{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "mount_file_id": "1VcYnAdbv20AfCyhjA7nMB72Ld8fH-g53", "authorship_tag": "ABX9TyMwkher/3ut9v8xmWt8z6Sp", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "gpuClass": "standard", "widgets": { "application/vnd.jupyter.widget-state+json": { "28d60d0b11194deb85454d40e37a0831": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_d14e8176aa724d5ea6658e353d51940f", "IPY_MODEL_fb2c80947c82455b8e47c31043be6775", "IPY_MODEL_3389095694bb4c938d04aec68daf0e93" ], "layout": "IPY_MODEL_7df8e4173af14a9494e78dd7352fc0c0" } }, "d14e8176aa724d5ea6658e353d51940f": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_af3dde3233424c78bb4093bc95b01011", "placeholder": "​", "style": "IPY_MODEL_0e8353f13731424fb020b06f28e19276", "value": "Done! Use 'show' commands to display/save. " } }, "fb2c80947c82455b8e47c31043be6775": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_4c0bc7bfce814ae098fd96a7f868694d", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_d1114b26dc094fbcb4c994bd616b5ec3", "value": 1 } }, "3389095694bb4c938d04aec68daf0e93": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_5b045c418e444de5b343e995d5ba9c83", "placeholder": "​", "style": "IPY_MODEL_b9c186e795dc40c8b5dec7dab5a0808e", "value": " [100%] 00:02 -> (00:00 left)" } }, "7df8e4173af14a9494e78dd7352fc0c0": { "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": "inline-flex", "flex": null, "flex_flow": "row wrap", "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": "100%" } }, "af3dde3233424c78bb4093bc95b01011": { "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 } }, "0e8353f13731424fb020b06f28e19276": { "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": "" } }, "4c0bc7bfce814ae098fd96a7f868694d": { "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": "2", "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 } }, "d1114b26dc094fbcb4c994bd616b5ec3": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "5b045c418e444de5b343e995d5ba9c83": { "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 } }, "b9c186e795dc40c8b5dec7dab5a0808e": { "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": "" } }, "303271ef3f124d3b8257c3417c040006": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_00c882d085804dbd86e9bdf4f72fae8f", "IPY_MODEL_dabd1686dca94a9db7037c545048a674", "IPY_MODEL_c06ca6e351734947969d111733a42fa8" ], "layout": "IPY_MODEL_4c2c2ab29f964eecaeaf72df60e28005" } }, "00c882d085804dbd86e9bdf4f72fae8f": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_160531dd68874fd2b9545a3f6a9743c0", "placeholder": "​", "style": "IPY_MODEL_034bcc1d32ec4ad28e65c4702c9a067a", "value": "Summarize dataset: 100%" } }, "dabd1686dca94a9db7037c545048a674": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_11da55a4d3824b33a3009406cb9ecfe3", "max": 5, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_f52b67877686401f9f0e34bf2663d495", "value": 5 } }, "c06ca6e351734947969d111733a42fa8": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_fd919c0dfbf34cb680b7250b5b562d7d", "placeholder": "​", "style": "IPY_MODEL_66063cf5a18a4132bca31ff17499dbfd", "value": " 99/99 [00:31<00:00, 4.84it/s, Completed]" } }, "4c2c2ab29f964eecaeaf72df60e28005": { "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 } }, "160531dd68874fd2b9545a3f6a9743c0": { "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 } }, "034bcc1d32ec4ad28e65c4702c9a067a": { "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": "" } }, "11da55a4d3824b33a3009406cb9ecfe3": { "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 } }, "f52b67877686401f9f0e34bf2663d495": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "fd919c0dfbf34cb680b7250b5b562d7d": { "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 } }, "66063cf5a18a4132bca31ff17499dbfd": { "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": "" } }, "ee3de06ccad34d5ca4118776203d5dc2": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_08a1b02d152249d29cdd4a22f4585d0f", "IPY_MODEL_d97c195e1bec4f8bafa4cc914f9831d4", "IPY_MODEL_4a63bc82e88d4e4e8fbf17803c6885bb" ], "layout": "IPY_MODEL_01448ddec5ee440995ab844cb84bc7a6" } }, "08a1b02d152249d29cdd4a22f4585d0f": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_efd46b420349444eae76de510cf8f84c", "placeholder": "​", "style": "IPY_MODEL_625100a27fd64976ad6ecc79671f0dff", "value": "Generate report structure: 100%" } }, "d97c195e1bec4f8bafa4cc914f9831d4": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_4c6e5c245b354ec7adb4413d11b2a150", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_ab7001c70796474988a8225d6df0f9da", "value": 1 } }, "4a63bc82e88d4e4e8fbf17803c6885bb": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_c961566737674556916d8bc685aaa2f2", "placeholder": "​", "style": "IPY_MODEL_7305ac833ce747c49b9e54aef3999fcf", "value": " 1/1 [00:04<00:00, 4.88s/it]" } }, "01448ddec5ee440995ab844cb84bc7a6": { "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 } }, "efd46b420349444eae76de510cf8f84c": { "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 } }, "625100a27fd64976ad6ecc79671f0dff": { "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": "" } }, "4c6e5c245b354ec7adb4413d11b2a150": { "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 } }, "ab7001c70796474988a8225d6df0f9da": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "c961566737674556916d8bc685aaa2f2": { "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 } }, "7305ac833ce747c49b9e54aef3999fcf": { "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": "" } }, "19373d8f6344412989e472a21d53c9f7": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_2df84a57e05e492c9bda34dd8a475c44", "IPY_MODEL_ac2c0e3b9219443faf299bf1e8139040", "IPY_MODEL_30888f70f7904639993911a206f369f4" ], "layout": "IPY_MODEL_3a66572ae50241739cd614ecfa7c80c6" } }, "2df84a57e05e492c9bda34dd8a475c44": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_35e43906779745be8e057f932b3d920d", "placeholder": "​", "style": "IPY_MODEL_ed530aa8052a45739556a883f2c11f5a", "value": "Render HTML: 100%" } }, "ac2c0e3b9219443faf299bf1e8139040": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_f3aa3ad4b46747fea20f1bbc6134a32b", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_15550d7852924366b0ec9ea37c289d9e", "value": 1 } }, "30888f70f7904639993911a206f369f4": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_6d2d6dd12aa64e02b10dc7465b9e74a5", "placeholder": "​", "style": "IPY_MODEL_6dc3a06b676641a7819a7a3cdc7ebf80", "value": " 1/1 [00:03<00:00, 3.71s/it]" } }, "3a66572ae50241739cd614ecfa7c80c6": { "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 } }, "35e43906779745be8e057f932b3d920d": { "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 } }, "ed530aa8052a45739556a883f2c11f5a": { "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": "" } }, "f3aa3ad4b46747fea20f1bbc6134a32b": { "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 } }, "15550d7852924366b0ec9ea37c289d9e": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "6d2d6dd12aa64e02b10dc7465b9e74a5": { "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 } }, "6dc3a06b676641a7819a7a3cdc7ebf80": { "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": "" } }, "0cf119550fed483b8c03d76057ebbee3": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_e72ac40672484a0f9a5e4a912827755f", "IPY_MODEL_16c530ea9bf147e7992aa665e6f0cf51", "IPY_MODEL_2f263f8498cb4d8ab47926cb4837ab88" ], "layout": "IPY_MODEL_07daad9fb1a54c82b451a5300555cec7" } }, "e72ac40672484a0f9a5e4a912827755f": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_2022cb18d39f4b9a8ac43d922850c6a3", "placeholder": "​", "style": "IPY_MODEL_90b5b6f350e2479cb8ded98c31b722fc", "value": "Export report to file: 100%" } }, "16c530ea9bf147e7992aa665e6f0cf51": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "success", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_1d288c99a09e4802b4c943210c1dabbe", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_768ff8aecd1b486bb7222daf3e44b9a4", "value": 1 } }, "2f263f8498cb4d8ab47926cb4837ab88": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_180e5c59f6814170b1e430e4d2d172e3", "placeholder": "​", "style": "IPY_MODEL_ec4b032096734983848780b6468512db", "value": " 1/1 [00:00<00:00, 14.19it/s]" } }, "07daad9fb1a54c82b451a5300555cec7": { "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 } }, "2022cb18d39f4b9a8ac43d922850c6a3": { "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 } }, "90b5b6f350e2479cb8ded98c31b722fc": { "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": "" } }, "1d288c99a09e4802b4c943210c1dabbe": { "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 } }, "768ff8aecd1b486bb7222daf3e44b9a4": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "180e5c59f6814170b1e430e4d2d172e3": { "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 } }, "ec4b032096734983848780b6468512db": { "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": "" } }, "d37426d0509b446fa519a382926725da": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HBoxModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HBoxView", "box_style": "", "children": [ "IPY_MODEL_8e5e6dfb9e054714937608f5b92a7fe7", "IPY_MODEL_c9f1476b83884a0c85746daff90c892a", "IPY_MODEL_c510de6126aa439b8b52e03f9e932326" ], "layout": "IPY_MODEL_5902b32528654ac488084d776c91d0d6" } }, "8e5e6dfb9e054714937608f5b92a7fe7": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_12bc66ef05634b3698ac2c61d93d13bc", "placeholder": "​", "style": "IPY_MODEL_22b4fee2c8db49cb8f9b25243ef37a0d", "value": "Optimization Progress: 100%" } }, "c9f1476b83884a0c85746daff90c892a": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_9634aab7908b44f98a3824b90a10bff0", "max": 150, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_3a9def347d7e48ba9db7625cf9f463e0", "value": 150 } }, "c510de6126aa439b8b52e03f9e932326": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "HTMLModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "HTMLView", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_d9ed98459eca40b68977dfa7259bfab1", "placeholder": "​", "style": "IPY_MODEL_9ac7d3caee9d44789f41623c69dd0eee", "value": " 150/150 [22:34<00:00, 13.30s/pipeline]" } }, "5902b32528654ac488084d776c91d0d6": { "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": "hidden", "width": null } }, "12bc66ef05634b3698ac2c61d93d13bc": { "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 } }, "22b4fee2c8db49cb8f9b25243ef37a0d": { "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": "" } }, "9634aab7908b44f98a3824b90a10bff0": { "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 } }, "3a9def347d7e48ba9db7625cf9f463e0": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "ProgressStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "bar_color": null, "description_width": "" } }, "d9ed98459eca40b68977dfa7259bfab1": { "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 } }, "9ac7d3caee9d44789f41623c69dd0eee": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } } } } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ "# IMPORT your DATA" ], "metadata": { "id": "IOxYwxkj5XLN" } }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Fjz87YEEMs9J", "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "outputId": "3060bf5b-f8e8-4658-ae8e-d5e8c8cfff2f" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " MedInc HouseAge AveRooms AveBedrms Population AveOccup Latitude \\\n", "0 8.3252 41.0 6.984127 1.023810 322.0 2.555556 37.88 \n", "1 8.3014 21.0 6.238137 0.971880 2401.0 2.109842 37.86 \n", "2 7.2574 52.0 8.288136 1.073446 496.0 2.802260 37.85 \n", "3 5.6431 52.0 5.817352 1.073059 558.0 2.547945 37.85 \n", "4 3.8462 52.0 6.281853 1.081081 565.0 2.181467 37.85 \n", "... ... ... ... ... ... ... ... \n", "20635 1.5603 25.0 5.045455 1.133333 845.0 2.560606 39.48 \n", "20636 2.5568 18.0 6.114035 1.315789 356.0 3.122807 39.49 \n", "20637 1.7000 17.0 5.205543 1.120092 1007.0 2.325635 39.43 \n", "20638 1.8672 18.0 5.329513 1.171920 741.0 2.123209 39.43 \n", "20639 2.3886 16.0 5.254717 1.162264 1387.0 2.616981 39.37 \n", "\n", " Longitude target \n", "0 -122.23 4.526 \n", "1 -122.22 3.585 \n", "2 -122.24 3.521 \n", "3 -122.25 3.413 \n", "4 -122.25 3.422 \n", "... ... ... \n", "20635 -121.09 0.781 \n", "20636 -121.21 0.771 \n", "20637 -121.22 0.923 \n", "20638 -121.32 0.847 \n", "20639 -121.24 0.894 \n", "\n", "[20640 rows x 9 columns]" ], "text/html": [ "\n", "
\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
MedIncHouseAgeAveRoomsAveBedrmsPopulationAveOccupLatitudeLongitudetarget
08.325241.06.9841271.023810322.02.55555637.88-122.234.526
18.301421.06.2381370.9718802401.02.10984237.86-122.223.585
27.257452.08.2881361.073446496.02.80226037.85-122.243.521
35.643152.05.8173521.073059558.02.54794537.85-122.253.413
43.846252.06.2818531.081081565.02.18146737.85-122.253.422
..............................
206351.560325.05.0454551.133333845.02.56060639.48-121.090.781
206362.556818.06.1140351.315789356.03.12280739.49-121.210.771
206371.700017.05.2055431.1200921007.02.32563539.43-121.220.923
206381.867218.05.3295131.171920741.02.12320939.43-121.320.847
206392.388616.05.2547171.1622641387.02.61698139.37-121.240.894
\n", "

20640 rows × 9 columns

\n", "
\n", " \n", " \n", " \n", "\n", " \n", "
\n", "
\n", " " ] }, "metadata": {}, "execution_count": 1 } ], "source": [ "import pandas as pd\n", "\n", "from sklearn.datasets import fetch_california_housing\n", "housing = fetch_california_housing(return_X_y=False)\n", "\n", "df = pd.DataFrame(housing.data, columns=housing.feature_names)\n", "df['target'] = housing.target\n", "target='target'\n", "df" ] }, { "cell_type": "markdown", "source": [ "##### library to import" ], "metadata": { "id": "hK2nemIV9hQG" } }, { "cell_type": "code", "source": [ "import sys\n", "import warnings\n", "warnings.simplefilter(action='ignore')\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.model_selection import train_test_split" ], "metadata": { "id": "3p0YKQRQolwR" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "X_train, X_test, y_train, y_test = train_test_split(df[df.columns[:-1]], df[target], test_size=0.25)" ], "metadata": { "id": "5eR9UNQc6aA0" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# EDA - Exploratory Data Analysis\n" ], "metadata": { "id": "adQLNx7JADAT" } }, { "cell_type": "markdown", "source": [ "## SWEETVIZ\n", "\n", "> https://github.com/fbdesignpro/sweetviz\n", "\n", "> https://youtu.be/UR_OK8vBpeY\n", "\n", "\n" ], "metadata": { "id": "WsXmIlEJAvMs" } }, { "cell_type": "code", "source": [ "!pip install sweetviz" ], "metadata": { "id": "9JLM7GsstLIm" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "import sweetviz as sv\n", "\n", "my_report = sv.analyze(df)\n", "\n", "# we generate html report\n", "# Default arguments will generate to \"SWEETVIZ_REPORT.html\"\n", "my_report.show_html() " ], "metadata": { "id": "jTY1Qt6SAUh0", "outputId": "4fd312cf-6172-420f-881a-c924ecb95d06", "colab": { "base_uri": "https://localhost:8080/", "height": 67, "referenced_widgets": [ "28d60d0b11194deb85454d40e37a0831", "d14e8176aa724d5ea6658e353d51940f", "fb2c80947c82455b8e47c31043be6775", "3389095694bb4c938d04aec68daf0e93", "7df8e4173af14a9494e78dd7352fc0c0", "af3dde3233424c78bb4093bc95b01011", "0e8353f13731424fb020b06f28e19276", "4c0bc7bfce814ae098fd96a7f868694d", "d1114b26dc094fbcb4c994bd616b5ec3", "5b045c418e444de5b343e995d5ba9c83", "b9c186e795dc40c8b5dec7dab5a0808e" ] } }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ " | | [ 0%] 00:00 -> (? left)" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "28d60d0b11194deb85454d40e37a0831" } }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Report SWEETVIZ_REPORT.html was generated! NOTEBOOK/COLAB USERS: the web browser MAY not pop up, regardless, the report IS saved in your notebook/colab files.\n" ] } ] }, { "cell_type": "code", "source": [ "# we generate inline report\n", "my_report.show_notebook()" ], "metadata": { "id": "ax2mdxeiNRiD", "outputId": "c4228a78-fbd9-4dc1-ee36-46d04cdcfa8b", "colab": { "base_uri": "https://localhost:8080/", "height": 771 } }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ " " ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## YDATA PROFILING\n", "https://github.com/ydataai/ydata-profiling" ], "metadata": { "id": "0CLvrh_KCZxo" } }, { "cell_type": "code", "source": [ "!pip install ydata_profiling\n", "#!pip install matplotlib==3.1.3" ], "metadata": { "id": "BdouZF3ltXZ4" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from ydata_profiling import ProfileReport" ], "metadata": { "id": "MTfZttriBZnT" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "profile = ProfileReport(df, title=\"Profiling Report\")" ], "metadata": { "id": "nbqSuoW-ClRT" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "#To generate a HTML report file, save the ProfileReport to an object and use the to_file() function:\n", "profile.to_file(\"ydata_profiling.html\")" ], "metadata": { "id": "YkjBibL3C987", "outputId": "d981059f-ddbd-4f3a-8aaa-0fdd465dd180", "colab": { "base_uri": "https://localhost:8080/", "height": 145, "referenced_widgets": [ "303271ef3f124d3b8257c3417c040006", "00c882d085804dbd86e9bdf4f72fae8f", "dabd1686dca94a9db7037c545048a674", "c06ca6e351734947969d111733a42fa8", "4c2c2ab29f964eecaeaf72df60e28005", "160531dd68874fd2b9545a3f6a9743c0", "034bcc1d32ec4ad28e65c4702c9a067a", "11da55a4d3824b33a3009406cb9ecfe3", "f52b67877686401f9f0e34bf2663d495", "fd919c0dfbf34cb680b7250b5b562d7d", "66063cf5a18a4132bca31ff17499dbfd", "ee3de06ccad34d5ca4118776203d5dc2", "08a1b02d152249d29cdd4a22f4585d0f", "d97c195e1bec4f8bafa4cc914f9831d4", "4a63bc82e88d4e4e8fbf17803c6885bb", "01448ddec5ee440995ab844cb84bc7a6", "efd46b420349444eae76de510cf8f84c", "625100a27fd64976ad6ecc79671f0dff", "4c6e5c245b354ec7adb4413d11b2a150", "ab7001c70796474988a8225d6df0f9da", "c961566737674556916d8bc685aaa2f2", "7305ac833ce747c49b9e54aef3999fcf", "19373d8f6344412989e472a21d53c9f7", "2df84a57e05e492c9bda34dd8a475c44", "ac2c0e3b9219443faf299bf1e8139040", "30888f70f7904639993911a206f369f4", "3a66572ae50241739cd614ecfa7c80c6", "35e43906779745be8e057f932b3d920d", "ed530aa8052a45739556a883f2c11f5a", "f3aa3ad4b46747fea20f1bbc6134a32b", "15550d7852924366b0ec9ea37c289d9e", "6d2d6dd12aa64e02b10dc7465b9e74a5", "6dc3a06b676641a7819a7a3cdc7ebf80", "0cf119550fed483b8c03d76057ebbee3", "e72ac40672484a0f9a5e4a912827755f", "16c530ea9bf147e7992aa665e6f0cf51", "2f263f8498cb4d8ab47926cb4837ab88", "07daad9fb1a54c82b451a5300555cec7", "2022cb18d39f4b9a8ac43d922850c6a3", "90b5b6f350e2479cb8ded98c31b722fc", "1d288c99a09e4802b4c943210c1dabbe", "768ff8aecd1b486bb7222daf3e44b9a4", "180e5c59f6814170b1e430e4d2d172e3", "ec4b032096734983848780b6468512db" ] } }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Summarize dataset: 0%| | 0/5 [00:00" ], "text/html": [ "" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "# AUTOML" ], "metadata": { "id": "bNiOSUoxETz_" } }, { "cell_type": "markdown", "source": [ "## MLJAR\n", "### https://github.com/mljar/mljar-supervised" ], "metadata": { "id": "TCcHA9RsEbWL" } }, { "cell_type": "code", "source": [ "!pip install mljar-supervised[full]" ], "metadata": { "id": "4V240D3PtfGH" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from supervised.automl import AutoML\n", "#automl = AutoML(mode=\"Perform\",results_path=\"AutoML_regression\")\n", "#automl = AutoML(mode=\"Explain\"results_path=\"AutoML_regression\")\n", "automl = AutoML(results_path=\"AutoML_regression\")\n", "automl.fit(X_train, y_train)" ], "metadata": { "id": "QUuZ6xmkM2Vu", "outputId": "6f673380-3d2e-44d3-8571-5ce99a759d84", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 19, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Linear algorithm was disabled.\n", "AutoML directory: AutoML_regression\n", "The task is regression with evaluation metric rmse\n", "AutoML will use algorithms: ['Random Forest', 'LightGBM', 'Xgboost', 'CatBoost', 'Neural Network']\n", "AutoML will ensemble available models\n", "AutoML steps: ['simple_algorithms', 'default_algorithms', 'not_so_random', 'golden_features', 'insert_random_feature', 'features_selection', 'hill_climbing_1', 'hill_climbing_2', 'ensemble']\n", "Skip simple_algorithms because no parameters were generated.\n", "* Step default_algorithms will try to check up to 5 models\n", "1_Default_LightGBM: trained.\n", "2_Default_Xgboost: trained.\n", "3_Default_CatBoost: trained.\n", "4_Default_NeuralNetwork: trained.\n", "5_Default_RandomForest: trained.\n", "* Step not_so_random will try to check up to 20 models\n", "10_LightGBM: trained.\n", "6_Xgboost: trained.\n", "14_CatBoost: trained.\n", "18_RandomForest: trained.\n", "22_NeuralNetwork: trained.\n", "11_LightGBM rmse 0.465607 trained in 24.93 seconds (1-sample predict time 0.07 seconds)\n", "7_Xgboost rmse 0.456562 trained in 37.01 seconds (1-sample predict time 0.053 seconds)\n", "15_CatBoost rmse 0.465409 trained in 58.63 seconds (1-sample predict time 0.0516 seconds)\n", "19_RandomForest rmse 0.771758 trained in 25.53 seconds (1-sample predict time 0.1619 seconds)\n", "23_NeuralNetwork rmse 0.531705 trained in 23.49 seconds (1-sample predict time 0.099 seconds)\n", "12_LightGBM rmse 0.442015 trained in 73.22 seconds (1-sample predict time 0.079 seconds)\n", "8_Xgboost rmse 0.453561 trained in 22.02 seconds (1-sample predict time 0.0542 seconds)\n", "16_CatBoost rmse 0.439662 trained in 46.66 seconds (1-sample predict time 0.0556 seconds)\n", "20_RandomForest rmse 0.629602 trained in 34.85 seconds (1-sample predict time 0.1278 seconds)\n", "24_NeuralNetwork rmse 0.563919 trained in 22.99 seconds (1-sample predict time 0.0675 seconds)\n", "13_LightGBM rmse 0.450272 trained in 64.29 seconds (1-sample predict time 0.05 seconds)\n", "9_Xgboost rmse 0.459185 trained in 14.1 seconds (1-sample predict time 0.0496 seconds)\n", "17_CatBoost rmse 0.471491 trained in 30.68 seconds (1-sample predict time 0.0546 seconds)\n", "21_RandomForest rmse 0.628874 trained in 25.65 seconds (1-sample predict time 0.1312 seconds)\n", "25_NeuralNetwork rmse 0.541484 trained in 21.33 seconds (1-sample predict time 0.0687 seconds)\n", "* Step golden_features will try to check up to 3 models\n", "None 10\n", "Add Golden Feature: AveOccup_ratio_MedInc\n", "Add Golden Feature: MedInc_ratio_AveOccup\n", "Add Golden Feature: MedInc_diff_AveOccup\n", "Add Golden Feature: MedInc_ratio_AveRooms\n", "Add Golden Feature: AveRooms_ratio_MedInc\n", "Add Golden Feature: Latitude_ratio_MedInc\n", "Add Golden Feature: MedInc_ratio_Latitude\n", "Add Golden Feature: MedInc_ratio_Longitude\n", "Add Golden Feature: Longitude_ratio_MedInc\n", "Add Golden Feature: Longitude_multiply_MedInc\n", "Created 10 Golden Features in 0.32 seconds.\n", "14_CatBoost_GoldenFeatures rmse 0.439827 trained in 220.37 seconds (1-sample predict time 0.0833 seconds)\n", "3_Default_CatBoost_GoldenFeatures rmse 0.441131 trained in 57.85 seconds (1-sample predict time 0.137 seconds)\n", "16_CatBoost_GoldenFeatures rmse 0.441146 trained in 79.33 seconds (1-sample predict time 0.1532 seconds)\n", "* Step insert_random_feature will try to check up to 1 model\n", "14_CatBoost_RandomFeature rmse 0.442379 trained in 105.28 seconds (1-sample predict time 0.0582 seconds)\n", "Drop features ['random_feature']\n", "Skip features_selection because no parameters were generated.\n", "* Step hill_climbing_1 will try to check up to 17 models\n", "26_CatBoost rmse 0.436406 trained in 194.52 seconds (1-sample predict time 0.0639 seconds)\n", "27_CatBoost rmse 0.439561 trained in 61.5 seconds (1-sample predict time 0.109 seconds)\n", "28_CatBoost rmse 0.437899 trained in 66.88 seconds (1-sample predict time 0.0555 seconds)\n", "29_CatBoost rmse 0.445864 trained in 22.38 seconds (1-sample predict time 0.0553 seconds)\n", "30_LightGBM rmse 0.44701 trained in 36.21 seconds (1-sample predict time 0.0762 seconds)\n", "31_LightGBM rmse 0.447115 trained in 36.98 seconds (1-sample predict time 0.0517 seconds)\n", "32_Xgboost rmse 0.453331 trained in 29.39 seconds (1-sample predict time 0.0775 seconds)\n", "33_Xgboost rmse 0.448872 trained in 45.71 seconds (1-sample predict time 0.0493 seconds)\n", "34_Xgboost rmse 0.454615 trained in 19.81 seconds (1-sample predict time 0.0496 seconds)\n", "35_Xgboost rmse 0.454204 trained in 20.82 seconds (1-sample predict time 0.0512 seconds)\n", "36_NeuralNetwork rmse 0.534436 trained in 21.89 seconds (1-sample predict time 0.1113 seconds)\n", "37_NeuralNetwork rmse 0.546293 trained in 17.34 seconds (1-sample predict time 0.0683 seconds)\n", "38_NeuralNetwork rmse 0.545955 trained in 26.4 seconds (1-sample predict time 0.0702 seconds)\n", "39_RandomForest rmse 0.669056 trained in 31.72 seconds (1-sample predict time 0.1537 seconds)\n", "40_RandomForest rmse 0.597718 trained in 35.29 seconds (1-sample predict time 0.1417 seconds)\n", "41_RandomForest rmse 0.667502 trained in 34.09 seconds (1-sample predict time 0.1215 seconds)\n", "42_RandomForest rmse 0.598416 trained in 39.05 seconds (1-sample predict time 0.111 seconds)\n", "* Step hill_climbing_2 will try to check up to 19 models\n", "43_CatBoost rmse 0.436834 trained in 129.04 seconds (1-sample predict time 0.0778 seconds)\n", "44_CatBoost rmse 0.440663 trained in 257.42 seconds (1-sample predict time 0.0568 seconds)\n", "45_CatBoost rmse 0.438331 trained in 70.61 seconds (1-sample predict time 0.0589 seconds)\n", "46_CatBoost rmse 0.439263 trained in 171.26 seconds (1-sample predict time 0.0869 seconds)\n", "47_LightGBM rmse 0.442709 trained in 86.55 seconds (1-sample predict time 0.0507 seconds)\n", "48_LightGBM rmse 0.443138 trained in 75.05 seconds (1-sample predict time 0.0472 seconds)\n", "49_LightGBM rmse 0.445275 trained in 86.15 seconds (1-sample predict time 0.0475 seconds)\n", "* Step ensemble will try to check up to 1 model\n", "Ensemble rmse 0.431557 trained in 1.02 seconds (1-sample predict time 0.3651 seconds)\n", "AutoML fit time: 3202.14 seconds\n", "AutoML best model: Ensemble\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "AutoML(results_path='AutoML_regression')" ] }, "metadata": {}, "execution_count": 19 } ] }, { "cell_type": "code", "source": [ "y_predicted = automl.predict(X_test)\n", "y_predicted" ], "metadata": { "id": "rPxRNelo2KJ5", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "7b77eb1e-e4f8-4236-e2a9-e2959a580b8a" }, "execution_count": 20, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([1.79598549, 1.01746422, 2.09676391, ..., 2.32656244, 1.35986105,\n", " 3.72703805])" ] }, "metadata": {}, "execution_count": 20 } ] }, { "cell_type": "code", "source": [ "pd.read_csv('/content/AutoML_regression/leaderboard.csv')" ], "metadata": { "id": "vWxJFFY5KWXY", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "b4b78434-b617-48ca-b67a-b4633ae9b1ec" }, "execution_count": 21, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " name model_type metric_type \\\n", "0 1_Default_LightGBM LightGBM rmse \n", "1 2_Default_Xgboost Xgboost rmse \n", "2 3_Default_CatBoost CatBoost rmse \n", "3 4_Default_NeuralNetwork Neural Network rmse \n", "4 5_Default_RandomForest Random Forest rmse \n", "5 10_LightGBM LightGBM rmse \n", "6 6_Xgboost Xgboost rmse \n", "7 14_CatBoost CatBoost rmse \n", "8 18_RandomForest Random Forest rmse \n", "9 22_NeuralNetwork Neural Network rmse \n", "10 11_LightGBM LightGBM rmse \n", "11 7_Xgboost Xgboost rmse \n", "12 15_CatBoost CatBoost rmse \n", "13 19_RandomForest Random Forest rmse \n", "14 23_NeuralNetwork Neural Network rmse \n", "15 12_LightGBM LightGBM rmse \n", "16 8_Xgboost Xgboost rmse \n", "17 16_CatBoost CatBoost rmse \n", "18 20_RandomForest Random Forest rmse \n", "19 24_NeuralNetwork Neural Network rmse \n", "20 13_LightGBM LightGBM rmse \n", "21 9_Xgboost Xgboost rmse \n", "22 17_CatBoost CatBoost rmse \n", "23 21_RandomForest Random Forest rmse \n", "24 25_NeuralNetwork Neural Network rmse \n", "25 14_CatBoost_GoldenFeatures CatBoost rmse \n", "26 3_Default_CatBoost_GoldenFeatures CatBoost rmse \n", "27 16_CatBoost_GoldenFeatures CatBoost rmse \n", "28 14_CatBoost_RandomFeature CatBoost rmse \n", "29 26_CatBoost CatBoost rmse \n", "30 27_CatBoost CatBoost rmse \n", "31 28_CatBoost CatBoost rmse \n", "32 29_CatBoost CatBoost rmse \n", "33 30_LightGBM LightGBM rmse \n", "34 31_LightGBM LightGBM rmse \n", "35 32_Xgboost Xgboost rmse \n", "36 33_Xgboost Xgboost rmse \n", "37 34_Xgboost Xgboost rmse \n", "38 35_Xgboost Xgboost rmse \n", "39 36_NeuralNetwork Neural Network rmse \n", "40 37_NeuralNetwork Neural Network rmse \n", "41 38_NeuralNetwork Neural Network rmse \n", "42 39_RandomForest Random Forest rmse \n", "43 40_RandomForest Random Forest rmse \n", "44 41_RandomForest Random Forest rmse \n", "45 42_RandomForest Random Forest rmse \n", "46 43_CatBoost CatBoost rmse \n", "47 44_CatBoost CatBoost rmse \n", "48 45_CatBoost CatBoost rmse \n", "49 46_CatBoost CatBoost rmse \n", "50 47_LightGBM LightGBM rmse \n", "51 48_LightGBM LightGBM rmse \n", "52 49_LightGBM LightGBM rmse \n", "53 Ensemble Ensemble rmse \n", "\n", " metric_value train_time single_prediction_time \n", "0 0.445463 105.59 0.0479 \n", "1 0.449881 37.06 0.0612 \n", "2 0.438880 41.10 0.0553 \n", "3 0.546717 17.67 0.0671 \n", "4 0.709524 16.21 0.0841 \n", "5 0.447488 96.86 0.0706 \n", "6 0.455735 32.28 0.0536 \n", "7 0.436748 98.23 0.0995 \n", "8 0.729217 34.63 0.1799 \n", "9 0.547975 16.70 0.0648 \n", "10 0.465607 26.58 0.0700 \n", "11 0.456562 38.05 0.0530 \n", "12 0.465409 59.71 0.0516 \n", "13 0.771758 26.59 0.1619 \n", "14 0.531705 24.89 0.0990 \n", "15 0.442015 74.82 0.0790 \n", "16 0.453561 23.06 0.0542 \n", "17 0.439662 48.16 0.0556 \n", "18 0.629602 35.92 0.1278 \n", "19 0.563919 24.08 0.0675 \n", "20 0.450272 65.29 0.0500 \n", "21 0.459185 15.10 0.0496 \n", "22 0.471491 31.70 0.0546 \n", "23 0.628874 26.67 0.1312 \n", "24 0.541484 22.27 0.0687 \n", "25 0.439827 222.13 0.0833 \n", "26 0.441131 58.98 0.1370 \n", "27 0.441146 81.11 0.1532 \n", "28 0.442379 106.39 0.0582 \n", "29 0.436406 195.65 0.0639 \n", "30 0.439561 62.91 0.1090 \n", "31 0.437899 68.00 0.0555 \n", "32 0.445864 23.42 0.0553 \n", "33 0.447010 37.51 0.0762 \n", "34 0.447115 37.99 0.0517 \n", "35 0.453331 30.94 0.0775 \n", "36 0.448872 46.72 0.0493 \n", "37 0.454615 21.03 0.0496 \n", "38 0.454204 21.84 0.0512 \n", "39 0.534436 23.11 0.1113 \n", "40 0.546293 18.25 0.0683 \n", "41 0.545955 27.32 0.0702 \n", "42 0.669056 32.75 0.1537 \n", "43 0.597718 36.32 0.1417 \n", "44 0.667502 35.26 0.1215 \n", "45 0.598416 40.07 0.1110 \n", "46 0.436834 130.75 0.0778 \n", "47 0.440663 258.50 0.0568 \n", "48 0.438331 71.69 0.0589 \n", "49 0.439263 172.52 0.0869 \n", "50 0.442709 87.62 0.0507 \n", "51 0.443138 76.06 0.0472 \n", "52 0.445275 87.22 0.0475 \n", "53 0.431557 1.02 0.3651 " ], "text/html": [ "\n", "
\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
namemodel_typemetric_typemetric_valuetrain_timesingle_prediction_time
01_Default_LightGBMLightGBMrmse0.445463105.590.0479
12_Default_XgboostXgboostrmse0.44988137.060.0612
23_Default_CatBoostCatBoostrmse0.43888041.100.0553
34_Default_NeuralNetworkNeural Networkrmse0.54671717.670.0671
45_Default_RandomForestRandom Forestrmse0.70952416.210.0841
510_LightGBMLightGBMrmse0.44748896.860.0706
66_XgboostXgboostrmse0.45573532.280.0536
714_CatBoostCatBoostrmse0.43674898.230.0995
818_RandomForestRandom Forestrmse0.72921734.630.1799
922_NeuralNetworkNeural Networkrmse0.54797516.700.0648
1011_LightGBMLightGBMrmse0.46560726.580.0700
117_XgboostXgboostrmse0.45656238.050.0530
1215_CatBoostCatBoostrmse0.46540959.710.0516
1319_RandomForestRandom Forestrmse0.77175826.590.1619
1423_NeuralNetworkNeural Networkrmse0.53170524.890.0990
1512_LightGBMLightGBMrmse0.44201574.820.0790
168_XgboostXgboostrmse0.45356123.060.0542
1716_CatBoostCatBoostrmse0.43966248.160.0556
1820_RandomForestRandom Forestrmse0.62960235.920.1278
1924_NeuralNetworkNeural Networkrmse0.56391924.080.0675
2013_LightGBMLightGBMrmse0.45027265.290.0500
219_XgboostXgboostrmse0.45918515.100.0496
2217_CatBoostCatBoostrmse0.47149131.700.0546
2321_RandomForestRandom Forestrmse0.62887426.670.1312
2425_NeuralNetworkNeural Networkrmse0.54148422.270.0687
2514_CatBoost_GoldenFeaturesCatBoostrmse0.439827222.130.0833
263_Default_CatBoost_GoldenFeaturesCatBoostrmse0.44113158.980.1370
2716_CatBoost_GoldenFeaturesCatBoostrmse0.44114681.110.1532
2814_CatBoost_RandomFeatureCatBoostrmse0.442379106.390.0582
2926_CatBoostCatBoostrmse0.436406195.650.0639
3027_CatBoostCatBoostrmse0.43956162.910.1090
3128_CatBoostCatBoostrmse0.43789968.000.0555
3229_CatBoostCatBoostrmse0.44586423.420.0553
3330_LightGBMLightGBMrmse0.44701037.510.0762
3431_LightGBMLightGBMrmse0.44711537.990.0517
3532_XgboostXgboostrmse0.45333130.940.0775
3633_XgboostXgboostrmse0.44887246.720.0493
3734_XgboostXgboostrmse0.45461521.030.0496
3835_XgboostXgboostrmse0.45420421.840.0512
3936_NeuralNetworkNeural Networkrmse0.53443623.110.1113
4037_NeuralNetworkNeural Networkrmse0.54629318.250.0683
4138_NeuralNetworkNeural Networkrmse0.54595527.320.0702
4239_RandomForestRandom Forestrmse0.66905632.750.1537
4340_RandomForestRandom Forestrmse0.59771836.320.1417
4441_RandomForestRandom Forestrmse0.66750235.260.1215
4542_RandomForestRandom Forestrmse0.59841640.070.1110
4643_CatBoostCatBoostrmse0.436834130.750.0778
4744_CatBoostCatBoostrmse0.440663258.500.0568
4845_CatBoostCatBoostrmse0.43833171.690.0589
4946_CatBoostCatBoostrmse0.439263172.520.0869
5047_LightGBMLightGBMrmse0.44270987.620.0507
5148_LightGBMLightGBMrmse0.44313876.060.0472
5249_LightGBMLightGBMrmse0.44527587.220.0475
53EnsembleEnsemblermse0.4315571.020.3651
\n", "
\n", " \n", " \n", " \n", "\n", " \n", "
\n", "
\n", " " ] }, "metadata": {}, "execution_count": 21 } ] }, { "cell_type": "code", "source": [ "import imageio\n", "\n", "def show_image(file):\n", " im=imageio.imread(file)\n", " plt.figure(figsize=(8,8))\n", " plt.imshow(im)\n", " plt.show()\n", "\n", "show_image('/content/AutoML_regression/features_heatmap.png')\n", "show_image('/content/AutoML_regression/ldb_performance_boxplot.png')\n", "show_image('/content/AutoML_regression/correlation_heatmap.png')\n", "show_image('/content/AutoML_regression/Ensemble/true_vs_predicted.png')\n", "show_image('/content/AutoML_regression/30_LightGBM/permutation_importance.png')\n" ], "metadata": { "id": "UHoT_gKhKr2c", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "af2539de-3479-459f-89f0-ef4467049d28" }, "execution_count": 22, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAApwAAAHdCAYAAACwp6nxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXycZb3//9d13/fsW/alSbpBt3QFWrSsxSIKglIXEGTRo35RsHiqB1c4CgKVXQQUVw6iVH6yygEFOdQN9wWtIKVYaEvTZk9mMuu9XL8/Jhka0iST0ljafp6PRx8k05l77rlnaN65ruvzuZTWWiOEEEIIIcQkMfb1CQghhBBCiAObBE4hhBBCCDGpJHAKIYQQQohJJYFTCCGEEEJMKgmcQgghhBBiUkngFEIIIYQQk0oCpxBCCCGEmFQSOIUQQgghxKSSwCmEEEIIISaVNdlP8Pvf/oa7f3AnA6kUhx+xjA9dcCGBQGCyn1YIIYQQQrxOTOoIZyqV5Ou33cw7Vr2bK9dex/Mbn+OxnzwymU8phBBCCCFeZyZ1hPNfL7yA53mc8KYTUUpxxLIj+eezz/D209857mM9z6O3t4dgMIRSajJPUwghhBBC7AGtNblclsrKKgxj9HHMSQ2cyWQ/gWCwFBjD4TCpZHK397VtG9u2S9/39HRzyZrVk3l6QgghhBBiL7j19m9TXV0z6t9P+hrOEUYZrHzogXu570f3jLj91tu/TSgUnuSTEkIIIYQQE5XNZvjYRz5EMBga836TGjhjsRjZTBbP8zAMg2wmSyKR2O1937Hq3Zxy6jtK3w+9gFAoTDgsgVMIIYQQ4vVqvOWPk1o0dMihszFNgyd+9lN27Gjjz3/6A/PmL9jtfX0+H+FwuPRHRjWFEEIIIQ4MkzrCGY/H+chFF/PDH9zFPXd/nyOWHsmbTzp5Mp9SCCGEEEK8zkz6Gs7lRx3D8qOOmeynEUIIIYQQr1Oy05AQQgghhJhUEjiFEEIIIcSkksAphBBCCCEmlQROIYQQQggxqSRwCiGEEEKISSWBUwghhBBCTCoJnEIIIYQQYlJJ4BRCCCGEEJNKAqcQQgghhJhUEjiFEEIIIcSkksAphBBCCCEmlQROIYQQQggxqSRwCiGEEEKISSWBUwghhBBCTCoJnEIIIYQQYlJJ4BRCCCGEEJNKAqcQQgghhJhUEjiFEEIIIcSkksAphBBCCCEmlQROIYQQQggxqSRwCiGEEEKISSWBUwghhBBCTCoJnEIIIYQQYlJJ4BRCCCGEEJNKAqcQQgghhJhUEjiFEEIIIcSkksAphBBCCCEmlQROIYQQQggxqSRwCiGEEEKISSWBUwghhBBCTCoJnEIIIYQQYlJJ4BRCCCGEEJNKAqcQQgghhJhUEjiFEEIIIcSkksAphBBCCCEmlQROIYQQQggxqSRwCiGEeM1c10Vrva9P43VFa43ruvv6NIR4XZDAKcQBQGtNNptlYGBg2J90Oo3nefv69EYYOl/btvd5SPE8b9i1S6fTe3xeWmsymQyO4+A4Dtlsdq9df8/zXtP76TgOmUxmUj4P2WyWb33rW2zbtm2vH3t3Xuu12JXWGtu2h/1/k8/n0VrjeR6ZTGbEZ8J13dLtjuOgtUZrXbrGmUwG13WxbZs77riDl156aZ9/zoXY1yRwCnEAyOVyfOITn2DlypUsWrSIuXPnsnLlSt773vfS1ta2159v586dPPjgg2QymT16fC6X46yzzuK73/3uXj6zidu5cyennXYay5YtY+XKlRx33HFcdtlldHd3T/hYfX19rFixgieeeIJf//rX/Pd//zf9/f27vW8mk+Hhhx9m586dZR17+/btLFy4kI0bN074vAB+9atfccopp7B169Y9evxoPM9j3bp1/O53vyMej+/VY49m48aNzJ07l87Ozr1yvLvvvpvW1lZWrlzJypUrufXWW7Ftm3vuuaf0mfjkJz9JKpUin8/z7W9/mxNOOIHjjjuOq6++uhRI165dy4oVKzjuuOO47bbb8DwPn8/HF77wBQYGBvbKuQqxv7L29QkIIV67QCDA5z73ObLZLNdeey2bN2/m9ttvx7Is6urqyGQydHV1obWmurqaSCRCd3c3uVwOgHg8TjAYpKOjA8/z8Pv9KKWora3FcRw6OjpwHIfq6mosy+IXv/gFl1xyCQ888ACLFi3C5/PhOA47duygsrKSSCRCT08PhUKBhoYG+vr66O/vx+fzUVtbC1AaScpms/T09FBXV4dpmuzYsYOKigoikQipVIqenp7S4/x+P7lcjs7OTjzPo6qqimg0ilIKrTV9fX1kMhmmTJmCbdu0tbXR2NiI1nq3j4FiYMrlcrz//e/n9NNP5+WXX+bDH/4wM2bM4MwzzyyddyAQoLKyku7ubgYGBohEItTU1KCUKp1nLpejv78f27ZZsmQJsViMSCSC67p0dnaSzWaJxWLE43GeeeYZ1qxZw5e+9CVOP/10/H5/6T7xeJyqqiqA0rXr7e2lv79/2Khef38/qVSq9Bq3bdtGQ0MDpmnS2dmJbdskEgkqKipwHIdUKoXjOLS3t2NZFtXV1SSTSZLJJM3NzTiOQ2dnJ7lcjoqKCioqKtBa09vbSzKZJBQKUVNTg2W98qNj69atrFu3jquvvpqKioph78/QZ01rTVdXF+l0mlAoVPoMbNu2jUgkwsDAAOFwmHA4TE9PT+lz63kenZ2d+P1+MplM6Zq7rktfXx+e55Xe976+PoLBIHV1dRiGQSaTKf3SUFtbSygU2u3/O57nsWXLFo466ii++MUvYhgGFRUVtLW1cdttt3H22WczZ84cPvvZz/L444+zePFirrnmGq699lqi0SgXXHABb3rTmzBNk3vvvZcvfvGLZLNZrrvuOo455hhWrVrF/fffz2OPPca73vWu0udOiIONBE4hDgCGYdDS0gJQCnyzZ88GiqHk6quv5mc/+xmu67JixQquvPJK1q5dy3333cfcuXO5+OKLaWtr47rrrqO6uppcLseCBQu49dZbufPOO/mf//kftNYsWrSICy64gNtuu42Ojg7Wrl3LzTffTFNTE729vZx77rmceeaZfOADH+BTn/oUwWCQNWvWsGbNGtra2nBdl49//OO8973vLZ37U089xX//939z5513UllZybve9S4+9alPceSRR/L5z3+ef/zjHyilWLNmDe9617u44YYb+NGPfoRpmixZsoSbb76ZWCwGwEMPPcRXvvIVfvOb3/D3v/+dM844g5/97Gfcf//93HPPPRiGwaJFi7j55ptJJBKlc1BKUV9fz+zZs5kxYwbTpk3jueeeY926dVx++eUsWrSIM844g/nz5/PZz36WVCpFNBrlpptuYsaMGfzXf/0Xv/nNb2hubqajowOAn/zkJ/zgBz/g+9//Pn/961+5/PLLsW2bSCTC5z73Oe644w7a2tq44YYbaG1tZevWrVx99dXkcjmampq45ZZb8Pv9XHjhhWzevJmGhgay2eyw9/3JJ5/kM5/5DL/+9a/p7u7mxBNP5MEHH+Qvf/kL3/jGN9Ba09jYyDe+8Y3SY3K5HFdccQVNTU2sXbuWe+65h2984xv84Q9/4L777uOmm26iUChwyCGHcMMNN5BKpfjkJz9JV1cXSikuvfRSTjvtNAzDQGvNhg0byGQyLF68mGw2y80338y6deswDIOlS5dy3XXXsWHDBj7/+c+TTqcxTZPrrruO+fPnc/jhh7N06VLa29vx+XzMnz+fF154gd7eXq6//nqampo4++yzaWhooLu7m2g0OmJUfNOmTfznf/4n7e3tmKbJl770JY4++mg+97nP8atf/QrXdTn99NNZs2YN69ev5+9//3vpsfPnz2fVqlVs376ddDrNAw88wCGHHMKpp57Kc889x8DAAKeeeirNzc0ceuih/OUvfyEWi+Hz+VixYgV+v5+ZM2eyYcMGlFI0NjZy/PHHEwwGueqqq9i8eTOHHXYYy5cv57HHHuPUU08lGAzujf/lhdjvyJS6EAe4fD5PPB7nmmuu4TOf+Qx33XUXO3bsQGvNvHnzuP3221myZAlf/epXWb16Nffddx/z5s1Da83f//53br/9di644AIuu+wyNmzYwM6dO7nkkktoaGjgyiuvpKGhAYCqqipWrFjB+vXr6erq4je/+Q2nn346PT09nHDCCdx4442ccMIJfO973xsxFb/rqN1QocX3v/99Nm3axPXXX89ZZ53Fddddx5YtW3j00Uc599xzue2226ipqaGrq6v02GXLlmGaJk8//TQ///nPWbp0KaZp8sgjj3DWWWfxta99jbq6uhFTsZ7n8eyzz/LEE09w++238+KLL3LUUUcBUF9fz1e/+lVWrVrF2rVrOeSQQ7j++utpbm7m29/+Nr/4xS9Yv349P/jBD7jhhhuGjaQNjb6tXbuWd77znfz4xz9mxYoVPP3003zhC1+gpaWFyy67jPr6er785S9z/PHHc+ONN5LP57n77rt56KGHaGtr4/777+fSSy/FMIb/k3344Yfj8/nYsGEDTzzxBEuWLKG+vh6lFJdccglXXnklL774Ir/61a+GPW5ozeGuX/f09HDFFVdw6qmncuONN9LW1saPf/xjnnrqKXbu3Mm3v/1tPvKRj/Dyyy+X3i+tNRs3bqS5uRnDMOjq6uK+++7jAx/4AN/5znfw+/309/fT19fHmWeeyU033URLSwvf+973ACgUClxwwQX8+Mc/JpPJUFNTw7333svSpUt55JFHsG0by7L4j//4D+69917i8Th33nnnsLWUN910E5Zlce2113L00UfzjW98gy1btrBu3To++9nPcuutt1IoFEilUpimiWVZpT+maQJQV1dHOByms7OTK664gjvuuKO0DjMQCGBZFj6fr7RuMxgMYhgGhmEQCoVKtw8dNxgMorWmUCiglKK1tZUXXnihNKMgxMFIRjiFOIBprUvT0FdddRXJZJJUKlUaKaupqaG5uZmNGzdiGAbLli2jsbGRlpYWtm/fzvbt23nxxRf55je/iVKK7u5u2tvbmTNnDqZpEo/HSz+0TdPkpJNO4rHHHuORRx4hFovR2tpKOp3mz3/+Mw888EBpyn28H7ye5/H000/z4osv8tnPfpZ8Pk9fXx/xeJwzzzyTBx98kA0bNvCWt7yFpqYmoDhKecghhzBnzhz+7//+j6eeeopVq1bR3NzMWWedxb333sszzzzDSSedVBoNHuK6Lk888QSbNm2iurqa66+/npNPPpm77rqLaDTKjBkzaG9vZ8uWLTz77LP84x//oK+vj8MOO4wNGzYwe/ZsZs2ahW3bI9Yx5nI5Nm3axPHHH8+UKVP41Kc+hW3bpdG+eDzOjh07aGtr46GHHmL9+vV0dnbS2tpKW1sbS5YsYerUqfj9fgKBwLBj19fXc/TRR/O///u/tLW1cdxxx1FbW4thGHznO9+hv7+f7du309vbS01NzZjX/KWXXqKjo4Mf/vCHPPzww7S3t9Pe3s573/tennzySS699FIWLFjA+9///tJ7DpBKpUohu7a2lvPPP58HHniAv/zlL5xyyinU19eTSCR4/PHHufvuu3nppZd4wxveUPrMzJw5k8bGRqqqqpg1axb19fU0NTWxbdu20hrImTNncuihh7JgwQK2bt2KbdtAcVnGxo0b2bRpE5/73OcYGBigsbERv9/PBRdcwLe+9S2mTp3Ku9/9bmpra4nFYqXpfKD0+f30pz+NZVkEAgGuuOIKfvKTn3DBBReUPhtDodyyLAzDGFaR73kelmWVioyG/quUKv2CEI/H92oBmRD7IwmcQhzg/vnPf3L77bfz4IMPkkgkOOaYY0ZUzFZWVmLbdmmd51AgDYfD1NbW8vWvf70UgJqamvjDH/6w26rbI444Ar/fz6233spJJ51EXV0dl19+OTt27ODOO+/kpz/9Kd///veHPcbv9+O6LoVCgUKhgOM4KKWoqqriyCOPLI1oDRXfNDU1cccdd/C73/2Oyy+/nBkzZrB8+XKguJb1lFNO4aqrriIQCHDsscfS399PXV0dd9xxB3/84x+57LLLmDZtGscee2zpHHw+Hx/60Ic477zzUEphWdaItXbhcJhoNMoZZ5zB6tWryeVyFAoFfvWrX3H//feXQnShUBj2OMuyqKqqYtu2bSxbtoynn36aTCZDa2srUPylIBaLEYvFWLNmDe95z3vo6+sjEAjwrW99i6eeeqp0fV7dYicQCPCWt7yFT3/60wQCAS699FJ27NjBV77yFVavXs1JJ53E+973vmGPUUqVRuu01uRyObTWJBIJotEol19+OW9961vp7e3F7/fz/PPPl9a0XnnllXz+859n3bp1+P1+ABKJBMlkEoB0Ol0ahfzTn/7ERRddxJQpU/ja175GdXU1t99+O9dccw1btmzZ7Wd1d7TW5PN58vk8O3fuJB6Pl9aQ+v1+YrEYp512GldddVXpc2IYBgsXLuT//b//xxNPPMGaNWv44Q9/yLZt29iwYcOw9911Xa666ipOO+00li9fXhphr6ysxLIstm3bRiwWo7e3l6VLl5am95PJJLFYjO3btzN16lRs26a3t7e01nZojSxAMpkc9suZEAcjCZxCHOAqKiqoq6vju9/9LplMhkKhMGKEsa6ujhUrVvClL32Jxx57jMcff5xly5axZMkS3vjGN3LJJZcwf/58tm7dyjXXXENdXR25XI5bbrmFT37yk6XRM5/Px1vf+la+/OUvc9JJJ5VGpx5++GFuuukmnn76afL5fGmECmDWrFkAXHbZZYTDYXbs2IFpmpxxxhl88pOfZPXq1ViWRSKRYPXq1dxxxx3cc889hMNhQqFQqbgGimFqxYoVfPrTn2bZsmXMnj2b9vZ27rrrLu655x6i0SihUKgUBHZlWVYpRO1OVVUVZ5xxRqn9T3d3N29+85tZuXIlgUCACy+8sFSM9errf/bZZ3PjjTfy5JNP8vvf/57Vq1ezfPlyQqEQX//617nyyit561vfyi233MKf/vQnduzYwfnnn89b3vIW7rnnHj760Y+WAu6ulFIcf/zxaK2pr69n1qxZ9Pf3M23aNB555BH++Mc/snnz5mHvdyAQ4LDDDuOb3/wmF154IX/84x/RWjNt2jROPvlkrr32Wn7xi1+wbds2PvrRj7Jz505uueUWli9fzqZNmzjyyCNLYVwpxezZs1m3bh22bZPP5/nBD37Ao48+SiQSobKykurqambMmMH69etZu3YtTz75JNOnTy97tG9gYIAbbriBmpoa/vSnP3HjjTeWRg5DoRDnnHMOX/jCF/jEJz5BoVBg7ty5vOc97+H666+ntbUV27ZpbGyksrKS888/n/PPP3/Y8R3HwbZtLrnkEhYvXsxvf/tbPvaxj7F48WIWL17MpZdeSmNjIx0dHZx88slUV1ezbNkyLr744tJrPPzwwwkEAtxyyy184hOfwHEcpk+fzpIlS4DiL31z5syR9ZvioGZ+8Ytf/OK+PondsW2bHz94H+9Y9S58Pt++Ph0h9huBQIC5c+cyb968YSOFQ+Hk2GOPZf78+TQ0NDB37lxmzZqFYRjMnj2bRCJBY2MjO3bsYMqUKbzzne9k5cqVxONxYrEYZ5xxBosXL6aiooL58+dTUVFBa2vrsKne5uZmZsyYwWmnnYbf72fevHk0NzeXRqIWLlxIa2sr1dXVLFmyhFmzZnHEEUcQCAQ45phjWL58OcuWLePwww8vTb3Onj2bc889l2nTpnH00UdjGAZNTU1ceOGFtLa2DhuNDAaDTJ8+nVNOOYVp06YRi8U4+uijMU2TKVOmcOGFF7JgwYJhoSmRSHDYYYdRV1c37Fr6fD6mT5/OokWLME2Tww47jLlz52IYBsuXL2fVqlXU1dWxfPlyTNNk6dKlrFy5kiOOOILa2lqmTZvG4sWLOeqoo2hqasKyLM455xxOOeUUQqEQCxcuJBqNsnjxYk466SSmTp2KZVmceOKJnHTSSUyZMoUjjjgCwzBYsWIFRx99NEuXLiUcDg97vS0tLZx88snMmDGDSCTCG97whlIRztve9jZmzZrFzJkzmTJlCocddhiHH344DQ0NVFZW8va3v50jjjiCJUuWcOyxxzJlyhQsy+Jtb3sbxx9/PPPnz2f27Nm4rsuJJ57I+9//fsLhcOn6BYNBHn30UVpbW5k3bx7HHXccSikaGhq4+OKLmT9/PkuXLqWyspKGhgbe8Y530Nraypw5c6iqquKoo44iEokQiURK5+X3+0ufx5/+9KecccYZNDc38773vY8TTzyxVMX+xje+kYULF3L44YejlGLhwoWcffbZNDc3c9xxx+F5HjNnzmT16tXMmDFjtxXiSqnS++Pz+TjrrLN4+9vfTigU4phjjiESidDQ0MBFF11Ea2srkUiEY489Fp/Px9SpU/n4xz/OzJkziUajHHvssViWxZw5c1i9ejWNjY2k02m+9rWvsWrVqhGfVSEOBOXmNaVfp91oM5kMHzz/bL5z593D/nEVQux9nufx5S9/mV/+8pdYlkUymeTKK6/k2GOPlR+QYkye5/G9732P9evX85WvfIXKysq9duy//e1vfPCDHyyNsO5vXNflrrvu4ne/+x033XTTqK2ZhNiflZvXZEpdCIFSio9+9KMcddRRZDIZDj30UGbNmiVhU4zLMAzOPPNM8vk86XR6rwbO6dOnc9111zFnzpy9dsx/J9d1UUqVWoQJcTCTwCmEQClFZWUlK1as2NenIvZDwWCQD3/4w3v9F5REIsEJJ5ywV4/57+Tz+Tj33HNRSskvb+KgJ4HzdWyoWlL+oRJC7A9epyu09jm5LmLPaAzDPGAygATOfWgoUILGNEe2Ycnn8/zonrtxHGffnKAQQggh9olQKMQ7333mmN0z9icSOPehzo4OfvLow9TVNfDWU9622/v09vTw3vedK/3bhBBCiIOE67isu/uufX0ae5UEzn3EcRye+NlPqatvYNmyI9Fao5Qasd2cz+ejqqq61OhYCCGEEAe2oW1dD5TpdNiDwJns7+epX/+SX/5iPReu/k9aWqbS3d3F7bd9lRc2PU99QyMf/shFHHLIoQD88O67WP/kExiGwVtOfhunr3r3Xn8R+6NcLsfL27ZRKBRYd/ddvO2005k58xA8z+MPv/8tL2/biuO4pR1fhBBCCCH2V8ZE7pzNZvnYRz/Mb5/6NS+9uBkGR+O+f+cdWJbFdTfewpw58/j6LV8B4Om//pnHfvIIl3z681y0eg0/+uHdvLDp+b3/KvZDpmkSjcZYccJKpk6bzkub/wUUW4wcOms2R77hKJYe+YYDZu2GEEIIIQ5eEwqcfr+fW77+TVb/5yeG3f7PZ5/hmONWUFNby5tOfDPbt79Msr+ffz7zDLPnzOXQWbNZsHARLVOn8c9nn9mrL2B/FQwGecPy5Tz+00fZ2dbGnHnFfZWVUtTW1jFt+nRaWqbK2k0hhBBC7PcmNKVumiaJRAWdHe3Dbk8m+0s7KAx1mU8mk/Qn+wkGX9lZIRwOk0z27/bYtm0P2185m81M5NT2O0opDjt8KfMXLEIpJSOZQgghhDhgTVolymjrXEdbAPvQA/dy34/umazTeV0yDEN2nxBCCCHEAW+vBM5YLE46nQYgM1jkEk8kiMVidHd1lu6XzWaJJxK7PcY7Vr2bU059xy73zfCxj3xob5yeEEIIIYTYhya0hnM081rn88ufr6ers5P1//czWlqmEovFmde6gOc3PsfzG5/j2Wc2sHXLS7S2LtjtMXw+H+FwuPQnFBp9A3ghhBBCCLH/2CsjnOec9wFu/9pX+a81q2lobOQjF10MwGGHH8FbTz6VG65di2EYnHnWOcwcbJckhBBCCCEODnsUOGvr6ln3owdL39fU1nLpF7404n5KKc465zzOOue8PT9DIYQQQgixX5Pta4QQQgghJkBrjR78WjF6QbR4hQROIYQQQogyaa3JOx4v92YwlKKpMoTfNCR0jkMCpxBCCCFEmTTwcm+GzmQeTbEN5LTqCBI3x7ZXqtSFEEIIIQ4mr0ypS9Qsh4xwCiGEEEKUSQEtlWEMpVAKplSEJHKWQQKnEEIIIUSZlFL4LYPpNZHi90jRUDkkcAohhBBCTIBSMpE+UbKGUwghhBBCTCoJnEIIIYQQYlJJ4BRCCCGEEJNKAqcQQgghhJhUUjQkhBBCCDEBWmtyjocCApbsMlQOCZxCCCGEEGXSWtM1kOeFjgEMpTi0LkpVxC+hcxwypS6EEEIIUSatoTOVJ1dwSecdugfypV2HxOhkhFMIIYQQolwKXE/zQkcKpRRTKmWnoXJI4BRCCCGEKJcGy1TMbogDYCiFBgmd45DAKYQQQghRJqWgLhYklXUGvw5I2CyDBE4hhBBCiAmIBX1URwMYBkQCEqXKIVdJCCGEEKJMGtjem6E9mQPAVIqWqvC+Pan9gFSpCyGEEEKUS4Pt6tI0uu1pqVIvgwROIYQQQogyKQU1sQCdA3l6MwVqorKGsxwSOIUQQgghyuRpeKEjxZauNJs7B9jcOSAjnGWQwCmEEEIIUSZPa17uydAxkKcjmaOtL4vWEjnHI0VDQgghhBBlMpSiLh7ENFTx61gAJZPq45LAKYQQQghRJqUg5DexlMJQEPSZyDbq45PAKYQQQghRJs/TdCRz2K4HFPdV9zSYEjrHJIFTCCGEEGICutMFntuZQgGLWir29ensFyRwCiGEEEKUydPguB4BS6GUwna9waIhGeIciwROIYQQQogyGQq0hq09GQylUBSDpxibBE4hhBBCiDI5nqYzlSMW9KGBjlQW19OYhoTOsUgfTiGEEEKIMlmGoiERwvU0aE1jIiRhswwywimEEEIIUSalFNGgD8tQGIYiEvDt61PaL8gIpxBCCCFEmRzX47kd/bzcm2VbT4aNO5N4nuw0NB4Z4RRCCCGEKJPtemzvzZDMOQBs783geB4+GcMbkwROIYQQQogyKaUwDQNvsBOSZRpSpV4GCZxCCCGE2K9ordEaXK2xBgt2Jiv0FXtsFqvTTaVQCnzWK6OZPkt2Ui+HBE4hhBBC7De01tiuZnPnAAN5h/p4kObK0OQ9H/Byb5aOZI5Y0KIuFqTguKWQWbA9PGQN53hkwTvhgu0AACAASURBVIEQQggh9iupnE33QB407OjLYruTF/hs12NHXxZ0cd/0rO0Q8ploimE05DcxZEp9XBI4hRBCCLFfCVgmPtMg73iEA9ak9sE0DUXYb5J3PPyWgWUYpPNOcUxTQybvSJV6GWRKXQghhBD7DaUUkYDJvClxsgWXeMjHWHnT9TTpvINpqD0ajTSV4tC6GKmcTchvorWm4BQDpgbyjkyol0MCpxBCCCH2K0opogGLaMAqfb87Wmt29GfZ0pXGNBSzG+JUhn0TKjBSShH0GQR9AQCSORvbeyVk2m6xgEmMTQLnPtTV1Un7zh0oZdDSMpVYPL6vT0kIIYTYL5QTGj0NfZkCPtPE1R7JbIHK8MR3Btr1uVxXk7e90vc525Up9TLIGs596LdP/Zq//PlPdHZ2kC/k9/XpCCGEEAcUQ0FtNIinPXymQWUk8JqPGfKbNCaCKEABTRUh/JbEqfHICOc+orUm2d9POBymsrKKiorK0u2e5+F5Hq7jyLoQIYQQYg8ppaiLB0iEfRhK4TPVa+7XqTXDptA9reVndRkkcO5DrQsWkMlk+O1vfo1hKBYsXIznuTzx+GO88MImPNcll8/t69MUQggh9lvFNZjmXjue7Xr0ZgqlkNmTtnFlSn1cEjj3Edd1SSaTTJ8xk21bt5JKpQAwDJOVb34LbzrxJPL5PN/7n+/s4zMVQgghxK68Xb7WpY6cYiwSOPcR0zRpbJzCL3/+JIlEgsVLDgeKv4lZVvFtcV1XtssSQgixz2it8XRxraJSk7d95P5EKbB2uQ6WoZDNLccngXMfUUoxe85cZs+Zu69PRQghhBhBa81A3mFrdwbLVEyrjhCwjIMidOpdFmm++vUaShHyG6Wq65Df5CC4JK+ZBE4hhBBCjOBp2NaTIZVz8LQmYJlMqw7v69PaY2OFyF25nqZ7IE+m4FAbCxL2m8Pu7zMNGhMhfEbxOI2JEJYpVerjkcAphBBCiBGUAr9l4mkbYL9u/eNpzUDOwfE08aCFZY7eKL4/a/NCxwAKSGYd5jcl2PXuntb0ZW1sD5Qq3t+Tzu/jksAphBBCiBEMpWipChGwDCxDURsL/Fum07XWxd170PjN8qbwxxq91FrTky6waWcKV2taqsK0VIVH3eLS9TRaayzTKO4opDXsskYz73h0JvPFUiEN7f05bMcjYO29SvgDkQROIYQQQgwzVCxkGQbNlaHS7UPtf4xJKiDSg6OHL7Sn8DQcUhelOuIf87m01qRyDqmcTSzoI+w3MY3h/TYH8g4AftMkmbV5VYYcpiLso6kyzEDeYUpFCPNVG7X7LYPamL/4cAV18QA+mVIflwROIYQQQpRorcnaLi91pfG0Znp1hEjAIlMo3gYwvSYyYm3jXnluoHsgj+sVp/Q7U3kqw35GmQEHIGd7PLcjSd7x6M8WaEyEaKkOUxt9ZUS2JuKnL13Adj0aEiGMUY6nBpvDT60Oo/Xug7WpFPGQn6AFCkUi5B91tFS8YkKB88cP3c9PHnmYXDbLgoWL+MhFF5PL5bj9tq/ywqbnqW9o5MMfuYhDDjkUgB/efRfrn3wCwzB4y8lv4/RV756UFyGEEEKIkbTWOJ7GUKrsUUkN7OjL0Z+xUUrxcm+WQ+uitPVlSeYcFLC9r3jb3o5ZCkiE/HQk82gPKkK+UcPhEMfzKLgeedujrS9HRdjP1u4MlWF/aWehSMBiQVMCrcEqY7chQ6lRR0A9rckUXLzBNZzpgoMnfTjHVfYY8N//9jT/37q7+ehFF3PVl29gy0sv8fBDD/D9O+/Asiyuu/EW5syZx9dv+QoAT//1zzz2k0e45NOf56LVa/jRD+/mhU3PT9oLEUIIIQ4WntaltYaj0VrTnszz9NZenm3rJ2u7Y95/iAKCPgOti1PoQZ9Z2q3H84rPG7SMSek8qZSiOupnUXOChS0J6uPBccNh2G/RXBkm6DdoSARRKAKWMWzUUSmFZRr49kJbJ09D3nHwAFdD3nGRmqHxlT3CaVkWZ59zHosWHwbAjJkz6e/r45/PPsO57/8PampredOJb+bxxx4l2d/PP595htlz5nLorNkAtEydxj+ffab0vRBCCCEmZmjEsq0vS3pwjWEi5NttiHI9zY7+LKBI5Rx6MzahxPiFLUop6uNBTEPhaaiNBTANRWMiiDV4WzxkUXC9sot6JsJQimjQV/b9TaM4BT6lIkQyZ5MtuFRH/OOOjI5FDwZ62/XwmcawNaGGgrDfV2z4roqBV2bUx1f2CGfr/AWccurbAWjbvp2/Pf1Xjj72eJLJfkKh4oLicLjYnyuZTNKf7CcYfGWhcTgcJpnsH/X4tm2TyWRKf7LZzB69ICGEEOJA1pMu8HJPllTW4aWu9Kj7eBtKEQ1YFBwXQynCE9hP3DSKoXMoZJZuSwQxFPxjez9/39ZPMueUNWo62Qyl8FsG1RE/zZWhwWbse54CXU+zqX2Av27tY+POFM4u19g0FJVhHyG/QchvUiFrOMsy4aKh3t4erll7BW868SQWLFy02/uMdt3HevMfeuBe7vvRPRM9HSGEEOKgYqriyJqn9Yhq7F0ZRnF3oMqwH59lEAtaZYew3d1PKYXnaboG8ljKwHE9+jIF4kELx/NI510sQxHym/ssgO2t0daC69GbKeA3DfoyBXK2W6pE17o4re4zDRRq2L7qYnQTCpwDqRRXf+mLzJo9l3PO+wAAsVicdLpYtZbJZgGIJxLEYjG6uzpLj81ms8QTiVGP/Y5V7+aUU9+xy/0zfOwjH5rI6QkhhBAHvMqIn5m1ETIFl/p4cMypY59ZXBMJeyeMGar4/FuyaUzTIB70oYGXe7K83JvBMg3mNMSoGGWafzzl7gY02XxmMaAnszbRoG9Ej03X83BdjVIa15PIWY6yA2cum+XLV19BRUUl573/g6Up73mt8/nlz9czb9581v/fz2hpmUosFmde6wIe/+mjPL/xORzHZuuWl/jwBReOenyfz4fPV/6aDSGEEOJgo5TCVFAfD+IOVp+PFcz2dmgb2sqxIuTDMBQhn4mrNf3ZAgHLxHE9BnIOFaE9+3luu7o0spgYfI59wTIUcxri5B2XgGXie1VfJqVUsQCJ8SveRVHZgfP3v/8t/3phEwAXfPC80u23fO1b3P61r/Jfa1bT0NjIRy66GIDDDj+Ct558KjdcuxbDMDjzrHOYOdguSQghhBB7RmvNQN5ha08Gv2kwtTo8KcU7ozGN4UU9JlAbC7K1O03AZ1IRnnjYHGo0v6U7TUcyj2HA7PoYVeM0fZ8sSin8lhq2nefQ6KtSiljIh98yUIriUoV/+xnuf8oOnMeveBPHr3jTbv/u0i98acRtSinOOuc8zjrnvN08QgghhBB7wtOwtTtDKufg6WLbol13A/p3K456BouV4YYarN6eWASz3WLl/UtdaWJBH95g8/nXC9fTdA/kydouFSE/rqtJ5x0MpfBeP6f5uiY7DQkhhDjoeLoYGBxPEwtaWMbrf2tCrXWp36PPNPAGv7HG2obn30QpRWACVfC78rTm5d4MO/py2K5HbybP1KoI1ZHAXjm3oeum9nA7Tq01fZkCL3QMoICOZI6XezNkbReFoq0/g+tpZCv1sUngFEIIcVDRWtObLvB8ewrX07RUhWmpCr+uW9sMTaO39WUJ+y2aKkMEfAZ+06A2Fthv1hHutihIg+16mIaiIuynNhZgRk1kzAr8cY85eLurNTv7c6TzDo2J0IQq9XfleLq0S1HB8UjnbdIFDWgyBUf2GSqDBE4hhBAHnVTOAQ1+0ySZtYsjh6/jzOZpeLEzTabg0pUq4LcMplYVe1/vL2HT9YpB3/E8qiIB/FbxvJWC5sowrpfGNBTNleGyw6bnFUcf845HVcQ/YpS1N22zpSuDaSiyBZcFTYk9GhGuDPtprAiSzjvUh4LYziuV6bmCWxptFqOTwCmEEOKgUx3105suYLveuK2FXjfUyC/HC2Wup8kWHCzTILAXtnXcU1oX+3f+q2MArSFd4TKjOlLq2x32m8xpiKMof+pb62JF+/M7U3gakjmbWXWxYZXtw46iXn1DeYYKiKbXRNAa8rZLRSSAfzDbVkT8mPtJ6N+XJHAKIYQ4qKjBHXgWNicGG3j/e1rbDFVie1pPuLDGUDCzJsKO/hxhv0lVxD/uYzyt2daTYXtvBr9lMKchvsdTyntDbrAIyDIVAzmbHf05Ck6xl2jIb2LuQerPOx56sAl7dnCkcddd3isjfmbURhjIOzQmgq8pGBpKgQKfZTCzNkIiaGEYipk10dfFOtrXOwmcQgghDjpKqdcUEobCozGB0bi847G5c4BMwaWpIkRDIjihnX8iAYtD6qKDo4DlTTf3Zgr4LRPb9UjlbGLBffdjvzYWYCDvUHA8wn6LLd1pFJAuuMxrjLMnb0dVxE9/1iZnuzRXhYeF1qGepY2JIEMrJva0aGjX91rrYlV9JFAM7wXXw9PF9lBidBI4hRBCiAnQWtOTLtCRyhEP+mlIBMsanevP2vSmbfyWQVtflppYYERD8d09l+NpXE8P9tosPzSZhqI6GuDlngwByyBeZjN2T2sKjoeh1IjR3z09H6UUYb/F3IZ4aXq9I5nHNBSO66GZ+CJapRRBn8ns+hh6jG0+lVK7PXI5uxq5nqY9maM/W6A2Vmz95A2+/33ZAgrozRSQJZzjk8AphBBCTIDtajZ3DuBp6BkoEAmYVITHn+IOWsVp44LjUh0NjDu9qwd7UT6/M0W24NJYEWJqdbjsWKaUorkiRE3Uj2UYZS0d0Fqzoy/L1sGQOqs+RnRwJE9rTaZQPJ+eTJ5EyMfs+olN05tGcYSwOhoga3tkCw5TKkKvaaq7GPYn9nitNcmcQypnkwj5Sq/x1QbyDi92DmCZBqnsAPGplWitydkuOcdDocjZQ4FZjEUCpxBCCDEBShXX87meRilVVjul4u40Fq1T4uQct+xtG/syNp2pPBG/RWcqR1NlCGMCc8+GURxZfDWtNbZbDLQBq1hQpCmO6HWm8pjKoC9j09aX5dC6WGm6O5mz6c/abO/N8nJPFseDw1oqJtSDUw2OnE6rDqMnsCxhb8rZHht3JnFdzU7LYGFzYsR+6fDKNLzWYJqvjJQqoJgx9dAXYhwSOIUQQogJsAzFoXUxOgdyxIPF0bHR6FfNtQZ9JpGAVVZVvNbFJuPbejIoYNnMqj0qrNkdT8MLHSl60wVCfouWqjD92QIRv0Us5OO5HUnakzkcTxMP+WiIB4vnb5loNNmCS0M8hOt6uHs4nzxUhLMvuJ6H7Xj4LZOC4+F5u38N0aDFofVRklmbmmgAy1S4uribkjE4Ve8zjNdzR63XDQmcQgghDkre4A40Ex1hU0oRD1lEg9HB73d/v6Ep8VTOIew36UkXaO/PEQ36OKQustsRtV05XrHQaE5DnEzBoTYW3KNgs+sORUNrLh3XI5m1CVgmAzmHv2/rJe96+EyDRU0VNFeGiAYsgpZJX6ZAXSxIKmezuXMAn2GwZGoFlmlQFwsS/DdusTNUwDM0yrynhkJ2T7pAY0V41PfCUIraaICaaOBVRUfFJQbFN1/iZjkkcAohhDioaK0puB7bejLYjkdLVYRIwCw7dA4VzmzvzZIuODRVhEiEfCMe77iajTtTZPIuplHcTSfks+hN5xnIBfBHxu6LaZmK2liA9mSOuniQRJlFP68+17zjsbU7g4dmalWYkM/EZxpURwN0DeSJBi1e6MiSzNoAzK6PMbUqQt5JoTXURIujmx2pPLar8ZkGiZCPmbXRvdZS6tUjwbs75tBuS9t6Mvgtk5aq0GDh0sSf3zQULVXh4vrRcVpUvbroyNOanOPieKDQ5BxHiobKIIFTCCHEQac9WaySNpTC60kzt2FibXl60gW292axTMWLXWkW7mYHG8crTj0HLGNwraRJ3nHxWwbBMtY8KqClKkx9PEjAMsrefWdXGtjel6V7IA8UR+wOrY2iFMysjdIyuFtRMlvAoNgqKmAZVIR9LGmpQGvwW8V95mNBi85kvrgNZR6603lqYwGsMttCvbLmdWSgtF1NRyqHoRR1scBuW1Z5GrZ2Z0jlHDxtE7AMmitDE7oeu9rT1lh6cCtOo3TunqziLIMETiGEEAcda3AtpKd1WWvwtB7euKcY/oq9Lkdr4u63DBorQnQP5GmsCNKYCJG1XYI+k7B/7BHVoYrwYjW8ZkZNdI96aKrB1zoUiHxGcd3kUI9K0zDRWjO7IU44kCEasKgcrLj3v2qauS4WJGAabO4aIFfweLGz2EezPr77fqJD1wyKLaG2dKXxmQYzaiOEBgP30N9v78uwozcHqvieNFWERhxTURz1HdpG0hplPeuu79Vo19hxPVI5B5+pCAesCU3PD+357rMUiuLXr2V6/2AhgVMIIcQBpZz+inWxAAAFxxtswD76sTwN7ckcA3mHhniQWNAiGrCYWhXGdj3qRtka01AwrTpMc+XgtC3FLRzHOq/S8wJtfVn60jaWqWjryzK7PjbqeY5lSkUIY7CtUUMiNCJcK6VoTASpjRVbNY3WW9NQkAj7CfosXNfBHVyasNvz15p03qWtP0vAMkr7nWcLLh3JPE2VIdqTOTIFl4Z4kLztYRjFcyw43m67cioF06qLa1/9lkHt4Hv46uftSRfoHshTEfZTEwsMC4NDyyGe3tbL5o40dfEAi1sqqQyPXBIxGkNBdcRPXTyIQlEVDuzR+3KwkcAphBDigGK7mp50Hr9lkAj5R1R2D02lNiaCw24bTV+mwIudaUxDkc47tFSGeak7jdaaQ+pio45WDq39m0gboyGOq9nZn+P59iTxkI/GitAe7wNuGQybeh7tXMdrQq+UwhhcB7q1J43fNKmLBXd7X0/Di10DpPMujufhMxWOWwyNocECqi1dGUxDkbNdplVHcL1i8/bGwVBcKhDilWKngGUwrTo86uvIOx4vdAyAhq6BApGAReRVXQS6BvJs3JHCdovrcGfURKkMl78+VilF0DJxXI1haIKWWVbXgYOdBE4hhBAHDM/TbO1J096fx1AwqyFGdcQ/asgqx67r8zyt6UzlcN3irZ2pHBUh34gRrnJGWceStV00MK0mQsH1RozUTcTe7HGplCIWtJjXmCiG6TGSVqkyHkVTRRjLVFiGQWXET9fgmtLiHSEasJjbGAcohbeBvMPW7gyWqQZHNvesQOjVDKWoCPnoTOUJ+V9ZQlAuz9P0ZAo4nofyoCeTx/PANMZ/7MFMAqcQQogDhocmnXfwmQaOV5zCJfLajlkZ9jO9JsJA3qYhXlyH2ZOxQUN8lLCZzrt0DuSIBiyqI4GymrzvKmAZRALFkbO6eJCgNX6aGVq7ODRSONYaxnLtLjgPrf8c6zGpnI1hFMPjlOrwiO0/qyN+CtVhsgWHxorQiEIi19Ns6xkqENIELLM0sjmWgGVwSF2U7oE8lWE/If/I4qzqiJ/FUytJZm2aKkPEQ+XvlATFX0BSOYe+jI1CMZB3ZaehMkjgFEIIccAwlaK5MsyW7jTRoI+a6Mh1fhMxFK6mVATxdHH6OBwwKTghNBT7M74qrLha86/OYjskDfimGLttmzSWgGXQ2pgga7tE/GZZDd9dT/NSd4a+TIGaaICpVeHXtLZwKDjnHZdY0IfPLC/AFlyPTe0pnMFR4OqIH+tVw3+WqWiuDDHUynJEgZAqFi25nl3aJ33ovqVipN08VilFdcRPVdg/ynHVK89dEZrQ3vRDPK3JOy5o0EqTt11pi1QGCZxCCHGAG2pJ43h6sG/h2D9kh7Y91Og97nO4ryilqIr4SwFvb+3MA9CTztM1kMdxNf3Z4uiW3zQGi452LUwpriM1DYXterij7GIz3usI+c3djtCNJmO7tPdnCVgmbX1Z6uPBCT1+V0M9L59tS5IpONTFgsxtLK91lNbFllBDr3+0MKYGC5R2x1CKlsoQqZzNzv4cW7rTpep1T8P23gy2q2muChHymSNC53gf2XLuU3wtI0d4DaWIBkwigeK1jQZNKRoqgwROIYQ4gGmtydkez7enyBQcGhMhplaHR60/0VqTzDps6kjhepoZNRFqYyNH8V7P9rS/4lhyg8UoCsXWnjT1g9PcyZw92BbolftahmJGTYQd/TliQWuPGrbvCb9plLZqDAXMUdsGlStTcOlKFUN2W1+WhkSQqlHWww47D6u4A9GLXQM0V4b3OPR6GtJ5h550nrbeLAXbI2iZ5F2PHf05FMXR5Nn1sQn1UJ2IvOPRky4QsAwqw34MQ+EzDeY1VvC7F3swlGJOQwLLkAWc45HAKYQQB7iBvM1AziFgGXSmcjRVhkatnNYUG3o7rsZQ0JnKUx0NTNoP9P2FgsHWQlAZ8WOZCtNUI8ImvDLKWjE4rfvv6tEYsAzmNcZJFxxiAes1h+5owBrseamJBf30ZQpURvzjFss7rqYvUyDoM+nP2sUAvAehU6liUVLp+dTQlpav3GewreikcD3Ni11pegcKKAVzGmNUhv1orYkETY6fXYcCQn5DVnCWQQKnEEIc4EJ+C79lkHNcamNBzLG28aNYCNOezGG7moqw74Bu+VLOlopQDHOH1kXpSRc4tC5aKhYaGkW0XQ9jl110xius2duGWggFfAaRQHHdajmj0qMVGimlCPtNlkytZHPnAI6n6c3YhPtzpb6jox3fHdwDPmCZFJxiWyQYPXCOVtEfsAzm1MeIBaxSv9SqqB+ti5XitqeZMrgOc7zXuLvjj0drTa7gYpkGtuuRd4o9Rw2juL96f6Yw+PXu+7CK4SRwCiHEAUwpRcRvsqApQcF1CfutMX9AD43OLWyqwNOaSGBiFbz7G08X+2wqRbFn5ygvdei6DI3wDV0TrTU7+nNs780Q9lscUhctq31PqcfkXhgB1VqTtV3+1TFAznZpqSougzDQ457H0CheX6ZAVTTA9OpI6RoopZhSESIWtNi4M0XB8XixK41lqjGLsQI+g5aqMF0DeWpjYcL+0aPGUKP3ZM4mYJlEg6/s+rPrNd+1QEhrTUtVeNzdhKBY4DOQc8g7LvGQj4BV/kiraShaqsO83JOhIhygarB9kudpXu7NsqljAMMoNuWf35Q46GcBxiOBUwghDnClApQxRpl2ZShFdA+2UXw9mMholtbF5uovdaUBmFkbGVEAtKuhRu67cjxNW18WUPRlbPqzdmkXI62LI32K4rrGXUNqf9amrS9LJGAxpSI06vaY5bxOgN50obhVo2GwcWeSzlRxSr9xsB3RaMfO2i4dyRwBy6S9P0djIkjYb5UCccHxCPpMApZB3vZwvOLtYzFUsQq8MRHEMNSYgVpr2NyVpmcgj2UWlwTEgq/8klO65rscovR3ZVyjVM7huR1JHNejOhpgZm0E1yu+H2ON0g49T3XET0XIhzFYZOR6xWP+bVsvO5M5AJ5p6+NN8+owjT1bq3qw2D//RRFCCCFeZaiyui9jEw1agw3Zxw47A3m7tNd4Ku9Qz8TWBJpKEQ1YdA8GptIe4VrTmcqzubM4CjarPlY6n6FRxYLt0Zu2CfnM3W7TOJaC69GZyuMzDWqiAcJ+C0NB1nbozRQIWCbJbJqw36QqMnpjc79pEPSZ5GyPcMDEN1j8ooGXutK0J3OE/Sa1sSB92QLRgDXm8YYMVYF7nkYZY0y/62Lf1KFip5ztEvYX+49OtHfp7uRsF8fV+C2TnnSeTMEhZ3vUxQLMrI2WVc0+tBbWdovFd12pPN3pPLmCg0JhKoPJW0l64JDAKYQQ4oDgeJpN7QPkbRelFAubEyO2NdyVUlAfD5LOuyiKXw/FhqG1jeM2Tx9szO63DKoi/tLIcMHxeKkrje1qLBQ96UKxVRND200qclqXCmOgOP077vMxuJtSd4bOZB5UMTjXxQLMm5IgV3DZ2pPB9YrT6UOjiwXHI1NwCFjF0UpNseDGbxnMbYyTKThEdik0clxN90Aen2EUC2cyNtOqwzRVhEb01BwytE95Ou+gNezsz5F3XKZWR4btVV7qo0lxNLQxEaKtL0NlxIfjaf6xvZ+gz2R6zWvfXSgR8lER8ZHJO1SE/fSkCwQtk+50gZZqD0OrwcBrjGiv9Gp5x6Nv8PHxoJ/qaADLUNTFA7KGswwSOIUQQhwQPE9TcIpFHnnHxRln7lcpRSLkY1FzAqA09ax1sUCmeyBPRdhHdXT320pqrelNF3i+PcX/z96bB1uSpuV9v+/L9eTZ777VvvVS0zOANZoBxGYBAwMCLCQHYURYDhMijJdwyCFHCAkpEBFEyNgiwIvssOWwZSskCxkhMEIYsQ0IMDAzMNNrdddedfd7z5p75uc/vjxZd69bPdVdNd35RHTEveeek+fLpTqffN/3eZ688Dht1yyUglvbY9YGIdujiPMzdTq1RklmpYCLs42yetipWWyNYj1HWbeZqttkRev6YL65ELoaG6UZhhRkSu+zENByTVquiecYbA4j6o5Jq2aRK3hnc6QJpCFxLUnPTzg77XF2qo5nG3iFinyy/6YUtD2bB7s+/SBhtumw2guYa7rU97Cryfv18YCbmyM2hxG9IMazTBqOyf0dn1athSkEea7YHEX0/Bil9DFfaLvMtbooBa+t9olThR/FNF09bjA51pPzedrxg0n2+gsLLXKlSLKcMMkJ4rRwXhDc3BqXIwUvLraoO8eTTseQNFyLQRAz23SYrtsYhmT6CPP/CodREc4KFSpUqPCBgG1Kzk3X2RiGzLU8GidUNyc4yrMzznLeXh+iFGXe9nHbGoQJAJZh0AtiFjs1cqUYBjoGUwuJmlpstGcu0bN1BU8AQZzx9sYQWVRCr8w1uLcbECUZZ6a0j2WU5rRrFk4xe3hmqs7d7bH2vGy55XZB2xnVHbOslsZpziBIcE2D+7s+q/0Q25Ss9gPqtrnPZzXP9XxpnOWcmaox29DxkEpNiJ42td8Za/La8WyiNKMfJFiGpO/r75EIojTDMQ26df076LGFtzdGW9Ml0QAAIABJREFU2tC9F3B5rkmYZLy01EYI8CyTcRghBTh7xhP6QcLbGyMALs01Hjsusff8GgIMdFX55aUWcabnUhWUxyUqKsATM/ejYBpC205FKe9sjvCTDJnmjKIUynp4heNQEc4KFSpUqPCBgBC6WjbbcgqLondJAJSmDwj9M0qVaU1RmmObsrRDmqo7bI9i0lwx23xkFzTbdFntB8w1HWYbziEqsleAVHwFSN1W3/HjMg/+nUIJrf0/La4ttDCkoOWamqRxeNbxoLjJNASzTUdXVB3dUqf4zr01YF3ZjXn1QZ8kU5yZ9rg82+D6cptdP2YUaqLV9xPu7oxxTIOPX5hiYxhxe3NMjuL8TJ0kz1nq1EoiO92wyzUqpZhED02O8aQQLaXg3LRHwzWxDG20PnnfxjAiK6IyNwYhbfdwhn25ffQ2o0RXgSeCLSEEjmXsI7KzTYeHvYCGa9J0TzboF0JgmwKFwSBIQOnztTuOydVJxk8VoCKcFSpUqFDhGSLLVZmV/TTakkIIzFPMQOYnfKdtSi7NNdgaRnQ8G882yXLFm2tDekFCyzV5YaGFZUparslHVzrke2NAleLslMdC28WU4rH7VrMNLs012B3HutUrBVvDmCjNsC1JnOQ4loEfZ3rdPJnPpwDOT9dZ6tQKVfiI1V7A+Zk60wcEQNujiHc2R9rrEp001XD0/t/d9pFC8Ie3t2m6Fn4xL9rzYwZhSq5ykjTnY2e7OKY8Mla06VpcmG2w68esdPU86HKnVs5AWqbEMgR3tsfsjCMuzDSwDE2wN4cRKGgdQzZBV1/XBgEbg4ggzqjZBtcWmjSOsPdSwGK7xlzLxTrFeZrAKB4obFNHWh43clFhPyrCWaFChQoV3ndMvCNvbo5J0pxzM/uFJe/Vd068JMdxykrHY671qJ28V8wyXbeZKpKChBCEsW4bO6ZkECSEaYZVVM4s83CFEXRF1I8zGo6JZRwvBpJCPKqECk2EXl5ukWQKx5Tc2/EZRylL3doTx1XmRcVPCHCLyt6Liy2uzTePtCwyDIljGeVM6qQtbxSETOVaJBWnOZYpWWzXaLoW26OYpm3Rqlm4lnFshr0hBYttl/mWix+npe3S5Nj4ccbv3dxmvR9iFuu7NNdgtumW62+6h6+TPFcMw4Tb22N6fsKdrTGzLU3eB0FyaCQizXRU6dogZLlTKxTrpzu2oljTn7k6g0THmFZ88/GoCOczhFKKLMuQUiKrHNYKFSo8RUxawJnaU3l7BmtQQJLmJWHZu47NYcQwSDCk4MGuT7v29M2zD/pV9oKE7VGMbUru7/pMNWwsQwtfxnHGWj9AKVjperjWo+M2EQT1/JjmYwzEVWH189rqgDjNmWk4XJ1vPtZwf/J3ASVBEkJwdb5JVgh5nmS/Jx6hUZKz3K3h2UapXD8u2nS24XBptkGUZpyfaZTEse6YXJ1vMgwTriw02R1HbI9ikizn4mydmYZDnOUstE6XujMKE95YG5JkOkHo4mwDWVhGTVrhudLiKApx0SST/lClUim2xhE31obc3fHL9rgfZ8w0BK0jsuwHYcrv3dwmzxX3dnzmW+6R7zsKUsDZqTq7o6jwHPWq6c1ToCKczxDD4ZCf+amf5Hv+/F/kpZevP+vlVKhQ4QMCpXRl7cb6kDDRtjSLJxiaPw55rkobnScyJwfubvus9QO8grDstbmpFcKNJFPMOCcnIL1bpLliexRjSD1vqVu9er6vW7eLfHTF2iDkD2/tsOPHrHQ8cqW4MveIJBpScHWhWUQ2ykPkb2KUDhR+mBlJqnBNg2GYkClVCmdOg73HOVPaosiQ2nrptKR8cxhxfydACk3cXlxqnThuIISg6Zp89EyHLFf7Ko9SiFJBD9rvM1OKe7s+W6OIj53ploKb01wj4zgjy1XhF5qQ5wppaE/Trzg3xZurA9qexfmZR16Zx21XAcMgxZCSpXaNYZRwbbHJQmFif5S1kj5fCilEWQU+LRSw3g/4nXe2MaRgZcpjuvF4b9IPOyrC+YyQpimf+c1fJwxD0jQpX39kL6EOPZlXqFChwmnR82P8OMMyJOuDkLmmc0iN/TgopYiznLvbfhGZ6GkvyVMywyxXbA5DTCkZBinDMMFpPMr5nswrprliqiB/R61hgpNN3HW7PM5yakVLVwEPdgMe7AYIARdmFXNNl+Wux431IVmurXJMQ7AxCBFCkCQ5wyghzVyGUUrNMooKqPZhlOKwLc+E4N/eGiMFnJup03Qt2p7FOEpZLGY5H7dfR3l/5kpxf9fn4W6IEDoNab7l7vvMwf3em8STK8XWKGZ9GDJVd1jqnPzgIYQoW9dH/W3ynRJBmGTc3fZpOCZN1+T6chtjT7fupHPXqVnUHZMwyVhue2Ul1ZCCizN1zk55+7LpT4IAZpoOvSDGkAYvLbeYqjsnfrZVs/jKs11W+wErXe9EdfpBpJnij+7usN7XSUOfu7fL5fnmIQurCvtREc5nAKUUt26+w2g45NoLL5avCSHI85w//IPf5/79e2RpShAEz3i1FSpU+HJE3TExpLammW7UjkxtmRCcLC8ENBy+QW8NIzYHEYYhuLPt8/LyyVWyvTCEoFmz2BpGOKZB7UCmtiHFiak1kznP9UGIaxrMtdwjSYRSijDJeX11QBCnzDRdrsw1UIAfp5hSV7GCOEMpxSBIqNsmoyhlfRCy2K7RcC0aTsJsy2Gl6xGmGV+836PumLyw2GJnHHNra4whdKVz77xpruDO9ph+kOgYy17AhdkGLy62yHJ1iOhPCOrGIMSxDGYaDpYhGEcZG8OQumMyU5BxpfRc42QfxnFGkikmnPCo/Z4cntmmw64f87AfsNSucW9nzEzDLlXaXwrm2y67fsz2KGah5RImOVkOhizGOZRiYxARpRkLrdq+8YRJ1OrLS63Sa3TvORVCPBF5E0KLil5Z6aCO2N5RMKXgIysdXlxqYUn5RNV1AYRxzhtrA4QQfPLSdNVSPwUqwvmM8NqrX+T+/btsbm7S7/W4/pGP6tkaKTl/4SKzs3PEccz6+vqzXmqFChW+zCCEnlu7vtwmyXIajnlk9TBXcHt7zO4oplu3OT9TP9SutU0JgqL9KTmcJn7SOuDSTIOFIonnqCSXk4hBrnS8Yt9PdEtfijKn/CD8OCUoknR6fkycafui5a7H7WyEISXzLRcpBI4l2fV1xnmYZHzu7g7jSFdwv/JcF0MK/uReD1Nqr8rphkPPj7GkJFeKnh/T9fS8n1KK9UHIOxsjhmHKUqem1cvFeo8Sz+SFQfp6P+RhP+DcdJ1XVjrc3fHxoxQFhS2QhRSw3KlxO9V578Mg4Y9HPeZbDitT3qH9TnOFXVQ5TUNwdqpOv7DwsUz5VOIidVISXJht8LAfcL/n88Jia18Vd2sYc3trXBzjnKvzzX3X1lH+p1/qmp6UpBqCd5V/rtAPatpbtbC1euKtfPhQEc5nhG/79HeSJp/iF/7FP+fq1Wv7nvzm5xdgHsIwxDQqZ68KFSo8OaQQJ8Y6giZba/0Qx5Cs9QMW2u6+zwghmKo7XJ7T7eTZpnOs+vgoTBTcHfN0821HtWDTXM/ZpbkizVTR1haHqlheYXbuxxmeY3Bzc0TNNlnu1Hh5uY1AlGKW6YbDvR0fUwp6fszb62OCJGUQJix1ariWQcezefVhnyDRrfLZpsMoTzEMQXdPVTbNdctbAbt+zLkZbYcEOns7m6i9i8rsxFh9ECTs+kkROanFSkmWI6UgzXLyXJXHoV2zuL7Spu8nvL46wDUNHvYC5lt6RnGy33Mt51Dr3nMMXlhoMQwTunX7iVXuJyFKMjzL5NKcTZqpkuwCZHkOinJ/PkiQQuA5RnFtUubYVzgZFeF8BhBCYNs2lmXxPX/+L2A8IwVphQoVPtywDF11DOIM1zaQRSVzb9vakNo0/L1GlmvT8TDJmGk4uJZez/npOvd3/SIZRvH5u7sYUnJlvlHOkwohcE3Jy8ttwiTjnY0R26OYvj+mH8S8tNjGNkX5Pau9gDhV3OqNybKcYZjSqdsIdOa4ZxtcnK3TDx+Ze9cdk3PT9TJ/vDw+QiCBtV6AZxukhTl5mOS8tT7Ej1IWOjXOTXsopXhjbcDv3dwmSXO6dZuphk3dMWh7NvNtyWo/pOGYdLxHiumJt2jNMrANqTPRLYO1fohtSa4ttFBoAc7BW4kUgo5nldt7mveaSS57kinanrXvYWS26RKlOWGSsdL1SlHVB8Wvcrpu8+JiCwHFsf1g7Nd7iYpwPkNMiGeFChUqPAtYhuDaQpNxlALw9sYIIbSv4MRCB54uSTkKSim2RhFfuN8rBUZXF5oYUqumry20UEobr0shyXLFzjgubXImMKTAEIK1fsDNjTFJrlBC0a5ZnJvWMZJJlvOwF/D6Wh+h4MJMg25dx0Yud2s6ElLodJoLMzo+0rNMpuv2vjnECYSAczMNNkYRjmGUdkajKGEUpjimZGsYstLVpuvvbOr2vjJgse2WyUGdwvOz5VqH/DEns7amIXEtgzfXh4zCpBT4fMXZbiHYOfo8vRfnTwhB3TF4calFEGe0alZZ5dPtbZhruiRZziBMuLk5olWzODPlYRmTpKPDIqlnjYmdlB9nOKY8UuEuRWH8bkgMoQVLz8nyn2tUhLNChQoVPqSYZHrXLIO3N4aMowyAh72AS3ON961mkyt4a33AOxsj6o5ZZHdrKjKZtVMKOp5Nz9dRj3vJplKqFACNwhTTkNiWJE9yOjWbMMlQSpPDfpBgSMlCy2VzENF0TS7NN5lvOfvEI0LoedGpovKZK/2fRB0SuEzXbb7q3BTDMGG2qRXpnm3iWJIwyZhruRhCgND+ng9729iG5MyUV1aP01yx2gtJMx0LOYmfBD3O8LAX4Efa6urG+pDVfoBSiouzTZquyeW5Bp69fwTrNCRuQrAEPHHakxDaxmivZ+hkm/0g4Y3VARvDiI1hyMWZBqMopeNZdD2bTCnW+iHjKGW561G3D8/3filQSo9gaPJ+ekKrivnazWGEaxm8tNiidmBtCq1Ur9mGHvfIVBWlfgpUhLNChQoVPiR41NbkQPVS4doG2TAGdCLN+3nvTLMclGCu5TIME+Zah2dFJznprZoWQGlSWuwTipubY4I4Y9ePEAguzjYIU115W+l6ZfXNNiSuJVnpelyZa3J5rkHDtY6sDk7EMfd2AtYGAQ3H5NJsQwupoDyWEzHTbNMpq3WebXB9uU2c5nqtaKuqxbbLd7yyVM6JTvLM1/oh93d8fTxyxaXZBkGcMYoSNgYRoyjFj1PWhwFSaDFSEOdESVbGSCaZKmZBVeFBeTKJU0qxOYy4sz3GNnW85pMSv+PeOwxTxlHG5lAbxAvGXFtoltXNtV7Ib765QZzlXJxt8DWXZ56aiGjiq3pvR49iXJ5rHClYOwppruj7Ca5pECUZfqLjMQ9uf2MYcmdrjBCwNexUoqFToCKcFSpUqPAhgL5JRmwNI7p1WyfCyEekc7FdwyqiDGcazvva4rQMyULbxZDaZ3KpXTvy+3WL3dLCGz/hYS/ANARLnRq5UkVCj8Vcy6HhmHTrNo5p7BN0tGsWV+eb+HFG0zXLPGx4RMijNMOUOtN7ks0tEeyOY4atlGnTZmsUszEIadUsljq10lZqgkm727V0tXatH3JzawwKzs14TNVtwiTn7s543z4KtNF+mGS8vjogSjK2RhEzTYeaZfLRlS7rg5CZvs1UzaZWGOpbhuSt9SG/+84WWa64ttDkkxdnythNpRRJpojSrJx5RWiiq5TAj1J2RhH1Ke+pnNOOZ2Gb2srpynwD2zS4Ot8sRWn9IGFctK03h1FhH/VUvpos18dbIBiFKbt+TK1dO9VnTUMw03RYH4SFVdZhmqTttnQ3QCltgj+pyFc4HhXhrFChQoUPKLJcB0hoP86cm5sjDCHp+SNarkXDfXQLMKVgoeU+k3VqQ/MGZ6Y8zGOshCZQSnF3x+cPb28zjjJWCoPw89N11gZacLPYdsttJJlidRhiCC1+EkJHJg7DhNtbYwwpOD+jk5gU2k9zrR/iWgYvLDRxLD2XuTuOsUw9Q5lkilubI0BXLZuuScc7wU8UGEUphtDxlaMoJSvU7TsjXVXueJoo57liZcoryaFrGbQ9i3ZhlL7crUHhzbk+CHEK6yeFtmtSSmFJSW8ck+Y5FrL0/XztYZ8bGyNcU3J1ocXV+SbNmsUg9DHkI1eDvdfNu06nUrDQrtGqWZiGZL7plmk8Wa6Ya7kstl1GUcqV+UeVz6cBWcz+rvV16IBnn57qCLRQbalTK6/Fo2Y4z0x5nJ3W195S1/vAiKHeS1SEs0KFChU+YFBK2wfd2hoTxhlnpj2ahRF8Xpi8H+R0z1K08SSeiFmu2B5HOKbJ7jjBj1IsQ9L2rH3CFYWuPt3f9VnrhSC02ty1DN5a07OF4yhloe3yYNdnrumggJ1RjG3Iop2dUrMNLs02GLa0AMizDJ1rbgjiVBVpOCcfOwHMt1zGUYpSsNjSRvymIYo4TIXnmGUmtxBgG4r5lks/SLgw02Clqz8zadnbps52R1DGc16YabA51Gbr1xZb2HtKhsMwZRikRIm2XNoZR8RZnZVujZZrYkqBaUg9czkISTKdAd/2bBrFtXNaJFnOjfUhSZojhOD6SpN60ZbeHEbc3w2o2QafuDQD6Krz0/AHnUAKwbnpOl3PxjIkDdc89fU9ybR3T7gWpYBz0x6ftU1MQ3J2yqtEQ6dARTgrVKhQ4QOInXHM7ijGNCT3d3yuL7e5Ot9kdxzT9qx9c2mTVnKa52Vb/XlRDR+ElNobdBSmGLLGpbkGS51aabQ+qeY97AVYhmQcpcgipWcUpTzsBaz2dZrPzc0RwzDh3HSdcdFi79Rt1vsBrmWUFT/blNSVyYOejyklS50al+eabI8imgcqxUdhklF+fbkNUJK32YbL/R0fIQQzDeeAHRVcmmucmAK191chBPMth09dX9RVTnN/cnvDMam7Jpahje87nl1mwk/V7aICOuBhzyeIs9KH9Nx0g8tzDRbbJ0di7kWmIElzTCmJs6xM0kuznPu7PlmmiX3Xs5h/j6rqk/2Cp38tZ7nijdUBW+MIENxYH7LYrp064/7DiopwVqhQocIHENrORVebOp6DLAzEJ+ruvTfhOMt5e33EKEqZazmlhdDzCCkEZ6c8ZovoR8faT5An6USDMCXPFXMthyDJiGLttxnEGUJoodJLSy0ajoUQEMQpLdfk/IzHQsvBMmTpt5nnirs7Y3ZGMQpNGFe6NZrufnX2STiYrJMXCUWG0K3kjUHIuRl93JVSZIU1zzhOabnWIQV6kmnfUrOwVJq0fid+owe/u+4YfPRMh2sLTR0taRllJvwkQjROMxqOxfYoBmJqloltSPpBolOaUEVFlhOV344pOTdTZ2sUseC5ZUtbR1qa7IxipKSM2HyvbJveKyh0xdiUsvg5qWY4T4GKcFaoUKHCBwxCCLqezbXFJlGaM+XZZctykuYzqToBjKOMnh/jmAYbg6iw5Xn+Us4ma5eCsqo4eW0iGgJNCLIsJ8ryYnxA+3M+2PVp12wWWjVmmjY1Syf21GyTVkHETSlpuCfPEyoepQAdRFYIfgwpjvRwPITizzmU9k39QAui1gdhObt5fbldRjfmSs9/rvZC7QM67dGuaZ/Q4+Yu94qYjkLD0cdAypSvOt+lZhlsjzUxnGvq6muQZNzZ1kr6c9PescpvKQSLbVe7DQixp2qrPV47NUvPprrWe0oM3yuYUvAVZ7tatCYFr6x0nmjk4MOKinBWqFDhucdRkYcVToaUmnROoJQiK2xwoiRnvu3iFoTItSSOpW1gOnUbUz49AcfTQpYrtkcRfpwy23TLil+U5ryzMSJIMi7M1Jmq2yx3a9zaHJHm2lA+TnJNcGo20w0bz9biG9uUzLe1R6YhReGvmB9qYQsBZ6fqRaSmZKGlFc97Sfvk94e9gLvbYyxTJwC1jpkfFMBKt1b+UrdN/uR+n3GY8KCnZxy3hhEvL3UIk0yruKWmunGaM4pSLEPgxxmfv9ejU7OYbblcnm3sa7VPfDb1rOnR/36E0OT4xaUWWa7KsYoLmSpy3fWxedgL6I21yMmU4kSv1kk60kE4piyjPx9n2ZTmqhRaPW//7ls1i4+udAovUuvxH6hQEc4KFSo838hzxTDS7dFmzTzyJlbhaBwkQ9ujmFub2oYnTDKuzDcxBNQsg5eWWoRJTt0xDgmKnjUmRuJvb4yIs5z7uwEfO9OlZmvD+t+/uVOmFX3DtTmMosLrWgZRmjHbchhFKWenPc5MeSWhVIoi51yQ5jl3tnx2/ZjphsPZKW/fTF6WK7qeTcM1SbOcYZjRcMx9MZeZ0mIc2zRIs5xBkNByTZ2oU3RcJ9+L0LOhF2brKKXV8SpX9IKEB7sBXc/GNCSGActdD9uUpLni9taYfpBgmxLD0G36mmXgmAa745h0+lGe+cRn896OT802uDDTODItCR4RxD1+86WlUrExbEMyefazzcMPJZPkIDg+Pei0ZvSTWduma3JhpoFlPD+kUynYHcfUbBOFHm2YathVQ/0xqAjnU4JSitFoyGg0otFocOOtN7lw4RKdbve5+UdSocKXG5TSiuQb6yOUUpyd1qra5/Xf1ER8k2RafPMkCSfvB7TBOoVJeF6+ro3KTU5w9jk1lFLEWY5AYBmPt9XJlSJOdVXRPKYdDJrwJVnOg92AOM1wTG2sHqU5KF3Bi5KsVKK3PItRmNKtO5yfrpPkqhTJKLRaemccM1W3mWk6BHHGWj/AMQ1WewHzLQfPNssUo9cfDkiynLpjEmc5SZrT9nSe9oSYGkIwXXe4u+Nr5XzRph9FKQ96AV5h9r7WD7BMyXLHK44RdD2bjUFIliuuzOlYzwuzdV5aaumKoxD0o4T1QYhrGvhRyisr2nD8rfUhQZwx23Qw9zwtZLniQS8gz6HnJ+wWxvOnPY9JplCokpQvFn6jCq26Pxi/mWS61Z/lipWudyy5nbw/zfWsqm3KfdtKMr1ugWBrGDFVd2i65mOvkaeN4zorQkDdMfn8vV0MKZ7rmefnCRXhfErI0pR/9H/87ywvrzAcDrh18ybtToe/8kM/jGlV5fYKFd4NJsP5UgikFAzChFw9v2rQLFfc2BjR82O6ns3lucZTS095EuRKkSu1b34OYLbpEiY5YZpxZk/6ztOCfkCIeWdjhBRwea5Jxzt+Tk8pxYPdgPu7PjVLG4MfjBGcoONZpYXRuek6cZqR5jlX5pr4UYqfZLy42CpTkl5YaBEmGbYpub3tszOOaNcsrsw3STPFO5sjpNBm7g3XxDL0WEGc5Li2sW+swI8zojTHMQ12xrH2rLRNRmFCmuelnZMQ2oR+qmFjFNZFuYJbW2P8KGMri7i9PcaS+nU/ymgXUY8dz+JjZ7tcmW9qMVFBZCZkE3Q11jYlUZoXpvV6ZvPlpTZJluvvQyGUXosU2ltzM4qQkmPnN486L70g4e31IbnSavnpuo0p9f4dh9V+UBiu621cnmseaRc0cRJ4a31ImOhrcXnPg6RRRIP2/QTDkGyNIt7eGOIW18jjEpSeBiYPGn0/oeGatGuPrmOlYH0Q0vcTnTQ0ilhouxXpfAwqwvmUkOUZ21ubfOKTX81vf+a3+J5/53v5uZ/7WbI8rw5yhQrvEgKYaTr0fX1j11WVZ72q4xGmOTujqCQmUZpjPkVD68dhUjW6t+MzDBMW2jXmCrPziYJ50sJ9L6qvSsHWMAIgy/WNuO1ZJQGZ6Hgn35vmOiLQkhI/zhiEyaEYQYr3W4bg0mwDgWDXj+l4WvRjSMFXX54hV5TVryxXrPYDen5Mw7HYGoZYhsGD3YDZpqPtjpQeK8iKdrdjSV5YbDGOUuq2tg+arDlKMjaGIVIKrhfkbhimzBfpTHshC7K096BIQRlhmWQ5SarIVM7OOGK67rDtxry8pMmyY2rLIn2cHp1XAM82eHGxhR9ntIqKnz42oBDc2tLxnmemPLqe9rY8P12nXbNwTEnrlCIdBWyPIrJcr2FzGNEtlPAnYa9o6+A4R5jmhS+nfq0fJARxhmVINoYhC223fDjTDysN+kGCZUhubY4wpfZG7QfJIcX+e4E4y/nigz53t30Q8I3X5vYEBygGxdpU8XMlUn88Ts2F0jTlH/5v/4Df+cxvopTiK7/qT/GDP/TDDIcD/v5/99O8feMt5hcW+cEf+mEuXboMwD/+R/+QX/+1X0VKybd+26f57u/53vdsR541pDTodKf4v3/2/+KVj36Mt956k1arjfE+3mwqVPigQQhB0zH5yEobBe9rO+3dwDYkdcdkHKU0XOvIObf3GsNQK5wdw+DO9piuZ++zypFClCrrg6KX4zCZQczUYU/IyRhBXvyt7WlbHSG0ofeEbPb8hJ1xTMez6NbtMg+8XbNZ7QVlVeskGFJwea5BmqviWqAUlpjy0Zr8OOX21hjXNBgEAa4lubszZhSm1B2TS3MNkizn9bUBix2XnXGMZ9eo2zqGcn0Y0ohM6o7Jw37AOxsjFts14iynW7fpenYRxai/L0yyQlB0VCoNXJhpsNoP6AcJ99d8RlHCYrtG07WwTEmYZKXd0MQEf/LwsNrXLfHFjottSBqOWcYt7v2u7VHM5iDCMgR3t8e03Damodc013QOvf8kCKBds9kYRKgcOoWh/sSuaXIuDm5vsVPTDgG50t6oxWfGUcrrq0O2x1r0Ndd0marbRQJWxlKnts/4fSJimms65Eo7EmwMIhxTHhk1+V4gyxUbgxA/TslyPWM73XCKgALBlfkmu36MFIKLs43n+kH4ecGpz9zv/PZv8Tuf+S1+5Ed/DNtx+PG//Tf5tV/9Fd5843VM0+S/+m9+hl/4+Z/jf/iZn+Inf+q/5fOf+yP+1b/8f/iRH/0xwjDkJ378b3P9+itcvnL1PdydZwfTNPm+f+8vceOttzhz5gw7Ozt8/BOfxDBF92KUAAAgAElEQVSq+maFCl8KDvoXPs+wDMGLi7qVq9uy7/+6TannFJNczxseXIJSinGcEcQpDcc6cc5ugjRX3Noc0w9iZpoO56bqJZkIk5x3NkcEccpK12Ou5ZakoO5ohXaUZNwo2rMbw5BXVjrF2gRLHZfdcUSY5Oz6ur19kvJZCH3jSnMtLNkchjRdiwszdcxibnZrFPHqwz6OIbm22OLKfJMwzVlsC5SCN1YH2naoHzKOUywpmaprI/SbmyOCOOdhFhAmGVGSsdoP6dcs5poOVpHSZJiSNMt5fXXAqw/71G2TT1yaPpRDr+djDc5MeXz2cw94fXWAZxucK+ITx3HKQqtWWh7txWov4P5uAGgCdGG2fmyqkV34rqa5orXHrujdPKAJIZhu2NSsNjnQKB4EBmHKOxsjQHFxtrGvzSwK0n92yttXydatae3xmaY5wyBhsVUjzRUvLbXIFdRt49B+TSrVt7fG7Ixj6o7BlbnmE6UGfSlwTIPzMw0GQY92zaBVPDxN1rbcqfHNLy2U85zP84Pw84JTs6Gv/4Zv4uu/4ZsAGI9HmKaJYRi8/tqr/KV//z9gZnaWb/qz38yv/KtfYtDv8/qrr3L12gslwTxz9hyvv/bqB5ZwKqV44/VX+bVf/VXOX7jA9Y98lD/+3GeZ+9ZvwzCePz+7ChUqPH0IIXAsozS0fhbf33BNri7o1vCkirQXYZLx+sMBcTEH+NJS67GE3i8ENYYUPNwNWGzXyui/XhAz8BMsU/Kwr1vWTXf/3LpCV0ClEFqI8kiLQZjkRGlOzTJY64cstt19kYz7tlMIU95cG3Bne4wfZ5ydqrPW15UozzZZaLu8sTpAKdjxYwRahX9+us69HR/HktiqqEymGf3dhJplsLwx4tpCkzRX5IUF063tMX6YEiYZ52ca5A17H7EIEz2HOC5m/e5s+0zVnUMzxkIIskwxDBMcU2r1es3i0lzj2MzySaUQNHlL8xyOadtOfFevzDeJkoyZplOe973Cl0fHUdtJGfJ4YZcUgsae8zgxqo/THIGeYWy5FhRm8HGaYxmi9D3di6Zr4jkmQZIxLXSE6GzDwTENssKy6ShEqc6Ln0SNHmWPNLkmslzhWPLYbT0p9Gxsi7mmQ5YrZlvOgSpsQfKpOumnxROX3/7aX/3PeHD/Hi+9fJ0/+y2f4n/9X/4najU9ROx5HgCDwYD+oI/rPhou9jyPwaB/7HaTJCFJkvL3IPCfdGnPFEmS8Fu/8Rt8/E9/ghtvvUm73eaXf+kX+MZ/+5srwlmhQoX3DVIIup5F1zucKASaaERphmsajONUt6cf878oAawOQgZ+zHy7tu8GW7MMpBTEacZs0z3yhj9JnrmxPqRu78/ldsxHQphWzSqJ1nHzgmv9gM/e3SUuKqKuZZArRZrnxKlWyCsFrikZRYq7Oz6eY3J1vllUH3Wqz4PdgHPTHlGas9L16AcxD3sBtiG5NRjTG8cEcQoCwkzPD7uWQbxH3W8ZEtcyuL01Js4Uy90aftykcUTFy7EMXlpqlxnoLy629RztMZ6nAljq1EgybbUkhCBMs2PN1g0pmGnstxmYeJfGWc503WEcp/ixTlvaHuljd23hdCIcgTaH3xzoGd2GY5IpLVB6Z3NcxHyaXFto7ntgmFR4ry+1SXNVznAmxYxkmGSsTHmcOcJ9wpSSmm3gRxmuZRyal50Ie95aHxIlOWemvKfqYmEajzxDD37v1ijmxvoQIeDaQovuCeK4ChpPTDj/y7/+N1l9+JCf/ns/yW/82q8e+Z7jjvlJJ+Pnf+5n+Wf/9J886XKeGwghMAyD4WhIEAa8+ebr5Pnp5qMqVKhQ4WnjOA1D3TGZbboMgpjFdu1Uc6YKxUzdZqauvSEnlEsIQatm8dJSi7ggjPIYoigL1XSY5Nzb8bk81ygENgYvLbYJEk1+X3s4QCnFmSlPVwsPbC/NFVvDiEGQMFW36XoWO+OEzWGEKSVTdYuPnulgGgLDkKx0Pfwow49TphsOPT/mwW7ATMNhqm5jmbK0ZlrtBQzCFMeUXJ1vMSoERGemPGxTZ3M39+SmW4bk/HSd3jhmfRiy62uv0I8stw9VjaWArzjb5dJsg5ptHElK90IUKveZpsPmKGJrGBElGS8ttcsKapkaxWHfS+27GvH2xgjQpu1Jpqu3a4OAc1N1wiRjGJ5OhCOEKEl3nisGYcIXH/RpOCbboxDbMBgUQqCDFWohBJYpmNRLlVLsjGPCRIuGtoYhS3tEQ5O5YEMKri00SyHXUdfqIEiIEm1DtjWKWNyznaeBo85RruDezphbW/rYNhyTjteuKp2PwakJ5507t+n3erzy0Y8xPT3DS9ev8/prr9JsthiPtZGwH+hZk1a7TbPZZHtrs/x8EAS02u1jt/9d3/O9fPt3fNee9/v8xz/0Hz7xDj0rWJbFp7790/ziv/h5NtbXiKOY7/hz341VWSJVqFDhfUSWa7PvYZgw13Rp1fYTG1MKrsw19gmAJjjOd9A1DaYaDn6UlgrqdE9s5F4SdhySLC+FQmGaPTIIFzrnu2YbvPqwz9Yg4s7OmDvbPn/qwhTLnf0VKyF05W8Q6o7YxjBivuUixmCbgrPTdRxTMtt0ubk5YnsUYZuSOFW8vTHEjzKSXOGaBkLCQsulH8T0/ARTSlxT4icKKeEbrs3h2QY12ywqqDlRkmMbkjTPWR9EDKOEKNOvtxxTvyfVlHxvq3wihJl9QgGPbqUrTMMgSnM9mqAmf1OsFkRyqVM7NI87qcYaUjAK0zIf3jENwiSjZmth1FE42IrXNkvQ9Sz8OOPNtQG2qccgPFtvz3PMU4+TNBwT09CioeU9oqFJrvsX7vdIc8UrKx1mGscfs6ZrYRqTCrt37APP00Y/SHjtYR8hdFznsU94FUqcmnDevX2Lf/A//4/8yI/+GI7rcuOtN/n0d34XcRzzW7/x67z44sv8+r/+fzlz5izNZosXX7rOr/zyL/HWm2+Qpgl379zmB//Kf3Ts9i3L+rImZ0opal6dT3/nd5HEMZZtUa/XT60CrVChQoUvFUrpOcGbhcfkIEx4ZaWzT5AyEd7IA3fHyY1+EKTUnf0VONuUvLTUIkpyxnHKF+73MKTk0lyDRiFMetz/52YbDn6UEaYZZ6f2e4AKIRBKUbMM+gWRdC2Dnq+rsHsLVnXbZKpuM+XZtGoWUZIRZzlTdZtLc80yv9wytLXOQtvl3o7PZ25saJuthkPdNXEsSdM1ubvjYwhthF+3DTr1GgvtGlI8GhfYGce8uabfN45Szk3XWR+ErPVDxlFKlivOzdRB6HV/8UEfx5Jcmdvfrn4394JuzWahrQl23TG1Wb1nYxqC9UHI/d2gnPG8csD3cu8xvzhbpx+kjKOUP31xGs/WLerj8t5zBbt+jFKqSD3an4lumwZJllOzDa7MN1FK4doG9hHOLJOKpRC60i2Kh5SPLHdI8xzPNstRDKXgC/f7/Mn9frFfiq+9PINxxOjBSdt5L6FdF2KSTAGKvp9weFK2wkGcmnB+zZ/5eu7cuc3f/YkfRynFJ776a/iWb/12Pv7xT/L3//uf5r/4z/8TFhYX+aEf/k8B+Iqv/Co+9W3fwX/9d38CKSX/7vd9PxcLu6QPItI05Z/+4/+TMAwBCMMQx3G0qt9+CvEdFSp8mUEpVVZkXOuwCrXCewOFvmlrFfkJ7ysSgdJMnx+lFDfWR4zDFNPUZuL1PfY7jqnN0O/t+CgFQZzxxQc9Wq7FfMstPQqPwkRMdXmugeJoD1ApBWentQ7giw/67Iwj5lrOvopekilqtsHF2Qa3t8dEqTZpzzKFZctCxPKoOmdIve6J5+ODXZ80V3zdwiyL7RqjKGW1FyKErri9uNTGNuS+KllZ6VOQKsW9jTFvrQ8xpKDvJ7imxDIEZ7seLc8izXIkAj/KSruld4tJK/rCTJ2NYcTNzRGbg5DFTo1z0/V953fi83nSMZ9uOOS5Qh6wtjoIpbQ/6q3NMUrB2en9s5GOKbm20GQY6qrwg16AFDpvHuPwtrZGMeuDgJZrsdSpld60siCg+96PFigVe0GeqxOvYyFE4d36PmolhLaNWmzVQECz9uVbLHs/cWrCKaXk+3/gL/P9P/CX970+MzvL3/hbf+fQ+4UQfN/3/wDf9/0/8KWv8ssAlmXxV//aXy9/v3fvLr/48/+8qrBX+FBiklTy1tpQ27nM1HUSR0U631MIIWi5Fhdm6wyChPmWe6Q10yTp5Y21AWGSs9R2WezUCOIU25SEabYv+nICKaBVs+j5MX6sK4uWlNzaGtM54Pd58PuyYqZ9QjbzXJXenfDI4/P8TJ2dcUyaKYI4o+cnzDTsoo07JEgyapbkhYUWhhTc3RnjWlrtvDWKWOnWiNKc9UFYxksqtB1TzqPsdEMKbadUHKu5lntsta/jWZyb8XhnY4hpSPqjiCzXaUWOJbk612Sm6XBmytOCpF6AKcWx7eonhRAQpxmg50ZHUQroeMk0z0kyxUq3dqQX5L4WcyGy6fkJHc8qozcn56ZUtgPjKC2qkfrnXFFWmidCoGGY8ObaAITAkgJT6mz4vctIM6VnHZWg7/s0XYuOZzEIU/7g1jbDMOHl5Y6e6S2uj48sd8hyLQT7ijPdxxrOv98whOCrznf1z1Lw0TOdyofzFKhMIp8Ssizjtz/zm6SF0n5jY4N+v1eV2St8aNHzY5TSStPtccRcy31uIyk/SDCkYLHtstByy/ZqXqiD95KpYZgSJTmOIdkexyx3PZa7mjDNt9wjyZLO09Y+m0GccXt7TJYrrBOER0op+kHCW+tD0kzxwkITzzG5vTWm5+ss807d5mGRnX1u2qNmGYzzFIUoCfMo0upqx5TEac5c02UUJSx3vbJKZkhBWng3PtwNWO0HzLZcwiQlTRVJmmObOs0H9MjdQttlrukcW4FXCsaFSnq64RLEOS3X4v6ujwIcwyBMc85OedQKv822Z2MZ4pA/48RA/yh7n8dhpukwCFPiycyjAGno+EtOuc0ozcuHwI1ByEdWOvhxyp1tH8fUZLFWRIMutFzGkc6mX2zvT/jSFdCI21tjtkYRmVIstmtYpjhUZBFCk+QwzsoZXoCHPZ9bWzrm89UHPc5Pe9imUc70fvLSDIrD8azPD7RgTopqdPO0qAjnU4JSirXVh8RxDIDr1vgLf/H7sMzqEFf4cKJTJJWkec5U/ejqS4X9OE6086TQn9X+hBuDkFGUMtN0mK4/8pFsuCZOkXKzWKTCzDYdXRU1DnspTmBKqatjnoVjSe7u+KX9ztye6NHJ92hFr8+NdS3Y2fVjri+3WS+siV572Kft2cw3XUxDsjmMuDBbZ3ukzb4nVbiGY+LamrgstGucn6mTF5XTSfZ4liturA/ZHkW6jV6osFd7AdMNh1GU4lqSVs1iaxQVhuImYZIhhGClWysroJPzsTWKeHNtyM3NEaMopetZXFtscXGuwS994SFRluFaErP4nGmIIy2pJmlLG0PtX3nUsToJjmlwcbau5yf3zEkKQBzhuXn0XKYqUppkURnNedALSLOcMMnYGkWc6XoF6TO5vtze5xM68bxUaFV/nsNUXY89nJ2us3hEF2OSDrU90qb+jUJgpkc0BJnSs5cHzfL1w+nz+T8NpeDu9pg721owXbO1HdTzudrnBxUb+hKhlOKLX/gTgiDg/PmL5etCCvxgrFtGz3B9FSo8Cwgh6HgWr6x0yJWeu3s+qxTvDyaiCTg+wzxXimGQMI4zOjXrSzpmk5b5n9zv8drDPgutms4VP9vFLXwc67bB9eVH3ohvrg0Zhbq1fH6mfuL2hdCVrKZrkWQ5Koebm2NkQfpqlkHbs8qWrGMZ9PyEJMsZhzp3OleKUZQwVdfVxSjNi1ateWR8o1esN0o0OdoYhkzXHRxTcnbKo+cnvPZwoElMrmh7Fn6SooCVKY9RmDLfdrkw2yDNFG9vjBAIvvigz3TdKU28z888agkrYBAmjKKUtzdG9IOEuZbDy8sdVro1vubyLH6ccmGmsW904ajzlhYt+CxTbAwi/Dij7hhM1R1sU5x4jeRK8fbGmN1xRNuzuTBdZxSnREnGVN2mViQBxVnOzjjGNnQe+8FWtGsZnJ+psz2KmKrX8ByDum0yDFKEgJr1iBIcJH0Twvz2xhAFdDybbT8iTDI+fmFaz3gec60cPJ9KKVa6Hp+8PMMoTHVK1JfRE6lCR8jujHSBaRQmlUr9FKgI51PA5z77h+xsbx94VeC6Dh955WOV8XuFDyUeDfN/uDGJf5y0n89Ne0d6MPpRxhtFu7PumLx8igSgk9DzY4Kijbnrx3Tr9r77YZmKBOyMI3p+jGsabA4jlrs1nMJLcbL+iQrY2EestOgjRc9j3tockecgJbyw2KJd06RzqV2jXbPYHkVsjWNWe0Hp6ZhliummQ9ezMKSkW7dKUqL0Agplva7s9QPtdZkrxbYXsdSulV6aCH3fb7oW1xZafPbOTmkOf3GmgRAw19Tm73uPxaQyeKgdDMw2XO5s+wihSa+BKH42y0rmdN3W333AleSQtRAFiQ1igiSlbluMOxkXZupEac6drTHpEddIlOba3smQrPYC1voBd7Z98lyxMlXja6/M4poGd7d9NgYRUsCV+SbTB5KRpNDjFvNFdVUIwZkpj4ZrYhk61/5YIRGwOQyZBB7d2R4z23AwpMSPU5TiWEuig9vUHqOCq/NN/bl3MWLwLCEKAdZ0w0ag/Vkrsvl4VITzKWAipIqjiNXVh6VSPU1T5DEpEhUqVPhwQAGr/YDeOEYIwf3dgKvzzUPzrEmmW5wTj8T8SxwArzsmnm0w23RwLW1dc9A4eyLm2R0n7Ixjmq5ZCI1k+fdBkPD5ez02hxGX5hp8ZLldtlhNKbg01+D+js8o1NW1qbqOApx4UYJuq16YqbPQcrmxoYU/BPCxM12kBEvKfXY+ea7YGkeMwpTZplNWx3IFwyAhzXKCRIueJIK5lsMLiy0uzNQZRSlzTQen8KQchim3t8a89nBAzTY4O+XxNZdnuDzX5P6uX8wnCmaaDksHqnTa2N7kExenaTgm72yMmGnYLLVr9IOYIM5pOiY3t0aM45SmazHTcMpWeZzlPNjVAqLFTo1Lcw02ivZ/nOaYhiCIU/Jcsd4P2BnHSCG4t+NzbaFVXiOWIak7JsMgYRgmpfG4axlICRsDLZby4wzL0HOsYZIdeV08qlxOti2YO4U3qADans3WSM9mL3dq9P2ELM9p197dyIw8yPy/TCDQ52QyymGbU1+Ou/G+oyKcXyImT95pmvLPfvaf8Mbrr+H7PvW6bkn9jb/1d6oKZ4UKH2IItI2MAlSuCiX04fc1XJ0DPggSltvePu/MJ/5OoQUNLy61eXt9SJzmjKKkmOHc/96NYcRqL6DpmjRdi4uzjZI85AreWBvyu+9sIYX2oFxouWXcnxCCpmOSZDk9PyVOc9YHAXMtF3cPuXVMyZnpOne2Rijg9taYhbaLIcE2jdJCaxSl1Czt7/j2+gghtMH2R5bbZLnirfUhn7+7y/Y4wTYFjiHxk5QgMen5CeemCzcEdP67LBTWhpQ83Blzaa7J9ihiEKYstl0e9gSCogVfs/fNb0JBuMO08DWFr748w3TDpu6Y7I7jQj2eszkKAcHGIMKSgm7dJkpy/uD2Dm+s9nEsLYK5NNeg5VqEacatrTFJmrPc8UpfS9Bk27GMfefJlIIXFpr4sZ6zvL/j063bOuO76eJaEkPqGdS7Oz5N02C6MEs/zbVy2vfNNhxqhbG75xgEcUaeKxruhyvWMcsVb64NWOvr4tJb60OWOrVKFPkYVITzKSHLUm7dvMm3fOrb+cM/+H2++Vu+jd/4tX9dPfVUqPAhxyQSUApBphRzx+SNW4bk4myDPH8k0tiLSTUyyZX2inxMG1IWc5ZBonPTV3shC63avjEHpXSb9P6uT9uzmW0+yqtWRdzjMEyQQtAPEs5Oe/ucN7TRfFoIdWIsUzJVt9kZRfz221t87EyHxbYWJK10a3iWjj+MU4VtyrKKOxH7DIIE2zRY7LharCIkSVHNHAR6RvOt9RGG1C3NQZIwCBOmGg4zDQezOG5hkvHG6oDtccwgTBiGKbt+zBurfb72yiytQriSKYUUglwdbn9P9u3/u7XNKEqZ9hz6QVLOKnY8myvzTUZRgpQCQwjSPCcrZjFfXxvw+7e2GIUZsw2HjWHIpdlJnKfJCwutfYIcrZTXs54Hr5Fy/MEyaLg6Hej8TB2Fbu1PPFCn6jbtmrXP4uhpQkr9IDNB0/1wdvAU+kHo3q6PoJjhrPBYVITzKUFKg2azSRLH9Hs9fv/3/g2j0aCyRapQoQKGFGVV8CRIIZDHlEmSTFf4hoEmWJfnGsdWVHKlSDOddz0IElJb0fGsQzOhUZrRD5LCHD3m32pNIYUmYltDLQhp1yxeWGhxd2fMmam6nlfbgzDJQAhubo0Ik5yXllrULBMhtDCn6VrULIPNUcQ4SumHKeMwwTJrJanKcsU4SvU4QaqtjzzH5Mb6kI5n88f3eqRZTj+ICZMU05BIIXhlpYOUgqm6s8+YPC6qpYMgwSrmHpuupWcNgdV+yMVZnZJ0b+yzMuXRrdsoICsiO3OlK7G9ccyNjRGOKbky16BVszg3rauSMw2d5Z6kivu7PmenPTqezc445gv3e+Q5REmG5xicnarvq1pqQij2/T7fevw1Yha2V3uxd7+3RhG2aTBVPywa2ovTCNmeBZRS+kEAceRM6F7/1me1ZoH+t+oUFlLPy7F73lERzqcEwzD49Hd8F7brML+wwFtvvsnXff03flnHdVaoUOHp4GnckIIko+/HOKbBzjgiyTwMuX9cJy+qcne3x2yPotI/0jL0rOUhJbAQ2IbBQtstqmV6e/d3An73nS2yTHFhro5rP6q+DsMUu2EzChNGYVqm1ni2yVLbJk5zbCNntuWW1dL7PZ+HuyGjKCnM3RtFhVMzHsuUzLdd7m371GyDLIc7W2M2BhGvrfb5yrNTTHk20w2HcZRhGoKvPNfV9kCCkgBO4NkGcy2XB7s+03Ubz9GzjkrpnPl/884WfpSyPY51VbT43L0dn91xzHTDYaGtTdW3RhFbwwgp4eWlNne3x8w1nfJYbY0iTfLK9BxBP4jperrlfXbK4+uuzjLfrp14HTxJa/so5LnizrbP5jBECMGV+QYzjaPTn5RSjKOMW1sjJlngnq39ROM0x7ONslr8fkIpxa6flPOp56brpRn/JBnr7rbPOEpZ6XqHRFHvF4TQD5BX57QV0lzTqbqZp0BFOJ8S0jTll//lL3Lu/AVeevk63/Hnvhuz8uCsUKHCU4JbVP38KKXt2YfIo1KK3XHMH93Z5dbmCM82iDPF1TkdQbg+CLG7nrb/KW7Srim5Mt9gexyT5YqHvYCZhsPDXsA4SgHBH93Z1epwP2HKs5hq2EgBn7mxyVo/ZKlT4/y0TutRCl5canFptsEoSul4Np5t8GA3w5QC1zLwivztbt3GMiSqqMY2HYt+mLDaDwiTjFGUMgwTdsfaNP7j56dY7tRYaNVQSrHQdlnpegg4VO0ypODafJP5psPGMGK66fBg1+etwk/Tsw1ub2ni2K3bdOs6yej+jo9tGtzb8Zlp2Cx3PHK1rWdrw4TP3f3/2XuvWMnS/brv9+2cKp06+ZzOafJc3kiRMkVSpCyYIilRFGUQth8MEDJoEBYMG5ahBz8Y8IMfDdgQHGjIgoMIybBNkddXl1ekaJKXkC550+Sezn1yqLhz+Pzw7arunj7d0+HMdPdMLaCB06e7qr4dau+1////WqvH2YWAD3ZGvLrawtQFSa7EUaaukdY/t2ty3HRNzi8GrLSfPN7yUTCpCh6EKbujBF3TWOs8+DOlVMbrYaqERZv9mJWWWydPlSw07Pty2R93PUUl7zk2R/3uoyil5NZhSJpXhElJYBus3rXvemGm5mR1jZuH4ZFV+08DmoAvnuxMY1BfW2s98b76PGHGiI4JhmHwEz/507zz9g/5P//Jb5GmCa+9/gY//wt/A31GPGeYYYanhGVovLLSVPnhpn5ku3SY5LUARaOsJI6pcasX0qxN+KWEcwvB9OY4mfvTNcE7m8PprOZi0+bKnspNryowdMG1/ZCk7XB9P8TQBMNIzXZ+92aPxabNcsPh7GLApeXmHZGUcipireNRVCEN16hjABX51IRqb98+jNgcxGz2YjzLYHOQcH4pYGsQ88Z6m6Wmw6WVJo6pc+MgxNQEy033oVW4iVdk27c41fX57s0eDcvku7d6uJZBUZQEjkElJUtNB0vXMA01M2oZSoTTdA3OLwZc3Ruz2nHRUMk+UaoSf0xdqfrjXEWBrs95aALmfIs3TygPWt+63wLruKGMyCPe3x6yP85Y/ZjxDSFQGfSjOqjE1Ilz5evp1NnzRSWxnmAOVErJYZhxbT9E1wTnFgIajsFBmHFtb4ypa5xfDO5LYQLQUOdFmJQgmFpzTWAZej3nWj1TodLEGP+rZ7r132dt9UfBjAkdE4QQrKysMhj0OTg4YGtrg42NjZnx+wwzfMZwn7fip3SjmQhHLEMjLyVxXmLXN+AJOp6FY6g4x4ZtUJQVvUgl7gDTFvZkfi8tymnbu5IqRlBKyVrH48unugS2MnZ/e2PAUtNmzreRUtLxLOabNj+41VfkUipFe17KO1GUScHtXoRj6qx3PF5ebSIQ98wL5mXF1iBGZasrv0lNlKx2XL6w3qFhm+yNUgLHoO2aWIbGq6st4MFzhxOxz92fbRkagW1wousR5SWWIfBts04ysvBs5UN5abnJKMlpuSaGpnHzcIxbv8fpeb+2Wcrp+BaGrhHnav9dXGrcsyYBT5Wj/tHEoEpK0rxSJvpH5L1nZcX2MMYzDZp2xVxgT62tjoIQQkVR6srsfj6wyWu1eZQV07SpJ0ElYWeYqCz0UrI3TvEsne1BjJQQZyX74+zI/aNpitAHtvWk9DAAACAASURBVIFtqCr4ZFuFELRdk4vLDZK8ZM63n2nGunKoeWYf/0JiRjiPCVmW8T/+9/8d8wuLfOFHvsiv/jv/Ho1Gc2aJNMMMnzGUlcqRrmrFuWV8enedSYLQ+9sjkryk46uWtWvpdH1bhZ3UVkWBbRDnJUtNJQjq+BYn5zyEUBWxq3tj9kaKDKx1XNKiZDdK+NKpORxD48ScxyjJSYuKxabD9f2xSsdxDKKs5JWVFmfnVfVvcxBj6oKmY05V3zcOQhVlGebYhkbgmPSjjKZr0p4oqYWg4ZjsDROarsF8w+JgnCmDdV2w1nHpxzlxVrI7Ul6TDyIZExX/xJT87s9ebasozJuHEX/ppUUWGzZxVvLWxoB3tgbsDBNeWmlyfiG4o2CvJOOkwDUNDF2j41tqrrNUxPzaQcj+KMW3VayhYz7etb6s5D0q9bu3Y6KqbzomLddkd5RybW+MrgkuLDem+28CQ1P7cc4v0TTqcYqSvJQPPD8NTbB8l0hJ1wSvrjZVZbMmok8CTSjj/V7tO9uwDbR6fYO6Kh48hIxPjpfaF1DUIi4hRC0Qsx742hmeb8wI5zHBNE1+7T/4D2m1WhjG58uTbIYZPi+QUrI9TLi5HwGqoneq6z0wd/xxUVZyakMU1DdqUNXHKCspyoooK4lrg++3NvosN10l3FmCcVqgCYFrqnzwwzBlnBb8yMkOF5ca0wpcVpbT5JrDMOPGQcjWIEEXghuHISttl0pKVjuqCqYJ0IVK+rnVjxAyxKojJX/0XJc4K7EMjZZrTeMtDV2jkioysZLwwfaIoqzYHiS8vt7Cs9T2ne4q5ftBLc5pOCZXdsecmQ+opEQDLFPnYJyy0lKVt0n6UVKU+JZem3CnbPQjPMugrMmnEEwrfWlRkeYqecnQBONaNHTzIGIUF7Q9pT6ftHF1DVbbyteyaZtq9EAIDFMjLUp6dYTkOMmJsvKRCaeUqjp9bS8kKytOd33annlX1Ve5EeRFxZZIeHWtycE4RdeUyKoXZrRcU6UawdQC6eJSg5WWy2GYsjdK2eolSKmiOo86P4+6Rxm6wHjKGokQgpW2g28baILpQ8ha26XhGNOHjAfdI+9ktldc348YpzlrbY/Fpj31vZ7hxcSMcB4TNE1jfn7hWS9jhhlm+AQhoc78rolbUR5bhnJZSd7bGvL25oCWZ/HmepulpjLvHsY5722NKKqq9lmEKCswNTWruTNMMDXBya6PECl5qQjQnGezEDgkeaXatEJQVZLDcUY/zsmKin6UcjDOGMQFq22XKC3ZHsS8tzWkF+VcXAo4Pa9m7pR1kTZNLCoq1V7vePduiybgdNdnx9SxDY2Ga3L7MMLQNJJCEWbHUObmhi5oOIaymtFUy9rQNQ7DlBNzHrou6mquMyUj47Tg7Y3B9PNPdX3+/MYhaVEROHV1tyg41fXpNpRa/HYvoqzgYJwSZwVFVSlFN/VogaZhaNo97eyFWlSkiXtHAQxNm0Z1epbx2BGue6OUQZxjaIKNfkTTbU0trqqabBmaRlaWSAkd36Ifh+hC0PYsBlHO3iih6VosNFRr2Ta0qXuAXhOztKiQn3DG90fb/6AeTiaxn9PfaYKOZ93zu4ehX2+jZejc6kXMBdZThSEcNxQpnjzUzIjwo2BGOJ8SUko2NzfI8/uNXzVNY339xCzecoYZPiMQwGrLZRjn9KOMk453bDfzUZLz1sagrmDGnOzUVR1U5bKSqtV561BV8aiFHz/c6OPX7fMwLXhtrYUEkqzk8s6IopKkuUqo6QY2Sa5SbmxD58Z+SJQVpEVFlOU4ps9i0+Y7Nw55f3NE27f4gw92eXWUstRyeW1NzU9u9FUL/e7EoXv2kxA4psaprmKiEjg177M1iMnSkg+2Ryw2HU7Xv9voxTimziurLTb7EZ6l0wszzi82eHmlyfvbI3aHKaDmDb99ZZ/3t0dT8/RxmnO7p6rOeyM4NefTdE3irERMs8919tOMcZoTpgWBY2DpGucXAuYbNheW1RzmRLE/V6vojyI5moDziwHrHZXjPrFEelRM0nryUuJZimxnRYUmlDjsdNdnb5yy5KlKYWAbdS496JrGD273KUvJ3jjDtfSp2TtSstxySYuKspKc6HhPFDn5qJjYcEVZQdu1cOo40aPI1+MSMtvQ0DWNvKho+eaxdRGOA1JK9scp37vZR9fgCyc7dLxnY9H0ImFGOI8B//S3/g92d3eI4xjLstB1nbIocD2Pv/f3/wssazZzMsMMnwUIoRTguhCYmiJ/jbqidlQy0MPe5yi0apJk6Crbe/K/2p7F3iitrYqUIOVWL8QzDdbbHr04o6gkEolr6WhC4Jk6F5cbXN8P2RulfLA94tR8RduzkFIRUk0TOJbOIC744sk5zi4E9TospFDtfVNXlb9RkiMBS9c4t6B8NB9mGH737wWw0lJxl++kSmizO0pYatrsDBI0IRgnOVlZ4ZoGss4Cn7Tjw3pUYKufcFi3waOs5IOdIS+vNNkfpRSlpOmZte/mvcdj0rpvOibjVH3mIMrZH6f4lsHphYC2qwRKV/fGVFIyH9icnPNwLf1IQm3oguAxiebktXOBxcnSIysqVtsu28OEP79xiG8bfPn0HMsth4WmPa1UTo45QD6pWgIfTRaZEP0LHxExPQxVpVr8kyrpo5ImKSVRWvDe1pCykjSclFdWW8cS7yiEoOGaXFppkGQlbd/6RInz46KS8N7WkJsHERKJZxt89XR3JiL6GMwI5zHg13/j75JlGb/5P/wDfu7nf5H1Eye5eeM6X//d356dgDN8bjFRQh8ljHgRMfERrKRUaTimTpqXRGmpyICU022ctNt2hglCwFLTIc1V5nZgG3R9+74UlYZj8uaJNifmMhabNvPBnQdV39J5fa1FXkqu7Y85rOf4NCFICzXb2Q8zLi0rI+qqUr6Mvm2wO0q4dRDRcJWH5krLZS4wOQgTOp7FOC1Yaqg1LjaVAXyUlXz5dJfA1knySpFOXeP7t3r0o5zVtssrK018597tfth+04XArdvPSa5a/pv9mDArQCrzdwuNU/M+gyhjpe1iGRpZUbE9iOlHOcsth5O1yftCYLPacekGNr5lAoqkv3mizSDOibOC1fadCp9laCy3HMo6z/5Pr+wT2Aa+rVrjKj5T2QSN04JbhxGH9T6d84+veiWlEiNt9GKKUkVr/uB2j4NxztYgoeWafOFk5x6V+UQQNSG65xcDdkcJTde8T4CjxFiPvpbNQcyN/QhTF1xcbtyplj4C0qIiLytsQ+Wql3Us63FAq1XpuPe25p8X6JqGrBm//pyt7XnFjHA+JYQQGIZBVZb0+z2uXvkQIQTXr12l3+vzkCLHDDN8ZjFRU1/dG5OXFafnAzreiyumqyrJrV7E3iil5Zost1x2BwlpqdJaxlnBqa6HMSGcwEYvYmuQAMr+ZxAptbUEzFXtvhv7JP6y7VmEWUEvzFT6j23gGIrw6Zrk/GKDMC0wDY2yrLi8O2Y+cNA1QZiq9viNg4hRkuPbBmUlGaY5+2HKl051SPKSfpgz59nc7kcsNGyMlsNK22W9NgtveyaGJnAtnaKURFnB9iDhnY0BADvDmHGSc3ohuGe7QR37yWVPAJv9hGv7Khry5ZUmL600ibKSD3dHfPvKAQBvnGhxYbFBUlRc3w9pOgaOqczZQbXRFxtqG0/O+ZSVmmG9tNzE0AQ3DyIuLAWcWQjwLJ3ANu6LP7xbjDJOC5y6EixQ+fTfeGubsqqY823i2hpIE4JepBT+T3rmSimpx2ena+lHOVUlMXWNfpThmDpFpUYG3Dou8e7XH4YZb28OsHSNV9daNF2TZt1if5rvVCnVPK9laBRlxTBWllCPioZjstRUpvjLLe/YZyyf1+uFJuCV1SYS9SB1abk5Ky49AmaE85hgmCa/8Nf/Jt/65jf4w3/5B8zNzfGLf+NvztKGZvjcYm+UME4KdE2w2Y9pueaxtNs+TUza4llZsdmLazV0wuvrbdquyQ9v9zE0je1+zFLDJnDqqlTtSTnZ3KyuBOmaIC/VfN3d7w/q5lpKyYe7Iw7GGRv9SFUjfYtXVluY+qSlL7AMa/r60/M+l3dGSCRzvk2YFuyPkmmGeFlJmo6JY+p8uDsmzMqpebxAqYh1TSgropqgTcQdAIamqoO9MCewDbaHCWFaoB+x3VJK0qLi1mGEJgRLLYcruyOuHYQkWckoKVhpO1i6zu4ooZJQVhVZodqSvq3I+du3B/z21Q2SvGS947FWVzvnApu2Z/HmCZPtgWqvLzZsXl9vKdscoYRMW/2YKC9Za7vTCqCUsDNKuLo3ZhgXLDZcLEPn5JzHB9sjBklOJWGpKfjy6S63DyOEUN6mRSmRVMou6DGYhZr1yzgYp7Q9azqT2/ZMdkcJRVmx3vQ5sxAw5w/xLINziw3laVp7pEop+eFGnys74XRmcn3OZbHhPLVFkC4E3cDixoGqcLa8R3+/ybl4biF45tnmnzaEELRck6+d7d7nLTvDgzFjQ8cEIQTLyyucv3ARz/M5d/68sq2YnYQzfE7hWQYSRSDUjOOzXtHjYeKHOEpyPMvAsXTiVJmtW7pKonEtgyRT7fWJHZC6+cD6nEsp1d9PzvlEWcHWIKHhKAFIWUkOwgwpJd3AxtQFRTmxRVLG6aINu8OUhqOsilzz3nnCyY1vpXWnMpnmithePwjJi4puYHFyzucwzMhL1c61TQ3f1vnq2S5RVmLpGkvNB6fTCGCl7dAJLLaHCWmuBEkXlxsYd80xSlQe+f4oVUlDKCKS5hWWoVKCbENHktF2LcKkwDJM1jsuon59nJXEecmtXkxZVli6zhdPdji9EODUc6OjpOD6foipawyijB852cE2FTk7GKfcOowRAnYGCecXAxabDnFWcnU3JK1b9J6lsrrPLvj0ooz9cVrPV9qstl3mA+UQkOQl37/Vo5JwbjGg+xjt9bSouLI7Rgg4DLOpgr7lmryxrpKIbENHSsmPnJxDq2dWr+yNORinNB1TZdhLQCjx10Y/ouGYjJIxDafzVD6wEwP4iRL/cWY4J9A0wZO7dr64EELcU9mf4eMxI5zHhKIo+Kf/5B+TZxm6obO0vMy3vvkNfv03/i6m+egtihlm+CxACEE3sDF0MbWueZ5Upo+CpKh4b3tIUUosQ8XxpUWFb+k4piJZl5YbjNMCAVzdCxEo30PP0nFNnYtLjdorERzTou1ZqrWKyq++Xvt5ZkXFSttls69mFYuqYr5hEyYFSVGyNdCV2fpHRBlSSnYGCTcOQrKiopKyJlEBO0Plw7g9THhzvU3Ht8iKCl0IVtsua21lol4XWynKilGibI/Sopq21CeqY0NTaT1LTRtT12i6JvMN9XOYKqNyXYi6GqhgaNpUNZ/mJRXUpEpwftHnpeUmuq6qq6OkwLV05hs2rqXTdAzKUuJaGsttF8/Sawujiqt7Y24chLimTlZWdAObM/P+PVW2XpQxiDI0IchLWc9hqpb1mXmfc4sBC4GNpWu8eaKj0nU0jZWWU6vBBXFesjWIKSt1DPdGKR3PeuRK/eTYTyI+Jy9T4h596uu6O0xouRbrHZe8khyMVF743iih7ZlcXGpQVfKeJCc1DvD00DShXA9eEExGNtS+fXbXlMmoBMyiLR8VL85Z9pyjqkoG/R4/8ZM/zff+/M9wXJfhcEBVVc96aTPMcCyYiIAqeeem97CL7N2+ey8iyrIiL1RlLiuq2tj8XgHDJOXnyu6YUaKI50Y/5vxigHaEeONur8WJMhioBSs5m/2YbmCz2Y/peBZxXhLYJrauE+elMkKXTEU4CBjEOe9tDRlEOYNYtb37cU5ZKZNw3zHIyorFhsO1/THNwGG55dxJb0GZqL+7NSTKCuKsoB/n+JbB1852p4IZQ1MekDvDBNssmQ8sur7NKMn5+g+3+NfXDuk2bH78fJfVtoelayw2bGxT5y+cm6espBIADWNcU2epqdYw+ew4K+gGNheWGnz1TBfPMoizguWWS8M2uN1Tue5lVRFnJW3P4oOdIW+sd9gZJsw3bNquUqnn8x7ZTolnqnXEWYHXcTm/GDCIc+YDm8BRVfe8VFVRU9fquEdVqb68M6IXZVPybWga7Xpu8lEwIUaWoTGMcy4uNe7z68zKihv7EbomuN2LaHtKBBQ4JgfjhO1hwkQM9RcvLExnSodxrmZvP3KCHeWJ+SLjo9szGdnY6seYhsZy03kmrXwpJWFW8vbGAE2DV1db93UfZrgfM8J5TDAMk/MXLvGNr/8OvV6PnZ1tXn3t9SNnOKWU5HnOxsZtqqpkdXUdx3FmJ+sMzy2klGRlxdXdkHGas9y6IzB5GD6pc3pCfj/J2SnXMlif8zgMM5ZbXm1Ufr89DlLimDpVXSp0jI9vMCqbIHdqyD6J8jPqGc+iqvAsYzrDV8iKhq3Sg3pRzs4gJnBM1tsqWeb6QUiclWRlhaELlhoOpq6x0LRV5KWE272IfpizPUiwDY2zCz5mnQe+0YvpRxmeafDDjQENx6Qf5dw8jKZzgkLAiY6LoQmyomIQ59w8DEnzirc3B4xTVY29tufwxnqHfpTxJ1f2mfNtpZ4XEOUFy00Xz9anFe84L4mzAtvQGcSquttwDH7kZIesLHFNg+1BzM3DaLqPikoyinOEUKb4vuVMzbcNXaXadDyL6/shZaWy4TVNVd3nA5vDKOP7t/qKSOqKEIKqRJ7seuSVZFCT9iQveX2tRdu3CKz77a8ehMk+j7NyuuaPvlITAtvUiDOVgKRr6s+l5QY7QxOJSpwaJWp9lqFI/EJtmfXRtRSVZBDlGJOY0efJS+gxUdVq/rQoabomlq4h68jUw7ES1GlCsNJ68CjIJ7c2+N7NHu9uDQF1rL98au6FGxv6tDEjnMcETdP42b/yVzl/4SL93iGtdodTp8880PT97bd+yHf//DtomsbJU6f5qZ/+mU95xTPM8HgYJQWHYYpt6GwNYpaan26O+ASTZJ1+lDHfsFkI7E+EdOqa4MScN209P8xvcqWlCI9EpdMc5clZSdU6N3RVLfQsnZdXmoAizhK4tNysCb3D7jBF1wSnuj7btW/k28mAvPaqPBilDKKMzUEytWcJHINBnLPYUGr3bmBj6QJdF3y4M2ZvnOKaOu9sDhinOSstj51hzDAu2BslOIauVO1xTse3pt6PQJ2PHtGPMg7CTFXiNINxktP1bXYHCUleUVWSq3ujOu+94nCc4ZqaEivlFbap2uyTKEjP0gkckzAtWGzamJqaI3QtHRd9Wg3eGsRICRdrm6JelPGFdodRUnB2MZiudVIV8yydl+r9W1aS6/shaVGy0nLZHsRUlSQqKtI8w67XMhFzWbXh+zubIxxTVZfXbeOxx0LKSiJQlejJe98NQxNcWAy41YsZRBm7wxR7TsfUBUtNh36UMUoKuoEaSYmzArOeH/7oOVZJyc3DiO1+jFZHXR6nndOniYl11LtbQ4qyYi6wubTUQMLUHmpiFfUk7z3Bk+4biXI70O5yPpgZ0nw8ZoTzGBCGY955+21+95/93/zMz/5V2p05+v0e/+C//W/4T/6z/xzLsu97zetvvEmj0eDbf/JH95z0UkqqSlU9yrKYncQzPDdwDJVZnRYlHd86Nr+9x0WUFVzbG2PqGsO4oOWYU8Jw3NCEQHuEgb2JpdGDIFGVme1BgmfpXFpu4pjaPftwol5ueyZSgmsaXNsf8+HumHFasNhwSPISy9BJi7JWvEsatYWQJlS2+Ymuj2fqBI66vG/0YoqqYhBn9KKM0NDYD1M6vkWYjkCibIQCh7yq+MLJDlv9mNfWWpzu+tP1lZUkzAosQ1UnJ9tyYbnB+aUGZxd8hFD+mP1IGcYnecXtfoRlaooYzgcktShoIlCxDY1XVpvTWdlKSmTFdN9UNQHeHymT9skM6mGYUZRKpd+tbYsmWfODOCdwDOXjCGyPErb7CZomKMoI3zYYRKpqeGYh4DBUbWrf1uvjrnxJzy82poSzquQjnQvT4yngxJwHqJb5Svv+80PU3qRlVQGCnUGCbWqstVVr/+WVJnkp0TS4sjumFyn/1YvLjfssiFRFMMfUdYpK7Yc5/76PfGGQ5GV9TuiEaUFZj/Kc7PrcPoywjIcL3Y5CJSX9SCVNdXwL/whT/0eBLgRfONlR6nwheH2t/VwZ0z+vmBHOY0C/1+eb3/g6Gxsb/P6/+GYtEhK88upr6PrRu1hKOU0lSuJ4+vuqKvm9f/4Nrnx4mbIqSZLkU9qKGWZ4MIQQ+LbOy6tNkryi6RjP7AIrhECrxS7PixXLx62hrCT7tRAkTEvGaY5j2tN/60UZeVHR8S1sQ6Mf53z/Vo9houYN07wkLUoWmzZrHU9lkdck7k+v7nNpsUnHt/BsZfPTdEwMXfDO5gBT0zgIU3aHKZ6lsz1IprOYy00HzzbIq4qVjsvVvTGHwwTX0jk9H2DqtahISkxdKZo3+zFJrqrdWWkgJZyZ91lqOlzeGTFMck53fbqBze1ehG1ozAc2ZSkZpTmmLvhwZ8RKy2W1VqcXpSQtSkaJmmO1DZ3T8z5CqESXP/5wnyQv66hJjYNQVf4mSnNdE+yNUm4eRmz0IzqujWVovL7emto9IdR119A11jrKZun2YcTeKCHK1Htf348IbANd0zANJYwqK8lqy33sBywhBK6pc2GxQV3kfOB5ojLcCxB3iPZkPMDQ1UNWL8qwat/Oyb64G7oQrLRdbh5ENCyD7lNaJj0JPurB+jTfzaZr0vFV5Xul5U1HJnxL58KSGtF43IpzmBZ8sD1ESjgYp7y21kLXeGwRkhDKlP4nLi4Csyz1R8WMcB4DVtfW+E//3t/nD37/W7zy6musrq4xHAzwg+CBLfUf/uD75FnG2XPnuXrlw6mFkqbp/OWf/Tf5qb/8s6Rpyj/6h7/5KW/NDDMcDSHUPFntFvPMLrBefcMZxDld33oqs+lJCg48/k3jo9GVD3qtaqdLorxkf5Sw1vGmqmApJbcOI/7lB7tEWcGrqy2+crrL7V6EpWv0woyNfsyZrk9WKAGigGkKkW8b/OjZeS7vjCgr1dq7vDOi4ZhcWm7gWQa3Dkds9mPGWUGYFmz2EyxDZZVPzOcXmw6n5jze3RpwGGbMC5uirOhFGe9uDjF0wevrbdY7Li3XZLOn8tz7Uc7lnSErLYeOp1rw47Rgb5RyqusTZ8pW6tp+yNl5n9W2y/X9kK1Bwu1ezM94S+ia4J3NIVFasDdOWWm5RFmJP1aV1K1BTC/MiLISz9IxNMH/98EeaV4x51uEqSKetw4jleY0THENA01jemznA5tKqqrZSsvF0jXKSo05FIVksx9zdj4gKysOwoydYUJWqPc/txg8tv/m3efEx71ME3Cq62MbGpahsxDc3xEzdY2GYzCMcwLHxDbur+hPqssTR4iHzTd/EuKiyXdps/Z+XW27T2SzNFmTbWhcWm5ORYp3G/g/6Ve+KNUabV0nLSoqCVFSsDNUCWCLTeeR5sKlVAK4jX6MVlfcJz65MzwYM8J5DFBEUWPQ7/PP/p//i1/7O7/O13/nt7Edh1/467+Ert9/cThx8iTf+uY3KMuKv/STP3XPl2kiNKqq6nPobjbD84zn4YKqCUHXt9R82lOsSUolDLmyO0YC5xYC2o+YhqRac2rmru2ZLDQcdHFnVlPAPYKNnUGCLgQd356asAuh1NC7o4TNnop4HCUFp7s+jqnjWDqrbZesNop/Z3OArinboZdWmqoSJiWuqYhZWqm2b8uxGEQZf3bjkINRyn6YsdZ2KUu1vWlecvMgRBMq8aZT51T7ls53rvc4HKt2+5xvcbsf1URPiWW+fGpOZW6bOnGe1GTP4OremDPzATcPQ8oSrgzGXN4dMUpyWq6FoQnSouJ2L+bGoRJ9ND2TrVqVH2cl/Sjnyt6YOCs52fVx6ta9rmm4ts5cYHF6PqCoJIYuyAro12MCnqXjmCqGc6Xt4js66x1vmnFv6GrOtqwk/ThnnMpakAVxVtBwDIqqIitL3t0cTqu0yvLqk61eTfLPT837DzyfDU2l2Uwqm8YDqq1CiI99ACsrySBW4widp3xg+yi2+jEbvRhRf865heCJhTQTYqkf412w4RisdTyGccZSU8WeXt0bk+QVu6NUhQs8QmVYArd7MTvDOx3Ik11vdr/+GMwI5zGhKAref+8d/tbf/lV1Yf7aj/KP/7d/xL/1137hPsIphGBhYZF/+1f/3We02hlmOD5UUil5n9Q4+kkgjsGDUKJ8FSeJQDvDpK74fczrpJop/KPL+2wPYpquyU9eWmSp6TBOC24equrkya6y5Jl8lq4JPE0JQiYfoQllkH/zMOJgnLLWcflgZ8Qb620C2+B01+edrQFvbQzIi4pxUtxzQ5TA3jitjehN+lFGWpQkecm17RApYZTknJzzODXvcxCmlFIyTguVklRnpM8HNp6lxiQarqpSpkVFVSkDelPXiNKCopLs3XVjXghsWq7y97y8O2Kclny4M2Kx6Shf0EoZuVumhmvqJLW6vZQSIdX6PcvAtw0+2BlxbiHA0ATrbZe5wEIgeGO9hW1oSGC17bLYsDkdBeyNEiop6Y0zwlo41PEtHKNBw1XpSR9tue6OUq7tjQHB+pzLQsPm7Y2YTr1PTU3DdTX2xylRXnKq699nPfRJ4OPOZ0UkIcwkN/fGeJbOiY6HoT9+Vf4wTLm8M566I5ya94/NI/fumv9HOwDPAwxd41TXo5Iuev3AN3lAfFzBRFlXOUFdA2f4eMwI5zFBCIHjOLz37jvEccyN69dwHPeBLfUZZvgkUFYS+SnGzEmpFOPX9kL0Whn7qFXCZw2ByoLeG6VIqWbGHnXZSV4yTnJsQ1c/pwXzleTmQcQoKaikEsCstpWN0ErLpayUqna9400/p5KKkM0HirQVlWRrkHCym3N+IUAC/ShD1zSGcYZjqdnGSYFLAE3HUMS5ThVaaDhKZDPOCNOCKk9G5gAAIABJREFU5ZbDQsNmzrfZGSTsDFPGaU6YKFIppZoR1ISovS9L1jsuhi6Uib2tqwpknPNnNw7VfrNNXNNQ9juu8o68eRCy3nZBSgLHZJTkLDZUXGLbMxlEOXmhoioF6v6+3HQwdMErq0pNHqbK/L3pmtyqiftCw+HHL9gUpapKagK+dFplwr+9MUDXlJBNv8si56jzr5KwNYjZH2c0HIOdQcIgydkdpzimge5o2KZOUVa8strk4lJzajb/PKCsJDf2VVLSIMrxLP2xRTMAUVYiUORrnBbKvPyYNvJB5/nzBDVuoBama3BuwWerbqm3vEcLaRGoAIH9cYqmqQCI53BTnzvMCOcxwTRNfumX/zbf+r1v8N67b9PtzvNLv/wrsyz1GT4VyNo65tqeuiGd6nqfiiVKJeFwnGFoSl3cizLaj3jR/mTXpWxVKikJHAPjiAc/IQQLDXuaGhTYBo967+14FheWGny4O2al7bLcctGEwNTVfijKahrxuNxyWW07nJ5XkuGPtk2FUO+X1Uk/t3sh6fuqPX5yziMtK3aHCQsNm6+cnpu2ie9sg4Nl6HVrsGSrnzDfsDi74LM9iFluqUqeZxmcXwoAyd44QyD5cHdM01FEexDnXFhUQqGFhs2tw4iz8z5vrLfZG6Xc7kUMY+XB2nZNGq7B2fkA19KnNjGHYcabJzp0PPOegtH2MKGsVF76KC0YpQUvrzTZG6cM9sa0PYvVtoqfnPNtPtwb8dbGgK1+zBvrbX7i4gL+XdttaIo4+LVH5ULDvuffj0Jcq9dHSU6UFXSWGziGznxgM0pzXllrstBQ7X3fNj61av2jQtTnV5yVCMGR5/SjYD6wGcY5eVmx1nHr5Cd1tJ6m0jmpwj7oPH8eIYR6YGrU34HH8VgN04L1jgd1x+AYeftnFjM29JSQUnLz5g2Wl1cYDod88Utfnf7baDREVhXiiBnOGWY4buyPUg7DDE0oK5z2Y0TwPSk0AXOBxSAOn5tkIdU2zLi8PaKSkhNdnxMd98ibia6pLPI4L7lWZ3Ovtd2PbVVOTMRNXeNk15/aq5zsetimqhwdjFIqCRu9iIWGUk1/dJ1hWpDkJYFjMohzLF9jZ5CSZJJ3twYYuiDOSs7OB0jkfWkmss5qb7kmrqlTlpKynuu0Ww7fvdXjT68dsBDYnF9scLLr8xcvLGCbOh9sj5ASLEOnqOc7A8fEswwOxhm3exE3DkJeX2/T8SyitMQyNEZxzpdPdWh51l0CC1UNPTHnqer6Xdu5P07phRmmrnF1b8ycb3HzIONPrxww51tcWGzwzsYAz9ZxTAPTUErs272INJdc3RtzbjFQyuT6PZO8VMlIdeu/7cl6vvHBx62UEkvXOL/YoJKS1Y7Hjf2QpabDyTlvWpFzTJ28UHOzuvb8kCZNwJkFn91himvpdJ7ggVII5f/6ympr2gmJspKNfox9V0X+aba5rKNNHzQb+rylIT2KsOv+10DHt9gdJWgIdSw+meV9pjAjnMeA9955myAI+OM/+kPS9M4QsWM7vPzKa2gzwjnDp4BKwrX9MVlR8caJ9qfymUIog+qWY07FD8/6JlJJGEQZQO3VmVG13QeS70rCzYOIXphNZy0flqIkgXc2h/zr6wd4lkFaVHzxVAchJLahCOvtXsz1NKSS0A0e7Fk6aW+utJXoKCsqrhYhbc9klBTTSpRA0PLuT44ZJQU3DkMatslq2+VWbUO02HT4/q0e72wMuHEYYes6h2HG5iDmx84tYOgajqmz0nbrOTYlXjrV9Tgz7/NnNw7JiwrHUOTrpZUmvm1w6zDCsXT2w6zOhb+znqM8S6W846N4ZXc89bscxBkd32ajHzMf2GRlRUe3MIQgSgvOLza4vDOmF2bomiBMS/KiwjSU0CfJK5JcJSvdOAgVSSwrXl1rYTzg/Atsg1Ndn36UsdhQYwaBbdCrz5UkL3FqtftWP8azDC4sNabn9EQQNsGT2PI8DSY2S6e63vTvT/o+6jCpGcbrByGjuKCqlGXU6hMm90xmmy/vjqkqydmFgG5w7zkyiVstqoo5334mwRHHBf2uuRb9OSDOLwJmhPMY8OWvfg2AX/rlX1G19hpC0zCOsK+YYYZPCstNBwl16s2n0+TRhMCzP9lLycTf72FtOpX4oWyGdkcpSVHiWwZLTffjPUPv+vePu3cUpWRvmFBV0AszRo2cmwcRB2HKYsPBNrQpge1HGWfumrmcWMckeVm7W6gIzUZZYc55SCmZC2zKqqIfqYz0hmPy8qrHWlupaid50kle8u0r+1zbDwH4ypk5srwiNTQGUU5aVPTinDirGFcFUeZiahr7owTX9NGFYD5wuN0LcQydk3M+QgPXFKx3PK7th+SVxKpzz1U2vPJA1QQPPLXu3kbb0PEtnYZjqONhGyBgsengmjqnux5nF3w822CrnyDqf2s6Jr/8pRN8sDOczqJe2RtjGRpRVjIf2HR8i41eRMezatW24O7aqqxbnXFW0nBMHFNjveOy2lbnQ1pUfLg74t2tIV3fZrHpcGm5wd4oxdCUx+koUX6pk/e6cRAS1TGUbc/k5Jz/0KrqceOT+BzBnarj07y7lErAVpSq6r47SlRAxF3n/v44Va4QEsJ2WX83XjyyJqXqKNmGrn4ep7Q8c1bl/BjMCOcx4H/5n/8ndnd2GAz6WJaF63lEYYTjOvyX/9V/jWU9+zbjDJ99NF2TpmtSVJJuYL+QF/KjIKVkmKjoxYZjMh/YD6wYHoYZ24MEU1eeoa+tte+ruk4j8erKhCbg1JyPoakZuY8TYhiaoO1b7F49YJwWnOp6vLs5YG+U8RYDXl5tEqY5UVrS8gy2hjErtU9fWUne3x6xP0rYHSuC2vVtvnZ2nryseGtjgKVr7I4SDF1jox8jZUzDMVlsOFOz93fq7PJ3t4bEmfLLvL4f4lkGUV5wou2x2LQ53fXRUOKolqt8MnVdUElJJ7BYajm8ttbk2n44zfWO0hIkrLddGo5JWlcSV9suEjXvt9Z2H3hzrSRc3hnRCzM82+Cl5aYyax8rIndppcHXzsyT1YlVCw21v+d8C0PTpgSuG1icLHxAYGga24MEQ1OV2UkS0tl5n4MwI85KllvOPcR+f5zy++/v0gszzi4E/Ni5+akJvJSS3WHC9iBhnCjro0kyU9Mx2R0lWIaGZ+nTbbp1GDGMCq7sjWh5lhqFsI0nEu48L21lTaiZy41ejG3qLDTu9wD9OEwqv7vDhH6UE+cFlq7Rcq37HvSSvASoR0WOV7D0aULUYywH42z68wu4GZ86ZoTzGPDv/9rfIUkS/tE//E1+7q/9IkvLy2xvbfKNr//us17aDJ8TiLri8tpam6KqCJzHz31+HiGlZJQUfOvdbUaxUlx/5UyXzgOU8IqsKMPvlmtiGfeTzX6Uc21/jK4Jzi2oDG7H1Di7EAD3tkmnySmSqahACPAtg8BRRtGTmTqJxDSEMkyPM/bChG6jOVWyDxOVvTyMc6SE3jhjuekwTnOEUB6G724NaDgmpYSGbbDZjzB0wR9e3qUXpXzt7Dw/uN3nX109oFvHi5ayolsboCd5SZgo+6KGY/KjZ7ustFwWApusVJW5w3GGpeu0PJOOZ3LtIKw9GU1sQ+PGQUhWVrQ8i1GSs2q4XNsLeWO9daedy4OJUl6q6mxZSbYHMWsdF8fUefNEh9uHEVGqVP3nFwM8SycvJdf2x4ySgqWmw1rnDpmdD2xGidquU4HP7jChqCpcy8CoM8XXTP2+6ndRSX5we8B7m6pCvDtMGNcG8RNYhoZrGTQdk7yqVDqTJjiz4LPYtLF0DbeezRVIbEOnkhlGbXUlEPel/TzqOZ3kJWFtZP/RudxPE5M2/bnF4KlEPgfjVFXapQojuLDYqF0f7n2/hYbNOC3Ii2pasX8RMQlL8OvOTvAxgrUZFGaE8ykhhKDVauM4KVEYcuP6NUzL4ubNm4xHo2e9vBk+R9DEnSrNZwUSVTkZxcU0jq4oqyP/ryLdSj0e58WRldCJNU5eStJCsjtKOW0rcv7R24Vq0Vfc6sUUZVX7HmrEeclBmJIVFY4pWWw6XFxq8v72EN828CyDtbZHVbfaXltr8cHOiDQvcUyVc327H6NpgiSvWAgcilLy7taQQVQQpQUvr7Y4M+/Tbdh8+8o+hqaxO0z5/q0e1/ZCNvoxB+OUr57t8tUzXcaJij7cG6ckWYmhCQZxzlfPdPnRs/Pc7kXsjVKKmgQuNV2GUc7uMOGDnRHzgU1RVeyPU9XqXvBpOSa3ezFzgUVRVUjuJ+NlJVXbvbYrmiipLUPjnc0BtqFxMM5YaNj0QodRUnByziNMCvqxsvaZJBM5hs5mP2ap6WAZop4J1rm41JgmsbVckyhTx3Y6QnfEsYszNfPZcEwOwpRX11o07vpuCCGYr6t5rqkxTAr69f5bbjq0PyJ+04TgxJwShLU8k61BgmtpD/2+PaiKmZeS97ZGRFmBaxm8ttbEeoajV8fhaVtKiZSq+m8bOg3XuO+7J2rbrZeWm5+qddsnBV1TCvcZHh2frbvTM4RlKVukP/yDf8EPvv9dgkaTX/pbv1Lnqs8wwwxPAgE0XJPllsPBOOP8UjA16T4Kuibq2Mej/48QENgmvTBD1LY6d9/yJiRKE+JOmkg9WziMC4Zxxs3DiMAxOb8YoGsaP3p2nrnA4kTXg9po/TvXD7myO8azDf78Ro+VlktgG1OPztW2y82DkLKsQMD+OCEpSoSQ7I9zwlRVwL5wok2UFmz1YwLbYM63uLYfshA4aJqqJp1fbOBZKpUnLysOxyl/dqNHL8r49pV9/sqry5xdCKZzn+tzHm3PwDZ1Ng5jAkvtj6qSFKXkIM3QdcEX1jv0ooztfszLq637hBFZUfHBzohxUjDfsKepMpqApab6u2sZJHlJ2/NpuiaupdfiJB/PVCTLNjQsXSMtKppHEBW9ns+sKnlHqPMxPMUyNLqBxetrLWxT44un5u6rJBqa8vjsxzlVpR5uVJX16Lc3dcFy02F/lNJ0TOJMVXIXj2hDT2zKDsMMzzJoe+aUrOdlRVTPt8ZZQV5KrBf8Tjzv2yTtkjgvWet4DxXR6A8bAH6BcLeI7FHiMGeYEc5jhGBpeZnVtTVM0+L1N96cpQ/M8JlGJSVRWiKR+JZxn4L6cTHJJ+7HuZqT9KyaQNp85UyXoqzqKL6HtzEfamckBKttB89WBK1Vz7xGWYFlaIyTgo1eNFVDb/YiykrSci22BzFbg4RxktOLMr50ao7Vtqt8RyU4dfveMjROznm8vzOi5ZpKge1bpEXJUsthECkRTFFKGq5FP8qwmw5N1+TGQURWVgzjnH6Ysd7x+MmXFrl5GLE7TIjzirMLAQ3boBflmJqyGnrzRBtT19gbJdzqRewMk7qaqkRUF5cbvLTSJM2VgMYyNLKiIspK9sYJhmHS8kzmfJukKDnd9dkaxNw6jOj6ypuyqCRWPf+Yl8rw/2CcEtgmB+NUVQCFOjbdwKYf5dPs8kpKoky970Y/YrnlTFuunqXz8mpTiXtc88g2q5rjzflgR1k59eOcl1ea9whSgGlr3dDUw8TEN/RBbWtNKKFdmBZUlTLzjutW90f//2ScYjIDOiHXR6GScGVXjQkIAa+stmg6xrRqu9S0OQwzFpsOtvlih4MIITANwal5Hyk/H+RrIiK7Xs8+n573jzxnZrgXM8J5TCiKgt/63/9XiqLAME3W10/wrd/75/zGf/QfY85EQzN8xiCl5GCccbkmAGcXfZabzlNdcItS8p0bh7yzOcQ2NX7iwiKnul7t73l8nQJdU1nscIcY7NfxkEUlMTSNW4djECrqcGsQM9+wOdX12R0lBI6a31xru/iOwXvbQ7KiYqnlstx0ar/EgDdGiarKLga8utqkqluOgzhnaxDXlR5Jw7Fwa+9HlV6kcasXcWEpwDY0elHG7iDh/Z0RRVUBan/sDlOqWvxUlJKyKlU6j6HT9kwV2SdgexBTVJJLy417RCGOqXFmXtkEOYauqnstm8A2MXTB//vDLTb7Mf0oZ33OU84HtQL9ve0hB6OUrUFMx1fVupuHEattF7+eS3xltUUlJYam7HcC2+C9rSFRXrIzSFhoOFMSFtgGwV1OB5MW+t3Iyoqqkli6momtpETnzpq2Bwl5LW6amNA3XYv9Ucp6x8O17m9bT9r0b6y1uVX7jm70Yi4tH52YpQk4uxCwPUhwLZ05/2iRzSTu1dQ0slK19z/6HifnVCb85BOOU0j0LERJj1J5/qxAStjsx4RpiZSSrUHM2YXg87L5T4wZ4TwmVFXFaDTkx3783+CHP/g+pmUSReGsyjnDZxKTyEVQJGribfg0RvNZWbEzSBTxKyr2RokyEj/misk9voClyvZ2DJ04L9E1QVFVWIZq8d7uRTQck7ySXOx6IFTCyIXFBr5t8L2bPa7th8R5waluhgYstZzay9OjG9ic6fp1u1aJhdqeSctrcnYhmGYxv705IMxK1aJtOpyd93lltcWtw4g/ubLP4TilH+c0bBNdh61ByTDJkEguyADHVGTZMlQSTcu1WGzaHIxTWp6thExhRl4qM/OWq6rHlq4yzreHKb0wpe2ZnJm32RooH8qVlottapxdUNvQCzOirGQQ5ViGzuYg4fp+yJxvT8VRr6w0leWTAL1Ow5lUBodJTsNVZHic5DTrGUghlHJ+FOe1kbt1n0dj21Wq+nFaKHP+u8qLO8OEmwcR1IlH6x2VY5+XFbahPdDVYPLZQlPJVLauZmxHSX5kYtakIntmwX+oyMbQBCfrKvFc4N4TmTiZmbx7+2RdAR6nBQ3bmIqVngQT26xhnOOY+rEJCCct5E/bf/S5hKgDAsoUUD9/zvfII2FGOI8JhmFw9twFvvV732Q0HLK/v8fFSy/Noi1n+Exh2rqU1IKakJZjcXbRf2rFqW1onOr6vLUxIHDMqV/icUIe8QDo2wb9KKPlmUrQkhZYhk6UFXz/Vp+OZ9UEQefVuxJakrxSD5T1vri8M2J/nPKlU3MM45zv3eqRl5LLO2PmA4s4U8bi5xYCTsx5OKaOYypT9N1hwoc7I/JKxViertuTW/0YpPLq1DTBasullJJ/de2Q7WGiVNodD00TCClZ63h85/oBH+yMeGcLVpoOu6NUrbco0YVGheSl5SYrLQfLUMk7B2HGqa5PlJXsDhNarsXJrkc/ynlppcGcb7M3Sri6F1KUqhU/THK2BzGupWI1Ly03yAuNW72YKC1Yajl06zScrFDEfrXtcbsXsd5xabnWPcdlEOW8vz2kqCRtz+LMvD8lN7ahhEhnFwKqSk4J5MRFoKpbnL0oJSsrTnd9zi0GHIZKsPSg1JsJdKHiPK8fhFiGdp9o6G48ishGCMFiw6brW7Vv6cNfkRYV724NSfMKz9J5da31xKbolYQre2P6YT7NqX9aFbWUKolqozbEX+88XiLRZAyjqCpsQ3/oA8CLAIEav7jVC9E1jVfWms96SS8EZmzoGPGVr36NSy+9zMH+HkvLK1y4eAntCfNuZ5jheUMlVUrIOC0wNGWvs972qaSss4if7iaia4I3T7a5uNxA18Sx28VMqkgH4xTH1PFtgyu7Y4ZJTtMxubTcqP0Dzfr/W9iGTi9K6foqDWd3lNB0TBqOgaELLiw1MHWNy7sjtvsJpl7wneuHeJY+JYyXd0bM+RZlpcRCjqGx1nFrEYwgyUs+2B5xqxdxGGacWwgYJTmb/YjFpsMgzikqyZdPz7HUdLi8O+K7N/t4pk5ZqZZ1mCpy/N72kBt1ROdhmGHrGrquRDl/fHkf11Szq2le0g2WsA2dlmtydj5gZ5iwPYwZJTmmrnFuMeCLJzu15ROM0wIBdSU2w9AEuiaoKkXa257JXGBz8yBSa8oKWm4HUxcYuppdLGXKYtPmpeUmvn3v8Y3zkrJSle7v3exxfX+MJgRzgc3FpQadWngzSTPK64z5spL4tkFWqBa2MuLOOAxThrVFVOAYD0wggjoxq+XQ8S00IY7FzF0Itd2PgrysSCdCorxUVXaOvnd8nFhFzVYX9ZxuSZJXBI9vr3kPykpyfT8kzSv6YY5bz6E+Cibfu/e3R2qmt+1yquu90FXSspK8tTEgziqkrHh3c8hfODf/iUcJv+iYEc5jQlkUfP13fpuf+/lf5PyFiwAURT5Tqc/wmcDED/P97RF7o5RhnOFaOistVak7jpuHEAJDCBrOJ/OQVkn4cHfM7jBhZ5iw1HLQUO3lMFOikXFRUNYelpOMckMX2LrG+zsj8qLiWhniWzqWoSlBiqXTsA36teraMTUuLDVI63b5Ssslyou6ha2ja8oqaLMXY5sawyRnkOS0XYusqJhvKNP+KCtpuSaLTZuOZ9NylU+ma+oUZUk/zslKlZaTV5I/+XCf7WHM9iC5RwmsCcGproeU8Nam8vl0LY343Dy2oaNpSvQQOIq0DeKC24eREoNN2rvAUtNhGBeEg5jlpkMFvLzSJLBNFho2L620iLKC7WFMkpUst+/Egxq1e8DOMCGwNPbHqaoc33XadDyLAzfj6l6istszpehvexaHdbv/7nnHzX7M92722erHuLaOZ+pq/KGsiDMVC2obuholKCTGx4zSa7Wg51nANXWWWi79KGOl5WA/wCbp/2fvzWMuy9P7rs/Zl3vO3e9999q6unp6Hy+TjO3EjieJFYVAFhyBQESRAGPLjrFAQgikSJFAIIJMiBw5dmKZIESETLATggkkNjYOHo89nhl7Znqr9a236t3vfs++/Pjjd+6trrVr6+nu6fuVWpqqqfe+dznnnuc8z/P9fBdmlQXz8nyvdl/3UlcVNpsuB5OIjmdRd579Mi+LZ7musViPeBItWKpmFQCw3XLui0H9VmjBQI3zkpqpP/WNhVKFJCxW5ixdXY3UH0OrgvM5SQA3b97gF/7e38Wvy/a6bdn86I//5KroXOnbQnkhsTrDQI5obUOj7uicabv3jSyf1rTwpD8nKv5fVpboqvrIEXwpBElWMApTedGpLp6WUdCuWcySjKvHc4pScKbt0vNtvnj1lFujkI2GIwtPXeN4GtOpWZi6yvF0jGvqdH0bFIVWzeRs22W94eCaGoamyN1Aw6XpGliaTHPZHQSESUEelOSloOtb7A1CXtus0/ctToOU370+4PogYBZlKIrC61sN/pU3t6hZOuvVqBwUhkHG6XzIN/cnMopR19hoOGRVtKVv6ZzOE9YaNkFqk+Yl+9OEeZzjmNoy3WetbjMKUw4mI1xLx9S05Y7pwtjzxnaDnm9xcxiiKvDHXuwhhASt741CTE2lZupYuoahqe9P+kVVFRq2gaYpJLnker5fhqZQdyRMP0yLKppV7gwu1hqWnzsyh/5kFjMMU9QQNlsOl49nbLVcur4lU5fSnKZrfuBI/Wn0PI05mqpwoVejKKVJ7mGPJoCDSSzToJAd9It9/67CXalIDP26hVY56xdZ8EUpKITA0NQnuklUFbjQrXE0i3EMied6EnmWLveiqw7nRzVSj7KCt/anxFlBu2by0nr9qbqSqgKf3Wlh6iqaovDyRuMDI3FXWhWcz01CCP7SD/8bWJaNYci3VVU1NG2Vpb7St4fqjsGZjsswTGSRVVuwFu8ffWeFYFSNXRd4o/errArF948EhRAEScEskeaYhatY5odTgcfvvrgv9tVGQSpHwz2PIMmJqgg9TVVo10yEgGEg844boYGmKjRck3Mdl4ZrkuYF108C4qzEMTQmVZH3q1/fl4WZofFHX+gA0PdthlVOet2Rj2Vo0vEdZyVv7U/ZH0fMk5z9ccwwSPnucy3OdmqMgpTrJ3O+ujfmxmmApal87nybum1g6Ap/eHtCfnPMVsuRaUShjG2cJxmmprLdGvGFl9c42/XYHYYESc7+OMQxdc53a1w9mWPrGtstl2/enhDEObqi8NK6zxc+s8ZvXznlxiDAN3W+ePWUrZZD3TF5se9h6iov9n08S+d0llRxmnfGposR8WbTkZnmSU7Hs4iygitHMrmpFNLwIwT3wb97nrVMQzrTvj9lZhik3BpGqAr4ts53n22hqTK7/d71CgXYbjmyOE0KNE1ZMi+LQjCcp3zPxS5CCGzj+e8MLjibkyijZur49rPtSC72Qj+o66cArqlxUs3UXVN/YKGjVGsB73++cVZy+XhGlBZsNh22W85jP2dFUXBMjXOd2vLPjyvJu9V4batBXggc8/lMRJ5GcSZXFxZUhrws0dQnv0YvzGPfdbYt/8y3PwrqeWhVcD6jhBDcvrXH//5PfoXxaER/bY2/8Jd+mHa7szoAV/pYatHpiPMSQ5NO5Q86VhcXsAs9j74vncLeQ9y0pRDcGoUcVMD0i2sePc9adlnyUnB7JHcF1xsOXa8ylhQl7x5OZfdLyL07U9eqbl5MXgrOtmt37f4lecHpLFmO6jxLX+5CzmNpUlmr20RZzuEkxtalIUNTZT53uybjG79+e8J7hzNuj0O2mi5feHmNrCgZzBOSXGaV+5ZBq2ZSdyTMPEjk7yyFoOfbKArcGMw5nackRxKFI9ODMo6nEZ8716HjW4zDlHcOptJEZEjDzXbHJUxLihLCNGcWZZiGBhVzUkEsc6gV4I+c73BzIBmANUvukw7mKe2axZvbDRRVYavl4Ns6t8cRmqoyDlM+/0KHvBAkecHl4xntmkUp5F5uSzO5cjLj8tGM9brNmY6L9YARc1HKzzfJSk7nKeuNO1nijik73tJpfj9TU+4q3t/dBJZ/pygKtq7h2cZd5qC8KInzElOTBb5n6XzhM2sMdhKSrGB3EHI8i4mzgl7dWsLwPwwVpeDK0Zx5IlclXt1q3IV1uut1Va7xohRyh/YZil9FkfB5s2LRtitT1uNoEmXMorzqzMesN+wn6vw+a0FtGxp8xMO+mqXRcE3msaRBPE006ULPI6Hp06ZVwfkc9E/+8S/TbDT5Y3/8+/m9L32J3/j1X+Mv/us/jKIECMc7AAAgAElEQVSsupufJC0crwsjxifthmFhJnhUbJwQgmGQ8s39CXFW0PEsXl6vPzaGRVUUfFu/KyZwMVq806mU6CBDk/zFKC3ueoxJlHFrFJLmJTcGAZ+/0JHRikVVBKsq1wdz+r6NpRccTCIsTUNV4Ho555XNxnIMZmgqNUtnHmc4pk4pBGUp/0uyEkWRyKGbg4BpnLFWd1hr2ry05i+fT5RJfuX1kzlvH8zYH0dYusr3Xeyx2XQYBCl+lUhUCkHXs5lFOd+4PeFgEuFZBt930WQwTzmcxFw5nlOzNDxTx9RUilIWHLMkx7V0bo8i8rJkGCZsNhxaNRNLU2m5BmGSL3dAO55JVgiunszJ8hLX0pfFsWdpdH2LSZRxOk/YbjpsNm3eOpjy1Zsj6o6Ba+pkhSxqb49D8rLkh15d51xX4nrSQnAylzzMw0nMwTji/37rEM8yOJzEbLVctlvufaPjvJRFo0wHKvBtnbNdl2mUoakK8ySXRdE9OfY3BgG/e22IENKA9P2XeujanZuQliud8VGas3EPoUAIuH4acDyNcUydz2z4OIZGzdKoWTLffb3hcHsc4RjaXXnsD9PjnC8PUynkcWNU70GWl/AAD40E1ue8ezgly0vOdGpP1Fl8kDRVuYuneu/vW3yHLUbzi9+1WPFI8oJ+3X5kGtC3q0xN5eWNOnkpv2c+fe/AR6tVwfkcFMzn/Kv/2l9g58xZbMvh1/7F/0We55gPAA2v9PFVXjkxJ5GMq9tuf3KclIsR37WTgKRKinlQ9yNKC94+mHLteF65lzWCNH8gFPthev8IPC1K5nGObWjLpA1Vga2Wy+5pgGup910cdVXGFO4OQgxd4fLRnJqlYxsanZrJrVFIp2YuUSyuqS0dyZap0aqZbDXlRVtX5bg4TItq7Cp3+xRVoeEaGJqKY6h4lsG4KojSXELBPUvH0FS5V6goHE8lUmcW51w9mdOpWfR8m5qlc65bA0WyNNO8oGbpxHkBSMf30TTGszTmcYZR8S0vrftoGkyrYrjpmnzPCx2KipcZZwV1x1hmvrddk7Zr8l3n2pzt1NgdBPzB3pisEPiOQdMx0BTZVX3rIKYs4WSaYBka7xzNaLkm63WbJC8xKqROWsi91UmYcbbjMoszfFvn3UN5jGuKwjzO2M0K3j2ccjpPmcWSc2lq6rI7FyTyGHEMDUvXqkI8YaPp4NvGMlN69zREUWTs5SLqcqEkKykqEHyYFcti72iacHsU4pryfbZ0Z7l3uFBeSkLCIg7yzud959/4ts5La/59P3vveSIqlmSYFlw7mZNVGKXWE3QLDU12kI+mMWt1+5GZ6tMooygEpq4xDBI2mvYjHfMfpEc9x6IU3BiEjMOUrmdxpu0u3w/f1nl1q0Gal5LN+YSd1ve/d5+0m/GFFEVBU3iqMfpKz65VwfkcFIYBv/X//iaNRoPhYMDe3k3+z1/9P3Bsmy/8qR9asTg/IQqTXEYC6hq3xxH9uv2RuVafRqezhGmUoasqt8eR3J2857pQVN2qpmtyOk9wTIkHehotUnqGQYqpq1xak10nU5fduvp2Q37Bv+/CpigKddvgXLfG0TSmV7fvmBlKiU8xNQ1DV5iEKWmVr23rGuNIpe9Z7I8j1nx7WVRZuoqly9GYEHCm43KuW0PXJLLn6sl8WYStNxxOZwnDeUpalGy1HHZaLq9tNUjygt+/MSQtBBd6HtdO54zDFHVRjOYSTP7OwZQz7RpGlVgkx+sZa3Wbum0yCOTPTOOMKC2XQPQ0l+7Yri9d1+c6Nd7YaTIOU/7l5VNuDkOitGAcpfyJl9Z4oe9xPE3oehZhmnMyi3nncELN0ulUnJs4L9hqu5SlSdczCbOCUZDiWrqE6OsagoywyuzeHYTsjyNO5gntmskwSMlLebNyNInpeiYN1+RPvNSn41kUpeCdgymjIMWzdV7fbmLpKmc6Llstaf5Q32dIWXAzs+L+sflOx+VwGhGmBa9u1Jcd8NvjkFLIHc5WzWCtbnOvdE2h7ZkcTxNcS6f2gPDxRfTkQ4/XUnA0i5mEGV3PYp7kzGM5Er89jmg84Hx5mBRFYatZJUt9AGez4RgcVhD6jeajc8afVTLFKcLSNXme1O3lzaRSrV88JBzpkVpQKvbHEa6ls1mFG3xSC8+VPhqtKqHnoIsXLzEaDhgNBwhgfX2DWzd3sWz7gaDplT6eMiq4dJqX1Gz9riSTT4IcU459s6Kga5kPvPi6lbmk7hh89kxrCf9+mgtHUQoG84QgKYjzglmULbuBa3Ub/QH7UYuOmTR4yEKs15aAccsoiNIc19SYV/D1rmcTVyPArBQUhcB/X257VsjnoKnSIX6z2uPzLJ1La35lhPHYabmUVR73teM5104Crp/OubTukxeC8z0PVVU423YpStnFuZaXpIXMD0+qDqBAjuvPtF2yQnI0u77FVrsm+Z6mSs+3GYcpx9OEk1laZZbLjPZf+cot9Aoabxspx9MYBZbpNleO5xzNTMK04N/5/DkurfuMgoS3D6YMgxTblFglIWSi0ZmOS1qUNB2DV7ca6KpKXr2Ar+6O+O0rJ0yjjHNdGT2aFzL3vl0zZWJPS3bx/+XlY0ohO5lfeHmN8z0PTVUIkoLLRzOCtECv8EmqYy7f845nLeMM1+vSAZ8VJWfadwcBKIpC0zH4/kv95S7johteM3UG83TZddyfxHRq5l03ewpwvuux0XAwNPWROBshpBNbVe4uBOdJzrXjAF2T8aLbLQeB3CvtWdYTu4zfz9l82O9cdBbf2G5QCIGtf7h526amYuqSLuBY2nP7DiuEkIlaacFgnmLp6l2GspVWehytCs5nlKIo/Nt/5a9+1E9jpecgx9B4eaNOkORL9/EnRYoiu236Rp2sKJcA63ulqdJlvN5wHgiNfhKpCkRZyf44JEwLXuz7aIrK8Syh61sPHRvO4owgyenXHYIkZxykVVSiSqtmMY1SNpqygzKYp3Q8i35dciijTLIpVUXuU94ehexX5qStlsPBJKIoBadZwlbLxdRVVFW6ZIGlYWIcpfiOwTBICZKcmqnR8yymUQZCvk8Xex55Kbh6PKMUOrM4p+ebBIksinY6Lo6hM4symo5Br9q5zMspwyBhFKYIIfOy1xoudcdgnuSUmjTwKIrg9jii5ZjYurpMHoqzgv1xxJWTOd93sUtedQtVVeVwkqCh8ELPQ9cUvuNMC0NX2RtKk9a5bg3flsiaz51vM08yjGp8r1emr6/sjvAtg8+/0EEIOfLverbsyGYFt0YRPV+mASlQFfeCUZjx9v4U01DJC1lcFUKwXrdRFAVTV3mh5z2QJrA4Ru+dGKiqwvmuHGeHSc7+JEYRcgx9ac1fnoOLUegHdeNLITPVT2YyLaldM1GVO25upSIeaCp0PEsmPaUFniUh+or65OeEEILBPOX2OKRmGUtM2OJxJLPxWzMpsXS5oxikMiLzccHzHyQF5Z4biOfysCt9yvRUBeff+un/hi998bf5h7/0K+zd3OXnfvZnuH1rj7PnzvNjP/6TrK1vkGUZ/8Mv/Dxf+p0v4rgOP/yX/01+4Af/5PN+/iut9NwkkNiMIJFGC+c5XyTu7XY/706HqioPzH++V4uL9+NoYawoxf1GKiHkuNDbaMhcdQWSomDNsR5Y7JaVYeloGhNXHEbP1qVbW1fJ8hLP1wFBp2bRqpmcaYtqbCu7N56tU5RiiUkKM9l5K4VgEqZ8dXfE0TTm4prPG9tNTmYJsySn51kyHUhVeGm9TlYIfuvyCYeTqCqAC6KsYBikFGXJZsPBd3R0VRbIuioLKkPTeG3Lp10zEEIWQFtNh42GzWbLIUoL3tqXCSTDIOGzO03OdmromspW02EUpRxNYixdrbBHMbunAfMkp10z+dy5NpePZmiKwm9fOeV4Gktg++0JwyBlq+Xg2QZ5WUKusDcMGYUpmiqB8LfHERf7HkJIB/+CE7jTqmEbGv26Td02OJrF7A4DvveFHpauMgrTqmiN0FSFW6OQpmvgWTovrvncGoUIYlRV4fppwHbTpUQQxDmifgcL8zSHtFl1yw5L+aHqmiyQ5fnyZA+Y5SU3BwGaovLWaIKpqzimzoVujX7d5mLfYxJly73ZSZTx9sEUx9TYbDi8uOY/MZexKAW7g4CihHkcUbf1+/aWnyez81FaIIgWN1jP63epCpzveVWU6ZNzOFdaCZ6i4Pzy7/0uv/el31n++ed+9mc4c+YsP/Uf/Sf8g1/8+/ziL/w9/tP//K/zG7/+L/ja177C3/gv/iuuXb3Cz/3s3+G119+g0+091xew0krPS0GSc+VohqJIpt+bO82nzjN+kIoqL1pRFBqO8dQxaIsi8GFdpOelBbvv6smcKM3ZaUvE0OJ36JrC2Y50PPfrPl3PWmJ67i04SyE4nsZ8bW+Ma+hLs49vGxyMI4n+UVT+n3ePUICddo3PX+jcZWYqqwv76Tyh4Zic79XYbrncKAI0VQKxD6cRRQlBkjGJMg4ncmQ9ClIu9LyqMJCmHc/S8S2DG6cyOcizDW6NIoZBQpgUtD1ziYw6niV8Zt3nO8+2JJJGkYUGwHrDxncMae6pMuCPpgntmgGKQr9uc77nsdV0SPJCYp9Kwe4w5Fe/vs8f7o3IqwLR0BRcS8ZiFqXgN987oVV1YgXIzihQipIkF3z99oQwK+i4Jp/dabHZtMnykveOZnzx6mnVzc3Ybru0XDlGD7Ocum0wqrq7Ldfhc+c6NBy5P9l0DHRVRddUNFXh0pqPrasUhSz0pWELTmYxAA3XXKKtnkYLXFa7ZlZ7rwXbbfepJgyqqmBWO7NxVuCaOoaqMApT+nWbnm/R9S0U5PHy3tGM26OIrmfKBKen4DIuOpjTKKtiMe9eJSlLucqRF6Iysn247cEPo6BVFIWaqXGh562Ykys9tZ6o4AzDkF/8hZ/jh/7Mn+Wf/eo/JU1Trl65zF/5q/8u3V6PH/jBL/Az//1PA/D2W9/kO77ju9ja3mFre4d/8It/n8uX31sVnCt9bCWqTp5RdczEA2mBT/vYctS3cPGe79WWo8gneYxCCA7G8ZJh2XIfnmH+PLoqozBlGsls7f1xTNez7hrT9esWXc9ErRAseSmkU7uKYFwUE5NqHHvteI5awdjf2JEGlLPdGpt5yddvjRkHKUFaIAR897kWQqjL558WJYeTGENTOZ5JjmDd1nl1q05RyPfFMTXirKTuyBz0sspxHo9SwjRHV2XHb0Ei2B0EXD6eszcM6XgWhqbSqZm8fTBBUWQHcRrn9OsWl9brbDYdjqcxvmWQ5CWWrvK1vRFNx8QyVLZbbjUal5nsr241eLHv0/NlR801ddyqOeTZBu8cTPnDvfESNN9yLTaaDjcHISezmCwr2Itl3OYrG3XCLGezJfcYo1S+JrWCo7c8k42mwyhIee9wytf2xoyClM2mTEm62PdRVVkA3xqFnG3Xlh3xtbpF1+sSphJm7lk6blXsh9XenqnLQvvNrRbDIEEBDE3jYBLRrj2+4ebeYzQtSkohx8Ev9n3KB2CKHvdY1lWFF9c8xmFWFf4xhRDVzZAs4rNCLA1Lti7xVWleys9ffXIuo6rAhV6NwVzuJTcqx36SFcsM+stHM8pSsNF05B7sJ7BgW3EnV3pWPVHB+Q//p/+R1157g9ffeJN/9qv/lOlkAoDjyMxc13VJkoQkSZhMJrQ7neXPOq7LdDp56GNnWUaWZcs/R1H4RC9kpZWeVTVL53zPYxym9Pw7cOXnISFgHufoqiIvQu8bRT6JplHGzUGArqmE6Zw3d5oP7JgUFUYmygq6nvVE2KP3awHPTivjzuJCuUAWzeJ8OXpN85Iv3xjy7tGMhmPw/Zd6dCs39TyRKJu8FARRxk7L5WgS07ANSiEYBClhVlQrDTmTKOPrtybUHZ2LfX+ZFuNa+hLDtDA7acD+NAKgU5MF2/e+0CUvBaUQvHc0pe/ZjAI5es7KkjNtl52Wi0BwMJGj4r1RQNMxmUYZ1wcBnmUwmCcSrK4qRGnOjdOgQsPIfcRhkHJzELKvRbLAENJ8BnC+W+Nz5zrYxv3HUSkE4zDFNjT+1Cvr3Dids9F0cAyNK8dzNpsOs9jgaBpTQ6bqfHanRS4EnqWTZAU7LZfdQUCQ5ry62VgWMm/tT/j1d465djLHMSR78WLPp+EYKAr84Et9oqzAMbW7oP+6puDbypKxurhZCNMcAbRcC1OXI9usNFAnMVlR0LMfbFD7IC0Yle8dzsjLcmls0u8p+h50rD2s6FxEcC4g7A1HfoaqKuM0Lx/NmMW5RAZVhqueb7HesGm6T/c6FEUmIW237mTHj8OMy0czCiGW6xOGJtNtyspctNJKnzY9dsH5zttv8eXf+xJ/86f/Nu+9984j/+3DTqVH3R/941/+X/lHv/S/PO7TWWmlpRaw42cd9WiqwkbDZq1uP7Oh5l4pihy9hmmOosjc6qd5dFVRqkKAh2Yuywt0yuWjGQJpCvnMev2JR5SKolB3DF7ZrFd4ImPpDo/SgncPZdfmeKry+naTIM25NQrRVZVplHE0TejUrKVZYxzJ/ch2zaThGBL6jRxt7g1CsrzENlSE0DmYRPza24f06zZJVvLZMy1UReFi3yNMc1xTX6KQilJwOk9ouiavbzU5261RlILrJ3OOJrEsYLWMjmYCcpwdJJI1aRs60zjjaBpzpu3KPU9N4XAaM4tTkqLErlzVAO8ezYjSnHbN4gcu9dBUcC2dL98YMo9zXFMlKwRlKaH0F/o+57s1giQnLSQiybNkUtHVkzkK0qz2l7/7DH3f5su7Q+l2NzSZH67Incbvf7HHH7/UIytKwrRAVSDNBW/uNFEUqDsmvq2TZOUS8VMzdRqOzoWex3bbkd3epKiiIw3CNCfJSjzrjuv/Qcd8u2YyClLirGSzysFuuyYvb9bJS1GZuJ6ygx6k5EWJpqqczhL6vn1fp/RBx5qhQZKXd8bm95h0FsfF3ihkHueczBO2mg7TKMPSNQZBwpmOy/luDZ4DW/LuuFW5q1wK0Kpz1bU08kKw2fx0AtdXWgmeoOD85X/0S8xmM/7Dn/gPKIoSgJ/6az8GQBAEAIRhhG3bmJaFX/cJq78HiMKIeqPx0Mf/83/xh/mzf+7P3/n3UchP/Oi/92SvZqVPlRbsv8OpjLPbaDhL+PjT6kkMNU/6uA3H4OWNBooix4dP+jwXDMuLfY9Zkktw90OKyDSXe56GpsoowacwYMCdZKF7lZeCrCjRVZUoKyiFwDF0+nWby0ezCmh+p2OkVkW2rqrkZUm/brPTkgkxQZIjEFi6jP0rhCDNy2V3dRSm3DgNGAaSwbhRRSnKNBW5t9dyTW6PI6xqlD0MUvmeodD1bHxbR1XgvaMZeSE4mSdEacHuIOA7dlq8dzzjO860yHLBH9waSZ6oJosF25CYmVmcc+N0TpKV+LbB6TylEIK9QcA4TLE0lXGYMU9zGo7cl5xGGXvDkLf3pxxOY7ZaDq9vN3ENjcE8QQhB17d4ab1OnEmYeZAW7A0jLvRqXFrzsQyVC30PkOPtg3G0BJa/uFbn1c26HHcjDTjbLZd3D2fS3e9buKbOleM5DUfubSqKREiNghQh4IV+bcm+zKu91AVOJyvk5/LKZuMu45iisBwdwx0oeF6ldKFAXtwxfD3sWG84BodT2SndrEmMXJqLuwrIxbFm6Vo1fhfEmZDmrKygVTPlDdU9v6IUMm1KV1Wyolh2yMMkp1UzMbQqaeYxTosnWU9RgKZrcDyLyUrYabv0fAtRva+r/ceVPq167ILzx378J8ky+SX+jW98nZ//2Z/hv/vbf4e/9dN/k1//tX9Or9fjt37z13nl1dcAeOWV1/jl/+2X2Lu5y83dGyRJzKWXPvPQxzcMA8P4iINWV/rE6XSesHsaoioyyeQzG/dfeD4OEkJiZa5VXa2LfY+68/D9y4dJrWLtFsaHh/18u2Yyb1iESbEEdD+tHvQ7XEuj6Zp84/aYhmMSVC7r73mhy6ubDSxDdvIW5qaWa5JXHM22ZyEQjELZNTuexgyChK5nc7HvE6Y5R5MYgcA1Ndo1k8vHM3YHAW6FDdI1lfM9j8+da+OaGmsNm1KICmytL1FARjXODNOcdw6nnM5koVkIwUbdJkoLfNvgje0mZ9ouB5MYUMhLaZjybZ0sF7x1MEXXVJquSZwWFKVglmS4hsZL63VZPCK7nX6uLws3U1e5OQhIspK8KDmdJeyPQnbaLqezhKwo2TY1VFX+28NpxNEkxjY0DsYxmqrS9WtcO56zW0U7FkLwld0R2y23gsXnvND3sXSVOC/47E4LBbh8NGMQpDimRP7sjyN826CsstB9y0BR5fi359tMo2zZdb3Qk27u/XEkb3LWvOVN0sK0Jo+/Ku6yKLl2EjAK0ypDXRrv6o7BxZ63hPTfe1w1XYM3thuUpbwhemt/SpQV7LRdNhr2Ela+03YZhylbfg1TV5lEGXFWYOsasygjL0oU1LuQTLqqcLbrcjCO6fom/bpN17dI83KJZxqFKXkhqgL04bvQcVYyjTIcU5MpPY84bxcF/RvbTdndNJ8tP32llb5d9NgFZ7PVWv7vRuMmAL3+Gj/yYz/Bz//sz/Af/9Rf4/yFC/zoj/8kAD/4J/80N65f42/89f8Mx3X593/0x2m12s/56a/0adei8aAoynM1+TxvCYEsFgr5LI9nCb5jPNVY/YOW9yUTUeFC16NEoCmP7qoIIcgLUY181QcaNvJSdh0X///i79cbDraucTyTI23b0LB0lSQv2R1I3E/Ps+j5FltNh7plEKQ5l49n1G2Tk1nMdsul59tst9wKTZTIogVphknzknmccTyNUVHIheBsp8bNQcB202GtYUt3+TxFUxM5trZ1NlsOZ9UaaS7jPNuuxb4egSKd1rqmUnd0PEvjj73Yp+dbDMNjNE2C2OOsIE4lK9M2Nb56c8TLG3XOdV06nsw/V1WF9YbNq1sNLF3j5jDgoNptVBT4xq0JjqmRFgXTOKMQgpMqESpMiwq1JLuTcSYz52u2zu5pQL9ukZclUSrTg0AmOzmWRpDIfdIzHQluf+dwyrDq2l5a91lryH3bo1m87A5utRyOpwm6pnKx73FrGCEQdDzZPT2eyeOzFIJv3B7z9dsTilKmLvXr8jMUQhCkxXKP+EzbrQrdkpNZjKXLQjkvS3lcTGM2GzZ17U4z4f3HlqJII5UQcpd2nuQYmsrhJKLvS4OapirstKtko+pYdk2Nhmsyi2WxXAqZKLWAztcsOenoeVbF4rwDZLd0DSHkGsblozlCCDabDmcfYuZZPPYkzNA1hVc264/cIwWWtIaVVlrpjp7qjPjO7/oc//CXfgWAs2fP8V/+1//tff/GMAx+5Md+gh/5sZ94tme40kqPUNe3SAtZHGw1XT6ujQS5Z2csE1XqT1lsPolUVUF9jN+S5iXvHM6YJzmdmnkfizArBO8eTplWpo1Laz4H44ibw5DjqSwYd9ryvRdCECQFf3BrxDdvT1ivO8zijIZrcL7ncXsUYicyc9yuitc4K7B0jaZrsGO7pLlbZdrnZEXJJMqYJzkbTWdZEMVZgWWo/P7ukJqpy45lwyHJS8ZRyruHU/bHETVLxzHl+FrTFHzHoG7rvLgmAeg3BiG2obJWl4adaSQNSyezBENVcSwN25Tsz7SQZqW8gM2GKxmkjk7bNXEM+Rzeq9zIpqZyPE1QFXixX+fFNZ/NpoOqKFw7DTiZxaRFScMxZCcPOaa2DQ1b1+h6Fn1fFo1bTYe3D6dcOZoDAstQ+eMv9pgn0j1fCJmXfjKTu5/XTgP+zKvrRGnB6VyhUbPoeCZn2zU2mw4IuD2OZDa9obI/DsmKEtfUOZ7GnMwSrp3M2R2Ey93Vz1+QBtBSwN4gYBpJ84upqZztuJiaimvqcr/W0rg1Srg2nVN3Dd7caXI6l476jmdRe8jai2tKY1iSF6w37Lu6gvcm+Jiaymc2ZEqUoancGoWczBJUReHmMOClasSuKMpDAwjCtEBB7sjOk5yHbZ3IyNW8SiErSPMSViE7K630xFrdgq30iZWiKBia7H48y+L/Yv/sWY0Dj9LCKLRAzdTtJx+nP6mEEMR5SZTmyxSbB3VwoqxgME+WbMVz3dpdLMIkLzidJwgBt4YZvqXLHHTPwtRUtloO6w1rOW6dJVnVDdWk478u+ZyOIbE3aVFyYxAQxDnfebZNzZSO80VHKCsEriWTfYZBgmPqaIpKt27SdAy22i55UfLV3SGH0wTPKmi6BsMw5XAScTSNuD2KqDsm7x7O+CMXOvR9m6sncyxdIysEV4/nDOYpkygjTBRunAZ0PNmhPdOucTpLidKcUZBi6grDIEdT4GSeYGgKYZrT9U02Gw41SxqPrp8EbLUcHFNjFMi0pJZrcvloioJgu+0yi3MOxiHTWHY4e55FIeDX3j5kGuWA4GLfY71hU7M0dlo1XlzzOZzGmLpCVshx94Wuh+8Y9H35vodJXq0oFGw25XPqehZBUixH0IsCcRbnfHV3xDjKGA9SpnHOmbZ0bhclTOOchmvgzWVUqq4q3ByGWIaGa2gYukpZjRYWY2hDU/jMRp0wzZc3EU3HRACTUI7mQY7vX9tq3Lf28n6DWlbIHdkPGlvrioKuUqU5Vc+p2lt+nDOrWyVLZUXJVst56M2qoSlsNV0OJxFd38K3H7369a34PllppU+iVgXnSp94qYryNH6Y5S7a4SRmnmSs1e0KHfNsF4mHGQw0VVkaLUohOX26pj53R/xCWSF452DKySwhyQre2G6y1XbuG7FLsHnMNMzYaDn3XegVReF0nnA4iUmyEkNTpclHk3uc21Ue90K+ZeDbhgSi2zqfWa+/zyQlMTGX+j5FZUJ5v4ZByjuHMwbzBFNTsHUVs2JjNmsmF/seHc/iaBozijJO5wlhmvPims/tcci7BzM5ui7h1c06TdcgL0oKdWGUyTieJZxME9ARK/sAACAASURBVAxd4p6iUhCkOV+9OeL2KCJIcxqOTpTmy+KxVR0Xx5OYs+0aeSnNNIeTCM82CJcmriYns7jKKIev3BxxcxQyjTJ2hyFvbDVoexY3BiGuqVEzNW4NQ/bHEcMglUagvs/5nsckSpepPw3HoOGYy+LnjZ1mhTSS71vDMfgTL/UJ0oL1uowFrTvGsivXr8vPaBBIA1acF4DMta/bsrDcH0c4hkbHs5hEKa9vNyhKwU67RpwWHE4iLvQ8dtqyo6lr6rLgBbANFdswKYSg6UpTkqQRyGLQ0FSyyvSjPeCEVSuk0eKYe1wt9jaLUuDact/zQTuT956XrinNUOIB3M97j//Npk2/bqEpykP3MRcmxv1JTJRKCkLtA0bvK92tb1Ui0/PQh50c9+2oVcG50qda48oBrasKQVLwxnbjmfKHi1KaYbKipFOz7ksqUhSFrCi5fDRnGqW0PYsXet6HYnRKC7n7OJgnMkXpZE7N0ul4d8fSLXYxFysJ5T1fpEII+r6Na+rsDQJMXUXXFD6zLt3RC4f04vXVLI3XtxpVUXZnJ1QIwSyWI+tFkd1yTWxDFqOlEBxNY/aGIbeGAUfThKQoKApBx7P4oVfXadek8z1M86p7OKcsBcMg4frJnGunc0QVjxhlOS916hhVwWPrGgeTkONZwneeaRGkOS+t1wkrN/lb+xN6vsU8zmk7JrM4Z5bkrNVtjmcxLdfE0lX2hgFXj2f0Gzaf3W5yNEuYxzlxVtCrW/SrvcHbo4j9anR9Mk3Yn8RkhWCtbnGx71GzdBquyU7b5WASESQ5Gw2Hft2WO6aqgq1LkP3Fvs84zDiexdwcyE7qTttdgso1haXTfPE5+La+LBptQzq8rxzPEaWgZuqc6dT43hdM8qrzqasqh5OYlmvw8obPRsPhZJYs4zNtUyPLS0xdlVOFe/R+yH+Q5CgKbDYdWjWTrCiZxRkb1et6mJ7moh1nBTdOAmxdI8kLxENWudO8ZBikWIZK06nCChatSGQi0KNy4B8nIeh0nrI3CNGq3eNXNu/v5q70YC32g6dV8IBvf7yL9aKU/GAFaHvmQ1c3VrqjVcG50qdai++Ip4MG3S0hBIMg4cqRLHqCRsGF3v1GBGkCkeaW01nCTst9ajD7o2TrKl3f5uYwpOGay0jGe+WaOn3fZhZndH1rCbxfmIXyUrp4VUXhbLdW8UodTE3lxmlAmks+Y7tmLotLy9CWa26ykywYBym/8d5x5c4WvLrZoOOZvLxRR1NlQfDe0Yy39yfsjUI8S2cYpAyrL/XfvT7g1c3G0mH89sGUy0czWq6JYMDFvo9ya0KY5NiGXFsYBimeZZCXgt+9MWBcjVBvDAI0VaFmynF4KeD2KOJ4lpDlJee7NTo1C9eUO5Ut16DumBxNY945nFGUJSdBQsMyGIQJLdficBrjmhq5a/L/XTnldJ5wMIlIC8EoiHmx72OocrXihZ6HrqlsVO+bZ+nsTyKSTLJI67Z8ztMoo1PlwDccnTQ3Kyj+eGmmWRxTAI4pe4dJVpAWJU5l4lrUYAuyQb9u89pWA9/Wl47zUkgqQJwXrNVtHENjs+lwaxSyOwyWsPhLVWLRgyQEy11KU9NkbrkvIeviIXGsz6LF+HpxXD/skctScGMQcDpLURW4tO5Ts3R2B/L43Wg6jMOUMC3YbrmPTPB6lN7/I6v648mUF4L3DmcVhULh9a0GjvnxLFGEkNSHvaFcFTlX1NhsPlly3KdRH89Pc6WVvkVqOCYXerVlJ+tZ8EEAcXXhNzSZTPMgI4KlqzimHNn6zoeXrbzIwe77FqfzBN82aLnmff/O0GSueV6WGOqdMW0p4MrxnOE8wTY13txp4phaxWNUuTEIOJzE7I1C3jmY8p3n2pzr1CQbU7nT8coKweWjGV+9OeLrt8b4jsEkzHAMjavH0vCyWTE5D8YR21UCUJrLjuc4TLk+kMihtw8mpIXgaBIxrUbOcSYB5p2aybmOhKzrqsLRNKHlmVw/neNZOoN5yjzOibKCWZRTdw3eO5pxOIkoBUzCtBpDa0SZBNS/slmvYi9N9icx0ygjzYtllrrv6Ly04XPlZE7ft6rUpIS6bdB2TeqOyTTK6fs2g3nK0TTmC6+s8fpWk9N5wo3TgKNJzAt9j89f6HIwibhxEnDtZM6Fvsf5bk2uGRzIhJwozbGqfdeoigAdLm5ykLgtz9Z550AC6ju+RbdmMY0zWtVKwiCQ6CKvKjaXfE0UxlHGcJ4wDjNe3qgDEs5uaXIfdxSklIiHmtEWfM6FOa5RmeOUp1x7eZQWHfOTeSKPa0XuZT4s2SlMCwxNJa9MhtMo453DKaWQ6wSLMIHdQUDdfrpJR6dmknVdorRgo/nwvdCV7lchBEkuP6MkL8gKgfPBP/aRSAgIs2J5vYiy/Lk0Lb7dtSo4V/rUagF5X2/YrPHsSUUAPd9mnuQkebnc47tXpq7yymadKCtwq8jGD0OL19eumbRq5kNfX14IprHMSzfsO0D6vCiZhCmWrnEyjVGAs52aNEOgYKgKUVaQZAUtx+TayYxRkOBZBhd6HrahUpSCdw6n/MY7xxxOYwAG84TTWcLeMMCzDU6DhLOdGkII3j6cURQy5vCVjTrzOKuMLwq6pnB7FEnYt2vi2yaumaCpEq5dCMFO2+XdwymOqbHddnhpvS7d967JpHqNSVZg6SqnQco8ySmFQlpINmdRyi7fuY7LPM05mlXPOcgoSoGqKssO62sbdc73PHq+haVrXDuZcRqkbDYcenWbNJcdQUNR2BtHGJrgxTXJy1SAWZyhKtJgc/10jm/rzOIMvTK9TKKMTs1kEqYYmsJ63WG9IXPRTU1ls+mgIAtCVVEogWEowe6yMNU4msQcT2KSvERVFb7jTJOma1Cr8sOvncwJ04KtavS9+LzDRBbmti4NXQKJEzrTdh+ZlLPoni4MYB+ED3oW5aXg8vGMLJcd9Fc36w9l22qqwk7LZW8UUndM2jWLK8czjibJciRaMyU/1XuKUAaojEyapAo8j+SzT5sWoQUns5jNprM0WH4cpSiw2XCI0wJFUVhvOKti8zG0KjhX+tTrg7iWT/I4jilB4I8yIixyuBeFy4etR72+Ugh2h7LLpqkqL1QdMqsyhbRrFnvDgD+8NcGzAn7/xogX+h62oXG2U+PljXplIFGYJzkKCpMwYxgmaIrK6TzmnYMpuiqLJMvSmCcFjpkzn+Uk8xTbkPGDQoBSvW9BknM6TzB1la5nYegKmw2HpmsyG4aYFWtzvW5zPJeIoW/cnlCWckXgQs+j61nM4pzrJ3OytstLaz5JVnAwjkER1EyNerfGN/YnUEiMlKHJi167ZrLRdJgneQViV1lvyO5pv4o+Xas7BEnOZtPh9jgizkqEgEGQ8OKaz6tbXWZxvsy011R5fDQckxuDgKOp7JiezBL6dZu39qfEFTGg69uSH6kqdDyLcZShaQovrvnUbVkYCeQqyMKENAoSfLshzUiWTphK9/7eMOR4KiHzUZbTdEwcQ6PnW4yCDLPq6tUsnVbNZDBP8WwDx9A4ncvxeMs1eGWzwUbD+cAiamFY+rAlhOwyLwxDgocXeIqi0PHMJZReUWS852bDQQjBVtths+mSFgU9z14ivp628FwVH08uVVHYbjlsVEisj3vevKGpWIaGqoCxamU/llYF50orPWfJjuUn4wuoLOVY0tQlG/OrN4f4lsF6U4LYL/RrWLrKe0dyLH1jEHCuAmRHWc6Frsdm0yHOCmkuCVJMXUVB4drJXLp6FQXP1mnWDHqexdf2xuyNQpK8ZKftoqsyFShICg6nMV6F9JGxlBZd3+Zsx+WzZ1pcO55jGSqDecwwSEjykiAu+ObtKe2aQatm0XANLEPjfM/j3YMpe6OQ3UGAY2ncHkZ8Y3+CZ+p4tsZ3ne3wA5d6HE0Sbo9D+r7Fd59rs912EALeOZjS8y36dQuQbv2jaYKuKhzPY6ZJVhnFEr5+a8IkzpjHHhf7Pl+/NWEYJAgFtloOnmXw/Zf6xFnBb7x7zCySfNKz7RqupfPV3RH9uoVj6pxpu+iqskz6+exOaxmJGmUF7x3OiNKC9aZNzZRxje2axTiUO6qvbjWW0aNxVjCLc7qmxSzK6Xs2cVagqhKqPg7T5R7r2Y7LdsvF1FVURWEWZ9RtA8+SGfMfp8Pa0BTOdz2OpzENx/hAXNGiAwmymNxo2uRlSZrfgcWDxITdHke4prY0F630rdH7P6OPswSwOwi4cjxDQX7nX+h5H6fT42OpVcG50kofoYQQH+n4TVMV+r7Fu4czOWo2NEoBX9kdMQoyLvRqrDdsXlr3eftgQtM1mMYpDdeg79vkpeDmMOTq8YzjqQSP/9ELHRqOIbtESKfymbaLbUgTyfXTgNc3mxxNI5o1A880mCwTY4TsQqkKWVnS8S2youRz59pstlx2T2VM5N4wZDBPmVaOd8/SqLvGkmG503YpShlJeXsUoSkyk/1wEjGOMmZRxnmzRt0xUFVpGOrUZHHb9S1eXKuzNwiWcPZWTbrXa6ZOWcYEWVHFMUJZgm3KvcqsEIhqFzLNJU/St3Qu9jx826Du6NyoIiqTvCQtyipGMiXJC46nCa1aiUAaKIpSYOgqr283lgk58zgnSORawN4gBAXGUcY8zjnTcZefq16xVF/eaKBrKkUh0HW5w9jzbfq+jW8ZXD2ZYRsauqoyDFLWGzIKVQhRdXHnmIpK37c/VhdURVHoemaVJPRk54+iKFi6xoWed5eZqSgF104CplGGosDLG/VnQqV91Of3Sh+OFrvTB2O5crNWt6HLx+qG7OOoVcG50kofgRYM0JNZwjzJ6Ndt/G8Bs2/h6s1LsewkTOOco2mMpioYusrRNEII6Rq/NQp5eaPB917sShySKhf6+76NpauMw5Rbg5C396fMkoyNhsPxLGajaXOu6zGLM5quWfEYFXxH5+XNBu/sTylEudyZVFXwLIODSURWyDjOtmsyiXLyouRgEpPmJYPK+T2OUoZBQlEK6rbBesPBdwwJFVcVorTgt6+ecjiJmCUZfd+m45kczWIEcl+s61tEacbJPKUoBYWAi32f77nQ4dppwNWTOdOqkFMV0FSVrJAF8fXTgNO5zClvexZNXcezdFQFapbMkW86cnz7ymYDU1MJkpy396f4tkG7Js1E57o1LvY80qK84+r2THzLYK+QqwNpXi6LW5ArA2aVm74YnZ/t1DicSsfs5aOZTDCqOJC+rfPmdhMBaIrMiddVOVY2HJ1zXY/3DmdkRcGGay/3jpVqlP7mTnPZxbk38vT9x9JHUVQt9pSf+ue5202+SLEyVJW0KMiK8qke96M6v1f61khBpsX1PQsU8B1jVWw+hlYF50orfUSaRBnXTubV6DLn9a1nY4A+juKs5Ou3xswT2Q3barq8vT8hzuTF9UJPOqP3x3HFb9RlYaKpNByDcZhxexRx5WhGq2bymY06uqZUzlLpBE6ygi9eHVCUgq5ncjJLlkzGnbbLd59tkxcl6gn8wd6Yb+xPaDkmL/RrjMMMgKws+a5zLQ4mMYN5yv/8pV26noVjaNQdnesnc0bzlBKJADJ1jVc36/zO1VNmidybHEcZsySnLAQNR0eg0HRNdFWh6Rh0XIv3jubV85O4ooatMwhSTucJkygjzkpsQ+N4mrDTdrENlZNZScs1MTRZ9PV9iz/96jq2rnI8i+l6Nhd63hJ0bhkqe8OQsuqkaarCn3tzi71hQNM16dVtBJAWgq5vcrZTw7cNdtouwyBlo+li6tpyX7FmabxWjcwNXeXq8YyDcUy7gq1/c18Wnv26zZs7Teq2BMDXbdk5Nu8ZEbdcg9e3GxUW6f6iKCtK5nGOa+rLjPLF339zf8rJLOZsRyYifZKuuWUpmEQZeVnSdCVUX1cVznRc9scRLc+h4dxPdXhcfRTn90rfGikKnOvUqkQpaUhbfbIfrFXBudJK79O3Iuli8Ttkh0gsoecf9vMqheDK8Yyv7o2wNAnxbrsmUVZwMJEj5Y4nQeR+xYHsepKmOY8z0qJkECTsDgNUZKesX095aUPC1d85nKIo8LW9MbuDAEVRJH7HMjjbdlEU2GjIfc/9ccTbB1N2hwGilDikQZBU3ToXU1VxDY0oLfjG/oThPKmc3Abf90KXmq2jaQpBlGFoBqamcDpLuDkMUKoOZ5gUpIVEB53OE3zLxDU1ep5FWmFXpPlGyD2+jkurZhKmOZ6pc75bw9AUplHOPM3ZH0fcGkYUVRds4Ug+361xrlOj51tLJ/vC8OAgx+CdmsUwSClL6NUt2q6EoR9PY5lH33a5tOYjkN1dgUT8dD0LqzLvnM4Smq7JesPGMTVsISMrR0GGoSkMwwxFKCR5SVaUdEtZ0Hc9C1NXubTm067JAiovBVkhIe6aoixd5fcqL+VofxGR+dpWY8mMHQYpX9kdygSjecpO28X9mHIT75Vk5qZcPpohhGCz5XK2I9OYep78fJ7VuPIk5/dKnywp1TnzymYDeP582W9XfTK+HVZa6VugUgjGYcYszpYw7g/jSyTJS45nMbqqst12CdOC9cbDGaAy0SIhTgt6vv1UkHjJwywJ0wLX1IjSEk1TmMaSEakqinRmN2T0Zc+3lj97exzxxaunvHc0I8tLmctdyoSXjabD4SRinuagQJgU/N71IWkhi541z6blFURpznbbRVMVBkHCLM7ZqDvcrIxGRSkvzq4pR8g1S+e3r56yP4qI0pwgzclLuTv17tEUU1Ppeja6qtKqGVUcpUEhYDKXrnDHkMaXUZhy7aTk9S1j+brSvOD6YM4ozEAILq75tF2TcZRRCEGWC/JCJjCtNxTeO5xyMImJ8gJDk+PolmtyviP3QMOKv6pr9zMgk7xcrht0POkQHwYp//ytQ26PInxL59/6/FmJOVJUhBAcjGN2BwGGpnK243L9ZI6qqIzDOXVHju8nUcaXbwy5fDRbdujOdlzqrsEwSGg6BrNE4pFKIQiSnLpjUFRF5DzJ6XgmF/v+Q8fSRSmIUrkvGueyC+5w5/hTUJapCZ+0y22Y5jIrXlOZx9mSmfu8jCsN1+Bst8Yszh95fq/0yZXc2F59ro+rVcG50kqVolS6f4UQnM4T3thuPncoe1kKdgcBg3kKwAt9r8oif/AdshAyKvPK0RyAeSLjGJ/k4rUAZF8/nRNlBRsNB9fUeXmjTlIVd66p067JMfH7n0delpzOEwbzlKvHc4KkoF0zWatbpEXJ126O+PLukJZrMq6A4jVLI49KXFNDKNJNvNF05M/kJVleoiBBz5f6PnEm3emTKK0y2B1KITieJqiaiqlrtGsmwyAlSHOuHs+l6aVuVc9DYBsyvrKs9grXfRvL0LgxmONVcP28FJzv1rg9jnBMOaLWFXBtXRbkZcnpLGEwSxiFKa6pE2Wys7dWl6793WHAW/sTHENjFGTcNv9/9t7sSa4zPfP7fWdfcs/agSoQC7dmd7PVI8me0Vwo5BmHb3xhx4TtC4cj/A86YhwTExOO8CKNNNKMpG52q7u5AsRWa1ZWbmdfvs8X38lEgQQIgARJEMznhiBQlevJc9583/f5PamOa/zCcbI0iyjFY++3axn4tkleScbN7ug0KTmdZ81OaY0hBKNFhmUIqloyz0pMQzzWPZUKPj6Zc3+cMEt0fOm7e12GLZef7/fIS21Iysua41mGIQwmSckoylfpSp5lrvLbTePJX2KcJg3pPMrZ7niPsREHocsfXx9w3ozU3RfEfC33HJO8olaKtmc/dlwrpTvPScMDXUagvixttFxmaUnZJGW9zHpQCIEldAdcqnUH7HXTo3NqjCHg+maL0DHX7/EztC44v0cpJZFSAgLDeLkn07VeXDrGUa7GzVIqeMmoTIXueJmGoK511/FZF6Oy1nxH29Tj0lWcH08vUh//f52kkhYS1zTY6Xjc2mrpx6AUSoXklWS784g/uLztpXlHKkXHtel6dpP/7XM4SVEIRvMMU4BrG0gFB4OQfmAT5RUd30EpnanuWiZ/OJrx0cmcRV5RVhKEznxvuRbdht14Msv4yZUOn50ueHiREhfatOPbJuO4IM4rQLDR1tGT80zDux9GOaYQ7A988kpim4KN0KWSitA1eXO7Begi6jwqVl3JeVrRcmtG85wROcfTlEoprg1DLuIc37Z4f7/HP3ujz43NkLysOY9ybNNgGOpkm2HLfez1X2QVJ/MM3zZJinr1fheNCaUf6ISrv/n0fBUJevc84WiaYDVpOGfznO2ux7Dl0vX1fuaw5eA7JllZM0t1IVrWegdRKd2NLirJRkuvR4De5byICn5/NGOWlg0SyCevagahi/2EruxSQqB3ffvauX75aLNNwU/3utSq81g++jJdSggac9KTj9G0rPnoeM6Di4Re4HB9I2R/EKx+vpaKT04XzNMS37H4yV7npbFrhRAEjsl7e92vZOa+jPtZr22+fnp0TtXnkJNZusYiPYfWBef3pLqu+ev/+Jd8+IffY5oG/+O/+Z8ZDje+74f1o9Cys/LFQq/lav7hNC3Zavs41tMvxF9XhoCDQcCDiwSvgW8/S8PQJe7qsfReAyNPy5qe7zyx61MrxSQuKGtdODqmgWeb1FJ32dq+vbrAWkKw0/VWv1tJxUVcaGNNoHEztmnwxjCklhrz0wt0KkvXdxgtMkDR8XQ3cKfrETjaod32baZJwd3zmFoqHl4kTBMd73j7LCLKStq+7q7Os1LvhLZc3ttr4dkWjmlwkWhckKwVvdBZ7cKlZUXHsxiGLtttj98fzSgrSVTV1FKt8ECg3aSbTffw3jimlrqIMoWG1Z/NcwLH1AzNvCQuakLHYpoURFlNx3N4cBHz529v8dHxnLZrN6+RjgHNKx3P6TXHS60Ud0YRWald+Dtdj6RJ/nFMg5N5Rtu1+elel67nrJiXd0YLTuc5s7Sg5Vh0A4e0qJnEBaNFrhFWHReBhmS7lknoWez0PFxTpwM9vIixDU0PCN0+vmNiGfrLwCQpuIgKQle/brs9D68BVz9NS4i58YSqSTQA9csxl8uO/O2zCCEEt7ZaT8QKSQX3xwn3xgnjKMcy9D7qFcWqQCulRkC5lklaVBSVfKlhCY+KwXWZsNaLSQgdtbucXPiOtT6KnkPrgvN7UlEU5FnGv/mf/hf+w7//d9y/d5fhcOOx7tQXO1VrfXMppTid54wWGb3AYa/nr8Z4piG4OgjYU9q48W11PLq+TXuvqy/kz5jjCSFwLMGNTe2IjPOKD4/n1LWiExS8u9vBvNSVVMDpTBd0Dye6qN3u+FzfDLm13UIIHXX55K4TPJwkOj6yQe0cDIOV87rt2agm/rGSind3O/zxGwPuX8T85sGU8SRlu+1xMAi5tdVio+3y6emCv787ZrQo+KeHM3a6HndGEVFRrgoK09BdVz3OB9s0iYuKpKiJsookrzS6pil+ldLvlSkEnmNimwY7XY9pWiKEjqksKm2IcW2T6xshWVXz4XHE8SzFtUx+1utimwZJXuFYgotY54RnlVzd/s82ukzjEtPQe36/P5xy+yzCbrq1GjwestHWhqCObyOlIslr8kqblfJKj+SvDXXE5kfHC/Kq1qN60+A8yvFsgxtbIQK9cjFa5ER2xcNpSs+3+fh0zn4/YLvjcR7lBI7Fg4tEG6SEwLfNVadynpWr4+DyMdTytAnKNXUKkWsb38qOslJwNs+RClTzXDpNnvqT1PFs3XVFrRKclnJMja4aRzn9UO++rrXWqyAhBHtdjYb7qnPqWo9rXXB+T/I8j3/13/533L9/jziKuHHzFgBSSn71j3/P4eFD6qoizdLv+ZG+Xioqyd1zbcCYpTFd334shs8Q336k2pPGbMudP42+0a7Wy+NIQwjtpq4lVS1xLJOkqJANKqeoJSczzdKcpSXHs4zbI+3q7ofaEb3bDb70WJajzbO5jpGcpxop9Kt7ejfzJ3sdZK0LsNCzSIuKBxcJtdR7rj/Z65DmNXfHMXkluXMe86c3hgxbGpR+7zzmtw9mzFPtcr++3PWTrIr9q32fi7ggLSrujGIeXCRsdzxqqfBdA4SJUBDYJou8wmxen386nDHPKv787c1mtF5yNs/ZbLv0ApuilgxbPmlR8/vjGbfPogYPZJAUGvNTSkla6i4iCgopMYXANrXT/WAYsNvz+P3hnH/322NoxsTLYu2j4wU3a8V2x+PeOOZ8kZOWNVUzPi+qmvvjGN/RbvVKSuKi4mSa0fHsVaGVl5Lrmy1Mw6BWisA2uT3SXUJZK46mKa5l8OZWm2la8OAioawUQqhVV3qr4/In1wekhR6VL7PslyPjd3e7dJru9m7X/9rH7+VjdTlmXx6nQuiO8jgqVn9+0qfJaEb1piF4YyNgp6uzsy9ftA0BNzdbOnXJNF7qjuV3peUXNCHEeo/zNZNpCIYN9cFcv6/PpXXB+T3q7PSU/+s//Hv+/C/+Fe12B9AnpKv7B/R6fYqy4Ojw8Ht+lK+XDKGZkUUlsZpov1dBlVTcPY85j3Kysqbl2ez3fbY6HqhHcOqOZ7PZ8VhkJbvdAMsUKMUqL1spaHsWlZRc6fmUUj02un/SaPPuecws0QWhb5uczjOWHpK//HjE9WHIKNLxgQpYpBVlLfngwZT/7+MzWq7O9vZszZ08maXUUvHbh1P+8uMzHk4SXRgbgoeTlGsbAR3f4WAQ0PVshm2Xu+enXMQFi6xkkVWcRwVbbZe+7+BZGmGk911FA3bXTv+ylnR8m65vr9z2tdRu/J2OxyQp+N3hjKLSrnXbMnEtk5NZjlQZp/MMpTQ/1LUMskJiCJ2eBOf8yzc3ubXV0pSASmIK2Oh6dHyHs0XGJC4IXZP/ckebdMZRzo3NFr3AIckrdjo+hiGYxBobtNl2yat6hVBylYFpCDzbZK/ns9l2ubYRMk0Kdnsaom8bBnFRkRY1D6cJez0f1zIYhNpV3/NtDoYBUim22h5O0ynOSsmdlECDPgAAIABJREFU84isqNkfBmy2XG5s6j1W8YRj4XklFdy/SFadx2vDAGtVcGqeaeiYIMRTYefLzuzNLf14nvQlbzmyd59iaHqWlrvO4nsq9JTSnM/PR/Eq+vAyx/RJP69g9XlfF6evrpRSzLOq4azCjc3Wt0Y1eZ20Lji/J+V5xv/5b/8Pjg4f8p/+5q+Io4hf/vGfYBgGu7t7sAtZlvFX/+//830/1JcupXT3RyAaxMx38yFVSieivLndZpJoR/TXQQw9z/0sx85205l51nNMcp32kxS6I/bubpcHFwlFpUiKiq2ORz/QAO9bmy3kJaODVI+KsaioyMqK7a6HJQRt3+bdnc4T+YjLxxnnFbIxnLRci822S1kr7l/EKKWIi4rxoiB0HmWpPxjn3B3H1LU25PR8h0rqFJ5744S/+uScf3o45XSRadajabDX1YBzzzb5yZ7utp3OUv7z3TFVJblocEmmIXAtfXuBY7Hb9SlryeksY5qVTeqOLhJ9W4+mLUOw1fYYRwWjRUE/UNyvJPcuYu6PY9JKu+v/bL/HIHQZRTknM+0Ed0yTslZIJRECKglI7SL/1b0JcV7pLhXQDx3+9Xs7PLhISIrqMZf51X6Aa5ncGUVstlzavs0oytjueAxCZ9WhfGMjZBJr09ISqr/d9rAtg4Hl0g+cVVcsyitOZim/fTglyir+4fML/vnNDd7cbnOlHxC6JoeTlKSoGbY0ZcBoYikvkpxZUmIbBkeTlEHgPBHb9KLKq5rjaar3Uacp222Xlvfodk1D0A2eDUxf7od+G1pSDqZJwbDlstH67keesjGWFLVEloqzRcYbbvjE57w0Wj2cJFRScbXv49tr1/OrKqU0O7go5WqNKdxam4aepXXB+T3JdV3+1//tf6euKwAc59nmkddBS+Dy7TP9zfDWVpte8PWzil/kfrNScpFo1/FXoYi+qYpa8ulpxCIr2Wy73Nho8ay7sS0DxzJ0EeWY1FIilcn9hsW4yCp+sd/DtoRG41w6tRkC9gchtYwZRRm9Jh3l6sDnSi94KtpJKvj8PGaalEzTAtsQDEOXSkpCxyIrK+JCu6G3ux6LXLMuRwvdhZ0lJVJJstKgF2hU0uk843iWcjJLUTwqhK8NfK5vtFAobmy0uLHR4iLJ+fw85s5ZpC/KShfXCu3MXxawWaVRQUWtEU5VLalrA4kuuk8XGQi9wxnlFXkluUhK9nomrqm7mpZpsN/XaTgd3wEh8CyTd3c6nM4z0rImLipGi5x5WpBV+rYnScHRLGMYOvzyoMc7ux0GLZedrs+trTb/5e4YzzL1lwtD4Nomw9DBtU08y8Q0BW9tt1fdDyHAwsA0DFwbNkLnS+a0yxzIjmfh2y3uXyRM4xLftshKXTxvtvXP9HynicY0UDwiGPhNSlRRS3qh+9JWRSxDm9Cyosa1zZdSxL5sJXnNnVGEaQimSUnb671Uw9HzSAhtRJzEOpc9eIax5GSWcjLLEOjz1Ztb7WeeN9b6fiQEhI1paPnn9Vv1bK0Lzu9JQhgEwZd36l5nKaWolTYSANRSJ8B0g6ebCl6WpII75xGzRJ/8393trDA8L1tJUTNLClzL5HyRs98PnjkW9G2Td3c7xHmFoAdCF5Kfnkaaq92YZpRS5JWkqDTnctnlDB2Tt7fbepyc10ilT4Jf1UFeZpMLIRjNtQt6kVfYhuDuecwfTuaUpWR/GGhzkqGj//7h3oQbmy1uj2KKusa3TAwhOGtuS6OfaqZJgWMK2p7FXl+PgW3ToB84TJKCX9+f8oejOaMo1zGNpmhG4tq05Vm6O1xUEtswCByLwDUbvqSklJLNts8iLQkdi7yskVJRVDX7fZ/QsQhdzRcNHJM3t9v0Q5e2Z/PTKxauqXccf/NwSlpUjONiBb0vK0UvsJjnFT3fxrUMtrs+J/OMj44XeLbmU/7RQZ+q1tinjZZL4Gp3/d1xTFlJXMvgziiiFzhcHWio/kWc6/e1YVDe3Gw90Ty2NIJZpuCXB32cprBb7j4u31fLBIXBvYuYOK+42g8YhA493+bd3Q5FpbFJzzKoPa9sU/D2Tpsor7QB6VugOXxTCUFTuD3683ctQwj2ej6+oz8fveCru6yX/23d2Xy1JYRgt+s1XWie+d6upbUuONf6TqSUNjZMkkKbJ2q5cmx/Fx9TpRRZUWMbRmPmkN/afXmWiefoWMZ++HxjTCG0EaV1KWJQKZBbME91p9RqIhs/PJ6TlTXDlsv1zXBViAihu1rnUc7+IKTr2c3tPDkW0zYFvmPyt7fP+exsQV4p3t/vIZXi8/OYWVIwTyss06AfxPzZrQ0ukoKWq807uz0PxzIIbGvlFi8ryR8OZ9pNjgaUW4ag7dmM45woq/jg4YQrPZ8k14V5ktc6AtOzmKcleSXJa70TqXLYaLucRzm1UsyzkusbIZZhkJaSnq+RSlmpnek7PT2a9h2TolYMWi6BY/EX72zx5nabeVY1e64mHd9pOsiCrCl0tzo6B/3qwOci0pnqw9BhfxBiWwaHk4SLpGC8yPhsFPH+1R63tttEWcXpImfY7Kre2NCc0386nGIZOku97Vn0A4eslKvXPy1qJOqxjvXyPauk4mSWUUnJbtfnz25tIBse6/J9XL63F3HO6UyzQe+NY9qejRC80Jeq5YoF8JVcyiXDcgmBfxUvtL5jcmu7vRqpfxuIs+eRaYhVPOyztNP1Vu+7Tp36lh/cWt9IpiFWrNu1nk/rgnOt70RZqcfMoOPA3tpp49ka0fJdXLBMQ7A/DDiapPRCl95z7Jh9XXm2wXt7XfKyxnes53bXfvF1EAK22i6bbXdVjiRlTVbWgOCDBxPGcWOuCR2yoma0yJESfn+oneG3tlr4tnZwW4ZBy7NW7nfTEOz3AxzLwHcskiLn7nlEy7UwDUFeKbqBLlj2en6Tre7xF+/4jBYZ7+11OI80s/M8yjVuKsqQtV6bSIsKIQRpWXM6zzhf5BxOErJKchEVSKmICo0lAthsOaR5jWVIFmlF26sIHZuykrowU9rBnxY1t7YC9gcBo0XONNFFasfXcY9JUeFYOq5QCMGbW23avs2VQcDZvQmn84z9gd63vDuOOZvnnC4y+oFNP3AQAqKsou3ZoGCj43Kl76/GZuM453AqcZtufS9w6AWaSfrRyQzftthqu7y1rbvCeVlz/yJmlhbc2mqzPwiI84qsrLk6CBCIVeb2ZZ3OMx5cJABUteLmZutLiUZFJZmm5QpiX0lNMPj0bEGS693fK5fQX0/T0uByZxQBgptbLTre0z+br2KReVmGEGy0HIYt5xsZpL6pnvd+hRBYBuwPgmVS6Cv/Gv/YtX5/XlzrgnOt70SqiR20DEEt9W6T/wQjy7clIQSbLZdB4Gj00bfoThdCu45fxs7YZWOFUmo1Jr5/oRNpFmnJnbMF14Yhnq3RO/O0pJS6i3syyxpXcczn5xFvDEP+7NZm42RXPJgkbLY9fnc40zGKqc6UNgxBz9dZ0L5tsj8I6AY2n55GWIbmT+aVxHMsHENwbxzzyemcSaLB4nFWUUlJ33fZaOm90LKWnMeF3p0FOr5+LnWtnfSD0OP+RarjKdEJQI5hMI5yZmlJWujupGMKfnkwoOVYnIuCrY5HlFdEacVZlDGOCu5fJLjNSP6XB30OhiGBYxK6JgeDkM/OFjwYJ3zwYLoa33u2hWPpLPPbZxHDlobFX99qMU1Krg1D9rp+48K2mKYlVwcBB8OAcaQd9h8eLahq2XT/BFttF8eUTJKSvNT/vdL3eXO7vSryPj6Z0/FtdruPxysuu43LNYPLbM3lasXf3T7no+MFvmPy3pXuKi3q7nmMaRh8cH/CLC15YxjS/ooCUild4JaVQqE4nWe0vR+2CeLbNCV9G1qhpb7nx7HW82n5GRSAY62TAp9H64Jzre9EnmNyY7PFRZwzbLkvnLv8MnTZjPFDlC5kjVVhcWcUcTRNCV0Lpxnj9wKbunG8KgWBY/JwknL7LOJopuMt257NP7+5QVUrDXgfBLy93UYAcVFz+zxivMgRAmop+eW1DbY7Hh88mPKbBxOSouZo2qLj25S1Is0r7o2TVTLPJKlxTHBMkOjiq65Vwxhl5YTvBw7ztGSeVYSexSwtVgaysq6xTcEsKwldq4n21Kk4m22vSdjxmecVH5/MuYgL3X2MCrq+zYNJQtD26DSc1WuDABSkRc1oUZBXko2me+xZBh2/w391Y8DZPOdkljb8SEHo6v0739EpQVYDezeEIK9q3tgICR2Lg4HEsw0+O4s4nWcUtaGB/OjxaPgFGoKOpNSJRErBpNkfraTCd0z6gcNO16OsNbtzvzG5LVOydIBBxscnC45mmtG52Xb52dUuZa2wzZTTeUac18RZxd3zmPeudJ8asygEtDyb80WTRrU2QfxodJkV+qpg4l51KaU4j5aJWuj98O/A/PpD17rgXOs7kSEE2x19gX+VAchLFt63NdJaMh+rxnH9xf3OZ92/EBoltd1ESF4dBJzNMx37Z9lkpVwZZTq+3XTrFnx8Msd3tMHDMgRVLYnzCoXi9llMy7OIiwrfMbBNoR+XUhxPUz48mrPRcjmaJqtOXss1OVvkuJbZGI80S7SUOuWmqLXpyTYMdto+4yRnkpR0PJu2Z/FntzboeDa/P5pTjWNOZimHzZ5j13dIC80XLeu6YTYadHybXmDTD106nn6Oez2ft7fb/Or+hI5vk1eSbmChCMjKepWyo4DfHc74bBSt8ta7vs0fvzEgcEx2uz4Hg4Cr/YppEjJa5BhCrDLE9XslmuQng1sNP3L1FgkYhC7DlktW1rQ97a7f7fp0mvtZopOWiCoBmIZmwirg3jhGKv33b+926Ac2NzbDxzisSVHzeRMV6tkmw5bTfOkwV+sPgW3y7l6Hjm9zMssAnllICCHY6Xj4tgGIJ8ZRvmqSUiO7AELH+lanFq+rlNJYr3vjGNcyeWMjfGJc7rNu48e2BqAUq/Pe8s+978D8+kPXuuBc6zvTkxJ2XiVJpThf6PHtRst9IVzTF405TzLqLMfdH50sKGsNZr/WdMuW/z5LS0aLnLZnr4rzy7p8275j4js6EvLzUaTzxGvFwSDkaJoS57qzFeU17+52mKUlnm1wERf8x09H3G46pC1H43OSol4xNctKMkkKyho+eDDBNARSKs6iDJRG47iWwSzV3cJrw5DjeYagZJbVq8e9yEtuny+I8oq2ZxLlOpUnzmvuX6TcGUVcxDlpUSOAWVLh2halVLQdi7isMQ3B29td3txqk5QVLc9mu+NzNE3xLIObW23uXySUUvGzK13+65sDjqcZF3GJRLHb9cnKmttnmlJQK8VPr/T4+dUupqFd9cvEnG4Dkb/a1wSJy4Xa4y7iR3+XFjV/OJqRFBWbbZd3djqrBKVBk0Ty3l6Xdxqn//JWTENnjY+inMA2OZymSKmRUGWtjUXGJYu1VIqTWcqiifA0DcGfXh9yfaOF7+h4ywcXCY5lstv1uLWtc8yXGffPqscMAf1vcbf5ZUopxSjKuX2mKQ43N1tsd9wfTcHzsiQVPJgkFJUOS2hFFlf7z59CVTfxpYusZKvt0fF/HPDzpTN9OVnpBc662HwOrQvOtdZqFOcVn51FGEIwTQre3++vDC1fpSXjc56WeI17Ny1qkqKm41v4tqm7dVJy/yJhEhf0A50Ssy8VRlOFV1LvDpa1Pol7tjb5TOJyBR03hb5IfHwy5/ZZxOEspShrnKY7MZumJHnFZ6MFhhDcHkVUteZZbnc8slLyq/sTbp8tCByLcZzjWabOHbdMfvMwpec75JWkrBVJXlErxW8Pp1SVpKwkgWORljoP/LNRhGsZ3NgIeXurza8fTHBNqJXea6okHM0y7KZLmBY1UV7z24czLFN3MBuOOwioUZR1TVlJDB+2Oy57XZ/9fkAnsElmFUWlU4aWhV2cV9zabhM6OlHpnd0O/UAXX6apizrH1JzTtNAF7DwtmGeaK2qZT4gzFYrjaUaUV+z3fVqXHP9RXhHnFb5t0mo6mVlZ49sWPV/R9ixansVuT1+4l0/vclQp6GJ1+bPLPbCHk5RBy35i4ScA37FQ5Eip7+dqP+DqINB4pwdTTucZoWNhCm302mlg+8/TffohFQoKmCXFKlJwlmrz3A/oKbwSEui1m0Va6VQn+/nd/EopFlnZpO0I5lnJz6/2nsr9fZ0khGCr464+u76zhvQ/j9YF51prNVKq4fbpaXLzd09GCl2WVHB7FDFNluNmmygvaXs2bc/m1laLw2nK0SQhymvGcU4tFe8f9L406pRKrfiBSsHJLOPeeQwIrm+G7HY9kqLiP98ZM45yPjye84uDPqNFxrVh2IxiHe6OYyqpyMua/UGIQuGYgtGiZBoXzNKSh5ME2zRpdW1qqThdZMzTkmlSYhlideGwTUGcVZzMU9KiJnBNsrJeJSlJWbPIKna7Pr95OMEyBKrJ8C5rRSoqisao1fFsSqlh8GlZkxSSlmfh2QZtz8ZoDFdSqQa9Y/Gn14fIZmdxmTPfci2ub4a6wHItrvT85v5k485vs931CF1rVby9vaONOou04mSeUd27IHBM9voB+30f+9J6w+Ek5f/+8JSylhwMAv7lm5uErkVeSj48nnNvHDNa5PzyoM97V7p0A4dFVnJtI+DaMMQUGvK+TI9Jipqrff9Lo+rLxpZB6NANbAyebGpbXuS08U4RuhZFrVmf2jwWMUtL2r7Fza3wS7f/OkkAG20N+wc0yeF1fKLfsgxDsD/Qax6OadAPX4wnqXjEOr10qvxRyGhQdms9v9av1lprNWq5+kI9TcrVOPtknlFWku2O91SjUy11Qo5A8PAiZbMtOZ1n/GSvS1JUHE1TzuYZp/N8lbQzbDnsdv3VyV0qxSItsU2DCsn+MCR0LT47WzCOCtqeRdREUI6jnIcTPTJHCMpa8vaO3vkraklcVNzYDPngwZQor7h3ETMIHd6/2mcU5cRFpR3cvr64DFs6GedwklJWikVWNPuTsN3VkZrnUU7oaPOOkvo5R1lJWetO2+3zBX3fWRVDltA7dmWtIfCWqZmchoBaKd2J3G4zjguq5vULHQvHEqvknKJSbDddhJ2uz/ki47cPtZvesQxMITiepsya3dBlQlJeSh5MEqpacjbPQWnG4Y3NFiezjPvNrujhJGUQai7mJM55Y6OFZ2tY/91xRNmwWn/zcErgWLy908Z3LKKs4pOTBWWt+Md7E7a7Hu/stqlqtcoxX64+jKOc42mGZWon/3tXuqvc8S9KCPHUf1tqCaY/mWf87nCGaegko7yWbLRcLNPAsw02Wt43+CS8+hJC0A9sfrHfB/hOI3JfNzmmwW5XHy8v8hoKob9AXt8Mmacl2x0Pa71Hu9ZXaF1wrvWjklKKopLERY1v64i+5UnWMATbHY+ttodois3PRzEAeSWfmghjm4IrvYAHFzGDlmYy1kphGnCl51PWisOpdg3XSu8wXmlcx0vFecVHJwtAJ8tsNOaTeVYxy0qyquYX1/TFNS5q3trWe4t/dNDnl9f6tD2LPxzNOY8KJsmcva6PZ5u8vdNZ7YZmVc1eL2C/H/KrBxPivESBNtuUtQbLl5phKZt2xRvDAM826foOZZOo49kmUVFjGgZ5pY1Hp7OM8aKglmA1CT6uJRBCg6wFirSscZrx9TzVY2ndUYHDicaLtD1bG3QqSdvVBp2r/YCbmy3O5hmTuMC3TY5n+vWM8ppJWlBKyVs7HcZRTpRWGAa0XBvLMBjHOVsdb2X++fnVHvfHCaap05iOZym1VOTlHMMQZEXNJCkIXJNpUnKjKUTHUcGtbYfdnk4YcS1wLQPH1MWv9YRxpDYa6eLbNg1epN8olSLKKqRStD17BWOvpS5kTaGNVZOkYLfrs9vzaQc2+33/hY0fP0RpA9fr/Ry/Cy2/HOlupXoh849p6MSdnY63+qK11lpP07rgXOtHpVoqPjld6H1LW7MLL/Myl3nXSqlVh8sUYuUkfpKEEOz1PLY6Lm9lFfO04GdXu3Q8G6kUHzyYcjhJiJqdwaiBfnc8a5Uscv8i4fPzCNvULvJ3djrUShd4b261UWgGpyF0dnZZS7qexVbHZafrUVR6P/RokuDaJlOnYKfr8fHJgkmcY5kG87TkzSYV54/2e5xHOVWtC+Zf358wWmQ6GrJheNqmTsh5d7eLZ8Fmy6WqbXzH4NcPphSVpKqlRukoaPvWKn4yKySWCSiBaQqirEQqXUQVtaTl2fiOCUrhmCauZTBNSpKy5r09h7Zn8eHxHKUUmx2XKKu4N9bu7LSsmSYlH58sqGvJm1ttLFPwxka4ykV3LYOsrPFs6AUeZb0saC2KSvLelS5vbATMUl3QdX2HoqqJ8krfRlHzzm6bv3inzYOLhFoqBi0HxzS4tdXmf/ilydEsZbvjsd31nkoUGIQuNzYhK+sVI/N5pLujBZ+eLlBKcTAMV2aO5arC3YuIzZZHL2jj2QZv7bRXrNtX+cKvlGo66BLTFM36wTd/vM+z/vIyfud10/J4OpwmVLXiaj94oS8sy3PmWms9S+uCc60flSqpTR+uZZKWNXlZPxXQvt3xVrnlB8PgK4uFJa5Ip9XYq7+L8oppUlBLxUmzb+ha5iquUgCjRc5FVJCXkuOZNsOczjPe2AjZHwRMk4LN9qNipR/a7PV8HNMgKir+4fML7l8kPJykjOOCzZaO0xwEDu9f7fLBgymuZRIXFVLKJp9c8elpxCjSGerLQm6eVxjoC5DvWNRSx0nePouoaskoysgqiWUYqwuNUGDbYmWMsS0DFDi2ybWBzmH/3eFMF5RVjdPsPn14PCevJK5toqTuwnqOwTjy8GyDRVZhGoK//GjE+/sl06QAoTuyUaZxOHktcW2Da8MQ29SZ8rVU3BvHXBsEXN/tsMgr/uHuBdOkoO1pF/rbOx0822DY0oil03nGbk8XpqNFzm7XxzJ0PvogdFFK4TkmZa345HTOw4uUfuiw3w+wjKcbLUxD48AuHyfPIwUssnIVUjBPS2RPg+GnaUmcV+x0dD5929NmrGmTKd/2X22G5hIBdTrPaHk2b261vjE4ewnhvmg64N3A/rIR7Asqa8n9cUxWSa4PQ4If8T7eySzleJoh0F8K39xqr4vItV66fryfsLVee0mlweagXYSGEDimwVbbazKy3aemHQkhcG2Tm5stFDw3O/SLP+NaBq5t0PVs3tpqkxQ106Sg5XVXRYFgiaSxcW2Dnq8vlqYhGIYu46jgd4dTeoHDra0WZuMIXaQlgWuCYzOOcuZpAShcy+SgH7DV8fjNgwnTpKSsc6qxoqokSRM1eW8cE3o2ZWM8cSx937ZhUEq5QjNFWcU4zhnNc4paIQTYpsS19Og/ryQIVnzJi1gzLPuhyzQtOV1kDNsuRcMe3WhpnMhynSHOdTFpWwZXAo0wKiv9ZcAyDYbhI+RIz7f5+dUu82bfdbvjcTDQaUiWYbDZ9vj8fEzXc/Bsi0VWch7pgv9wkvLOjr2KgRSN06EfOjjNqoAA0v2aOK/Y7vrYloFxCUWVFBW3zyIuYm26GrYcbmy2vrK4+TqFlAA2Wi7TRO+4Xu6OCkAgmvUGAykVn55FxFmFYQh+eqVLy/v6p/ZaqpWb/3k7XcsvLKbgsTWVJ6mqFWeLHMswmCUFUV4xsL4ZjkkquDOKmMYlhgHv7Ha+kiW6TJP6609HSAUXccG/uLnxowWfP2Zk+x4fx1qvt9YF51qvpZaGjc9ONafv1lZr5WS9vhFydaA7WM9kE37DC5BlCN7b6yEQHE1TfNtk2HKJ86rZbYSNtssiq/SFt+Wy2XHZ7nooBYfThHvjmDujiJZjUTaj/dEiX7HzjuqMk3nGNNVMON/W3cxJUgC66xrlFaYpkAg+PJpT1JK8kkwnCZstB9ux2On4HM0SDANCy8SzjaYzm6+SSGQzDpVKMWw57PUC+qGDb5t8fLLgznmkuyRSYRraLDNLSt670uWXB32KSpI3xiYj1zujUV4xbOkdsKSsaEsL1RSP/dDmv39/j9GiYKfnYRoG+wN9nwLdmf34ZI5p6JHyGxvanX00TbBMQcd3OFvkHE1TnZykFH3PapJ+9Jj9zijifJHjOxbv7nb4yV6XSspm55KV+/14lq1WK6paEnqWLraX3KFvqOV6hSEEhtDj/59d7TUpS2K1a9cLHK5vhkR51ezOCZKiYpGXLLKKg2FA6H49TItSiqNpyv1xjGUavL3TfiYEXinF8Szl3rn+nbd22vS+4nfMhlYwjnM828R/Caljyy+Xtmmsju2vkgLmmXa4O5axmkL8WAvOna6HVIqqluz1g3V3c61vReuCc63XUgodF7jsPE2SgmFLjzYNAa717UZrLiMIDQHDlsMfHfQZthwmsR6TlrXig/tT4rzi5laLvKppuzZ5XXM2z1hkGiJ+PEv59HTBg0nCMHSwTww6vv7YVlKRlTW9wKHt2Wy0XT45WfB3d8Z8eragH2gskxC6Exl6FtO4xDQEjtAdTQGkpcQwSqKsYp5UWKYu5IK8ZmoWjOOcOK+wDIFlQNlcy5dj7T+5NqCo5aqgTouKtm8xDB1KqZBSO/CNYYBjGTyYpNhN59I2DPq+wywt2Wx5vL/fpZZw5zxm2HL4FzeHvLvbJXDiVcb7O7sdHeEpFR+fLLAMQ7vxxzE/3etybRgQuCZxVnE4SfjsbKFTVIYhb+20GYYuh9OE01kGAuKsou05xHlFUlR4tvPY8SGV4sEk5XSWoRRc32ix3dHA/f2XdHFeRlU+nKQETQysaxmPoZrgUXjC7iW+pgI6ns0nJwtarsXZPGO7432tkIVaKSZxgWOZVA1iquvbX/k7sonmdEyTSurf6X3F7xgCbm612C28lQntm+5PWobg6iDgcJKyEejQhq+SQMPiPz+PibKS9/a6Pwp+5JMkhP5c7w902MGLmIbWWutFtC4413otJYBBy+UiLgHFMHRZZCXHM71qpIY0AAAgAElEQVRHudf1Vq7fl61a6uJhlurdy2ETM/n2doezhY4anKYlH53MyQo93r7S97ENgzipUSg82+L2WQTAwSDgbJFRScXn5xHXhiF5WbNISyZxwYfHcyxT4NsmoyhjHOXcGemRq2UKDgaaz9nzHQz0ruXDi4SkqAgcm/NFhpopTFNHXi6iRznmtmFQK73P6TsmMipQhaRQsMhrjViyDfotRzviURxNMn6+3yXOKj4+XeDZJm3fYrfrce88wRICCVztBzwkoe35jOOcf3Yw0BGbecXPrnTpBzZbHY+745iylgxChyu9QHfc0EXGRsvlcJJwNE0ppSR0THa6OoVoNM95OEmanVW9K9ppAO5Hk5TRQuem+46JZWYEjkUln2ANU7qjKdALqx3P4r29DghemuGllppkoHPVS6ZhwXbn6Wijx/iaSrHRdrm+oXchl27jr9N2NYVg2HK5N46xTYPucyQP6S9VLnfP9e/0/Kf/znI1wTYFvZeYaiSEYKvtMgyd1d7rs6QUXOn6VG1Pr03w4x0nv6681rVeLa0LzrVeSwkhGIYOrYMeoMd4vzucUZSSi0gbCzZa306MX5RXfD6KsEyDRRrROehjmaw4mr5jcna64LPTRRNJ6LDT9UiLmn3HJ8oqikp3Lstast31uLHRYhznJEXN7VFElJU4lolEI5U6ns2dUcQ8q0gLnd6TlktGaN0Unj7ztORskTFLS/JKm4TaroVUkDRjftcyUAqyQrKQeoTsW1J3GIXANMCo9X7qaJHzt7fP+dfv7XBtGFDUOke8rBRnUU7Ht/Fsk9DV2KZPThe0PYvQsfjplS77w5CyqlGqTeDoPPd3dzv0Aoe80ruUnm1hCl2gOJbB8Syl5Vp0fZuttsv1TY0tWnExOyl5VdNybR1BFzrYpsGNzRahayEbA9AsLfEdi7ZnrdigDy4SBqHzWLdLCN39USrRGJievzJaKfFyipQlRPp8kWMaxlONbE/TIHQ4GAbERcWV5vF9HQkh2O15DEIHw6Dhin71bQkh2Ol69AMHQ/BUA1AtFRexXgXZaLlP5dp+XQkhsF6gSxkV2pTmWCaLrORr1uhrrbXWc2pdcK712ko0qTWgL3arLobgufE0z9KSX3d5DLX8s1JgmrpzEOcVHx7POZokzLKKlmPx3l6Xs4V2oweOxTwtNYS5p1NvNtsuZS2JsgpTCH57OOV4OiOrdFLPJNE7aDpm0cIQgkHgABpAvshKpk0X9GSWEef1KskoK/W+m2sbyGZHsOvbVLVEKsiqmlpC4weirBWz5v4K2Zio0OioRVbxn26PeXeng5TatPTwItGpQa5GH7mm0eydKiZxueJG/jd7XY6nKb+6d8HDScJO18e1Tbq+zcm8pqwV51HGXi+g49l8eragKCWGIfjZ1S6+bbLX81mkJR8ez+k2BW5ZS2xT8CfXh/QCG9s0VgWREBo7lZc1H58sSMuaYehyERfkVc1Gy2V/EKyKNiF09/it7Xbz/3A6193RtmdzMAy+MYrIMDTWqR/qcX7be/5M6iUh4WAYNF8KvtlI1BBCI6te8HdcW0eH5rmG+F8uepVSjGO9U43SLNlbT+HaflfaCLUpq6wUu13/pZ0T1lprrSdrXXCu9aOQIeBmE4UYuNY3HucppVaj86yUKxi4EIKWZ3Fjs8UkKdjpeFimoMgkJ7OU3zycacNN6PDelS5v7bR5a6fNJycLHZt4NKflWVzpa2PM0tUuBPxiv49nmfzm4ZSjSYpUioNBQOiYeLZJUVucznNsw+D6RshokZOWOhN9khTkpS6mlnD1WiqUEniWzvSeJCWFVPQDh77hcB7nkFYUlcIyQTYFqNG8no6lsUKGITibZex0PJ2sM8tpeebKtT4MXTqeNu+UUrIRuvQDh8AxqaXk9tmCYom0cSzyqqaUCsswdN57lBMXJXFRkZfazJNXNVWtwNZZ0B3fpu1ZjKIc3zH5+X6PYahNYp+cLJgm+rb3BwGztGjA7RqMXzbJRQ8nCdttn8NJwmbbJWiKLtGMzZc1XFlL7l/ECATHs5ReYDMIv3m33DENNps9469TMBriJbVbv4ZUs/v56emCWiqubYRc6fmPPY+iWf61TEFW1k/l2n4XEkIQuiY/3es+Med+rbXWevlaF5xr/eC1dE5/sbNz2bijLzAW1zdbL20p/jwquDdOdMewqnlnp4MpNPZlkhTMU51Jnlc1eSmZJiXnUdZ0W3X+87u7HfJKMmuysO+OY65thCtkz+fjmHFUkBQVNzZaXO0HXMQFaVGTFBXzrGK/7yOBfkvneVdScfs8xjNNnWuuFFIpPjyZs9vVO5BvbrWJ8oqHk4S0hFlWsdvx2O54Ov4yl7iWSadvEzdpR6aAQipMdEf0xmaLXuDgWQZvbLRW8Z21lJiGzds7bRxTF8OTJu0nrzQH1DR0OlNVaxf8IiuxTIOdxp2/1dHd3YeTmJN5ziQpWKQVb+92WKQlm+0A3zFX7v5xlLPbDWh5NteGAdttT6cGlTXzrMS1TKKs5MPj2crcYhlC80JNg4NBiGkIqlp3wqdJuTJkiaaLvTyODCHwLJOoMVJ90djzdfVDL3jmmU6usk2TaZN+dHnCvdF2iYuKrJTsD76aa/td6EVH8GuttdY307rgXOsHq2VCxsNJQlbWXO0Hq1FkLTWqZZaUbHU8NlrOS1+MXyamGIZAXjKbxIUugGzD4O9uj5kmBUlZ4dkmnmNy7zzmaj/g/kXCXs/nbz475zzKmSUluz1vhen54P6Ew0lK3Oya3b9IuLERch7lFLUuUlEVbc/i2jBYJSKdzrUxaRi62JagqB+N9JO8RinNTOx6NufN+NmzBYZBw5yEpNDmpcLSXcakrHU8o6EwxXKkLrg2CLjSD/j8POZommIIwU7X192jK10OJymGIfjJlS6OadDxLGzT4OZmSzvJ85rNtkvXtyhryWenEZ6t+Zo3NlrcO4+ZJQUicJBKsdv1uDYIMAxBlOnnVDYYHM9WDMJlRr1+L2xTd2HHUU43sEkL2XAs4WAYopTCtU36gYPvmJwvMopacfc8AgRX+j5lLamk7iYHjrlyWU+SgtCxaL3A+PubHGtLvaqF6aBhxla1ZLP9eEEphDaxHQzCVeb9q/o81lprrW9H64JzrR+0zqOc42mGZQjuypj39rqYAqKs5F7jmr0ziuj6/Zeeu7zR1tDzrKy50n+0A7bM1749ivj1gwuSvCZ0LfJa0vNsWq7NaJHz2eli5TI3m725q/2AYSgZRzm3RxFpWXE8zXBtvRcppR7le819SKm4M4ooKsnVfkBa1qRFTeBYzfjaI84ikkKST1LivCIuKgLbohfYpEVFXOgdxn9xc4NuYPNvf33INNEsTcMSpIUuUi1TECCopHYlX99orTrG/UDD2SsZYRrw86s9Atui5Wp3+092u5S1JC1qOr7NZsclLWo+H2luZz90CR2Lv797QVxU/NUnIzzLxHdMrvQDqlrysys9PNtcgdizUo/VXUtHY76728W1jcfGo3qVosXBQO9ZLrKKk3lGu4kFNZufq6XieJoySQqmSUE/cDENwZ1RhGuZuuAn4a3tNqYhCByTwNFRk99FsbnINFe149n0gq/mYn4fEkLQ8XROvVLqS8ah5XP4+GRBWevkri+O3Ndaa63XW+uCc60ftDTaSI/V7UstFcPQo8+lIeZ5r2tPMgE9SZeNGihtJFn+vG+bvLnd5iIpeGPY4m8+OwfgrZ02V3r+KtVmu+NzEedUteIiK9hou03HTaNtsrJmkpTUSlFUNZZjUdaKwDHY7erO2+EkJXR1os7n5xGTpKCSes+w5Vr6eYtm/1IpLqIC04BEVaRlRejY7PUcgqbjVNbQCxyqWkeAdnybogGkW6YgKWpE42Rv+7qgjPOaqpa0PIubmyGLrGKWlsRFTVZJagV/c3uEb5nakDMM2B8EjBZ5k6LjA4rK1kYnzQ4FhSJwLA76AZO04GiWIgzY6fgrk9OgpfmZe70nw86X3ErT0PuYvcCm49tfWr/IKx0N6VlmUyyhE6ICn0lU6OPLfNQh/7pQ9bSsyStJqzHVRHmFAlrul002eSVJyxrLEHxyuqCsJMci4+dXu69kDKMQ4iu/1M3SkqrWO7jjKGen62F9xetYNzG0Amh51jOjKtdaa61XW6/eWWuttV5AGy0XqRR5WbPdedRlDF2LN3faLNKSYcvV+3pP0OVRpVIwinJmScFG26P/HJ2ky0aNy7fV8W32BwEPJwnv73dB6Z3Hd3Y6vLHRYpoUXES5zjdXiu2OS1LU3L+IVwlEoau7lFFW4VnGqnC+0g8Yhi5niwzXzqmV4jwqKGu9Kwq6AAdwTQNDGNRKo5LqGkQNVi3p+LogLWvJMLQxgHlaUlQK2zK43g41PimrSasKqZMzCT2Ltmfz529vNZikglmq+ZlFrdNyPjldrHZNB6GDaYqmmDNJ8hopdZzgaJHpbPS84miSUitFUlQcDAfsD0Lavs1npwsCx+KTkwV3RhF/dNDnnZ0OjmXw1nYbqdQLmT6edCg4lh73z9OSna7Pm1vtFRrp1NMMVJ3q81x38SUppYjzmg+PZ+QNFqgX2NwZaaD9jc2Qna63eg5FLZsViArHMshLvVNb1DW1+j7tNl9fHc/GNARFVbPTDVfd5SdpCcL/fBQhhODWdovNlrvuiK611g9Y64JzrR+slt2rnUuA7EejVM3h7AU2T9vc1GNZybRxLQshuH0WYQrBNC35xf6zx/BSPjKU5JVkmhRY5qNM8sCxsAyDUiou4oJZWrLRcvnD0Yx/vDeh5VoUtWQ+LcgrSZzXdAObd7bbRFnJ3fMYmm5XL9C8znvjhL/+dMQoyleFlm2Ilet3+d9JXHCBdpUDLMP+/MaV7pgGbdem5ZmEns2HpwtGi1yjjWydcpPXknFUrm7VMg2Somaelvzt7XO2Ox7ztOThJKWqJSdzDVA3DYO8rFEKjmcZtqnjDK/0ajzH1GaloqbrOwxazirzvqy0oWqWFNRSrt7bD+5PyMuaQRiwyDQv1DIFi+yRucd9Cv/xae93p8msB+1SfmenQ1bVuJb5WJTkXs//0vH1dZSW2vHvWSbztEQqbVAShu7+bV8qaItKkuQVrmWSVzV7fZ8or9gOvJX7/4ckIQQdX0d11kqtPm9Pk1QwS/VnSSn9RWij5a4xmWut9QPWD+/MtdYrqyUqKKskjqndu99FR2JZGCxRK55tNpGNNffGCQDXhsGXLnJSwe1RxDwpMQyh4d5PeE5FrdFCTpPTvPx7gNN5RlrU+I7J56OIRV6x2fJ4YyPkIs652g/47GzBNC6ZpQWn84yN0G04l4pPzxZkZU1R1ZiGZmK+sRHwcJpwd5ywyEqk1NxJr9njjIuaWVKSFbU29yhdMBmGwHcM6lp3SIuqJq8ltmE8FoMoBLiWNlZJFEfTDKkEUkrSvMJ3NJgdAWleI4SirMExBZ5lYJjaAHJvnPD5ecwgdCgqSdu3uOG2uNLzMS7tP1ZScqXns9X22Ol5HDSdX8Gys2hzfbPF8VSjnva6HknRjJ49wVbb4/2r/RXbcbtBTS2yio+ONYanHxa83VACnqYvvt8/2eusTGZCCGxLYFtfjpJ8WWp5Nm3fIskrdns+bc8mziMUGjp/+a4822TQcpklOq3qYBC81GSj70PiBfiemuLgsUgjTFN8a8XmD8GMtdarKfWFScP6+Hm21gXnWi9NSsHn5zFn8wzfsXhnt/3MTsbLuV/dPfz0dIFU2kG80XI5mqZM4wLQBdnNrdZjFy2pFGlRYVsGRaXjHG9shFzEBTtdD0PAvXHCRydzXEsXgxdRztkip+fbdAKb0LE0G/PBdFXkhg1LsuXZnMzSFVT8/2fvTWMuS9fzrOt91zzs+Ztrrh5PD2fwOXawHed4kIUNRlakRCCESEIcy5ZNiLBkAZECQUHhB0IgbFkxjowVIQEhieAHP7CxsYLtY4OTPsdn6KmGrumbhz2sveb35ce79q7qrq6pu7q76tS6pJb6m9Zee6+vvv2s53nu+35nZ8bWIORkVpBWNYEriV2bsqopldlHvbASMwhdvnVrzCw3XbBKmfOvlel06mafcKGOrxUUlSZwTecy1TVpqShqM0bPdI1rCSRQNTZAvmPj2pJpVjXRjzUrHW+ZAHNuFJKVNbdOTCpR7Fusdz2y0jx+pYz104VRhBSCSptC/EtnB7y82UEgeHmjw/Y4o6wVax3TmTs9CDic5QgEvdAhcI1xuy0FWz2fQeRy5SBho+cTN3uKUsBm32et61FrbW5kgLysqZUyY/rCmNpb9ylLPni9i0q97+v3Kz4WN1PGFunR31yEMMX6K5vd9z2HL5wxSViLjuoCWwpeXO9Q1Qrbkvd9TK21GbNrPrG41k+bRVJY9+xguT/8OJ/X4nruTXOT5tX1H9ghb2lZsHBI2Z1kCIG5CZZt0fkg2oKz5bFRKWP+7NkWaVExL2qCxxxf92Fo4HheAAJbwlGSM4pd3GYcB6aT9kFsKTg9CLk1TlntmALn5knKvDDejlmpeHNnwrXDhI7vcPlghtZweX/GMHI53Q/ZGgS4lmR/muHbFpZlCqnNnokXjFxrac80TkukmBN5Nt3Aoed7nBuG/MG7h5Q1BK7EtuCdvSnf2Z6Y0XFtbHsUgnFa4tiSsjYdz9CRpJa4I/9b0PFdtC6wpGSWV1QKAkc01j9O45Mo8WyLXmBT1bqxRZL8+CvrBI0K/PQw5Nu3xtwapzhSEHpWM3425/TSeocX1js4thmdv3aqRy9wODuKeH4tRgqTnGN2EC2KWnGU5Hzr5piTeclmz+fMKOTsMFoWU5aU7M9yDmY50bFZNfDuuGGxLbH8g6W1phc6xtuxEQ3da0/3zut9ahBy6yRlpePRDZzbv0PNuN3ky9v4zu3iQ2vNOC25cpAgheC51YjIe3Rbn4Xv451/dO+1svFBsdO9WKi/L+/PALi4Gj9SStGTzINESB+X/WluVlYw6zDPr8YfeUe35dlCAzeP52yPjQWdUpozw/CzPamngLbgbHls2JZgGLvsTXJCrxnLfgosbHkOZgW11owiY3ezyLzWmDtQgXmDvvPNeBi7RJ6NbQny0nhY+rbFrZOU1djDsyS2lFw5mFE2aTjH84JZZgrqTmBTVIphZEQgqx2fL54ZAEYU8/UbJ1w9SMirmkHkMk1LJlnJSVqxO8k51Q9Y7/n4bkkvcBjPS2Z5xSyrTPfOMesCeVmRCOPxmVcKrTS+Y5nM8UmOkKAw4imN6eaZPUyNbUnWOh4IwSQtyMqajVWPU4MQMMc/PQyplbEnci1T1J7MS/JS0Q0cLowibpzMOZ6b12CrH/BDL63RCxyOEvN62Jbx8Hx3b8Zax2syyV12JhmHM2MDtTvJqJVRZVf1nYItzSQruXY4J3Jtrh0lTFKjWF84BxSVQinzfBxL4NkWL6wZ0dDDdvYCxxjRhx+IXixrzZs7RqQTujavnuotix3V7KEWpcmV351kXFiNWdzNfJbFnQZ2mrQroMmZ7xiVf9OJrpWxKWpV3u+nVOY1k0JQVuozTT56VnlqVxq0+ZuxOONS3XY3abk3bcHZ8tgQwIWVmM2eyQL/4JjwE3tcIRhGLl8800drY2cjhOl2bvUDNDDLKqZZSTdwlqPacVryrVtj3jucMwxdzo5MfnZW1cS+zVrX58pBwu4ko6w0r53q861bY47nBcMm81prODs0+5r90GWz57M3yXhzZ8I3ro/ZmaTGE7NWDEKXslTcmqQcJyWuI7EETLMShEAp4x+alTVlrai1xndstDIj0xrNNCkpalPrZJXi4mqM1jDOCtLCjLn9ZkydVcrENlpGvJQUFbXS9AKXwDPdSI35wzmKPWxLEjrm+76zPebNnSmHs4JuYHOSlvR8h/2Z2Utd6fhYUnBmEHJmEJJVNbOs4p3dKba1sDcakBQVV/dnTLKSd/dmBI7Z6VzteGz1A46TgqJWjGLXGNivRNw6nnNuFNH1b3cgrzWrDUdJwblhyKtNR1VKgXzAGF1pjdWEAVw+mFFVJhc+8ozhOxil/rwwgqF5UVE0cZdgRvqRZ3M0Kxq7JIv9aY7W5nVz7rc4+gmzcDPYn+QASyssrTVJUfPOrtkRPjsM2Wp9L9/HetenKBVF/WQkHz1rqGYtJ68Uw8jF/xSmYY8LIeD0MKDWRuS41Q/aYvMhaAvOlsfGYgwYfYoegUsDcKXv6lot3lzzsl4aTru25PVTPezGC3CSlqRFzVSamMfAMccYhh7v7k351q0xR4kR+yRFxQvrHc4MQ964doxrSyql0Gi+eHbAvKhNYlBaMs0q5kVl1NtK0/FsfMei0sbTMq1q8qrm3WLKrKiNJ2NcsdnzOZqbjmUgLQLXpuPZ3DhJmKUllTLFpm2BQHM4Mx1DKQSe3Vj+aOj4Nh1MkeXZFvvTjLyuKWvjoWkJQezZvLjeMQrpnk/oSo7mOYFjdiJdy4yApTCd69P9gElekZVGJBW7Nlll1iZC13QsRZNUZEmxTPShKfbqZvT/ylaP7zk3YJKVvLNr1hSSvOL8SsSfuzDk7dDlhbV46TVZKc3eNGOaNdcqrTiY5XQD555/5BfdvetHRni10QsYRi4SgUYb39Q7ftp3TBf4YGqy2NG3u+FCmP1Ss48MaVFzac+cd14tipXP5u1GCMFGs3+Ihn7kLEV047mxpXIsyd40X4qtWhbJR5a5YePuWNyWTxatNSfzgrd3puaGOS2XoQpPA0IIAsfixfVO49nc/v48DI9cGfz9v/ef8Y2vv7H8+F//N36ar/7wj/IPfu1XuHnjOufOX+Dnf+Fvsr6xSVmW/A//8Nf546/9EUEY8Jf+8r/FV3/kxx7n+bc8A9xr7KK1ZpJWvLVj4g1PD8MPffOvlTFOd22LvKw5Skw2eVnrpcm3LU2cY8d3yEvFO3sTPMsiySvjd2lLlNZcO5obwVDgsNkN6PouF1djRpEpUC0pGTeWN0Vjvr49TvEsSa1KIs9mXtQgjF3ReF5RKmNynhYVR0lB6JrOaTdwWIk9plmJa1nUNYDCc4z3Z2hbzMsagdnL7AXW0ijetiS9wJiiG/W6haOMIrwXuFxYjZgXFdePU3bGJmGnGzhUyqjEfUeyEnsAhJ5FVWt2pzmuJVmNPdCaS/szdicZL2126frGBP7iasRxUrDRC7AtQcd3eG415q1a0Q9Nx9J3THLPYgzsWCbNKCtrZnnN+VFE0hS2kWdjCUE/cNm2UqNsd8xzW6xI6OYaL4vc5vpPs5JbJymeZfHeYcIgdHluLWa3SRq6c4dTCuOTWivN/jTnO9sTXt7sNB1DgSUFK7GLBq7MEwQmXCAtaj7rWZoUMIrcuz4fe8b3Mq9qVmLjHNDyftrX5LMjr1QTzCGNw4h+uobSiwZLy8PzyAXn8fExf+1nfpYf/PN/AQDHcfnP/9O/zdmz5/hb/+Ev81u/+Rv85j/87/mP/vbf4f/+3d/hjTf+BX/37/19Ll96l3/wa7/Ka69/ntHK6mN/Ii3fvZS1ZpwaMdIHE0emednsqFkcJ4Wx5PnAXwHPlmwNAk7mJcMo4NrRHK2h1ppXNntcXIlNNvncCEOSvGIQOZSV8Wvc7PugBWlRcetkysm8xLYEx4OC9Z7Py5vd5o1LcON4ziw3nopfPjfg8kHC8TzneF6YmMa+MRWfZhXb4zlpOUWXJpO9qhWzvGqU6ZpB6LLW8chK06Wa6gohBLHn0AtM4XqcmiSWfmix2TPrA2Wlee8w4cV1Ew15lORcXI3Zm+asxh4XVyO6gcuVgxlXDxJKpZrMdhMVOZ4XnB8ZYUzgWDy3FnP5ICH2bK4cJBTNeZoOrzarCr4R+RzPSyZZReCW9EKnsTHyGKc+b+1MEZg9VA2sNoKfrKw5PQxxLBPXWTWd6EW3Qwi4sBqx2vWoaoXvWEvRTq00Vw+S5UrDhZVo2cWzpYm5LJUi8mykMJ3f2I/vSpISwthCJUVF4BiRU5JXy/WL5fdqzUbPJy2NKv7U4HZu+2fFh3VWlr6Xp3qUShO5VrvD2fJEMYxcJs3U4vQwfGq6my0fnUcuOE+Oj1lbWyeKYgCKouDSu+/w7/7Vv87K6ipf/ZEf5Vf+2/8agO98+1t86Utf5tTpM5w6fYbf+s3f4J133m4LzpaHRinNlYMZB9McS0o+t9kxo9TmzbMXONwQkOQlz6117ooHrJTm1knKvDB7bJFnczDLkcJ0xTSwN82paoXSGtcSjEYRtVLMdMXLm13CI4uDacFxY9w+zUqMHadRYk+zEscSrHU9/r/3jhjPCy7tzXh1q0fHs9HaeEbaTVfv5c2Qldjjt7+9Q+xl+I6iqhSVMqMlMD6ZO5OMyLVZiT3SsqZSilqZHdWO71JUZvxdK7NLeHYYcu1ozryo8LHYm2QMIw+02WVc7Xi8fqpnxq/QdHYFUkg+t9XlcFYwmeccTCumacl6L+AoKTiaFwxCd5mQE7pG8a6UJvAsur7D3jTnykHC/iRjoxuwM07Z7Pt4ttnL6vgOpwYBtdKsdXykEDiO5IX1DroR/YCJ/5ykZtf29nmaGNHFvuWd5FXN7iTDtSR7k4zNnk/c+L/Gvs2LG12SvDJpR42w6F5va7Y0fo/XDhNsS37oaogQJkf9c5td4O5R7JMkghBCPJERmC0tQhjnjEcV/bU83TzSX6OqLJnNpvyP/+i3+PVf+1VeePEl/p2/8tcACAKTxhGGIXmek+c54/GY4Wi0/PkgDJlMxh967LIsKcty+XGazh/5ybR896G0brppFkWlSIpmzHqXy9GH/7E6SgpuHKXYUnC9mvPaqR4XV2P2pxn90EUIk8ijtBmvb/QDlNL4jsMwcrl5nHJpL6HWmuO0IHJNSkzoSlZis+huVNNmLASad3anSCkoa0XHdwhd02mclxVlXbM/ydkZZ0gEkW+TZBXCBqmMj2etNEUNrg3bkxTHlpzqhVhCcDQvkEhC12LrdGeLTlUAACAASURBVJ83dyYopemHLsdzM8oXwpi0CyHYm2ZUtWJ/lvOVc0P6ocMPvbDGLK9Ii5o0N1GJrzQF581jU5zP8pK3d6esxB6V0mz2AjzXCME6vsNqx+OLZwf4TcH7ZzdOqJRmf5YTujZrXe990YWrHY9Xt3rMi4rTg9sCDUuK9127rm/T9T/QVbwPtpTmtc1rfMfCueMXQwrBIHQYNKP8Bx1PCMFqx2O3UX3vjDOe+xCrnHuN0urGFiwta1Zi76FNzltanlUeJPpr+e7i0W5/heCv/vW/wdbWKXw/4Ff/u/+Gf/K//E8f/q33OsQ9vvK//bP/lX/yj//nRzqdlicfpTRJUQEQufYj70xZUrDVC4ygx7WW+cpnRxGn+gHjtERrI1Q6nBlhRFZWSGG8I00yC++7i16JXSMgEXAwyzlJjbji7Cjkla0eRVUTe8aOx3Ms/sW1Y8ZpSd93GUQ2Xd/BtSWnhyEbPR+tzd7fNCvxbIlrW/iOxHcsPMdiGLkczHKOZwVJXnPjKGW963GSlsyzCscyRZPVmLuvdXzeOzL+gI4liTxzvDPDkNC12Z2kbPYCXt7sEHkWk7TCsY3KfRh5jJvoRteRHM8LsqKi1vCNGycMIpcX1jsEjk1S1AhhusSTtCJ0jYjiMMkR+Kx3fWZ5xUrs4bsWHd9mnJbsT3NWOx61amIo85L3jkwmeC9wODMMODOM7hiJmw7l2VGI1vcXaDxql8OxBC9tdEjyisi17/JbfZTjaa1JC2MIHzoWR0nB2ZHCe4AX5uJnx6kJH9DAJCt5eaPbjglbWlpaGh6p4FRK8ZXv/VcYDocAfOV7v49vf+ubACSJeYOcz1N838f1PDrdDvPm8wDpPKXb633osX/6L/4l/rWf+unb35vO+cWf+5lHezYtTxRam47Xpb0ZGnhuNWa96z1SESCEYKPns9Lx2BmnfO3SIeO04sphwk+8ukmnEUYUVc1qJ2R3knHtMEFKwQvrHQaRy8XViHlRs971b5uMN9YxAsGpfmjutIVRKy86bIdJgW529iZpiZRmn1SbE2Ne1OyOM+pa882bY07mBbvjDKU1gWs11j8hx4lJJloo18dpwTgtKGpN7NlNJ9TlzChqxu41Hc/GloKkqHl7d4prSWLP5vrxnLLWfO3yofFc9G938MpaUStFWSkszyEragaRw82iwrWMD2Na1HzjxhjPkvQCmxvHmmlaYluS1Y4Zy/uOxbt7M4rKGMIPIxchBCfzgq9fK7g1Trm8PyXJK1471SctTZznu7tTal9zlJRs9MzPVrVqVPVG7f64mxkLtegiYOBRC9bF2oXWpkjcPknJmwSildjDlncHBtyLotJLEUTeJDI9TSKIlpaWlk+SRyo4d3e2+eVf+g/4pV/+jzlz9hzf+PobvPy5VwD43f/rt1ldXeWf//7v8sqrrwHwyiuv8c/+6T/m+rX3uPbeVfI848WXXv7QYzuOg+M4H/q1lqcTDYznxXK0Ok4L1j6QGf0wLArE/WnB27tTpDDdsiSvODMKef10n0opPNvind0pjmViKCdpyShyWe/6SyHxBwsSkwrk8+bOBMeSXN5PuLgSobTm3d0ps6xCa9jsBexMUtJScfMkpahUE7kY0AscIs9mmlXQ+D7mlWKcVlgyYxC6jGKvSaXQ5BXMywoLY9nUCRzmZc0kLekHDmWlUAp8zyKrFB3fZpbV7M+MNVCtYV4YY/h+6HIwtVjvBqRliSUFliXZm+V4TRf2wkpEL3BZ7Rh1+iB0+ebNE7JCsdHzOTMI8W3JWtdnveeb4ta3zY6ma1MpxXFSkuQVaWm6oqXSFJVinBZ0fbNvGXo2610fpcwahBDGBL6sFOdWoubaP/4C7KMec5EgdGlvRlbVzHPjUuA0sZKDpgv+sAwjl1nPY57XnBoEbXezpaWl5Q4eqeA8c/Ycf+Xf+xl+8zd+nTSd8/rnv8Bf/jf/bQ4PD/j1X/sVfulv/ftcuHiRn/uFvwnAj/zYj3P1ymX+7t/5TwjCkL/xc7/AYDD8RJ5Iy5OHAFY6PieNEGb1IxSbC8pakZU1n9vsmqztbsAwNtY4ZlfOQjfCmFluUm9Gja2PME7YwG1Rx8Jf0bFMItFOIzx5a2fSCGZ8lDYWPmlZ882bJ4yzkklakpc1pdImkafSpKVCipq9ac7RNMe1JUdJwXheMohcYs9mFHu8stU1ndDUmHTXQFmD1fgmRq4xFN8Zp+xNc6K58bc8mBbM8tKcs5SoShG6FlLKptAtyY4SfMdapqVY0uw3CuDcKGKjF/DieofYtzlKClY7PvvTjLJSrHQ8Pn+6zyB0lysPgWNR1mbEfGucsj/JKCrFC+sdrh/NsSxBP3LZ6AWsxB6RZ9OPXGaZGc13A4f9acY8N1ZP25OM7784an4HnoxCTGPiDcva5NEfJYUpOJuC27l7UfieLGIYL67EKHSzyvFkPM+WlpaWJ4FHljD+xE/+FD/xkz/1vs/Fccx/8V/+V3d9r+M4/OzP/yI/+/O/+NHPsOWpRTSijUXU48dJHrIsQTdwUFqz2Q94dau39Ei88/FWOx690EEglo+36GTtTjIqpVmNPUaxt+xAubak4zvsTjKOk4Jh6HLjaM5GL2CWl7iWYH+aszfNQIArzfePIo9+5LDR9bl+NGeSFiRFRVqCa5udzJO0wLXNiPU4yTma3xbGCUxhmJUVsedxnBQczgv2pybRJi9rHCmxbbn0VBTCFIMd33RVA1ey0fM5mRulfOzZDKOaoyTHkYJRZCIsu4146eJqzPmR5vfe2qUoFYeznMv7My6sxAwaL8eqsUl6a2eCLSVJXrHW8RGO4HsvDPnJ1zdNJ1UK42MKbPRMd7SsTM67LQWZ55DkM26dpGwNAq42XpjOJ5iP/SgIjHp+f2pcC17Z6uJY8mOlnrQiiJaWlpYPp/XMaPlEWXR+Pi6WELywFjPLjU9i4Fr39B9cWPHoZrydlTXf2Z5wqdlLfG4t5vXT/eXuo7H7cfFsyf40451dk/4zDBOkgO/cmnAwK4xhOyA9CBzJ+VHISsfjz26csDPJmWUlRa2MV6SGAaCVRmLU5SfzkrS8nbnrWOA0QqFZXpFWNVoZlXlVg+tJRh1jawTGCH5RDA0jl9ODkKKqmeY1w6jEloK1rk9RKb51a0JgS7qhw5lhiGubNYObx3P6octq7POnV4/Zn+YgBP3QZaXJld+b5PzL94557zDh9CAk9Cy00HR9h41l4s6HvPaY2McFw9jl1VM9EBC5RkH+JDX9FjcovmM6mR3fuSs1RGuz39kmibS0tLR8PNqCs+WpwBSukqHtLj++H1qbHcMbxynzomJ7nLI7ybClJC1MVjnAJKv4w3f3uXWSAka1Pssq9qfGSPzqwYykqMiqiszUm9hNQsbxvGBnmnH9eE5VK6ZZuRQlGZEOYAluncwZp+Uy2tERELrGlFwIQVrWTLKSUoHbZFNGnmQQGSPz2HPoBqab+6UzA0qlsKVo0oVcFhWpsScyWe+RZ3NhFBL7Nj/4/Apaw++/tceN4xrHlmx0fXqhQ7JM+DE2SGdHEYeznO1xxsm8JK+mvHqqz1YvZLPvY8vbhdiDroMUovHilMzyilHsPnF7jZYU9IIPt01SWnMwNab9o8hjFLtt0dnS0tLyEWkLzpanhkeyuAFunqSNp6Lxvgxdm5snc9YSlxvHc2pl8nzf3ZtxZX/G9aM50hLErsM4Lbh2lJBXiqrWFJU2UYpAVUHR+DRuTzLmRUXs2qa7p01MpdOk8KRFZZTaSlPV0DTTEAIsKRlGDvuz3KialQbL7F7GTQTlSxsdLq50cCzBzZMU37V4fa3PMHKolVkHkMKc19WDBEuasXrkmeQfz7G4fJBw82jON2+NKSrFetdno+vz5XNDNropvmPM2/NScWlvRse3GcUuoSvJKkXPd3h7d0JW1aw2JvS2NDuyD4p2k0Iwil1G8cPdKHwW3Ouc0qLm3b0ZlhAcJwWxP/jIo/aWlpaWZ5224Gy5iycpLQUefD73+vri/7KyJi3rJmvb2Bn90bsHnF+J8WxBUSl2JznjJg1IK2OP5Fgux/OCoqrwHUmRm64oUpNXNdO8oKoVEhOT2Q8d8lJjN6PytKybZKJqOaq1pcBzJKsdFykkHc8mrzVTUSClYqsfGgGRZ7PRDRiEHrYleGtnSuhaRK4RMb2zm7PR95HS5r1DUzwLTPLO8bxkqx9wcSUm9Cwu7c/wbYuO55BZNVv9gEHk8vxah5c2jMjn1kmKbDxL17o+K5OMG0c1vi0pasW1ozlVrfnapQOUgrWuMX7f7PkPZaj+tLI886f4ObS0tLQ8CbQFZ8v70FqTliYu0HesJobw8RYNj1LQaq2ZFzV7k4zAtVnteEurmoV/4uEsJ6tqNroBviOX8YVbg4BaayZZwXOrMf/y2jFZWfPG9RO01uxOc/zGKPzUIEBpxd4kp+PZSCFRQjXTaoFSGlcasbtnSWptlMhFrUFDWdXMMmM2vxr5bPYDrhwm+I5NraBWCoQGrU2SUKnpx0ZlnhQ1oeODEPzka5s4luTS3gxLCnYnGd++NSYtas4MQ97enXJ6UBM4Nlf3E3qhY5KSGoN9jVHWj9OSeWnyzvuBwyQtWet6nBtFrPd8srLmjy8f8ubOmNODkK+cHxE4kk7gMJ4XZGXNhZW4OaZmrWNEVteO5qx1ffYmxuh+o+c/VonM47rZeRzHCVyL59c7zUjdXUZttrS0tLQ8Om3B+RlS1zXHR0d4vk8cx09EJ0hpuLKfMElLNGbHbbWxF3ocaK2Xe4MdzyTD3O95Kw2X92fGDxOjdB9GLtvjjOtHc47nBUleEbgWs6zila3ecsxrS5POo5Rme5zhORZFrThMTAb5u7sz9qcpnm0x6rhYQuDY0hjJ14q8qJjmJYFj4TQHrZTGtsz3oAWWENTajMtneW0U5IHDSsflYJZRK0XkGU/LSWqERwvbndh1CBxj5+Q6FlKYcbglBc+tx9w8mrM3zchLxVGSL03n1zo+rqUIXAvPttifZhzOCmqtuHqQMMsrzg1Dzg0jTg0CLu3P8Jrjv366hyUE/8efbfNHlw64eZJy9WDOWsfjX31tk6sH5jFPErNzOoo8nl+LSfKKm8dznl+LKSpFN3DY7AWPvdjMytoU4K51T3HSwxwnLWvmRU3k2subkEdFNqlUo8Z+60n499nS0tLytNIWnJ8RSin+6A//gP/n93+PP/8XvsoP/tBXP+tTAsz+YaU0UggqpZdCl8dy7KZb+e1bY8rKmJa/vNm97x7gogiplQZhhDGV0tw4mrN9kvKNG8eczEtOD0MEcGYYYkszBv72rTGV0jy3GnN6ELLVT/jT94w4KMlN5y7Ja5SGvUlGLzAK8KN5QVnV1BqqWrGXlWSlptIQ2gLXEiZTPasZxS5Hs4Ky1qjm3Da6HmWlOT+K+LNbE3xbcmoQcHl/ZpKIMIX86UFAP3BJior9acEwcrhykNAJHLKyxrIkPccmkRXHc2OvVCuNbQkGkYnntKRASsEwNlZOoWs35uyCwLXoBQ62lHR9h6o2HeGjtMC1JFlVUzapOiZdR1AphS0lmz2f0LO5uBoxjDxWOsZe6eW0ZJZXDCOXjm8/1iKsrDVvbk+ZFxWBa/PaqS6u/eg7k0WteHN7SlpUhJ7Nq1u9j+yUsOiWt7S0tLR8PNqC8zNCCMEXvvhFxidHVHW9/LzWGqVMLF5d1zy+cu/hsITg/ErEzSa7fCV6fN1NMPuUZWVSgZK8olb6nsrlRTd0llfsjDOeX48ZhC5CmBjCb94aM05NbnqamzWA//2NmwgBjpTsTXPKWnGcFJwbRUbQo+HVzR6z3FgY3TpJSYsKKWz2pjlZWVHX2tgbKY0rBUWpqRQoIK81bq2JtTGjt6SkFzhMc/NztoRbJ8avc3eSsRJ7DEKXc6MIzzHWQIFj8dJGl42ebyyOYpd392ZkZY1tCa4dJqx2PL5yfsjF1ZjjWc6l/VlTHGv2Jxl7k4xZXuHbFlIKBqFLN3ColNn/PDcM8B3jBXphJeLWOCX2bAaRi9Ywil0ursZYQnJ6EPA954ZN3nnE9aM5Kx2XM4PwfR1o1/5kBUBlrZiXNZ5tkRYVZa1xP8JfKGNYXzXHMY4EH8xYb2lpaWn5dGkLzs8IIQRx3MFx3Pd9Xqma3/nt/5NL775DXddkWfqpn1fXt4k3ughhxoofxiKDel7UuJZ86LFl7NsMI49pbvb/7AfInI+TAt+2uLgS4zXFldKa0LV57VSPN3cmzLKKbmBzPC/o+i5o2E9TDpMCgFpNOZrl+I7FZs8nrUyEYV4pBqHLJC0oasUsLZmXptMnBWSVBscUmo1cCKVNd3pnkqE0SAmelPRDh6wwBejlgxmhZzqNCzHRC+sdxmnJauwjJXzfhRHnRiHv7M24epAQuhYrsUdZK6QQJpe7KcY9x+K1030OpjlFrRDAzjhrClqfM4OAzb7PF8/2uXY0Z3+ScWoQstKsQvRDh27gLK/nSsfj7CgiKxVfOTfEkoJT/QAhTOf2xfXOPa/9JzlW9h2L9a7HUVKw1vXxGkm/0ibxaHHdH2St5DsmpvN4XrDW9VpleUtLS8sTQFtwPmFIafGjP/bj/PCP/BhFkfOPfus3P/VzWGSX34+FDc/uJMOzLT631SW6hxn7ncd1LcmLGx1qpZd7kfejGzjsjDMqpRiEwVLAtNrxUFqbcallxDfv7s3YGaeErinQ/uzGCVlp9kWP5qZw3ej57E5yticZb+9M2Ztmxhy+qMkrRa2g0hqJKTKTUmMJlpZIljAdNDBxiKoGJcFpdjmzSuHbFuN5yWbP54W1Dj/9xVP4jsUfvnuA51h0fIsvnx+QlrUpIiuF71i8eqrHm7cmjCKXTuBQa82t4xTPNobpP/D8CrXSvLk94Sgp6AYOri3oBA7nRhFVrU3nMzM7rV5zE6C1fl8muBSw1Q8YpyVZWbPW9d8X46i0RmgQ8t4F5ifhZCAFXFyNOTs0awOieZzjpODt3SlKac6vxGz176+Mt4TgudW42bdtR+ItLS0tTwJtwfkZMxqNsB1n+bEQAqf5WGv9xL5Z1srERfq2RV4p5nlF5N6/k2SSf0xhYT3EiHMRjfn66d6yu6UxY/HNfoAQJid8lldM05KubxM6MVJCkpcczXNUIzQfxS62lAxDl69fP+Gt3Sn7k5yFabrpnBmhia5NzjnNVxshOgCVMs/dtcC1jCr9c5tdxmlJ6JYUtSlQTw1iLowiXt7sNqN3ge9Y7E1z1roek7QkcG06vk2tNFlVE3s23//8CvtT0z3tBw47k5R5XrM1CHAtie0KPn+mz/NrMaYXa9TUvm3xxvVjtsfG3P6d3SkXVmIcC4pKMU7Lpti1kUKYovxUj6JSTWqTuT6HScGV/RmOJXl+LSbyPnxPs6y1ie20zH6ofEDX8WFY7EveuW+pmljSRVTpybxgo+ff94ZINPZO7hNmMt/S0tLyLNMWnJ8hQgi+/L1/7rM+jY+EJQUrscf2OCXyLWL//r9KSmt2xxlHScEodlnr+vcc19+JEILIs9HaxD/eOkkpKkXa7IJaUrLV99k+Sbl8MCNybI7mBQeznGlWmYIosIk92+yCTsw5lJUiLytqrZd7lLXSXDtIkBIW5bBuik2tTRGqMF+TEiLP5szA+GZKBKf6Ia4r2TnJWO14dEMHz5ZYQrI/zVnreGRlDRqyUrHZM6P2aVYR+zarsYdtSWZ5SVrUIAS9wKXnawLHQqERQuI71l1jYq01cRPNmFc13cBBNjZOVw4SDmcFlhR8bqtLtxH7fPA4tdLsjFO0NqbnBzOTWPTBx1Earh0l7I4zpBS8tNFpdmvFXd/7wWv5qAhgGLlGha/U+2yxnjUWayxlrXAbp4RWOd/S0vK00BacLR8JAZwdhqbbJMUypvFepEXNlYMEW0rGaUI3cAjdu4uZWmmkFEhhvC+VNnuMB7OC//fqIbeOU04NQo6SnNWOzyzLOEpy0rJGa8HuNOc4yQk9m/G8JFU1niv52uVDpIALKx36gcOl/dmykCwqRVGZnqZlCbLCdJZXYtNRLSrVZLLrpYG7JSUrHQ/Hlji2xdkVsy+Z5BWx5/DeoTFKr5Wm5zvUzXMJXYte6CAF+E2XceEGsDfN2B6nzLKKXuBiCRiE5md7oenQ3o9h5DKKPeZ5xWYvwGqcBpLc+HEWlSIra7r3uDkQwuSJj+fl0qLpTlQz3p6kJXuTHNeyKJViXtQMwruPVzfRkGWtWet6y4z7R0EIEz35hTN9Yx/1ABut72bKWi93loeRywvrnQeuvrS0tLQ8KbQFZ8tHYjG29OXDFRFSCKxG8LMQfWitl8WDUpobxykHs4xe6NLxbG4ez1HaGLjvTTLSwtgjmfG5w83jOb5jUSlN13coqhqtNZ3AQQO90KwmbJ+YvUbHEihturNuEz1ZVOA7sDfNqWvNvNLLLmZRa6MCF5rIc/BsI1xxLQvXEXi2xSwrWYk9Nro+W/2AqwcJb+5MKWqFFGYHdZKVXDmYkVeKjV7Ac6vNqBqwLYkQmjeuH/LtmxNuHM+JfYfYy/nyuSHnVyLySiGE6Vzez5syySvWu+YGYCFYsqVgqx9w/XjOIHKWueH3ukan+gEd38YSgo7vLB9La800q3h7d4rWkFU1tivoBg7DyL3rWFpr9ic5Vw4SwJz7xdX4obraH0QI8ZFtjb6bSMuKw2mOEIK9acb5lQjrIf/9tbS0tHzWtAVny6eC70heWO8sDcyvH81Z7/r0AlPU5JXixvEcx5J859aYtKw5nhWcHUWkRU1SVBxMczTw3HrMWsfn8r5J45mmJXlVAeDZFp3ANuKgccal/RmHs3yp/s7KyqQI1bf3Y+elxml2Lxe2oxpTJJWVwrYltTJm52cGIWlZUykzWl6MfM+vRAgE47TkYJaT5BVFrdjs+by5PeXSwQyB4PQg5LnVmM1+sHxtqlpx42jOJC157zDhzDDEEi570xyAtKy5cTxnJfb4gedWCO/oPC7GrFpDbyGwqhXDyHQ4wYz+Y8+m4zvvEwd9GFZjsQR3j8CrWqGUxrEsOp7gtVP9ZZb7hxXBRW20/VZzfbWGJ3Yp+SlAINidZoznJRt9v03bbGlpeapoC86WT4WFAEgA3741wZaCWVbx+TN9HEssRTXzomKcloDZlzyZF3QCG8+22OoHKK15aaOLZ0sOZjm//9Yef3LlkINpRujaeI7FetenqBR5VXOUFIzTEik0eaUIHBvLEo3NDlgSXMlSXCQwoiaxPG/Qyux5bnQDylpTKcXhrEAI6IeuMY6f5hzNcq4ezvFtie949AKHvDRFV9iIq0LX7IveuYJgW5Izw4g/fe8YyzLm7mlZYwmxFPEEjslE/9xmd1lwaq05npdc2p+B1pxbiTg9CMgrxUrsIYQxcr+8PyMrFcdJSeBajD6kI3nndboX3cBhsx8wSUu2+uEDrbDWuyZCs6w1Z4fhM7t7+bjQwEY34FQ/bERen/UZtbS0tDw8bcHZ8qlyZ31y5/vlInlnf5qzP83ZHqdYUvD66T6nBgFfu3zIN26e0PUddscZ50YhtVJcO0x4Z3fKJK2Q0niIHs5yvnH9hKwyAh2l9dLbslIltjBJRK4lUGCEPVJQVhpBjWcLbEtiS3lHvKfPWsdlb1oQeQ7zvGaaVSgFtiUamycLS8Le3HiMjmJTdP7gCyv8yeVDtscpu5OcN66f8P0XR0sPUksKLqxGfOFMn5Ok5CQt6Acu148Snl/vsNrxGM9LOr6zFPlorTmZl/zJ5UOSwozS396ZNoWyQGu4sBpxV3LAxyhSBHcW4vevHoUQeLbkhbUOGu7ZBW15eALHWjocjGLvgd3qlpaWlieJtuB8RlkIdBBm5PlpFAOi2Qu8uBoxyUrWuz62NMXa27tT3rw1QQjYHqc4jbfmhZVo6aW4GvtIAVcPE2ql+J1v7/LmzrSJvjSF5byomRcVpdJoZSx2fMdCKWOAPklLbFsgxO1RcOjaHCU5ShshD2h6oYNrSTTGDD3yLOal4sJKxM4kM2k+o5BagW8ba6Q3tycAnBuF+I4xcn95s8vZkTFh/93v7NLxHa7sz/jy2QH2HQVDx3N4fq3DNCs5THI2u6agPj0MefVUj51xyjDyluPuWmuuHSUI4GhWYFuCjW5g0o4sQVJU6GZf9eJqzHaTNNSP7r3D+SDGacmtkxTHsrh6kNAPnft6qS72fFseD44leGmjS1UrHEu2r21LS8tTRVtwPoNorZlkFZf3Z0uz7fgefouPG0sKNno+693bO2jjecHXrx8zL2qK0kRKdjwLCWyPM8apUUbXSuPYkqsHM/7pn17n2tEcSwpi3yZ0aXLfNbNckTdGmqrUWFIRuza+YzVjXUHRZIiHno1nS7rKZZwWWBJjRRSYCMjYcxBy0SU1hd7rp3sczQqySjEMXV5Y69DxHV7a6PLe0RyhISkqNno+R0nB6UbNv9ELSPKK08MA5wM+pL4jeXWrZ+yemshNx3LY6PoErsWwifRcXCOBwLUtYt/hwkrEhdWY9a7P1cOEvKw51b9tkt/xbWKv876f/yjYUiKFoFaK0LPadcxPmUUgQysUamlpeRppC85nEK1h+ySlKBUa2B1nRGvxp1pA3Fn3KG2ELfO8xnUkZ7oBe+Ock7TiT64cmoxxKej4pmv4e2/uceUgYX+a0Q9dnl+NSUvF9nhOWpi0oEXjzRYQe2YHtFKayHeoa2NPZEvJZs8nKerGLxM6jWfnejdAa5gXFfOi4igpqWrTZbSl4PsujJhmFRpN4FqsdoxS/dpRws3jlFODgJ7vLgU9/dDlh19aY5KVrHbMMd7/eggC1yJwLbTWjCLja7koGhfG7EWl0GhcS3J+FBG5Fl7TTV3YLkkB3h3+mh+l0/jBJKFF4frCRockrxjF3gMjJltaWlpaWha0BecziBCmwFsIXxYWPZ8GSmsmaUmSVwxCl8C16IcO+ngVRAAAIABJREFUr5/qc9gzY+0rBzMOkwLXlpzMC76zPcG2JEppsrLmWqPoBtBoNvsBx/OSa0dzilovxT9aQwUczgr6oU0/9LCEYFpURJ7VdBM1L290cB3J/iSnEzhYQnB2GPK1K4cczHIOZzlWM/6WwuxHbo8zzg5DbEsgpencbvYC/uKXTrMzzjiaFziW5PQgwLFMwTaKXUbxhyvA70QIcVfGvNaaSVrxzt6UWmkurESsdjzODG8bYO6MM3ZOjBn7e4cJL290P5JPY600R0lBVStGsXfbkqhZv7CkaAVALS0tLS2PRFtwPoMIIdjs+Y2no+m+fdxxuta3C7375W8necWb29NGtDPn82f6BI7F2VHIZt/nG9dPSDKjVA9cSezayzz1S/szsrJqupVmJD5NKy7tzhh1fHxHorRFXZuYzaJWFLVGShBS4jkWoWsKzUlakleKyLPpJy7nRiEbPWNV1AlsOoFDUSn6ocskLekGLp4tWem4vHKqxyBy2ej6HCcFUgj2JhkbXZ+8UhwmBWlRU9QFni3p+A7hA3LmH/j6AodJTlWb0f7+NH9fl/FOT1PdiKQ+0uNozcEs59LerOnw1lxYjRDALKt4a2e6NIB/ZavXGo+3tLS0tDwUbcH5jGJJsey2fRy01tRaszfJycqajWUh++GVSFkrirpmd5IxSculEt2zJY4ll9ZIsWchhWCaVVw7SLh2NGeclWSVQugKx5YUVY1jSS7tz0hKs7QZOha2FEgpKfOSutRLs/eNrse8qHEtwVRrOr5DpRTjtGAQ9Yk8m/1pRq1MMtJGz2d3kvP6qT7Pr8f0QpdzQ1OYrnY8kqLijevH5KXi9dN9hBBkVY3WMElL0rKm61fcPEl5/mOuLAiMLdHuJKOsNf0mrehO1joetdIUVc1ms8P5Ucia19K2BGlpxEdCmGtXK4VrW2SlMcFvNzlbWlpaWh6GtuB8RnmcAqHDWcHVA6OYzsqal+4zyu34Dqsdn/cO55weROSlIskrpHCM/6aGvFbsTDIu7yeczAuTmlMr8rJeljeBY6Ia00LhWIJZVhqRj2/j1pLId/BsQeQoHFuy0fOpm0LQkpLYc+j4NoPI5fsujCgbk/Izw4gkr0nykq++uIYUxrNzlhvvSdeWbPYDur7NvKg5NzKG774j0VqzGvvMsop5US79Mn1bfuyyTAjBMHJ5/VQfpbVZg7jjGi7G8KcHwQM7zQ9ireOT5BVlrTg9uO2f2Q0c1nsB06xksxfetYf63cgiO761dWppaWn5eLQFZ8vHpm6EMbKxOLoXQghsCedHEZO0ZJaVTPOKP3h3f2lrdGlvxpWDhMm84MZxwjQ3Bu2xa2FbRthTaWPiDhA4gqTQbI8LXMtEVpq9Q4tB6NANHGZ5RT9wyCtFN3SZNcKdzV6Aa0t6gcPVgwTfscirmn7gstpxeX6tw/Y4NZ3Pmeng3mkD1A+dJlJTsdZEStqW5KWNLhdXY46TAg2sdrzHUqxIYRT590MI8fE6qY146aWNLhr9PsssxxJcXI1QysSTfrcXYEprdicZx0nBKPZY7XgfeVWhpaWl5VmnLThbPjarsUde1WRlzWYvQKObMezdwpesVHzt8gF/fPkQpTU0KT0nc7PveDQvuHmcUilNXtb4lqBUGs8ShJ6DJQXHjSDHloKyUghh9hqlMDZHw8ij59t4rkVdm0jKi6sx1w4TNvsBShlluVIwKyr++Tv7SCEYz0vWuqaoSIqK3UmGEIKVyIhzBqHDVj9cWkjFns3rp/vUSuPdkbpjRDWmq/q0YnZD7y6upBDIZ2RxMy1qruwn2NJElnZ9h8B9uiyJlNJm9eEZuEFoaWl5smkLzpZHQmtNWhivyMizsS2JYwvOjSKSvOK9wwSl4PxKRMe/29tzlpd86+aY9w7nJHnFJC1xbMn+NGdeGK9NW0pWIpeJJSlrxdCVDEIPDUzSgtC1yStllOtaY0moFUhL0PUdLq5EXD+eszvLSYuKja7P0SznL7y4Ri9wOJzlRn2eFEgJk1TS8cxIXwjB7iRjmlW4tmSrHzCKTbcz8qz3vXELIW4ruD9A++b+9COamxilF+EIn/UZPTy6mQJcPUhIy5qzw5Bh9PHFgS0tLS0flbbgbHloFobxb25PKGvFZj/gwkq0HDPuTTKmaYUQglsnKS+sd5BNluLijc61JKFrU9SK0LMJXIv9SU5Z1wgEWVkhhQJhEny0lqSFoh+B0DBJK6pam2LAlni2Ra00Za3Z6HqsxC7b45RxWlLW2nhySvN9L6x3SIqKsjYq7r1pjmNJLqzE9AMHDczyioNpzryo2Oyb/cWzo4hu8OkY47c8OQSO+Z05SUuGoXEpeJo4SoomhUpy/WhOL3DusttqaWlp+bRoC86WRyLJKzNCti3G8wKlQmQTPRm4Npoc1YyYT+YFtdLNG51klle8cf2EyLf54pk+riXp+DbfuTWhvF5z+SChrAGtcWRNVtSkpQINaVERerYZwwuNJSVSQlrWSCmw0I0lUckXzvQZRh77s5yub9OPXH745TU2ej7bJymHqkAIwZlhSD9wycqK8ysxvmNxeX+GvSXZHs85PYx4bjViFLedoWeRhVBrELkfS4T1WeHZcuku0Avddv+0paXlM6UtOFseyGI8p7Sm45uuZF7WbPbDpQ+kEIK1rknQUdrscL7V5JxrNBvdgHFa8vbu1IzRLZPxXSsjuFnpeFxulO6VhqRQaA2liXtnXmo826izF8Ik35HUCiqlsIQgLRSHSU5R1mz1A758fkDs2Wz0Al5Y7xhz9n6Aa1ukRcWNY0mlNHvTnMhz6IcO6z2j0P7KhRHnR9HStP1xoLQmL9Xy3J+2AuZZ5OOKsD4rhBD0Q5cXNzrklWIUuchnwFWgpaXlyaUtOFvui9baFIo7UyqlOb8S8dpWD6VNrvmdRZMlBKsds2v55vaE3XFGUlTM8pKrB0ljfyTJypq8hG/eGnPreM61ozlKKULXYpZVaKBQYGH+c22B50jWux4bfWPO7tsWN09Sijony2ryUhO5RlV9ahjy8kaX7zk3AMwYf3GathSsdz209ghdm8sHM9a7PpFrU9aK1zf7ADiWfKxWOFprDqY5l/ZnCAQvrMftTl3LJ4olTYe2paWl5UmgLThbHsjJ/LaY53CWs971ceTd+2yL4qkoaw6Tgmle8tb2hOsnKWWlOT3wOd2IFy7vz/jjq0copTicGa9NcwyTqqMBBQxDC8eW+LaNtCTTrGKzF2BLU9yaxCLJ8bwg8mxWOh6n+yEXVqJmpHh3Zvnicda6Hr3QWRbDm/3QxGdWisgF9zHu7GltduoW0ZhHSbEc1ba0fFK0NzQtLS1PCm3B2fJA+qHD3iSjUoph9OAEG2XWLHEtyTSvmGUVthQczArOjiJC1whw1mKPb9w4MQWm1tRNXOXCydMSxijexFRqOp7DLDcG74PQZb1nvC/3JhnrXZ8X1zt86eyAH3h+hch7cJSkEALfsXhxvUOtNVWt+datMXlZ0w0cPrfZfWwiCyFgGLkcJya/vi02W1paWlqeJdqCs+W+CCHoBQ6fP2P8Ju8XW7nAtgQKzaWDGZXSeM1I+8wg4OJqzNWDGbuTFFtKvnB2wOW9GYeJwrYsalXjCtPdHMUO/dBlo+dz7WiOkDCKTVfywmrMasfje8+PmOYlZwYhtdJsDYKHKjbvREqBRJDkRWPubgROldLYj8l2UQjBSscj9u1lMlHbfWppaWlpeVZoC86WB7LoBD4sZW1EPC+td5mmFc+txqx3PC78/+3de3RV9Z338ffe536ScxJygQRIuCchCVgFREcKaKn3irb6ODqOPrVqUaidPqvPdM3qrFlOpx2d8Wnr46WorUMpijrUIgpGityUgtzRCoEkKiBXkwAnl3NLzt7zRyC1HWBEsnMC5/Nai7UIZ+fw3ft39t6f89t7/379s6k71MquQ63YNrQmOqkeGMYA7E9tDKA1fjzomQblA0Jk+z3kZflwmV2BbUh+FkPzshg9MIemtgTtiU6GFWZR0i+IzRebgtC2bTqtrh7O9mQnzW0JRhSG8Lh6dhgc0zAIerXLiYhI5tHZT3qcx2V2BcVOi+pBOQzMDdA/7MfvMWmJdWIYx0imLDwuk48bo7hMg5yAl2yfG7erq0c11pFiXGk/CkI+oskUA3P7M6p/1ziauUEvhcenGkxZXQPAG/CFh31JWTa7DrVy4FiMg0djDC/MxrJsOlMWLvPcmllGRESkL1LglB7nNg0qikJEk0EuGtIPGwh6XRxpSxLyu7lgcC7bDxgkOrueTD8xtmb5gDDFuQHcLoPSvCxG9c8my+8m3tG1nM/dNYz8Z8dE7IlA2JGyaIl1EPS46Dg+iHyW39QwMiIiIj1EgVN6nGEY+DwufH9xGb4w7MMwYHC/IJPLCjnUEueD/RF8bpMsr5uCkJcsn4cRhdn0y/J2j/EZ/MzILk5EQI/bpF+WlyPtCaoG5VAU9lMY6hpTVERERM6eAqf0GpdhMCDs7/55aEEWg/oFiEQ7KMrxEw54MA3jpMMZOV3XqP7ZJFNBPC6zO2jqoR4REZGeocApveYvA5zbZTA0Pwsr74s97NOTdbldBu4efkhIREREuihwSloZhkEPDXUpIiIifZS6dERERETEUQqcIiIiIuIoBU4RERERcZQCp4iIiIg4SoFTRERERBylwCkiIiIijlLgFBERERFHKXCKiIiIiKM08HsfZwOWZZFKpdJdioiIiPQC27bAttNdRo9S4OzDLCvFp4cP8fxv5pxy2kfbsrGxMU11VqeDbdtYloXL5Up3KZnJhpSV0vZPo1RnCpdb2z8drFQKwzTTNi1wprMsC8CR869t2Rw9eoRUKoXH4+nx908HBc4+zO8PMOvB/4NhnvpgUrdrJwcP7GfK1K+Ajjm97uCB/WzauIHrb7hRB/00iEQiLH1jMdNvvU1futIgEU+w4OX53HbHnQr9vcy2YdnSNygrr2DosOHpLifz2PDuu2sJBoOMveBLzvwXto3X63XkvdNBgbMPM02TgsLCU75u2zahUJhI8Bh5+fkKPGkQbW/HHwiQl5evwJMGpmHi8/vJy8tX4EmDWCyGz+cjLy8ft1unk95k2zaBYJBwOIf8/IJ0l5NxbNsmOyubrOws8vJ0/v08zvgIYVkWr736CqtWLGfgoMH8/T/8I83NTTz91OM01NcxoKiYe2fMZMSIkQC8NH8eK1e8hWmaXHXNddx40809vhKZLCsri355eekuI2P5fH4KC/vrYJMmbo+boqJibf80MU2T4oGDtP3TJD+/gEAgkO4yMlZObi5+vz/dZZwzzjhwzpv7H6xft5a77/02FRWVADw/dw5ut5tHf/YEry9ayOwnHuP/PfYk27ZuZmnNEn74Tz8iHo/z8I8forp6LCNHlfX0emSsktIhDBpcku4yMlZ+QQGTvjwl3WVkrKysbK6YdqUCT5p4vV6uuuZa9e6nycRLLsXlUs9yulRVj0GHns/vjI4Skcgxli2t4e57ZzB+wkSyQyEAandsZ9LkqRQUFnLFtK+yf/8+WiIRardvp6y8gpGjyqgeM5aS0iHU7tjuyIpkIsMwcLvdeL1enXDTxOVy4fP5tP3TxDRN/H6/tn+aGIaB3x/Q9k8DwzDwen26lSRNDMPA4/Hgdnv0+f+czuirUUN9HZZl8e7aNcx57hlKSoZw74wHaGmJdHfrB4NBAFpaWoi0RPD7/9TdHwwGaWmJnPS9Ozo66Ojo6P45Foue8cpkGtu2OXTwALs//ojBpUMYPLhEH/xeFo/H2b37IwYOHEw4HE53ORklHo+xs3YHyWSS0ZXVZGdn6/Pfi+LxOLXbP6Cjo4Py0ZWEw2Ft/17W3NTEvn17ueBLF6W7lIxjWRbvbdtCJBIhHA5TPeaC8+oBHyecUeBsb28HDMoqKrjuhht5dvaTvDBv7kmXPdVx51QHpEULf8srC14+k3IyXiKR4LVFCykrK6dm8WvcfOtt5OXlp7usjJFKpVhas4QtmzZy+9/epcDZi2zbZtvWrezZ/RFg0NTYyDXXfS3dZWWU+rpdNNTX4fa4OXTooEZq6GXJZIKaN16nvm6XAmcapFKdvL16JeMnTCQUDuu2ks/hjAJnOJyD1+vlyquuBeDSyybx9qqVhELh42EUorFY17I5OYRCIZqbGrt/PxaLEc7JOel7T7/pZq69fvpnlo0ya8Y9Z7Y2GeZIczOdnZ1MmjyV3bs/JhKJKHD2ItM0uerqa4lEjmGfZwP0nguGDx9BZWUVWzZvJBrVFZHeVj1mLF6vl9WrllNWPlphsxfZts3O2lri8RihkL7opoOVsogci9D46acUFRUrcH4OZ7SFysrK8Xg8vFmzmMZPD7Npw3qGDRvO6Moq3l61kqbGRlYuX0ZJSSmhUJjRldXU7dpJ3a6d7Nj+R/bu2U1lZfVJ39vj8RAMBrv/BALBHlnB85llW91/N+C8m5WgrztxD4/0PsMwKOzfn0OHDtLQUMfFEy9Nd0kZJ5FI0C8vj9LSoTQePqwvXb3o6NEjLF+2lIEDB9Pe3kZzc1O6S8o4psvk6muvo6S0lCWLF9HW2prukvq8M+rhDGZl8b3v/4A5zz3Ly/Ofp7Kqmjvu+iYdyQ6e/sXjfP9736GouJgZMx8E4MKLxnH1Ndfz039/GNM0ufW2Oxh+fLgkOXu5ubl0dnZSX7eLeDxOVnZ2uksS6RW2bbN3z24Wv/Yq0668WjPdpMHOHds5fPgQWdnZHDl6hK6JeKU3mKaLceMncPToERKJBLHjVxal90SjUQ7s309ZeQUGhr5wfQ6G3Ue3UjQa5Vt33c5zc+d3P4gkf67rssoOtn/wPhWjK6msGqNu/V5mWRabNqxnyNChDCgqTnc5GcO2bd5/fxvbNm/C5XaTk5vL9V/TPYS9qa2tjTVvryKZTHLJX12m8Wh70YnTdmtrC5s3bmDqFdO07XtZKpVi08b1fLJ3D9VjL6CsrCJjz7+fN68pcIqIiIjIF/J581pmxnERERER6TUKnCIiIiLiKAVOEREREXGUJmEVETkL0fZ2/vCHd7pnRzOAUDiHyyZNdmzYrI6ODtatXcOFF43TOIwick5QD6eIyFk4Mad1SyRCzeLXcXu8eL3e7qeGbdvu8SFTOjqSLK1ZQuTYyacKFhHpa9TDKSJyFgLBIFOmXk7drlre27qFr371KtweD++/t61r6ke3m+LigdjYXDRuAktrljBu/ATCOTm8vWolLS0tTLzkUkqHDAXgk717+OCD97n6muvZtnULHR1Jhg0bwbq1a4jFolw2aTL5BQUAxOJRXl+0kMsmfRnDMFnzzmq+Mu1KmpubeHftH8gOhZk8dSpWymLNmtVEjh7jovHjGVVWoWF0RKRXqYdTRKQHnejL/GTvbrZt3UxRUTF79+7mw4Z6LCvF1i2baW5uYsnri9j98UcEgwFefvEFIpGu3krDNNm0YT0tkQhr3llNMpnkvW1dwdOyLH77ny+RTCQB6Egm2bJ5I21tbbS3t7Fl80YOHz7E87/5NT6/n717PmbZ0hreXr2SHR/8kVA4zIq3lhGPx9O0dUQkU6mHU0TEEQbDho9gwsRL2L9/35+9EovF2FlbSyrVSVtbG8eOHiEWjZKbm8uAAUXk5xewaeN62tvbGDFyFE2NjezaVcuxo0dJJpPE46eeWebo0SN89GEDbo+bWCyG6XJRVTWGzs5OLMti0uQpmpJVRHqdAqeISA/67IVqwzAwDAPTNEmlUti2jZVKYRgGbo+biydeQtWYsSSTie7L5B6Ph4rKKn5f8wZDhw2jIL+AF5+fS3lFJfnjC1i+bGn3PaEn3ruzsxPT1TW9p2mYhEIhpt/0DQKBAKZh0t7eztemf53dH3/Eq7/7LbMeLCW3X7/e3jQiksEUOEVEHDa4pIRFC1/h+d/8mgMH9xMIBLnkkr9izTurOXjwAIZh8I1bbu1+2KiqegwvzZ/HdTdMx3S5KCgo5MOGej7+qIF4PE4qlQLA5/NTUjqEha8swOPxYKVSFPbvz6iyct5cshi/309ZeQWpVIotmzeRk5uDz+fH5dahX0R6l446IiI9oKh4ILfdcWd3T+OXLhxHItF1r+SYsV/C6/WS6kwxbvzFDBpcwqiycvoPKKKtrZUhQ4aSlZXd/V75+QU8MOvvGDmqDJfLxfSbbubDhnqCWVkkk0lycvtxy623U1RUzA3Tv85HHzYQCodJJOIU9h/AbX9zJ/X1dXg8bkaVVeByuRhQVER7ezulQ4aSnZ190nUQEXGK5lIXERERkS9Ec6mLiIiISJ+gwCkiIiIijlLgFBERERFHKXCKiIiIiKMUOEVERETEUQqcIiIiIuIoBU4RERERcZQCp4iIiIg4SoFTRERERBylwCkiIiIijlLgFBERERFHKXCKiIiIiKMUOEVERETEUQqcIiIiIuIoBU4RERERcZQCp4iIiIg4SoFTRERERBylwCkiIiIijlLgFBERERFHKXCKiIiIiKMUOEVERETEUQqcIiIiIuIoBU4RERERcZQCp4iIiIg4SoFTRERERBylwCkiIiIijlLgFBERERFHKXCKiIiIiKMUOEVERETEUQqcIiIiIuIoBU4RERERcZQCp4iIiIg4SoFTRERERBylwCkiIiIijlLgFBERERFHKXCKiIiIiKMUOEVERETEUQqcIiIiIuIoBU4RERERcZQCp4iIiIg4SoFTRERERBylwCkiIiIijnKnu4BTsW0bgFgsmuZKRERERORkTuS0E7ntVPps4GxrbQVg1ox70lyJiIiIiJxOPB4jKyvrlK/32cCZlZ0NwBOzf0kweOoVkPNDLBZl1ox7ePLpXxEIBNNdjjhM7Z1Z1N6ZRe2dWWzbJh6P0a9f3mmX67OB0zS7bi8NBrMIBvWBzRSBQFDtnUHU3plF7Z1Z1N6Z43Q9myfooSERERERcZQCp4iIiIg4yvXQQw89lO4iTsU0TSqrxuByudJdivQCtXdmUXtnFrV3ZlF7y18y7P/pOXYRERERkbOgS+oiIiIi4igFThERERFxlAKniIiIiDiqz47DuX7dWua/MJe21lYuGjeBe779AD6fL91lyVl4bdHvqFnyOvFYjOoxY5kx80Hi8ThPP/U4DfV1DCgq5t4ZMxkxYiQAL82fx8oVb2GaJlddcx033nRzmtdAvojHfvbvrF+3lhcXvMone/fwzOwn2b/vE4YMHcb9Mx9kQFExHR0d/Pq5Z1n/7joCwQA33/LXTLn8K+kuXc6AZVm89uorrFqxnIGDBvP3//CPNDc3af8+T61YvoxXFrxEe1s7VdVjeOA739XxXE6rT/Zwtra2MPup/8/0m27mxw8/St2unSytWZLusuQsvP/eNv7zxfncP/NBfvLIT9mzezevL1rI83Pn4Ha7efRnT1BePprZTzwGwLatm1las4T/+4MfMvM732PBS/NpqK9L81rImdq0cQMb17/b/fMzs5+ktHQIj/7sCUKhMHOe+yUAq1a8xbZtW/jnHz/M/7r1dn75zGyamxrTVbZ8AfPm/ge/f7OGO+76Jg/M+i6A9u/zVGtrC796ZjY3fv0W/u2nj3Fg/z4Wv7ZI7S2n1ScD54cNDViWxeVXTKN44CDGTbiY2h3b012WnAW3283td9zJ2AsuZOCgQQwbPpzIsWPU7tjOpMlTKSgs5IppX2X//n20RCLUbt9OWXkFI0eVUT1mLCWlQ/QZOMdEo1HmPPcMV159LQDJZJIPG+qZesU0CgoLmXL5Feys7WrT2h3bufDCcQwaXMKXp1yO3++jXiekc0YkcoxlS2u4+94ZjJ8wkexQCED793nKtruGPcrPzycvLx+fz4fLZaq95bT6ZOBsaYng8/sxDAOAYDBIa0tLmquSs1FZVc21198AwIH9+3lv21Yu+/IUWloiBAIBgO4p0FpaWoi0RPD7A92/HwwGaWmJ9H7h8oW9+PxvqK4ey5ixFwDQEulqv8+2dyKRIJFIEIlE8Af+1N4Btfc5paG+DsuyeHftGmbO+BaP/ORHNDc3af8+T4XDYf76b+7g0Ud+wt133kZnZyc33PgNtbecVp8MnCdlpLsA6QlHjx7h3x7+EVdMu5LqMWNPuoxxirY2TvWC9Dk7a3ewaeN6/vauu//HZU/VqoZ2+nNGe3s7YFBWUcH3f/BDIpFjvDBv7kmX1f597jvS3MzvFrzMN++5j4d+/AipVIo3lrx20mXV3nJCn3xoKBQKEYvGsCwL0zSJRWPk5OSkuyw5S22trfzrvzzEqLIK7rjzmwCEQuHjJyuIxmIAhHNyCIVCf3YPXywWI6zPwDlj4SsLaG1t5buzvk0qZQHwd9+5H+BP7R2N4ff78fp8hMIhosf/HSAWVXufS8LhHLxeL1de1XX7xKWXTeLtVSu1f5+ndu2qxbKs7vaeMPES3tu6Re0tp9UnezhHjCzD5TJ5a9mbHDx4gM2bNjC6qjrdZclZiMdiPPKvPyI3tx93/u9vEYtFaW9vY3RlFW+vWklTYyMrly+jpKSUUCjM6Mpq6nbtpG7XTnZs/yN79+ymslKfgXPF/TMf5OePP8Ujj/6cu+6+B4CfP/4Uw0eMZMXyZTQ3NfLO6hVUHt+vKyur2bp1M5/s3cMf3llNIhGnrLwinasgZ6CsrByPx8ObNYtp/PQwmzasZ9iw4dq/z1MDBw0mmUyybu0aPj18mD++/x6DBpeoveW0+uzUluvWruGlF+bR1tbKuPEX86377tewSOew1atW8PRTj/+3f3/iF7/k6V88TkN9PUXFxdw3YybDR4zEtm1eemEeq1YuxzRNrrnua9xw49fTULmcrS2bN/LoIz/hxQWvsmfPbp6d/ST79+1j2PDhzJj5IAMGFNHR0cGcXz3DhvXrCASD3HLr7Uyecnm6S5czsGP7B8x57lmaGj+lsqqa++6fRUeyQ/v3eer3S99g0cJXiLa3U1U9lvvun0UykVB7yyl0Pqv2AAAAaUlEQVT12cApIiIiIueHPnlJXURERETOHwqcIiIiIuIoBU4RERERcZQCp4iIiIg4SoFTRERERBylwCkiIiIijlLgFBERERFHKXCKiIiIiKMUOEVERETEUQqcIiIiIuIoBU4RERERcdR/AQpLpxXq/WipAAAAAElFTkSuQmCC\n" }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "# TPOT" ], "metadata": { "id": "ofnuY0uPW0FJ" } }, { "cell_type": "code", "source": [ "!pip install tpot" ], "metadata": { "id": "qnPosv9WWmmj" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from tpot import TPOTRegressor" ], "metadata": { "id": "gB_olRLMWaYt" }, "execution_count": 24, "outputs": [] }, { "cell_type": "code", "source": [ "tpot = TPOTRegressor(generations=2, population_size=50, verbosity=2, random_state=42)\n", "tpot.fit(X_train, y_train)" ], "metadata": { "id": "AfQsJuM7WsCU", "colab": { "base_uri": "https://localhost:8080/", "height": 162, "referenced_widgets": [ "d37426d0509b446fa519a382926725da", "8e5e6dfb9e054714937608f5b92a7fe7", "c9f1476b83884a0c85746daff90c892a", "c510de6126aa439b8b52e03f9e932326", "5902b32528654ac488084d776c91d0d6", "12bc66ef05634b3698ac2c61d93d13bc", "22b4fee2c8db49cb8f9b25243ef37a0d", "9634aab7908b44f98a3824b90a10bff0", "3a9def347d7e48ba9db7625cf9f463e0", "d9ed98459eca40b68977dfa7259bfab1", "9ac7d3caee9d44789f41623c69dd0eee" ] }, "outputId": "7422f477-07cb-4cb1-bd11-bafe9d328230" }, "execution_count": 25, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d37426d0509b446fa519a382926725da", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Optimization Progress: 0%| | 0/150 [00:00