Average_Sentiment_Scores.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "0a521612cf90409192b2abc9d5057d6d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "VBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [
              "widget-interact"
            ],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "VBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "VBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_9ffaeee25a264d62b26e1a901107a0f5",
              "IPY_MODEL_eba449e7764645909186688a18320076",
              "IPY_MODEL_4b56da1acf654d73b3243ad055faa500",
              "IPY_MODEL_8f3d7943b4d1457cb88ed974daad01c5"
            ],
            "layout": "IPY_MODEL_549d029412924933975d35f1bfd13a2e"
          }
        },
        "9ffaeee25a264d62b26e1a901107a0f5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DropdownModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DropdownModel",
            "_options_labels": [
              "notl.com",
              "portcolborne.ca",
              "thorold.ca",
              "pelham.ca",
              "westlincoln.ca",
              "forterie.ca",
              "niagararegion.ca",
              "stcatharines.ca",
              "wainfleet.ca",
              "grimsby.ca",
              "niagarafalls.ca",
              "lincoln.ca",
              "welland.ca"
            ],
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "DropdownView",
            "description": "domain",
            "description_tooltip": null,
            "disabled": false,
            "index": 1,
            "layout": "IPY_MODEL_cae1bba345d246dca9f8cd9245d37c39",
            "style": "IPY_MODEL_242ebe60df3c4a0c837de7d13b260b13"
          }
        },
        "eba449e7764645909186688a18320076": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DropdownModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DropdownModel",
            "_options_labels": [
              "vader_comp",
              "text_blob",
              "rnn_fast_avg",
              "bert_avg"
            ],
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "DropdownView",
            "description": "algorithm",
            "description_tooltip": null,
            "disabled": false,
            "index": 3,
            "layout": "IPY_MODEL_a1f8f5745b6547428dfa16f44e2315d1",
            "style": "IPY_MODEL_81ce9f24931d4b6289fc1cdcace7ec25"
          }
        },
        "4b56da1acf654d73b3243ad055faa500": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DropdownModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DropdownModel",
            "_options_labels": [
              "2020",
              "2021"
            ],
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "DropdownView",
            "description": "year",
            "description_tooltip": null,
            "disabled": false,
            "index": 0,
            "layout": "IPY_MODEL_578681eea7a14c9889097e565c52324b",
            "style": "IPY_MODEL_7011b70b23914c2ca63792f84f63df67"
          }
        },
        "8f3d7943b4d1457cb88ed974daad01c5": {
          "model_module": "@jupyter-widgets/output",
          "model_name": "OutputModel",
          "model_module_version": "1.0.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/output",
            "_model_module_version": "1.0.0",
            "_model_name": "OutputModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/output",
            "_view_module_version": "1.0.0",
            "_view_name": "OutputView",
            "layout": "IPY_MODEL_ad954671146046b982e2d57d03c0c3de",
            "msg_id": "",
            "outputs": [
              {
                "output_type": "display_data",
                "data": {
                  "text/plain": "<Figure size 864x576 with 1 Axes>",
                  "image/png": "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\n"
                },
                "metadata": {
                  "needs_background": "light"
                }
              }
            ]
          }
        },
        "549d029412924933975d35f1bfd13a2e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "cae1bba345d246dca9f8cd9245d37c39": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "242ebe60df3c4a0c837de7d13b260b13": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "a1f8f5745b6547428dfa16f44e2315d1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "81ce9f24931d4b6289fc1cdcace7ec25": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "578681eea7a14c9889097e565c52324b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7011b70b23914c2ca63792f84f63df67": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ad954671146046b982e2d57d03c0c3de": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "fd04a99aeac94080860e57086fd120d4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "VBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [
              "widget-interact"
            ],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "VBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "VBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_ffe281b62ad0440e92c5cc2f13cbfb50",
              "IPY_MODEL_95de18a70f0a42ec81f243fe68e04c93",
              "IPY_MODEL_8c402d84c2d04ffaba50581bdeb166c5"
            ],
            "layout": "IPY_MODEL_b658a670beed497190a1fac2ef279f80"
          }
        },
        "ffe281b62ad0440e92c5cc2f13cbfb50": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DropdownModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DropdownModel",
            "_options_labels": [
              "vader_comp",
              "text_blob",
              "rnn_fast_avg",
              "bert_avg"
            ],
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "DropdownView",
            "description": "algorithm",
            "description_tooltip": null,
            "disabled": false,
            "index": 1,
            "layout": "IPY_MODEL_93bc0b45d89e460da704773d681c36d8",
            "style": "IPY_MODEL_544d2532d99f4def97a1403b5f154056"
          }
        },
        "95de18a70f0a42ec81f243fe68e04c93": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DropdownModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DropdownModel",
            "_options_labels": [
              "2020",
              "2021"
            ],
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "DropdownView",
            "description": "year",
            "description_tooltip": null,
            "disabled": false,
            "index": 1,
            "layout": "IPY_MODEL_cd84d7bdf21047ceae82fd0d174c81bc",
            "style": "IPY_MODEL_375c5231c073442c81e116d9fca60aff"
          }
        },
        "8c402d84c2d04ffaba50581bdeb166c5": {
          "model_module": "@jupyter-widgets/output",
          "model_name": "OutputModel",
          "model_module_version": "1.0.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/output",
            "_model_module_version": "1.0.0",
            "_model_name": "OutputModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/output",
            "_view_module_version": "1.0.0",
            "_view_name": "OutputView",
            "layout": "IPY_MODEL_ddbdafe271f94197aa85976d4aa6b74d",
            "msg_id": "",
            "outputs": [
              {
                "output_type": "display_data",
                "data": {
                  "text/plain": "<Figure size 864x576 with 1 Axes>",
                  "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtcAAAI6CAYAAADsVGQBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdebgkZX328e/NsMsO4wICA4oouKAiqK8a4goSIQtGcEOjYoy4xPdNhGgEUSOauCIaSRBZFEVUgoLijrsy6riMSBwRBUQdVllknd/7R9WR5nDmTJ+Z6uku5vu5rr6maz2/rlOn5+6nn3oqVYUkSZKkVbfWuAuQJEmS7ioM15IkSVJHDNeSJElSRwzXkiRJUkcM15IkSVJHDNeSJElSRwzXktYoSa5LsuO46+i7JB9M8sZx19G1JI9NcsEqbP/GJJcn+W2XdUnqD8O1tIZJclGSm5NsNW3+D5JUkgVjqOlfkvyyDb6XJPloR/v9SpIXDs6rqo2q6sIu9j/HWi5K8sQVrDOS4zDp2vPu+vZ1X5Hki0meMY5aquprVbXzymybZDvg/wK7VNU9V7WWJHdPcmqS3yS5Jsk3kuw5bZ1nJvlVe/zOSLJFO3+9JMe3y65NsijJPgPbrZvk9Pa8rCR7rWq9khqGa2nN9EvgoKmJJA8CNhxHIUkOBp4DPLGqNgJ2B744jlrGaXUchyRrd7m/jj2kfd07Ax8E3pPkiPGWNGfbAVdU1e/nuuFyfjcbAecBDwe2AE4EzkqyUbvNrsD7ac6bewA3AO9tt10buBj4M2BT4LXAadM+PH8deDZgK7vUIcO1tGY6GXjuwPTBwEmDK7QtX/+R5NdJfpfkP5Ns0C7bPMmnkyxNclX7/N4D234lyRvalrZrk3xuekv5gEcA51TVLwCq6rdVddzAvjZtW+AuS3Jp+7X7vHbZ85J8va3zqrbVd5922ZuAx9KEtOuSvKedX0nu2z7/YJL3JvlMu843ktwzyTvb/f0syUMHatk6ycfb1/3LJC8fWHZkktOSnNS+5sVJdm+XnUwTvD7V/px/XonjsEWSE9pWzKuSnDGw7EVJliS5MsmZSbYeWFZJXprk58DP23l/0bZkXp3km0kePLD+q9vjfG2SC5I8YTm/N4Ctkny+XffcJNu3+zg2ydsGV2zr+sdZ9kX7ui+vqpOBlwCHJ9ly4Nif2b7GJUleNO3YfyzJKW0tP05yvySHJ/l9kouTPHlg/ecnOb9d98IkLx5YtleSSwamL0ry/5L8KE3r8UeTrD+97jTfSnwe2Lr9HX+wnb9fey5c3f5dPGDavl+d5EfA9ZkWsKvqwqp6e1VdVlW3tefDujQfQACeBXyqqr5aVdcB/wr8dZKNq+r6qjqyqi6qqmVV9WmaD9UPb/d9c1W9s6q+Dty2ot+LpDmoKh8+fKxBD+Ai4InABcADgHnAJcD2QAEL2vXeAZxJ02K2MfAp4M3tsi2Bv6Fp7d4Y+BhwxsDP+ArwC+B+wAbt9NHLqefZwJXAP9G01s6btvyTNK1zdwPuDnwXeHG77HnALcCL2tfxEuA3QAbqeOG0/RVw3/b5B4HLaQLH+sCXaALIc9v9vRH4crvuWsD3gNfRBJwdgQuBp7TLjwRuBJ7abvtm4NvTj/ssv5cVHYezgI8CmwPrAH/Wzn98+xoeBqwHHAN8ddrr/Xz7e9wAeCjwe2DPts6D29rWowltFwNbt9suAO6znHo/CFwLPK7d9l3A19tle7S/h7Xa6a1oWlXvsZx9/el3MjBvHeBWYJ92+qs0rbLrA7sBS4HHTzv2T6FpsT2p/T2+pt3Pi4BfDux7X+A+QGhadm8AHtYu2wu4ZNrv7bvA1u0xPB/4++W8junb3g+4HnhSW8c/A0uAdQf2vQjYFthgiL/d3drXuWk7/T/Aq6etcx3w8Bm2vUe77f1nWHYJsNe435t8+LirPMZegA8fPlbvg9vD9WtpAuDebfhauw05C9rQcf1gsAIeNRhQpu1zN+CqgemvAK8dmP4H4LOz1PQs4Avtz7xiKjC0geCmweBB053ly+3z5wFLBpZt2L6Gew7UsaJw/V8Dy14GnD8w/SDg6vb5nsCvp+3rcOCE9vmRwBcGlu0C/HH6cV/B72Z5x+FewDJg8xm2OR5468D0RjQfOBYMvN7HDyx/H/CGafu4gCZk3pcmeD8RWGcFtX4Q+Mi0n3sbsG07fT7wpPb5ocDZs+zrTuG6nf/b9phs2+5744FlbwY+OHDsPz+w7Gk0IXNeO71x+zM2W87PPwN4Rft8L+4crp89MP1W4D+Xs5/p2/4rcNrA9FrApbRBtt333w35d7sJ8GPg8IF5X2Ra0B/c/8C8ddrz6v3L2bfh2oePDh+T3P9O0midTNMauAPTuoQA82mC6veSTM0LTUsnSTakadnem6YlFWDjJPOqauor5sF+nDfQhK8ZVdWHgA8lWQf4y/b5IuAqmmBw2UAda9G0rk757cB+bmjXW+7PmsHvBp7/cYbpqX1tT/OV/9UDy+cBX5upFprXvH6Stavq1mEKWcFxuLKqrpphs62B7w/s47okVwDb0IQ3uOPx2h44OMnLBuatS9NafW6SV9KE1V2TnAO8qqp+s5yS/7Tf9ude2dZzMU3/4GfTfHB7Nk3L9tDaYzCfpjV/a5rXf+3AKr+iaeGfMv33dvnAufjH9t+NgKvbrkNH0LQsr0Vzrv94lnKm/163Xt6K02zd1glAVS1LcjHN72bKxXfaapo03bE+RfNNyJsHFl1HE7oHbULzjcLUtmvR/K3fTPMhR9KI2edaWkNV1a9ovjp/KvCJaYsvpwkku1bVZu1j02ouOINmRISdgT2rahOargHQBPBVqemWqvoY8CPggTTB4yZgq4E6NqmqXYfd5arUM83FNC33mw08Nq6qp3Zdy3KOwxZJNpth9d/QBGYAktyNptvOpcv52RcDb5r2OjasqlPbn/3hqnoMt3cTessspW478HM3ouk2MRXETwH2T/IQmu5HZ9x581ntT9Mt5LvtPrdIsvHA8u2mvcahJFkP+DjwHzTdVDYDzmYVz93lmP67Cc0xW97v5k7aes+gaV1+8bTFi4GHDKy7I00Xnf8d+HnH03wD9DdVdcvKvhBJwzNcS2u2F9B0Gbh+cGZVLQP+C3hHkrsDJNkmyVPaVTamCd9Xpxn6a6VHdUhzUeK+STZOslbbqrgr8J2qugz4HPC2JJu0y++T5M+G3P3vaPpGd+G7wLXtBWgbJJmX5IFJHtFFLUMch88A701zMek6SaY+0JwKPD/Jbm0Q+7d2m4uW86P+C/j7JHumcbeBn7tzkse3+7mR5ne8bJbX9NQkj0myLvAGmpbViwGq6hKakS5OBj5eVX+cZT+Dx2GLJM8CjgXeUlVXtPv8JvDmJOunuQDzBTQBfq7WpQmgS4Fb2+P85Nk3WWmnAfsmeULbEv9/aT4sfnOYjdttTqf5PRzc/l0O+hDwtDRjc98NOAr4xEAL//toPtg8babjn+ai5amLM9dtj+0oPmRIaxTDtbQGq6pfVNXC5Sx+Nc3FV99O8geaPptToxS8k+biuMuBbwOfXYUy/gD8C/Br4GqaPq0vqWYUA2guLlwX+ClN94jTafogD+NdwAFpRtd49yrUSNvF4C9o+pf/kua1/zfNMGfDeDPw2nbUiP83w/IVHYfn0PSl/hlNv+hXtnV9gaZv78eBy2gu1DtwltexkOYCv/fQHM8lNH3XoQmdR7ev7bc0F5AePstr+jDNB6sraS4Kffa05SfS9Fs/eZZ9TPlhkuvael4I/GNVvW5g+UE01wP8huYi1yPa1z4nbfB8OU3wvQp4Js2Fu52rqgtojskxNMf0aTRB9+Yhd/FomnPuyTQfZK9rH49t978Y+HuakP17mg+9/wCQZuSWF9Ocr78d2PZZA/u/gCa4bwOc0z7fHkmrZOqKekmSOtW2rp8CbF/+ZyNpDWHLtSSpc22XhlcA/22wlrQmMVxLkjrV3ijlapruO+8cczmStFrZLUSSJEnqiC3XkiRJUkfuMjeR2WqrrWrBggXjLkOSJEl3cd/73vcur6r5My27y4TrBQsWsHDh8kYUkyRJkrqR5FfLW2a3EEmSJKkjhmtJkiSpI4ZrSZIkqSOGa0mSJKkjhmtJkiSpI4ZrSZIkqSOGa0mSJKkjhmtJkiSpI4ZrSZIkqSOGa0mSJKkjhmtJkiSpI4ZrSZIkqSOGa0mSJKkjhmtJkiSpI4ZrSZIkqSOGa0mSJKkjhmtJkiSpI4ZrSZIkqSOGa0mSJKkja4+7AEmSJE22BYedNe4SZnTR0fuOu4Q7seVakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6shIw3WSvZNckGRJksNmWP64JN9PcmuSAwbm75bkW0kWJ/lRkmeMsk5JkiSpCyML10nmAccC+wC7AAcl2WXaar8Gngd8eNr8G4DnVtWuwN7AO5NsNqpaJUmSpC6sPcJ97wEsqaoLAZJ8BNgf+OnUClV1Ubts2eCGVfW/A89/k+T3wHzg6hHWK0mSJK2SUXYL2Qa4eGD6knbenCTZA1gX+MUMyw5JsjDJwqVLl650oZIkSVIXJvqCxiT3Ak4Gnl9Vy6Yvr6rjqmr3qtp9/vz5q79ASZIkacAow/WlwLYD0/du5w0lySbAWcBrqurbHdcmSZIkdW6U4fo8YKckOyRZFzgQOHOYDdv1PwmcVFWnj7BGSZIkqTMjC9dVdStwKHAOcD5wWlUtTnJUkv0AkjwiySXA04H3J1ncbv63wOOA5yVZ1D52G1WtkiRJUhdGOVoIVXU2cPa0ea8beH4eTXeR6dudApwyytokSZKkrk30BY2SJElSnxiuJUmSpI6MtFuIJEmSYMFhZ427hBlddPS+4y7hLsdwLUmSJt6khlMwoOqO7BYiSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHXEcC1JkiR1xHAtSZIkdcRwLUmSJHVk7XEXIEmSVo8Fh5017hJmdNHR+467BKkztlxLkiRJHTFcS5IkSR2xW4gkSUOyW4WkFbHlWpIkSeqI4VqSJEnqiOFakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6ojhWpIkSeqI4VqSJEnqiOFakiRJ6sja4y5AkrRmWXDYWeMuYUYXHb3vuEuQdBdgy7UkSZLUkZGG6yR7J7kgyZIkh82w/HFJvp/k1iQHTFt2cJKft4+DR1mnJEmS1IWRhesk84BjgX2AXYCDkuwybbVfA88DPjxt2y2AI4A9gT2AI5JsPqpaJUmSpC6MsuV6D2BJVV1YVTcDHwH2H1yhqi6qqh8By6Zt+xTg81V1ZVVdBXwe2HuEtUqSJEmrbJThehvg4oHpS9p5o95WkiRJGoteX9CY5JAkC5MsXLp06bjLkSRJ0hpulOH6UmDbgel7t/M627aqjquq3atq9/nz5690oZIkSVIXRhmuzwN2SrJDknWBA4Ezh9z2HODJSTZvL2R8cjtPkiRJmlgjC9dVdStwKE0oPh84raoWJzkqyX4ASR6R5BLg6cD7kyxut70SeANNQD8POKqdJ0mSJE2skd6hsarOBs6eNu91A8/Po+nyMdO2HwA+MMr6JEmSpC71+oJGSZIkaZIYriVJkqSOjLRbiCSpewsOO2vcJczooqP3HXcJkjR2tlxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdWWG4TnKfJOu1z/dK8vIkm42+NEmSJKlfhmm5/jhwW5L7AscB2wIfHmlVkiRJUg8NE66XVdWtwF8Bx1TVPwH3Gm1ZkiRJUv8ME65vSXIQcDDw6XbeOqMrSZIkSeqnYcL184FHAW+qql8m2QE4ebRlSZIkSf2z9opWqKqfJnk1sF07/UvgLaMuTJIkSeqbYUYLeRqwCPhsO71bkjNHXZgkSZLUN8N0CzkS2AO4GqCqFgE7DrPzJHsnuSDJkiSHzbB8vSQfbZd/J8mCdv46SU5M8uMk5yc5fMjXI0mSJI3NUBc0VtU10+YtW9FGSeYBxwL7ALsAByXZZdpqLwCuqqr7Au/g9u4mTwfWq6oHAQ8HXjwVvCVJkqRJNUy4XpzkmcC8JDslOQb45hDb7QEsqaoLq+pm4CPA/tPW2R84sX1+OvCEJAEKuFuStYENgJuBPwzxMyVJkqSxGSZcvwzYFbiJ5uYx1wCvHGK7bYCLB6YvaefNuE47lvY1wJY0Qft64DLg18B/VNWV039AkkOSLEyycOnSpUOUJEmSJI3OrKOFtF07zqqqPwdes3pKAppW79uArYHNga8l+UJVXTi4UlUdR3PXSHbfffdajfVJkiRJdzJry3VV3QYsS7LpSuz7UppbpU+5dztvxnXaLiCbAlcAzwQ+W1W3VNXvgW8Au69EDZIkSdJqM0y3kOuAHyc5Psm7px5DbHcesFOSHZKsCxwITB/C70yaOz8CHAB8qaqKpivI4wGS3A14JPCzIX6mJEmSNDYrvIkM8In2MSdVdWuSQ4FzgHnAB6pqcZKjgIVVdSZwPHBykiXAlTQBHJpRRk5IshgIcEJV/WiuNUiSJEmr0zB3aDyxbXm+Xzvrgqq6ZZidV9XZwNnT5r1u4PmNNMPuTd/uupnmS5IkSZNsheE6yV40w+VdRNOKvG2Sg6vqq6MtTZIkSeqXYbqFvA14clVdAJDkfsCpNDd3kSRJktQa5oLGdaaCNUBV/S+wzuhKkiRJkvppmJbrhUn+GzilnX4WsHB0JUmSJEn9NEy4fgnwUuDl7fTXgPeOrCJJkiSpp4YJ12sD76qqt8Of7tq43kirkiRJknpomD7XXwQ2GJjeAPjCaMqRJEmS+muYcL1+O+408KcxqDccXUmSJElSPw0Trq9P8rCpiSQPB/44upIkSZKkfhqmz/UrgY8l+Q3NTWTuCTxjpFVJ0ogtOOyscZcwo4uO3nfcJUiSVsEwtz8/L8n9gZ3bWUPf/lySJElakyy3W0iSRyS5J0Abph8GvAl4W5ItVlN9kiRJUm/M1uf6/cDNAEkeBxwNnARcAxw3+tIkSZKkfpmtW8i8qrqyff4M4Liq+jjw8SSLRl+aJEmS1C+ztVzPSzIVvp8AfGlg2TAXQkqSJElrlNlC8qnAuUkupxl672sASe5L0zVEkiRJ0oDlhuuqelOSLwL3Aj5XVdUuWgt42eooTpIkSeqTWbt3VNW3Z5j3v6MrR5IkSeqvYe7QKEmSJGkIXpgoaaV4h0NJku5shS3XSd4yzDxJkiRpTTdMt5AnzTBvn64LkSRJkvpuud1CkrwE+AdgxyQ/Gli0MfCNURcmSZIk9c1sfa4/DHwGeDNw2MD8awfu3ChJkiSpNds419fQ3CzmoCTzgHu062+UZKOq+vVqqlGSJEnqhRWOFpLkUOBI4HfAsnZ2AQ8eXVmSJElS/wwzFN8rgZ2r6opRFyNJkiT12TCjhVxM0z1EkiRJ0iyGabm+EPhKkrOAm6ZmVtXbR1aVJEmS1EPDhOtft49124ckSZKkGawwXFfV6wGSbFhVN4y+JEmSJKmfhrn9+aOS/BT4WTv9kCTvHXllkiRJUs8Mc0HjO4GnAFcAVNUPgceNsihJkiSpj4YJ11TVxdNm3TaCWiRJkqReG+aCxouTPBqoJOsArwDOH21ZkiRJUv8M03L998BLgW2AS4Hd2mlJkiRJA4YZLeRy4FmroRZJkiSp11YYrpPsALwMWDC4flXtN7qyJEmSpP4Zps/1GcDxwKeAZaMtR5IkSeqvYcL1jVX17pFXIkmSJPXcMOH6XUmOAD4H3DQ1s6q+P7KqpDXEgsPOGncJM7ro6H3HXYIkSb00TLh+EPAc4PHc3i2k2mlJkiRJrWHC9dOBHavq5lEXI0mSJPXZMONc/wTYbNSFSJIkSX03TMv1ZsDPkpzHHftcOxSfJEmSNGCYcH3EyKuQJEmS7gKGuUPjuaujEEmSJKnvlhuuk3y9qh6T5Fqa0UH+tAioqtpk5NVJkiRJPbLccF1Vj2n/3Xj1lSNJkiT11wpHC0ly8jDzJEmSpDXdMEPx7To4kWRt4OGjKUeSJEnqr+WG6ySHt/2tH5zkD+3jWuB3wP+stgolSZKknlhuuK6qN7f9rf+9qjZpHxtX1ZZVdfhqrFGSJEnqhWGG4js8yTbA9oPrV9VXR1mYJEmS1DcrDNdJjgYOBH4K3NbOLsBwLUmSJA0Y5g6NfwXsXFU3rXBNaTVbcNhZ4y5hRhcdve+4S5AkSWMwzGghFwLrjLoQSZIkqe+Gabm+AViU5IvAn1qvq+rlK9owyd7Au4B5wH9X1dHTlq8HnEQztN8VwDOq6qJ22YOB9wObAMuAR1TVjUPUK0mSJI3FMOH6zPYxJ0nmAccCTwIuAc5LcmZV/XRgtRcAV1XVfZMcCLwFeEY7lvYpwHOq6odJtgRumWsNkiRJ0uo0zGghJybZANiuqi6Yw773AJZU1YUAST4C7E9zYeSU/YEj2+enA+9JEuDJwI+q6odtDVfM4edKkiRJYzHM7c+fBiwCPttO75ZkmJbsbYCLB6YvaefNuE5V3QpcA2wJ3A+oJOck+X6Sf15ObYckWZhk4dKlS4coSZIkSRqdYS5oPJKmFfpqgKpaBOw4wpqgaVF/DPCs9t+/SvKE6StV1XFVtXtV7T5//vwRlyRJkiTNbphwfUtVXTNt3rIhtrsU2HZg+t7tvBnXaftZb0pzYeMlwFer6vKqugE4G3jYED9TkiRJGpthwvXiJM8E5iXZKckxwDeH2O48YKckOyRZl+ZGNNO7k5wJHNw+PwD4UlUVcA7woCQbtqH7z7hjX21JkiRp4gwTrl8G7EozDN+pwB+AV65oo7YP9aE0Qfl84LSqWpzkqCT7tasdD2yZZAnwKuCwdturgLfTBPRFwPerajLvFiJJkiS1hhkt5AbgNcBrkmwOXN22Lq9QVZ1N06VjcN7rBp7fCDx9OdueQjMcnyRJktQLy225TvK6JPdvn6+X5EvAEuB3SZ64ugqUJEmS+mK2biHPAKbGtT64XffuNP2f/23EdUmSJEm9M1u4vnmg+8dTgFOr6raqOp/h7uwoSZIkrVFmC9c3JXlgkvnAnwOfG1i24WjLkiRJkvpnthboV9Dcknw+8I6q+iVAkqcCP1gNtUmSJEm9stxwXVXfAe4/w/w7jQAiSZIkabhxriVJkiQNwQsT13ALDpvMe/NcdPS+4y5BkiRpzmy5liRJkjoyVMt1kkcDCwbXr6qTRlRT79j6K0mSJBgiXCc5GbgPsAi4rZ1dgOFakiRJGjBMy/XuwC4DN5SRJEmSNINh+lz/BLjnqAuRJEmS+m6YluutgJ8m+S5w09TMqtpvZFVJkiRJPTRMuD5y1EVIkiRJdwUrDNdVde7qKESSJEnquxX2uU7yyCTnJbkuyc1Jbkvyh9VRnCRJktQnw1zQ+B7gIODnwAbAC4FjR1mUJEmS1EdD3aGxqpYA86rqtqo6Adh7tGVJkiRJ/TPMBY03JFkXWJTkrcBleNt0SZIk6U6GCcnPadc7FLge2Bb4m1EWJUmSJPXRMKOF/CrJBsC9qur1q6EmSZIkqZeGGS3kacAi4LPt9G5Jzhx1YZIkSVLfDNMt5EhgD+BqgKpaBOwwwpokSZKkXhomXN9SVddMm1ejKEaSJEnqs2FGC1mc5JnAvCQ7AS8HvjnasiRJkqT+Gabl+mXArsBNwKnAH4BXjrIoSZIkqY+GGS3kBuA17UOSJEnSciw3XK9oRJCq2q/7ciRJkqT+mq3l+lHAxTRdQb4DZLVUJEmSJPXUbOH6nsCTgIOAZwJnAadW1eLVUZgkSZLUN8u9oLGqbquqz1bVwcAjgSXAV5IcutqqkyRJknpk1gsak6wH7EvTer0AeDfwydGXJUmSJPXPbBc0ngQ8EDgbeH1V/WS1VSVJkiT10Gwt188GrgdeAbw8+dP1jAGqqjYZcW2SJElSryw3XFfVMDeYkSRJktQyQEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0xXEuSJEkdMVxLkiRJHTFcS5IkSR0ZabhOsneSC5IsSXLYDMvXS/LRdvl3kiyYtny7JNcl+X+jrFOSJEnqwsjCdZJ5wLHAPsAuwEFJdpm22guAq6rqvsA7gLdMW/524DOjqlGSJEnq0ihbrvcAllTVhVV1M/ARYP9p6+wPnNg+Px14QpIAJPlL4JfA4hHWKEmSJHVmlOF6G+DigelL2nkzrlNVtwLXAFsm2YfCYr8AACAASURBVAh4NfD62X5AkkOSLEyycOnSpZ0VLkmSJK2MSb2g8UjgHVV13WwrVdVxVbV7Ve0+f/781VOZJEmStBxrj3DflwLbDkzfu5030zqXJFkb2BS4AtgTOCDJW4HNgGVJbqyq94ywXkmSJGmVjDJcnwfslGQHmhB9IPDMaeucCRwMfAs4APhSVRXw2KkVkhwJXGewliRJ0qQbWbiuqluTHAqcA8wDPlBVi5McBSysqjOB44GTkywBrqQJ4JIkSVIvjbLlmqo6Gzh72rzXDTy/EXj6CvZx5EiKkyRJkjo2qRc0SpIkSb1juJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOjLScJ1k7yQXJFmS5LAZlq+X5KPt8u8kWdDOf1KS7yX5cfvv40dZpyRJktSFkYXrJPOAY4F9gF2Ag5LsMm21FwBXVdV9gXcAb2nnXw48raoeBBwMnDyqOiVJkqSujLLleg9gSVVdWFU3Ax8B9p+2zv7Aie3z04EnJElV/aCqftPOXwxskGS9EdYqSZIkrbJRhuttgIsHpi9p5824TlXdClwDbDltnb8Bvl9VN03/AUkOSbIwycKlS5d2VrgkSZK0Mib6gsYku9J0FXnxTMur6riq2r2qdp8/f/7qLU6SJEmaZpTh+lJg24Hpe7fzZlwnydrApsAV7fS9gU8Cz62qX4ywTkmSJKkTowzX5wE7JdkhybrAgcCZ09Y5k+aCRYADgC9VVSXZDDgLOKyqvjHCGiVJkqTOjCxct32oDwXOAc4HTquqxUmOSrJfu9rxwJZJlgCvAqaG6zsUuC/wuiSL2sfdR1WrJEmS1IW1R7nzqjobOHvavNcNPL8RePoM270ReOMoa5MkSZK6NtEXNEqSJEl9YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjpiuJYkSZI6YriWJEmSOmK4liRJkjoy0nCdZO8kFyRZkuSwGZavl+Sj7fLvJFkwsOzwdv4FSZ4yyjolSZKkLowsXCeZBxwL7APsAhyUZJdpq70AuKqq7gu8A3hLu+0uwIHArsDewHvb/UmSJEkTa5Qt13sAS6rqwqq6GfgIsP+0dfYHTmyfnw48IUna+R+pqpuq6pfAknZ/kiRJ0sRKVY1mx8kBwN5V9cJ2+jnAnlV16MA6P2nXuaSd/gWwJ3Ak8O2qOqWdfzzwmao6fdrPOAQ4pJ3cGbhgJC9m9doKuHzcRaykPtcO1j9Ofa4d+l1/n2uHftff59qh3/X3uXaw/kmwfVXNn2nB2qu7ki5V1XHAceOuo0tJFlbV7uOuY2X0uXaw/nHqc+3Q7/r7XDv0u/4+1w79rr/PtYP1T7pRdgu5FNh2YPre7bwZ10myNrApcMWQ20qSJEkTZZTh+jxgpyQ7JFmX5gLFM6etcyZwcPv8AOBL1fRTORM4sB1NZAdgJ+C7I6xVkiRJWmUj6xZSVbcmORQ4B5gHfKCqFic5ClhYVWcCxwMnJ1kCXEkTwGnXOw34KXAr8NKqum1UtU6YPndz6XPtYP3j1Ofaod/197l26Hf9fa4d+l1/n2sH659oI7ugUZIkSVrTeIdGSZIkqSOGa0mSJKkjhmtJkiSpI4ZrSZIkqSO9vomM1IUkDwR2AdafmldVJ42vIkl3ZUk2pxlidvA956vjq2jN0ff3+yR35461/3qM5cxJ34/9XDhayARIMh94NXc+6R4/tqKGlGQn4M3cufYdx1bUHCQ5AtiLpv6zgX2Ar1fVAeOsaxhJHgkcAzwAWJdmyMvrq2qTsRY2pD6fO32uHe4S9e8AvAxYwEAjUVXtN66ahpXkhcAraG6Otgh4JPCtPrzfQ7/PnZ6/3+8HvA3YGvg9sD1wflXtOtbChtTnY78y7BYyGT4EnA/sALweuIjmJjx9cALwPprxyP8cOAk4ZawVzc0BwBOA31bV84GH0NwptA/eAxwE/BzYAHghcOxYK5qbPp87fa4d+l//GTTvk8fQBI6pRx+8AngE8Kuq+nPgocDV4y1pTvp87vT5/f4NNB/E/reqdqB5Hd8eb0lz0udjP2eG68mwZVUdD9xSVedW1d8BvWjFADaoqi/SfAvyq6o6Eth3zDXNxR+rahlwa5JNaFoEth1zTUOrqiXAvKq6rapOAPYed01z0Odzp8+1Q//rv7Gq3l1VX27fM8+tqnPHXdSQbqyqGwGSrFdVPwN2HnNNc9Hnc6fP7/e3VNUVwFpJ1qqqLwO7j7uoOejzsZ8z+1xPhlvafy9Lsi/wG2CLMdYzFzclWQv4eXtHzkuBjcZc01wsTLIZ8F/A94DrgG+Nt6Sh3ZBkXWBRkrcCl9GvD8x9Pnf6XDv0v/53tV8zfw64aWpmVX1/fCUN7ZL2PecM4PNJrgJ+Neaa5qLP506f3++vTrIR8FXgQ0l+D1w/5prmos/Hfs7scz0BkvwF8DWaT3HHAJsAr29vET/RkjyCpkvLZjRfW20C/HtV9enrKgCSLAA2qaofjbmUoSTZHvgdTX/rf6T5iu29bWv2xOvzudPn2uEuUf+bgecAvwCWtbOrL/2WpyT5M5q/289W1c3jrmcYfT93pvTw/f5uwB9pGlCeRXPefKhtze6Vvh37lWG41hotyV8BX6qqa9rpzYC9quqM8Va2YlNvtu1XbSSZB6xXVTeMtzJptJIsAXbpSyAd1F6IvLiqrm2nNwEeUFXfGW9ld309f7/fAbhsoEvRBsA9quqisRY2pD4f+5XRp6+Q77KSnNieaFPTmyf5wDhrGlaSz89Q+znjrGmOjpj6YweoqquBI8ZYz1x8EdhwYHoD4AtjqmXO+nzu9Ll26H/9wE9oWk776H00X4lPua6d1ws9P3f6/H7/MW7/lgbgtnZeX/T52M+Zfa4nw4PbEw2AqroqyUPHWdAcbDVD7XcfZ0FzNNMHzL78XaxfVX/6T7qqrkuy4WwbTJg+nzt9rh36X/9mwM+SnMcd+1xP/FB8NN8Y/+kr46palqQv7znQ73Onz+/3aw9+U1NVN7fX3PRFn4/9nN1lX1jPrJVk86q6CiDJFvTnd7MsyXZTA9m3/YD71NdoYZK3c/sQdi+ludiiD65P8rCpi7iSPJymT15f9Pnc6XPt0P/6+9zidWGSl3N7a/U/ABeOsZ656vO50+f3+6VJ9pu6FivJ/sDlY65pLvp87OfMPtcTIMlzgX/h9q94ng68qapOHl9Vw0myN3AccC4Q4LHAIVXVi68J237L/wo8keY/iM/THPuJvwq7vbDoIzSjywS4J/CMqurFG1afz50+1w79rx8gyT1oxosG+G5V/X6c9QyrbeV9N81wq0XTveuVPaq/t+dOz9/v70NzT4yt21mXAM/t0QXsvT32K8NwPSGS7MLtY1t/qap+Os565iLJVjSD2wN8u6r69Gm615Ksw+1j5F5QVbfMtv6k6fO50+faod/1J/lb4N+Br3B7wPunqjp9nHWtKfp87vRdOxwfg10CNXkM19I0SQ6pquPGXcfKSHLPqvrtuOuQRinJD4EnTbX2JpkPfKGqHjLeylZOkr+oqk+Pu441Uc/f7//ULbCP+nzsV8TRQiZUkt6+0Sbp7R97K+MuYBjt0HvTHb/aC+lQn8+dPtcOvat/rWndKK6g3/+fPWLFq0yunp070/Xi/X45XjLuAlZRn4/9rGy5nlBJ7lVVl427Dk2uJBcCHwdO6FM3ImlVJfl34MHAqe2sZwA/rqp/Hl9VktQwXGuVtVeL71RVX2gHtl976gYJk669KOrfgK2rap+27/ujqmriW4CTbAwcCDyfptXuA8CpfTn2Gp/BGxAluR9wf+Azfeqzn+Svgce0k1+rqk+Os565SPJoYAEDo0JV1UljK2gO+nzutONzP5c7H/uXj6umYSX5YlU9YUXzJk2SV822vKrevrpqWZ0M1xMgyf8BjgS2p/mDD82tfHccZ13DSPIi4BBgi6q6T5KdgP+c9D/4KUk+A5wAvKaqHtKON/uDqnrQmEubkzS3Uf4wzfi/pwNvmPSryNtw9Bbg7jTn/NR5v8lYC5tFkmuZZdixSa59UJLv0VwEuDnwDeA84OaqetZYCxtSn+9Wl+Rk4D7AIpobgUBz3k98wIN+nztJvgl8G/gxAzdkqaoTx1bUCiRZn+ZmYV8G9uL2rhSbAJ+tqvuPqbShJJkaNnNnmu5PZ7bTT6MZ5efZYylsxPoylvJd3fHAP9KM+XjbCtadNC8F9gC+A1BVP+/RDQWguSHCaUkOB6iqW5P04nfQ9rnel6blegHwNpqhmh4LnA3cb2zFDeetwNOq6vxxFzKsqtoYIMkbgMuAk2n+s3sWcK8xljZXqaobkrwAeG9VvTXJonEXNQcfAx49MD11t7o+9F3enebW7X1t2erzubN+Vc3akjqBXgy8kmYIvsG+7X8A3jOWiuagql4PkOSrwMOmvllNciRw1hhLGynD9WS4pqo+M+4iVtJN7Z2iAGhbfvv0n8b1SbakrTnJI4FrZt9kYvycpjXj36vqmwPzT0/yuDHVNBe/61Ownma/aSNTvK8dweJ14ypojpLkUTQfCl7QzpvpAtlJ1ee71f2EZkz6vl5T0+dz5+T229ZPc8c7e145vpJmV1XvAt6V5GVVdcy461kF9wBuHpi+uZ13l2S4ngxfbi/Q+QR3/IPvwxXY5yb5F2CDJE+iudvYp8Zc01y8iuZrqvsk+QYwHzhgvCUN7cHLG+u0J18xL0zyUeAM7njef2J8JQ3t+iTPormJTwEHAX26GcIrgcOBT1bV4iQ70nxQ64s+361uK+CnSb5L/27dDv0+d26mGR/9NdzeCFTAxHfBBD6Q5LXAdlV1SNsFc+ceDeF4EvDdJFPXRvwl8MHxlTNa9rmeAElmemOqqnr8DPMnSpK1aFovnkzz9fg5wH/36SvPtrV9Z5r6e3MjlvY/tXcBj6LpP/gt4B+rqhe3Uk5ywgyzq6r+brUXM0dJFtAc+/9D85/zN2jusnfR+Kpac/T5bnXt9RF3UlXnru5aVkWSDavqhnHXMRftCEt79PGmN21DxPdozvMHJtkQ+GZV7Tbm0oaW5GE03RYBvlpVPxhnPaNkuNYar69X7if5NnAstw9HdiDwsqrac3xVaZIl+RSzX5DZl9ZTwLvVjUPbJeR4YKOq2i7JQ4AXV9U/jLm0FUryOeAv+/ahACDJwqraPckPquqh7bwfTvqNk5JsMdvySe6SsyrsFjIBkmwKHAFM9ZM9Fziqqia272+S06rqb5P8mBn+s66qB4+hrDlb3pX7NF9hTboNq+rkgelTkvzT2KoZUpJjmD3gTXyXlvaOgC/izh/KJr3V/T/GXUCXBkP1pN+tbpaRZiZ+lJxp3gk8hXbUh6r6YU+u8YCm69ai9tviwS45E/+eA9zcjoozdX3QfRh4DRPsezQ1z3TDmL50yZkzw/Vk+ADNRS5/204/h2Z4uL8eW0Ur9or2378YaxWrrndX7g+0BHwmyWHc3u/3GTSjhEy6heMuoAP/A3wN+AI9GuGnb10P5uglNB94JtLUSDN3BVV18dRF7K2+/A2c0T766Ajgs8C2ST5E0yXteWOtaAhVtcO4axgHu4VMgCSLpvebmmnepGmHgvtCVf35uGtZWUk+Bry8T3fDTPJLZmkJ6MP46IP6+NV+H/4+Z7K8b5qm9OUbp75ru1IM9j390TjrmYskpwNvpxkGbk+ahpbdq+rAsRa2BmhHtnokzXv/t/vWdzzJftz+Df1XenQx5pzZcj0Z/pjkMVX1dfjTTWX+OOaaVqiqbkuyLMmmk9yFZQV6d+X+XaUlIMkDacaJ3qKZzFKai3UWj7eyoXw6yVOrqg/fFAzq9TdN7QVRyzXJ3UKmJHkFTQv71Kg4H0pyXI+GWft7mot5twEuBT5Hc7+DideOsPFmYBdg/an5fWiQSPNVwT7AjlV1VJLtkuxRVd8dd23DSHI0zTj0H2pnvSLJo6vqX8ZY1sjYcj0BkuwGnAhsSvOJ9ErgeVX1w7EWNoQk/wM8FPg8A0OR9aQPW6+v3E/ydJo7dF3bDtH0MJo7M/biCuz2bmmvqaovt9N7Af9WVY+edcMJ0PafvRvNB7Jb6F+/2V5azshKU/oywtKPgEdV1fXt9N2Ab/mtwegl+TpN94p30Nwh8PnAWlU18ePTJ3kfzahQj6+qByTZHPhcVfXhxklT5/1uVbWsnZ5Hczfku+R5b8v1BKiqRcBDkmzSTv9hzCXNxSe4vQWmV9o/7vfXhN8+dhb/WlUfS/IY4Ik047f+J81XtX1wt6lgDVBVX2mDxsTre//Z9mZJxwAPANaluQnI9ZP+4WCqC1qS9au99fmUNLeJ7oNwxz7KtzFzF6+J1OOLeQE2qKovJklV/Qo4Ms3t3Cc+XAN7VtXDkvwAoKqu6tGNk6ZsRtN4CE1j4l2W4XqMkjy7qk5J8qpp8wGoqrePpbA5qKoT2yuYt6uqC8Zdz1y03VouSLJdVf163PWshKn/oPcFjquqs5K8cZwFzdGFSf6VpmsIwLOBXozRDdC2HO3EHb9e/ur4KpqT99AM3fgxmot6nwvcb6wVzc03ab6pWdG8SXQC8J1pN9M4foz1zFUvL+Zt3dTem+HnSQ6l6day0ZhrGtYtbYPQ1Ggh82lasvvi34AftN8+habv9WHjLWl0DNfjNdVK19tWsCRPoxnea11gh7aLy1GT3Gd5ms2BxW2f68FuLX2o/9Ik7weeBLwlyXrAWmOuaS7+Dng9zTcfRfMfdh9av0jyQpoLue5NM4zjI2lu4jPx3RKmVNWSJPOq6jbghLZF7PBx1zWbJPek6eu7QZKHcnuL7ybAhmMrbA6q6u1JvgI8pp31/L505WptWFWvHncRK+kVNOfJy4E30Py9HjzWiob3buCTwN2TvInmTsKvHW9Jw2k/0CyjeZ+c6sby6qr67fiqGi37XGuVtF+pPZ7myt+pge1/UlUPHG9lw+l5n+sN4f+3d+dRdlVVHse/PxAIM3YDIkPARAGBMIUAtihGUCbbAQQaFIQFoigqoLhUWgVFXSriEmwQQYZGkEGxQVREA0hkHsxggMiktiLSikAwBCH8+o9zLvUqVKWqkqo697zan7Wyqt6tVLIJr+7b75x99mZ3YLbt+yS9HJhk+5rCoXW93HVjCunE/taSNiXVi7e5feYLJN1AKiU6G3gE+DPpnEfbB1K8h9R+bDt6t3ScB5xnu/UlarkkZ47tefnxasCrbd9aNrLBybtjN1V4mLd6+T6zC+lN5TTb9xQOadCaITil4xgtkVy3gKRT+7j8BHCH7StGO56hkHSL7R0XmRo1q6ZDCpJeRs+76dtsP1oynqHIpQkb0Lv2sfUdEwAk/RzY1/bj+fFLgYtt71Y2soFJut32FEkzSLWQz0iaY3vz0rENhqQNgb+QdpyOIdU/nu4KxocDSNrH9g9Kx7Ek8g7Btk1v/byqd4ftGkpaqj7MK2lj4DhgQ3rfM1u746QumXCYu4X8FbiE3rvEVcQ/VFEW0g7jgE1J9Y8A+wAPkQ45TrV9dLHIBjZH0oHAsrnN0YdJtY9VkLQf6SDg9aQXidMkHWf7+0UDGwRJnyet4j1AT+9iU09pwppNYg0vHNBZu2RAQ/BHSWuQBlL8XNLfgd8XjmlAkqbZ3gX4QN7aX0AqzanNNEmnUNFU2w7qHFpl+3lJ1bwWV36Y9zLSoe+zqKdefNEJh81zR9Q14XD//LGzbWNN8Q9JrFy3gKRbgNfm2kfyjXY6qSZvtu3NSsa3OLk04XjgzfnSz0jt4GoYy4qkmcCbmtXqfEjkF23fHgeQNJdUBvLP0rEsiVxS9I7mMGleTf1hLSt4jVxatDqpLWKr/19Iuhs4nHSA7kAW6VJR0a7HD0hTbc/Plw4CtqqhLEfS5aQ382fkSx8Aptp+e7GgBkHSprbv7a/XeA3PHUl32p5cOo6hUJ6B0VeHnNBekVy3QE6Stm9WXSStTipP2KSz3KKNJO1r+7KBrrWVpNm2J3U8XgaY2XmtrXKCcWRNZSydJO0OfJu06ijSxLojbP+saGCLUfsWraR3AoeR3rjfTu/kuoo+0VDvVFuAvDtzKmmHycA04Oi2/xwrDbo5Qn33Gm/1c6fj5/bDwKOkg4GdQ8Na+3PbvCGQdFdtCw+dJC0HHEnHhEZSK9xniwU1giK5bgFJh5FO/V5PT4uaLwLfA06wfVy56Bavrx/4mm4Ckr4KbEn6t4a0dTWrhtPwkrYjtcX6DZVMl1yUpDVJJ8ihgnG+6pLR85I+bfvzpeNYUpJuBo5z76m2J9t+TdnIultefHiN7RtLxzIUNf/c5p3tWaSWjRcv+nXXM7DtbGA5eu82LbR9eLmoRk4k1y2ROz1snx/ebvvhkvEMRNIewJ7AfqQDCo3VgM1sb9/nN7aQpL3paYs13fYPF/f720LSHOBMYDYd/U5r6HTSkLQeLz5cVEuv6KrV3KdbvafaAvwdeI/tWeWiGhzVPYSFtu+mdpu8ALEr8GX6GHZj+/wXfVMLSZq5aLllX9e6RTWHKLqZJJHa60yw/TlJ4yVtb/u20rEtxsOkVlhvJR24aMwjdR+oyU2kwy3Pk7bKazHfdl+dZqog6cuknYI59Lw5MNDaBK+/etNGDXWn0BV9uu8BvgJMJE19e4K0stf65Jq6h7BAOky6D3C5K1mdywso/WpzC8e8m3expHtszywdz1JYKGmi7QcAJE2gzuf/oMTKdQtIOoOUXLzR9qvzitI1tqcM8K1FKU2LusD2gaVjWVI5yfgMcC1py3BnUteBc4oGNgi5W8IzwJX0LgupJcGbC2xZy+FXgH7qTRutrjvt1AV9uq8GHgfuouMF2vbXigU1SLXUhvenoxXfc6RuM61vxSfp3MV82TXsGnTBjscupOmkD5KeMxuSBigt7p5arVi5bocdbG+b+582LcmWLx3UQJzGh28gafm2d0lYjOOAbWz/DUDSv5JWslufXAPN1uyOHddqasX3IKkGr5rk2vbU0jEMkwW2F0hC0gq5C8QmpYMagvVt7146iCV0laQ9XekQlhpb8dk+tHQMw6DqHQ/b03K73uY+M7emhZWhiuS6HZ7Nq8DNUIG16KihbbmHgBslXUnvxvCnlAtpSP5GKmVpzMvXWq8LEr35wAxJ0+i98t76Azq5BeWxwPjcQeFVwCa2ryoc2mBV2ae7w02SJtmeXTqQJfAR4FOSqhvC0qi1Xl9pYNgXgXVt7yFpM9IBze8UDm0wah4735hMz8r71pKw/d9lQxoZkVy3w6mk1kBrS/oC8E5S95AaPJB/LQNUs6Ih6dj86f3ArZKuIL25eRstr9uU9G7b3+34b+ilojc2V+ZfNTqXdNbg3/LjP5EGVFSRXNt+R/70hFzqsjpwdcGQhmon4JDcBeIZehLU1k+GrXHlt1Pl9frnkX52j8+Pf0s6kF9Dcl31joekC0hnJGbQs/JuIJLrMPxya6OHgI+TDjUKeLvte4oGNki2TwSQtEp+/FTZiAateYFr3hw0Wj1uPls5f6z6RbqWU+79mGh7f0kHANienw8mt17eJZtje1Ooq7tMhz1KBzBU3TCEJfsIPfX6U5t6/cIxDdaati+V9EkA289JqqXEovYdj+1IncTGxEG/SK4Lcxp9+1+5tdG9peMZKklbABcA/5If/xU42PacooENoHlTUCPbZ+YE6UnbXy8dz1BJutT2fvlQ3YtutDWsPgL/lLQiPaVcE6mkdjyflZgrabzzdMza2K6phKXxUdKBtL4OXdZ0VqLmev1/5HM1zc/tjqROM61X+44HaR7DOsCfSwcyGiK5bofqWht1+DZwbHPiV9IbgLPo2S5vJUk/oo/ErtH2QSw5QToAqC65Jq3AALylaBRL57OkMooNJF0IvBY4pGhEQ/NSYI6k2+h9VqLVz/ua2X5v/lj7WYma6/WPJZWiTZB0I7AWqQyztWrf8eh4rV0VuDvfc6ocejYU0YqvBWpsbdSotTG8pJ0X9/UatsolfZ3UbeMSeidIrb7ZdgNJ3yXV5j9N6npyq1s+XbJTf8//Gp73taq513J/8vNoy5lA1wAADN9JREFUdeDqGjpGSRoHHAXsRjq8fjNwmu0FRQNbDFU8dh5eeI6INATn451fAr5se4cigY2wSK7DUpH0Q1Kv2QvypXcDkzsOTLVebnu4cX441/azJeMZrI6bbfND3Lwpa/vNdh597xrU9KZyKvC6/Gsi8GvgBtvfKBpYaK1u6LXcyGVpL6N3v+XWlxhJuhR4ErgwXzoQWMP2vuWiGhsk3WV720WuzaqkDHDIIrluidpaG0m6wPZBuWPFRvSMD78BONH234sFNwS5jOV84Hek5G4D0hjl1v7bNyR9lJSkNgfpTHrhuMP2jGKBjRE5wZgCTAXeDzzdHBJsu1xrehrwamB5YFngHzW8samdpFfYfmiga20l6UOksqi/0DFZtYYkSdLdtjcb6Fpb5TNOm9E7T2h1tw1JRwIfACbQu3nAqsCNtt9dJLARFjXXLVBpa6PJktYF3kNKLkTvFdRafA14s+25AJI2Br5H6sfZdpNJJ7CvJP2bv4VUqvA+SZfZ/krJ4LpZ7s29MunndDowxfajZaMakm8C/0FqH7gdcDA9uzdhZP0AWLR+9vvUcc+B9Fq1STN4qzJ3SdrR9i0AknYA7igc06BI+izwBlJy/RNSx5xf0f5WdhcBPwW+BHyi4/o824+VCWnkRXLdDjW2NvoWMI30brTz5tQk2RNKBLUElmsSawDbv5W0XMmAhmB9YNum/WG++f4YeD2pB3Mk1yNnFikZ2oLUbeBxSTfbfrpsWINn+35Jy9peCJybJ8R+snRc3Srf1zcHVl+k/no1OlYiK/C/VNJhow+TSQOImhKW8cDcpnNRy1ff3wlsBfza9qF5IM53C8c0INtPkJ4vB5SOZTRFct0O1bU2sn0qcKqkM2wfWTqepXCHpLPpuUm9i0pWMoC16d3+7VngZbafzr1QwwixfQyApFVJXULOJbWZWqFgWEMxP581mCHpK6T2WMsUjqnbbULaXVoD+PeO6/NILfparWNo1YPA9ZJ+TO+uDzUMr9q9dABLYUFu3fucpNWAR0lljKGFIrluh2pbG1WeWAMcCXwQaEZuTwdOLxfOkFxIz3RJSC/YF0laGbi7XFjdT9JRpMOMk0n1+ueQnju1OIhUZ30UcAzpRXqfohF1OdtXAFdIeo3tm0vHswSaPst/yL+Wz79gMW1N26TS/uiN23OecBZpZ/IpUllaaKE40NgytbU2ql1ORBfkrfHmkNoKtueXjWxwJG1H6rEM6XBILavuVZP0MVIyfaft50rHE+qRdwpOIrVxvBrYEjjGduu3+AEk7Wv7soGuheGV23/+knTfWQCsZntW2ahCfyK5LmzRUcRhdEm6Bdi1o255FeAa260eghPC0uhnOuYTpJKokyo9rFYFSTNsby3pHaQykWNJbRxbPRug0U9LtRddC8Mr2n/WJcpCCuuGUcSVG9ck1gC2n5K0UsmAQhgFPwUWkk7yQ+ocshLwCHAevWuCw/BqDkzvBVxm+wmp/Q2WJO0B7AmsJ+nUji+tRhqAFkaQ7esk3UDv9p+bA5Fct1Ak1+0Qo4jL+YekbZuphpImk7ZrQ+hmuy6y0ji7WX2U1JV9Z1vkR5LuJd1njpS0Fmmbv+0eJu1svJVU89uYR6rbDyOoC9p/jimRXLfDp0sHMIYdDVwm6WFSG8F1SKt4IXSzZSVtb/s2AElTSAccIVYhR5TtT+S66yfyzuV84G2l4xqI7ZnATEkX1TLFtstU3/5zLIma6zCmSVqBNGWsaX04F1jGdrSyC10rJ9PnAKuQ3lQ+CRwOzAH2sn1pwfC6Wi47OxYYb/sISa8iDWW5qnBog5Lj/RIvnhRYy2yDqnW0//wYsI7tWtp/jimRXLdAjCIuJw7nhLFM0urwwqCHMAokXUIqqzjY9hY52b7J9taFQxsUSb8ijT//Oqk2/1DSgsRnigbW5fpo/zkdmG772pJxhb5FWUg7xCjiUSZpHWA9YEVJ29Azsn010sGuELqapL1IB6LGNQfqbH+uaFBjw0Tb+0s6AMD2fNVworHHiranSVLuG32CpDuBSK5H1jjgFKL9ZxUiuW6JGEU86nYjba2tD3yNnuT6SeBThWIKYVRI+hbpTeRU4GzSaOXbigY1dvxT0orkVoiSJtJ70mrbPSNpGeC+vJr6J1J5URhBtk8uHUMYvCgLaYHcXmdX0ovcI6RRxIfU0ve0VvkF4gDbF5aOJYTRJGmW7S07Pq4C/NT260rH1u0kvQn4T1LN8jWkIVCH2L6+ZFyDlev17yGNcf88abfvq7ZvKRpYCC0SyXULSNoQeJTU//QY0oTG023fXzSwMUDSHba3Kx1HCKNJ0q22d8hDlPYG/kYaZvXKwqF1vTxpbxapFd+DwK22/1o2qhDCcIqykBbIdWuQbrYnloxlDPpFHmV9Cb17jD9WLqQQRtxVktYAvgrcRSpROLtsSGPGd0gH095EnrQnqZpJe5J+Duxr+/H8+KXAxbZ3KxtZCO0RK9ctEKOIy5H0UB+XHW2lwliR21GOi44ho0fSsvSetPe07U3LRjU4kn5te5uBroUwlsXKdTvEKOJCbL+idAwhjBZJb7R9raS9+/gati8vEddY0gWT9p6XNN72H+CFssZYpQuhQyTX7RCjiAuRtBxwJPD6fOl64MyYQBa61M7AtaQ37J0JkfLjSK5HXu2T9o4HfiXpl6TnzeuA95UNKYR2ibKQFpA0E3jvIqOIz7a9VWy3jSxJZ5MOkp6fLx0ELLR9eLmoQhhZksYB+wAb0bPI4uhzPXpqnrQnaU1gx/zwljiQGUJvsXLdDocD5+R2WC+MIpa0MmnMbBg5UxZpeXhtfrMTQjf7H+Bx0mHGBflarLSMgj4m7Z1DKg+pgqRptncBrurjWgiBSK5bwfbtwKR+RhFfWiaqMWOhpIm2HwCQNIFU/x5CN1vf9u6lgxijqpy0l3c7VgLWzB1COqfarlcssBBaKJLrlohRxMUcB1wn6cH8eCPg0HLhhDAqbpI0yfbs0oGMNRVP2nsfcDSwLnAnPXX684DTCsYVQussUzqA8MIo4v2BD5FuWPsCGxYNauy4ETgTeB54LH9+c9GIQhh5OwF3SporaZak2ZJmlQ4qtJftb+TuSl8Ats6fn0sahBP3zBA6xIHGFohRxOVIupRU496MQD8QWMP2vuWiCmFk5fZpL9Ix0CqEPnW8Tu1EGn9+MvAZ2zsUDi2E1oiykHZoWjDNl7QuaRTxywvGM5ZsYXuzjsfXSbq7WDQhjIJIosNSaM6k7AWcZfvHkk4qGVAIbRNlIe2w6Cji3wHfKxrR2HGXpKalFJJ2IE3GDCGE8GJ/knQmqZTxJ3nCZ+QSIXSIspCWiVHEo0vSPcAmwB/ypfHAXOA5Ut/fLUvFFkIIbSNpJWB3YLbt+yS9HJhk+5rCoYXQGpFcF7S4UcRAjCIeBf3VnjZi+zyEEEIIQxE112XFKOLCInkOIYQQwnCKlesWiFHEIYQQQgjdIVau2yFGEYcQQgghdIFYuW4BSb+xvUXpOEIIIYQQwtKJ9jntcJOkSaWDCCGEEEIISydWrlsgDy15JfAQ8Az5QGO0gQshhBBCqEsk1y0Qo4hDCCGEELpDJNchhBBCCCEMk6i5DiGEEEIIYZhEch1CCCGEEMIwieQ6hBAqIWmhpBmS5kiaKemjkkb0Pi7p/ZIOHsm/I4QQuknUXIcQQiUkPWV7lfz52sBFwI22P1s2shBCCI1IrkMIoRKdyXV+PAG4HVgTWAE4A9gOeA441vZ1kg4B3g6sDLwKOBlYHjiI1PpzT9uPSXovcET+2v3AQbbnSzoBeMr2yZKuB24FpgJrAIfZni5pc+Dc/L3LAPvYvm9E/zFCCKGloiwkhBAqZftBYFlgbeCD6ZInAQcA50sal3/rFsDewBTgC8B829sANwNNycfltqfY3gq4Bzisn7/2Jba3B44GmhXz9wPfsL01Kbn/4zD+Z4YQQlVeUjqAEEIIw2In4DQA2/dK+j2wcf7adbbnAfMkPQH8KF+fDTTDqraQdBJpRXoV4Gf9/D2X5493Ahvlz28Gjpe0PilJj1XrEMKYFSvXIYRQqVwWshB4dIDf+kzH5893PH6enkWW84Cj8sr3icA4+tZ878Lme21fBLwVeBr4iaQ3Dv6/IoQQuksk1yGEUCFJawHfAr7pdHhmOvCu/LWNgfHA3CH8kasCf5a0XPPnDCGWCcCDtk8FrqBnNTyEEMacKAsJIYR6rChpBrAc6dDiBcAp+WunA2dImp2/dojtZyQN9s/+NOmw4v/lj6sOIa79gIMkPQs8AnxxCN8bQghdJbqFhBBCCCGEMEyiLCSEEEIIIYRhEsl1CCGEEEIIwySS6xBCCCGEEIZJJNchhBBCCCEMk0iuQwghhBBCGCaRXIcQQgghhDBMIrkOIYQQQghhmPw/lW6Cig3Egd4AAAAASUVORK5CYII=\n"
                },
                "metadata": {
                  "needs_background": "light"
                }
              }
            ]
          }
        },
        "b658a670beed497190a1fac2ef279f80": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "93bc0b45d89e460da704773d681c36d8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "544d2532d99f4def97a1403b5f154056": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "cd84d7bdf21047ceae82fd0d174c81bc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "375c5231c073442c81e116d9fca60aff": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ddbdafe271f94197aa85976d4aa6b74d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "![dsl logo](https://github.com/BrockDSL/ARCH_Data_Explore/blob/main/dsl_logo.png?raw=true)\n",
        "\n",
        "# A notebook for displaying the sentiment scores of various municipalities"
      ],
      "metadata": {
        "id": "bayNI-jNTbNt"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7-8iDY70RRqh"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "\n",
        "result = pd.read_csv('https://brockau.s3.us-east-2.amazonaws.com/sentiment_results.gz').set_index('domain')\n",
        "result.crawl_date = pd.to_datetime(result.crawl_date)\n",
        "result_columns = ['vader_comp','text_blob','rnn_fast_avg','bert_avg']"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from ipywidgets import interact\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "def plot_sentiment(domain,algorithm,year):\n",
        "    if year == 2020:\n",
        "      year_data = result[result.crawl_date < '2021-01-01']\n",
        "    else:\n",
        "      year_data = result[result.crawl_date >= '2021-01-01']\n",
        "\n",
        "    domain_data = year_data.loc[domain][[algorithm,'crawl_date']].set_index('crawl_date').groupby(pd.Grouper(freq='1M')).mean()\n",
        "    fig, ax = plt.subplots(figsize=(12,8))\n",
        "    x_pos = range(len(domain_data))\n",
        "    ax.plot(x_pos,domain_data[algorithm])\n",
        "    ax.set_xticks(x_pos)\n",
        "    ax.set_xticklabels(domain_data.index.strftime('%Y-%m-%d'), rotation=90)\n",
        "    ax.set_ylabel('Sentiment Scores')\n",
        "    ax.set_title(f\"{domain} Sentiment Scores\")\n",
        "\n",
        "    #Plot a horizontal line showing mean over entire period\n",
        "    total_mean = year_data.loc[domain][algorithm].mean()\n",
        "    tm_line = ax.plot(x_pos, [total_mean]*len(x_pos), label=\"Total Period Mean\")\n",
        "    ax.legend()\n",
        "\n",
        "interact(plot_sentiment, domain=set(result.index), algorithm=result_columns, year=[2020,2021])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 660,
          "referenced_widgets": [
            "0a521612cf90409192b2abc9d5057d6d",
            "9ffaeee25a264d62b26e1a901107a0f5",
            "eba449e7764645909186688a18320076",
            "4b56da1acf654d73b3243ad055faa500",
            "8f3d7943b4d1457cb88ed974daad01c5",
            "549d029412924933975d35f1bfd13a2e",
            "cae1bba345d246dca9f8cd9245d37c39",
            "242ebe60df3c4a0c837de7d13b260b13",
            "a1f8f5745b6547428dfa16f44e2315d1",
            "81ce9f24931d4b6289fc1cdcace7ec25",
            "578681eea7a14c9889097e565c52324b",
            "7011b70b23914c2ca63792f84f63df67",
            "ad954671146046b982e2d57d03c0c3de"
          ]
        },
        "id": "v2GDrBd9RpVR",
        "outputId": "166f24e6-df05-4017-c69e-a76849807cb8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "interactive(children=(Dropdown(description='domain', options=('notl.com', 'portcolborne.ca', 'thorold.ca', 'pe…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0a521612cf90409192b2abc9d5057d6d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<function __main__.plot_sentiment(domain, algorithm, year)>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_mean_sentiment(algorithm, year):\n",
        "    if year == 2020:\n",
        "      year_data = result[result.crawl_date < '2021-01-01']\n",
        "    else:\n",
        "      year_data = result[result.crawl_date >= '2021-01-01']\n",
        "\n",
        "    barchart_data = year_data[algorithm].groupby('domain').mean().sort_values()\n",
        "    fig, ax = plt.subplots(figsize=(12,8))\n",
        "    x_pos = range(len(barchart_data))\n",
        "    ax.bar(x_pos,barchart_data)\n",
        "    ax.set_xticks(x_pos)\n",
        "    ax.set_xticklabels(barchart_data.index.values, rotation=90)\n",
        "    ax.set_ylabel('Mean Sentiment Scores')\n",
        "    ax.set_xlabel('Domains')\n",
        "    ax.set_title(f'Mean Sentiment Scores by Domain for {year}')\n",
        "    \n",
        "interact(plot_mean_sentiment, algorithm=result_columns, year=[2020,2021])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 668,
          "referenced_widgets": [
            "fd04a99aeac94080860e57086fd120d4",
            "ffe281b62ad0440e92c5cc2f13cbfb50",
            "95de18a70f0a42ec81f243fe68e04c93",
            "8c402d84c2d04ffaba50581bdeb166c5",
            "b658a670beed497190a1fac2ef279f80",
            "93bc0b45d89e460da704773d681c36d8",
            "544d2532d99f4def97a1403b5f154056",
            "cd84d7bdf21047ceae82fd0d174c81bc",
            "375c5231c073442c81e116d9fca60aff",
            "ddbdafe271f94197aa85976d4aa6b74d"
          ]
        },
        "id": "8rT1mlrgSEbv",
        "outputId": "084010d5-83fb-4902-e71a-889e0d3f3bf5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "interactive(children=(Dropdown(description='algorithm', options=('vader_comp', 'text_blob', 'rnn_fast_avg', 'b…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "fd04a99aeac94080860e57086fd120d4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<function __main__.plot_mean_sentiment(algorithm, year)>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    }
  ]
}