",
              "      <th>naturalny</th>\n",
              "      <th>trawniki</th>\n",
              "      <th>antysmogowy</th>\n",
              "      <th>estetyka</th>\n",
              "      <th>kwietnik</th>\n",
              "      <th>deszczowy</th>\n",
              "      <th>kwitnąć</th>\n",
              "      <th>ogrodowy</th>\n",
              "      <th>pielęgnacja</th>\n",
              "      <th>smog</th>\n",
              "      <th>zieleniec</th>\n",
              "      <th>names</th>\n",
              "      <th>szkola</th>\n",
              "      <th>ulica</th>\n",
              "      <th>oswietlenie</th>\n",
              "      <th>topics</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Projektistatus</td>\n",
              "      <td>0</td>\n",
              "      <td>[projektistatus]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>projektistatus</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Doposażenie parku pomiędzy Estakadą Kwiatkowsk...</td>\n",
              "      <td>3</td>\n",
              "      <td>[doposażenie, park, pomiędzy, estakada, kwiatk...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>doposażenie park pomiędzy estakada kwiatkowski...</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>5.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Cykliczne warsztaty dla seniorów z dzielnicy O...</td>\n",
              "      <td>0</td>\n",
              "      <td>[cykliczny, warsztat, senior, dzielnica, obłuż...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>cykliczny warsztat senior dzielnica obłuże roz...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>12.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Ogród Sąsiedzki przy Dzikim Sadzie, ul. Źródlana</td>\n",
              "      <td>3</td>\n",
              "      <td>[ogród, sąsiedzki, dziki, sadź, ul, źródlana]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>ogród sąsiedzki dziki sadź ul źródlana</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>9.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Montaż słupów oświetleniowych na chodniku przy...</td>\n",
              "      <td>0</td>\n",
              "      <td>[montaż, słup, oświetleniowy, chodnik, ul, nis...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>montaż słup oświetleniowy chodnik ul niski odc...</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>-1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23025</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>Zielony skwer na Zabtociu</td>\n",
              "      <td>1</td>\n",
              "      <td>[zielony, skwer, zabtociu]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>zielony skwer zabtociu</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23026</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>Znani Biatopradniczanie dla Mieszkanców</td>\n",
              "      <td>0</td>\n",
              "      <td>[znany, mieszkanców]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>znany mieszkanców</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23027</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>ZRÓBMY SKWER PRZY FABRYCZNEJ! Edukacja i kultu...</td>\n",
              "      <td>1</td>\n",
              "      <td>[zrobić, skwer, fabryczny, edukacja, kultura, ...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>zrobić skwer fabryczny edukacja kultura zieleń</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23028</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>Zróbmy sobie Park</td>\n",
              "      <td>1</td>\n",
              "      <td>[zrobić, park]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>zrobić park</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23029</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>ZUMBA DLA DZIECI</td>\n",
              "      <td>0</td>\n",
              "      <td>[zumba, dziecko]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>zumba dziecko</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23030 rows × 62 columns</p>\n",
              "</div>"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 843
        },
        "id": "IGoQ4uaYXnsb",
        "outputId": "eff1cef1-0919-498b-d282-54f01eb9cff1"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "source": [
        "docs = list(df.loc[:, 'names'].values)\r\n",
        "\r\n",
        "docs = [str(elem) for elem in docs] \r\n",
        "# Należy zrzucić docs do stringa, bo inaczej gdzieś w połowie liczenia wyskakuje\r\n",
        "# błąd o znalezionych wartościach float:\r\n",
        "# sequence item 0: expected str instance, float found\r\n",
        "\r\n",
        "model = BERTopic(language='polish')"
      ],
      "outputs": [],
      "metadata": {
        "id": "OtjAqkyVHo-w"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "source": [
        "# !!!!!! WAŻNE !!!!!!\r\n",
        "#\r\n",
        "# Jeżeli masz w  folderze models pliki:\r\n",
        "# 'main_bert_topic.model' i 'main_bert_topics_probs.npy' to nie uruchamiaj\r\n",
        "# tej komórki \r\n",
        "topics, probs = model.fit_transform(docs)\r\n",
        "model.save(path+'models/main_bert_topic.model')\r\n",
        "with open(path+'models/main_bert_topics_probs.npy', 'wb') as f:\r\n",
        "    np.save(f, topics)\r\n",
        "    np.save(f, probs)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/scipy/sparse/_index.py:126: SparseEfficiencyWarning:\n",
            "\n",
            "Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
            "\n"
          ]
        }
      ],
      "metadata": {
        "id": "1J_krDbBIoQI",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "51b8db0b-14b4-425f-86f9-e142544cf807"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "source": [
        "# Wczytanie zapisanych modeli\r\n",
        "topic_model = BERTopic.load(path+'models/main_bert_topic.model')\r\n",
        "with open(path+'models/main_bert_topics_probs.npy', 'rb') as f:\r\n",
        "    topics = np.load(f)\r\n",
        "    probs = np.load(f)"
      ],
      "outputs": [],
      "metadata": {
        "id": "y0rHO1dcLE-O"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "source": [
        "# Sprawdzenie tematów\r\n",
        "topic_model.get_topics()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{-1: [('jezdny', 0.0014660080439327127),\n",
              "  ('kreatywny', 0.0014210309396472916),\n",
              "  ('festyn', 0.0013780181468458206),\n",
              "  ('hałas', 0.001327446909450214),\n",
              "  ('kostka', 0.0012947438153774896),\n",
              "  ('impreza', 0.0012900333045383836),\n",
              "  ('koncert', 0.0012777641337624024),\n",
              "  ('rozwój', 0.0012670342975089515),\n",
              "  ('kierunek', 0.0012614487819886133),\n",
              "  ('polski', 0.0012511454195671375)],\n",
              " 0: [('zielono', 0.015427078083611724),\n",
              "  ('zieleniec', 0.012045192859812072),\n",
              "  ('zazielenić', 0.008459177193168745),\n",
              "  ('ściana', 0.007332271023275303),\n",
              "  ('zakątek', 0.0066590525296619735),\n",
              "  ('podwórko', 0.006061972537040802),\n",
              "  ('rekultywacja', 0.0057903578242389335),\n",
              "  ('torowisko', 0.005681012963732132),\n",
              "  ('przyuliczny', 0.005160196280696819),\n",
              "  ('ekologiczny', 0.004277877335074225)],\n",
              " 1: [('szkolny', 0.01593406852222144),\n",
              "  ('edukacja', 0.010289877259241652),\n",
              "  ('dziedziniec', 0.00981015051983764),\n",
              "  ('korytarz', 0.008343442538440505),\n",
              "  ('przedszkolny', 0.008129940404459744),\n",
              "  ('uczeń', 0.006368279061246058),\n",
              "  ('lekcyjny', 0.0053752693663611665),\n",
              "  ('edukacyjny', 0.005329608288900688),\n",
              "  ('podłoga', 0.004747666025055713),\n",
              "  ('drzwi', 0.004557990751441335)],\n",
              " 2: [('kwiat', 0.028084672299237647),\n",
              "  ('kwiatowy', 0.023006901119294185),\n",
              "  ('botaniczny', 0.019218923671368883),\n",
              "  ('ogródka', 0.01422850433416442),\n",
              "  ('bylina', 0.013124030629916973),\n",
              "  ('planta', 0.01144051553854063),\n",
              "  ('roślina', 0.010639405243789563),\n",
              "  ('planty', 0.009027801517203522),\n",
              "  ('tulipan', 0.007517578486927755),\n",
              "  ('roślinny', 0.00660205163549966)],\n",
              " 3: [('wydawniczy', 0.025227729560237108),\n",
              "  ('biblioteczny', 0.01766827200822468),\n",
              "  ('czytać', 0.015465887662576056),\n",
              "  ('czytelnik', 0.012283011273854814),\n",
              "  ('książkowy', 0.012156510952629864),\n",
              "  ('książka', 0.009352655419377505),\n",
              "  ('litera', 0.008786818035413918),\n",
              "  ('booków', 0.00811882560712031),\n",
              "  ('czytelnictwo', 0.007322348362844932),\n",
              "  ('prasa', 0.006040205370858583)],\n",
              " 4: [('ścieżka', 0.015492847497931382),\n",
              "  ('ścieżek', 0.01450325267792432),\n",
              "  ('ciąg', 0.013433591460553325),\n",
              "  ('przejazd', 0.011854924366783827),\n",
              "  ('wiadukt', 0.006796025165834023),\n",
              "  ('wycieczkowy', 0.0065220267671905734),\n",
              "  ('szlak', 0.00561903652151475),\n",
              "  ('drogi', 0.005199174300622478),\n",
              "  ('spacerowo', 0.00472966384190866),\n",
              "  ('potok', 0.0045306834438893495)],\n",
              " 5: [('dojazdowy', 0.013652907218679953),\n",
              "  ('remont', 0.009815420260070293),\n",
              "  ('remontować', 0.008146080729800928),\n",
              "  ('skrzyzowania', 0.008080010948618972),\n",
              "  ('naprawa', 0.007464032367616671),\n",
              "  ('podhalański', 0.006845474371848194),\n",
              "  ('drogowy', 0.005807729659949519),\n",
              "  ('drogi', 0.005756616340906935),\n",
              "  ('przełożenie', 0.005520111723063189),\n",
              "  ('przebudowa', 0.00534214305374047)],\n",
              " 6: [('świetlny', 0.03799784344575233),\n",
              "  ('doświetlenie', 0.024325734193387405),\n",
              "  ('światło', 0.01993240628172193),\n",
              "  ('świetlica', 0.013797950960386765),\n",
              "  ('oświetleniowy', 0.01141866595519032),\n",
              "  ('oświetlić', 0.011243423987593055),\n",
              "  ('oswietlenie', 0.010281131043685518),\n",
              "  ('świetlany', 0.009791715085400476),\n",
              "  ('iluminacja', 0.00961722702993999),\n",
              "  ('rozświetlić', 0.008401714054865827)],\n",
              " 7: [('zewnętrzny', 0.03170839185656769),\n",
              "  ('treningowy', 0.010907867604551924),\n",
              "  ('swiezym', 0.008560393527074892),\n",
              "  ('trening', 0.006616019599740675),\n",
              "  ('sobieski', 0.006152724875735352),\n",
              "  ('ćwiczenie', 0.006137909250571814),\n",
              "  ('kuźnik', 0.0059624168478061845),\n",
              "  ('fitness', 0.005741945974467742),\n",
              "  ('biezni', 0.005712677155588605),\n",
              "  ('zatoczek', 0.005680979549256975)],\n",
              " 8: [('orzegowskiej', 0.013861598341280814),\n",
              "  ('fazaniec', 0.011047063173272333),\n",
              "  ('szombierkach', 0.011047063173272333),\n",
              "  ('kosynier', 0.009478856882412727),\n",
              "  ('grabińskiej', 0.009478856882412727),\n",
              "  ('gdyński', 0.008323142801494196),\n",
              "  ('dorabialskiej', 0.007976270031213477),\n",
              "  ('bazantowej', 0.007976270031213477),\n",
              "  ('janockiego', 0.007976270031213477),\n",
              "  ('czterotorowej', 0.007976270031213477)],\n",
              " 9: [('samorządowy', 0.0201108812840489),\n",
              "  ('przedszkolny', 0.017377725575006556),\n",
              "  ('białymstoku', 0.008287010431910652),\n",
              "  ('tarnobrzegu', 0.008177595462641038),\n",
              "  ('szkolny', 0.006933445040768834),\n",
              "  ('hustawki', 0.006523793523043373),\n",
              "  ('kosmiczny', 0.005451730308427359),\n",
              "  ('karuzela', 0.005451730308427359),\n",
              "  ('giszowcu', 0.005451730308427359),\n",
              "  ('śląski', 0.005202952428694206)],\n",
              " 10: [('rowerzysta', 0.09014024910691723),\n",
              "  ('mieszek', 0.019577825897319743),\n",
              "  ('przejazd', 0.018280958135694685),\n",
              "  ('wyskoczyć', 0.012355764090407792),\n",
              "  ('wrocław', 0.01083309271036793),\n",
              "  ('klecina', 0.010736261332090163),\n",
              "  ('rower', 0.009303213476178294),\n",
              "  ('wózek', 0.00889662040817178),\n",
              "  ('szybko', 0.00859539513612251),\n",
              "  ('łagiewnicki', 0.00859539513612251)],\n",
              " 11: [('parkingowy', 0.028380410872642838),\n",
              "  ('parkować', 0.014871443299840808),\n",
              "  ('ostrobramska', 0.0134666431441574),\n",
              "  ('marysińską', 0.011764776486528444),\n",
              "  ('parkowanie', 0.010923486926088183),\n",
              "  ('czarniecki', 0.009726309897264472),\n",
              "  ('wagowy', 0.008977762096104932),\n",
              "  ('łukasińskiego', 0.008680695594159387),\n",
              "  ('słowiański', 0.008418664369117377),\n",
              "  ('broniewskiego', 0.007003783909228619)],\n",
              " 12: [('śmieć', 0.0404638667843294),\n",
              "  ('mikołajek', 0.018356004727568268),\n",
              "  ('zwierzak', 0.015116603064919817),\n",
              "  ('ciumokiem', 0.01408326772488558),\n",
              "  ('mikry', 0.01408326772488558),\n",
              "  ('owca', 0.01408326772488558),\n",
              "  ('strug', 0.013647662531796048),\n",
              "  ('szczecina', 0.01361982497127903),\n",
              "  ('smoczy', 0.013351625359411005),\n",
              "  ('zakrzówku', 0.012237336485045512)],\n",
              " 13: [('seniora', 0.08399456326538653),\n",
              "  ('zdrowotny', 0.023954003599305548),\n",
              "  ('samotny', 0.023379552400108982),\n",
              "  ('emeryt', 0.02337237674777059),\n",
              "  ('demencja', 0.019583430170800952),\n",
              "  ('alzheimer', 0.01842962506738472),\n",
              "  ('samotność', 0.014139751418969344),\n",
              "  ('więzień', 0.014139751418969344),\n",
              "  ('starość', 0.014139751418969344),\n",
              "  ('wsparcie', 0.012533839847743823)],\n",
              " 14: [('lampa', 0.019774852776943536),\n",
              "  ('światło', 0.012560606485870263),\n",
              "  ('świetlny', 0.011972361793354147),\n",
              "  ('oswietleniowych', 0.009564085005690634),\n",
              "  ('oswietlenie', 0.009255368902005979),\n",
              "  ('doświetlenie', 0.008759489313589495),\n",
              "  ('ciemny', 0.008227130450861618),\n",
              "  ('ziołowy', 0.0073664301580798315),\n",
              "  ('zadębie', 0.0067995013684905925),\n",
              "  ('lazurowy', 0.0067995013684905925)],\n",
              " 15: [('mościckiego', 0.019199665111982966),\n",
              "  ('czechówek', 0.014730548832018204),\n",
              "  ('jeżogród', 0.014730548832018204),\n",
              "  ('bronowicach', 0.014730548832018204),\n",
              "  ('slaski', 0.014730548832018204),\n",
              "  ('łokietek', 0.013154042620605563),\n",
              "  ('żurawińcu', 0.012799776741321977),\n",
              "  ('kaczkomatów', 0.012799776741321977),\n",
              "  ('gocławiu', 0.012076762219621858),\n",
              "  ('brochów', 0.011670347470825697)],\n",
              " 16: [('skarb', 0.025415027932312834),\n",
              "  ('poznać', 0.01878872128425019),\n",
              "  ('płocki', 0.016568323764223018),\n",
              "  ('płock', 0.013836782516222144),\n",
              "  ('obszar', 0.013254659011378416),\n",
              "  ('miasto', 0.012693657640199996),\n",
              "  ('poszukiwawczego', 0.012501813311334598),\n",
              "  ('zwierzęcy', 0.011543266956468961),\n",
              "  ('historyczny', 0.011353257687399889),\n",
              "  ('poznawać', 0.010863167494408013)],\n",
              " 17: [('znanieckiego', 0.018565786777894944),\n",
              "  ('grochowy', 0.017471938593667642),\n",
              "  ('zaruskiego', 0.015344121909502536),\n",
              "  ('dobosz', 0.01340498613610782),\n",
              "  ('krautforsta', 0.01340498613610782),\n",
              "  ('srodka', 0.01340498613610782),\n",
              "  ('olęderskiej', 0.012377191185263295),\n",
              "  ('lukrecjowy', 0.011647959062445094),\n",
              "  ('cieszyński', 0.009325295610292609),\n",
              "  ('ażurowy', 0.008863137037937846)],\n",
              " 18: [('audiobook', 0.11125854117087976),\n",
              "  ('użytkownik', 0.03395261007396072),\n",
              "  ('czytelnik', 0.03388055201925794),\n",
              "  ('książka', 0.02282335450590364),\n",
              "  ('książkowy', 0.017244834617198983),\n",
              "  ('czytanie', 0.015836437154188674),\n",
              "  ('wydawniczy', 0.013917261567816542),\n",
              "  ('kozina', 0.01370121899664688),\n",
              "  ('lektura', 0.011670247152153522),\n",
              "  ('autorski', 0.011161905983210959)],\n",
              " 19: [('dąb', 0.029414054006503074),\n",
              "  ('krzew', 0.02079611968274752),\n",
              "  ('wycinek', 0.017696225353535006),\n",
              "  ('drzewostan', 0.015541093949419129),\n",
              "  ('niszczyć', 0.01357706554735439),\n",
              "  ('przetrzebionego', 0.01357706554735439),\n",
              "  ('kasztanowiec', 0.013157117537071671),\n",
              "  ('usuniecie', 0.012536076823071554),\n",
              "  ('tree', 0.012536076823071554),\n",
              "  ('opolczyka', 0.011797483569023336)],\n",
              " 20: [('skatepark', 0.17471099823665878),\n",
              "  ('skate', 0.07015717183857327),\n",
              "  ('łyżwa', 0.03356198725254814),\n",
              "  ('jumpbox', 0.01955728406910429),\n",
              "  ('rampa', 0.016163567672359817),\n",
              "  ('lodowisko', 0.014517701745555146),\n",
              "  ('skatepoint', 0.014120873246180334),\n",
              "  ('bowl', 0.014120873246180334),\n",
              "  ('skateplaza', 0.014120873246180334),\n",
              "  ('świerkowy', 0.01118732908418271)],\n",
              " 21: [('matecznikowej', 0.016558990450935458),\n",
              "  ('przewijania', 0.010227539551130435),\n",
              "  ('kosmatkiem', 0.009528409064314477),\n",
              "  ('urządzenie', 0.00922076047131802),\n",
              "  ('ergonomiczny', 0.008797841301957425),\n",
              "  ('moskule', 0.008279495225467729),\n",
              "  ('dzieciak', 0.007691675663041435),\n",
              "  ('lazurowy', 0.00727117849044895),\n",
              "  ('wypoczynkowy', 0.007179928521406148),\n",
              "  ('doposażenie', 0.00713008407810887)],\n",
              " 22: [('piknik', 0.17354458491927716),\n",
              "  ('piknikowy', 0.06240327967748955),\n",
              "  ('sąsiedzki', 0.02128627376273077),\n",
              "  ('eksploracja', 0.019715216376526394),\n",
              "  ('przybyszówka', 0.019715216376526394),\n",
              "  ('olimpijski', 0.019450684777228562),\n",
              "  ('namiot', 0.018553646770395383),\n",
              "  ('lesnej', 0.018553646770395383),\n",
              "  ('wysockiego', 0.012369097846930256),\n",
              "  ('piasek', 0.01028570796811306)],\n",
              " 23: [('czworonóg', 0.04180487634386858),\n",
              "  ('rolkowisko', 0.04072180611881943),\n",
              "  ('zgiełk', 0.040062629020413146),\n",
              "  ('godajom', 0.040062629020413146),\n",
              "  ('chorzen', 0.03699092365595735),\n",
              "  ('pogromca', 0.034811514016171136),\n",
              "  ('kół', 0.023416988283017547),\n",
              "  ('szabelskiego', 0.022656872012327578),\n",
              "  ('mordor', 0.022656872012327578),\n",
              "  ('zrebaków', 0.022656872012327578)],\n",
              " 24: [('bezpieczenstwa', 0.030145302106887602),\n",
              "  ('skrzyzowaniu', 0.023656834239555537),\n",
              "  ('bezpieczeństwo', 0.01645873293502678),\n",
              "  ('drogowy', 0.016246267318176872),\n",
              "  ('dojazd', 0.01581530235805795),\n",
              "  ('urbanator', 0.014042750424476596),\n",
              "  ('spowolnienie', 0.011323912271294508),\n",
              "  ('skrzyżowanie', 0.010370512537248919),\n",
              "  ('szybki', 0.010111994220122905),\n",
              "  ('bezpiecznie', 0.010014816752737158)],\n",
              " 25: [('kino', 0.17017392946407034),\n",
              "  ('filmowy', 0.053128055410547624),\n",
              "  ('film', 0.039314858832624665),\n",
              "  ('pokazówa', 0.020217474971889353),\n",
              "  ('teofilowa', 0.01770189043416033),\n",
              "  ('stefańskiego', 0.016015764007037907),\n",
              "  ('olsztyński', 0.015735622964186735),\n",
              "  ('stegnach', 0.015101817957928773),\n",
              "  ('klasyk', 0.013939564981689696),\n",
              "  ('kinowy', 0.013478316647926234)],\n",
              " 26: [('parkingowy', 0.01856913346033909),\n",
              "  ('dunikowskiego', 0.012393634172221378),\n",
              "  ('milczańskiej', 0.011546434564835228),\n",
              "  ('kaszyńskiego', 0.010661139568965874),\n",
              "  ('lotnisko', 0.010310701530125319),\n",
              "  ('panorama', 0.009545799779083798),\n",
              "  ('sułkowskiego', 0.009147717777350272),\n",
              "  ('kinowy', 0.008519590981604028),\n",
              "  ('parkowanie', 0.008040568842701918),\n",
              "  ('dojazdowy', 0.006719488885433031)],\n",
              " 27: [('mieszkanie', 0.04283090364688578),\n",
              "  ('lokalny', 0.03630540095407985),\n",
              "  ('aktywizacja', 0.026748778339144935),\n",
              "  ('spółdzielnia', 0.02612734839932498),\n",
              "  ('sąsiedzki', 0.021003587524181886),\n",
              "  ('wspólnota', 0.02089546351473992),\n",
              "  ('inicjatywa', 0.018888416721994074),\n",
              "  ('mieszkaniowy', 0.018149254375028127),\n",
              "  ('sąsiad', 0.01784272074323002),\n",
              "  ('społeczność', 0.012736653045086185)],\n",
              " 28: [('autobusowy', 0.13623448687068246),\n",
              "  ('autobus', 0.09525540075157021),\n",
              "  ('bus', 0.03784235849887018),\n",
              "  ('przewóz', 0.01553548672741088),\n",
              "  ('muksbus', 0.01528400875923276),\n",
              "  ('przystanek', 0.01402539514715819),\n",
              "  ('lercha', 0.013280693208481473),\n",
              "  ('tramwaj', 0.013251645995032047),\n",
              "  ('paradny', 0.012108828734180418),\n",
              "  ('zatoka', 0.010812371948446064)],\n",
              " 29: [('rzeka', 0.0768645899861301),\n",
              "  ('jezioro', 0.07475656816762645),\n",
              "  ('potok', 0.04788348476703709),\n",
              "  ('jeziorko', 0.03427480544963138),\n",
              "  ('brzeg', 0.023504283440486093),\n",
              "  ('jeziorańskiego', 0.022257881605317453),\n",
              "  ('staw', 0.02083663500683616),\n",
              "  ('zarzewem', 0.016423189536318432),\n",
              "  ('strumykowej', 0.015163981126044628),\n",
              "  ('zbiornik', 0.01439658250162569)],\n",
              " 30: [('szkoly', 0.016778172491580128),\n",
              "  ('starosikawskiej', 0.013825534720770026),\n",
              "  ('drogowy', 0.013223541329130456),\n",
              "  ('miasteczko', 0.011612559423944539),\n",
              "  ('brzeski', 0.011430003395608837),\n",
              "  ('poznaniak', 0.011430003395608837),\n",
              "  ('witomińskiej', 0.007818842106215007),\n",
              "  ('felicjanek', 0.007818842106215007),\n",
              "  ('kordiana', 0.007818842106215007),\n",
              "  ('majacy', 0.007818842106215007)],\n",
              " 31: [('zatoczka', 0.012079277320638572),\n",
              "  ('mostowskiego', 0.011883746136392214),\n",
              "  ('sidorskiej', 0.011883746136392214),\n",
              "  ('kamienny', 0.011449110142783527),\n",
              "  ('parkingowy', 0.010617556959844324),\n",
              "  ('remont', 0.009391433317500466),\n",
              "  ('blok', 0.009346263268720687),\n",
              "  ('gdanska', 0.008768477909156506),\n",
              "  ('dojazdowy', 0.00864473570092227),\n",
              "  ('piaskowy', 0.007355874180117463)],\n",
              " 32: [('psi', 0.07748632710760209),\n",
              "  ('pies', 0.04119352578709869),\n",
              "  ('dogs', 0.02652305829803515),\n",
              "  ('właściciel', 0.025227327283307937),\n",
              "  ('ostrołęka', 0.018893875960474867),\n",
              "  ('dog', 0.015261953912538342),\n",
              "  ('ciapkowo', 0.015261953912538342),\n",
              "  ('woreczek', 0.010921182204670307),\n",
              "  ('okno', 0.0096460516064624),\n",
              "  ('morzyslawiu', 0.008631189338029553)],\n",
              " 33: [('zdrowie', 0.06754707302249759),\n",
              "  ('zdrowy', 0.04360146077458687),\n",
              "  ('ciało', 0.040573524074422516),\n",
              "  ('leczniczy', 0.028904101977943686),\n",
              "  ('zdrowo', 0.02211606075522848),\n",
              "  ('solankowy', 0.0202068066534327),\n",
              "  ('pysznie', 0.01789599671977846),\n",
              "  ('skóra', 0.01789599671977846),\n",
              "  ('odżywianie', 0.014795182060305855),\n",
              "  ('zioło', 0.014178188636299239)],\n",
              " 34: [('rekreacja', 0.03713462039595897),\n",
              "  ('wypoczynkowy', 0.024372234430461236),\n",
              "  ('rekreacyjno', 0.01833253266665421),\n",
              "  ('chata', 0.016172070430258517),\n",
              "  ('łomżyczką', 0.016172070430258517),\n",
              "  ('spacerowy', 0.011586438016818783),\n",
              "  ('wąwóz', 0.011250241951866772),\n",
              "  ('zatorzu', 0.010692683674209419),\n",
              "  ('kuźnik', 0.010447904751660379),\n",
              "  ('legnicy', 0.009452729215163045)],\n",
              " 35: [('mural', 0.22183878847565144),\n",
              "  ('graffiti', 0.03746261831222439),\n",
              "  ('ściana', 0.03036545804221589),\n",
              "  ('czestochowskich', 0.0198892135339567),\n",
              "  ('malarz', 0.0198892135339567),\n",
              "  ('odmalowanie', 0.0198892135339567),\n",
              "  ('art', 0.016437898420363205),\n",
              "  ('sztuka', 0.015649459883568726),\n",
              "  ('malowanie', 0.012823628786958306),\n",
              "  ('szegedyńskiej', 0.01218210633656717)],\n",
              " 36: [('plażowy', 0.12650433853466184),\n",
              "  ('plaża', 0.12525223649544062),\n",
              "  ('morski', 0.05703531013675651),\n",
              "  ('plazy', 0.023847143448111167),\n",
              "  ('nadbrzeżny', 0.01923006192979831),\n",
              "  ('plażojada', 0.01923006192979831),\n",
              "  ('plażówka', 0.01775564335485953),\n",
              "  ('jezioro', 0.012504735038948424),\n",
              "  ('kąpielisko', 0.012423508559247069),\n",
              "  ('karaibski', 0.010875298565917237)],\n",
              " 37: [('krakowski', 0.053691741634697365),\n",
              "  ('lewandowskiego', 0.032846379072636864),\n",
              "  ('wieniawskiego', 0.028541117081581302),\n",
              "  ('dąbrowski', 0.025737935276890805),\n",
              "  ('piotrkowski', 0.025065242622355075),\n",
              "  ('mickiewicza', 0.023650643072655415),\n",
              "  ('nieborowska', 0.018575820531846213),\n",
              "  ('łukasiewicz', 0.018575820531846213),\n",
              "  ('krośnianin', 0.018575820531846213),\n",
              "  ('mistrzejowicka', 0.018575820531846213)],\n",
              " 38: [('festiwal', 0.11868827069279),\n",
              "  ('święto', 0.09168283150835674),\n",
              "  ('kulturalny', 0.03333286079491569),\n",
              "  ('urodziny', 0.028813626654199957),\n",
              "  ('tradycja', 0.026623154021318377),\n",
              "  ('rocznica', 0.02544941788050169),\n",
              "  ('jubileuszowy', 0.023325481472764413),\n",
              "  ('festyn', 0.02140427464156905),\n",
              "  ('japoński', 0.02126728295444886),\n",
              "  ('fest', 0.01980696786586114)],\n",
              " 39: [('międzyszkolny', 0.017727735156670348),\n",
              "  ('przyszkolny', 0.016510462635717822),\n",
              "  ('bieżnia', 0.015336754030212701),\n",
              "  ('sąsiedztwo', 0.013850623456215532),\n",
              "  ('wysportowani', 0.01296225627682536),\n",
              "  ('baczyńskiego', 0.010674723932068437),\n",
              "  ('przedszkolak', 0.010141885958987846),\n",
              "  ('marszałkowski', 0.010108657090144175),\n",
              "  ('odległy', 0.008436409324759492),\n",
              "  ('lokalowy', 0.008436409324759492)],\n",
              " 40: [('warszawa', 0.10582509988544314),\n",
              "  ('warszawski', 0.08603062759113246),\n",
              "  ('poznański', 0.05605585100470418),\n",
              "  ('polski', 0.027613299445840185),\n",
              "  ('bazgroły', 0.025859496482613865),\n",
              "  ('dostępny', 0.019431855998136505),\n",
              "  ('polonez', 0.019080550951465255),\n",
              "  ('jaskółkownika', 0.014624484624094084),\n",
              "  ('krzyżacki', 0.014624484624094084),\n",
              "  ('polske', 0.014624484624094084)],\n",
              " 41: [('taniec', 0.17395564876845532),\n",
              "  ('taneczny', 0.1515024861787295),\n",
              "  ('potańcówka', 0.08151414464859313),\n",
              "  ('tango', 0.07762440274704126),\n",
              "  ('tańczyć', 0.056597371050160536),\n",
              "  ('dance', 0.05371352233367212),\n",
              "  ('emocjonalny', 0.023564717180177382),\n",
              "  ('tańce', 0.023564717180177382),\n",
              "  ('emocja', 0.02148540893346885),\n",
              "  ('tanczenia', 0.01533695951603713)],\n",
              " 42: [('jakość', 0.09228047693968423),\n",
              "  ('powietrze', 0.08254668851989695),\n",
              "  ('czujnik', 0.06604617203912443),\n",
              "  ('smog', 0.04365843637972867),\n",
              "  ('klimatyzacja', 0.03132446624524572),\n",
              "  ('zanieczyszczenie', 0.02560910099258586),\n",
              "  ('tlen', 0.020464891623643244),\n",
              "  ('airly', 0.018490444163267606),\n",
              "  ('oczyszczacz', 0.01716799306023918),\n",
              "  ('monitorowania', 0.015286630415455874)],\n",
              " 43: [('górka', 0.07099720055306219),\n",
              "  ('wspinaczkowy', 0.07065184814237856),\n",
              "  ('góra', 0.05674576446811631),\n",
              "  ('magnoliowy', 0.04923396732905833),\n",
              "  ('wzgórze', 0.03312215288041347),\n",
              "  ('górski', 0.023084221985087458),\n",
              "  ('wspinaczka', 0.021994603254893563),\n",
              "  ('skalny', 0.019693586931623333),\n",
              "  ('skałka', 0.017576453466552455),\n",
              "  ('pogórze', 0.014181084987379569)],\n",
              " 44: [('sport', 0.03600345207213974),\n",
              "  ('racing', 0.03191373805612007),\n",
              "  ('mistrzostwo', 0.029774266981255293),\n",
              "  ('sportowo', 0.02513165366234238),\n",
              "  ('amatorski', 0.024733265581165106),\n",
              "  ('hokej', 0.022852990597820134),\n",
              "  ('rataj', 0.02184546981463544),\n",
              "  ('atletyk', 0.019547105265537518),\n",
              "  ('sportopwe', 0.019547105265537518),\n",
              "  ('dąbrówkolandia', 0.019547105265537518)],\n",
              " 45: [('pawiaku', 0.018458174627206055),\n",
              "  ('cechowy', 0.017042938647770928),\n",
              "  ('cmentarny', 0.013619450853663681),\n",
              "  ('drewnowską', 0.01320834078156461),\n",
              "  ('lutomierski', 0.012204214874228552),\n",
              "  ('starodębskiej', 0.010438768256988622),\n",
              "  ('baśń', 0.010438768256988622),\n",
              "  ('julkowisko', 0.010438768256988622),\n",
              "  ('podwórze', 0.009933403125044786),\n",
              "  ('kazimierza', 0.009933403125044786)],\n",
              " 46: [('polski', 0.022925528845472658),\n",
              "  ('warszawski', 0.01879622151964379),\n",
              "  ('krupinskiego', 0.011299715877552427),\n",
              "  ('szczególowo', 0.011299715877552427),\n",
              "  ('stowackiego', 0.009818632158407245),\n",
              "  ('józefa', 0.009797157081797198),\n",
              "  ('saper', 0.009341829698334147),\n",
              "  ('majdański', 0.008337548439262063),\n",
              "  ('lesznie', 0.008337548439262063),\n",
              "  ('wielkopolski', 0.008164830149901712)],\n",
              " 47: [('psi', 0.11963678107713376),\n",
              "  ('wybieg', 0.1081464119576471),\n",
              "  ('pies', 0.06705889286343421),\n",
              "  ('torebka', 0.026658392065977927),\n",
              "  ('świerczewo', 0.026658392065977927),\n",
              "  ('dąbie', 0.026658392065977927),\n",
              "  ('burowca', 0.02307432703608696),\n",
              "  ('hubka', 0.018236018936751464),\n",
              "  ('smycz', 0.018236018936751464),\n",
              "  ('spuścić', 0.018236018936751464)],\n",
              " 48: [('fontanna', 0.23337138233461882),\n",
              "  ('orzeł', 0.032763546614010916),\n",
              "  ('wodotrysk', 0.03170650599082059),\n",
              "  ('podolanka', 0.02289293086880751),\n",
              "  ('fontany', 0.02289293086880751),\n",
              "  ('staszica', 0.022055645080253976),\n",
              "  ('łazek', 0.01892630432389775),\n",
              "  ('podświetlać', 0.01892630432389775),\n",
              "  ('orunia', 0.016891656578245217),\n",
              "  ('falenicy', 0.016381773307005458)],\n",
              " 49: [('aleksandria', 0.034669278884872576),\n",
              "  ('siedlcach', 0.030786245175739777),\n",
              "  ('rewaloryzacja', 0.02655534753744258),\n",
              "  ('szutrowy', 0.016779388050124983),\n",
              "  ('renowacja', 0.01479229460915534),\n",
              "  ('wawrzyńskiej', 0.013867711553949027),\n",
              "  ('przebudowa', 0.012701613133120241),\n",
              "  ('bałtycki', 0.011026891714827146),\n",
              "  ('zjednocznych', 0.01027734400559189),\n",
              "  ('rewitalizcja', 0.01027734400559189)],\n",
              " 50: [('hospicjum', 0.047901134606560265),\n",
              "  ('przystańmam', 0.033470044498066676),\n",
              "  ('kimono', 0.0309038096366226),\n",
              "  ('mtodziez', 0.02908303702616829),\n",
              "  ('półkolonia', 0.028345081687029965),\n",
              "  ('czułowie', 0.027670736068483418),\n",
              "  ('przewijania', 0.023950567303280133),\n",
              "  ('karmienie', 0.022680499610481707),\n",
              "  ('pałac', 0.02162319527717053),\n",
              "  ('przytulaki', 0.018928525984982535)],\n",
              " 51: [('szpital', 0.09324015734083589),\n",
              "  ('medyczny', 0.07234644966608873),\n",
              "  ('pacjent', 0.04227591895030608),\n",
              "  ('lekarz', 0.04033188467546476),\n",
              "  ('ambulans', 0.03864995149470872),\n",
              "  ('lekarski', 0.03393753799133242),\n",
              "  ('aparat', 0.028796846269923577),\n",
              "  ('respirator', 0.027026578907304633),\n",
              "  ('szpitalny', 0.01983497567411131),\n",
              "  ('prokocimiu', 0.019513900482267657)],\n",
              " 52: [('ptak', 0.11090005258123463),\n",
              "  ('ptaszy', 0.041181769599732396),\n",
              "  ('skrzydlaty', 0.034606672550029395),\n",
              "  ('kaczkomat', 0.034606672550029395),\n",
              "  ('ptasi', 0.03154243004786606),\n",
              "  ('ptactwo', 0.029954007656345077),\n",
              "  ('pelikan', 0.02790642232556483),\n",
              "  ('falkowa', 0.025766764762988763),\n",
              "  ('giszowcu', 0.022108996000139446),\n",
              "  ('pturek', 0.01578209554420707)],\n",
              " 53: [('łużycki', 0.023700561381533994),\n",
              "  ('płowcami', 0.019186304175927305),\n",
              "  ('wydma', 0.01684970380876479),\n",
              "  ('żelechowa', 0.01684970380876479),\n",
              "  ('kleparski', 0.016292161459601856),\n",
              "  ('studnia', 0.013955561092439337),\n",
              "  ('młynówka', 0.012906231538030546),\n",
              "  ('żoliborski', 0.01268048113606697),\n",
              "  ('giszowieckiego', 0.012487294804289102),\n",
              "  ('szczytnickiego', 0.012487294804289102)],\n",
              " 54: [('biegowy', 0.16237168951470834),\n",
              "  ('biegacz', 0.1053839985898058),\n",
              "  ('biegać', 0.09580363508164164),\n",
              "  ('biegówka', 0.04620948191722117),\n",
              "  ('bieganiem', 0.04620948191722117),\n",
              "  ('maraton', 0.03964972941980844),\n",
              "  ('jog', 0.03395540717295561),\n",
              "  ('biegania', 0.03336446076147972),\n",
              "  ('wyścig', 0.028991292429871227),\n",
              "  ('bieg', 0.02667121088495409)],\n",
              " 55: [('koncert', 0.15964375530835023),\n",
              "  ('sacrum', 0.05266613008750246),\n",
              "  ('orkiestra', 0.051339812871864045),\n",
              "  ('muzyka', 0.037849534507812775),\n",
              "  ('koncertowy', 0.032617994215763106),\n",
              "  ('widownia', 0.030305255190226563),\n",
              "  ('cracovia', 0.030305255190226563),\n",
              "  ('rockowy', 0.02633306504375123),\n",
              "  ('chór', 0.024009482762329084),\n",
              "  ('antoniego', 0.019578595150675896)],\n",
              " 56: [('koszykówka', 0.20265784950500054),\n",
              "  ('ręczny', 0.02185443040550753),\n",
              "  ('koszykarz', 0.02094363180473083),\n",
              "  ('piłkarz', 0.018198494455978573),\n",
              "  ('dąbrówka', 0.015953924823268226),\n",
              "  ('piłka', 0.015005010817820762),\n",
              "  ('drużyna', 0.014986889639280241),\n",
              "  ('pilkochwytami', 0.011844384576741546),\n",
              "  ('koszykarski', 0.011844384576741546),\n",
              "  ('kossak', 0.011844384576741546)],\n",
              " 57: [('teatralny', 0.10657277962853505),\n",
              "  ('teatr', 0.07199533994175987),\n",
              "  ('podwieczorek', 0.06741230018938445),\n",
              "  ('spektakl', 0.05096777625556864),\n",
              "  ('przedstawienie', 0.032789686298946595),\n",
              "  ('aktorski', 0.02896083939160456),\n",
              "  ('teatrum', 0.019307226261069704),\n",
              "  ('teatrzyk', 0.018509822102086498),\n",
              "  ('filmowy', 0.018464072078455625),\n",
              "  ('widowiskowy', 0.015457265202774935)],\n",
              " 58: [('łodzianin', 0.037816226633012186),\n",
              "  ('łódź', 0.0377348991412772),\n",
              "  ('łódż', 0.03176136354771492),\n",
              "  ('smoczy', 0.030111323258011007),\n",
              "  ('łódzki', 0.029370308115905876),\n",
              "  ('pomorski', 0.027537955040727258),\n",
              "  ('karpacki', 0.02209506977934195),\n",
              "  ('kobra', 0.017962204838602044),\n",
              "  ('warkocz', 0.017962204838602044),\n",
              "  ('kamiński', 0.017962204838602044)],\n",
              " 59: [('ursynów', 0.13862551453861147),\n",
              "  ('ursynowie', 0.11395640605669372),\n",
              "  ('niedźwiadek', 0.051134225717197425),\n",
              "  ('niedźwiednik', 0.02687204590721982),\n",
              "  ('miś', 0.022818553623243535),\n",
              "  ('niedźwiedziniec', 0.017489515237586198),\n",
              "  ('ursynkiem', 0.017489515237586198),\n",
              "  ('ursynków', 0.017489515237586198),\n",
              "  ('niedźwiedzica', 0.017489515237586198),\n",
              "  ('niedźwiedź', 0.017489515237586198)],\n",
              " 60: [('fitness', 0.11557851440409893),\n",
              "  ('jog', 0.06049947020417945),\n",
              "  ('gimnastyk', 0.05174586224764607),\n",
              "  ('relaksacja', 0.0392473512133623),\n",
              "  ('aerobic', 0.03780331674191257),\n",
              "  ('gimnastyka', 0.03655243718571096),\n",
              "  ('tydzień', 0.030059255166414046),\n",
              "  ('gimnastyczny', 0.025225622209248594),\n",
              "  ('fitnessowe', 0.024769400612152388),\n",
              "  ('cotygodniowy', 0.02456562689554904)],\n",
              " 61: [('festyn', 0.11406960916724251),\n",
              "  ('rodzina', 0.09659011090194246),\n",
              "  ('rodzinny', 0.049784770215745316),\n",
              "  ('wartogłowiec', 0.03741444270491666),\n",
              "  ('day', 0.03429193918010888),\n",
              "  ('dzień', 0.02893079020029747),\n",
              "  ('kabaretowy', 0.02231870974348687),\n",
              "  ('stoczek', 0.02231870974348687),\n",
              "  ('angel', 0.02231870974348687),\n",
              "  ('uroczysko', 0.02123820892033829)],\n",
              " 62: [('stacja', 0.11321468798704151),\n",
              "  ('kinoteatr', 0.02567119917812881),\n",
              "  ('lubelski', 0.0195551748440545),\n",
              "  ('dwernickiego', 0.018941614900847788),\n",
              "  ('bydgoszczy', 0.017858393777963274),\n",
              "  ('zagórze', 0.016225033406015638),\n",
              "  ('kolejowy', 0.015068382566696611),\n",
              "  ('starogardzki', 0.01451799565838466),\n",
              "  ('ponikwoda', 0.01451799565838466),\n",
              "  ('trzepowo', 0.01451799565838466)],\n",
              " 63: [('jednorodzinny', 0.09579472771141041),\n",
              "  ('podolanach', 0.041964564841411776),\n",
              "  ('umultowskiej', 0.039926724190140456),\n",
              "  ('chrobry', 0.0368539183762481),\n",
              "  ('jagiełły', 0.033596612952150086),\n",
              "  ('lechicki', 0.033596612952150086),\n",
              "  ('szendzielarza', 0.027312393658696258),\n",
              "  ('wagmostawie', 0.027312393658696258),\n",
              "  ('chrobrego', 0.024525820504567593),\n",
              "  ('komórka', 0.024147338039701073)],\n",
              " 64: [('stadion', 0.1547702954392878),\n",
              "  ('trybuna', 0.043265675604608075),\n",
              "  ('glownej', 0.02328608032162799),\n",
              "  ('boczny', 0.02017352660608439),\n",
              "  ('pelnowymiarowe', 0.017865766995589647),\n",
              "  ('klubowy', 0.01649595244117017),\n",
              "  ('oswietlone', 0.01649595244117017),\n",
              "  ('stolarzowice', 0.015524053547751993),\n",
              "  ('zaplecze', 0.013588664173664586),\n",
              "  ('wybickiego', 0.012784424438913044)],\n",
              " 65: [('językowy', 0.1849135784881911),\n",
              "  ('język', 0.11563396578586616),\n",
              "  ('hiszpański', 0.044659773682192414),\n",
              "  ('jezykowa', 0.044659773682192414),\n",
              "  ('jezyków', 0.03224553067496668),\n",
              "  ('językowo', 0.03224553067496668),\n",
              "  ('alfabet', 0.028019023476430427),\n",
              "  ('jezykowe', 0.028019023476430427),\n",
              "  ('włoski', 0.026658392065977927),\n",
              "  ('dwujęzyczny', 0.025546675256258693)],\n",
              " 66: [('bike', 0.04340723222908081),\n",
              "  ('pumptrack', 0.02589123694193043),\n",
              "  ('wózkarzy', 0.019622512173263582),\n",
              "  ('rolkarz', 0.019015574325378166),\n",
              "  ('bikepark', 0.018118003423326052),\n",
              "  ('jazda', 0.016492814926800173),\n",
              "  ('speedrowerowy', 0.011097243434609426),\n",
              "  ('biathlon', 0.011097243434609426),\n",
              "  ('kotobrzeska', 0.011097243434609426),\n",
              "  ('rowero', 0.011097243434609426)],\n",
              " 67: [('gen', 0.07786301710763616),\n",
              "  ('sterylizuj', 0.06708204160780423),\n",
              "  ('reagana', 0.06431149869046111),\n",
              "  ('brochowski', 0.05370553457314503),\n",
              "  ('lublinek', 0.045959136747419915),\n",
              "  ('pułaskiego', 0.03446935256056494),\n",
              "  ('orzeł', 0.027621822145388764),\n",
              "  ('lelechowskiej', 0.021829978873191533),\n",
              "  ('pawełka', 0.021829978873191533),\n",
              "  ('karłowicki', 0.021829978873191533)],\n",
              " 68: [('strażak', 0.1180945734552713),\n",
              "  ('pożarny', 0.10777863657268147),\n",
              "  ('straża', 0.09956050978724548),\n",
              "  ('ubranie', 0.04496066891784072),\n",
              "  ('ratowniczy', 0.037240287560979565),\n",
              "  ('strażacki', 0.029973779278560483),\n",
              "  ('ratownik', 0.02220483470024978),\n",
              "  ('ratowania', 0.019855585435480525),\n",
              "  ('straż', 0.019337829396381664),\n",
              "  ('pożar', 0.018198494455978573)],\n",
              " 69: [('cmentarz', 0.22808909023987928),\n",
              "  ('rakowicki', 0.024092332713870318),\n",
              "  ('olenderskiego', 0.024092332713870318),\n",
              "  ('grobla', 0.023894129121638817),\n",
              "  ('lapidarium', 0.019917887466152074),\n",
              "  ('staromiejski', 0.017240043890288204),\n",
              "  ('mur', 0.014912820091809888),\n",
              "  ('mauzoleum', 0.013625089319486288),\n",
              "  ('nekropolia', 0.013625089319486288),\n",
              "  ('brzózka', 0.013625089319486288)],\n",
              " 70: [('samochód', 0.12275379064378615),\n",
              "  ('ratowniczy', 0.03839148921786608),\n",
              "  ('ratowniczo', 0.03245188927410306),\n",
              "  ('road', 0.027759931919656353),\n",
              "  ('kierowca', 0.024338916955577293),\n",
              "  ('pojazda', 0.021992938278353937),\n",
              "  ('pojazd', 0.020058480368262476),\n",
              "  ('przewóz', 0.018811123036515012),\n",
              "  ('auto', 0.018354370401398847),\n",
              "  ('szybki', 0.016525988804190365)],\n",
              " 71: [('kościół', 0.1621548974562824),\n",
              "  ('kościelny', 0.042653427305564685),\n",
              "  ('papież', 0.0408746804100139),\n",
              "  ('papieski', 0.035727818945753935),\n",
              "  ('święty', 0.03193525863563191),\n",
              "  ('biskup', 0.02622087028138617),\n",
              "  ('biskupice', 0.025796424539973342),\n",
              "  ('biskupinie', 0.025796424539973342),\n",
              "  ('katedralny', 0.021326713652782343),\n",
              "  ('jezuicki', 0.014588815149401172)],\n",
              " 72: [('muzyk', 0.09575246156748199),\n",
              "  ('rytmiczny', 0.05798830092770139),\n",
              "  ('muzyka', 0.05223722211854338),\n",
              "  ('muzyczny', 0.0516292573621879),\n",
              "  ('ukulele', 0.0506865251479554),\n",
              "  ('dźwięk', 0.041891045628365056),\n",
              "  ('kompozytor', 0.041891045628365056),\n",
              "  ('piosenka', 0.03629592624359668),\n",
              "  ('instrument', 0.02618816355652776),\n",
              "  ('śpiewać', 0.02419728416239779)],\n",
              " 73: [('dorosły', 0.03350943781548149),\n",
              "  ('dziecięcy', 0.031040868087395018),\n",
              "  ('autorski', 0.026141183812680064),\n",
              "  ('wydawniczy', 0.020371391619891464),\n",
              "  ('młodzież', 0.020076105430883357),\n",
              "  ('książkowy', 0.016828084447283342),\n",
              "  ('młodziezy', 0.014953535528136202),\n",
              "  ('książkomania', 0.013220667576736338),\n",
              "  ('kulturotece', 0.012207004806465927),\n",
              "  ('gazetka', 0.012207004806465927)],\n",
              " 74: [('zagajnikowej', 0.03853349979148503),\n",
              "  ('starodrzewo', 0.030709446054002332),\n",
              "  ('zasadzenie', 0.02313729005195242),\n",
              "  ('pradnik', 0.022173027382367025),\n",
              "  ('narożnik', 0.022173027382367025),\n",
              "  ('liść', 0.020472964036001556),\n",
              "  ('zagajnik', 0.020472964036001556),\n",
              "  ('krzew', 0.018868130949056976),\n",
              "  ('zasadzić', 0.016920352462051015),\n",
              "  ('przesadzać', 0.012539652434495768)],\n",
              " 75: [('teatr', 0.22253105072907597),\n",
              "  ('teatralny', 0.12444255883897629),\n",
              "  ('spektakl', 0.08401960691827072),\n",
              "  ('teatralia', 0.04578586173761502),\n",
              "  ('opera', 0.04227534132109412),\n",
              "  ('teatrum', 0.039784587447052724),\n",
              "  ('scena', 0.036905049515920725),\n",
              "  ('marionetka', 0.02589356801408866),\n",
              "  ('romeo', 0.02589356801408866),\n",
              "  ('gliwicach', 0.02589356801408866)],\n",
              " 76: [('kieszeniowy', 0.042476040407185015),\n",
              "  ('miechowita', 0.042476040407185015),\n",
              "  ('saski', 0.024827650227777637),\n",
              "  ('turzyn', 0.024021743820299115),\n",
              "  ('taczacy', 0.024021743820299115),\n",
              "  ('kłodawce', 0.024021743820299115),\n",
              "  ('skorupski', 0.024021743820299115),\n",
              "  ('harcerski', 0.02218906334446811),\n",
              "  ('rugiańskiej', 0.021238020203592507),\n",
              "  ('ołbińskiej', 0.021238020203592507)],\n",
              " 77: [('hulajnoga', 0.050204968499437105),\n",
              "  ('miasteczko', 0.017634953765394683),\n",
              "  ('pumptrack', 0.015390545036339126),\n",
              "  ('ostródzka', 0.014842218886487546),\n",
              "  ('pumpy', 0.014842218886487546),\n",
              "  ('fotelik', 0.014842218886487546),\n",
              "  ('mulda', 0.014842218886487546),\n",
              "  ('płocku', 0.013709867922512553),\n",
              "  ('boernerowie', 0.013122250696512494),\n",
              "  ('czestochowskim', 0.013122250696512494)],\n",
              " 78: [('zewnętrzny', 0.027727246652600738),\n",
              "  ('namysłowski', 0.0249446558051629),\n",
              "  ('uczeń', 0.01510535195120359),\n",
              "  ('zespół', 0.014393829548959063),\n",
              "  ('kuźnicka', 0.014107108988807737),\n",
              "  ('bilardowy', 0.014107108988807737),\n",
              "  ('kuźnicki', 0.01247232790258145),\n",
              "  ('infratruktury', 0.01247232790258145),\n",
              "  ('teatralno', 0.01247232790258145),\n",
              "  ('mechanika', 0.01247232790258145)],\n",
              " 79: [('literacki', 0.12966039627048706),\n",
              "  ('literatura', 0.07723101160465755),\n",
              "  ('poetycki', 0.06313968003344445),\n",
              "  ('książkomat', 0.05653417627784974),\n",
              "  ('poeta', 0.05417656993999688),\n",
              "  ('booków', 0.030142306564366207),\n",
              "  ('książkosfera', 0.02578195780713138),\n",
              "  ('książkoławki', 0.02578195780713138),\n",
              "  ('poezja', 0.02578195780713138),\n",
              "  ('literat', 0.02578195780713138)],\n",
              " 80: [('woda', 0.17756224291372752),\n",
              "  ('źródełko', 0.05513106059163246),\n",
              "  ('utonięcie', 0.02827766061621286),\n",
              "  ('wodny', 0.025895492390771255),\n",
              "  ('picie', 0.018404351419244555),\n",
              "  ('wilgą', 0.018404351419244555),\n",
              "  ('pijalnia', 0.018404351419244555),\n",
              "  ('reka', 0.018404351419244555),\n",
              "  ('przeciwpożarowy', 0.018404351419244555),\n",
              "  ('powódź', 0.018404351419244555)],\n",
              " 81: [('toaleta', 0.3005349463694346),\n",
              "  ('automatyczny', 0.06945493598335183),\n",
              "  ('łazienkowska', 0.022402300416683448),\n",
              "  ('samoczyszczące', 0.022402300416683448),\n",
              "  ('dostępny', 0.01984426742381481),\n",
              "  ('pee', 0.01980624356065369),\n",
              "  ('parka', 0.019796702315487347),\n",
              "  ('publiczny', 0.018444812175947352),\n",
              "  ('silnicy', 0.01828764765013622),\n",
              "  ('elektryfikacja', 0.01828764765013622)],\n",
              " 82: [('łódź', 0.024153789445762148),\n",
              "  ('zoo', 0.023453992131301674),\n",
              "  ('potokowy', 0.021030296796954645),\n",
              "  ('statek', 0.01846912614278795),\n",
              "  ('łódzki', 0.017904462430382895),\n",
              "  ('kajakowy', 0.015296827833589115),\n",
              "  ('łodzianin', 0.014408241955140799),\n",
              "  ('siarczana', 0.013687446707676156),\n",
              "  ('falskiej', 0.013687446707676156),\n",
              "  ('brynickiej', 0.013687446707676156)],\n",
              " 83: [('piramida', 0.029373106052918936),\n",
              "  ('krasnalowy', 0.028897634047511122),\n",
              "  ('mieszczacy', 0.026681977719051207),\n",
              "  ('karuzel', 0.022894288207794673),\n",
              "  ('karuzela', 0.022894288207794673),\n",
              "  ('sławocieszu', 0.016342661779383826),\n",
              "  ('krzeselkami', 0.016342661779383826),\n",
              "  ('fungopolis', 0.016342661779383826),\n",
              "  ('łynostradzie', 0.016342661779383826),\n",
              "  ('karuzelin', 0.016342661779383826)],\n",
              " 84: [('mokotowie', 0.01829503151860265),\n",
              "  ('wnuka', 0.01801630786522434),\n",
              "  ('zabianka', 0.01801630786522434),\n",
              "  ('fuczniczy', 0.01801630786522434),\n",
              "  ('korowód', 0.01801630786522434),\n",
              "  ('krakowiec', 0.01801630786522434),\n",
              "  ('aniotki', 0.01801630786522434),\n",
              "  ('wojciech', 0.015928515152694386),\n",
              "  ('jasien', 0.015928515152694386),\n",
              "  ('bretowo', 0.015928515152694386)],\n",
              " 85: [('grzybowicach', 0.026041610253793975),\n",
              "  ('gliwy', 0.026041610253793975),\n",
              "  ('słocina', 0.023317206927042027),\n",
              "  ('położonego', 0.02152268833172889),\n",
              "  ('padel', 0.015950437896678615),\n",
              "  ('sierakowska', 0.015950437896678615),\n",
              "  ('społem', 0.015950437896678615),\n",
              "  ('giszowca', 0.015950437896678615),\n",
              "  ('wykonawczy', 0.014102045415185427),\n",
              "  ('krzesetek', 0.014102045415185427)],\n",
              " 86: [('bezdomność', 0.28095301826542485),\n",
              "  ('ograniczanie', 0.22894404824141898),\n",
              "  ('ograniczenie', 0.0725158462600261),\n",
              "  ('bezdomny', 0.062326238693642004),\n",
              "  ('zapobieganie', 0.038793099463207636),\n",
              "  ('posiłek', 0.030140752608557843),\n",
              "  ('schronisko', 0.02329331767087735),\n",
              "  ('ubogi', 0.018461154973007654),\n",
              "  ('bezdomnosc', 0.018461154973007654),\n",
              "  ('przydatny', 0.01632181182313128)],\n",
              " 87: [('ogłoszeniowy', 0.12835301956058798),\n",
              "  ('informacyjny', 0.10665937935486505),\n",
              "  ('reklamowy', 0.04507201774695112),\n",
              "  ('promocja', 0.03737815670262203),\n",
              "  ('tabliczka', 0.03601820925761211),\n",
              "  ('informacyjno', 0.03254318172735098),\n",
              "  ('internetowy', 0.03227545441353674),\n",
              "  ('ogłoszenie', 0.02827766061621286),\n",
              "  ('informacja', 0.02239445676706216),\n",
              "  ('platforma', 0.019746618393936613)],\n",
              " 88: [('workout', 0.18403626814441124),\n",
              "  ('workoutu', 0.09236057709534098),\n",
              "  ('kalisteniki', 0.0540908519012243),\n",
              "  ('kalistenika', 0.05202022471850479),\n",
              "  ('ćwiczenie', 0.03981534340276584),\n",
              "  ('streetworkout', 0.03299604753826702),\n",
              "  ('workoutem', 0.02257137438209238),\n",
              "  ('kalistenki', 0.019955724644130323),\n",
              "  ('aktywnosci', 0.019729195330324578),\n",
              "  ('stanowisko', 0.019225864202032712)],\n",
              " 89: [('jordanowski', 0.21908617237765068),\n",
              "  ('jordana', 0.12123570407971372),\n",
              "  ('ogródek', 0.08584639130091978),\n",
              "  ('jordanka', 0.06188713602874868),\n",
              "  ('jordanek', 0.03094356801437434),\n",
              "  ('chabrowy', 0.02477326005562582),\n",
              "  ('orgódku', 0.020139441788735623),\n",
              "  ('egipski', 0.020139441788735623),\n",
              "  ('jordanowskim', 0.020139441788735623),\n",
              "  ('libana', 0.017805612897961398)],\n",
              " 90: [('multimedialny', 0.16459714908117717),\n",
              "  ('multimedia', 0.06761356487653038),\n",
              "  ('projektor', 0.04283988264813125),\n",
              "  ('nagraniowy', 0.039911449288260646),\n",
              "  ('mediateka', 0.03958310446943185),\n",
              "  ('wideo', 0.034680149812336525),\n",
              "  ('konsola', 0.034680149812336525),\n",
              "  ('pracownia', 0.026612763273367007),\n",
              "  ('sprzęt', 0.02539475789191264),\n",
              "  ('digital', 0.02257137438209238)],\n",
              " 91: [('rodzice', 0.081877656319363),\n",
              "  ('opiekun', 0.04517333325913223),\n",
              "  ('mindfulness', 0.03100191696880235),\n",
              "  ('nastolatek', 0.029175364127838666),\n",
              "  ('rodzicielstwo', 0.027758579675050032),\n",
              "  ('rozwojowy', 0.022752501196546728),\n",
              "  ('świadomy', 0.0216918403415425),\n",
              "  ('konsultacja', 0.019988576934592155),\n",
              "  ('rozwojowo', 0.01898861654366502),\n",
              "  ('parentingowe', 0.01898861654366502)],\n",
              " 92: [('muzyczny', 0.13841238754798055),\n",
              "  ('bębniarski', 0.05358740350011183),\n",
              "  ('instrument', 0.03309786851823552),\n",
              "  ('orkiestra', 0.031342731240140906),\n",
              "  ('muzykowanie', 0.02847114823665522),\n",
              "  ('muzyczno', 0.025492573170964317),\n",
              "  ('rytmiczny', 0.024429473714439796),\n",
              "  ('muzyka', 0.022006643137403845),\n",
              "  ('musicalowy', 0.017438525397243384),\n",
              "  ('muzykobranie', 0.017438525397243384)],\n",
              " 93: [('kraska', 0.06807584963162355),\n",
              "  ('bluszczańska', 0.06807584963162355),\n",
              "  ('grzegórzki', 0.06807584963162355),\n",
              "  ('wisłą', 0.04499222566056355),\n",
              "  ('chynów', 0.04430677193521838),\n",
              "  ('czyżynianina', 0.04430677193521838),\n",
              "  ('czyzynianina', 0.04430677193521838),\n",
              "  ('majakowskiego', 0.04430677193521838),\n",
              "  ('tkacki', 0.04430677193521838),\n",
              "  ('duchackie', 0.03917234837551508)],\n",
              " 94: [('nowosci', 0.14816779290601412),\n",
              "  ('wydawniczy', 0.1438871527055531),\n",
              "  ('aninianinami', 0.08126349997807399),\n",
              "  ('nowość', 0.06305847220180093),\n",
              "  ('czasopismo', 0.05080245135751589),\n",
              "  ('graficzny', 0.031149849383096097),\n",
              "  ('wydawniczcyh', 0.022235740562284313),\n",
              "  ('aninianami', 0.022235740562284313),\n",
              "  ('redakcja', 0.0196589852442176),\n",
              "  ('publikacja', 0.01815168000961476)],\n",
              " 95: [('pomnik', 0.16433296907121214),\n",
              "  ('rzeźba', 0.12060420011116066),\n",
              "  ('koszary', 0.04078508742723009),\n",
              "  ('poeta', 0.03718628469254224),\n",
              "  ('ptolemeusza', 0.03129152089168364),\n",
              "  ('karpińskim', 0.03129152089168364),\n",
              "  ('pamiątkowy', 0.02586968224154071),\n",
              "  ('tatrzański', 0.022901332807032472),\n",
              "  ('upamiętnienie', 0.02176821963467713),\n",
              "  ('pułaskiego', 0.01862840749821458)],\n",
              " 96: [('kot', 0.12280918741950186),\n",
              "  ('wolnozyjacych', 0.046259595806724056),\n",
              "  ('maczek', 0.04062587982079698),\n",
              "  ('szczur', 0.03277048270192195),\n",
              "  ('bytować', 0.03277048270192195),\n",
              "  ('koci', 0.03230361230551711),\n",
              "  ('pomózmy', 0.029342122810875032),\n",
              "  ('czipowanie', 0.02811848820151963),\n",
              "  ('lokator', 0.02007185976931034),\n",
              "  ('zyjacych', 0.02007185976931034)],\n",
              " 97: [('piłka', 0.10590283538649883),\n",
              "  ('piłkarski', 0.09094852921574846),\n",
              "  ('futbol', 0.029172318521921693),\n",
              "  ('alternatywa', 0.022344885204999877),\n",
              "  ('turniej', 0.019204146165688735),\n",
              "  ('komputer', 0.018185626326178945),\n",
              "  ('klon', 0.01685063885044087),\n",
              "  ('trening', 0.015659810935565194),\n",
              "  ('sztuczny', 0.015105498167304967),\n",
              "  ('skocznia', 0.014636025214882121)],\n",
              " 98: [('asfaltowy', 0.16956711525593252),\n",
              "  ('asfalt', 0.13138053444982567),\n",
              "  ('nakładka', 0.12855218775535468),\n",
              "  ('warstwa', 0.036676652742655386),\n",
              "  ('wykruszanie', 0.020914035703686995),\n",
              "  ('skrzetlewskiej', 0.020914035703686995),\n",
              "  ('knaka', 0.020914035703686995),\n",
              "  ('płasko', 0.020914035703686995),\n",
              "  ('paździorków', 0.020914035703686995),\n",
              "  ('oporowie', 0.018490444163267606)],\n",
              " 99: [('gródka', 0.03147342363105883),\n",
              "  ('zakrzówku', 0.03147342363105883),\n",
              "  ('zagrać', 0.02672584020256606),\n",
              "  ('cztuchowska', 0.02048429524402219),\n",
              "  ('wyciaski', 0.02048429524402219),\n",
              "  ('piechotkowy', 0.02048429524402219),\n",
              "  ('wulkaniki', 0.02048429524402219),\n",
              "  ('przylasek', 0.018110503529775803),\n",
              "  ('jeleniogórski', 0.018110503529775803),\n",
              "  ('zgorzelisko', 0.018110503529775803)],\n",
              " 100: [('podwórkowy', 0.059560208507795386),\n",
              "  ('frisbee', 0.0531484123687893),\n",
              "  ('rzucać', 0.0531484123687893),\n",
              "  ('bojar', 0.0531484123687893),\n",
              "  ('grać', 0.04826560805799149),\n",
              "  ('bawić', 0.04241634573560984),\n",
              "  ('klocek', 0.042107082834436434),\n",
              "  ('zagrać', 0.03921580572436829),\n",
              "  ('zwiekszamy', 0.030057357845499903),\n",
              "  ('freesbee', 0.030057357845499903)],\n",
              " 101: [('elewacja', 0.0321572880827721),\n",
              "  ('kamienica', 0.03121512301001446),\n",
              "  ('schodowy', 0.03036880456318737),\n",
              "  ('uszkodzić', 0.023670365774160596),\n",
              "  ('frontowy', 0.022799457978526366),\n",
              "  ('czyszczenie', 0.0213796024515156),\n",
              "  ('pomieszczenie', 0.017883162714801604),\n",
              "  ('budowlany', 0.017463516685640203),\n",
              "  ('rusztowan', 0.016896650314278193),\n",
              "  ('hydrofobizacja', 0.016896650314278193)],\n",
              " 102: [('ogrodzenie', 0.10695254469977482),\n",
              "  ('wokół', 0.034268298383132244),\n",
              "  ('krasnoludek', 0.02637539666181813),\n",
              "  ('mastalerza', 0.02637539666181813),\n",
              "  ('przedszkolny', 0.01585890286710906),\n",
              "  ('chotomskiej', 0.014916244915846585),\n",
              "  ('pętelka', 0.014916244915846585),\n",
              "  ('szkoplnego', 0.014916244915846585),\n",
              "  ('bulodromów', 0.014916244915846585),\n",
              "  ('petanque', 0.013187698330909065)],\n",
              " 103: [('tramwaj', 0.1898277187441215),\n",
              "  ('tramwajowy', 0.11538704573966614),\n",
              "  ('tapicerować', 0.033683229494869654),\n",
              "  ('prosnę', 0.033683229494869654),\n",
              "  ('metro', 0.03264138395343577),\n",
              "  ('siedzenie', 0.031100649188448223),\n",
              "  ('tramwajarz', 0.031100649188448223),\n",
              "  ('pociąg', 0.025703847529931004),\n",
              "  ('turystyczny', 0.025310920710948502),\n",
              "  ('pętla', 0.020362419836411672)],\n",
              " 104: [('piłka', 0.118091383838953),\n",
              "  ('piłkarski', 0.10091882252549629),\n",
              "  ('futbol', 0.05240914366492425),\n",
              "  ('syntetyczny', 0.04914531992101638),\n",
              "  ('turniej', 0.03234464553068516),\n",
              "  ('flagowy', 0.029838440585289547),\n",
              "  ('żerniki', 0.028389456485846627),\n",
              "  ('sztuczny', 0.027137583287582517),\n",
              "  ('rugby', 0.026204571832462126),\n",
              "  ('terlikówka', 0.019420176010566496)],\n",
              " 105: [('leśny', 0.13075929736049224),\n",
              "  ('zakrzówek', 0.044253280591586064),\n",
              "  ('kryjówka', 0.04086026713461398),\n",
              "  ('spacerowy', 0.03170514838075098),\n",
              "  ('łagiewnicki', 0.030785180905945057),\n",
              "  ('runo', 0.02502683770399364),\n",
              "  ('forest', 0.02502683770399364),\n",
              "  ('kiełpinka', 0.02502683770399364),\n",
              "  ('spacerek', 0.02502683770399364),\n",
              "  ('naturalistyczny', 0.022126640295793032)],\n",
              " 106: [('żwirowy', 0.08226499204170132),\n",
              "  ('dąbrówka', 0.058382116201090246),\n",
              "  ('zaściankowy', 0.04598493070169161),\n",
              "  ('platany', 0.04598493070169161),\n",
              "  ('suwałkach', 0.0421924547785229),\n",
              "  ('płyta', 0.036699360006027644),\n",
              "  ('skrzyżowaniez', 0.0260061487445847),\n",
              "  ('włókniarz', 0.02437704679049161),\n",
              "  ('wiączyń', 0.022992465350845804),\n",
              "  ('kolendrowy', 0.022992465350845804)],\n",
              " 107: [('huśtawka', 0.1317734358015967),\n",
              "  ('wilga', 0.12587008611531111),\n",
              "  ('gajowa', 0.08529462952733122),\n",
              "  ('hamakowo', 0.08529462952733122),\n",
              "  ('cantata', 0.08529462952733122),\n",
              "  ('rzeszowie', 0.08115091317595981),\n",
              "  ('karuzel', 0.06757507648429718),\n",
              "  ('tężnia', 0.06469467639256973),\n",
              "  ('kazimierzu', 0.06293504305765556),\n",
              "  ('racławickiej', 0.06103531667610098)],\n",
              " 108: [('szafka', 0.06467181092492036),\n",
              "  ('palm', 0.03818243343461759),\n",
              "  ('replika', 0.03317776065079126),\n",
              "  ('broń', 0.03317776065079126),\n",
              "  ('zewnetrznych', 0.03317776065079126),\n",
              "  ('ekran', 0.03310519504896093),\n",
              "  ('sprzęt', 0.032392831968023346),\n",
              "  ('izba', 0.029137213445481352),\n",
              "  ('muzealny', 0.027322668836954955),\n",
              "  ('wyposazenia', 0.02413254066165503)],\n",
              " 109: [('przyszły', 0.08483139293500562),\n",
              "  ('ogólnorozwojowy', 0.08069565821537515),\n",
              "  ('stworzyć', 0.06548773679168338),\n",
              "  ('gwiazda', 0.06231100727508424),\n",
              "  ('wychowywać', 0.057009589906352534),\n",
              "  ('uczyć', 0.04727035749349495),\n",
              "  ('edukacyjno', 0.0204847921939044),\n",
              "  ('wychowawczy', 0.018190451464244212),\n",
              "  ('młodzież', 0.017664255201454055),\n",
              "  ('zaawansowanie', 0.013421997539833844)],\n",
              " 110: [('modrzewiowy', 0.020844053442917537),\n",
              "  ('infrastruktura', 0.01841131156032184),\n",
              "  ('parkingowy', 0.0156710210518432),\n",
              "  ('bronowice', 0.015662690881583403),\n",
              "  ('swierczyny', 0.014879139828991245),\n",
              "  ('darwina', 0.014879139828991245),\n",
              "  ('zywoptotów', 0.014879139828991245),\n",
              "  ('cooltury', 0.014879139828991245),\n",
              "  ('uregulować', 0.014879139828991245),\n",
              "  ('dąbrówka', 0.013361081319652494)],\n",
              " 111: [('wiktorską', 0.03685203505710478),\n",
              "  ('wielunskiej', 0.02084116449914453),\n",
              "  ('sokolów', 0.02084116449914453),\n",
              "  ('zabaww', 0.02084116449914453),\n",
              "  ('wiatraczny', 0.017013247117025683),\n",
              "  ('jodłowy', 0.017013247117025683),\n",
              "  ('klimontowie', 0.017013247117025683),\n",
              "  ('gołębiej', 0.017013247117025683),\n",
              "  ('makuszynskiego', 0.016010870557960244),\n",
              "  ('potokowy', 0.016010870557960244)],\n",
              " 112: [('zegadłowicza', 0.03551128670971906),\n",
              "  ('piekarska', 0.021750597131834474),\n",
              "  ('kordian', 0.021750597131834474),\n",
              "  ('laczacy', 0.021750597131834474),\n",
              "  ('świetlik', 0.021750597131834474),\n",
              "  ('krzesinkach', 0.021750597131834474),\n",
              "  ('górzyskowie', 0.021750597131834474),\n",
              "  ('smyczkowy', 0.01923006192979831),\n",
              "  ('praski', 0.018526741867413342),\n",
              "  ('wizerunek', 0.01775564335485953)],\n",
              " 113: [('krzew', 0.0460068931000648),\n",
              "  ('młociny', 0.027935950791184536),\n",
              "  ('żywopłot', 0.025055447743782808),\n",
              "  ('drzewko', 0.023506895324347823),\n",
              "  ('załęże', 0.023506895324347823),\n",
              "  ('lublinek', 0.020116299470915425),\n",
              "  ('zagajnikowa', 0.019109949556723578),\n",
              "  ('fyrtle', 0.019109949556723578),\n",
              "  ('zielenieć', 0.019109949556723578),\n",
              "  ('cegła', 0.016895421823305223)],\n",
              " 114: [('kampania', 0.1126775164339658),\n",
              "  ('budżet', 0.1112162426548416),\n",
              "  ('społeczny', 0.10102846574081138),\n",
              "  ('obywatelski', 0.0944686716016908),\n",
              "  ('głosowanie', 0.059419653234499006),\n",
              "  ('dialog', 0.05653417627784974),\n",
              "  ('klimatyczny', 0.05653417627784974),\n",
              "  ('głosować', 0.05218324218360992),\n",
              "  ('studiować', 0.02578195780713138),\n",
              "  ('aktywizacyjny', 0.02578195780713138)],\n",
              " 115: [('naprawa', 0.1196187492074181),\n",
              "  ('stacja', 0.11559963184798291),\n",
              "  ('naprawczy', 0.07500936918585813),\n",
              "  ('samodzielny', 0.04672477407464414),\n",
              "  ('samoobslugowej', 0.0393179704884352),\n",
              "  ('niezbedny', 0.029010949216168362),\n",
              "  ('bezobsługowe', 0.022235740562284313),\n",
              "  ('odbojnik', 0.022235740562284313),\n",
              "  ('wały', 0.022235740562284313),\n",
              "  ('rower', 0.021575999094648773)],\n",
              " 116: [('relaks', 0.17029838202242786),\n",
              "  ('odpocząć', 0.12773337628129344),\n",
              "  ('relax', 0.07997517619793378),\n",
              "  ('bonarka', 0.06449106134993336),\n",
              "  ('relaksacyjny', 0.051093350512517385),\n",
              "  ('chojnach', 0.03224553067496668),\n",
              "  ('orlinskiego', 0.03224553067496668),\n",
              "  ('słodowiec', 0.03224553067496668),\n",
              "  ('strzyza', 0.029773182454794943),\n",
              "  ('magiera', 0.029773182454794943)],\n",
              " 117: [('junior', 0.11699738266155955),\n",
              "  ('rehabilitacyjny', 0.04535442387299928),\n",
              "  ('ćwiczenie', 0.029826334987230946),\n",
              "  ('seniora', 0.026909918973127365),\n",
              "  ('fizyczny', 0.02152124197179915),\n",
              "  ('juniorow', 0.021135739262383324),\n",
              "  ('aktywnosci', 0.018474334849950574),\n",
              "  ('gimnastyk', 0.01735020273242628),\n",
              "  ('gimnastyczny', 0.01631197478548584),\n",
              "  ('fitnes', 0.016237172615316573)],\n",
              " 118: [('komar', 0.22063495275853282),\n",
              "  ('malarski', 0.14149342762540135),\n",
              "  ('motyl', 0.0918851009860541),\n",
              "  ('owad', 0.07433481430989745),\n",
              "  ('owadożerny', 0.06260002464854321),\n",
              "  ('wiatrak', 0.04519886351020971),\n",
              "  ('zawada', 0.041138788320701274),\n",
              "  ('wiatr', 0.03927452863362898),\n",
              "  ('pszczółka', 0.03927452863362898),\n",
              "  ('jaskółka', 0.03736731879333659)],\n",
              " 119: [('świąteczny', 0.3438802135710816),\n",
              "  ('iluminacja', 0.18529190744351046),\n",
              "  ('dekoracja', 0.0709449576286299),\n",
              "  ('grudzień', 0.05834228161844908),\n",
              "  ('upamietniajace', 0.02718824641479309),\n",
              "  ('grudniowy', 0.02718824641479309),\n",
              "  ('świątecznie', 0.02718824641479309),\n",
              "  ('zabłysnąć', 0.02718824641479309),\n",
              "  ('latarniowy', 0.02718824641479309),\n",
              "  ('rozświetlać', 0.024037577412247886)],\n",
              " 120: [('kamera', 0.15824696227759913),\n",
              "  ('fotograficzny', 0.14460644221556215),\n",
              "  ('fotografia', 0.1137903927902987),\n",
              "  ('obiektyw', 0.03921929255089454),\n",
              "  ('wystawa', 0.03793013093009957),\n",
              "  ('początkujący', 0.033651845317481326),\n",
              "  ('gcop', 0.024021743820299115),\n",
              "  ('kameralistyka', 0.024021743820299115),\n",
              "  ('podgląd', 0.024021743820299115),\n",
              "  ('monitorujacych', 0.024021743820299115)],\n",
              " 121: [('społeczność', 0.2619829387147628),\n",
              "  ('ptasi', 0.24491666476258347),\n",
              "  ('ptak', 0.12664866547193301),\n",
              "  ('łódź', 0.03256233456131342),\n",
              "  ('mikrokosmos', 0.019871808010812227),\n",
              "  ('insektarium', 0.019871808010812227),\n",
              "  ('retkinia', 0.01951423105336251),\n",
              "  ('andrzejów', 0.013919118744273838),\n",
              "  ('łódzki', 0.012997093159596887),\n",
              "  ('zarzew', 0.01257205858444605)],\n",
              " 122: [('gimnastyczny', 0.22158186548603961),\n",
              "  ('korekcyjny', 0.048426048746390005),\n",
              "  ('zaplecze', 0.03217795676323774),\n",
              "  ('prysznic', 0.023925656845017924),\n",
              "  ('uczniówsp', 0.023925656845017924),\n",
              "  ('duzej', 0.023925656845017924),\n",
              "  ('salka', 0.023925656845017924),\n",
              "  ('gustawa', 0.021153068122778142),\n",
              "  ('posadzka', 0.01838047940053836),\n",
              "  ('piotrowice', 0.01838047940053836)],\n",
              " 123: [('solarny', 0.1843774101260303),\n",
              "  ('słoneczny', 0.11664325243667548),\n",
              "  ('wiatrowy', 0.056038046952860854),\n",
              "  ('lampa', 0.04770884196388613),\n",
              "  ('solarno', 0.04299404089995557),\n",
              "  ('fotowoltaiczny', 0.035544522754637244),\n",
              "  ('odnawialny', 0.035544522754637244),\n",
              "  ('generator', 0.024314691915668624),\n",
              "  ('podświetlonego', 0.024314691915668624),\n",
              "  ('solar', 0.024314691915668624)],\n",
              " 124: [('pumptrack', 0.2004173526245726),\n",
              "  ('deskorolkarz', 0.04461200304918755),\n",
              "  ('deskorolka', 0.044535564763976465),\n",
              "  ('jazda', 0.0352762985934337),\n",
              "  ('rolkarz', 0.0348618862631933),\n",
              "  ('rolkowo', 0.028501052666846428),\n",
              "  ('rowerowo', 0.022737121643804228),\n",
              "  ('trik', 0.020344946296783947),\n",
              "  ('truck', 0.020344946296783947),\n",
              "  ('pump', 0.020344946296783947)],\n",
              " 125: [('kobieta', 0.2488910376354723),\n",
              "  ('samoobrona', 0.23745322303617428),\n",
              "  ('dziewczę', 0.07131327220470511),\n",
              "  ('obronić', 0.05866110446980327),\n",
              "  ('kung', 0.045006527920804555),\n",
              "  ('rówieśniczy', 0.03910740297986885),\n",
              "  ('przemoc', 0.030498033518775405),\n",
              "  ('tabu', 0.02545282643087013),\n",
              "  ('asertywnosci', 0.02545282643087013),\n",
              "  ('rembertowianka', 0.02545282643087013)],\n",
              " 126: [('szymańskiego', 0.0329280394056932),\n",
              "  ('dzierzonia', 0.025238034646643377),\n",
              "  ('stolarzowickiej', 0.025238034646643377),\n",
              "  ('mazańcowickiej', 0.022313362998711117),\n",
              "  ('miechowicach', 0.022313362998711117),\n",
              "  ('tużyckiej', 0.0206025397577484),\n",
              "  ('płowcami', 0.019388691350778857),\n",
              "  ('kadłubek', 0.019388691350778857),\n",
              "  ('taczaka', 0.019388691350778857),\n",
              "  ('gojawiczyńskiej', 0.017677868109816138)],\n",
              " 127: [('szymaly', 0.026681977719051207),\n",
              "  ('rodzice', 0.026425678012909168),\n",
              "  ('bławatny', 0.016342661779383826),\n",
              "  ('niesłyszących', 0.016342661779383826),\n",
              "  ('pijarka', 0.016342661779383826),\n",
              "  ('słabosłyszących', 0.016342661779383826),\n",
              "  ('głuszynie', 0.016342661779383826),\n",
              "  ('malików', 0.016342661779383826),\n",
              "  ('gustawa', 0.014448817023755561),\n",
              "  ('prostopadły', 0.014448817023755561)],\n",
              " 128: [('spótdzielcza', 0.040689892593567895),\n",
              "  ('koziołkowy', 0.040689892593567895),\n",
              "  ('żarski', 0.040689892593567895),\n",
              "  ('łabędzi', 0.03597460565098323),\n",
              "  ('felczaka', 0.03597460565098323),\n",
              "  ('topolowy', 0.03321633960943109),\n",
              "  ('naprawa', 0.030401968572180155),\n",
              "  ('remontowy', 0.029741335366125034),\n",
              "  ('wagowy', 0.02745240858638889),\n",
              "  ('skarpa', 0.027362208132004878)],\n",
              " 129: [('podolszyce', 0.062214906243465116),\n",
              "  ('grzegörzkach', 0.035184789477967535),\n",
              "  ('balatonie', 0.035184789477967535),\n",
              "  ('giszowiec', 0.035184789477967535),\n",
              "  ('wilkowa', 0.035184789477967535),\n",
              "  ('rowerzysto', 0.035184789477967535),\n",
              "  ('bochenskiego', 0.035184789477967535),\n",
              "  ('kotowo', 0.031107453121732558),\n",
              "  ('rowerzysta', 0.027788734658651074),\n",
              "  ('słupsk', 0.027030116765497585)],\n",
              " 130: [('młociński', 0.02502683770399364),\n",
              "  ('dłubni', 0.02502683770399364),\n",
              "  ('spalski', 0.02502683770399364),\n",
              "  ('popowickiego', 0.02502683770399364),\n",
              "  ('skowronim', 0.02502683770399364),\n",
              "  ('andrzejowski', 0.02502683770399364),\n",
              "  ('bulodromu', 0.022126640295793032),\n",
              "  ('bartoszowicach', 0.022126640295793032),\n",
              "  ('alojzego', 0.022126640295793032),\n",
              "  ('skowroni', 0.02043013356730699)],\n",
              " 131: [('samoobrona', 0.06039124178950319),\n",
              "  ('komfort', 0.05423170057300071),\n",
              "  ('ratownik', 0.0500600068019024),\n",
              "  ('bezpiecznie', 0.04175820913864511),\n",
              "  ('ratownictwo', 0.03896861916847941),\n",
              "  ('ochrona', 0.038834852169360015),\n",
              "  ('bezpieczenstwa', 0.0359128981732564),\n",
              "  ('spóldzielczej', 0.035603656019371904),\n",
              "  ('obozowy', 0.026023668445359405),\n",
              "  ('hodowlany', 0.026023668445359405)],\n",
              " 132: [('system', 0.08358375652575414),\n",
              "  ('monitoring', 0.08333810343103694),\n",
              "  ('wizyjny', 0.03364032457087842),\n",
              "  ('systema', 0.03101380709471889),\n",
              "  ('skalowalny', 0.023925656845017924),\n",
              "  ('watchdog', 0.023925656845017924),\n",
              "  ('zewnatrz', 0.023925656845017924),\n",
              "  ('ostedlowego', 0.023925656845017924),\n",
              "  ('srebrzyńska', 0.021153068122778142),\n",
              "  ('kontrolować', 0.019531207690345484)],\n",
              " 133: [('grill', 0.259137509429211),\n",
              "  ('grillowania', 0.1384731786048734),\n",
              "  ('grillowanie', 0.10715628183383284),\n",
              "  ('grillowy', 0.05738195102315654),\n",
              "  ('grilowa', 0.029320657898306277),\n",
              "  ('grilowania', 0.029320657898306277),\n",
              "  ('nowohuckle', 0.029320657898306277),\n",
              "  ('ketchupcon', 0.029320657898306277),\n",
              "  ('grillillowanie', 0.025922877601443798),\n",
              "  ('grillować', 0.025922877601443798)],\n",
              " 134: [('ratować', 0.1905518660909437),\n",
              "  ('filmować', 0.08509481203952944),\n",
              "  ('kasztanowiec', 0.08435715688377639),\n",
              "  ('ratowania', 0.08252733041084498),\n",
              "  ('efr', 0.07225875314027119),\n",
              "  ('filtr', 0.07007758581330113),\n",
              "  ('defibrylator', 0.03907802222864054),\n",
              "  ('urzqdzenie', 0.03692230994601531),\n",
              "  ('fantom', 0.03692230994601531),\n",
              "  ('zagrozić', 0.03264362364626256)],\n",
              " 135: [('pływanie', 0.1751823389647826),\n",
              "  ('pływać', 0.11448305382808577),\n",
              "  ('pływacki', 0.09725121375946222),\n",
              "  ('pływalnia', 0.08842213972590533),\n",
              "  ('gimnastyk', 0.038969106137116176),\n",
              "  ('rehabilitacyjny', 0.033955825280578826),\n",
              "  ('woda', 0.032482116935135336),\n",
              "  ('plywania', 0.03164769423944169),\n",
              "  ('paddleboard', 0.03164769423944169),\n",
              "  ('paddle', 0.03164769423944169)],\n",
              " 136: [('marzenie', 0.12065972406002864),\n",
              "  ('radojewie', 0.10279582994918675),\n",
              "  ('iluzja', 0.06296225485531032),\n",
              "  ('hoffmanowej', 0.06296225485531032),\n",
              "  ('myslowice', 0.06296225485531032),\n",
              "  ('oswiecenia', 0.06296225485531032),\n",
              "  ('retkińską', 0.06296225485531032),\n",
              "  ('ciekawostki', 0.06296225485531032),\n",
              "  ('oświecenie', 0.051397914974593374),\n",
              "  ('perspektywa', 0.051397914974593374)],\n",
              " 137: [('pić', 0.5846839175971765),\n",
              "  ('warszawo', 0.5664125451722648),\n",
              "  ('żoliborzu', 0.05024213020283741),\n",
              "  ('nasiadka', 0.043980986847459415),\n",
              "  ('napój', 0.0388843164021657),\n",
              "  ('boernerowie', 0.0388843164021657),\n",
              "  ('pitnik', 0.0388843164021657),\n",
              "  ('powązka', 0.03590295531313508),\n",
              "  ('kosciele', 0.03378764595687198),\n",
              "  ('szczęśliwicach', 0.03378764595687198)],\n",
              " 138: [('bratysławski', 0.04702780759128753),\n",
              "  ('ossowskiego', 0.036182046064051884),\n",
              "  ('wileński', 0.028195037745408415),\n",
              "  ('franczaka', 0.027759931919656353),\n",
              "  ('leszcz', 0.027759931919656353),\n",
              "  ('klonowicza', 0.02412136404270126),\n",
              "  ('prusa', 0.02207370378666563),\n",
              "  ('częstochowski', 0.018354370401398847),\n",
              "  ('pilkarskim', 0.015699249898305723),\n",
              "  ('mrągowski', 0.015699249898305723)],\n",
              " 139: [('kulturalny', 0.14534708311838335),\n",
              "  ('kulturowy', 0.09871799045004159),\n",
              "  ('wildeckie', 0.09196986140338322),\n",
              "  ('koszutka', 0.06581199363336106),\n",
              "  ('modrzejowie', 0.0520122974891694),\n",
              "  ('kultura', 0.05123980589445709),\n",
              "  ('etnobotaniczna', 0.04598493070169161),\n",
              "  ('jeżyce', 0.04245914715292496),\n",
              "  ('frajda', 0.04245914715292496),\n",
              "  ('muranowie', 0.039957563914213824)],\n",
              " 140: [('miniparku', 0.03921929255089454),\n",
              "  ('mkodosci', 0.024021743820299115),\n",
              "  ('bukowiecka', 0.024021743820299115),\n",
              "  ('łomżyczce', 0.024021743820299115),\n",
              "  ('waloszek', 0.024021743820299115),\n",
              "  ('grabieniec', 0.024021743820299115),\n",
              "  ('przecławska', 0.024021743820299115),\n",
              "  ('połabian', 0.024021743820299115),\n",
              "  ('mikowy', 0.024021743820299115),\n",
              "  ('wzdłuz', 0.024021743820299115)],\n",
              " 141: [('jaworowy', 0.0598522106003775),\n",
              "  ('racławicki', 0.03330007201396648),\n",
              "  ('witoroskiej', 0.02848292481549753),\n",
              "  ('śniadeckich', 0.02848292481549753),\n",
              "  ('ulanów', 0.02848292481549753),\n",
              "  ('plaszczyznach', 0.02848292481549753),\n",
              "  ('zeglarska', 0.025182223955688265),\n",
              "  ('czerkawskiej', 0.025182223955688265),\n",
              "  ('lęborski', 0.025182223955688265),\n",
              "  ('wiwulskiego', 0.025182223955688265)],\n",
              " 142: [('noc', 0.1192900596842953),\n",
              "  ('remont', 0.08758776881441302),\n",
              "  ('rumowisko', 0.06333253928975492),\n",
              "  ('robotniczek', 0.06333253928975492),\n",
              "  ('hutniczek', 0.06333253928975492),\n",
              "  ('cudowisko', 0.06333253928975492),\n",
              "  ('nowohucki', 0.06101621573100202),\n",
              "  ('odkrywca', 0.04291639447252826),\n",
              "  ('kupały', 0.03166626964487746),\n",
              "  ('taczymy', 0.03166626964487746)],\n",
              " 143: [('balicka', 0.06651908214710107),\n",
              "  ('wymalować', 0.06651908214710107),\n",
              "  ('krokusowe', 0.0376189573034873),\n",
              "  ('zygmuntów', 0.0376189573034873),\n",
              "  ('rozłuckiej', 0.0376189573034873),\n",
              "  ('modutowa', 0.0376189573034873),\n",
              "  ('bukietowy', 0.0376189573034873),\n",
              "  ('podziemny', 0.035262394728384085),\n",
              "  ('zotnierza', 0.03325954107355054),\n",
              "  ('prądzyńskiego', 0.030709446054002332)],\n",
              " 144: [('szach', 0.3482084958410546),\n",
              "  ('szachowy', 0.20956220022768243),\n",
              "  ('szachy', 0.05192225819361118),\n",
              "  ('stół', 0.04776708390130196),\n",
              "  ('szwajcaria', 0.033793300628556386),\n",
              "  ('stolu', 0.027586451540035993),\n",
              "  ('międzyszkolny', 0.023670365774160596),\n",
              "  ('umysł', 0.023670365774160596),\n",
              "  ('turniej', 0.022513335194239616),\n",
              "  ('grać', 0.021705889273537414)],\n",
              " 145: [('jazda', 0.1725155972309018),\n",
              "  ('jezdzic', 0.07244201411910321),\n",
              "  ('winda', 0.059391200504715705),\n",
              "  ('koci', 0.043956513548146565),\n",
              "  ('rytmizacja', 0.04096859048804438),\n",
              "  ('wiatraczna', 0.036221007059551606),\n",
              "  ('pojazd', 0.03489626036670321),\n",
              "  ('wiatraczny', 0.03344384878483815),\n",
              "  ('motoryka', 0.03147342363105883),\n",
              "  ('motor', 0.03147342363105883)],\n",
              " 146: [('elektroniczny', 0.17877916912876426),\n",
              "  ('ładowania', 0.138648775061028),\n",
              "  ('elektryczny', 0.1354656225757144),\n",
              "  ('tablica', 0.06221605240078477),\n",
              "  ('elekroniczne', 0.053687990159335376),\n",
              "  ('arteria', 0.053687990159335376),\n",
              "  ('pojazd', 0.03879330467161423),\n",
              "  ('elektrosmogu', 0.030362508686570967),\n",
              "  ('ckp', 0.030362508686570967),\n",
              "  ('motorówka', 0.026843995079667688)],\n",
              " 147: [('wyczółkowski', 0.04096859048804438),\n",
              "  ('żabiniec', 0.04096859048804438),\n",
              "  ('doposażamy', 0.04096859048804438),\n",
              "  ('hop', 0.036221007059551606),\n",
              "  ('skakać', 0.036221007059551606),\n",
              "  ('zabawowy', 0.032847880449292745),\n",
              "  ('poziomkowy', 0.028696265356345375),\n",
              "  ('zjezdzalnia', 0.028696265356345375),\n",
              "  ('ogólnodostepny', 0.023948681927852603),\n",
              "  ('bukowy', 0.023948681927852603)],\n",
              " 148: [('mobilny', 0.16368898421077763),\n",
              "  ('telefoniczny', 0.09252859891683343),\n",
              "  ('telebim', 0.08866994163018889),\n",
              "  ('telefon', 0.08008866950091557),\n",
              "  ('smartfon', 0.08008866950091557),\n",
              "  ('aplikacja', 0.07888592539009524),\n",
              "  ('komórkowy', 0.05166986161467058),\n",
              "  ('zgłaszania', 0.05166986161467058),\n",
              "  ('obsługiwać', 0.03164769423944169),\n",
              "  ('samobójstwo', 0.03164769423944169)],\n",
              " 149: [('lotniczy', 0.2594023572116623),\n",
              "  ('lotnisko', 0.1609875443453658),\n",
              "  ('lotnik', 0.05823519637147063),\n",
              "  ('samolot', 0.05548638548393603),\n",
              "  ('stokrotka', 0.04585800070680872),\n",
              "  ('avii', 0.03398530801849137),\n",
              "  ('ślizgawka', 0.03398530801849137),\n",
              "  ('trampkarz', 0.03398530801849137),\n",
              "  ('podwórzowy', 0.03004697176530986),\n",
              "  ('pilotażowy', 0.027743192741968015)],\n",
              " 150: [('workout', 0.2073965418715047),\n",
              "  ('parkour', 0.04868351856492162),\n",
              "  ('pętel', 0.03604646970584),\n",
              "  ('outdoorowy', 0.030832032016775673),\n",
              "  ('lódzkiej', 0.027259108405641934),\n",
              "  ('flowparku', 0.027259108405641934),\n",
              "  ('ćwiczenie', 0.021754775261305044),\n",
              "  ('cietrzew', 0.021596158464053737),\n",
              "  ('olechów', 0.018471747105443866),\n",
              "  ('urzadzenia', 0.014898823494310126)],\n",
              " 151: [('sznurowy', 0.0491931816808794),\n",
              "  ('wysokość', 0.0454898260585891),\n",
              "  ('nadmorski', 0.03629742018208972),\n",
              "  ('odwodnienie', 0.03510248802495006),\n",
              "  ('przestrzenny', 0.029849539432694878),\n",
              "  ('podolska', 0.02782053121513712),\n",
              "  ('borowieckiej', 0.02782053121513712),\n",
              "  ('czerkaskiej', 0.02782053121513712),\n",
              "  ('panecki', 0.02782053121513712),\n",
              "  ('wtkonanie', 0.02782053121513712)],\n",
              " 152: [('tenis', 0.15090748890776212),\n",
              "  ('tenisowy', 0.14996894162711782),\n",
              "  ('stołowy', 0.09593818878226257),\n",
              "  ('kort', 0.09404385996208611),\n",
              "  ('stolowego', 0.05866110446980327),\n",
              "  ('stół', 0.04317331327930441),\n",
              "  ('stotowy', 0.02545282643087013),\n",
              "  ('piłkochwyt', 0.02545282643087013),\n",
              "  ('stotowego', 0.022503263960402278),\n",
              "  ('koszykówka', 0.021072521757040205)],\n",
              " 153: [('pszczoła', 0.3196816033776884),\n",
              "  ('pszczelnej', 0.08566319162432229),\n",
              "  ('kaszczorku', 0.06286875330624754),\n",
              "  ('pszczelny', 0.05710879441621486),\n",
              "  ('pszczółka', 0.05374409181443964),\n",
              "  ('pszczoty', 0.034979030475172396),\n",
              "  ('beekeepers', 0.034979030475172396),\n",
              "  ('pszczelarstwo', 0.034979030475172396),\n",
              "  ('kaszczorek', 0.034979030475172396),\n",
              "  ('pszczeli', 0.03092553819119611)],\n",
              " 154: [('górniak', 0.18282392478256107),\n",
              "  ('górniczy', 0.13491329827933726),\n",
              "  ('rudnik', 0.06912767360385014),\n",
              "  ('górniaku', 0.06382747611224014),\n",
              "  ('górnośląski', 0.0600669261455502),\n",
              "  ('górnik', 0.0547667286539402),\n",
              "  ('podgórnej', 0.039094210531075035),\n",
              "  ('glebinowej', 0.039094210531075035),\n",
              "  ('arkońskie', 0.03456383680192507),\n",
              "  ('zagórzańskiej', 0.03456383680192507)],\n",
              " 155: [('ursynowie', 0.03820891261900907),\n",
              "  ('komorowic', 0.033230078951413784),\n",
              "  ('gocławku', 0.033230078951413784),\n",
              "  ('czerniakowie', 0.033230078951413784),\n",
              "  ('wisłę', 0.033230078951413784),\n",
              "  ('łabiszyńskiej', 0.033230078951413784),\n",
              "  ('ursusie', 0.033230078951413784),\n",
              "  ('sokołowski', 0.02712667734770206),\n",
              "  ('złapać', 0.02712667734770206),\n",
              "  ('czujka', 0.025528443611858832)],\n",
              " 156: [('kulinarny', 0.21499876367628934),\n",
              "  ('kuchnia', 0.16406651866515168),\n",
              "  ('smak', 0.06903120471821653),\n",
              "  ('gotowanie', 0.06161009478275755),\n",
              "  ('żywienie', 0.06161009478275755),\n",
              "  ('kokocińcu', 0.03148112742765516),\n",
              "  ('foodsharing', 0.03148112742765516),\n",
              "  ('kucharski', 0.03148112742765516),\n",
              "  ('cooklab', 0.03148112742765516),\n",
              "  ('kuzniarem', 0.03148112742765516)],\n",
              " 157: [('kulturalny', 0.10408554853349429),\n",
              "  ('karpacki', 0.056597371050160536),\n",
              "  ('kulturalnie', 0.0448407825520039),\n",
              "  ('wielokulturowo', 0.03067391903207426),\n",
              "  ('cafe', 0.03067391903207426),\n",
              "  ('wielojęzycznie', 0.03067391903207426),\n",
              "  ('lokalnie', 0.02711931810612582),\n",
              "  ('grudziądzki', 0.025040009859417286),\n",
              "  ('starowiejski', 0.025040009859417286),\n",
              "  ('kawa', 0.02148540893346885)],\n",
              " 158: [('targówku', 0.16982846711795563),\n",
              "  ('targówka', 0.12237049056379407),\n",
              "  ('rynek', 0.11510576609942831),\n",
              "  ('market', 0.06725840103665279),\n",
              "  ('targowy', 0.06306982723197102),\n",
              "  ('targowisko', 0.05972531564093517),\n",
              "  ('handel', 0.04984511842712067),\n",
              "  ('vendingowy', 0.04984511842712067),\n",
              "  ('poprzemysłowy', 0.04984511842712067),\n",
              "  ('bazarek', 0.04406889192245446)],\n",
              " 159: [('deszczowy', 0.17757792627483598),\n",
              "  ('podlewac', 0.03672407660204538),\n",
              "  ('deszczówke', 0.03036094651958597),\n",
              "  ('deszczówka', 0.029094824597405727),\n",
              "  ('floating', 0.02076879934463361),\n",
              "  ('kabel', 0.02076879934463361),\n",
              "  ('hydrofitowe', 0.02076879934463361),\n",
              "  ('wodociagu', 0.02076879934463361),\n",
              "  ('przechwytywac', 0.02076879934463361),\n",
              "  ('skrzyniowy', 0.02076879934463361)],\n",
              " 160: [('kolejnazieleń', 0.05908678246586073),\n",
              "  ('bronowice', 0.03517542868377949),\n",
              "  ('igloo', 0.03341572185058369),\n",
              "  ('świderska', 0.03341572185058369),\n",
              "  ('jasnogórski', 0.03341572185058369),\n",
              "  ('górnicki', 0.03341572185058369),\n",
              "  ('wiezowcami', 0.03341572185058369),\n",
              "  ('parka', 0.029529159319749282),\n",
              "  ('jaworzniaków', 0.02567106061527704),\n",
              "  ('koszalina', 0.022544715431280265)],\n",
              " 161: [('wodny', 0.16491598346208622),\n",
              "  ('natryskowy', 0.026466434563072922),\n",
              "  ('urzadzenia', 0.025578511131824463),\n",
              "  ('przebieralni', 0.023399411640241306),\n",
              "  ('woda', 0.021731398586692315),\n",
              "  ('mgiełka', 0.02160531824153261),\n",
              "  ('basenowy', 0.02160531824153261),\n",
              "  ('stanowiacego', 0.02160531824153261),\n",
              "  ('promenada', 0.020741841163965442),\n",
              "  ('łazek', 0.019345027870886638)],\n",
              " 162: [('postojowy', 0.08457422407160159),\n",
              "  ('służbowy', 0.03987609474169654),\n",
              "  ('maszynowy', 0.03987609474169654),\n",
              "  ('kordonowy', 0.03525511353796357),\n",
              "  ('służba', 0.027931031613509502),\n",
              "  ('szwoleżer', 0.026013151130497635),\n",
              "  ('jeziorańskiego', 0.02389012625637407),\n",
              "  ('obwodnica', 0.023310050409776538),\n",
              "  ('ułożenie', 0.022282379210928148),\n",
              "  ('koszalinie', 0.02182242673434847)],\n",
              " 163: [('lodowisko', 0.35029557929946215),\n",
              "  ('lód', 0.07098345007643671),\n",
              "  ('janowie', 0.07039948110335195),\n",
              "  ('murckowskim', 0.061679461075632075),\n",
              "  ('całoroczny', 0.05483189946106708),\n",
              "  ('mistrzejowicach', 0.054167839761062646),\n",
              "  ('czyżynach', 0.04014371953862068),\n",
              "  ('bombonierce', 0.04014371953862068),\n",
              "  ('korsak', 0.035491725038218354),\n",
              "  ('murckach', 0.030839730537816037)],\n",
              " 164: [('ogrodzenie', 0.13534837454574983),\n",
              "  ('stalowy', 0.05431851149164968),\n",
              "  ('panel', 0.03132405751341886),\n",
              "  ('mops', 0.028619206752413782),\n",
              "  ('wieszania', 0.028619206752413782),\n",
              "  ('piłkołapów', 0.02530271306552409),\n",
              "  ('zabudować', 0.02530271306552409),\n",
              "  ('stodoly', 0.02530271306552409),\n",
              "  ('położyć', 0.02530271306552409),\n",
              "  ('ozdoba', 0.023362688624815168)],\n",
              " 165: [('rybka', 0.2211539396445737),\n",
              "  ('rybak', 0.09081837821990858),\n",
              "  ('rekinowy', 0.06867879260642254),\n",
              "  ('rybny', 0.05441110054579773),\n",
              "  ('pstrągowej', 0.03884035202113299),\n",
              "  ('wielorybiej', 0.03884035202113299),\n",
              "  ('wielorybi', 0.03884035202113299),\n",
              "  ('pstrągowy', 0.03884035202113299),\n",
              "  ('rekinowa', 0.03884035202113299),\n",
              "  ('ryba', 0.03433939630321127)],\n",
              " 166: [('angielski', 0.34945734241340365),\n",
              "  ('język', 0.20485770481817028),\n",
              "  ('native', 0.12455259451231997),\n",
              "  ('speaker', 0.12455259451231997),\n",
              "  ('konwersacja', 0.060281505217115686),\n",
              "  ('english', 0.060281505217115686),\n",
              "  ('jezyka', 0.05672987469301962),\n",
              "  ('teaching', 0.03692230994601531),\n",
              "  ('children', 0.03692230994601531),\n",
              "  ('językowy', 0.029951433947716877)],\n",
              " 167: [('letni', 0.13860950523032678),\n",
              "  ('wiosenny', 0.09687990961273106),\n",
              "  ('sprzqtnie', 0.07664155116948602),\n",
              "  ('zimowy', 0.06384547333763169),\n",
              "  ('wartogłwiec', 0.043343581240974496),\n",
              "  ('summer', 0.043343581240974496),\n",
              "  ('otylych', 0.043343581240974496),\n",
              "  ('oszyszczanie', 0.043343581240974496),\n",
              "  ('zamgławiacze', 0.03832077558474301),\n",
              "  ('wakacje', 0.03788577364156531)],\n",
              " 168: [('solny', 0.23162473585036908),\n",
              "  ('solankowy', 0.21506121445660842),\n",
              "  ('aerozol', 0.05068995094283458),\n",
              "  ('kamieniofomu', 0.05068995094283458),\n",
              "  ('jantarowy', 0.05068995094283458),\n",
              "  ('bloniach', 0.05068995094283458),\n",
              "  ('piaseczna', 0.05068995094283458),\n",
              "  ('szarlej', 0.05068995094283458),\n",
              "  ('tuz', 0.05068995094283458),\n",
              "  ('czestochowskie', 0.044815822294021486)],\n",
              " 169: [('trampolina', 0.41294742974724546),\n",
              "  ('trampolinowy', 0.1550346205255454),\n",
              "  ('poskakać', 0.09776850744967212),\n",
              "  ('linowy', 0.05489823041685798),\n",
              "  ('orzegowie', 0.03750543993400379),\n",
              "  ('skakać', 0.03750543993400379),\n",
              "  ('szafranowy', 0.03462980086940688),\n",
              "  ('bykowina', 0.03100692410510908),\n",
              "  ('rdestowej', 0.02971386341862713),\n",
              "  ('zawrót', 0.02971386341862713)],\n",
              " 170: [('rekreacyjno', 0.04524330703393152),\n",
              "  ('sportowo', 0.0414570674969098),\n",
              "  ('rampa', 0.03807079303961478),\n",
              "  ('astronauta', 0.03470593507792863),\n",
              "  ('dyslokacja', 0.028214217977615474),\n",
              "  ('lacrosse', 0.0249446558051629),\n",
              "  ('roller', 0.0249446558051629),\n",
              "  ('infratruktury', 0.0249446558051629),\n",
              "  ('działko', 0.02466149416290572),\n",
              "  ('flow', 0.021675093632710328)],\n",
              " 171: [('kanalizacja', 0.17379698852176284),\n",
              "  ('deszczowy', 0.15899205005332465),\n",
              "  ('deszcz', 0.09523564456237492),\n",
              "  ('deszczówka', 0.08683222263267203),\n",
              "  ('filtrowy', 0.04761782228118746),\n",
              "  ('zbiornik', 0.028823002479938686),\n",
              "  ('wodociąg', 0.02740034730929811),\n",
              "  ('melioracyjny', 0.02740034730929811),\n",
              "  ('woda', 0.025447129951256288),\n",
              "  ('podlewania', 0.025299491826872387)],\n",
              " 172: [('kolorowy', 0.26436068218031805),\n",
              "  ('kolor', 0.08152533458988218),\n",
              "  ('kolorowo', 0.07644827543269214),\n",
              "  ('kolorove', 0.06041832536620688),\n",
              "  ('barwy', 0.04416137675576142),\n",
              "  ('barwny', 0.04416137675576142),\n",
              "  ('wawrzyńskiej', 0.04076266729494109),\n",
              "  ('zycie', 0.03822413771634607),\n",
              "  ('malarstwo', 0.037159890083438736),\n",
              "  ('magnolia', 0.03241237867691616)],\n",
              " 173: [('konny', 0.14626607912065753),\n",
              "  ('konina', 0.12078248357900638),\n",
              "  ('koń', 0.05396190847647484),\n",
              "  ('konikowo', 0.05396190847647484),\n",
              "  ('piórko', 0.030517419445175917),\n",
              "  ('tusz', 0.030517419445175917),\n",
              "  ('cmentarzyk', 0.030517419445175917),\n",
              "  ('regjonie', 0.030517419445175917),\n",
              "  ('grzebowisko', 0.030517419445175917),\n",
              "  ('tarejwy', 0.02491225470707332)],\n",
              " 174: [('dobry', 0.6496414920651304),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05)],\n",
              " 175: [('terenowy', 0.19264810270566907),\n",
              "  ('aniołek', 0.033793300628556386),\n",
              "  ('żabianka', 0.02987721486268099),\n",
              "  ('sobieszewska', 0.027586451540035993),\n",
              "  ('młyniec', 0.027586451540035993),\n",
              "  ('łostowice', 0.02596112909680559),\n",
              "  ('jelitkowo', 0.024700431066781808),\n",
              "  ('strzyża', 0.02078434530090641),\n",
              "  ('osowa', 0.02078434530090641),\n",
              "  ('kokoszka', 0.018493581978261415)],\n",
              " 176: [('drzwi', 0.08022063722536749),\n",
              "  ('wewnętrzny', 0.04901471964877512),\n",
              "  ('jezdny', 0.03846907386910411),\n",
              "  ('podłężu', 0.037383838820340506),\n",
              "  ('drzwiowy', 0.030517512016164816),\n",
              "  ('piętro', 0.027324851867627377),\n",
              "  ('otoczenie', 0.025619857231626936),\n",
              "  ('podłoże', 0.025221900388744795),\n",
              "  ('wagowy', 0.025221900388744795),\n",
              "  ('stolarka', 0.023651185211989133)],\n",
              " 177: [('oczyszczacz', 0.1696043528576306),\n",
              "  ('oddech', 0.09803600087871142),\n",
              "  ('oczyszczać', 0.08363738989013818),\n",
              "  ('powietrze', 0.06850092038003469),\n",
              "  ('oddychać', 0.039214400351484574),\n",
              "  ('clean', 0.03099178347800249),\n",
              "  ('smog', 0.029859655969555355),\n",
              "  ('przedszkolak', 0.02980558402040366),\n",
              "  ('inhalacyjny', 0.025299491826872387),\n",
              "  ('air', 0.02380891114059373)],\n",
              " 178: [('siekierkowski', 0.04281997595704077),\n",
              "  ('kuźnik', 0.04149552453999527),\n",
              "  ('mroczny', 0.024216251867427048),\n",
              "  ('oswietleniowym', 0.024216251867427048),\n",
              "  ('naswietlaczy', 0.024216251867427048),\n",
              "  ('przyczółkowy', 0.024216251867427048),\n",
              "  ('kleciny', 0.024216251867427048),\n",
              "  ('karłowicka', 0.024216251867427048),\n",
              "  ('jemielnicy', 0.024216251867427048),\n",
              "  ('kubeł', 0.021409987978520385)],\n",
              " 179: [('opatkowicka', 0.05437649282958618),\n",
              "  ('klasopracownia', 0.05437649282958618),\n",
              "  ('świerczewie', 0.05437649282958618),\n",
              "  ('ćwiczyć', 0.05255221377993026),\n",
              "  ('biblioteczka', 0.04177381681940536),\n",
              "  ('syntetyczny', 0.034401723944711464),\n",
              "  ('sifownia', 0.03344390107509486),\n",
              "  ('aktywizować', 0.03105877139811767),\n",
              "  ('sitowni', 0.02714256307000445),\n",
              "  ('przymorze', 0.02627610688996513)],\n",
              " 180: [('wózek', 0.04254473223125723),\n",
              "  ('rdzewny', 0.03341572185058369),\n",
              "  ('suknia', 0.03341572185058369),\n",
              "  ('podziemie', 0.029543391232930365),\n",
              "  ('tramwajarz', 0.027278223031208776),\n",
              "  ('obóz', 0.02567106061527704),\n",
              "  ('inkubator', 0.02567106061527704),\n",
              "  ('krzesełko', 0.0244244485967619),\n",
              "  ('stal', 0.0244244485967619),\n",
              "  ('podjazd', 0.02381303474351309)],\n",
              " 181: [('leśny', 0.11048500226469876),\n",
              "  ('leśnicki', 0.06347961730343069),\n",
              "  ('wilkowyj', 0.036197160994506164),\n",
              "  ('zielenić', 0.03020916268310344),\n",
              "  ('wrocławia', 0.027508259325585847),\n",
              "  ('lesnych', 0.0267084193469421),\n",
              "  ('ekofestyn', 0.0267084193469421),\n",
              "  ('coolturalne', 0.0267084193469421),\n",
              "  ('barbarka', 0.0267084193469421),\n",
              "  ('szafranowy', 0.024660615770638238)],\n",
              " 182: [('komputerowy', 0.26297112031020503),\n",
              "  ('pracownia', 0.12499558123265193),\n",
              "  ('elektronika', 0.07892935866708262),\n",
              "  ('komputer', 0.07509487487924639),\n",
              "  ('monitor', 0.05823839805335291),\n",
              "  ('programista', 0.03946467933354131),\n",
              "  ('mobilny', 0.038479126885369364),\n",
              "  ('serwer', 0.036438820317808734),\n",
              "  ('internet', 0.02824022114864374),\n",
              "  ('technologia', 0.02228120849030216)],\n",
              " 183: [('szkolenie', 0.1297207961095035),\n",
              "  ('udzielania', 0.07408808866280972),\n",
              "  ('pomocowy', 0.06694008899613335),\n",
              "  ('szkoleniowy', 0.05977596583287844),\n",
              "  ('przedsiębiorca', 0.03785705196996507),\n",
              "  ('agile', 0.03785705196996507),\n",
              "  ('liderskie', 0.03785705196996507),\n",
              "  ('przeszkolenie', 0.03785705196996507),\n",
              "  ('rekrutacyjny', 0.03785705196996507),\n",
              "  ('cywilny', 0.033470044498066676)],\n",
              " 184: [('kolorowy', 0.1104649993396329),\n",
              "  ('nikiszowcu', 0.06867879260642254),\n",
              "  ('bartłomieja', 0.05441110054579773),\n",
              "  ('opaczewska', 0.03884035202113299),\n",
              "  ('tuczanowicka', 0.03884035202113299),\n",
              "  ('łuczanowicka', 0.03884035202113299),\n",
              "  ('kąkolowy', 0.03433939630321127),\n",
              "  ('wałuszewskiej', 0.03170650599082059),\n",
              "  ('zakątek', 0.02093462803620077),\n",
              "  ('białołęce', 0.01720266039661868)],\n",
              " 185: [('helenów', 0.04156869060181282),\n",
              "  ('karolówka', 0.033793300628556386),\n",
              "  ('włodkowica', 0.033793300628556386),\n",
              "  ('karpnicka', 0.033793300628556386),\n",
              "  ('trybowskiego', 0.033793300628556386),\n",
              "  ('byszewska', 0.033793300628556386),\n",
              "  ('siedlecki', 0.027586451540035993),\n",
              "  ('stabłowicach', 0.02596112909680559),\n",
              "  ('kuronia', 0.024700431066781808),\n",
              "  ('koszutka', 0.0213796024515156)],\n",
              " 186: [('nadwiślu', 0.03785705196996507),\n",
              "  ('wrześnieńskiej', 0.03785705196996507),\n",
              "  ('górnoslaskim', 0.03785705196996507),\n",
              "  ('misiaczek', 0.033470044498066676),\n",
              "  ('trzepak', 0.02908303702616829),\n",
              "  ('zieleniec', 0.028706862589242692),\n",
              "  ('sygnał', 0.023950567303280133),\n",
              "  ('podgórze', 0.023950567303280133),\n",
              "  ('krzyż', 0.022129794692825822),\n",
              "  ('daleki', 0.01723618780527214)],\n",
              " 187: [('terapeutyczny', 0.17914091626202938),\n",
              "  ('psychiczny', 0.1378535955040377),\n",
              "  ('depresja', 0.1057653406138907),\n",
              "  ('terapia', 0.103208673183693),\n",
              "  ('psychologiczny', 0.0919023970026918),\n",
              "  ('wsparcie', 0.07031484154584285),\n",
              "  ('profilaktyczny', 0.06832929707585887),\n",
              "  ('mediacja', 0.05981414211254481),\n",
              "  ('leczyć', 0.04882801922586371),\n",
              "  ('fizjoterapia', 0.04189654742026425)],\n",
              " 188: [('parkować', 0.0381983643615911),\n",
              "  ('jankowskiego', 0.03417950977859703),\n",
              "  ('wólczańska', 0.03417950977859703),\n",
              "  ('ciggu', 0.030218668746825914),\n",
              "  ('tarchomińska', 0.030218668746825914),\n",
              "  ('rowerownia', 0.030218668746825914),\n",
              "  ('motocykl', 0.030218668746825914),\n",
              "  ('cyklinowanie', 0.02790172527192212),\n",
              "  ('skuter', 0.02790172527192212),\n",
              "  ('sosnkowskiego', 0.023940884240151002)],\n",
              " 189: [('samochód', 0.12463871560164125),\n",
              "  ('pietrusińskiego', 0.05602277845066652),\n",
              "  ('parkowanie', 0.049848805820067385),\n",
              "  ('solarz', 0.046650962945528826),\n",
              "  ('samochodowy', 0.042069112483039794),\n",
              "  ('pojazd', 0.03879330467161423),\n",
              "  ('možliwością', 0.030362508686570967),\n",
              "  ('szybowa', 0.030362508686570967),\n",
              "  ('parkingowo', 0.026843995079667688),\n",
              "  ('równolegle', 0.024785796561352134)],\n",
              " 190: [('tużyckiej', 0.057444728501016125),\n",
              "  ('bieńkowicach', 0.035184789477967535),\n",
              "  ('świecić', 0.031107453121732558),\n",
              "  ('doświetlenie', 0.030580922985972734),\n",
              "  ('świetlica', 0.030355492112850883),\n",
              "  ('olęderskiej', 0.028722364250508062),\n",
              "  ('szarotka', 0.027030116765497585),\n",
              "  ('czerniewicach', 0.02571750764011988),\n",
              "  ('muranów', 0.02571750764011988),\n",
              "  ('włocławski', 0.02107952316738888)],\n",
              " 191: [('portiernia', 0.09594629180213188),\n",
              "  ('kultura', 0.0730949521108906),\n",
              "  ('zabkowicach', 0.045659650467591455),\n",
              "  ('starołena', 0.045659650467591455),\n",
              "  ('cukrownia', 0.040368450615988816),\n",
              "  ('bogaty', 0.03198209726737729),\n",
              "  ('bogucicach', 0.03198209726737729),\n",
              "  ('kulturalno', 0.03198209726737729),\n",
              "  ('kaszczorku', 0.02735510640042832),\n",
              "  ('bogucice', 0.026690897415774656)],\n",
              " 192: [('animacja', 0.3085831787318432),\n",
              "  ('grafika', 0.08215009298091029),\n",
              "  ('animowany', 0.06382747611224014),\n",
              "  ('obraz', 0.0600669261455502),\n",
              "  ('tworzenie', 0.04369093962927088),\n",
              "  ('storyboardy', 0.039094210531075035),\n",
              "  ('animator', 0.0300334630727751),\n",
              "  ('grafik', 0.0300334630727751),\n",
              "  ('komiksowo', 0.028575008489022093),\n",
              "  ('rysunkowy', 0.028575008489022093)],\n",
              " 193: [('poczytać', 0.24287853576964785),\n",
              "  ('zaczytać', 0.23720029059074424),\n",
              "  ('czytanie', 0.23036606096341536),\n",
              "  ('czytać', 0.1930620952661668),\n",
              "  ('rozczytać', 0.13319187971404609),\n",
              "  ('radogoszcz', 0.12566833729983323),\n",
              "  ('dowiedzieć', 0.12143926788482393),\n",
              "  ('glosować', 0.08668716248194899),\n",
              "  ('posłuchać', 0.07664155116948602),\n",
              "  ('czytelnik', 0.06899848072095834)],\n",
              " 194: [('żerniczanin', 0.05655900567587738),\n",
              "  ('korekcyjny', 0.043160471253467024),\n",
              "  ('brzeźnicki', 0.03198617225269775),\n",
              "  ('chociebuski', 0.03198617225269775),\n",
              "  ('akrobatyka', 0.02827950283793869),\n",
              "  ('gimnastyk', 0.026257258680623733),\n",
              "  ('fitnes', 0.024572833423179622),\n",
              "  ('judo', 0.022404570812975533),\n",
              "  ('lekkoatletyka', 0.021580235626733512),\n",
              "  ('turniej', 0.02130941352609846)],\n",
              " 195: [('wycieczka', 0.32022318685974777),\n",
              "  ('lanckorona', 0.10169744289797183),\n",
              "  ('podróżnik', 0.07503793595335856),\n",
              "  ('tour', 0.057513598185139236),\n",
              "  ('podróżowania', 0.057513598185139236),\n",
              "  ('turystyke', 0.057513598185139236),\n",
              "  ('turystyczny', 0.05094634040537071),\n",
              "  ('fordońskie', 0.04695001848640741),\n",
              "  ('krajoznawczy', 0.042038233642503656),\n",
              "  ('transport', 0.038802923674991996)],\n",
              " 196: [('smog', 0.17239485134559523),\n",
              "  ('pochłaniacz', 0.06260002464854321),\n",
              "  ('thermos', 0.04519886351020971),\n",
              "  ('cube', 0.04173334976569548),\n",
              "  ('smok', 0.025957053265709747),\n",
              "  ('pnacza', 0.025561599193395217),\n",
              "  ('projektować', 0.025561599193395217),\n",
              "  ('pochlaniacz', 0.025561599193395217),\n",
              "  ('pokrywać', 0.025561599193395217),\n",
              "  ('pokazywać', 0.025561599193395217)],\n",
              " 197: [('pokazówa', 0.04787696527085454),\n",
              "  ('rozrywka', 0.04630082776297094),\n",
              "  ('bażantarni', 0.0366957927070827),\n",
              "  ('spisaka', 0.0366957927070827),\n",
              "  ('bezobsługowy', 0.032443356016530894),\n",
              "  ('pomiędzy', 0.03222584309278159),\n",
              "  ('filmowy', 0.02695981076486159),\n",
              "  ('źródlisko', 0.02393848263542727),\n",
              "  ('wizyjny', 0.01719852994421187),\n",
              "  ('harcerski', 0.016948088260038525)],\n",
              " 198: [('sensoryczny', 0.314656864667129),\n",
              "  ('diamencikowy', 0.05156391561426276),\n",
              "  ('nadwarcianskiej', 0.05156391561426276),\n",
              "  ('zarośle', 0.042093120022296295),\n",
              "  ('tajemniczy', 0.030142306564366207),\n",
              "  ('zakatek', 0.027662288698402582),\n",
              "  ('zmysł', 0.02491699791289797),\n",
              "  ('dps', 0.022243248530968318),\n",
              "  ('tysiąclecie', 0.01894159118393293),\n",
              "  ('otwarty', 0.0173372611870893)],\n",
              " 199: [('teatrzyk', 0.25844647607073307),\n",
              "  ('teatralny', 0.09469346712594101),\n",
              "  ('przedstawienie', 0.09364734406979147),\n",
              "  ('krasnobrodzki', 0.04785131369003585),\n",
              "  ('miniteatr', 0.04785131369003585),\n",
              "  ('oksywski', 0.03906241538069097),\n",
              "  ('spektakl', 0.038817058396241076),\n",
              "  ('teatr', 0.03046202827758018),\n",
              "  ('bogusławskiego', 0.03027351707134609),\n",
              "  ('staszica', 0.020379416054154675)],\n",
              " 200: [('traugutta', 0.07020133261218377),\n",
              "  ('korotyńskiego', 0.05739253071269075),\n",
              "  ('skaryszewski', 0.0423430473062783),\n",
              "  ('parkowy', 0.03446607776815707),\n",
              "  ('milowicach', 0.03147342363105883),\n",
              "  ('kuronia', 0.029945043142605342),\n",
              "  ('kleparski', 0.02672584020256606),\n",
              "  ('julianowski', 0.024544650263398013),\n",
              "  ('szczęśliwicki', 0.024544650263398013),\n",
              "  ('czesci', 0.021563019638344276)],\n",
              " 201: [('lelewa', 0.08307519737853444),\n",
              "  ('szklarka', 0.08307519737853444),\n",
              "  ('rawie', 0.07344815320409076),\n",
              "  ('felinie', 0.06072189303917194),\n",
              "  ('planeta', 0.058189649194811455),\n",
              "  ('srebrny', 0.05604866753054399),\n",
              "  ('tęczowy', 0.05109484886472826),\n",
              "  ('ostatni', 0.045463389029892644),\n",
              "  ('pętla', 0.02960092513256141),\n",
              "  ('okolica', 0.01623930355391754)],\n",
              " 202: [('wieża', 0.4801441924777971),\n",
              "  ('widokowy', 0.1980462163073524),\n",
              "  ('zamek', 0.07507814527062111),\n",
              "  ('piramida', 0.07313303956032877),\n",
              "  ('kadzielnia', 0.061034838890351835),\n",
              "  ('gołonoskim', 0.061034838890351835),\n",
              "  ('wzgórze', 0.05627386178151881),\n",
              "  ('arkońskim', 0.05396190847647484),\n",
              "  ('wieze', 0.04688897806259785),\n",
              "  ('wieżowiec', 0.04275157900026964)],\n",
              " 203: [('wybieg', 0.27458990453426513),\n",
              "  ('pies', 0.1775117281373959),\n",
              "  ('kapelusz', 0.10312783122852552),\n",
              "  ('niedzwiednik', 0.09117701777059543),\n",
              "  ('wrzesień', 0.07922620431266535),\n",
              "  ('iść', 0.06727539085473526),\n",
              "  ('żołnierz', 0.05643731051986673),\n",
              "  ('człowiek', 0.0346745223741786),\n",
              "  ('psi', 0.01780438484269504),\n",
              "  ('mały', 0.008278551736375062)],\n",
              " 204: [('artystyczny', 0.08144361223763887),\n",
              "  ('artystyczno', 0.06347961730343069),\n",
              "  ('sztuka', 0.05821124850630489),\n",
              "  ('ilustratorski', 0.045313744024655156),\n",
              "  ('wyobraźnia', 0.034811514016171136),\n",
              "  ('rysunek', 0.03173980865171534),\n",
              "  ('kreatywność', 0.02956039901192913),\n",
              "  ('dekoracja', 0.02956039901192913),\n",
              "  ('twórca', 0.02956039901192913),\n",
              "  ('malarstwo', 0.02786991756257905)],\n",
              " 205: [('serce', 0.3556477310035148),\n",
              "  ('defibrylator', 0.07993231819494657),\n",
              "  ('troska', 0.0557398351251581),\n",
              "  ('marymonciak', 0.045313744024655156),\n",
              "  ('ogonek', 0.045313744024655156),\n",
              "  ('medycyna', 0.045313744024655156),\n",
              "  ('pelne', 0.045313744024655156),\n",
              "  ('pobudzić', 0.045313744024655156),\n",
              "  ('szczepina', 0.040062629020413146),\n",
              "  ('masaż', 0.03699092365595735)],\n",
              " 206: [('pochodzenie', 0.1322066757673634),\n",
              "  ('rzodkiewkowy', 0.07476767764068101),\n",
              "  ('nowohucianina', 0.07476767764068101),\n",
              "  ('historia', 0.07402803847582536),\n",
              "  ('historyczny', 0.07203642002655229),\n",
              "  ('kwiecisty', 0.0661033378836817),\n",
              "  ('nowoczesność', 0.052370684275330315),\n",
              "  ('gojawiczyńskiej', 0.052370684275330315),\n",
              "  ('kapuścisko', 0.05044380077748959),\n",
              "  ('klasyk', 0.05044380077748959)],\n",
              " 207: [('zwalniać', 0.15748903781598422),\n",
              "  ('stop', 0.1380503694326667),\n",
              "  ('utonięcie', 0.12764221805929415),\n",
              "  ('wycofać', 0.11637929838962291),\n",
              "  ('odpornosc', 0.08307519737853444),\n",
              "  ('oderwać', 0.08307519737853444),\n",
              "  ('bezapelacyjny', 0.07344815320409076),\n",
              "  ('bezkompromisowy', 0.07344815320409076),\n",
              "  ('zamykać', 0.06382110902964708),\n",
              "  ('wskoczyć', 0.06382110902964708)],\n",
              " 208: [('walking', 0.32994759984719574),\n",
              "  ('mileszkach', 0.143236059556459),\n",
              "  ('chodzić', 0.13988735086120815),\n",
              "  ('walkingu', 0.051123198386790435),\n",
              "  ('trucht', 0.051123198386790435),\n",
              "  ('napęd', 0.04519886351020971),\n",
              "  ('chodzenie', 0.03927452863362898),\n",
              "  ('krajoznawczy', 0.03736731879333659),\n",
              "  ('spacer', 0.0364319078554602),\n",
              "  ('marsz', 0.03580901488911475)],\n",
              " 209: [('stołowy', 0.3175418924483338),\n",
              "  ('stół', 0.22625451149306827),\n",
              "  ('święcić', 0.06877185806459676),\n",
              "  ('sulisławice', 0.06471999788921957),\n",
              "  ('piwonice', 0.04212263529052451),\n",
              "  ('szczypiorno', 0.03438592903229838),\n",
              "  ('szachownica', 0.03235999894460979),\n",
              "  ('winiary', 0.028419042691543432),\n",
              "  ('korczak', 0.021025929138735844),\n",
              "  ('pracownia', 0.01241616596380679)],\n",
              " 210: [('miasteczko', 0.20687854151835441),\n",
              "  ('drogowy', 0.11086037388257314),\n",
              "  ('rucho', 0.10425399955942424),\n",
              "  ('podwórkowy', 0.06494510407151387),\n",
              "  ('carsharing', 0.04096859048804438),\n",
              "  ('krokusowej', 0.029945043142605342),\n",
              "  ('okrężny', 0.02672584020256606),\n",
              "  ('drogi', 0.02518191075154723),\n",
              "  ('samochodowy', 0.018921495797166298),\n",
              "  ('znak', 0.01790492041964388)],\n",
              " 211: [('praguskowo', 0.09202175709622279),\n",
              "  ('głóg', 0.08135795431837747),\n",
              "  ('mielczarskiego', 0.07512002957825185),\n",
              "  ('jaracza', 0.06445622680040654),\n",
              "  ('miodowy', 0.06208467787998719),\n",
              "  ('dzielny', 0.05256099775066068),\n",
              "  ('praga', 0.04250059055978892),\n",
              "  ('stawa', 0.04055308052745888),\n",
              "  ('zadaszenie', 0.038229333073661546),\n",
              "  ('przystankowy', 0.028281222844045353)],\n",
              " 212: [('energetyczny', 0.1581001789443934),\n",
              "  ('energia', 0.10907063237344017),\n",
              "  ('aktywny', 0.10143955981742499),\n",
              "  ('lublin', 0.10056914670925554),\n",
              "  ('aktywnie', 0.09736667281480471),\n",
              "  ('strzyza', 0.092128338162007),\n",
              "  ('mikrogranty', 0.092128338162007),\n",
              "  ('funkcjonalny', 0.059400016362231405),\n",
              "  ('podwórko', 0.04009894260513587),\n",
              "  ('aktywność', 0.025779126309683417)],\n",
              " 213: [('bibioteki', 0.05451821681128387),\n",
              "  ('czytelnik', 0.04908139350253738),\n",
              "  ('wydawniczy', 0.04200286931936384),\n",
              "  ('marynarski', 0.04022652236674892),\n",
              "  ('bookow', 0.030832032016775673),\n",
              "  ('więckowskiego', 0.030832032016775673),\n",
              "  ('aleksandrowski', 0.025169082075187477),\n",
              "  ('bartoka', 0.021596158464053737),\n",
              "  ('mackiewicza', 0.020801567330923542),\n",
              "  ('reymonta', 0.014898823494310126)],\n",
              " 214: [('myślenie', 0.09793087093878769),\n",
              "  ('percepcyjny', 0.09793087093878769),\n",
              "  ('doświadczania', 0.09042225782567352),\n",
              "  ('sensoryczny', 0.088164725365669),\n",
              "  ('zmysł', 0.08028810438600456),\n",
              "  ('wzrok', 0.07225875314027119),\n",
              "  ('pamięć', 0.0651063347646693),\n",
              "  ('thought', 0.048965435469393845),\n",
              "  ('mysli', 0.048965435469393845),\n",
              "  ('dotykowy', 0.04521112891283676)],\n",
              " 215: [('zewnetrznej', 0.07427459736976048),\n",
              "  ('mazowiecki', 0.05308916945860904),\n",
              "  ('morszynskiej', 0.04430677193521838),\n",
              "  ('morwowy', 0.04430677193521838),\n",
              "  ('pacyfikacja', 0.04430677193521838),\n",
              "  ('pomorzańskiego', 0.04430677193521838),\n",
              "  ('łostowicką', 0.04430677193521838),\n",
              "  ('sielczyka', 0.04430677193521838),\n",
              "  ('muśnickiego', 0.03917234837551508),\n",
              "  ('pomorski', 0.033963477883563624)],\n",
              " 216: [('pumptrack', 0.3445772027580371),\n",
              "  ('pumptracku', 0.14689630640818152),\n",
              "  ('pompuj', 0.08307519737853444),\n",
              "  ('pumptracki', 0.08307519737853444),\n",
              "  ('wkoło', 0.08307519737853444),\n",
              "  ('bańgowie', 0.07344815320409076),\n",
              "  ('kawodrza', 0.06781669336925514),\n",
              "  ('pumptruck', 0.06382110902964708),\n",
              "  ('kolarski', 0.052558189359975846),\n",
              "  ('falenicy', 0.052558189359975846)],\n",
              " 217: [('integracyjny', 0.1587381165186348),\n",
              "  ('wielopole', 0.11355782594338651),\n",
              "  ('integracja', 0.11123667425874854),\n",
              "  ('zintegrować', 0.09829063984203276),\n",
              "  ('aktywnosc', 0.056778912971693254),\n",
              "  ('integrować', 0.04914531992101638),\n",
              "  ('wszystek', 0.034233119925776975),\n",
              "  ('osa', 0.029950661661095574),\n",
              "  ('organizacja', 0.029441592371738153),\n",
              "  ('aktywność', 0.017744073953418458)],\n",
              " 218: [('zegar', 0.5564637044585162),\n",
              "  ('zwierzyniecki', 0.10788836380398771),\n",
              "  ('wieża', 0.08255110677688442),\n",
              "  ('słoneczny', 0.06472384984832068),\n",
              "  ('czasomierz', 0.06296225485531032),\n",
              "  ('zwierzyckiego', 0.06296225485531032),\n",
              "  ('podświetlenie', 0.051397914974593374),\n",
              "  ('replika', 0.04836968263299568),\n",
              "  ('czas', 0.047497180950829714),\n",
              "  ('astronomiczny', 0.03680534275227874)],\n",
              " 219: [('mtodziezy', 0.2653452588119179),\n",
              "  ('waleczny', 0.06193607412023246),\n",
              "  ('górski', 0.054229600853856245),\n",
              "  ('nornica', 0.04747154135916254),\n",
              "  ('chwarzno', 0.033251228111320835),\n",
              "  ('sródmiescie', 0.03003325106284334),\n",
              "  ('marzec', 0.03003325106284334),\n",
              "  ('grabówka', 0.03003325106284334),\n",
              "  ('odsłona', 0.029197056494130433),\n",
              "  ('pogórze', 0.02498572116824019)],\n",
              " 220: [('łazienka', 0.27517035592294803),\n",
              "  ('toaleta', 0.10342792354110295),\n",
              "  ('kąpielisko', 0.07192557586932513),\n",
              "  ('tleniowego', 0.06296225485531032),\n",
              "  ('łazarskie', 0.06296225485531032),\n",
              "  ('suszarnia', 0.06296225485531032),\n",
              "  ('komorowice', 0.055665968744153),\n",
              "  ('łazienkowski', 0.051397914974593374),\n",
              "  ('bagno', 0.04836968263299568),\n",
              "  ('laboratorium', 0.035182704017254963)],\n",
              " 221: [('sterylizacja', 0.36212218935616014),\n",
              "  ('właścicielski', 0.19236586369146602),\n",
              "  ('posiadajacych', 0.0760901731035185),\n",
              "  ('kotka', 0.04303175691549986),\n",
              "  ('odłowieniem', 0.04303175691549986),\n",
              "  ('odrobaczeniem', 0.04303175691549986),\n",
              "  ('zwierzę', 0.034598294047279175),\n",
              "  ('pies', 0.03366801907118693),\n",
              "  ('przeróbka', 0.030141401021772846),\n",
              "  ('karma', 0.028071745824278023)],\n",
              " 222: [('młody', 0.17489418480842137),\n",
              "  ('młodzieżowy', 0.15776494712145664),\n",
              "  ('amatorski', 0.09829063984203276),\n",
              "  ('talent', 0.08681446445816161),\n",
              "  ('ostrołęcki', 0.07768070404226599),\n",
              "  ('szkolić', 0.056778912971693254),\n",
              "  ('wojewódzki', 0.05240914366492425),\n",
              "  ('młodość', 0.05240914366492425),\n",
              "  ('astronauta', 0.0477770015358498),\n",
              "  ('najmłodsi', 0.036407277674110845)],\n",
              " 223: [('piątkowski', 0.17151528217910528),\n",
              "  ('zacisza', 0.08316900294325849),\n",
              "  ('grzymalitów', 0.065729826497302),\n",
              "  ('gotowskiego', 0.065729826497302),\n",
              "  ('burtowy', 0.065729826497302),\n",
              "  ('nota', 0.065729826497302),\n",
              "  ('kundelka', 0.058112824513126764),\n",
              "  ('michatowskiego', 0.058112824513126764),\n",
              "  ('wiślany', 0.04287882054477632),\n",
              "  ('krawężnik', 0.04042669360725753)],\n",
              " 224: [('astronomiczny', 0.35318258196631114),\n",
              "  ('obserwatorium', 0.2972791206675099),\n",
              "  ('spirala', 0.1068336773877684),\n",
              "  ('teleskop', 0.09864246308255295),\n",
              "  ('kosmiczny', 0.08463948973790758),\n",
              "  ('gwiazda', 0.07439556626176724),\n",
              "  ('astronomiczno', 0.06041832536620688),\n",
              "  ('spektrograf', 0.06041832536620688),\n",
              "  ('planetarium', 0.06041832536620688),\n",
              "  ('gwiazdowy', 0.06041832536620688)],\n",
              " 225: [('wielofunkcyjny', 0.2806098309373189),\n",
              "  ('mechanik', 0.07384461989203062),\n",
              "  ('wyscigowy', 0.07384461989203062),\n",
              "  ('modelarski', 0.06528724729252512),\n",
              "  ('trójmiasto', 0.06528724729252512),\n",
              "  ('podwale', 0.05672987469301962),\n",
              "  ('piłkochwytów', 0.049821037804927984),\n",
              "  ('chabrowy', 0.04541764343531401),\n",
              "  ('funkcjonalny', 0.03886667737281808),\n",
              "  ('interaktywny', 0.022500384294997636)],\n",
              " 226: [('design', 0.10369151040577519),\n",
              "  ('projektant', 0.0957412141683602),\n",
              "  ('warsztatownia', 0.09010038921832529),\n",
              "  ('warsztaty', 0.07779240473441382),\n",
              "  ('majsterkowanie', 0.05864131579661255),\n",
              "  ('szydełkowanie', 0.05864131579661255),\n",
              "  ('rękodzielniczy', 0.0478706070841801),\n",
              "  ('makijaż', 0.0478706070841801),\n",
              "  ('rzemieślniczy', 0.042862512733533135),\n",
              "  ('szkło', 0.042862512733533135)],\n",
              " 227: [('aktywizujace', 0.22403048221593075),\n",
              "  ('walking', 0.19085961864697273),\n",
              "  ('nordic', 0.19085961864697273),\n",
              "  ('trening', 0.1598070870063825),\n",
              "  ('aktywizować', 0.0933460342566378),\n",
              "  ('zemborzyckim', 0.03268532355876765),\n",
              "  ('atlas', 0.028897634047511122),\n",
              "  ('lostowice', 0.026681977719051207),\n",
              "  ('marsz', 0.022894288207794673),\n",
              "  ('gdansk', 0.022051934766115666)],\n",
              " 228: [('komputerowy', 0.17345193583154978),\n",
              "  ('laptop', 0.045305453873786324),\n",
              "  ('komputer', 0.03910380790344177),\n",
              "  ('sieć', 0.03771087279427565),\n",
              "  ('informatyczny', 0.03463582260766033),\n",
              "  ('edukacjq', 0.03099178347800249),\n",
              "  ('cyberskiller', 0.03099178347800249),\n",
              "  ('oprogramowanie', 0.025299491826872387),\n",
              "  ('projektor', 0.019607200175742287),\n",
              "  ('mobilny', 0.017810718489255598)],\n",
              " 229: [('wiewiórka', 0.18783368716183607),\n",
              "  ('zawieszenie', 0.17056134446177953),\n",
              "  ('nietoperz', 0.17056134446177953),\n",
              "  ('ptak', 0.09536272246917284),\n",
              "  ('owad', 0.04848598341049757),\n",
              "  ('zapobiegać', 0.04483043756228868),\n",
              "  ('białołęki', 0.03496116037518156),\n",
              "  ('parka', 0.03437866353323656),\n",
              "  ('nietoperzy', 0.029177630298802344),\n",
              "  ('zawieszanie', 0.029177630298802344)],\n",
              " 230: [('naukowy', 0.14803326509074347),\n",
              "  ('fizyka', 0.12193664592420765),\n",
              "  ('einstein', 0.11017222980613614),\n",
              "  ('laboratorium', 0.10444865255122568),\n",
              "  ('einsteini', 0.06230639803390084),\n",
              "  ('mechanika', 0.05508611490306807),\n",
              "  ('ścisły', 0.05086252002694136),\n",
              "  ('fizyk', 0.04786583177223531),\n",
              "  ('pracownia', 0.045913947053660524),\n",
              "  ('naukowiec', 0.04554141977937896)],\n",
              " 231: [('wzgórze', 0.08196150569452633),\n",
              "  ('górka', 0.07086419717997665),\n",
              "  ('widokowy', 0.04635795190633886),\n",
              "  ('góra', 0.04011961691694847),\n",
              "  ('pogórze', 0.04010446964583776),\n",
              "  ('gołonoska', 0.038098179689518986),\n",
              "  ('krajobraz', 0.038098179689518986),\n",
              "  ('donnersmarcków', 0.038098179689518986),\n",
              "  ('alpejski', 0.033683229494869654),\n",
              "  ('pazurek', 0.031100649188448223)],\n",
              " 232: [('dworcowy', 0.14096421793425062),\n",
              "  ('koleja', 0.09379824049312892),\n",
              "  ('kolejowy', 0.09265930772356722),\n",
              "  ('dworzec', 0.06096979865447011),\n",
              "  ('parowóz', 0.04463741948697374),\n",
              "  ('kolejarz', 0.03946467933354131),\n",
              "  ('eksponat', 0.03946467933354131),\n",
              "  ('pasażer', 0.03946467933354131),\n",
              "  ('parkowo', 0.03429193918010888),\n",
              "  ('torowy', 0.032626688797167014)],\n",
              " 233: [('lustrum', 0.3192957807283125),\n",
              "  ('drogowy', 0.1418132119175439),\n",
              "  ('tunelowa', 0.055901067394901686),\n",
              "  ('sferyczny', 0.055901067394901686),\n",
              "  ('krokiew', 0.055901067394901686),\n",
              "  ('cieślewskich', 0.04942305636163117),\n",
              "  ('skrzyżowanie', 0.04259948855322921),\n",
              "  ('zakręt', 0.035366258260918326),\n",
              "  ('okulickiego', 0.03267764076136897),\n",
              "  ('jezdnia', 0.029989023261819618)],\n",
              " 234: [('przedszkolny', 0.05670820426493646),\n",
              "  ('magiczny', 0.030905301270892575),\n",
              "  ('gródka', 0.02926827930022032),\n",
              "  ('przedszkolak', 0.027479989088875348),\n",
              "  ('bawić', 0.02688169681970178),\n",
              "  ('cyganeria', 0.026685698993798888),\n",
              "  ('matego', 0.022270748799149555),\n",
              "  ('ogrodzenie', 0.017436496987915585),\n",
              "  ('zabawowy', 0.015273218298078794),\n",
              "  ('okolica', 0.014894647845631378)],\n",
              " 235: [('kulinarny', 0.15235343626478312),\n",
              "  ('gotowanie', 0.10914608865943062),\n",
              "  ('żywienie', 0.10914608865943062),\n",
              "  ('smaczny', 0.06829093598022896),\n",
              "  ('żywność', 0.061146521661823494),\n",
              "  ('jeść', 0.05292572914570994),\n",
              "  ('cukier', 0.03698088832653521),\n",
              "  ('żywieniowy', 0.03698088832653521),\n",
              "  ('dietetyczny', 0.032133705245696434),\n",
              "  ('spożywczy', 0.030573260830911747)],\n",
              " 236: [('karolew', 0.23108228784689558),\n",
              "  ('sąsiedzki', 0.11650608770319676),\n",
              "  ('retkińskiej', 0.04629452753620359),\n",
              "  ('poniatowski', 0.04311572010579718),\n",
              "  ('karłowicach', 0.029216944920964282),\n",
              "  ('karolewska', 0.02697680620213464),\n",
              "  ('rodakowskiego', 0.02415456518685293),\n",
              "  ('bałtycki', 0.01772831761886574),\n",
              "  ('kasprowicza', 0.013563832522863641),\n",
              "  ('pomnik', 0.009899223586895331)],\n",
              " 237: [('festiwal', 0.13495866855110897),\n",
              "  ('muzyka', 0.13479068921659854),\n",
              "  ('hiphopowy', 0.08394074651896087),\n",
              "  ('muzyczny', 0.0753578554427894),\n",
              "  ('festival', 0.06405562003490742),\n",
              "  ('szafranków', 0.04747154135916254),\n",
              "  ('ambientowy', 0.04747154135916254),\n",
              "  ('landowskiej', 0.04747154135916254),\n",
              "  ('festwial', 0.04747154135916254),\n",
              "  ('solista', 0.041970373259480435)],\n",
              " 238: [('klasa', 0.11295737590504068),\n",
              "  ('ekologiczny', 0.05913990910254419),\n",
              "  ('edukacja', 0.04643636916991104),\n",
              "  ('klasy', 0.03962874940202969),\n",
              "  ('wiatromierz', 0.038342398790092824),\n",
              "  ('uspołeczniać', 0.038342398790092824),\n",
              "  ('wyposazona', 0.03389914763265728),\n",
              "  ('piotrowicach', 0.031300012324271605),\n",
              "  ('warzywny', 0.02945589647522173),\n",
              "  ('obserwacja', 0.028025489095002437)],\n",
              " 239: [('kurtyna', 0.12108464873839479),\n",
              "  ('ekologiczny', 0.06082962079118832),\n",
              "  ('rekreacji_x', 0.046010878548111395),\n",
              "  ('oławy', 0.046010878548111395),\n",
              "  ('łężyca', 0.046010878548111395),\n",
              "  ('ścieżek', 0.03944565975589307),\n",
              "  ('wodny', 0.036993560558244654),\n",
              "  ('rzeka', 0.029290411805365558),\n",
              "  ('przyrodniczo', 0.028298685525080268),\n",
              "  ('staw', 0.02580537104692786)],\n",
              " 240: [('śmietnik', 0.17794087780171583),\n",
              "  ('śmietnikowy', 0.13639016708967794),\n",
              "  ('odpad', 0.12193664592420765),\n",
              "  ('czysty', 0.08296586631855982),\n",
              "  ('recykling', 0.08129109728280509),\n",
              "  ('śmieciomaty', 0.06230639803390084),\n",
              "  ('recyklomat', 0.06230639803390084),\n",
              "  ('zbieranie', 0.05508611490306807),\n",
              "  ('sprzątać', 0.04364223689610859),\n",
              "  ('odpady', 0.03941864201998188)],\n",
              " 241: [('zatoczka', 0.11198496682675343),\n",
              "  ('skośno', 0.04672979852542563),\n",
              "  ('parkowanie', 0.038360213853723735),\n",
              "  ('źródlany', 0.03589937382917648),\n",
              "  ('szafirowy', 0.03589937382917648),\n",
              "  ('pomorski', 0.035820855580321005),\n",
              "  ('parkingowy', 0.03199092031911428),\n",
              "  ('korki', 0.03152737548593099),\n",
              "  ('pietrusińskiego', 0.028740852486409646),\n",
              "  ('wróblewskiego', 0.028740852486409646)],\n",
              " 242: [('zdrowie', 0.13321575135582672),\n",
              "  ('atleta', 0.12156935702746058),\n",
              "  ('dieta', 0.1122483200594568),\n",
              "  ('sport', 0.10360868025775638),\n",
              "  ('hartować', 0.06875188748568369),\n",
              "  ('zdrowo', 0.060094675431448426),\n",
              "  ('sportowo', 0.025255454911910568),\n",
              "  ('bawić', 0.024255324141914822),\n",
              "  ('fitness', 0.022690586506000112),\n",
              "  ('aktywny', 0.02059883781733151)],\n",
              " 243: [('edupark', 0.06424739371824172),\n",
              "  ('usprawnienie', 0.03928528865395381),\n",
              "  ('powiększenie', 0.038031207340739004),\n",
              "  ('samochodowy', 0.03634918929455631),\n",
              "  ('garaż', 0.03485802238262206),\n",
              "  ('zwiększenie', 0.03351877640485966),\n",
              "  ('dojazdowy', 0.020246880983739002),\n",
              "  ('parkingowy', 0.012433718018765064),\n",
              "  ('osiedlowy', 0.007496949465782114),\n",
              "  ('budynek', 0.0006469608395588118)],\n",
              " 244: [('programowania', 0.12193959730894022),\n",
              "  ('kodowania', 0.10287581754032663),\n",
              "  ('programowanie', 0.0903471058701306),\n",
              "  ('inteligencja', 0.07892935866708262),\n",
              "  ('kodować', 0.04463741948697374),\n",
              "  ('przedszkolak', 0.04292893817864109),\n",
              "  ('programista', 0.03946467933354131),\n",
              "  ('programować', 0.03946467933354131),\n",
              "  ('kodowanie', 0.036438820317808734),\n",
              "  ('smart', 0.031266080164376306)],\n",
              " 245: [('przestrzeń', 0.1661705874965697),\n",
              "  ('poniatowski', 0.05345168040513212),\n",
              "  ('źródlisko', 0.05345168040513212),\n",
              "  ('strug', 0.046800888408122514),\n",
              "  ('jasieniem', 0.04484060287879822),\n",
              "  ('podolski', 0.04312603927668855),\n",
              "  ('szeregi', 0.04023139415795969),\n",
              "  ('reymonta', 0.03959413366981047),\n",
              "  ('staszica', 0.03489626036670321),\n",
              "  ('sienkiewicza', 0.03140458571425403)],\n",
              " 246: [('odświeżać', 0.07571410393993014),\n",
              "  ('biala', 0.0618076192732452),\n",
              "  ('kutrzeby', 0.05816607405233658),\n",
              "  ('sródmiescie', 0.047901134606560265),\n",
              "  ('rozrywka', 0.03184402922094625),\n",
              "  ('południe', 0.02157908977516994),\n",
              "  ('kluba', 0.019779412701998515),\n",
              "  ('renowacja', 0.013622018136912037),\n",
              "  ('kultura', 0.004661849428688738),\n",
              "  ('centrum', 0.0034722018545013267)],\n",
              " 247: [('golędzinowa', 0.04862938383133725),\n",
              "  ('fioletowy', 0.04862938383133725),\n",
              "  ('aquapark', 0.04862938383133725),\n",
              "  ('łódka', 0.04699791476253926),\n",
              "  ('wiadukt', 0.04558309562449651),\n",
              "  ('wawrzyszewie', 0.03969757660639326),\n",
              "  ('bartoszewskiego', 0.037358697968573905),\n",
              "  ('modrzewiowy', 0.03406223367501159),\n",
              "  ('rzeka', 0.030957345810548965),\n",
              "  ('zwierzyniec', 0.02990917982325557)],\n",
              " 248: [('ping', 0.39983999934322834),\n",
              "  ('stół', 0.16769799372952954),\n",
              "  ('przyrząd', 0.043704686204087066),\n",
              "  ('pingpong', 0.043704686204087066),\n",
              "  ('stadionowy', 0.043704686204087066),\n",
              "  ('szachy', 0.03797619710855033),\n",
              "  ('latawiec', 0.03613203552744116),\n",
              "  ('drążek', 0.034625245801871284),\n",
              "  ('korfantego', 0.03040354643190442),\n",
              "  ('astronauta', 0.03040354643190442)],\n",
              " 249: [('antoniewicza', 0.06113603503693104),\n",
              "  ('macedoński', 0.05644857713972683),\n",
              "  ('świetlica', 0.04474364444379754),\n",
              "  ('reflektor', 0.0345746486199681),\n",
              "  ('ożarowskiej', 0.03056801751846552),\n",
              "  ('mełgiewski', 0.03056801751846552),\n",
              "  ('senatorski', 0.026561386416962946),\n",
              "  ('oświetlać', 0.025271539299539767),\n",
              "  ('świetlny', 0.023470179106046856),\n",
              "  ('tęczowy', 0.021264908198037193)],\n",
              " 250: [('drewniak', 0.18020077843665058),\n",
              "  ('warszawski', 0.1254421628690666),\n",
              "  ('warszawa', 0.09429731122689813),\n",
              "  ('pył', 0.05864131579661255),\n",
              "  ('poznański', 0.04994954915233989),\n",
              "  ('drzewny', 0.045050194609162646),\n",
              "  ('bioróżnorodność', 0.045050194609162646),\n",
              "  ('roślinność', 0.041075046490455146),\n",
              "  ('ekologicznie', 0.038254634015437695),\n",
              "  ('deszczowy', 0.03342643318114559)],\n",
              " 251: [('świerczewskie', 0.057513598185139236),\n",
              "  ('lacrosse', 0.05084872144898592),\n",
              "  ('roller', 0.05084872144898592),\n",
              "  ('derby', 0.05084872144898592),\n",
              "  ('polo', 0.042038233642503656),\n",
              "  ('międzyosiedlowy', 0.04028514175025409),\n",
              "  ('hokej', 0.03362026501410077),\n",
              "  ('sportowo', 0.03169073909619548),\n",
              "  ('arena', 0.025473170202685354),\n",
              "  ('sport', 0.02407573499579275)],\n",
              " 252: [('niepodległość', 0.28930342262816144),\n",
              "  ('ligocka', 0.04823721138108452),\n",
              "  ('pokrycie', 0.04823721138108452),\n",
              "  ('winobluszcz', 0.04823721138108452),\n",
              "  ('domaniewska', 0.04823721138108452),\n",
              "  ('rozwidlenie', 0.04264731476366561),\n",
              "  ('madalińskiego', 0.03525787337758371),\n",
              "  ('wołoski', 0.03525787337758371),\n",
              "  ('niepodleglosci', 0.03254438759838038),\n",
              "  ('antoniego', 0.02755213591768503)],\n",
              " 253: [('magiczny', 0.3097105723104341),\n",
              "  ('piskorzewska', 0.11251631980201138),\n",
              "  ('kozłówek', 0.09776850744967212),\n",
              "  ('magia', 0.08586178855742908),\n",
              "  ('tajemniczy', 0.07439377790354212),\n",
              "  ('świątynia', 0.05625815990100569),\n",
              "  ('złotoryjski', 0.05194470130411032),\n",
              "  ('tajemnica', 0.04651038615766362),\n",
              "  ('labirynt', 0.041510347548666435),\n",
              "  ('złoty', 0.03176257380532436)],\n",
              " 254: [('planty', 0.06941187015585726),\n",
              "  ('kępna', 0.05642843595523095),\n",
              "  ('gibalskiego', 0.05642843595523095),\n",
              "  ('zandce', 0.05642843595523095),\n",
              "  ('dworzec', 0.05138335232515091),\n",
              "  ('wisła', 0.0322308005074806),\n",
              "  ('urzadzenia', 0.027267658093360042),\n",
              "  ('święto', 0.024341668203701178),\n",
              "  ('śląski', 0.015088562043213197),\n",
              "  ('kultura', 0.003474397215720852)],\n",
              " 255: [('artystyczny', 0.16903391219132596),\n",
              "  ('artezyjski', 0.0997786232206516),\n",
              "  ('malarstwo', 0.06941187015585726),\n",
              "  ('dekoratorski', 0.05642843595523095),\n",
              "  ('sztuka', 0.054367109454001736),\n",
              "  ('galeria', 0.04998508869960899),\n",
              "  ('półka', 0.0498893116103258),\n",
              "  ('wystawienniczy', 0.0498893116103258),\n",
              "  ('dzieło', 0.0460641690810035),\n",
              "  ('pracownia', 0.04158244261463595)],\n",
              " 256: [('rak', 0.12402769642043632),\n",
              "  ('ginekologiczny', 0.10388940260822065),\n",
              "  ('onkologiczny', 0.10388940260822065),\n",
              "  ('nowotworowy', 0.10388940260822065),\n",
              "  ('nowotwór', 0.07501087986800759),\n",
              "  ('kolonoskopia', 0.04242137738478355),\n",
              "  ('ginekologia', 0.04242137738478355),\n",
              "  ('nowotarski', 0.04242137738478355),\n",
              "  ('polip', 0.04242137738478355),\n",
              "  ('nowodwory', 0.04242137738478355)],\n",
              " 257: [('aerial', 0.11751704512654523),\n",
              "  ('powietrze', 0.09793094543219774),\n",
              "  ('powietrzny', 0.05875852256327262),\n",
              "  ('gimnastyk', 0.05455674859196265),\n",
              "  ('outdoor', 0.051056887223717665),\n",
              "  ('zemborzycach', 0.051056887223717665),\n",
              "  ('pilates', 0.03981687709395678),\n",
              "  ('opole', 0.03796072059769938),\n",
              "  ('ciało', 0.026643280808870785),\n",
              "  ('gimnastyczny', 0.01709736616404627)],\n",
              " 258: [('waste', 0.11201625890254918),\n",
              "  ('less', 0.06988775437467057),\n",
              "  ('marnować', 0.061376487638010145),\n",
              "  ('tworzenie', 0.038125743897025346),\n",
              "  ('recykling', 0.02967279596634711),\n",
              "  ('plastikowy', 0.02797588683087783),\n",
              "  ('plastik', 0.02797588683087783),\n",
              "  ('ekologia', 0.02489250197834426),\n",
              "  ('warsztaty', 0.024136350670449308),\n",
              "  ('peeling', 0.022743019814655818)],\n",
              " 259: [('pokolenie', 0.5802787740442532),\n",
              "  ('zaproszenie', 0.10312783122852552),\n",
              "  ('wysłać', 0.10312783122852552),\n",
              "  ('wnuczek', 0.10312783122852552),\n",
              "  ('dialog', 0.07537890170379966),\n",
              "  ('facebook', 0.06957765624481323),\n",
              "  ('swój', 0.06178480928372603),\n",
              "  ('wspólny', 0.03342005074861949),\n",
              "  ('festyn', 0.01817518148443579),\n",
              "  ('kultura', 0.006349760428731212)],\n",
              " 260: [('dokumentalny', 0.15258756008082408),\n",
              "  ('kino', 0.13869750163245598),\n",
              "  ('film', 0.12933695036414591),\n",
              "  ('filmowy', 0.10299490206263529),\n",
              "  ('wyświetlanie', 0.09345959705085126),\n",
              "  ('darwin', 0.09345959705085126),\n",
              "  ('pełnometrażowy', 0.09345959705085126),\n",
              "  ('komedia', 0.08262917235460211),\n",
              "  ('pokazówa', 0.060968322962103826),\n",
              "  ('scena', 0.03330104077413159)],\n",
              " 261: [('junior', 0.4730037041888765),\n",
              "  ('quizowanie', 0.08544877444649257),\n",
              "  ('quiz', 0.08544877444649257),\n",
              "  ('konsultacja', 0.04497429810283235),\n",
              "  ('kluba', 0.04464496009879664),\n",
              "  ('spotkanie', 0.013602362152060508),\n",
              "  ('przyjazny', 0.012249289026446022),\n",
              "  ('osiedlowy', 0.008139545134277724),\n",
              "  ('młodzież', 0.0038240200820730207),\n",
              "  ('senior', 0.000577930595053415)],\n",
              " 262: [('słownictwo', 0.29063972883819317),\n",
              "  ('lekcja', 0.22151539189298558),\n",
              "  ('angielski', 0.18753487195352841),\n",
              "  ('speaker', 0.05013048524471015),\n",
              "  ('native', 0.05013048524471015),\n",
              "  ('głuchy', 0.032846379072636864),\n",
              "  ('język', 0.02944715898894728),\n",
              "  ('migowy', 0.028541117081581302),\n",
              "  ('słuchać', 0.024235855090525744),\n",
              "  ('ursynowa', 0.017412176278922574)],\n",
              " 263: [('sensoryczny', 0.07246415783479643),\n",
              "  ('stymulować', 0.048294676079402146),\n",
              "  ('zmysł', 0.02639608911320698),\n",
              "  ('sloneczny', 0.024147338039701073),\n",
              "  ('sensoryka', 0.022295899189892103),\n",
              "  ('prądzyńskiego', 0.022295899189892103),\n",
              "  ('zabawowo', 0.019963362095070228),\n",
              "  ('naukowy', 0.01854036979610094),\n",
              "  ('naukowo', 0.017817226801710707),\n",
              "  ('interaktywny', 0.016644119889450307)],\n",
              " 264: [('spacerowy', 0.23454260956903167),\n",
              "  ('promenada', 0.2232217191931519),\n",
              "  ('winogradzka', 0.17438578294951323),\n",
              "  ('piotrusia', 0.07120731203874381),\n",
              "  ('chłapowskiego', 0.06295555988922065),\n",
              "  ('wielkopolski', 0.06065302397069843),\n",
              "  ('spacerowo', 0.04645205559017434),\n",
              "  ('krasińskiego', 0.04645205559017434),\n",
              "  ('traugutta', 0.04067220064039219),\n",
              "  ('szlaka', 0.030716867018956248)],\n",
              " 265: [('bydgoski', 0.16230334563826862),\n",
              "  ('historyczno', 0.1071372759875885),\n",
              "  ('harcerstwo', 0.09359764656096523),\n",
              "  ('zwierzynca', 0.052932869126145844),\n",
              "  ('jeleniogórski', 0.04679882328048261),\n",
              "  ('jeleni', 0.04679882328048261),\n",
              "  ('puszczać', 0.04679882328048261),\n",
              "  ('bober', 0.04679882328048261),\n",
              "  ('świętojański', 0.03571242532919617),\n",
              "  ('strzelnica', 0.03348840383998461)],\n",
              " 266: [('smyk', 0.3861417993794144),\n",
              "  ('śmiech', 0.29894705648487985),\n",
              "  ('uśmiech', 0.2676720182951253),\n",
              "  ('usmiech', 0.19929803765658655),\n",
              "  ('zabawny', 0.1875559122503914),\n",
              "  ('muzykalny', 0.12206967778070367),\n",
              "  ('smieé', 0.12206967778070367),\n",
              "  ('humor', 0.12206967778070367),\n",
              "  ('zabawolandia', 0.10792381695294968),\n",
              "  ('muzyk', 0.1026807472838675)],\n",
              " 267: [('przedszkolak', 0.3903467021529293),\n",
              "  ('oświatowo', 0.08544877444649257),\n",
              "  ('rozwijania', 0.08544877444649257),\n",
              "  ('książkoczytaka', 0.08544877444649257),\n",
              "  ('wychowawca', 0.07554667186706479),\n",
              "  ('twórczość', 0.0697543131798053),\n",
              "  ('interaktywny', 0.052072317939851676),\n",
              "  ('rozwijać', 0.035072195523404556),\n",
              "  ('dziecięcy', 0.02956273151180478),\n",
              "  ('akademia', 0.027943750293133306)],\n",
              " 268: [('wirus', 0.5909345866714427),\n",
              "  ('bakteria', 0.5555648589173409),\n",
              "  ('zakaźny', 0.0777686328043314),\n",
              "  ('gryf', 0.059345647973517164),\n",
              "  ('choroba', 0.055649847557621486),\n",
              "  ('klon', 0.0514192288450953),\n",
              "  ('ratowania', 0.04915230708292973),\n",
              "  ('pomorski', 0.03371374642853742),\n",
              "  ('defibrylator', 0.031032547063920432),\n",
              "  ('bezpiecznie', 0.017194556704147986)],\n",
              " 269: [('butelka', 0.5405985191311801),\n",
              "  ('butelkomat', 0.43355251884162715),\n",
              "  ('plastikowy', 0.1751823389647826),\n",
              "  ('porozrzucać', 0.16788149303792174),\n",
              "  ('bejmy', 0.16788149303792174),\n",
              "  ('szklany', 0.12811124006981484),\n",
              "  ('litra', 0.09494308271832508),\n",
              "  ('cup', 0.06405562003490742),\n",
              "  ('butelkomaty', 0.06193607412023246),\n",
              "  ('bukowy', 0.05550012002327746)],\n",
              " 270: [('kuchnia', 0.4496053636496945),\n",
              "  ('kuchenny', 0.20177520310995836),\n",
              "  ('pokój', 0.08022063722536749),\n",
              "  ('gastronomiczny', 0.06103502403232963),\n",
              "  ('naczynie', 0.06103502403232963),\n",
              "  ('stołówka', 0.05044380077748959),\n",
              "  ('wyposażenie', 0.02426947292895562),\n",
              "  ('szkolny', 0.014021980299554869),\n",
              "  ('sprzęt', 0.014020022586160107),\n",
              "  ('ciąg', 0.01013662770270411)],\n",
              " 271: [('tyniec', 0.14963052650094374),\n",
              "  ('zamknąć', 0.10681096805811571),\n",
              "  ('ubrać', 0.08719289147475662),\n",
              "  ('zakręt', 0.06757481489139751),\n",
              "  ('korytarz', 0.05244449595591174),\n",
              "  ('bajkowy', 0.04668068537978583),\n",
              "  ('zwalniać', 0.04049718115268165),\n",
              "  ('książkowy', 0.040066867731627),\n",
              "  ('wjazd', 0.03430305715550109),\n",
              "  ('przejście', 0.002410275646370648)],\n",
              " 272: [('łazienka', 0.24728146849832494),\n",
              "  ('toaleta', 0.04425969701083234),\n",
              "  ('szkolno', 0.0404149608868546),\n",
              "  ('użytkującym', 0.0404149608868546),\n",
              "  ('korzystanie', 0.035731533991179294),\n",
              "  ('suwałkach', 0.032784677699527934),\n",
              "  ('higieniczny', 0.028308477986665036),\n",
              "  ('dziecięcy', 0.027964746024680198),\n",
              "  ('zakładać', 0.024856953501759694),\n",
              "  ('wychowawczy', 0.024212965800379124)],\n",
              " 273: [('ruchowy', 0.1655707129491796),\n",
              "  ('samobronny', 0.03961201464406941),\n",
              "  ('wiskitno', 0.026725192464895145),\n",
              "  ('wzniesienie', 0.025060858502769942),\n",
              "  ('olechów', 0.023731913499709337),\n",
              "  ('mileszki', 0.023731913499709337),\n",
              "  ('wielkopolska', 0.023155679215009804),\n",
              "  ('łagiewniki', 0.023155679215009804),\n",
              "  ('teofilów', 0.020470479823565008),\n",
              "  ('łódzki', 0.01295405642728034)],\n",
              " 274: [('szybownik', 0.059890086285210684),\n",
              "  ('zdewastować', 0.05183821416326385),\n",
              "  ('smulsko', 0.046800888408122514),\n",
              "  ('dojazdowy', 0.04215788917162093),\n",
              "  ('ogranicznik', 0.04096859048804438),\n",
              "  ('odwodnienie', 0.034461346691161014),\n",
              "  ('obniżenie', 0.03147342363105883),\n",
              "  ('wybrukowanie', 0.029945043142605342),\n",
              "  ('wyasfaltowanie', 0.028696265356345375),\n",
              "  ('szerokość', 0.028696265356345375)],\n",
              " 275: [('eco', 0.1147850614253815),\n",
              "  ('ekologiczny', 0.09027226829742557),\n",
              "  ('ekotorby', 0.08193718097608876),\n",
              "  ('ekopojazdy', 0.08193718097608876),\n",
              "  ('ekologia_natura', 0.07244201411910321),\n",
              "  ('ekopatrolu', 0.07244201411910321),\n",
              "  ('bioróżnorodność', 0.06294684726211766),\n",
              "  ('czworonożny', 0.059890086285210684),\n",
              "  ('kajakowy', 0.045785710707386594),\n",
              "  ('ogrodowy', 0.038402196998719655)],\n",
              " 276: [('kobieta', 0.27078423076081476),\n",
              "  ('kobiecy', 0.09310343871169834),\n",
              "  ('coaching', 0.06646015790282757),\n",
              "  ('seksualny', 0.06646015790282757),\n",
              "  ('zawodowy', 0.06634848750445534),\n",
              "  ('aktywizacja', 0.05967949656111448),\n",
              "  ('dama', 0.05875852256327262),\n",
              "  ('zawodowo', 0.05425335469540412),\n",
              "  ('inspirować', 0.04655171935584917),\n",
              "  ('wprowadzać', 0.04655171935584917)],\n",
              " 277: [('szulborski', 0.07384461989203062),\n",
              "  ('niepołomickiej', 0.07384461989203062),\n",
              "  ('murckowskiego', 0.07384461989203062),\n",
              "  ('praski', 0.06289943226590948),\n",
              "  ('mieszczański', 0.060281505217115686),\n",
              "  ('człuchowska', 0.060281505217115686),\n",
              "  ('łagiewnicki', 0.04541764343531401),\n",
              "  ('gdańsk', 0.03886667737281808),\n",
              "  ('poznański', 0.03144971613295474),\n",
              "  ('słowacki', 0.02960364534318976)],\n",
              " 278: [('jar', 0.26350497503278797),\n",
              "  ('wiosenny', 0.11018758950458973),\n",
              "  ('kwitnąć', 0.08398111011327476),\n",
              "  ('łąka', 0.08152629117964157),\n",
              "  ('kwietny', 0.05151341549861151),\n",
              "  ('dojazd', 0.04637831209552944),\n",
              "  ('sifownia', 0.04042669360725753),\n",
              "  ('dzielny', 0.037543569821900484),\n",
              "  ('błoto', 0.036729196501529913),\n",
              "  ('zieleniec', 0.024921342247804096)],\n",
              " 279: [('armia', 0.09663333693814033),\n",
              "  ('monter', 0.07396177665307042),\n",
              "  ('żołnierz', 0.06867197224095672),\n",
              "  ('żołnierski', 0.06829093598022896),\n",
              "  ('wojskowy', 0.061146521661823494),\n",
              "  ('wyszyńskiego', 0.047577107927626004),\n",
              "  ('saperski', 0.04182807140737399),\n",
              "  ('łęczycki', 0.03698088832653521),\n",
              "  ('radziecki', 0.03698088832653521),\n",
              "  ('artyleryjski', 0.032133705245696434)],\n",
              " 280: [('komiks', 0.3409754177241949),\n",
              "  ('komiksowo', 0.18216567911751583),\n",
              "  ('komiksowy', 0.15258756008082408),\n",
              "  ('cosplayowe', 0.11017222980613614),\n",
              "  ('rysowania', 0.06230639803390084),\n",
              "  ('komiksówi', 0.06230639803390084),\n",
              "  ('vlogowania', 0.06230639803390084),\n",
              "  ('kaligrafia', 0.05086252002694136),\n",
              "  ('aktorski', 0.04786583177223531),\n",
              "  ('rysunkowy', 0.04554141977937896)],\n",
              " 281: [('robot', 0.36327351287963433),\n",
              "  ('robotyka', 0.23265054060003815),\n",
              "  ('bot', 0.19023903594492353),\n",
              "  ('innowacyjny', 0.12753366273320535),\n",
              "  ('główka', 0.07768070404226599),\n",
              "  ('robota', 0.05240914366492425),\n",
              "  ('robotyk', 0.0416730582988922),\n",
              "  ('komputer', 0.032671146863048756),\n",
              "  ('zestaw', 0.029773178664162916),\n",
              "  ('wyposażenie', 0.012607518404652272)],\n",
              " 282: [('multimedialny', 0.12255445455214087),\n",
              "  ('multimedia', 0.07963375418791356),\n",
              "  ('radiowy', 0.05450117212237681),\n",
              "  ('dzieciecej', 0.04430677193521838),\n",
              "  ('bezprzewodowy', 0.03917234837551508),\n",
              "  ('elektroniczny', 0.037269308273403766),\n",
              "  ('przedszkolak', 0.03195820953298837),\n",
              "  ('projektor', 0.028031034325320454),\n",
              "  ('mediateka', 0.02590005601086282),\n",
              "  ('rozwój', 0.025672873617853656)],\n",
              " 283: [('audiobook', 0.09392358418390569),\n",
              "  ('czytelnik', 0.0685725641732981),\n",
              "  ('lektura', 0.042178578441888194),\n",
              "  ('słówko', 0.03692230994601531),\n",
              "  ('książkowy', 0.027700550530507555),\n",
              "  ('książka', 0.026325993032321866),\n",
              "  ('żeleńskiego', 0.022708821717657004),\n",
              "  ('zaczytać', 0.020205950679952286),\n",
              "  ('czytać', 0.013705025281240235),\n",
              "  ('kot', 0.013288721078798676)],\n",
              " 284: [('straża', 0.11019848206588266),\n",
              "  ('samochód', 0.10410950771552616),\n",
              "  ('strażak', 0.10211945136115069),\n",
              "  ('pożarny', 0.09319899224178792),\n",
              "  ('pożarniczy', 0.08983512942781602),\n",
              "  ('ratowniczy', 0.08587372245796658),\n",
              "  ('wóz', 0.08292131634655822),\n",
              "  ('pojazd', 0.05234439055005481),\n",
              "  ('łodzianin', 0.04312603927668855),\n",
              "  ('napęd', 0.036221007059551606)],\n",
              " 285: [('mata', 0.14878927318873958),\n",
              "  ('okulickiego', 0.10595477458989334),\n",
              "  ('korona', 0.10595477458989334),\n",
              "  ('przetakówce', 0.09062748804931031),\n",
              "  ('okulistyczny', 0.09062748804931031),\n",
              "  ('ślepy', 0.09062748804931031),\n",
              "  ('antypoślizgowe', 0.09062748804931031),\n",
              "  ('siatkówka', 0.07563300444173501),\n",
              "  ('szkól', 0.0739818473119147),\n",
              "  ('oczko', 0.04959642439624652)],\n",
              " 286: [('multimedialny', 0.17547569629056534),\n",
              "  ('technologia', 0.07464204844251225),\n",
              "  ('webinary', 0.04984511842712067),\n",
              "  ('telewizja', 0.04406889192245446),\n",
              "  ('oprogramowanie', 0.04069001602155309),\n",
              "  ('komunikacyjny', 0.035879546912756424),\n",
              "  ('nagranie', 0.034913789516886874),\n",
              "  ('multimedia', 0.029862657820467584),\n",
              "  ('internetowy', 0.029137563012220667),\n",
              "  ('informacyjny', 0.027511347849469157)],\n",
              " 287: [('sułkowskiego', 0.06868286462338402),\n",
              "  ('leśny', 0.06403990178106075),\n",
              "  ('trzmielowicka', 0.04902798533815148),\n",
              "  ('gałęzie', 0.04902798533815148),\n",
              "  ('leśnica', 0.04002296657857681),\n",
              "  ('ścieżka', 0.03143016193227883),\n",
              "  ('zasadzenie', 0.030154337034921597),\n",
              "  ('zoo', 0.028003810276991344),\n",
              "  ('krzew', 0.022131389662377484),\n",
              "  ('wrocławski', 0.02142719984645907)],\n",
              " 288: [('wyspa', 0.2154996635100233),\n",
              "  ('wysockiego', 0.1044345420485134),\n",
              "  ('wyspiarz', 0.06797061603698273),\n",
              "  ('wrocławianin', 0.06009394353061972),\n",
              "  ('pirata', 0.05548638548393603),\n",
              "  ('dominikański', 0.0522172710242567),\n",
              "  ('wysepka', 0.04585800070680872),\n",
              "  ('statek', 0.04585800070680872),\n",
              "  ('wyspiańskiego', 0.04300215493088933),\n",
              "  ('przystan', 0.04300215493088933)],\n",
              " 289: [('dytmara', 0.13916492186038248),\n",
              "  ('jazgarzowej', 0.0787028185691379),\n",
              "  ('osobliwy', 0.0787028185691379),\n",
              "  ('wschodzić', 0.0787028185691379),\n",
              "  ('świtezianka', 0.06958246093019124),\n",
              "  ('skraj', 0.06424739371824172),\n",
              "  ('zgrzebnioka', 0.05512703607929507),\n",
              "  ('białystok', 0.05134174565229795),\n",
              "  ('okólnej', 0.049791968867345535),\n",
              "  ('zaplecze', 0.026462135496083665)],\n",
              " 290: [('kanalizacja', 0.172014455306155),\n",
              "  ('deszczowy', 0.11364987281589502),\n",
              "  ('wyasfaltowanie', 0.06982757903377375),\n",
              "  ('garazy', 0.03885008401629422),\n",
              "  ('teczowej', 0.033230078951413784),\n",
              "  ('igłofiltr', 0.033230078951413784),\n",
              "  ('owczy', 0.033230078951413784),\n",
              "  ('odbudowa', 0.031148448676739278),\n",
              "  ('pompa', 0.02937926128163631),\n",
              "  ('odprowadzania', 0.02937926128163631)],\n",
              " 291: [('radość', 0.19572765493357447),\n",
              "  ('szczęśliwy', 0.17914091626202938),\n",
              "  ('mama', 0.12737135033846672),\n",
              "  ('rodzina', 0.11504955431875813),\n",
              "  ('babyplus', 0.1057653406138907),\n",
              "  ('rodzica', 0.06684713763278444),\n",
              "  ('happy', 0.05981414211254481),\n",
              "  ('dzieciak', 0.02845919995325331),\n",
              "  ('wygoda', 0.02803360380906535),\n",
              "  ('dorosły', 0.007884573603642702)],\n",
              " 292: [('czysty', 0.24889759895567945),\n",
              "  ('czysto', 0.22396993365350687),\n",
              "  ('czystedolne', 0.12461279606780168),\n",
              "  ('kamieniołom', 0.12461279606780168),\n",
              "  ('mydlice', 0.10172504005388272),\n",
              "  ('ulrychowie', 0.09573166354447062),\n",
              "  ('sprzątać', 0.08728447379221718),\n",
              "  ('falenicy', 0.07883728403996376),\n",
              "  ('sprzątanie', 0.07117635112068632),\n",
              "  ('śmieć', 0.03332057451209581)],\n",
              " 293: [('opłacać', 0.29379261281636304),\n",
              "  ('kurier', 0.1661503947570689),\n",
              "  ('współpraca', 0.12764221805929415),\n",
              "  ('bruk', 0.11637929838962291),\n",
              "  ('przewóz', 0.09954219273489194),\n",
              "  ('moniuszki', 0.08586229037106433),\n",
              "  ('powrót', 0.08158032704252938),\n",
              "  ('śródmieście', 0.046593031056953074),\n",
              "  ('montaż', 0.014377289061913066),\n",
              "  ('przystanek', 0.009459623237654452)],\n",
              " 294: [('jagmina', 0.1533695951603713),\n",
              "  ('fiku', 0.1533695951603713),\n",
              "  ('borowik', 0.1533695951603713),\n",
              "  ('perkuna', 0.1533695951603713),\n",
              "  ('schroegera', 0.1355965905306291),\n",
              "  ('krasnowola', 0.1355965905306291),\n",
              "  ('syrenka', 0.11210195638000975),\n",
              "  ('skarbowiec', 0.09432895175026755),\n",
              "  ('odnowa', 0.04970161393384437),\n",
              "  ('stawa', 0.0337942337728824)],\n",
              " 295: [('badminton', 0.36201398102394694),\n",
              "  ('badmintonowa', 0.09528409064314478),\n",
              "  ('orzegów', 0.05388661451580613),\n",
              "  ('karnawatowe', 0.05388661451580613),\n",
              "  ('drazki', 0.04764204532157239),\n",
              "  ('rakieta', 0.043989206509787125),\n",
              "  ('dłoń', 0.043989206509787125),\n",
              "  ('szachy', 0.04139747612733865),\n",
              "  ('turniej', 0.03589964260703074),\n",
              "  ('smulsko', 0.030778962646783276)],\n",
              " 296: [('urządzenie', 0.13947125115421283),\n",
              "  ('zabawowy', 0.11310826758482881),\n",
              "  ('grębałów', 0.05642843595523095),\n",
              "  ('bekas', 0.043350187265420656),\n",
              "  ('metalowy', 0.03952504473609835),\n",
              "  ('olechówki', 0.03681106292051552),\n",
              "  ('siłowy', 0.035699902206776046),\n",
              "  ('drewniany', 0.027267658093360042),\n",
              "  ('magiczny', 0.022887416507217612),\n",
              "  ('solarny', 0.021394737212737477)],\n",
              " 297: [('żywopłot', 0.1912769547269273),\n",
              "  ('kwitnąć', 0.18639709805629273),\n",
              "  ('piękny', 0.11794875796005798),\n",
              "  ('odnowiciel', 0.07294407574700586),\n",
              "  ('krzew', 0.06585437899536714),\n",
              "  ('przedzalniana', 0.06449106134993336),\n",
              "  ('józefiaka', 0.06449106134993336),\n",
              "  ('łagiewnickiej', 0.05954636490958989),\n",
              "  ('widzew', 0.039919073294539885),\n",
              "  ('kamienica', 0.03368949251690585)],\n",
              " 298: [('radarowy', 0.3404298570558361),\n",
              "  ('wyświetlacz', 0.2429580185670432),\n",
              "  ('prędkość', 0.22767359962602648),\n",
              "  ('skalnicowej', 0.08461227249111257),\n",
              "  ('wyswietlaczy', 0.08461227249111257),\n",
              "  ('radar', 0.04785131369003585),\n",
              "  ('wyswietlacz', 0.04785131369003585),\n",
              "  ('przekroczenie', 0.042306136245556285),\n",
              "  ('skrzyzowaniu', 0.039280858986213106),\n",
              "  ('dystrybutor', 0.03497581039056304)],\n",
              " 299: [('łódka', 0.1744189853902858),\n",
              "  ('wzniesienie', 0.1631116221516492),\n",
              "  ('łódzki', 0.11803825554858034),\n",
              "  ('nordic', 0.09508342163084213),\n",
              "  ('łukaszewskiej', 0.09117701777059543),\n",
              "  ('szczytowy', 0.04558850888529772),\n",
              "  ('kamińskiego', 0.04558850888529772),\n",
              "  ('gołdapski', 0.03961310215633267),\n",
              "  ('krokusowej', 0.03768945085189983),\n",
              "  ('drogi', 0.03169447387694738)],\n",
              " 300: [('kajak', 0.39316255936813105),\n",
              "  ('kajakowy', 0.34725785783264645),\n",
              "  ('spływ', 0.23870752468231637),\n",
              "  ('polo', 0.11355782594338651),\n",
              "  ('krakowianin', 0.09829063984203276),\n",
              "  ('katowice', 0.07755018020001272),\n",
              "  ('wawrze', 0.0465392069929365),\n",
              "  ('wisłą', 0.03944123678036416),\n",
              "  ('kanał', 0.025875716424548133),\n",
              "  ('nordic', 0.02387375954367465)],\n",
              " 301: [('traktorowy', 0.34449424921212407),\n",
              "  ('traktor', 0.22415218781144342),\n",
              "  ('kamionka', 0.11909272981917977),\n",
              "  ('traktorek', 0.07294407574700586),\n",
              "  ('traktorzysta', 0.07294407574700586),\n",
              "  ('traktorki', 0.07294407574700586),\n",
              "  ('kamionkowskiej', 0.07294407574700586),\n",
              "  ('ruchomy', 0.051093350512517385),\n",
              "  ('tarnobrzegu', 0.051093350512517385),\n",
              "  ('ogrodowy', 0.034187321718372375)],\n",
              " 302: [('skok', 0.22818724404443402),\n",
              "  ('skocznia', 0.21312106891845892),\n",
              "  ('bieżnia', 0.15261415589362531),\n",
              "  ('dwutorowy', 0.14700542954478685),\n",
              "  ('skoczeń', 0.13691132173946122),\n",
              "  ('lekkoatletyczny', 0.10476076974387682),\n",
              "  ('lekkoatletyka', 0.07079831688068713),\n",
              "  ('trójskok', 0.0524685457127586),\n",
              "  ('rzutnia', 0.03835066928789807),\n",
              "  ('trampolina', 0.021281282015483044)],\n",
              " 303: [('prędkość', 0.27668666621218496),\n",
              "  ('mpk', 0.12237049056379407),\n",
              "  ('tempo', 0.10838812971040679),\n",
              "  ('pojazd', 0.10614279194872225),\n",
              "  ('poziomy', 0.10218969772945652),\n",
              "  ('buźka', 0.08307519737853444),\n",
              "  ('odcinkowy', 0.08307519737853444),\n",
              "  ('pomiara', 0.07344815320409076),\n",
              "  ('kwadrat', 0.054194064855203394),\n",
              "  ('szybko', 0.05109484886472826)],\n",
              " 304: [('rodzica', 0.1617269458857688),\n",
              "  ('tata', 0.14103149351033484),\n",
              "  ('rodzic', 0.13515015296859437),\n",
              "  ('mama', 0.12326259710174198),\n",
              "  ('rodzice', 0.1039978295991909),\n",
              "  ('opiekun', 0.09180387081694616),\n",
              "  ('pastoratek', 0.08529462952733122),\n",
              "  ('rodzicielstwo', 0.07051574675516742),\n",
              "  ('tato', 0.06293504305765556),\n",
              "  ('ogólnorozwojowy', 0.04661889932090588)],\n",
              " 305: [('robotyka', 0.32809691623082304),\n",
              "  ('robota', 0.08869239697141028),\n",
              "  ('robotyk', 0.07052363712120219),\n",
              "  ('robotyczny', 0.065729826497302),\n",
              "  ('robotycznych', 0.065729826497302),\n",
              "  ('miedzyszkolne', 0.065729826497302),\n",
              "  ('android', 0.058112824513126764),\n",
              "  ('międzyszkolny', 0.04604016200029039),\n",
              "  ('robot', 0.03842316001611517),\n",
              "  ('mobilny', 0.03777438097171792)],\n",
              " 306: [('łąka', 0.18663880496471402),\n",
              "  ('chwiałka', 0.1128568719104619),\n",
              "  ('chwarzna', 0.0997786232206516),\n",
              "  ('kaczkomaty', 0.08249011884566755),\n",
              "  ('rolkowisko', 0.06761356487653038),\n",
              "  ('zawada', 0.06054387715122074),\n",
              "  ('żywopłot', 0.04932298832581144),\n",
              "  ('kwitnąć', 0.04806466050508178),\n",
              "  ('mieszkariców', 0.043255372776236686),\n",
              "  ('zajecia', 0.028378818807099512)],\n",
              " 307: [('poliuretanowy', 0.22621802638550403),\n",
              "  ('pifkochwytami', 0.03581685156439809),\n",
              "  ('futsal', 0.03581685156439809),\n",
              "  ('poliuretanowa', 0.03581685156439809),\n",
              "  ('poliuretan', 0.03166626964487746),\n",
              "  ('wyposazeniem', 0.03166626964487746),\n",
              "  ('wycinek', 0.027515687725356827),\n",
              "  ('lekkoatletyka', 0.024164694983228548),\n",
              "  ('ręczny', 0.02202891687581099),\n",
              "  ('zespołowy', 0.02145819723626413)],\n",
              " 308: [('naukowy', 0.24041492676391416),\n",
              "  ('eksperyment', 0.1319351400647061),\n",
              "  ('odkrywca', 0.0943031299593713),\n",
              "  ('kreatywny', 0.08037194289478804),\n",
              "  ('kosmos', 0.06958246093019124),\n",
              "  ('arteterapia', 0.06424739371824172),\n",
              "  ('orbita', 0.06424739371824172),\n",
              "  ('uczyć', 0.027228831655609666),\n",
              "  ('nauka', 0.02698913562245315),\n",
              "  ('warsztaty', 0.020881119165553182)],\n",
              " 309: [('catering', 0.716703787691222),\n",
              "  ('jadłodzielnie', 0.10875298565917237),\n",
              "  ('katering', 0.10875298565917237),\n",
              "  ('zajezdnia', 0.0709449576286299),\n",
              "  ('restauracja', 0.06880344788942293),\n",
              "  ('helenów', 0.06688780215018972),\n",
              "  ('stefańskiego', 0.056200771879242106),\n",
              "  ('reymonta', 0.05255221377993026),\n",
              "  ('zabytkowy', 0.03400982449238489),\n",
              "  ('śródmieście', 0.03049725669182383)],\n",
              " 310: [('wielogórskiej', 0.08813778384490892),\n",
              "  ('zardzewialych', 0.04984511842712067),\n",
              "  ('pasjonista', 0.04984511842712067),\n",
              "  ('lowieckiej', 0.04984511842712067),\n",
              "  ('młocińskiego', 0.04984511842712067),\n",
              "  ('ostrołęce', 0.04406889192245446),\n",
              "  ('lukasinskiego', 0.04069001602155309),\n",
              "  ('polozenie', 0.034913789516886874),\n",
              "  ('bursztynowy', 0.03251643891312204),\n",
              "  ('cieszyński', 0.030656909318836956)],\n",
              " 311: [('kreatywny', 0.266630731190646),\n",
              "  ('pomysłowość', 0.08394074651896087),\n",
              "  ('twórczość', 0.07750479242200588),\n",
              "  ('twórczo', 0.07750479242200588),\n",
              "  ('zawodowo', 0.07750479242200588),\n",
              "  ('zaprojektować', 0.06650245622264167),\n",
              "  ('kreatywność', 0.06193607412023246),\n",
              "  ('twórczy', 0.054229600853856245),\n",
              "  ('tworzenie', 0.0530532838355432),\n",
              "  ('sztuka', 0.030491606360445414)],\n",
              " 312: [('gdańska', 0.0790500894721967),\n",
              "  ('goszczynskiego', 0.05642843595523095),\n",
              "  ('goszczyński', 0.05642843595523095),\n",
              "  ('gdanska', 0.03681106292051552),\n",
              "  ('rekreacja', 0.03352881970403658),\n",
              "  ('sportowo', 0.031092800622682354),\n",
              "  ('wrocławiu', 0.026446796046288062),\n",
              "  ('wrocławski', 0.02466149416290572),\n",
              "  ('dziki', 0.023442515564037737),\n",
              "  ('rekreacyjno', 0.02262165351696576)],\n",
              " 313: [('mogilski', 0.8728970693739387),\n",
              "  ('milonga', 0.30634132334230596),\n",
              "  ('mokotowie', 0.20246501547253598),\n",
              "  ('rondo', 0.15163028330611855),\n",
              "  ('mokotowski', 0.1399200385421451),\n",
              "  ('ozywienie', 0.13292031580565514),\n",
              "  ('edycja', 0.12922419622799536),\n",
              "  ('swieto', 0.10211377444743533),\n",
              "  ('zatrzymać', 0.09715502886267512),\n",
              "  ('przestrzeń', 0.047570403479410155)],\n",
              " 314: [('kisielewska', 0.06646015790282757),\n",
              "  ('zorski', 0.06646015790282757),\n",
              "  ('okreznei', 0.06646015790282757),\n",
              "  ('zlozonych', 0.05875852256327262),\n",
              "  ('osina', 0.05875852256327262),\n",
              "  ('kleszczowie', 0.05875852256327262),\n",
              "  ('okrezna', 0.05425335469540412),\n",
              "  ('zbo', 0.04335525188416272),\n",
              "  ('pilkarskiego', 0.04204655148798068),\n",
              "  ('biezni', 0.036370711223914116)],\n",
              " 315: [('ratownik', 0.45459898068754623),\n",
              "  ('bezpieczenstwo', 0.16708337585720628),\n",
              "  ('nowohucianin', 0.14292613596471718),\n",
              "  ('wychowanie', 0.10906767735673426),\n",
              "  ('mistrzejowicach', 0.10906767735673426),\n",
              "  ('krakowianin', 0.10227539551130435),\n",
              "  ('bezpieczeństwo', 0.05326561525057177),\n",
              "  ('bezpiecznie', 0.03160080691573144),\n",
              "  ('zdrowie', 0.017402057609544934),\n",
              "  ('kultura', 0.009953678509902983)],\n",
              " 316: [('pio', 0.11658603463521014),\n",
              "  ('facza', 0.07975218948339308),\n",
              "  ('zaduma', 0.07975218948339308),\n",
              "  ('sadowa', 0.07975218948339308),\n",
              "  ('mariampolski', 0.07975218948339308),\n",
              "  ('edycja', 0.07753451773679722),\n",
              "  ('poidetko', 0.07051022707592713),\n",
              "  ('reagana', 0.0391585569804141),\n",
              "  ('kraina', 0.03485491175024009),\n",
              "  ('rondo', 0.030326056661223712)],\n",
              " 317: [('spotkać', 0.15967629317815954),\n",
              "  ('drama', 0.14588815149401171),\n",
              "  ('marshalla', 0.14588815149401171),\n",
              "  ('rosenberga', 0.14588815149401171),\n",
              "  ('gocławskie', 0.12898212269986672),\n",
              "  ('kraków', 0.1183446902324423),\n",
              "  ('kowal', 0.09229730814434783),\n",
              "  ('czestochowa', 0.07539127935020283),\n",
              "  ('żoliborski', 0.07407256663629366),\n",
              "  ('warsztat', 0.00012349516967186913)],\n",
              " 318: [('grać', 0.2590073529044577),\n",
              "  ('orientacja', 0.24785790807140867),\n",
              "  ('mapa', 0.2123184221110419),\n",
              "  ('terenowy', 0.17028071999452396),\n",
              "  ('geolokalizacją', 0.06720690125005034),\n",
              "  ('chwarzno', 0.047074772382319385),\n",
              "  ('grabówka', 0.04251898465076698),\n",
              "  ('wiczlino', 0.04251898465076698),\n",
              "  ('zlokalizować', 0.023478583293751163),\n",
              "  ('stworzenie', 0.01409018418586674)],\n",
              " 319: [('wypożyczalnia', 0.3110934512844989),\n",
              "  ('planszówek', 0.09202175709622279),\n",
              "  ('planszowy', 0.09195831529339413),\n",
              "  ('kupować', 0.08135795431837747),\n",
              "  ('wypożyczać', 0.07512002957825185),\n",
              "  ('wypożyczania', 0.05821830206028094),\n",
              "  ('młyński', 0.05513106059163246),\n",
              "  ('podpórka', 0.05035944631003493),\n",
              "  ('sierpień', 0.04843385949535792),\n",
              "  ('dofinansowanie', 0.04021720586566164)],\n",
              " 320: [('taniec', 0.20842612294837964),\n",
              "  ('tańczyć', 0.11867190704065918),\n",
              "  ('taneczny', 0.0680713935595674),\n",
              "  ('salsa', 0.06431628184144603),\n",
              "  ('chuscie', 0.06431628184144603),\n",
              "  ('baletowy', 0.05686308635155415),\n",
              "  ('rodzica', 0.03593932130794862),\n",
              "  ('trening', 0.03493990074333094),\n",
              "  ('rodzice', 0.034665943199730306),\n",
              "  ('dorosły', 0.025434108398847428)],\n",
              " 321: [('chemiczny', 0.49950108020949713),\n",
              "  ('chemia', 0.13879289837525016),\n",
              "  ('pracownia', 0.12593539763289743),\n",
              "  ('eksperyment', 0.1061065676710864),\n",
              "  ('chemiczno', 0.09494308271832508),\n",
              "  ('biologiczno', 0.08394074651896087),\n",
              "  ('chemik', 0.08394074651896087),\n",
              "  ('manufaktura', 0.07293841031959666),\n",
              "  ('przemysłowy', 0.05688125299136682),\n",
              "  ('klon', 0.05550012002327746)],\n",
              " 322: [('opieńskiego', 0.26393523905872274),\n",
              "  ('pocaluj', 0.1616598435474184),\n",
              "  ('gimastyczna', 0.1616598435474184),\n",
              "  ('nałóg', 0.1616598435474184),\n",
              "  ('elektroniczny', 0.13598261126782454),\n",
              "  ('droge', 0.11816152158974001),\n",
              "  ('śródmiejski', 0.10906767735673426),\n",
              "  ('twardy', 0.09942781400703878),\n",
              "  ('jazda', 0.0800867319418495),\n",
              "  ('inicjatywa', 0.06406746753000693)],\n",
              " 323: [('przedszkolny', 0.09371776915363184),\n",
              "  ('ekoprzystań', 0.06296225485531032),\n",
              "  ('gatczynskiego', 0.06296225485531032),\n",
              "  ('rozmaitosci', 0.06296225485531032),\n",
              "  ('ogrodniczy', 0.03983357509387643),\n",
              "  ('krasnal', 0.037721251983748524),\n",
              "  ('poznański', 0.026815021123887728),\n",
              "  ('dziecięcy', 0.021783065324487733),\n",
              "  ('edukacja', 0.015250681243170784),\n",
              "  ('ekologiczny', 0.013873422285709616)],\n",
              " 324: [('animal', 0.1831050720969889),\n",
              "  ('rehabilitacja', 0.1702073545770624),\n",
              "  ('zwierzę', 0.1653149737446558),\n",
              "  ('patrol', 0.16044127445073497),\n",
              "  ('ratowania', 0.08355892204098055),\n",
              "  ('animals', 0.07476767764068101),\n",
              "  ('zwierzetom', 0.0661033378836817),\n",
              "  ('ekopatrolu', 0.0661033378836817),\n",
              "  ('zwierzat', 0.043706344518331004),\n",
              "  ('rehabilitacyjny', 0.04011031861268374)],\n",
              " 325: [('czytelnik', 0.23414238539735044),\n",
              "  ('booków', 0.11463959217922887),\n",
              "  ('czytanie', 0.08685933446161563),\n",
              "  ('czytelniczy', 0.07532983360876377),\n",
              "  ('czytać', 0.07279390477248912),\n",
              "  ('literatura', 0.05874621210583787),\n",
              "  ('lektura', 0.05600762055398269),\n",
              "  ('czytelnia', 0.048145766779197664),\n",
              "  ('książka', 0.04660995487689773),\n",
              "  ('wydawniczy', 0.016697861983517595)],\n",
              " 326: [('weekendowy', 0.09208032400058078),\n",
              "  ('obszar', 0.06161231606387989),\n",
              "  ('ekofestyn', 0.058112824513126764),\n",
              "  ('filharmonia', 0.053657163984465614),\n",
              "  ('zakątek', 0.05314174809189426),\n",
              "  ('kormoran', 0.041584501471629245),\n",
              "  ('rekreacja', 0.03254629018889998),\n",
              "  ('katowicki', 0.030357564685563516),\n",
              "  ('kulturalny', 0.02624005425214142),\n",
              "  ('społeczność', 0.023420512192795846)],\n",
              " 327: [('warszawa', 0.06011453590714756),\n",
              "  ('polskic', 0.05981414211254481),\n",
              "  ('władysławowi', 0.05981414211254481),\n",
              "  ('przanowskiemu', 0.05981414211254481),\n",
              "  ('korzeń', 0.05288267030694535),\n",
              "  ('polonistyczny', 0.04882801922586371),\n",
              "  ('warszawski', 0.047981627297417964),\n",
              "  ('polak', 0.0358351893845611),\n",
              "  ('polski', 0.0338815184200459),\n",
              "  ('rzeszowa', 0.03148200867198264)],\n",
              " 328: [('wienieckiej', 0.06431628184144603),\n",
              "  ('smerfów', 0.06431628184144603),\n",
              "  ('nadrzeczny', 0.05686308635155415),\n",
              "  ('boguszewskiej', 0.05686308635155415),\n",
              "  ('goetla', 0.052503246479423345),\n",
              "  ('czerniejówką', 0.052503246479423345),\n",
              "  ('zacienić', 0.04505005098953146),\n",
              "  ('rajski', 0.04505005098953146),\n",
              "  ('bielski', 0.0395573023468864),\n",
              "  ('matejki', 0.034503499881878494)],\n",
              " 329: [('drona', 0.26023668445359405),\n",
              "  ('dron', 0.21881523095879),\n",
              "  ('dronowa', 0.1259111197784413),\n",
              "  ('lądowisko', 0.07120731203874381),\n",
              "  ('helikopter', 0.07120731203874381),\n",
              "  ('fpv', 0.07120731203874381),\n",
              "  ('termowizyjną', 0.07120731203874381),\n",
              "  ('kopciuch', 0.06295555988922065),\n",
              "  ('kamera', 0.05518696583630558),\n",
              "  ('wirtualny', 0.04504987659426501)],\n",
              " 330: [('skierniewicach', 0.17254872998954263),\n",
              "  ('narciarstwo', 0.13248413026728426),\n",
              "  ('narciarz', 0.06041832536620688),\n",
              "  ('sniezone', 0.06041832536620688),\n",
              "  ('opisujacej', 0.06041832536620688),\n",
              "  ('narciarki', 0.06041832536620688),\n",
              "  ('narciarski', 0.06041832536620688),\n",
              "  ('gazeta', 0.0534168386938842),\n",
              "  ('skierniewic', 0.0534168386938842),\n",
              "  ('skierniewicki', 0.049321231541276475)],\n",
              " 331: [('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05),\n",
              "  ('', 1e-05)],\n",
              " 332: [('city', 0.13248413026728426),\n",
              "  ('stradomki', 0.09062748804931031),\n",
              "  ('sródmiejski', 0.08012525804082629),\n",
              "  ('slowfitness', 0.06962302803234227),\n",
              "  ('zawiszy', 0.061144000942411625),\n",
              "  ('wysokość', 0.059274621833919135),\n",
              "  ('parka', 0.05339110624479921),\n",
              "  ('parkour', 0.04770001313936764),\n",
              "  ('nowohucki', 0.03859737889044446),\n",
              "  ('lokalny', 0.027614107998406193)],\n",
              " 333: [('samoobrona', 0.09394193167256051),\n",
              "  ('postawa', 0.08671050376832544),\n",
              "  ('przemoc', 0.07963375418791356),\n",
              "  ('stres', 0.07274142244782823),\n",
              "  ('agresja', 0.06646015790282757),\n",
              "  ('wrażliwość', 0.06646015790282757),\n",
              "  ('złość', 0.06646015790282757),\n",
              "  ('samodyscyplina', 0.05875852256327262),\n",
              "  ('motywacja', 0.05425335469540412),\n",
              "  ('trening', 0.05415684615216296)],\n",
              " 334: [('ceramiczny', 0.46990268376496924),\n",
              "  ('kaligraficzny', 0.07975218948339308),\n",
              "  ('mozaika', 0.07975218948339308),\n",
              "  ('ceramik', 0.07051022707592713),\n",
              "  ('pracownia', 0.05876985222868547),\n",
              "  ('malarstwo', 0.049051054910139134),\n",
              "  ('ursynowa', 0.037378138412087134),\n",
              "  ('kulturalny', 0.01591896624629913),\n",
              "  ('kultura', 0.014731444194656414),\n",
              "  ('warsztat', 0.0004725748492776859)],\n",
              " 335: [('relaks', 0.12862009379062314),\n",
              "  ('odpoczynek', 0.10685107856173963),\n",
              "  ('odpoczynkowy', 0.0787028185691379),\n",
              "  ('sensor', 0.06958246093019124),\n",
              "  ('przyuliczny', 0.057526003931847106),\n",
              "  ('relaksacyjny', 0.05512703607929507),\n",
              "  ('patio', 0.0439783800215687),\n",
              "  ('amfiteatr', 0.03996020042221105),\n",
              "  ('dziedziniec', 0.03634918929455631),\n",
              "  ('mobilny', 0.022614925450173223)],\n",
              " 336: [('pisarski', 0.30374761758488356),\n",
              "  ('pisarz', 0.27602799905502795),\n",
              "  ('pisanie', 0.12587008611531111),\n",
              "  ('kaligrafia', 0.10500649295884669),\n",
              "  ('warsztaty', 0.10238484236013173),\n",
              "  ('odręczny', 0.06431628184144603),\n",
              "  ('pisać', 0.052503246479423345),\n",
              "  ('autorski', 0.028108799798580716),\n",
              "  ('spektakl', 0.026086732793172765),\n",
              "  ('kreatywny', 0.01642007435484917)],\n",
              " 337: [('relax', 0.08572502546706627),\n",
              "  ('jog', 0.08442246332413277),\n",
              "  ('bażantarnia', 0.07650926803087539),\n",
              "  ('parkrun', 0.07213390427961637),\n",
              "  ('tadeusza', 0.057586113206491325),\n",
              "  ('świeży', 0.039807264562216726),\n",
              "  ('bieg', 0.03315597588443313),\n",
              "  ('rekreacja', 0.023229116919136455),\n",
              "  ('osiedlowy', 0.01117192469410668),\n",
              "  ('rekreacyjny', 0.002801217674871554)],\n",
              " 338: [('łaskowice', 0.37203773785677674),\n",
              "  ('odblaskowy', 0.07664155116948602),\n",
              "  ('tylny', 0.07664155116948602),\n",
              "  ('wynieść', 0.05848556611882851),\n",
              "  ('bytomski', 0.04562609952461253),\n",
              "  ('przejscia', 0.03691923198216426),\n",
              "  ('dojazd', 0.030582800005023034),\n",
              "  ('elementy', 0.0206889466616513),\n",
              "  ('renowacja', 0.01559622366400074),\n",
              "  ('schód', 0.015489265587223602)],\n",
              " 339: [('podziemny', 0.3676538204467587),\n",
              "  ('tunel', 0.273963678822887),\n",
              "  ('wańkowicza', 0.13231160859669402),\n",
              "  ('łomżyński', 0.12407179127600856),\n",
              "  ('kamerowy', 0.09805597067630296),\n",
              "  ('innowacja', 0.08004593315715362),\n",
              "  ('romera', 0.08004593315715362),\n",
              "  ('zesłaniec', 0.07532983360876377),\n",
              "  ('mural', 0.02289256938662145),\n",
              "  ('przejście', 0.017701696550394268)],\n",
              " 340: [('zbiornik', 0.21071361661470328),\n",
              "  ('spacer', 0.09687575497929189),\n",
              "  ('wózek', 0.08653985306130732),\n",
              "  ('biegowy', 0.08355815840286127),\n",
              "  ('pętla', 0.048437877489645946),\n",
              "  ('gumieniec', 0.047609712977573014),\n",
              "  ('spacerowo', 0.044340598517893695),\n",
              "  ('walking', 0.04177907920143063),\n",
              "  ('staw', 0.03812157086477979),\n",
              "  ('ścieżek', 0.023308798946664086)],\n",
              " 341: [('iwaszkiewicza', 0.12743697038523685),\n",
              "  ('małachowskiego', 0.08214679304367672),\n",
              "  ('jarosława', 0.06296225485531032),\n",
              "  ('sienkiewicza', 0.04826388962401146),\n",
              "  ('wioślarski', 0.046020803145477684),\n",
              "  ('noakowskiego', 0.044101628863436056),\n",
              "  ('wróblewskiego', 0.038724517034320366),\n",
              "  ('puławski', 0.037721251983748524),\n",
              "  ('stanisława', 0.029079351435645048),\n",
              "  ('kochanowskiego', 0.02788641790609765)],\n",
              " 342: [('pianino', 0.335172379362114),\n",
              "  ('fortepian', 0.3228403249759334),\n",
              "  ('bechsteina', 0.07975218948339308),\n",
              "  ('cyfrowy', 0.07475627682417427),\n",
              "  ('naglasniajacy', 0.07051022707592713),\n",
              "  ('muzyk', 0.06708475489212679),\n",
              "  ('muzykoterapia', 0.05829301731760507),\n",
              "  ('instrument', 0.05045586178557682),\n",
              "  ('akustyczny', 0.04778025251274814),\n",
              "  ('koncertowy', 0.03794559993767108)],\n",
              " 343: [('żeglarka', 0.12298295420219849),\n",
              "  ('botewa', 0.0695513280378428),\n",
              "  ('wenecki', 0.06149147710109924),\n",
              "  ('szulborska', 0.05677676654170198),\n",
              "  ('człuchowska', 0.05677676654170198),\n",
              "  ('łono', 0.05677676654170198),\n",
              "  ('pirata', 0.05677676654170198),\n",
              "  ('statek', 0.0469244658395252),\n",
              "  ('łodzianin', 0.036606986827886795),\n",
              "  ('łódka', 0.03360897392902517)],\n",
              " 344: [('pamięć', 0.28410036988219334),\n",
              "  ('cykliczny', 0.2277320642811283),\n",
              "  ('młyniec', 0.049321231541276475),\n",
              "  ('pogórze', 0.03180000875957843),\n",
              "  ('przymorze', 0.029195674322183483),\n",
              "  ('kamienny', 0.025731585926962976),\n",
              "  ('seniora', 0.019231078458068297),\n",
              "  ('góra', 0.015906009737275024),\n",
              "  ('warsztat', 0.0006137335704905012),\n",
              "  ('senior', 0.0002809384837065212)],\n",
              " 345: [('łagody', 0.06501537186146174),\n",
              "  ('szpilki', 0.06501537186146174),\n",
              "  ('szpilkostrady', 0.06501537186146174),\n",
              "  ('jaskółczej', 0.05748116337711451),\n",
              "  ('kadmowy', 0.05748116337711451),\n",
              "  ('drogowo', 0.0530739339411562),\n",
              "  ('gładki', 0.04994695489276728),\n",
              "  ('krynicki', 0.04386417458912138),\n",
              "  ('bydgoszczy', 0.03998727302456994),\n",
              "  ('wiśniowy', 0.03800551697246174)],\n",
              " 346: [('beton', 0.5236164193255242),\n",
              "  ('wapienny', 0.07922620431266535),\n",
              "  ('tlen', 0.06727539085473526),\n",
              "  ('powiększenie', 0.04983399582579594),\n",
              "  ('ściana', 0.04284321809979311),\n",
              "  ('betonowy', 0.037116772668368714),\n",
              "  ('renowacja', 0.018554128152000877),\n",
              "  ('zieleń', 0.006576160292904973),\n",
              "  ('miasto', 0.0032482862563851167),\n",
              "  ('przystanek', 0.0029357451427203473)],\n",
              " 347: [('internet', 0.5160258591706719),\n",
              "  ('edumożliwości', 0.13594123207396547),\n",
              "  ('cybernetyka', 0.13594123207396547),\n",
              "  ('wifi', 0.12018788706123944),\n",
              "  ('bezprzewodowy', 0.12018788706123944),\n",
              "  ('online', 0.1044345420485134),\n",
              "  ('portal', 0.09936309770046318),\n",
              "  ('tajemnica', 0.09936309770046318),\n",
              "  ('facebook', 0.09171600141361744),\n",
              "  ('sieć', 0.05513786704011516)],\n",
              " 348: [('plaza', 0.06939644918762508),\n",
              "  ('wilsona', 0.06650245622264167),\n",
              "  ('inspirować', 0.06650245622264167),\n",
              "  ('bielsku', 0.04820595606488952),\n",
              "  ('biały', 0.03762692537476597),\n",
              "  ('osiedlowy', 0.03617575615234544),\n",
              "  ('dojazdowy', 0.024424808805780383),\n",
              "  ('projekt', 0.005962097539023542),\n",
              "  ('budynek', 0.0015609213906815779),\n",
              "  ('warsztat', 8.036987232613705e-05)],\n",
              " 349: [('tenis', 0.28034197544129724),\n",
              "  ('stołowy', 0.06683441016946157),\n",
              "  ('stolowym', 0.06501537186146174),\n",
              "  ('tenisowy', 0.06384547333763169),\n",
              "  ('lipiec', 0.05748116337711451),\n",
              "  ('nauka', 0.05573843226376194),\n",
              "  ('turniej', 0.02165684961619789),\n",
              "  ('przedszkolak', 0.01563173292374431),\n",
              "  ('sportowo', 0.011941437920305541),\n",
              "  ('katowicach', 0.009987164980733845)],\n",
              " 350: [('kluba', 0.16572750339704814),\n",
              "  ('klub', 0.14955159288045528),\n",
              "  ('hokejowy', 0.09062748804931031),\n",
              "  ('chorzów', 0.0739818473119147),\n",
              "  ('mecz', 0.06962302803234227),\n",
              "  ('legenda', 0.06347961730343069),\n",
              "  ('miłośnik', 0.05912079802385826),\n",
              "  ('urodziny', 0.05733620657451911),\n",
              "  ('janów', 0.054295741491759246),\n",
              "  ('planszowy', 0.030188335828639487)],\n",
              " 351: [('społeczny', 0.2424683177779473),\n",
              "  ('społecznościowy', 0.23767861293799603),\n",
              "  ('chruśniak', 0.18235403554119087),\n",
              "  ('sopocie', 0.10295454957587895),\n",
              "  ('baczyńskiego', 0.06524464886065967),\n",
              "  ('ogrodowy', 0.04833379967080233),\n",
              "  ('ogródka', 0.04284321809979311),\n",
              "  ('dziki', 0.04284321809979311),\n",
              "  ('sąsiedzki', 0.022723708916248506),\n",
              "  ('łąka', 0.02131865660157294)],\n",
              " 352: [('piasek', 0.2830474451965927),\n",
              "  ('piaskowy', 0.18185355611957058),\n",
              "  ('uszkodzenie', 0.11076692983804592),\n",
              "  ('wydma', 0.07473155670739198),\n",
              "  ('malowanie', 0.05830001605922711),\n",
              "  ('rekultywacja', 0.05191408112789879),\n",
              "  ('powierzchnia', 0.04973291380092873),\n",
              "  ('renowacja', 0.019928508015112055),\n",
              "  ('naprawa', 0.01655218288929808),\n",
              "  ('przebudowa', 0.005265198606464373)],\n",
              " 353: [('sensoryczny', 0.1552465816221563),\n",
              "  ('terapia', 0.11218334041705762),\n",
              "  ('dotyk', 0.06501537186146174),\n",
              "  ('słuch', 0.05748116337711451),\n",
              "  ('poznawać', 0.04994695489276728),\n",
              "  ('kompetencja', 0.04241274640842005),\n",
              "  ('wzrok', 0.04241274640842005),\n",
              "  ('umiejętność', 0.036329966104774146),\n",
              "  ('nauka', 0.033443059358257164),\n",
              "  ('zmysł', 0.03141708432495831)],\n",
              " 354: [('gawareckiego', 0.16788149303792174),\n",
              "  ('beczkowy', 0.09494308271832508),\n",
              "  ('brydżowa', 0.08394074651896087),\n",
              "  ('rawie', 0.08394074651896087),\n",
              "  ('karowa', 0.08394074651896087),\n",
              "  ('linowy', 0.08191164538388333),\n",
              "  ('oruńskim', 0.06939644918762508),\n",
              "  ('rekreacja', 0.0470113080506333),\n",
              "  ('huśtawka', 0.04322726465449204),\n",
              "  ('rekreacyjny', 0.0009718510300574777)],\n",
              " 355: [('bokserski', 0.4064554864140255),\n",
              "  ('płock', 0.2438732918484153),\n",
              "  ('mistrz', 0.17521002380665843),\n",
              "  ('shotokan', 0.12461279606780168),\n",
              "  ('karate', 0.09573166354447062),\n",
              "  ('bronić', 0.09573166354447062),\n",
              "  ('olimpijski', 0.06021607828950343),\n",
              "  ('zawód', 0.049385339554380334),\n",
              "  ('sportowo', 0.0457755120278379),\n",
              "  ('ćwiczenie', 0.04396277500722061)],\n",
              " 356: [('infrastruktura', 0.12335578745415632),\n",
              "  ('górczynie', 0.07051022707592713),\n",
              "  ('manhattanu', 0.06510402563448495),\n",
              "  ('serwisowy', 0.06510402563448495),\n",
              "  ('architektura', 0.02368962122484686),\n",
              "  ('przestrzeń', 0.009514080695882032),\n",
              "  ('ścieżka', 0.008521066123862261),\n",
              "  ('rower', 0.0071986899304936685),\n",
              "  ('montaż', 0.006901098749718272),\n",
              "  ('publiczny', 0.006566353134637257)],\n",
              " 357: [('ospa', 0.13882426500008843),\n",
              "  ('lukas', 0.12018788706123944),\n",
              "  ('plonowej', 0.06797061603698273),\n",
              "  ('hydrauliczny', 0.06797061603698273),\n",
              "  ('przyczepa', 0.06009394353061972),\n",
              "  ('zestaw', 0.0521030626622851),\n",
              "  ('narzędzie', 0.04300215493088933),\n",
              "  ('przewóz', 0.04072180611881943),\n",
              "  ('ratowniczo', 0.03512548242452632),\n",
              "  ('drogowy', 0.03448639471631181)],\n",
              " 358: [('leżak', 0.14229599976626656),\n",
              "  ('marysińskiej', 0.12207004806465926),\n",
              "  ('roleta', 0.12207004806465926),\n",
              "  ('taras', 0.10247942892650774),\n",
              "  ('szatnia', 0.08664594846025608),\n",
              "  ('dodatkowy', 0.06782206989851047),\n",
              "  ('dydaktyczny', 0.06065165374412668),\n",
              "  ('organizacja', 0.037783376877063964),\n",
              "  ('wieko', 0.03248207460325652),\n",
              "  ('montaż', 0.012939560155721761)],\n",
              " 359: [('żubardziu', 0.09969023685424135),\n",
              "  ('zazamcze', 0.09969023685424135),\n",
              "  ('swawola', 0.09969023685424135),\n",
              "  ('duzego', 0.08138003204310618),\n",
              "  ('esperanto', 0.08138003204310618),\n",
              "  ('makoszowy', 0.07658533083557649),\n",
              "  ('grabówka', 0.06306982723197102),\n",
              "  ('rekreacja', 0.049361873453164964),\n",
              "  ('podwórkowy', 0.03950827164350427),\n",
              "  ('świeży', 0.03383617487788422)],\n",
              " 360: [('uniwersytet', 0.48058229021417304),\n",
              "  ('dziecięcy', 0.3386276518624911),\n",
              "  ('kreatywność', 0.0709449576286299),\n",
              "  ('naukowy', 0.03691219077587369),\n",
              "  ('trening', 0.029540097901179792),\n",
              "  ('kluba', 0.02841042915377968),\n",
              "  ('edukacja', 0.026342085783658625),\n",
              "  ('kultura', 0.013392221995142194),\n",
              "  ('centrum', 0.004987344481920087),\n",
              "  ('warsztat', 0.00018412007114715034)],\n",
              " 361: [('kompas', 0.36566519780164386),\n",
              "  ('mtodych', 0.19908023824360432),\n",
              "  ('mapa', 0.1767514755499235),\n",
              "  ('kamienny', 0.10397661252119732),\n",
              "  ('chwarzno', 0.08550315800053929),\n",
              "  ('wiczlino', 0.07722835987588288),\n",
              "  ('góra', 0.0642732638363358),\n",
              "  ('orientacja', 0.05627386178151881),\n",
              "  ('grać', 0.019601746946000625),\n",
              "  ('terenowy', 0.012886891224075367)],\n",
              " 362: [('kickiego', 0.11076692983804592),\n",
              "  ('kiedrzynskiego', 0.11076692983804592),\n",
              "  ('majdan', 0.09793087093878769),\n",
              "  ('mycielskiego', 0.09793087093878769),\n",
              "  ('połaniecki', 0.07473155670739198),\n",
              "  ('szwoleżer', 0.07225875314027119),\n",
              "  ('krawężnik', 0.06812646515297101),\n",
              "  ('kazimierza', 0.05270222213565427),\n",
              "  ('dąbrowskiego', 0.04905943890887549),\n",
              "  ('wykonanie', 0.00332481479365591)],\n",
              " 363: [('schronisko', 0.26204982379737024),\n",
              "  ('bezdomny', 0.2570957346112733),\n",
              "  ('zwierzat', 0.10926586129582751),\n",
              "  ('zwierzę', 0.08766703153125686),\n",
              "  ('zzestochowianie', 0.06230639803390084),\n",
              "  ('szczeniat', 0.06230639803390084),\n",
              "  ('weterynaryjny', 0.05508611490306807),\n",
              "  ('zwierzetom', 0.05508611490306807),\n",
              "  ('gajowy', 0.05086252002694136),\n",
              "  ('katowicki', 0.028776441524857078)],\n",
              " 364: [('fit', 0.265407892715049),\n",
              "  ('dietetyczny', 0.24838485676403188),\n",
              "  ('odchudzać', 0.1616598435474184),\n",
              "  ('dietetyka', 0.1616598435474184),\n",
              "  ('dietetyk', 0.14292613596471718),\n",
              "  ('otyłość', 0.14292613596471718),\n",
              "  ('dieta', 0.13196761952936137),\n",
              "  ('nadwaga', 0.12419242838201594),\n",
              "  ('nastolatek', 0.12419242838201594),\n",
              "  ('odżywianie', 0.11816152158974001)],\n",
              " 365: [('orientacja', 0.4302356241168601),\n",
              "  ('bieg', 0.39575537172695713),\n",
              "  ('zorientować', 0.19553701489934425),\n",
              "  ('kontrolny', 0.17172357711485817),\n",
              "  ('batorego', 0.12705029522129743),\n",
              "  ('włochy', 0.11929193110240574),\n",
              "  ('chrobrego', 0.11427988703192134),\n",
              "  ('wschód', 0.10979646083371596),\n",
              "  ('stok', 0.10840114922422699),\n",
              "  ('retkini', 0.08586178855742908)],\n",
              " 366: [('zabytek', 0.31364863600817117),\n",
              "  ('budżet', 0.2755571371409279),\n",
              "  ('zabezpieczenie', 0.25315979888070694),\n",
              "  ('dokumentacja', 0.25315979888070694),\n",
              "  ('ratować', 0.17351222553605605),\n",
              "  ('kamienica', 0.1341038051643825),\n",
              "  ('fasada', 0.05134239835625762),\n",
              "  ('schodowy', 0.034791446004428246),\n",
              "  ('drewniany', 0.028061861727147225),\n",
              "  ('budynek', 0.005251060794865696)],\n",
              " 367: [('stęślickiego', 0.07120731203874381),\n",
              "  ('działka', 0.06065302397069843),\n",
              "  ('pożarowy', 0.05812859431650441),\n",
              "  ('wewnetrznej', 0.04645205559017434),\n",
              "  ('strażacki', 0.04504987659426501),\n",
              "  ('gruntowy', 0.03820030344065118),\n",
              "  ('dojazdowy', 0.036637213208670576),\n",
              "  ('podstawa', 0.0328873617426938),\n",
              "  ('wewnętrzny', 0.03112045691985722),\n",
              "  ('łącznik', 0.02994855129112802)],\n",
              " 368: [('pasażerski', 0.2471956584257707),\n",
              "  ('tramwajowy', 0.19825735902738806),\n",
              "  ('wyświetlacz', 0.10594099646818744),\n",
              "  ('metrum', 0.10244971303015317),\n",
              "  ('tramwaj', 0.07997214269094922),\n",
              "  ('autobus', 0.07664736897684486),\n",
              "  ('wyświetlaczy', 0.0695513280378428),\n",
              "  ('wielkopolska', 0.040657064668214886),\n",
              "  ('politechnika', 0.03972633550922028),\n",
              "  ('stacja', 0.027118867122477387)],\n",
              " 369: [('inwestycja', 0.44691831336342186),\n",
              "  ('przychodnia', 0.2544764784505203),\n",
              "  ('inwestycyjny', 0.18850250594974985),\n",
              "  ('kalina', 0.17545669835648553),\n",
              "  ('mikrograntowy', 0.13003074372292348),\n",
              "  ('zemborzycach', 0.09989390978553456),\n",
              "  ('przegląd', 0.07997454604913988),\n",
              "  ('fundusz', 0.07265993220954829),\n",
              "  ('drogi', 0.0399625974970206),\n",
              "  ('okolica', 0.02541804034526224)],\n",
              " 370: [('strug', 0.09761328153694125),\n",
              "  ('solankowy', 0.08530159094413375),\n",
              "  ('tężnia', 0.07640133212074902),\n",
              "  ('wieżowiec', 0.0598522106003775),\n",
              "  ('zewnetrzna', 0.05405985191311801),\n",
              "  ('sifownia', 0.05255470168943478),\n",
              "  ('estakada', 0.05119312769223014),\n",
              "  ('kalisteniki', 0.05119312769223014),\n",
              "  ('parkowy', 0.04792426051572316),\n",
              "  ('kwiatkowskiego', 0.04676234300217529)],\n",
              " 371: [('zamgławiacz', 0.1049370914255172),\n",
              "  ('wodopój', 0.09277661457358834),\n",
              "  ('woda', 0.08616308913320112),\n",
              "  ('mgiełka', 0.08566319162432229),\n",
              "  ('magiczny', 0.08512512806193218),\n",
              "  ('wodziczki', 0.08061613772165946),\n",
              "  ('wodny', 0.063278458849629),\n",
              "  ('zakatek', 0.056295184017801744),\n",
              "  ('kurtyna', 0.055231594161373056),\n",
              "  ('ursynowie', 0.04021990802000955)]}"
            ]
          },
          "metadata": {},
          "execution_count": 58
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iww2BiNXVtlO",
        "outputId": "f8afede0-2d14-4263-8ae5-c2f9e545f378"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "source": [
        "# W main_bert_topic.model mamy 371 tematów\r\n",
        "# ograniczmy ich ilość\r\n",
        "N_TOPICS = 20"
      ],
      "outputs": [],
      "metadata": {
        "id": "mDVEg231IbmR"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "source": [
        "# Redukcja tematów \r\n",
        "new_topics, new_probs = topic_model.reduce_topics(docs, topics, probabilities=probs,\r\n",
        " nr_topics=N_TOPICS)\r\n",
        "\r\n",
        "# Zapiszmy nowe tematy\r\n",
        "with open(path+'models/new_bert_topics_probs.npy', 'wb') as f:\r\n",
        "    np.save(f, new_topics)\r\n",
        "    np.save(f, new_probs)"
      ],
      "outputs": [],
      "metadata": {
        "id": "Iqj2zCcUlse8"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "source": [
        "# Sprawdzenie parametrów modelu\r\n",
        "topic_model.get_params()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'calculate_probabilities': False,\n",
              " 'embedding_model': <bertopic.backend._sentencetransformers.SentenceTransformerBackend at 0x7f4c7de0b110>,\n",
              " 'hdbscan_model': HDBSCAN(min_cluster_size=10, prediction_data=True),\n",
              " 'language': 'polish',\n",
              " 'low_memory': False,\n",
              " 'min_topic_size': 10,\n",
              " 'n_gram_range': (1, 1),\n",
              " 'nr_topics': 20,\n",
              " 'seed_topic_list': None,\n",
              " 'top_n_words': 10,\n",
              " 'umap_model': UMAP(angular_rp_forest=True, low_memory=False, metric='cosine', min_dist=0.0, n_components=5, tqdm_kwds={'bar_format': '{desc}: {percentage:3.0f}%| {bar} {n_fmt}/{total_fmt} [{elapsed}]', 'desc': 'Epochs completed', 'disable': True}),\n",
              " 'vectorizer_model': CountVectorizer(),\n",
              " 'verbose': False}"
            ]
          },
          "metadata": {},
          "execution_count": 69
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mQyI4PNcMY2w",
        "outputId": "5234aa99-777b-4017-99eb-2ee28b06bb99"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "source": [
        "# Podgląd tematów\r\n",
        "topic_model.get_topic_info()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    Topic  Count                                       Name\n",
              "0      -1   7480               -1_chodnik_park_ulica_budowa\n",
              "1       0   1689       0_parking_dzielnica_rower_parkingowy\n",
              "2       1   1396              1_fontanna_woda_toaleta_wodny\n",
              "3       2    989    2_parking_parkingowy_miejsce_bezdomność\n",
              "4       3    927           3_park_ulica_kieszonkowy_dziecko\n",
              "5       4    909  4_szkoła_przedszkole_szkolny_przedszkolny\n",
              "6       5    818  5_biblioteka_książka_audiobook_wydawniczy\n",
              "7       6    814            6_senior_zdrowie_kobieta_zdrowy\n",
              "8       7    804     7_chodnik_warszawa_warszawski_warszawo\n",
              "9       8    770                  8_drzewo_ogród_łąka_kwiat\n",
              "10      9    758       9_autobusowy_ścieżka_autobus_tramwaj\n",
              "11     10    735     10_skatepark_rowerowy_rower_rowerzysta\n",
              "12     11    646      11_powietrze_smog_monitoring_siłownia\n",
              "13     12    635               12_pies_psi_ursynów_pszczoła\n",
              "14     13    626            13_zielony_zieleń_zielono_ulica\n",
              "15     14    573   14_cmentarz_kościół_pomnik_rewitalizacja\n",
              "16     15    546               15_łódź_plaża_plażowy_łódzki\n",
              "17     16    520   16_siłownia_piknik_rekreacja_rekreacyjny\n",
              "18     17    485        17_oświetlenie_świetlny_ulica_lampa\n",
              "19     18    461       18_koszykówka_piłka_stadion_sportowy\n",
              "20     19    449              19_ulica_naprawa_stacja_rower"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Topic</th>\n",
              "      <th>Count</th>\n",
              "      <th>Name</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1</td>\n",
              "      <td>7480</td>\n",
              "      <td>-1_chodnik_park_ulica_budowa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0</td>\n",
              "      <td>1689</td>\n",
              "      <td>0_parking_dzielnica_rower_parkingowy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1</td>\n",
              "      <td>1396</td>\n",
              "      <td>1_fontanna_woda_toaleta_wodny</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2</td>\n",
              "      <td>989</td>\n",
              "      <td>2_parking_parkingowy_miejsce_bezdomność</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3</td>\n",
              "      <td>927</td>\n",
              "      <td>3_park_ulica_kieszonkowy_dziecko</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>4</td>\n",
              "      <td>909</td>\n",
              "      <td>4_szkoła_przedszkole_szkolny_przedszkolny</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>5</td>\n",
              "      <td>818</td>\n",
              "      <td>5_biblioteka_książka_audiobook_wydawniczy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>6</td>\n",
              "      <td>814</td>\n",
              "      <td>6_senior_zdrowie_kobieta_zdrowy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>7</td>\n",
              "      <td>804</td>\n",
              "      <td>7_chodnik_warszawa_warszawski_warszawo</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>8</td>\n",
              "      <td>770</td>\n",
              "      <td>8_drzewo_ogród_łąka_kwiat</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>9</td>\n",
              "      <td>758</td>\n",
              "      <td>9_autobusowy_ścieżka_autobus_tramwaj</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>10</td>\n",
              "      <td>735</td>\n",
              "      <td>10_skatepark_rowerowy_rower_rowerzysta</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>11</td>\n",
              "      <td>646</td>\n",
              "      <td>11_powietrze_smog_monitoring_siłownia</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>12</td>\n",
              "      <td>635</td>\n",
              "      <td>12_pies_psi_ursynów_pszczoła</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>13</td>\n",
              "      <td>626</td>\n",
              "      <td>13_zielony_zieleń_zielono_ulica</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>14</td>\n",
              "      <td>573</td>\n",
              "      <td>14_cmentarz_kościół_pomnik_rewitalizacja</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>15</td>\n",
              "      <td>546</td>\n",
              "      <td>15_łódź_plaża_plażowy_łódzki</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>16</td>\n",
              "      <td>520</td>\n",
              "      <td>16_siłownia_piknik_rekreacja_rekreacyjny</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>17</td>\n",
              "      <td>485</td>\n",
              "      <td>17_oświetlenie_świetlny_ulica_lampa</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>18</td>\n",
              "      <td>461</td>\n",
              "      <td>18_koszykówka_piłka_stadion_sportowy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>19</td>\n",
              "      <td>449</td>\n",
              "      <td>19_ulica_naprawa_stacja_rower</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ]
          },
          "metadata": {},
          "execution_count": 70
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 708
        },
        "id": "rCJ5wUiWL023",
        "outputId": "fcf36eb5-7218-4a33-86ec-17d3b897ed68"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "source": [
        "topic_dict = dict()\r\n",
        "for n in range(-1, N_TOPICS):\r\n",
        "  topic_dict[n] = [name for name, prob in topic_model.get_topic(n)]\r\n",
        "  print(f'{n} {topic_dict[n]}', sep='\\n')"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "-1 ['chodnik', 'park', 'ulica', 'budowa', 'warsztat', 'koncert', 'miejsce', 'dzielnica', 'modernizacja', 'muzyczny']\n",
            "0 ['parking', 'dzielnica', 'rower', 'parkingowy', 'miejski', 'miasto', 'miejsce', 'rowerowy', 'kota', 'ulica']\n",
            "1 ['fontanna', 'woda', 'toaleta', 'wodny', 'park', 'łazienka', 'kanalizacja', 'rzeka', 'ogród', 'jezioro']\n",
            "2 ['parking', 'parkingowy', 'miejsce', 'bezdomność', 'szkoła', 'jordanowski', 'językowy', 'miasteczko', 'bezdomny', 'drogowy']\n",
            "3 ['park', 'ulica', 'kieszonkowy', 'dziecko', 'szach', 'sportowy', 'lodowisko', 'zabawa', 'parking', 'szachowy']\n",
            "4 ['szkoła', 'przedszkole', 'szkolny', 'przedszkolny', 'edukacyjny', 'młodzież', 'przedszkolak', 'ogród', 'edukacja', 'rekreacyjny']\n",
            "5 ['biblioteka', 'książka', 'audiobook', 'wydawniczy', 'czytelnik', 'multimedialny', 'czytać', 'książkowy', 'biblioteczny', 'czytanie']\n",
            "6 ['senior', 'zdrowie', 'kobieta', 'zdrowy', 'seniora', 'kuchnia', 'kulinarny', 'szpital', 'medyczny', 'catering']\n",
            "7 ['chodnik', 'warszawa', 'warszawski', 'warszawo', 'park', 'polski', 'budynek', 'miejsce', 'sąsiedzki', 'poznański']\n",
            "8 ['drzewo', 'ogród', 'łąka', 'kwiat', 'trawnik', 'kwiatowy', 'botaniczny', 'kwitnąć', 'żywopłot', 'ogródka']\n",
            "9 ['autobusowy', 'ścieżka', 'autobus', 'tramwaj', 'asfaltowy', 'ciąg', 'tramwajowy', 'ulica', 'asfalt', 'przejazd']\n",
            "10 ['skatepark', 'rowerowy', 'rower', 'rowerzysta', 'gimnastyczny', 'fitness', 'siłownia', 'rekreacyjny', 'ćwiczenie', 'gimnastyk']\n",
            "11 ['powietrze', 'smog', 'monitoring', 'siłownia', 'szkoła', 'trening', 'mobilny', 'elektroniczny', 'radarowy', 'czujnik']\n",
            "12 ['pies', 'psi', 'ursynów', 'pszczoła', 'komar', 'ursynowie', 'owad', 'nietoperz', 'zwierzę', 'wiewiórka']\n",
            "13 ['zielony', 'zieleń', 'zielono', 'ulica', 'zieleniec', 'wzdłuż', 'zakątek', 'zazielenić', 'ekologiczny', 'rekultywacja']\n",
            "14 ['cmentarz', 'kościół', 'pomnik', 'rewitalizacja', 'rzeźba', 'wieża', 'chodnik', 'ulica', 'obserwatorium', 'widokowy']\n",
            "15 ['łódź', 'plaża', 'plażowy', 'łódzki', 'morski', 'kajakowy', 'łódka', 'kajak', 'łodzianin', 'pomorski']\n",
            "16 ['siłownia', 'piknik', 'rekreacja', 'rekreacyjny', 'aktywny', 'piknikowy', 'park', 'zabawa', 'szkolenie', 'sportowy']\n",
            "17 ['oświetlenie', 'świetlny', 'ulica', 'lampa', 'doświetlenie', 'uliczny', 'światło', 'oswietlenie', 'świetlica', 'iluminacja']\n",
            "18 ['koszykówka', 'piłka', 'stadion', 'sportowy', 'sport', 'tenis', 'turniej', 'tenisowy', 'badminton', 'sportowo']\n",
            "19 ['ulica', 'naprawa', 'stacja', 'rower', 'drogowy', 'skrzyżowanie', 'dojazdowy', 'bezpieczenstwa', 'budynek', 'skrzyzowaniu']\n"
          ]
        }
      ],
      "metadata": {
        "id": "XN5gyhadIJnf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "cbb0ab32-74c0-4811-c2e1-960cc37e37b4"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "source": [
        "# Wizualizacja\r\n",
        "topic_model.visualize_topics()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>                <div id=\"90904e85-2640-486e-8b28-37fe0690c039\" class=\"plotly-graph-div\" style=\"height:650px; width:650px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"90904e85-2640-486e-8b28-37fe0690c039\")) {                    Plotly.newPlot(                        \"90904e85-2640-486e-8b28-37fe0690c039\",                        [{\"customdata\": [[14.499656677246094, 4.222994327545166, 0, \"parking | dzielnica | rower | parkingowy | miejski\", 1689], [15.228878021240234, 4.229544162750244, 1, \"fontanna | woda | toaleta | wodny | park\", 1396], [7.5480241775512695, 3.6278860569000244, 2, \"parking | parkingowy | miejsce | bezdomno\\u015b\\u0107 | szko\\u0142a\", 989], [14.109674453735352, 4.482998371124268, 3, \"park | ulica | kieszonkowy | dziecko | szach\", 927], [15.660088539123535, 3.1302831172943115, 4, \"szko\\u0142a | przedszkole | szkolny | przedszkolny | edukacyjny\", 909], [16.259035110473633, 3.689093828201294, 5, \"biblioteka | ksi\\u0105\\u017cka | audiobook | wydawniczy | czytelnik\", 818], [16.075382232666016, 3.217179775238037, 6, \"senior | zdrowie | kobieta | zdrowy | seniora\", 814], [7.176761627197266, 3.423187732696533, 7, \"chodnik | warszawa | warszawski | warszawo | park\", 804], [-3.7423243522644043, 20.953598022460938, 8, \"drzewo | ogr\\u00f3d | \\u0142\\u0105ka | kwiat | trawnik\", 770], [15.485897064208984, 4.817647457122803, 9, \"autobusowy | \\u015bcie\\u017cka | autobus | tramwaj | asfaltowy\", 758], [-14.258732795715332, -6.983098030090332, 10, \"skatepark | rowerowy | rower | rowerzysta | gimnastyczny\", 735], [15.95368766784668, 3.4155433177948, 11, \"powietrze | smog | monitoring | si\\u0142ownia | szko\\u0142a\", 646], [-3.8129212856292725, 20.882930755615234, 12, \"pies | psi | ursyn\\u00f3w | pszczo\\u0142a | komar\", 635], [-3.500934362411499, 21.194915771484375, 13, \"zielony | ziele\\u0144 | zielono | ulica | zieleniec\", 626], [6.790113925933838, 3.3732962608337402, 14, \"cmentarz | ko\\u015bci\\u00f3\\u0142 | pomnik | rewitalizacja | rze\\u017aba\", 573], [13.882153511047363, 4.698543548583984, 15, \"\\u0142\\u00f3d\\u017a | pla\\u017ca | pla\\u017cowy | \\u0142\\u00f3dzki | morski\", 546], [-14.162954330444336, -7.078871250152588, 16, \"si\\u0142ownia | piknik | rekreacja | rekreacyjny | aktywny\", 520], [15.936483383178711, 5.7129645347595215, 17, \"o\\u015bwietlenie | \\u015bwietlny | ulica | lampa | do\\u015bwietlenie\", 485], [-13.93661117553711, -7.305270195007324, 18, \"koszyk\\u00f3wka | pi\\u0142ka | stadion | sportowy | sport\", 461], [15.706924438476562, 5.361799716949463, 19, \"ulica | naprawa | stacja | rower | drogowy\", 449]], \"hovertemplate\": \"<b>Topic %{customdata[2]}</b><br>Words: %{customdata[3]}<br>Size: %{customdata[4]}\", \"legendgroup\": \"\", \"marker\": {\"color\": \"#B0BEC5\", \"line\": {\"color\": \"DarkSlateGrey\", \"width\": 2}, \"size\": [1689, 1396, 989, 927, 909, 818, 814, 804, 770, 758, 735, 646, 635, 626, 573, 546, 520, 485, 461, 449], \"sizemode\": \"area\", \"sizeref\": 1.055625, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"\", \"orientation\": \"v\", \"showlegend\": false, \"type\": \"scatter\", \"x\": [14.499656677246094, 15.228878021240234, 7.5480241775512695, 14.109674453735352, 15.660088539123535, 16.259035110473633, 16.075382232666016, 7.176761627197266, -3.7423243522644043, 15.485897064208984, -14.258732795715332, 15.95368766784668, -3.8129212856292725, -3.500934362411499, 6.790113925933838, 13.882153511047363, -14.162954330444336, 15.936483383178711, -13.93661117553711, 15.706924438476562], \"xaxis\": \"x\", \"y\": [4.222994327545166, 4.229544162750244, 3.6278860569000244, 4.482998371124268, 3.1302831172943115, 3.689093828201294, 3.217179775238037, 3.423187732696533, 20.953598022460938, 4.817647457122803, -6.983098030090332, 3.4155433177948, 20.882930755615234, 21.194915771484375, 3.3732962608337402, 4.698543548583984, -7.078871250152588, 5.7129645347595215, -7.305270195007324, 5.361799716949463], \"yaxis\": \"y\"}],                        {\"annotations\": [{\"showarrow\": false, \"text\": \"D1\", \"x\": -16.397542715072632, \"y\": 7.986546206474304, \"yshift\": 10}, {\"showarrow\": false, \"text\": \"D2\", \"x\": 1.1501738309860237, \"xshift\": 10, \"y\": 24.37415313720703}], \"height\": 650, \"hoverlabel\": {\"bgcolor\": \"white\", \"font\": {\"family\": \"Rockwell\", \"size\": 16}}, \"legend\": {\"itemsizing\": \"constant\", \"tracegroupgap\": 0}, \"margin\": {\"t\": 60}, \"shapes\": [{\"line\": {\"color\": \"#CFD8DC\", \"width\": 2}, \"type\": \"line\", \"x0\": 1.1501738309860237, \"x1\": 1.1501738309860237, \"y0\": -8.401060724258423, \"y1\": 24.37415313720703}, {\"line\": {\"color\": \"#9E9E9E\", \"width\": 2}, \"type\": \"line\", \"x0\": -16.397542715072632, \"x1\": 18.69789037704468, \"y0\": 7.986546206474304, \"y1\": 7.986546206474304}], \"sliders\": [{\"active\": 0, \"pad\": {\"t\": 50}, \"steps\": [{\"args\": [{\"marker.color\": [[\"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 0\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 1\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 2\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 3\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 4\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 5\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 6\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 7\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 8\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 9\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 10\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 11\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 12\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 13\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 14\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 15\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 16\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\", \"#B0BEC5\"]]}], \"label\": \"Topic 17\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\", \"#B0BEC5\"]]}], \"label\": \"Topic 18\", \"method\": \"update\"}, {\"args\": [{\"marker.color\": [[\"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"#B0BEC5\", \"red\"]]}], \"label\": \"Topic 19\", \"method\": \"update\"}]}], \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"rgb(36,36,36)\"}, \"error_y\": {\"color\": \"rgb(36,36,36)\"}, \"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"rgb(36,36,36)\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"rgb(36,36,36)\"}, \"baxis\": {\"endlinecolor\": \"rgb(36,36,36)\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"rgb(36,36,36)\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"colorscale\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"colorscale\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"colorscale\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.6}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"colorscale\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"colorscale\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}, \"colorscale\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"rgb(237,237,237)\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"rgb(217,217,217)\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 1, \"tickcolor\": \"rgb(36,36,36)\", \"ticks\": \"outside\"}}, \"colorscale\": {\"diverging\": [[0.0, \"rgb(103,0,31)\"], [0.1, \"rgb(178,24,43)\"], [0.2, \"rgb(214,96,77)\"], [0.3, \"rgb(244,165,130)\"], [0.4, \"rgb(253,219,199)\"], [0.5, \"rgb(247,247,247)\"], [0.6, \"rgb(209,229,240)\"], [0.7, \"rgb(146,197,222)\"], [0.8, \"rgb(67,147,195)\"], [0.9, \"rgb(33,102,172)\"], [1.0, \"rgb(5,48,97)\"]], \"sequential\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]], \"sequentialminus\": [[0.0, \"#440154\"], [0.1111111111111111, \"#482878\"], [0.2222222222222222, \"#3e4989\"], [0.3333333333333333, \"#31688e\"], [0.4444444444444444, \"#26828e\"], [0.5555555555555556, \"#1f9e89\"], [0.6666666666666666, \"#35b779\"], [0.7777777777777778, \"#6ece58\"], [0.8888888888888888, \"#b5de2b\"], [1.0, \"#fde725\"]]}, \"colorway\": [\"#1F77B4\", \"#FF7F0E\", \"#2CA02C\", \"#D62728\", \"#9467BD\", \"#8C564B\", \"#E377C2\", \"#7F7F7F\", \"#BCBD22\", \"#17BECF\"], \"font\": {\"color\": \"rgb(36,36,36)\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"white\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"white\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"rgb(232,232,232)\", \"linecolor\": \"rgb(36,36,36)\", \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\"}, \"bgcolor\": \"white\", \"radialaxis\": {\"gridcolor\": \"rgb(232,232,232)\", \"linecolor\": \"rgb(36,36,36)\", \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"rgb(232,232,232)\", \"gridwidth\": 2, \"linecolor\": \"rgb(36,36,36)\", \"showbackground\": true, \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\", \"zeroline\": false, \"zerolinecolor\": \"rgb(36,36,36)\"}, \"yaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"rgb(232,232,232)\", \"gridwidth\": 2, \"linecolor\": \"rgb(36,36,36)\", \"showbackground\": true, \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\", \"zeroline\": false, \"zerolinecolor\": \"rgb(36,36,36)\"}, \"zaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"rgb(232,232,232)\", \"gridwidth\": 2, \"linecolor\": \"rgb(36,36,36)\", \"showbackground\": true, \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\", \"zeroline\": false, \"zerolinecolor\": \"rgb(36,36,36)\"}}, \"shapedefaults\": {\"fillcolor\": \"black\", \"line\": {\"width\": 0}, \"opacity\": 0.3}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"rgb(232,232,232)\", \"linecolor\": \"rgb(36,36,36)\", \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\"}, \"baxis\": {\"gridcolor\": \"rgb(232,232,232)\", \"linecolor\": \"rgb(36,36,36)\", \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\"}, \"bgcolor\": \"white\", \"caxis\": {\"gridcolor\": \"rgb(232,232,232)\", \"linecolor\": \"rgb(36,36,36)\", \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"rgb(232,232,232)\", \"linecolor\": \"rgb(36,36,36)\", \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\", \"title\": {\"standoff\": 15}, \"zeroline\": false, \"zerolinecolor\": \"rgb(36,36,36)\"}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"rgb(232,232,232)\", \"linecolor\": \"rgb(36,36,36)\", \"showgrid\": false, \"showline\": true, \"ticks\": \"outside\", \"title\": {\"standoff\": 15}, \"zeroline\": false, \"zerolinecolor\": \"rgb(36,36,36)\"}}}, \"title\": {\"font\": {\"color\": \"Black\", \"size\": 22}, \"text\": \"<b>Intertopic Distance Map\", \"x\": 0.5, \"xanchor\": \"center\", \"y\": 0.95, \"yanchor\": \"top\"}, \"width\": 650, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 1.0], \"range\": [-16.397542715072632, 18.69789037704468], \"title\": {\"text\": \"\"}, \"visible\": false}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"range\": [-8.401060724258423, 24.37415313720703], \"title\": {\"text\": \"\"}, \"visible\": false}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('90904e85-2640-486e-8b28-37fe0690c039');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 667
        },
        "id": "A70QFfVBYrdo",
        "outputId": "cf561f46-41ff-466e-9d3f-d64b527a8166"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "source": [
        "# Wizualizacja pierwszych 15-stu tematów pod względem word scores\r\n",
        "topic_model.visualize_barchart(topics=list(range(N_TOPICS-10)), width=1200, height=900)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>                <div id=\"9611ec91-e057-4592-8578-9565f74c1862\" class=\"plotly-graph-div\" style=\"height:900px; width:1200px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"9611ec91-e057-4592-8578-9565f74c1862\")) {                    Plotly.newPlot(                        \"9611ec91-e057-4592-8578-9565f74c1862\",                        [{\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.019081196854189478, 0.019764655627947263, 0.019780999612662175, 0.024619536472013558, 0.026326367292552496], \"xaxis\": \"x\", \"y\": [\"miejski  \", \"parkingowy  \", \"rower  \", \"dzielnica  \", \"parking  \"], \"yaxis\": \"y\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.016700289748562618, 0.024049129295847415, 0.030631644002657048, 0.0328749179543281, 0.034567070555628306], \"xaxis\": \"x2\", \"y\": [\"park  \", \"wodny  \", \"toaleta  \", \"woda  \", \"fontanna  \"], \"yaxis\": \"y2\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.029461763127192484, 0.03629507377977647, 0.05866818853844882, 0.07596337637119077, 0.08077728678647915], \"xaxis\": \"x3\", \"y\": [\"szko\\u0142a  \", \"bezdomno\\u015b\\u0107  \", \"miejsce  \", \"parkingowy  \", \"parking  \"], \"yaxis\": \"y3\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.02808183578433222, 0.03786154582787199, 0.0404053624392603, 0.045779750507706794, 0.057931282690980954], \"xaxis\": \"x4\", \"y\": [\"szach  \", \"dziecko  \", \"kieszonkowy  \", \"ulica  \", \"park  \"], \"yaxis\": \"y4\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.02957874543221129, 0.035945155671136306, 0.057950842147739254, 0.08657644459265078, 0.10945608965535028], \"xaxis\": \"x5\", \"y\": [\"edukacyjny  \", \"przedszkolny  \", \"szkolny  \", \"przedszkole  \", \"szko\\u0142a  \"], \"yaxis\": \"y5\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.058666199025905745, 0.08786900098303604, 0.1040220038946988, 0.13589126453395675, 0.21397070885518965], \"xaxis\": \"x6\", \"y\": [\"czytelnik  \", \"wydawniczy  \", \"audiobook  \", \"ksi\\u0105\\u017cka  \", \"biblioteka  \"], \"yaxis\": \"y6\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.03845720545683487, 0.043088486857629865, 0.05596462795876977, 0.0643764122660794, 0.08846187350000187], \"xaxis\": \"x7\", \"y\": [\"seniora  \", \"zdrowy  \", \"kobieta  \", \"zdrowie  \", \"senior  \"], \"yaxis\": \"y7\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.03248327734762322, 0.032824373593021705, 0.03768221531191457, 0.042925999735787146, 0.04342427330906539], \"xaxis\": \"x8\", \"y\": [\"park  \", \"warszawo  \", \"warszawski  \", \"warszawa  \", \"chodnik  \"], \"yaxis\": \"y8\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.03459716937017172, 0.040123298621454216, 0.06376381763932372, 0.09450095109207524, 0.1431256977562062], \"xaxis\": \"x9\", \"y\": [\"trawnik  \", \"kwiat  \", \"\\u0142\\u0105ka  \", \"ogr\\u00f3d  \", \"drzewo  \"], \"yaxis\": \"y9\"}, {\"orientation\": \"h\", \"type\": \"bar\", \"x\": [0.03146479651957241, 0.03215641320105128, 0.03347671007620167, 0.04308691764666745, 0.05599333690299504], \"xaxis\": \"x10\", \"y\": [\"asfaltowy  \", \"tramwaj  \", \"autobus  \", \"\\u015bcie\\u017cka  \", \"autobusowy  \"], \"yaxis\": \"y10\"}],                        {\"annotations\": [{\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 0\", \"x\": 0.11666666666666665, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 1\", \"x\": 0.49999999999999994, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 2\", \"x\": 0.8833333333333333, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 1.0, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 3\", \"x\": 0.11666666666666665, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.7124999999999999, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 4\", \"x\": 0.49999999999999994, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.7124999999999999, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 5\", \"x\": 0.8833333333333333, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.7124999999999999, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 6\", \"x\": 0.11666666666666665, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.425, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 7\", \"x\": 0.49999999999999994, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.425, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 8\", \"x\": 0.8833333333333333, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.425, \"yanchor\": \"bottom\", \"yref\": \"paper\"}, {\"font\": {\"size\": 16}, \"showarrow\": false, \"text\": \"Topic 9\", \"x\": 0.11666666666666665, \"xanchor\": \"center\", \"xref\": \"paper\", \"y\": 0.1375, \"yanchor\": \"bottom\", \"yref\": \"paper\"}], \"height\": 900, \"hoverlabel\": {\"bgcolor\": \"white\", \"font\": {\"family\": \"Rockwell\", \"size\": 16}}, \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"white\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"#C8D4E3\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"white\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"radialaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"yaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"zaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"caxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"Black\", \"size\": 22}, \"text\": \"<b>Topic Word Scores\", \"x\": 0.15, \"xanchor\": \"center\", \"y\": 0.95, \"yanchor\": \"top\"}, \"width\": 1200, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.2333333333333333], \"matches\": \"x10\", \"showgrid\": true, \"showticklabels\": false}, \"xaxis10\": {\"anchor\": \"y10\", \"domain\": [0.0, 0.2333333333333333], \"showgrid\": true}, \"xaxis11\": {\"anchor\": \"y11\", \"domain\": [0.3833333333333333, 0.6166666666666666], \"showgrid\": true}, \"xaxis12\": {\"anchor\": \"y12\", \"domain\": [0.7666666666666666, 0.9999999999999999], \"showgrid\": true}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.3833333333333333, 0.6166666666666666], \"matches\": \"x11\", \"showgrid\": true, \"showticklabels\": false}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.7666666666666666, 0.9999999999999999], \"matches\": \"x12\", \"showgrid\": true, \"showticklabels\": false}, \"xaxis4\": {\"anchor\": \"y4\", \"domain\": [0.0, 0.2333333333333333], \"matches\": \"x10\", \"showgrid\": true, \"showticklabels\": false}, \"xaxis5\": {\"anchor\": \"y5\", \"domain\": [0.3833333333333333, 0.6166666666666666], \"matches\": \"x11\", \"showgrid\": true, \"showticklabels\": false}, \"xaxis6\": {\"anchor\": \"y6\", \"domain\": [0.7666666666666666, 0.9999999999999999], \"matches\": \"x12\", \"showgrid\": true, \"showticklabels\": false}, \"xaxis7\": {\"anchor\": \"y7\", \"domain\": [0.0, 0.2333333333333333], \"matches\": \"x10\", \"showgrid\": true, \"showticklabels\": false}, \"xaxis8\": {\"anchor\": \"y8\", \"domain\": [0.3833333333333333, 0.6166666666666666], \"matches\": \"x11\", \"showgrid\": true, \"showticklabels\": false}, \"xaxis9\": {\"anchor\": \"y9\", \"domain\": [0.7666666666666666, 0.9999999999999999], \"matches\": \"x12\", \"showgrid\": true, \"showticklabels\": false}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.8625, 1.0], \"showgrid\": true}, \"yaxis10\": {\"anchor\": \"x10\", \"domain\": [0.0, 0.1375], \"showgrid\": true}, \"yaxis11\": {\"anchor\": \"x11\", \"domain\": [0.0, 0.1375], \"showgrid\": true}, \"yaxis12\": {\"anchor\": \"x12\", \"domain\": [0.0, 0.1375], \"showgrid\": true}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.8625, 1.0], \"showgrid\": true}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.8625, 1.0], \"showgrid\": true}, \"yaxis4\": {\"anchor\": \"x4\", \"domain\": [0.575, 0.7124999999999999], \"showgrid\": true}, \"yaxis5\": {\"anchor\": \"x5\", \"domain\": [0.575, 0.7124999999999999], \"showgrid\": true}, \"yaxis6\": {\"anchor\": \"x6\", \"domain\": [0.575, 0.7124999999999999], \"showgrid\": true}, \"yaxis7\": {\"anchor\": \"x7\", \"domain\": [0.2875, 0.425], \"showgrid\": true}, \"yaxis8\": {\"anchor\": \"x8\", \"domain\": [0.2875, 0.425], \"showgrid\": true}, \"yaxis9\": {\"anchor\": \"x9\", \"domain\": [0.2875, 0.425], \"showgrid\": true}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('9611ec91-e057-4592-8578-9565f74c1862');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ],
      "metadata": {
        "id": "OHCxvEEtZD3x",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 917
        },
        "outputId": "b023d37d-c8f3-4f89-d264-ee7a8a720656"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "source": [
        "# Klastrowanie hierarchiczne\r\n",
        "topic_model.visualize_hierarchy(topics=list(range(N_TOPICS)), top_n_topics=10)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>                <div id=\"99a2d70f-0a36-4cc8-9bf0-c30dc3fcc913\" class=\"plotly-graph-div\" style=\"height:600px; width:1000px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"99a2d70f-0a36-4cc8-9bf0-c30dc3fcc913\")) {                    Plotly.newPlot(                        \"99a2d70f-0a36-4cc8-9bf0-c30dc3fcc913\",                        [{\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(61,153,112)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.7086052943960939, 0.7086052943960939, 0.0], \"xaxis\": \"x\", \"y\": [-35.0, -35.0, -45.0, -45.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(61,153,112)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.7388110251262209, 0.7388110251262209, 0.7086052943960939], \"xaxis\": \"x\", \"y\": [-25.0, -25.0, -40.0, -40.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(61,153,112)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.8336239124884701, 0.8336239124884701, 0.7388110251262209], \"xaxis\": \"x\", \"y\": [-15.0, -15.0, -32.5, -32.5], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(255,65,54)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.5648835879649061, 0.5648835879649061, 0.0], \"xaxis\": \"x\", \"y\": [-65.0, -65.0, -75.0, -75.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(255,65,54)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.6494125406936337, 0.6494125406936337, 0.0], \"xaxis\": \"x\", \"y\": [-85.0, -85.0, -95.0, -95.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(255,65,54)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.5648835879649061, 0.7985148835183655, 0.7985148835183655, 0.6494125406936337], \"xaxis\": \"x\", \"y\": [-70.0, -70.0, -90.0, -90.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(255,65,54)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.840548277286648, 0.840548277286648, 0.7985148835183655], \"xaxis\": \"x\", \"y\": [-55.0, -55.0, -80.0, -80.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(0,116,217)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.8336239124884701, 1.0284682685009376, 1.0284682685009376, 0.840548277286648], \"xaxis\": \"x\", \"y\": [-23.75, -23.75, -67.5, -67.5], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(0,116,217)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 1.176173144671908, 1.176173144671908, 1.0284682685009376], \"xaxis\": \"x\", \"y\": [-5.0, -5.0, -45.625, -45.625], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(35,205,205)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.5676591006759839, 0.5676591006759839, 0.0], \"xaxis\": \"x\", \"y\": [-115.0, -115.0, -125.0, -125.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(35,205,205)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.690514421131223, 0.690514421131223, 0.5676591006759839], \"xaxis\": \"x\", \"y\": [-105.0, -105.0, -120.0, -120.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(133,20,75)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.5958587177087025, 0.5958587177087025, 0.0], \"xaxis\": \"x\", \"y\": [-145.0, -145.0, -155.0, -155.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(133,20,75)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.6378921334532242, 0.6378921334532242, 0.5958587177087025], \"xaxis\": \"x\", \"y\": [-135.0, -135.0, -150.0, -150.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(133,20,75)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.2817458869401851, 0.2817458869401851, 0.0], \"xaxis\": \"x\", \"y\": [-185.0, -185.0, -195.0, -195.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(133,20,75)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.38442111926867817, 0.38442111926867817, 0.2817458869401851], \"xaxis\": \"x\", \"y\": [-175.0, -175.0, -190.0, -190.0], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(133,20,75)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.0, 0.7124825410261619, 0.7124825410261619, 0.38442111926867817], \"xaxis\": \"x\", \"y\": [-165.0, -165.0, -182.5, -182.5], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(133,20,75)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.6378921334532242, 0.974539690697159, 0.974539690697159, 0.7124825410261619], \"xaxis\": \"x\", \"y\": [-142.5, -142.5, -173.75, -173.75], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(0,116,217)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [0.690514421131223, 1.4164235052239929, 1.4164235052239929, 0.974539690697159], \"xaxis\": \"x\", \"y\": [-112.5, -112.5, -158.125, -158.125], \"yaxis\": \"y\"}, {\"hoverinfo\": \"text\", \"marker\": {\"color\": \"rgb(0,116,217)\"}, \"mode\": \"lines\", \"type\": \"scatter\", \"x\": [1.176173144671908, 2.014827086090178, 2.014827086090178, 1.4164235052239929], \"xaxis\": \"x\", \"y\": [-25.3125, -25.3125, -135.3125, -135.3125], \"yaxis\": \"y\"}],                        {\"autosize\": false, \"height\": 600, \"hoverlabel\": {\"bgcolor\": \"white\", \"font\": {\"family\": \"Rockwell\", \"size\": 16}}, \"hovermode\": \"closest\", \"plot_bgcolor\": \"#ECEFF1\", \"showlegend\": false, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"white\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"#C8D4E3\", \"linecolor\": \"#C8D4E3\", \"minorgridcolor\": \"#C8D4E3\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"white\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"#C8D4E3\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"white\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"radialaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"yaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"zaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"caxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"Black\", \"size\": 22}, \"text\": \"<b>Hierarchical Clustering\", \"x\": 0.5, \"xanchor\": \"center\", \"y\": 0.95, \"yanchor\": \"top\"}, \"width\": 1000, \"xaxis\": {\"mirror\": \"allticks\", \"rangemode\": \"tozero\", \"showgrid\": false, \"showline\": true, \"showticklabels\": true, \"ticks\": \"outside\", \"type\": \"linear\", \"zeroline\": false}, \"yaxis\": {\"mirror\": \"allticks\", \"rangemode\": \"tozero\", \"showgrid\": false, \"showline\": true, \"showticklabels\": true, \"tickmode\": \"array\", \"ticks\": \"outside\", \"ticktext\": [\"15_\\u0142\\u00f3d\\u017a_pla\\u017ca_pla\\u017cowy\", \"12_pies_psi_ursyn\\u00f3w\", \"5_biblioteka_ksi\\u0105\\u017cka_audiob...\", \"4_szko\\u0142a_przedszkole_szkolny\", \"6_senior_zdrowie_kobieta\", \"17_o\\u015bwietlenie_\\u015bwietlny_ulica\", \"8_drzewo_ogr\\u00f3d_\\u0142\\u0105ka\", \"13_zielony_ziele\\u0144_zielono\", \"1_fontanna_woda_toaleta\", \"14_cmentarz_ko\\u015bci\\u00f3\\u0142_pomnik\", \"10_skatepark_rowerowy_rower\", \"16_si\\u0142ownia_piknik_rekreacja\", \"18_koszyk\\u00f3wka_pi\\u0142ka_stadion\", \"11_powietrze_smog_monitoring\", \"3_park_ulica_kieszonkowy\", \"7_chodnik_warszawa_warszawski\", \"9_autobusowy_\\u015bcie\\u017cka_autobus\", \"19_ulica_naprawa_stacja\", \"0_parking_dzielnica_rower\", \"2_parking_parkingowy_miejsce\"], \"tickvals\": [-5.0, -15.0, -25.0, -35.0, -45.0, -55.0, -65.0, -75.0, -85.0, -95.0, -105.0, -115.0, -125.0, -135.0, -145.0, -155.0, -165.0, -175.0, -185.0, -195.0], \"type\": \"linear\", \"zeroline\": false}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('99a2d70f-0a36-4cc8-9bf0-c30dc3fcc913');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "JLhbVpIxO0UQ",
        "outputId": "ca2d4407-dae4-4301-a0ae-2a5b79744b1d"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 75,
      "source": [
        "# Podobieństwo tematów\r\n",
        "topic_model.visualize_heatmap()"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>                <div id=\"12a616eb-215d-4964-85be-f7341f6727e8\" class=\"plotly-graph-div\" style=\"height:800px; width:800px;\"></div>            <script type=\"text/javascript\">                                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"12a616eb-215d-4964-85be-f7341f6727e8\")) {                    Plotly.newPlot(                        \"12a616eb-215d-4964-85be-f7341f6727e8\",                        [{\"coloraxis\": \"coloraxis\", \"hovertemplate\": \"x: %{x}<br>y: %{y}<br>Similarity Score: %{z}<extra></extra>\", \"name\": \"0\", \"type\": \"heatmap\", \"x\": [\"-1_chodnik_park_ulica\", \"0_parking_dzielnica_rower\", \"1_fontanna_woda_toaleta\", \"2_parking_parkingowy_miejsce\", \"3_park_ulica_kieszonkowy\", \"4_szko\\u0142a_przedszkole_szkolny\", \"5_biblioteka_ksi\\u0105\\u017cka_audiob...\", \"6_senior_zdrowie_kobieta\", \"7_chodnik_warszawa_warszawski\", \"8_drzewo_ogr\\u00f3d_\\u0142\\u0105ka\", \"9_autobusowy_\\u015bcie\\u017cka_autobus\", \"10_skatepark_rowerowy_rower\", \"11_powietrze_smog_monitoring\", \"12_pies_psi_ursyn\\u00f3w\", \"13_zielony_ziele\\u0144_zielono\", \"14_cmentarz_ko\\u015bci\\u00f3\\u0142_pomnik\", \"15_\\u0142\\u00f3d\\u017a_pla\\u017ca_pla\\u017cowy\", \"16_si\\u0142ownia_piknik_rekreacja\", \"17_o\\u015bwietlenie_\\u015bwietlny_ulica\", \"18_koszyk\\u00f3wka_pi\\u0142ka_stadion\", \"19_ulica_naprawa_stacja\"], \"xaxis\": \"x\", \"y\": [\"-1_chodnik_park_ulica\", \"0_parking_dzielnica_rower\", \"1_fontanna_woda_toaleta\", \"2_parking_parkingowy_miejsce\", \"3_park_ulica_kieszonkowy\", \"4_szko\\u0142a_przedszkole_szkolny\", \"5_biblioteka_ksi\\u0105\\u017cka_audiob...\", \"6_senior_zdrowie_kobieta\", \"7_chodnik_warszawa_warszawski\", \"8_drzewo_ogr\\u00f3d_\\u0142\\u0105ka\", \"9_autobusowy_\\u015bcie\\u017cka_autobus\", \"10_skatepark_rowerowy_rower\", \"11_powietrze_smog_monitoring\", \"12_pies_psi_ursyn\\u00f3w\", \"13_zielony_ziele\\u0144_zielono\", \"14_cmentarz_ko\\u015bci\\u00f3\\u0142_pomnik\", \"15_\\u0142\\u00f3d\\u017a_pla\\u017ca_pla\\u017cowy\", \"16_si\\u0142ownia_piknik_rekreacja\", \"17_o\\u015bwietlenie_\\u015bwietlny_ulica\", \"18_koszyk\\u00f3wka_pi\\u0142ka_stadion\", \"19_ulica_naprawa_stacja\"], \"yaxis\": \"y\", \"z\": [[1.0000000000000004, 0.8202344073380118, 0.6491594347023413, 0.7695905258741671, 0.8963243544298352, 0.6577298608019376, 0.6286183760865096, 0.6327651132812588, 0.7836144248776471, 0.7277049797591763, 0.6871445802438784, 0.5889300725251908, 0.737194333803495, 0.5867829090021071, 0.6244617288436234, 0.7753117483737011, 0.48247539850827775, 0.7185085235388768, 0.623168573021514, 0.6043280699390791, 0.8408360250873728], [0.8202344073380118, 1.0000000000000004, 0.5082270125950646, 0.9041624406700538, 0.8258270259843792, 0.5121418013768559, 0.4302849582812972, 0.4880543644330605, 0.7098510414641876, 0.5337093533718525, 0.729291705084297, 0.7257141335803416, 0.6266759686069181, 0.4706021666215358, 0.5218171307427508, 0.5890666577678897, 0.41242629490497457, 0.556475262774001, 0.4963379525543983, 0.5137434248883596, 0.8889438621662828], [0.6491594347023413, 0.5082270125950646, 1.0000000000000004, 0.4591262306100482, 0.6071090762682342, 0.4736453378216754, 0.48524599268230717, 0.5056429888988649, 0.49899459522717715, 0.5906135367381856, 0.43478821351474883, 0.40597997747561565, 0.5510962849607054, 0.444975728229174, 0.5039820144893271, 0.5897395548754583, 0.5642480447038731, 0.5462875939544998, 0.49040862360163395, 0.42404171477980257, 0.5199358330351136], [0.7695905258741671, 0.9041624406700538, 0.4591262306100482, 0.9999999999999996, 0.8084153394211873, 0.5539126154692336, 0.44308239031871743, 0.484269783495023, 0.6570481893684905, 0.4780590729376657, 0.6837381003462133, 0.554828742668217, 0.6401960283995698, 0.4198846010584288, 0.4841356097111137, 0.5619797322093604, 0.3775362069073377, 0.535777828901183, 0.4638440642065299, 0.48922605901195837, 0.7840593699306844], [0.8963243544298352, 0.8258270259843792, 0.6071090762682342, 0.8084153394211873, 1.0000000000000004, 0.64837841013387, 0.5663880073754926, 0.6111021694496106, 0.7686601355740988, 0.6903013528484431, 0.6625981269208081, 0.6714042481788338, 0.7042826419671296, 0.6018537510462854, 0.5782036556619813, 0.6764361105385654, 0.4614253872660292, 0.7597156179835542, 0.536489257401204, 0.7199496592032495, 0.7798908137040619], [0.6577298608019376, 0.5121418013768559, 0.4736453378216754, 0.5539126154692336, 0.64837841013387, 0.9999999999999993, 0.5220827096670245, 0.5283554724668643, 0.5268468983845755, 0.5363421842607489, 0.4404108466798101, 0.4001681468707725, 0.5869783781559735, 0.4126167908177245, 0.39332974004625865, 0.5335803580092995, 0.31429700238776953, 0.5658980087019729, 0.3827711589937781, 0.4347544353621744, 0.495136985491494], [0.6286183760865096, 0.4302849582812972, 0.48524599268230717, 0.44308239031871743, 0.5663880073754926, 0.5220827096670245, 1.0, 0.5145837553316344, 0.4878576975285863, 0.48975618032132306, 0.35665878797462025, 0.32732487754054734, 0.5606572491468873, 0.47796182491231204, 0.40942782104797826, 0.5128190779813728, 0.3371109761443424, 0.4190916154817902, 0.4784921128200709, 0.38764904197998107, 0.47365418071429366], [0.6327651132812588, 0.4880543644330605, 0.5056429888988649, 0.484269783495023, 0.6111021694496106, 0.5283554724668643, 0.5145837553316344, 0.9999999999999999, 0.5480859277170841, 0.502780345718328, 0.35107910358142436, 0.38619479667012124, 0.6032902279527954, 0.5036558955941963, 0.4993364070091998, 0.5576847060493952, 0.3929064142275115, 0.5508519890492689, 0.4779649612086839, 0.4775256441837634, 0.5387468107074638], [0.7836144248776471, 0.7098510414641876, 0.49899459522717715, 0.6570481893684905, 0.7686601355740988, 0.5268468983845755, 0.4878576975285863, 0.5480859277170841, 1.0000000000000002, 0.5982004279329061, 0.5043381571546411, 0.5271634079297938, 0.6201997020363171, 0.4881026072748422, 0.5034267928422267, 0.6324581095051827, 0.3561444110726813, 0.5524427148919882, 0.48675224353938495, 0.5638469895728502, 0.6690074651836104], [0.7277049797591763, 0.5337093533718525, 0.5906135367381856, 0.4780590729376657, 0.6903013528484431, 0.5363421842607489, 0.48975618032132306, 0.502780345718328, 0.5982004279329061, 0.9999999999999991, 0.42142831688481974, 0.41705071995421505, 0.5527343923905124, 0.594129069439297, 0.6902222884040093, 0.6312700624617351, 0.35950999552748086, 0.6068340444386522, 0.5258699885426424, 0.44329052151486387, 0.5521743232395069], [0.6871445802438784, 0.729291705084297, 0.43478821351474883, 0.6837381003462133, 0.6625981269208081, 0.4404108466798101, 0.35665878797462025, 0.35107910358142436, 0.5043381571546411, 0.42142831688481974, 1.0000000000000009, 0.5137459443540867, 0.5553453956998906, 0.4110116018877443, 0.42467805682670057, 0.4511454762386298, 0.4376303351149339, 0.45286901523922907, 0.4562063061975051, 0.42675791216601977, 0.8025718682451881], [0.5889300725251908, 0.7257141335803416, 0.40597997747561565, 0.554828742668217, 0.6714042481788338, 0.4001681468707725, 0.32732487754054734, 0.38619479667012124, 0.5271634079297938, 0.41705071995421505, 0.5137459443540867, 1.0000000000000007, 0.5034114289983604, 0.3618310534530429, 0.39005185925257585, 0.41676973177100574, 0.3563826963538838, 0.678709954055701, 0.3217006928445451, 0.6017815065673549, 0.6475915820087655], [0.737194333803495, 0.6266759686069181, 0.5510962849607054, 0.6401960283995698, 0.7042826419671296, 0.5869783781559735, 0.5606572491468873, 0.6032902279527954, 0.6201997020363171, 0.5527343923905124, 0.5553453956998906, 0.5034114289983604, 0.9999999999999992, 0.520174406863215, 0.5040449347301771, 0.5380870871113398, 0.4441920794345726, 0.5978507479961619, 0.6158300709225737, 0.556164352517545, 0.6795276590691921], [0.5867829090021071, 0.4706021666215358, 0.444975728229174, 0.4198846010584288, 0.6018537510462854, 0.4126167908177245, 0.47796182491231204, 0.5036558955941963, 0.4881026072748422, 0.594129069439297, 0.4110116018877443, 0.3618310534530429, 0.520174406863215, 1.0, 0.4075718288327465, 0.5152886678967014, 0.4129958051281627, 0.4553969627475275, 0.395876413354587, 0.4287164361687433, 0.5040570505608805], [0.6244617288436234, 0.5218171307427508, 0.5039820144893271, 0.4841356097111137, 0.5782036556619813, 0.39332974004625865, 0.40942782104797826, 0.4993364070091998, 0.5034267928422267, 0.6902222884040093, 0.42467805682670057, 0.39005185925257585, 0.5040449347301771, 0.4075718288327465, 1.0, 0.4877095388996462, 0.36830535796408337, 0.5021336778720278, 0.5545917457088072, 0.4315428626519612, 0.5744178278129858], [0.7753117483737011, 0.5890666577678897, 0.5897395548754583, 0.5619797322093604, 0.6764361105385654, 0.5335803580092995, 0.5128190779813728, 0.5576847060493952, 0.6324581095051827, 0.6312700624617351, 0.4511454762386298, 0.41676973177100574, 0.5380870871113398, 0.5152886678967014, 0.4877095388996462, 1.0000000000000004, 0.41627132171283354, 0.5484211943566211, 0.5103855430164257, 0.43417469896619876, 0.6121184258463591], [0.48247539850827775, 0.41242629490497457, 0.5642480447038731, 0.3775362069073377, 0.4614253872660292, 0.31429700238776953, 0.3371109761443424, 0.3929064142275115, 0.3561444110726813, 0.35950999552748086, 0.4376303351149339, 0.3563826963538838, 0.4441920794345726, 0.4129958051281627, 0.36830535796408337, 0.41627132171283354, 0.9999999999999999, 0.44708948740878296, 0.34857684454032145, 0.4065007277987677, 0.4563181932811041], [0.7185085235388768, 0.556475262774001, 0.5462875939544998, 0.535777828901183, 0.7597156179835542, 0.5658980087019729, 0.4190916154817902, 0.5508519890492689, 0.5524427148919882, 0.6068340444386522, 0.45286901523922907, 0.678709954055701, 0.5978507479961619, 0.4553969627475275, 0.5021336778720278, 0.5484211943566211, 0.44708948740878296, 0.9999999999999998, 0.37683511506123396, 0.6669318590809356, 0.5120607923896169], [0.623168573021514, 0.4963379525543983, 0.49040862360163395, 0.4638440642065299, 0.536489257401204, 0.3827711589937781, 0.4784921128200709, 0.4779649612086839, 0.48675224353938495, 0.5258699885426424, 0.4562063061975051, 0.3217006928445451, 0.6158300709225737, 0.395876413354587, 0.5545917457088072, 0.5103855430164257, 0.34857684454032145, 0.37683511506123396, 1.0, 0.35780336148549086, 0.6025016607433271], [0.6043280699390791, 0.5137434248883596, 0.42404171477980257, 0.48922605901195837, 0.7199496592032495, 0.4347544353621744, 0.38764904197998107, 0.4775256441837634, 0.5638469895728502, 0.44329052151486387, 0.42675791216601977, 0.6017815065673549, 0.556164352517545, 0.4287164361687433, 0.4315428626519612, 0.43417469896619876, 0.4065007277987677, 0.6669318590809356, 0.35780336148549086, 1.0, 0.49432129825866356], [0.8408360250873728, 0.8889438621662828, 0.5199358330351136, 0.7840593699306844, 0.7798908137040619, 0.495136985491494, 0.47365418071429366, 0.5387468107074638, 0.6690074651836104, 0.5521743232395069, 0.8025718682451881, 0.6475915820087655, 0.6795276590691921, 0.5040570505608805, 0.5744178278129858, 0.6121184258463591, 0.4563181932811041, 0.5120607923896169, 0.6025016607433271, 0.49432129825866356, 1.0000000000000004]]}],                        {\"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"Similarity Score\"}}, \"colorscale\": [[0.0, \"rgb(247,252,240)\"], [0.125, \"rgb(224,243,219)\"], [0.25, \"rgb(204,235,197)\"], [0.375, \"rgb(168,221,181)\"], [0.5, \"rgb(123,204,196)\"], [0.625, \"rgb(78,179,211)\"], [0.75, \"rgb(43,140,190)\"], [0.875, \"rgb(8,104,172)\"], [1.0, \"rgb(8,64,129)\"]]}, \"height\": 800, \"hoverlabel\": {\"bgcolor\": \"white\", \"font\": {\"family\": \"Rockwell\", \"size\": 16}}, \"legend\": {\"title\": {\"text\": \"Trend\"}}, \"margin\": {\"t\": 60}, \"showlegend\": true, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"autotypenumbers\": \"strict\", \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"font\": {\"color\": \"Black\", \"size\": 22}, \"text\": \"<b>Similarity Matrix\", \"x\": 0.55, \"xanchor\": \"center\", \"y\": 0.95, \"yanchor\": \"top\"}, \"width\": 800, \"xaxis\": {\"anchor\": \"y\", \"constrain\": \"domain\", \"domain\": [0.0, 1.0], \"scaleanchor\": \"y\"}, \"yaxis\": {\"anchor\": \"x\", \"autorange\": \"reversed\", \"constrain\": \"domain\", \"domain\": [0.0, 1.0]}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('12a616eb-215d-4964-85be-f7341f6727e8');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817
        },
        "id": "Np9_TUZtrtLc",
        "outputId": "03624273-3c80-4214-dbcf-8bb0df975976"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "source": [
        "# Zbadajmy czy ilość tematów pokrywa się z ilością obserwacji w zbiorze danych\r\n",
        "len(new_topics) == df.shape[0]"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {},
          "execution_count": 76
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ALnpCsjJYagD",
        "outputId": "c188d4a6-b91e-401c-8580-6a10300eddde"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 77,
      "source": [
        "df['topics'] = new_topics"
      ],
      "outputs": [],
      "metadata": {
        "id": "4L4nu1GHc1qQ"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 85,
      "source": [
        "df['topics_desc'] = df['topics'].map(topic_dict)"
      ],
      "outputs": [],
      "metadata": {
        "id": "93tfFDTfgPZc"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 80,
      "source": [
        "df['topics'].map(topic_dict)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0        [chodnik, park, ulica, budowa, warsztat, konce...\n",
              "1        [park, ulica, kieszonkowy, dziecko, szach, spo...\n",
              "2        [fontanna, woda, toaleta, wodny, park, łazienk...\n",
              "3        [drzewo, ogród, łąka, kwiat, trawnik, kwiatowy...\n",
              "4        [chodnik, park, ulica, budowa, warsztat, konce...\n",
              "                               ...                        \n",
              "23025    [zielony, zieleń, zielono, ulica, zieleniec, w...\n",
              "23026    [parking, parkingowy, miejsce, bezdomność, szk...\n",
              "23027    [powietrze, smog, monitoring, siłownia, szkoła...\n",
              "23028    [łódź, plaża, plażowy, łódzki, morski, kajakow...\n",
              "23029    [park, ulica, kieszonkowy, dziecko, szach, spo...\n",
              "Name: topics, Length: 23030, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 80
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pbZ-Kj5kgYN9",
        "outputId": "1ac5cdc7-4184-494f-ff30-23bb25771253"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 88,
      "source": [
        "df"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        rok  miasto  ... topics                                        topics_desc\n",
              "0      2020  GDYNIA  ...     -1  [chodnik, park, ulica, budowa, warsztat, konce...\n",
              "1      2020  GDYNIA  ...      3  [park, ulica, kieszonkowy, dziecko, szach, spo...\n",
              "2      2020  GDYNIA  ...      1  [fontanna, woda, toaleta, wodny, park, łazienk...\n",
              "3      2020  GDYNIA  ...      8  [drzewo, ogród, łąka, kwiat, trawnik, kwiatowy...\n",
              "4      2020  GDYNIA  ...     -1  [chodnik, park, ulica, budowa, warsztat, konce...\n",
              "...     ...     ...  ...    ...                                                ...\n",
              "23025  2020  KRAKÓW  ...     13  [zielony, zieleń, zielono, ulica, zieleniec, w...\n",
              "23026  2020  KRAKÓW  ...      2  [parking, parkingowy, miejsce, bezdomność, szk...\n",
              "23027  2020  KRAKÓW  ...     11  [powietrze, smog, monitoring, siłownia, szkoła...\n",
              "23028  2020  KRAKÓW  ...     15  [łódź, plaża, plażowy, łódzki, morski, kajakow...\n",
              "23029  2020  KRAKÓW  ...      3  [park, ulica, kieszonkowy, dziecko, szach, spo...\n",
              "\n",
              "[23030 rows x 63 columns]"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>rok</th>\n",
              "      <th>miasto</th>\n",
              "      <th>nazwa</th>\n",
              "      <th>WSZYSTKO</th>\n",
              "      <th>tokens</th>\n",
              "      <th>zbiornik</th>\n",
              "      <th>sadzić</th>\n",
              "      <th>estetyczny</th>\n",
              "      <th>lęgowy</th>\n",
              "      <th>ekologia</th>\n",
              "      <th>rekultywacja</th>\n",
              "      <th>trawnik</th>\n",
              "      <th>nasadzić</th>\n",
              "      <th>bylina</th>\n",
              "      <th>łąka</th>\n",
              "      <th>park</th>\n",
              "      <th>ogrodniczy</th>\n",
              "      <th>ogród</th>\n",
              "      <th>ozdobny</th>\n",
              "      <th>roślina</th>\n",
              "      <th>kwietny</th>\n",
              "      <th>ekologiczny</th>\n",
              "      <th>zazielenić</th>\n",
              "      <th>parkowy</th>\n",
              "      <th>leśny</th>\n",
              "      <th>natura</th>\n",
              "      <th>las</th>\n",
              "      <th>kwiatowy</th>\n",
              "      <th>roslin</th>\n",
              "      <th>zasadzić</th>\n",
              "      <th>gaj</th>\n",
              "      <th>kwiat</th>\n",
              "      <th>krzew</th>\n",
              "      <th>drzewo</th>\n",
              "      <th>trawiasty</th>\n",
              "      <th>ptasi</th>\n",
              "      <th>sztuczny</th>\n",
              "      <th>zielony</th>\n",
              "      <th>przyroda</th>\n",
              "      <th>przyrodniczy</th>\n",
              "      <th>żywopłot</th>\n",
              "      <th>dębowy</th>\n",
              "      <th>kasztanowiec</th>\n",
              "      <th>leś</th>\n",
              "      <th>powietrze</th>\n",
              "      <th>dziki</th>\n",
              "      <th>naturalny</th>\n",
              "      <th>trawniki</th>\n",
              "      <th>antysmogowy</th>\n",
              "      <th>estetyka</th>\n",
              "      <th>kwietnik</th>\n",
              "      <th>deszczowy</th>\n",
              "      <th>kwitnąć</th>\n",
              "      <th>ogrodowy</th>\n",
              "      <th>pielęgnacja</th>\n",
              "      <th>smog</th>\n",
              "      <th>zieleniec</th>\n",
              "      <th>names</th>\n",
              "      <th>szkola</th>\n",
              "      <th>ulica</th>\n",
              "      <th>oswietlenie</th>\n",
              "      <th>topics</th>\n",
              "      <th>topics_desc</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Projektistatus</td>\n",
              "      <td>0</td>\n",
              "      <td>[projektistatus]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>projektistatus</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>-1</td>\n",
              "      <td>[chodnik, park, ulica, budowa, warsztat, konce...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Doposażenie parku pomiędzy Estakadą Kwiatkowsk...</td>\n",
              "      <td>3</td>\n",
              "      <td>[doposażenie, park, pomiędzy, estakada, kwiatk...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>doposażenie park pomiędzy estakada kwiatkowski...</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>3</td>\n",
              "      <td>[park, ulica, kieszonkowy, dziecko, szach, spo...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Cykliczne warsztaty dla seniorów z dzielnicy O...</td>\n",
              "      <td>0</td>\n",
              "      <td>[cykliczny, warsztat, senior, dzielnica, obłuż...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>cykliczny warsztat senior dzielnica obłuże roz...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>1</td>\n",
              "      <td>[fontanna, woda, toaleta, wodny, park, łazienk...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Ogród Sąsiedzki przy Dzikim Sadzie, ul. Źródlana</td>\n",
              "      <td>3</td>\n",
              "      <td>[ogród, sąsiedzki, dziki, sadź, ul, źródlana]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>ogród sąsiedzki dziki sadź ul źródlana</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>8</td>\n",
              "      <td>[drzewo, ogród, łąka, kwiat, trawnik, kwiatowy...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2020</td>\n",
              "      <td>GDYNIA</td>\n",
              "      <td>Montaż słupów oświetleniowych na chodniku przy...</td>\n",
              "      <td>0</td>\n",
              "      <td>[montaż, słup, oświetleniowy, chodnik, ul, nis...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>montaż słup oświetleniowy chodnik ul niski odc...</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>-1</td>\n",
              "      <td>[chodnik, park, ulica, budowa, warsztat, konce...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23025</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>Zielony skwer na Zabtociu</td>\n",
              "      <td>1</td>\n",
              "      <td>[zielony, skwer, zabtociu]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>zielony skwer zabtociu</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>13</td>\n",
              "      <td>[zielony, zieleń, zielono, ulica, zieleniec, w...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23026</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>Znani Biatopradniczanie dla Mieszkanców</td>\n",
              "      <td>0</td>\n",
              "      <td>[znany, mieszkanców]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>znany mieszkanców</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>2</td>\n",
              "      <td>[parking, parkingowy, miejsce, bezdomność, szk...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23027</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>ZRÓBMY SKWER PRZY FABRYCZNEJ! Edukacja i kultu...</td>\n",
              "      <td>1</td>\n",
              "      <td>[zrobić, skwer, fabryczny, edukacja, kultura, ...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>zrobić skwer fabryczny edukacja kultura zieleń</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>11</td>\n",
              "      <td>[powietrze, smog, monitoring, siłownia, szkoła...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23028</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>Zróbmy sobie Park</td>\n",
              "      <td>1</td>\n",
              "      <td>[zrobić, park]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>zrobić park</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>15</td>\n",
              "      <td>[łódź, plaża, plażowy, łódzki, morski, kajakow...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23029</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>ZUMBA DLA DZIECI</td>\n",
              "      <td>0</td>\n",
              "      <td>[zumba, dziecko]</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>zumba dziecko</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>3</td>\n",
              "      <td>[park, ulica, kieszonkowy, dziecko, szach, spo...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23030 rows × 63 columns</p>\n",
              "</div>"
            ]
          },
          "metadata": {},
          "execution_count": 88
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "n6SaM5G-gudG",
        "outputId": "acfd6aff-4f4b-4f01-bf53-8552a6ea89b3"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 93,
      "source": [
        "# Zapisanie tabeli z przyporządkowanymi tematami do pliku\r\n",
        "df.to_hdf(path+'outputs/budzety_clean_topics_bert.h5', key='df')"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/pandas/core/generic.py:2449: PerformanceWarning:\n",
            "\n",
            "\n",
            "your performance may suffer as PyTables will pickle object types that it cannot\n",
            "map directly to c-types [inferred_type->mixed,key->block2_values] [items->Index(['rok', 'miasto', 'nazwa', 'tokens', 'names', 'topics_desc'], dtype='object')]\n",
            "\n",
            "\n"
          ]
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K9EcV_5MgwwK",
        "outputId": "2a2f569e-0430-4aeb-bc24-679b4db55bec"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 92,
      "source": [
        "pd.set_option('max_colwidth', 400)\r\n",
        "df[['rok', 'miasto', 'topics', 'topics_desc', 'nazwa', 'names']].sample(10)"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        rok  ...                                                                             names\n",
              "7093   2018  ...                                                                      szkoła glanc\n",
              "2031   2019  ...                               remonta nawierzchnia pas drogowy chodnik ul łużycki\n",
              "14922  2020  ...                               doposażenie plac zabawa żłobek łódź al wyszyńskiego\n",
              "18589  2018  ...                                                                scrabble ursynowie\n",
              "6735   2018  ...     kaliszanin napęd nauka prawidłowy technika nordic walking mieszkaniec kalisza\n",
              "17359  2018  ...                                                             siłownia napowietrzny\n",
              "8419   2020  ...                                         prewencyjny monitoring cmentarz komunalny\n",
              "6748   2018  ...                                                  kaliski podróżnik cykl prelekcja\n",
              "16796  2020  ...  rodzinny wielofunkcyjny skwer wypoczynek rekreacja wraz remont muszla koncertowy\n",
              "22952  2020  ...                                                              tawki parkowy planty\n",
              "\n",
              "[10 rows x 6 columns]"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>rok</th>\n",
              "      <th>miasto</th>\n",
              "      <th>topics</th>\n",
              "      <th>topics_desc</th>\n",
              "      <th>nazwa</th>\n",
              "      <th>names</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>7093</th>\n",
              "      <td>2018</td>\n",
              "      <td>POZNAŃ</td>\n",
              "      <td>4</td>\n",
              "      <td>[szkoła, przedszkole, szkolny, przedszkolny, edukacyjny, młodzież, przedszkolak, ogród, edukacja, rekreacyjny]</td>\n",
              "      <td>Szkoły na glanc</td>\n",
              "      <td>szkoła glanc</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2031</th>\n",
              "      <td>2019</td>\n",
              "      <td>SOPOT</td>\n",
              "      <td>19</td>\n",
              "      <td>[ulica, naprawa, stacja, rower, drogowy, skrzyżowanie, dojazdowy, bezpieczenstwa, budynek, skrzyzowaniu]</td>\n",
              "      <td>3. Remont nawierzchni pasa drogowego i chodników ul. Łużyckiej</td>\n",
              "      <td>remonta nawierzchnia pas drogowy chodnik ul łużycki</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14922</th>\n",
              "      <td>2020</td>\n",
              "      <td>ŁÓDŹ</td>\n",
              "      <td>15</td>\n",
              "      <td>[łódź, plaża, plażowy, łódzki, morski, kajakowy, łódka, kajak, łodzianin, pomorski]</td>\n",
              "      <td>Doposażenie placu zabaw żłobka nr 28 w Łodzi przy Al. S. Wyszyńskiego</td>\n",
              "      <td>doposażenie plac zabawa żłobek łódź al wyszyńskiego</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18589</th>\n",
              "      <td>2018</td>\n",
              "      <td>WARSZAWA</td>\n",
              "      <td>12</td>\n",
              "      <td>[pies, psi, ursynów, pszczoła, komar, ursynowie, owad, nietoperz, zwierzę, wiewiórka]</td>\n",
              "      <td>Scrabble na Ursynowie</td>\n",
              "      <td>scrabble ursynowie</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6735</th>\n",
              "      <td>2018</td>\n",
              "      <td>KALISZ</td>\n",
              "      <td>9</td>\n",
              "      <td>[autobusowy, ścieżka, autobus, tramwaj, asfaltowy, ciąg, tramwajowy, ulica, asfalt, przejazd]</td>\n",
              "      <td>KALISZANIE Z NAPĘDEM 4x4. Nauka prawidłowej techniki Nordic Walking dla mieszkańców Kalisza.</td>\n",
              "      <td>kaliszanin napęd nauka prawidłowy technika nordic walking mieszkaniec kalisza</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17359</th>\n",
              "      <td>2018</td>\n",
              "      <td>TARNOBRZEG</td>\n",
              "      <td>16</td>\n",
              "      <td>[siłownia, piknik, rekreacja, rekreacyjny, aktywny, piknikowy, park, zabawa, szkolenie, sportowy]</td>\n",
              "      <td>Siłownia napowietrzna.</td>\n",
              "      <td>siłownia napowietrzny</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8419</th>\n",
              "      <td>2020</td>\n",
              "      <td>ŚWINOUJŚCIE</td>\n",
              "      <td>14</td>\n",
              "      <td>[cmentarz, kościół, pomnik, rewitalizacja, rzeźba, wieża, chodnik, ulica, obserwatorium, widokowy]</td>\n",
              "      <td>PREWENCYJNY MONITORING CMENTARZA KOMUNALNEGO</td>\n",
              "      <td>prewencyjny monitoring cmentarz komunalny</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6748</th>\n",
              "      <td>2018</td>\n",
              "      <td>KALISZ</td>\n",
              "      <td>1</td>\n",
              "      <td>[fontanna, woda, toaleta, wodny, park, łazienka, kanalizacja, rzeka, ogród, jezioro]</td>\n",
              "      <td>Kaliscy podróżnicy – cykl prelekcji.</td>\n",
              "      <td>kaliski podróżnik cykl prelekcja</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16796</th>\n",
              "      <td>2020</td>\n",
              "      <td>PŁOCK</td>\n",
              "      <td>16</td>\n",
              "      <td>[siłownia, piknik, rekreacja, rekreacyjny, aktywny, piknikowy, park, zabawa, szkolenie, sportowy]</td>\n",
              "      <td>Rodzinny, wielofunkcyjny skwer wypoczynku i rekreacji wraz z remontem muszli koncertowej</td>\n",
              "      <td>rodzinny wielofunkcyjny skwer wypoczynek rekreacja wraz remont muszla koncertowy</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22952</th>\n",
              "      <td>2020</td>\n",
              "      <td>KRAKÓW</td>\n",
              "      <td>8</td>\n",
              "      <td>[drzewo, ogród, łąka, kwiat, trawnik, kwiatowy, botaniczny, kwitnąć, żywopłot, ogródka]</td>\n",
              "      <td>tawki parkowe na Plantach Mistrzejowickich</td>\n",
              "      <td>tawki parkowy planty</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ]
          },
          "metadata": {},
          "execution_count": 92
        }
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "id": "hAe8uKmeSERY",
        "outputId": "a41005b1-7066-4822-b39a-09c5aae588f6"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "source": [],
      "outputs": [],
      "metadata": {
        "id": "5g-GHMyPlWrN"
      }
    }
  ]
}