diff --git a/week6/community-contributions/lisekarimi/09_part1_data_curation.ipynb b/week6/community-contributions/lisekarimi/09_part1_data_curation.ipynb index 56454da..cee891a 100644 --- a/week6/community-contributions/lisekarimi/09_part1_data_curation.ipynb +++ b/week6/community-contributions/lisekarimi/09_part1_data_curation.ipynb @@ -215,9 +215,7 @@ "cell_type": "code", "execution_count": null, "id": "2b0c0ae8-c0ec-4f6f-b847-800da379c01b", - "metadata": { - "scrolled": true - }, + "metadata": {}, "outputs": [], "source": [ "# Investigate the first item from the list\n", @@ -320,19 +318,6 @@ "plt.show()" ] }, - { - "attachments": { - "image.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "5638907c", - "metadata": {}, - "source": [ - "![image.png](attachment:image.png)" - ] - }, { "cell_type": "code", "execution_count": null, @@ -365,19 +350,6 @@ "plt.show()" ] }, - { - "attachments": { - "image.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "500fa766", - "metadata": {}, - "source": [ - "![image.png](attachment:image.png)" - ] - }, { "cell_type": "markdown", "id": "d4fe384d-049b-4742-98e5-20d162db5151", @@ -447,19 +419,6 @@ "plt.show()" ] }, - { - "attachments": { - "image.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "5b3f0f3b", - "metadata": {}, - "source": [ - "![image.png](attachment:image.png)" - ] - }, { "cell_type": "code", "execution_count": null, @@ -494,19 +453,6 @@ "plt.show()" ] }, - { - "attachments": { - "image.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "7e2c15d2", - "metadata": {}, - "source": [ - "![image.png](attachment:image.png)" - ] - }, { "cell_type": "markdown", "id": "9bdb0c58-24e0-4ab5-8a28-2136b53ab915", @@ -549,19 +495,6 @@ "plt.show()\n" ] }, - { - "attachments": { - "image.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "132b639b", - "metadata": {}, - "source": [ - "![image.png](attachment:image.png)" - ] - }, { "cell_type": "code", "execution_count": null, @@ -586,19 +519,6 @@ "plt.show()" ] }, - { - "attachments": { - "image.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "b19b606d", - "metadata": {}, - "source": [ - "![image.png](attachment:image.png)" - ] - }, { "cell_type": "markdown", "id": "76b060a4-0b8d-495c-bb96-28cb7b7ec623", @@ -696,19 +616,6 @@ "plt.show()" ] }, - { - "attachments": { - "image.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "7730f426", - "metadata": {}, - "source": [ - "![image.png](attachment:image.png)" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/week6/community-contributions/lisekarimi/09_part2_tradml_vs_frontier.ipynb b/week6/community-contributions/lisekarimi/09_part2_tradml_vs_frontier.ipynb index 8742f94..b4a8f14 100644 --- a/week6/community-contributions/lisekarimi/09_part2_tradml_vs_frontier.ipynb +++ b/week6/community-contributions/lisekarimi/09_part2_tradml_vs_frontier.ipynb @@ -233,16 +233,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "4b861fe5", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Bow Lr Pricer Error=$121.23 RMSLE=0.98 Hits=27.2%" ] }, { @@ -292,16 +287,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "daaf6101", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Word2Vec Lr Pricer Error=$127.42 RMSLE=0.97 Hits=27.6%" ] }, { @@ -334,16 +324,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "48cb9c88", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Svr Pricer Error=$124.24 RMSLE=0.98 Hits=28.4%" ] }, { @@ -384,16 +369,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "d35050fa", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Xgboost Pricer Error=$107.97 RMSLE=0.84 Hits=29.2%" ] }, { @@ -522,16 +502,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "5c4c8ee4", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Gpt 4o Mini Error=$99.30 RMSLE=0.75 Hits=44.8%" ] }, { @@ -565,16 +540,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "0c307928", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Gpt 4O Frontier Error=$87.68 RMSLE=1.01 Hits=51.2%" ] }, { @@ -611,16 +581,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "fdbba849", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Claude 3 Point 7 Sonnet Error=$110.26 RMSLE=0.60 Hits=46.0%" ] }, { @@ -654,16 +619,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "daf7f96c", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Llama3 Groq Pricer Error=$122.95 RMSLE=0.73 Hits=44.8%" ] }, { @@ -689,16 +649,11 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "7280870e", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "Deepseek Qwen Pricer Error=$178.96 RMSLE=0.83 Hits=33.2%" ] }, { @@ -735,20 +690,7 @@ "\n", "tester = Tester(human_pricer, test)\n", "tester.run()\n", - "results[\"Human Predictions\"] = tester\n" - ] - }, - { - "attachments": { - "image.png": { - "image/png": "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" - } - }, - "cell_type": "markdown", - "id": "c302d2f3", - "metadata": {}, - "source": [ - "![image.png](attachment:image.png)" + "results[\"Human Predictions\"] = tester" ] }, { diff --git a/week6/community-contributions/lisekarimi/09_part3_e5embeddings_rag.ipynb b/week6/community-contributions/lisekarimi/09_part3_e5embeddings_rag.ipynb index 3a5e77d..5e6eea0 100644 --- a/week6/community-contributions/lisekarimi/09_part3_e5embeddings_rag.ipynb +++ b/week6/community-contributions/lisekarimi/09_part3_e5embeddings_rag.ipynb @@ -767,18 +767,13 @@ ] }, { - "attachments": { - "fcef5d55-0911-4925-a67d-13d47f28bf73.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "dcb09db0-7d69-40e1-a6e3-b92263e38f1e", "metadata": { "id": "dcb09db0-7d69-40e1-a6e3-b92263e38f1e" }, "source": [ - "![image.png](attachment:fcef5d55-0911-4925-a67d-13d47f28bf73.png)" + "Xgb Predictor Error=$110.68 RMSLE=0.93 Hits=30.4%" ] }, { @@ -1029,18 +1024,13 @@ ] }, { - "attachments": { - "42320914-5487-4af2-bd29-56267e986925.png": { - "image/png": "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" - } - }, "cell_type": "markdown", "id": "00545880-d9e1-4934-8008-b62c105d177b", "metadata": { "id": "00545880-d9e1-4934-8008-b62c105d177b" }, "source": [ - "![image.png](attachment:42320914-5487-4af2-bd29-56267e986925.png)" + "Gpt 4O Mini Rag Error=$59.54 RMSLE=0.42 Hits=69.2%" ] }, { @@ -1083,5824 +1073,6 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "01c63224aa6a4f0c9c88a4d85527e767": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "0305a4b4408f4562b87b58098148326d": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "04107981561149cba5baf74ccba87aa6": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_5ca06dd536d44de784984a492d23573f", - "max": 200, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_8e75bdb4469e497c8f021ebde7c6c9b3", - "value": 200 - } - }, - "0430f22e24d14171b83261faa090f349": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_fca913c6cfff48099d1744d5b091fc46", - "placeholder": "​", - "style": "IPY_MODEL_085baf51ecef46318ceafbaba2bb4490", - "value": " 711k/711k [00:00<00:00, 31.0MB/s]" - } - }, - "043a355b6a85471ba0142eb25e2c9eb0": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_0d4bc0d0e88a4c77a202f9c11b2ee2a9", - "placeholder": "​", - "style": "IPY_MODEL_20858379c2cd45d59070b18149d6e925", - "value": " 2000/2000 [00:00<00:00, 113628.28 examples/s]" - } - }, - "0528af78cef844e8a2b489dcb8fce049": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_338efda3245a4989a9b3ee0795949bb8", - "max": 67791, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_136dfb68394742ea98d9eb845730846c", - "value": 67791 - } - }, - "06cd89f57d08466c875d179e79e3ecd2": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_5cea58775faf41829c04d2a84e3e2c31", - "placeholder": "​", - "style": "IPY_MODEL_1914ec7959d143d09a55da324bbcd47b", - "value": " 905k/905k [00:00<00:00, 82.6MB/s]" - } - }, - "076ce072490c493ba5b3c431f6166eda": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "0802085388be453b8fe5edee7e0a01ef": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_1ed257f19b8b44ee85f09e10178ae52f", - "IPY_MODEL_04107981561149cba5baf74ccba87aa6", - "IPY_MODEL_09afb010020e4b2f91d7cdbdca316962" - ], - "layout": "IPY_MODEL_b11b51beaa54474cb7682110bd2d24ae" - } - }, - "085baf51ecef46318ceafbaba2bb4490": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "09afb010020e4b2f91d7cdbdca316962": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_7f4d4f8ece1d4651a2186f10a0cc25a5", - "placeholder": "​", - "style": "IPY_MODEL_92036442af5f4b698f2a54ecba4650e2", - "value": " 200/200 [00:00<00:00, 24.3kB/s]" - } - }, - "0a08828a0ba4430ea6e039949f220b5b": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "0b773d68d2394d80a2baf73c1808752a": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "0d4bc0d0e88a4c77a202f9c11b2ee2a9": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "0e17661f878948598703ee7942e5e1a2": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "0e67b2055f214eb691b4b54d9431bdd8": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_55a837644bb643ac864fa1a674e665c8", - "placeholder": "​", - "style": "IPY_MODEL_33aae5a98bf5433b813ff8216e015089", - "value": "Generating test split: 100%" - } - }, - "0fa5ae935a554461b086a4b81470b9ad": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "1036b1af4b154916a3d4f16f5ed799eb": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "1314757f404e47f5b0f6fa4de8537863": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_ceeb11b317ac4d37b59641024f77265f", - "max": 57, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_5e0371de53164830b4e8c2b6954b5947", - "value": 57 - } - }, - "136dfb68394742ea98d9eb845730846c": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "14dde2c87b7b4c9ea16d48732108dcd7": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "14feb4e20339465d966a6a80504eb819": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "16121b830a2948afb3ca8eb54e27a678": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "1914ec7959d143d09a55da324bbcd47b": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "195e6dfb82c84f0191838acbbfe38126": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "1cea197a15d94654a0e792318435d707": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "1db34b9a4f1f42a897345b5a6630ced6": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "1ed257f19b8b44ee85f09e10178ae52f": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_47822470ddf842cd9e3368090549a2b5", - "placeholder": "​", - "style": "IPY_MODEL_835bce5d87a2417c9b6a5b27627447dc", - "value": "config.json: 100%" - } - }, - "20858379c2cd45d59070b18149d6e925": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "21568b9954c8411d863baa7385df624f": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "2156a5ced089414c99a1bb8dd3a0b3b7": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_2e6cd134c70e455a85c47b1575135883", - "IPY_MODEL_f4264985b5cc4a0f970a088fb90b8bcf", - "IPY_MODEL_71d790bf25324e6dbb5372f636c53da9" - ], - "layout": "IPY_MODEL_dac3ba29ee4d4083a9abca7eab632534" - } - }, - "2362f3121e5546b98e4623eb3680e96b": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_ef53ee3b68c840d6a3fe98386d26bbd9", - "IPY_MODEL_a4768d0ecdd640a2a5bccd07a93c54b7", - "IPY_MODEL_e177440016974bc699b666fa721c6490" - ], - "layout": "IPY_MODEL_2a9d0e5829174b738b4dfea1c71a3481" - } - }, - "26e2d0325bc84ba5b7b857a9cac6fbf3": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "26f6ec91efaf42909cec172fafe55987": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_c1131f0324b0498da9bc59720e867eb6", - "IPY_MODEL_3e58017527a04634a489a33ed53fd312", - "IPY_MODEL_06cd89f57d08466c875d179e79e3ecd2" - ], - "layout": "IPY_MODEL_2e0aa0aa87a04419a277f303f577f7ff" - } - }, - "295a3c6662034aaaab4d2e0192d1d1ce": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_1db34b9a4f1f42a897345b5a6630ced6", - "placeholder": "​", - "style": "IPY_MODEL_9293f2d745024d7facb68e04cc188850", - "value": " 183M/183M [00:00<00:00, 239MB/s]" - } - }, - "2a9d0e5829174b738b4dfea1c71a3481": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "2e0aa0aa87a04419a277f303f577f7ff": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "2e47d9e7b36a4ec69a9071930671ae8e": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_7b1c7f9bf0e8412abb66bcfc24cf9668", - "IPY_MODEL_5c8742d3f663470e9977d006e83314b7", - "IPY_MODEL_74ec67e07ee0477eb41e21093ae82858" - ], - "layout": "IPY_MODEL_4b60a8f023bc4d759bc197b11bf4e160" - } - }, - "2e6cd134c70e455a85c47b1575135883": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_5c75c020a1914da680340fe826f3f58d", - "placeholder": "​", - "style": "IPY_MODEL_195e6dfb82c84f0191838acbbfe38126", - "value": "vocab.txt: 100%" - } - }, - "313f059a82104a9394182f6dcdb0bfb4": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "32080bc9381c449ab63794655ec6d714": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_f4765ca278ad4da4b465bd2920a21320", - "placeholder": "​", - "style": "IPY_MODEL_7ac6ead5baef4f30aff170a30a9a7977", - "value": "model.safetensors: 100%" - } - }, - "327044765c044384a14be4e660bb152f": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "32a7b3c7ce4345d5a21a30e9be0c6602": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "338efda3245a4989a9b3ee0795949bb8": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "33aae5a98bf5433b813ff8216e015089": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "34d571f76ef845f4bc272a5e05491c31": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "35bc6d95c60f4c3d8ddc6b3b0845ff7e": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "3635da14e6f04e8f90548eb6381290a8": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_992d5e88d7844a52a283c0e19475ab78", - "placeholder": "​", - "style": "IPY_MODEL_43eaec936c774e3380ae4ff1a823f3dc", - "value": "sentence_bert_config.json: 100%" - } - }, - "38dde0c157284b70ba10e631af6f08a4": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "39fa86a7760d43c793eb8ef27475af7d": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "3d5a51cfb5f44eecbf80d46e2e4608fd": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "3e58017527a04634a489a33ed53fd312": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_fcc2fc2f82e2441995b9e61b23b9b91e", - "max": 904748, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_da93fe316dd24cb48538b52ef2eaf6b5", - "value": 904748 - } - }, - "42ce1b7765f547cd9ecd8b428ec1c718": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_cfeb0597708b49fa9b65342e1ac446ae", - "max": 125, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_e29617eff6fd4199a74b670198ba2a69", - "value": 125 - } - }, - "431b638c435444c38e50a09573b8f31b": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_f77051cb151645559223ecf835426688", - "max": 711396, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_0e17661f878948598703ee7942e5e1a2", - "value": 711396 - } - }, - "43eaec936c774e3380ae4ff1a823f3dc": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "444ca1f5213241c2bc71fa9ebe9ac3ca": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "47822470ddf842cd9e3368090549a2b5": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "4ad885d69d9f492c960ca53426189707": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "4b60a8f023bc4d759bc197b11bf4e160": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "4cc8b3c4d9934f24a94b4601ab7816b5": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_dd42911451ec48e086c1c99e76492321", - "placeholder": "​", - "style": "IPY_MODEL_5b942241f11c4f2ab086f0f289f99a03", - "value": " 400000/400000 [00:01<00:00, 378628.45 examples/s]" - } - }, - "51536b45f5674d498272dc7b2def635d": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "52309039c2d8421bbb8e99f63f5ba91f": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_f4233cd960ea4f549734a5b1e1da5e2e", - "IPY_MODEL_42ce1b7765f547cd9ecd8b428ec1c718", - "IPY_MODEL_e72a08514d3b42d2b5fbf87a920bcdf0" - ], - "layout": "IPY_MODEL_ad05cf4c0ed44341aa3cd2cbd22b513d" - } - }, - "53fae218b4b74863af5fe53a66a5f7ef": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_ae4db932b7544c6cb9ff668fa954addd", - "placeholder": "​", - "style": "IPY_MODEL_be63f07eedbd4d46ac4913df45216108", - "value": " 133M/133M [00:00<00:00, 235MB/s]" - } - }, - "55a837644bb643ac864fa1a674e665c8": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "56eedfc5ba6642dc8443ab60f5f09b8c": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "579ec3bca1bb4a91939b995c82ef733e": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_fd1aeed03d634e72af5bd02933d51b02", - "max": 494347, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_750c9df1b4884e3ea5c33f4dc46ec7c3", - "value": 494347 - } - }, - "57bf3388622241869a5e9dab558dca72": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "57ec058518734e3dbd27324cbba243c0": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "597b7155767441e6a0283a19edced00f": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_f1ec9a46c9ce4e038f3051bbd1b2c661", - "placeholder": "​", - "style": "IPY_MODEL_992f46ae91554731987b4baf79ba1bbd", - "value": "README.md: 100%" - } - }, - "5b942241f11c4f2ab086f0f289f99a03": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "5c4d22bce82546d28a8b0c041895c8e3": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "5c75c020a1914da680340fe826f3f58d": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "5c8742d3f663470e9977d006e83314b7": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_5c4d22bce82546d28a8b0c041895c8e3", - "max": 314, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_16121b830a2948afb3ca8eb54e27a678", - "value": 314 - } - }, - "5ca06dd536d44de784984a492d23573f": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "5cea58775faf41829c04d2a84e3e2c31": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "5e0371de53164830b4e8c2b6954b5947": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "612e211af4cd46eb9d2f3148d1c7cb0b": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "63a729492e8a4a759d75b769cbb3e1e7": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "6792ed7123724b2d8091bc8d36255e68": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "67b7d4ea98944061b7687d0873d23138": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "68f07b5b7ad447ce9a87023d872c2e73": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "69647c5595874c3185cebf6813ee908c": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "6a625748afc84fe89a8af7a4ef638675": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "6b265cc65d5a42638572c1776faafdb1": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "6e7c01d666f64fa58d6a059cc8d8f323": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_597b7155767441e6a0283a19edced00f", - "IPY_MODEL_cf1360550eaa49a0867f55db8b8c4c77", - "IPY_MODEL_94f26137cccf47f6a36d9325bc8f5b9c" - ], - "layout": "IPY_MODEL_a764b97f3dcd480c8860dde979e5e114" - } - }, - "71d790bf25324e6dbb5372f636c53da9": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_444ca1f5213241c2bc71fa9ebe9ac3ca", - "placeholder": "​", - "style": "IPY_MODEL_34d571f76ef845f4bc272a5e05491c31", - "value": " 232k/232k [00:00<00:00, 10.1MB/s]" - } - }, - "74ec67e07ee0477eb41e21093ae82858": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_0305a4b4408f4562b87b58098148326d", - "placeholder": "​", - "style": "IPY_MODEL_68f07b5b7ad447ce9a87023d872c2e73", - "value": " 314/314 [00:00<00:00, 30.8kB/s]" - } - }, - "750c9df1b4884e3ea5c33f4dc46ec7c3": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "7593358526ae4a87bf4be0eb1bcfc076": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_6792ed7123724b2d8091bc8d36255e68", - "placeholder": "​", - "style": "IPY_MODEL_e35094b24c154340bb1b3ebba7ac0a0d", - "value": " 615/615 [00:00<00:00, 75.2kB/s]" - } - }, - "7a090f162fa84568a5e486ba935c3ed1": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "7a90822b2aff4d5cb926442f01a77a9b": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_0a08828a0ba4430ea6e039949f220b5b", - "max": 387, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_3d5a51cfb5f44eecbf80d46e2e4608fd", - "value": 387 - } - }, - "7ac6ead5baef4f30aff170a30a9a7977": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "7b1c7f9bf0e8412abb66bcfc24cf9668": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_7a090f162fa84568a5e486ba935c3ed1", - "placeholder": "​", - "style": "IPY_MODEL_8b650428a6834f5d8ebe62ad327493e0", - "value": "tokenizer_config.json: 100%" - } - }, - "7f4d4f8ece1d4651a2186f10a0cc25a5": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "8216f5d45e9345e493a43b8cbbe6598a": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_ec3854658f8448fc8463e8635889f700", - "IPY_MODEL_7a90822b2aff4d5cb926442f01a77a9b", - "IPY_MODEL_9518c3af589744cfbbb51f87d68f216e" - ], - "layout": "IPY_MODEL_327044765c044384a14be4e660bb152f" - } - }, - "835bce5d87a2417c9b6a5b27627447dc": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "8682bfab79a8409499797a3307e4d64d": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "86f93c663cc446adbc6366a528cb01b0": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "88c29992adaa44af857e3216f7e53e60": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_dd7780038f8a4cd3837972c78b6583bc", - "placeholder": "​", - "style": "IPY_MODEL_9e285e2b58934552b98edd998b82a678", - "value": "README.md: 100%" - } - }, - "891d821725b6457c9d06737bf75fe3ed": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "89dcb96670a8433593e3452fad3c9210": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "8b650428a6834f5d8ebe62ad327493e0": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "8c9ac87788b04ae6899f3b62fdc3ed0d": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_f072e665d27e442ab4d0e2eb33c98db9", - "placeholder": "​", - "style": "IPY_MODEL_fd3b1885c39c4b70b083d7fddf74d4b6", - "value": "tokenizer.json: 100%" - } - }, - "8cbccd78a79447158f02caadfa7d805f": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_891d821725b6457c9d06737bf75fe3ed", - "placeholder": "​", - "style": "IPY_MODEL_14feb4e20339465d966a6a80504eb819", - "value": " 67.8k/67.8k [00:00<00:00, 3.42MB/s]" - } - }, - "8e75bdb4469e497c8f021ebde7c6c9b3": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "8f4f51b75af74daa9b9ad6696760109c": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "8fa0fe1992db42a997e7cd3ee08bd09e": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "8fbe2a3fc07943e7bf0fdc927bab795a": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "92036442af5f4b698f2a54ecba4650e2": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "9293f2d745024d7facb68e04cc188850": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "94f26137cccf47f6a36d9325bc8f5b9c": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_f101230e8a9a431d85ee2f8e51add7ad", - "placeholder": "​", - "style": "IPY_MODEL_e196658b093746588113240a60336437", - "value": " 416/416 [00:00<00:00, 49.9kB/s]" - } - }, - "9518c3af589744cfbbb51f87d68f216e": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_313f059a82104a9394182f6dcdb0bfb4", - "placeholder": "​", - "style": "IPY_MODEL_6a625748afc84fe89a8af7a4ef638675", - "value": " 387/387 [00:00<00:00, 51.7kB/s]" - } - }, - "9519b6d9bf1b45e3b56da4c28d2aeb2e": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "973a83ca118e4ed1b5a51821034ecc31": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "992d5e88d7844a52a283c0e19475ab78": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "992f46ae91554731987b4baf79ba1bbd": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "9e285e2b58934552b98edd998b82a678": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "9e5f2478e931476d882e471c7f66aaeb": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_63a729492e8a4a759d75b769cbb3e1e7", - "placeholder": "​", - "style": "IPY_MODEL_14dde2c87b7b4c9ea16d48732108dcd7", - "value": " 57.0/57.0 [00:00<00:00, 7.77kB/s]" - } - }, - "9f4d9ac1aa074ed6b0248a4b18fde7db": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "a1b710c227a84ea1a55c310084f13a93": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "a3d3504148df46f59b6770fb377e2bb6": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_b088b9a503e24f179741d40d21a730d9", - "IPY_MODEL_b77dcf4632954d0c9c3b6d441c5f684d", - "IPY_MODEL_4cc8b3c4d9934f24a94b4601ab7816b5" - ], - "layout": "IPY_MODEL_c093f1c0806a43b79594ddac856a301c" - } - }, - "a4768d0ecdd640a2a5bccd07a93c54b7": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_aa87f4feddd6409fbfb81f417e5d6662", - "max": 494347, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_973a83ca118e4ed1b5a51821034ecc31", - "value": 494347 - } - }, - "a5cf407d558a488589c65a9a27effa9d": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_b111ec5f619b4e829db98a2268546e3f", - "IPY_MODEL_579ec3bca1bb4a91939b995c82ef733e", - "IPY_MODEL_ec8e7f5576a84502ae9e8a44c594ab25" - ], - "layout": "IPY_MODEL_26e2d0325bc84ba5b7b857a9cac6fbf3" - } - }, - "a764b97f3dcd480c8860dde979e5e114": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "aa87f4feddd6409fbfb81f417e5d6662": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "accb1d5142a9498da0117f746fedd691": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "ad05cf4c0ed44341aa3cd2cbd22b513d": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "ae4db932b7544c6cb9ff668fa954addd": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "b06adcaf8d4c497897ed3625f3afb4eb": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "b088b9a503e24f179741d40d21a730d9": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_9f4d9ac1aa074ed6b0248a4b18fde7db", - "placeholder": "​", - "style": "IPY_MODEL_c00785b8fdda409e9cb435abbb0466da", - "value": "Generating train split: 100%" - } - }, - "b111ec5f619b4e829db98a2268546e3f": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_38dde0c157284b70ba10e631af6f08a4", - "placeholder": "​", - "style": "IPY_MODEL_32a7b3c7ce4345d5a21a30e9be0c6602", - "value": "xgboost_model.pkl: 100%" - } - }, - "b11b51beaa54474cb7682110bd2d24ae": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "b4abe22402fe40fd82b7fe93b4bc06f3": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "b77dcf4632954d0c9c3b6d441c5f684d": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_612e211af4cd46eb9d2f3148d1c7cb0b", - "max": 400000, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_86f93c663cc446adbc6366a528cb01b0", - "value": 400000 - } - }, - "be63f07eedbd4d46ac4913df45216108": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "c00785b8fdda409e9cb435abbb0466da": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "c02b637785324b9eb88e6a2c00cb986b": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_3635da14e6f04e8f90548eb6381290a8", - "IPY_MODEL_1314757f404e47f5b0f6fa4de8537863", - "IPY_MODEL_9e5f2478e931476d882e471c7f66aaeb" - ], - "layout": "IPY_MODEL_4ad885d69d9f492c960ca53426189707" - } - }, - "c093f1c0806a43b79594ddac856a301c": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "c1131f0324b0498da9bc59720e867eb6": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_8fa0fe1992db42a997e7cd3ee08bd09e", - "placeholder": "​", - "style": "IPY_MODEL_accb1d5142a9498da0117f746fedd691", - "value": "test-00000-of-00001.parquet: 100%" - } - }, - "c38aff0c91a849feb547e78156c2c347": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "c4c786e6ebc54006850a6fd645f8cdac": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "c4e0ed1165f54393aaec24cd4624d562": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_e6347ff832cc4c04aef86594ea5a9e64", - "max": 183001888, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_01c63224aa6a4f0c9c88a4d85527e767", - "value": 183001888 - } - }, - "cb06a4d26cb84c708857b683d1e84c12": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_e82ad07ba22e465cbe0232c504c3b693", - "IPY_MODEL_c4e0ed1165f54393aaec24cd4624d562", - "IPY_MODEL_295a3c6662034aaaab4d2e0192d1d1ce" - ], - "layout": "IPY_MODEL_c38aff0c91a849feb547e78156c2c347" - } - }, - "ceeb11b317ac4d37b59641024f77265f": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "cf1360550eaa49a0867f55db8b8c4c77": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_b4abe22402fe40fd82b7fe93b4bc06f3", - "max": 416, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_57ec058518734e3dbd27324cbba243c0", - "value": 416 - } - }, - "cfeb0597708b49fa9b65342e1ac446ae": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "d28a5c6172f74c0f8bbd2d949455f22e": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_0e67b2055f214eb691b4b54d9431bdd8", - "IPY_MODEL_f81c4dc72b3b4b40a6a70528db732482", - "IPY_MODEL_043a355b6a85471ba0142eb25e2c9eb0" - ], - "layout": "IPY_MODEL_8682bfab79a8409499797a3307e4d64d" - } - }, - "d4ab3971183a4e8fa10402e3542e6466": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "d5a3c955aba14b3ea8e9b5c90a3bf20a": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "da93fe316dd24cb48538b52ef2eaf6b5": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "daaa4f26bad545a394685e266f85a6ae": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "dac3ba29ee4d4083a9abca7eab632534": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "db9915d53d784b85accebe1552c4e7e1": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "dd42911451ec48e086c1c99e76492321": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "dd63bb6ffed34b6687a0c79d8af93fb7": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_32080bc9381c449ab63794655ec6d714", - "IPY_MODEL_eb7aa289fefc465d98edeed9ce2bff51", - "IPY_MODEL_53fae218b4b74863af5fe53a66a5f7ef" - ], - "layout": "IPY_MODEL_35bc6d95c60f4c3d8ddc6b3b0845ff7e" - } - }, - "dd7780038f8a4cd3837972c78b6583bc": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "e177440016974bc699b666fa721c6490": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_d5a3c955aba14b3ea8e9b5c90a3bf20a", - "placeholder": "​", - "style": "IPY_MODEL_daaa4f26bad545a394685e266f85a6ae", - "value": " 494k/494k [00:00<00:00, 2.10MB/s]" - } - }, - "e196658b093746588113240a60336437": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "e29617eff6fd4199a74b670198ba2a69": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "e35094b24c154340bb1b3ebba7ac0a0d": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "e6347ff832cc4c04aef86594ea5a9e64": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "e72a08514d3b42d2b5fbf87a920bcdf0": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_1cea197a15d94654a0e792318435d707", - "placeholder": "​", - "style": "IPY_MODEL_89dcb96670a8433593e3452fad3c9210", - "value": " 125/125 [00:00<00:00, 11.7kB/s]" - } - }, - "e7adb5eb38d54b29b734d207982411c8": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "e82ad07ba22e465cbe0232c504c3b693": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_69647c5595874c3185cebf6813ee908c", - "placeholder": "​", - "style": "IPY_MODEL_1036b1af4b154916a3d4f16f5ed799eb", - "value": "train-00000-of-00001.parquet: 100%" - } - }, - "e8ee76b022d64b2cb24a2cb7b61aeef7": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_8c9ac87788b04ae6899f3b62fdc3ed0d", - "IPY_MODEL_431b638c435444c38e50a09573b8f31b", - "IPY_MODEL_0430f22e24d14171b83261faa090f349" - ], - "layout": "IPY_MODEL_0fa5ae935a554461b086a4b81470b9ad" - } - }, - "eb7aa289fefc465d98edeed9ce2bff51": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_e7adb5eb38d54b29b734d207982411c8", - "max": 133466304, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_8f4f51b75af74daa9b9ad6696760109c", - "value": 133466304 - } - }, - "ebe43cd30e414f31ab52614c6e9f9f2b": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_88c29992adaa44af857e3216f7e53e60", - "IPY_MODEL_0528af78cef844e8a2b489dcb8fce049", - "IPY_MODEL_8cbccd78a79447158f02caadfa7d805f" - ], - "layout": "IPY_MODEL_076ce072490c493ba5b3c431f6166eda" - } - }, - "ec3854658f8448fc8463e8635889f700": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_0b773d68d2394d80a2baf73c1808752a", - "placeholder": "​", - "style": "IPY_MODEL_21568b9954c8411d863baa7385df624f", - "value": "modules.json: 100%" - } - }, - "ec8e7f5576a84502ae9e8a44c594ab25": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_67b7d4ea98944061b7687d0873d23138", - "placeholder": "​", - "style": "IPY_MODEL_c4c786e6ebc54006850a6fd645f8cdac", - "value": " 494k/494k [00:00<00:00, 4.93MB/s]" - } - }, - "ee6dffc7b79e405d923940166ef10590": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "eee5113e2dd1402faf76d00f07d8e0af": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "ProgressStyleModel", - "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": "" - } - }, - "ef53ee3b68c840d6a3fe98386d26bbd9": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_ee6dffc7b79e405d923940166ef10590", - "placeholder": "​", - "style": "IPY_MODEL_57bf3388622241869a5e9dab558dca72", - "value": "xgboost_model.pkl: 100%" - } - }, - "f072e665d27e442ab4d0e2eb33c98db9": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "f101230e8a9a431d85ee2f8e51add7ad": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "f1ec9a46c9ce4e038f3051bbd1b2c661": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "f358351612004f64adffb931c3130603": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_39fa86a7760d43c793eb8ef27475af7d", - "max": 615, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_eee5113e2dd1402faf76d00f07d8e0af", - "value": 615 - } - }, - "f4233cd960ea4f549734a5b1e1da5e2e": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_db9915d53d784b85accebe1552c4e7e1", - "placeholder": "​", - "style": "IPY_MODEL_9519b6d9bf1b45e3b56da4c28d2aeb2e", - "value": "special_tokens_map.json: 100%" - } - }, - "f4264985b5cc4a0f970a088fb90b8bcf": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_b06adcaf8d4c497897ed3625f3afb4eb", - "max": 231508, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_d4ab3971183a4e8fa10402e3542e6466", - "value": 231508 - } - }, - "f4765ca278ad4da4b465bd2920a21320": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "f50717b099d142be95390ae8f1e99e6a": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HBoxModel", - "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_ffa64c304dab4ef18e9ef50ac1625cd6", - "IPY_MODEL_f358351612004f64adffb931c3130603", - "IPY_MODEL_7593358526ae4a87bf4be0eb1bcfc076" - ], - "layout": "IPY_MODEL_51536b45f5674d498272dc7b2def635d" - } - }, - "f77051cb151645559223ecf835426688": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "f81c4dc72b3b4b40a6a70528db732482": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "FloatProgressModel", - "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_56eedfc5ba6642dc8443ab60f5f09b8c", - "max": 2000, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_a1b710c227a84ea1a55c310084f13a93", - "value": 2000 - } - }, - "fca913c6cfff48099d1744d5b091fc46": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "fcc2fc2f82e2441995b9e61b23b9b91e": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "fd1aeed03d634e72af5bd02933d51b02": { - "model_module": "@jupyter-widgets/base", - "model_module_version": "1.2.0", - "model_name": "LayoutModel", - "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 - } - }, - "fd3b1885c39c4b70b083d7fddf74d4b6": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "DescriptionStyleModel", - "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": "" - } - }, - "ffa64c304dab4ef18e9ef50ac1625cd6": { - "model_module": "@jupyter-widgets/controls", - "model_module_version": "1.5.0", - "model_name": "HTMLModel", - "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_8fbe2a3fc07943e7bf0fdc927bab795a", - "placeholder": "​", - "style": "IPY_MODEL_6b265cc65d5a42638572c1776faafdb1", - "value": "config.json: 100%" - } - } - } } }, "nbformat": 4, diff --git a/week6/community-contributions/lisekarimi/09_part4_ft_gpt4omini.ipynb b/week6/community-contributions/lisekarimi/09_part4_ft_gpt4omini.ipynb index 883711c..84ca7e6 100644 --- a/week6/community-contributions/lisekarimi/09_part4_ft_gpt4omini.ipynb +++ b/week6/community-contributions/lisekarimi/09_part4_ft_gpt4omini.ipynb @@ -366,23 +366,13 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABccAAAKFCAYAAAAJXVHKAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7N15mBxV2T7+u6p6mellJjPdM5kkZCUJmxBWiSiLbGKQ1YgCAvIKKAgiIPBTX0Fcv6Avigui4AKKICKrBGVREIUgKJusCQkQkklmz0z3LL1U//6oOtXVp6t671nvz3XNBTmnp6equqpPneeceo4yb8HCDIiIiIiIiIiIiIiIZhBVLiAiIiIiIiIiIiIimu4YHCciIiIiIiIiIiKiGYfBcSIiIiIiIiIiIiKacRgcJyIiIiIiIiIiIqIZh8FxIiIiIiIiIiIiIppxGBwnIiIiIiIiIiIiohmHwXEiIiIiIiIiIiIimnGUeQsWZuRCJ5FoO5qawlBUxtOJiIiqkdF1DA4OobenS66qCNtoIiKi2mAbTURENDnVuo0WSgqOR6LtUJQMerq6kE6n5WoiIiIqg6ZpiLa3I5NRqm7Y2UYTERHVDttoIiKiyamWbbRdScPXTU1hNuhEREQ1kk6n0dPVhaamsFxVNrbRREREtcM2moiIaHKqZRttV1JwXFFVNuhEREQ1lE6na/KINdtoIiKi2mIbTURENDnVqo22q+27ERERERERERERERFNAQyOExEREREREREREdGMw+A4EREREREREREREc04DI4TERERERERERER0YzD4DgRERERERERERERzTgMjhMRERERERERERHRjMPgOBERERERERERERHNOAyOExEREREREREREdGMw+A4EREREREREREREc04DI4TERERERERERER0YzD4DgRERERERERERERzTgMjhMRERERERERERHRjMPgOBERERERERERERHNOAyOExEREREREREREdGMw+A4EREREREREREREc04DI4TERERERERERER0YzD4DgRERERERERERERzTgMjhMRERERERERERHRjMPgOBERERERERERERHNOAyOExEREREREREREdGMw+A4EREREREREREREc04DI4TERERERERERER0YzD4DgRERERERERERERzTgMjhMRERERERERERHRjMPgOBERERERERERERHNOAyOExEREREREREREdGMw+A4EREREREREREREc04DI4TERERERERERER0YzD4DgRERERERERERERzTgMjhMRERERERERERHRjMPgOBERERERERERERHNOAyOExEREREREREREdGMw+A4EREREREREREREc04DI7TlHPheWfhd7+6HgcesL/jv2UnHnd0wfqZ4Ntf+xJ+/bPrsGTRQrmKiIiIymBvU5csWohf/+w6fPtrX5JfBgBobWnBj/7vW671dsXei4iIqJbYRyyM7TLRzMHgOE15s9vb4PP50NYWlaumJdFIn3jc0XIVERERjaN5czvg83kRDofQ2tIiVxMREdXFt7/2paqCtq0tLQiHQ/D5vJg3t0OunpYOPGB/3PzzH87oSXNE5IzBcZryvvy172D1qWfhrnsfkKumJdERJyIioon1xJNP45Qzz8MFl3wFff39cjUREVHNicB2Nfr6+3HBJV/BKWeehyeefFqunpba2qLwej1yMRERlHkLFmbkQtmSpcuw7rVX5WKiip143NE45aQT8MQ/1+K6628CzPQoB75/JX53x90AgFNOOsF6fefWbbjym99DX38/LjzvLOy/39746Y0344knn877N8yR9OXLdgQAvLHuTSxaOD+n3s23v/YlhMMhvLu5E/vtsycA4Il/rgUAHPj+lda/xTaL3xF/y76dYh8FeR/2WrE7/rn2GXzo8EMAczu//LXvWK93cuAB++Pcs8+Az+cDACQSCWu/7H/PXg5zG+fO6cDXv3MtBrYP4qr//SLmdMzG7+64G3fd+4DrPlS6nXDY1lgsjq9/51pseOttwLypE9sBh78rjrfYFwA49+wzcOc9D+Cuex/AkkULccWXLsaWzq348te+gwvPOwtLd1yMp599Dsd/5Ch0bt2GB/78KE4/ZXVZ2/D0M8/h+GOOcj03Z8ogDI2PZTvvgg3r18nFZWEbTVQ+p+/1b3/tS1i0cD5+87s7seqow6y2AUDe60SbCiCnLYLU/omAeU9PX9G2U27X7GWhUBCQ7kHkOnv7bG/X5baPiErDNpomI7n/ArNtuH/Nw7jiSxfjkceewP777oU5HbNxz/1/xv77Gf8vFGvPXn19HXaYNwdzOmbn9SndiPZI/t1bfvcHHH3U4Y7vJbdh9vbN3oY51Tn11+39cydy39zeNtr7nvZyuV0W7Xsikcw5Zm77UMl2wmFb7f1kOBw70f67lYs+vdgv8f72WAAAbOvqxoHvX4k31r2JZ597seA2yNv4uzvuxvx5c1zvrUo5j4jKUYs22o4zx2lCPPb3J9G5dRuW7rjYegx5dnsbOrduw2N/fxLv2XUnXPeTG7H61LPwuzvuxpyO2Tjt5I/Kb+PowvPOwqKF863fL9ecjtkYHR3F6lPPwhvr3rQaSvHvvVbsbuVlu/C8szB3Tgcu+8o3cM75lwKAtZ3F9iEUCmLxwvlW/aKF84s+4vXEk0/jpzfejEQigd/dcbc10m9v4FafehbeensTPn3GKY7547544WcRDoVw2Ve+gbvufaDgPqDC7QSAvffcHXfe8wBWn3oWrvvJjfD5vDjrU6cAtps6ADjn/EtxzvmX4o4/3geYx3T//fa2jt1Pb7wZm7dszXlvN3M6ZmPXnZZh9aln4YJLvoKdli0pexvW/OVRvLHuTddzk4iIpr771zyMWCyOfffaA7DNwnvr7U2IxePo7unF6lPPwjnnX4rOrdtw7KojHdtU2ZJFC/HpM07BW29vwupTz8JvfncnQkGjk1oue6dctMEHvn8lTjzuaLS2tOCiC87BUCxmtWHPPvcilixamHcfdPud92Du3GxghIiIpq6+/n5c+c3voXPrNryx7k2jn2MLuK468lDc8cf7sPrUs/D2O5vKbs9W7L4r7vjjfTjn/EvR29ePDx95qPwSV+J3L/vKN5BIJHH6KR/L+bd4L9GGifbtup/ciL333AMHHrC/tW3nnH8pVpv97/332zun/2nvrz/xz7U5/XM3d937AH53x91IJBK47ic34lOfudAKjIu+5znnX4qhWAwXXXBOXqo0e/v+qc9ciIHtg677IFSynSgSR5DvDc45/1I8+NBfsece73Esl/fDjRiMWH3qWfjy175TcBvk2MNlX/kGurt78Jvb/ojOrdsc760YGKfJjsFxmhB9/f1Y/+ZGhEMhzGpuwpJFCzF3TgfWv7kRff39+Pp3rrW+QJ9/4b+IxeKY3d4mv02eJYsWYq8Vu+d8AT/73IvyywqKxeK4f83DgDl6mkgk8J/nX7L+LfKyib/13AsvYcNbb1v7JIKqxfYhkUjgwYf+CgDo7u4BzEe9ytXa0oIPHnRATvD2wYf+Cp/Pi2NWHZHz2k+e/FEsWjgfv7j5d9ZoeKF9QBXbed31N1kjxi+/+gZ6+/qtnKyHHHQA5nTMxt/+/iT6+vvR19+PJ558GrOam/I+vyeefLrk2W72bUWF29DX349nn3sRkdYW7LbL8rxzk4iIpr4Nb72NLZ1brTZht12WI9LagmefexFPPPm0NSNMtIul5mQ9ZtUR8Pm8Vlsk2p5KyO8lJhZ88KADAABDQzGrrerr78dd9z6ADW+9jU2bO+Hz+bD3nrsDAP788N/wjyf/lfPeREQ0Pcn9qHLbM/H7ff39GBqKlbWmhvjdge2DGIrF0NvXj5dffcP6t70fFmltyWkrB4eGsPeeu2PDW2/jy1/7jtXveva5F/PWF7P31402r/A+uZFjB339/fjb35/EnI7ZOMRsawHA5/dZA9Lfu+4GACi4D0Kl21kojiDfG4g+7MEfWOlYXmr/1b6tKLANTrGHDW+9bf2t9W9uxNw5RqzEfm9FNNkxOE4T5j/PvwSfz4s9V7wHe654D3w+rxWEhjmD+M5bb8I13/qq9WjQZCJyfx/4/pW489abcOetN1mzzIXx2IdZzU0Ih0IYGopZjd/mLVuRSCRzgvGhUBB7vGfXnJuLUvahGicedzTuvPUm/PzH3815nG/+vDlIJBJWsF0Q27OtqzunvBrlbgPMG4BEIom999zd8dwkIqKpzz4QuveeuyORSOL5F/4L2Ba/rnW7WI7Z7W1IJJLW01NWoMKcWPC9625Ab18/Lvzc2bjz1pushbrvuvcBPPHPtVbbXs2CbURENLVNhvZMNn/eHPh8Pqv9kvtprS0t+NH/fQt33npTTuqOWnPqe3Z39yCRSGD+vDlW2aIF8zGnY7bV/qKEfaiWWxxBvjcoVl4Np21wij3Y2WM88r0V0WTG4DhNGDGbat+99sC+e+1hjSyLxnCvFbvjsq98A5d95RuIxeLyr084EYB+4p9rsfrUs6yfCy75CgCM2z7II/Fwaehh5jl7Y92b1uN0hfbBqbErx7e/9iWsPv5o6xG1zq3brDoxq02ege4U1K9GJdsA24zCpTsuxgEr9+WjYERE05AYCD1g5X5YuuNibOncauXivOZbX8VzL7xkPQo9EexPq8H2ePJQLIaB7YPoMxdTW20+dm5/VP6662+yHoVevmxHK3BOREQzx2Rpz2SbNnda6U3sfdDrrr8JBx6wP3587bcwNBSz2rF6cep7trVF4fP5sGlzp1UmUpoCsFJ0FtqHahSLhcj3BsXKK1FoG5xiD3YixnPAyn2xdMfF1hPqRJMdg+M0YcRjN9FoK6LRVitthRiNFJ3UPVe8p+RZ1yKoac+LLXJe1dqGt97Gcy+8lJMDrbWlBUsWLaxqH0olRrOdHv/68JGHIpFI5jwaJR6VEilXzvrUKQX3oRqiAy8GPMQjVYJ4NOuDBx1gNap7rXiP4+e3ZNFCtLa0WDcvYr+PWXVEwWNa6TYIDz70V0RaW7BowXw+CkZENA2JNmeHeXMQDoWs73rxZNF/nn8JrS0tWLrjYvlXXYmnjEReVbntKcf9ax7OydEqpwO77KLPWe21vVN84nFHW8FwpxlwREQ0PbgFKIVq2rN6euzvT6K3rx8nffRYa/tFn08Ep0WbXOu+vH1ylOgLi75nq0PKEJjpYu669wE898JL1oBzoX2oRrE4gnyfIfrubuWQUrqIfSyk0DaIGI499mDfbxGbWLRgPiKtLXz6mqYMBsdpQv3n+ZcQCgYRCgatL07RSC1ftiPuvPUm7LvXHnhj3Zs5vwPAdcFJ+THj7YNDSCZT8stq4rrrb8LTz/wn53Eqe9DZbR+q8cSTT+PpZ/5jPS594nFHWwuMnHLSCbjz1pty8orLxO8vX7YjLjzPGN122odq2AP2P//xd3HSR4/FCy+9YtVveOttfP071yIcCuHnP/4u7rz1Jlz6hfNw4AH748tf+w7eenuTtT3XfOurOO3kj1rHVOx3Q0NDzkxwWTXbANuodywW56NgRETT1LPPvWg9Bi2+60VQ+sLPnY0fX/stvPjfV3PuI5597kWEQkFcdME5aGoKW+Uw29g773nAav9P+uix2FKgrbITwXrRPot2au6cDuvR8if+uRZ33fsADjxgf+y5x2645ltfxZ3mo/J33vMAXn71DXzwoAOs+4ELP3c23np7U9Uz2YiIaPLo6+/HHX+8D5HWFvz8x991TZ9VrD2bKH3moqIArH7YNd/6Kg456ABrfQ3Rjm18e1PNnsC+694H8Ma6N43FJH91PQ48YP+cvvDPf/xdhEMhfP9HP3d8ilosOLn6+KOx2y7LXfehGsXiCE88+TR+euPNWLRwvtV3v+JLF2Pzlq2O5UsWLbQC+fbzIJFI5Pxdu2LbcN31N+GJf661PqNrvvVVfPHCz1r1YhKamKRGNBUo8xYszMiFsiVLl2Hda6/KxURE05q40fzy174jVxHVxLKdd8GG9evk4rKwjSYiIqo9ttFEROVrbWnBVf/7Rax/cyMH56luatFG2zE4TjPKheed5bgQSSKRwE9vvHlS5JU+8bijXRce+d0dd+Ouex+QiyfEVNnOSh14wP449+wzcOc9D0z5faHJqxaNOttooqlhyaKFuOJLFzumBHtj3ZsciCWaZNhGExlEsNNpwcnOrdtw5Te/5zjTerxNhb4+ptB2VurE447G6uOPnhb7QpNXLdpoOwbHiYhs7Dd/T/xzLUe7qa5q0aizjSYiIqo9ttFERKWzTwKYDpPlaHKrRRttx+A4ERHRBKlFo842moiIqPbYRhMREU1OtWij7bggJxERERERERERERHNOAyOExEREREREREREdGMw+A4EREREREREREREc04DI4TERERERERERER0YzD4DgRERERERERERERzTjTJDiekQuIiIhqgO1LcTxGREQ0Edj+VI/HkIiI6mFqtS/TJDiuyAVEREQ1wPalOB4jIiKaCGx/qsdjSERE9TC12pdpEhwnIiIiIiIiIiIiIirdpAiOn336apx9+mq5mIiIiIiIiIgcsB9NRERUvQkPjp99+mosXbxALiYiIqI6ikZacMWl5+LqKy/GReeejkBjg/wSIiIimqTYjyYiIqqNCQ+O33jLnbj7gUflYiIiIqqTQGMDPn7CUfj93X/G5Vddi6eeeQF77LaT/DIiIiKapNiPJiIiqg1l3oKFRZcQXbJ0Gda99qpcXDMr912B3XddhhtvuVOucvSp00+ViwAAs9vb5CIAwJo/PywXERERuXrpvy/LRXWxbOddsGH9Orm4LJW00TstXYz999kdt/z+PrmKiIiIJrCNLgf70URENJlMpX603bQJjp9plj34l0fkKvz5ofwyIqKZJjlrMQb2/TyaXvwV/F0vytUV6Xvf5dBGB9D83M/kqgmh+5vQe+BVCK27F41vPyZXl+z5F2pzfIqpRaNeSRu9ct8VWL7jQixaMA/BQCO2dvXgZ7++A8Mjo/JLc7S2tshFuPuOW3HmQ36M3n4WkMr9/f7+gZx/ExERVWtkZEQuqouJaqPLwX400cyWgYKew69F4K2/Irj+frmaaNxNpX603ZQMjufL4PFHHgQAHHz4KrmSiIgA+Bfvh+iJ/w/9D16N4Vcekqsr0nH275CK9aDnts/LVRPC07IDZv/PzRh66mYMPnmLXF2BDABFLqyZWjTqlbTRx686DHvsthzX//J29PT24+zTV+OlV9Zh7bMvyC/Ncfcdt8pFaG1twSkP+nHKsmEcOjeRU3fzb36X828iIqJq3f6HP5r/Nz3b6HKwH000s6m+IOZccB/iL9yPgUd+IFcTTaDJ30bbTZPgOPD4I2sANupERK4alx+M1mOuwMCjP0L8+Xvk6orM+dw9SMd60HXzWXLVhPDOXo72T/4UsX//Adsfu0GunnRq0ahX0kbL7e7xqw4DANyzpvzcpY8/sgbfeNqHlzZ2YttNp8nVREREU9JEtdHlkNvzSrAfTTR1aaE2dHzmdoy8+ij61nxbriaatmrRRttN6IKc0UgLrrj0XJxw9GFYungBrr7yYqzcd4X8MiIiqgHVFzD/2yhXVUz1B6F6a/d+1bL20Wv8l5yt3/gOQsEAopEWBBobsHjhPGzt6pFfVrIjF6bgaZ6LhoX7yFVERERUY+xHExEAKH6zz1PD/h3RTDShwfGe3n58/bs/xeVXXWv9FHukm4iIKmTePCm+oFxTEUXzAYoKxV+b96sFERy3bhTJUU9vP5565gVcev6ZuPKy8xCLD1fV/u43W0c63o/AnsfJVURERFRj7EcTEWwTgtRJ1B8jmoomNDhORETjR9w8KTWaWSAC0JPqZszcN8UMkpO7tc++YHWoq3kcGwBUBRh+8T407vg+aOF2uZqIiIiIiGpMFf2xSfQkL9FUxOA4EdEMIdKpiNnV1bLSsygqoHnl6gmRTavCG8TxFn/hfgBAkLPHiYiIiIjqjxODiGqCwXEiohlC3DTVKjiu2PJ61+o9qyX2kTeI4y8d78fIuicQ3OPoSTNYQkREREQ0XWWfDGbfh6gaDI4TEc0QVgC7ZmlVsulUarnIZzWYc3xixZ+/B2pDGIGdD5WriIiIiIiohqzJT3xqlqgq0yQ4npELiIhIVuu0KrabMPss8olU+xtEti/lGNv0IpI9byO457FyFRERUY2xja4ejyHRVCYmKNVqTSmi2pla7cs0CY4rcgEREUmsWdU1CmTbH9+bLDO1xY1h7R4tZPtSrrG3noanZb5cTEREVGNso6vHY0g0ldn7PLWaAEVUG1OrfZkmwXEiIipGzKauVQoU+/tMltkK1gCAx28sFErjLpMcgWpLuUNERERERLWXM1mpZk/OEs08jBwQEc0QIke4WqNZ3rkLck6OYKhYlAY1nT1O5dATo4AYoCAiIiIiorqwzxa3rwdFROVhcJyIaIYQweJaBY3tqVQmy2N89hnstRoEoPJkkmZw3NsgVxERERERUY3Y+2C1ejqYaCZicJyIaIawgpU1Sjei2oKfindyzBK2B8drlVudysPgOBERERFR/dnvt5lWhahytYmQEBHRpKf6AkjH+4z/D8ySq8um+IJIx/ut/58MFF/A2iaRY53Gl54cBgCoPgbHiYiIiIjqxej7mP27SfIkL9FUxOA4EdEMIGZU60PdQI0eu1N8AWTGhpBJjk6amzHVF4AeM/eRaVUmhDVz3FP9OUZERERERM4UX8Dq36EG/TuimWqaBMczcgEREdmIWdSpeC9Qo5Qjqq8RemIEemKkZnnMq6U2NiMV6zH+UZMbRLYv5cokxwA+2klERHXHNrp6PIZEU5nqa7T6d5NlshKRYWq1L9MkOK7IBUREZCOC13rMDI7X4OZJ8QeQSQ4jkxyeVDdjYh/VGgwAsH0pXyY5AgBQmFaFiIjqim109XgMiaYyxReoaf+OqHamVvsyTYLjRERUiGKmGEmLwHENbp5UbwD62DAyY8OT4mZMbWwC7PvItCoTIpMwguPM+U5EREREVD9qQxj6yIDx/5OgP0Y0VTE4TkQ0A4hZ1LpIq1KDmyfFHwBEWpVJEIi2Zsdb+8jg7ESwco57OXOciIiIiKgeFM0HANATI8iMxaD4gvJLiKhEDI4TEc0AYiZB2szHXZMFOb0B6CKtyiSYJSy2IT06CABQvLxBnAiZFIPjRERERET1JCYnZRLD0BPDNenfEc1UDI4TEc0E5s1SesgIjtdsQc4x42asFjPRqyUGADJjw9BHBqH6eYM4EXQzrQqD40RERERE9SGC4ZlEHJnE8KR4kpdoqmJwnIhoBrBmjouUIzW4eVK8DcgkhoHEyKQIjosBgExi2LhBnAzbNBNldCCdrMkADBERERER5RP32npiBHpyxEqjSUTlY3CciGgGsPJxj2xHJjFS9YItqt9IWZJJDkNPxCdJWhVzH5O8QZxoemKEM8eJiIiIiOpE9O8yY8PQx4atiUJEVL5pEhzPyAVERGSj+gLGjF4zeFxtcFws+JJJjBqB0ElwM6Y2hAAAmcQI9EStbhDZvlQikxyF4vXLxURERDXENrp6PIZEU5Xoz+mpEaAGk5+IamtqtS/TJDiuyAVERGSj+AJGChQz7Ui1gWNrJnpiGJkx430n/IbM3CfdTPWi1iB1DNuXymSSI1wUiIiI6oxtdPV4DImmKmvmuDkxaDI8yUuUNbXal2kSHCciokJUX8B43M4MjlcbOBY3X3pyGJmk8b6Y4OC4SKOSSQxDTw4zrcoE0pOjUHiDTkRERERUF2INqczYMPTEMBQz7SURla+uwfHjVx2Gq6+8GN/88uex09LFcjUA4OzTVxd9DRERVUfxB6AnRgCRVqXKwLEIrhszFYz3neiZ46qvEZnUGJDRoY/Fa7LoKFUmkxplznEiIqIKsR9NRMVYE4OSI8aaUgyOE1WsbsHxnZYuxry57bjqmuvxmzvux+GHrESgMbejvHLfFQCAy6+6Fr+5436ccPRhiEZacl5DRETVU70BZBJxwJxdUHWOcPP3M2NxK13LRKfRUHJmx49YjxrS+MskRzhznIiIqALsRxNRKXLSXCbjgKICmld+GRGVoG7B8V2WL8HmLV0YHhnFps2dAID58+bkvKajPYqXXlkHAHh9/Ub09g9g6eIFOa8hIqIa8DVaQWxjAc3qAsdipoKeHIGeNGaOK1XORq+W6gtYKV4yzLs3oTKJEahckJOIiKhs7EcTUSlUX6Ox1pJ5722UTWx/jGiqUuYtWFh0CdElS5dh3WuvysUFnX36arz0yjqsffYFx3/DHPHefddluPGWOxGNtOC8//kEHvrbkzmvcXLl//5/chEOPeQgAMB/X87fzj/88W65iIhoRnnnPefBO9qLOet/j65FxyA2axcsef4a+WUl2z77vehacDSWPHc1Ur5mvLPbZzF3/W0I9r8mv3TcdC47BUlfExa8fAP6Oz6AnvlHYOl/vgklnZRfWtRjf/+HXFQXy3beBRvWG53bSlXSRtfS44+sAQAcfPgqq2zWh76IhgX7YOuNJ9teSURENHVMVBst95vlf4P9aCIC0LXoWMRnLcfi57+Hweie2Lb4BCx+8QfwjPXLLyUaN1OpH203ocHxQGMDPvOpk9DRHkV8eARvvbMZb7z5dtFGXTTgdqKhv/5nN8lV+Ncz/5aLiIhmlORR10Dtfg3av3+J9O4nIb3kg/Dde678spKldzoa6fd8FL4//g8ywTYkj7oann/9HOqmtfJLx03y4MuBDOD9+9XQlxyC1F6nw/fAF4DRQfmlRW186225qC5q0ahX0kbb218AiA+P4Ppf3o6e3vJvpp2C482HXoDAzoei8/oTbK8kIiKaOiaqjZb7zfK/wX40EQFI7XcOMrMWwPvw/0Kftw9SKz8H7yNXQNn+rvxSonEzlfrRdnULjh+/6jAAwD1rHkWgsQFnnnoCHnlsLV5fv1F+qeX0jx+Lp//9UsHXOMvg8UceBKTO+UTzdixHcusbcrErz6w50Edj0EeH5KqKFduGYvXF+ObtjsTml+TiKaXaY1CJifibtVbuPpT7epk3ugSpvreR0dNy1bgptg/F6otRvH5oTXOQ6n1LrqranPPuxvBrf8X2v/4I4ZWnoen9n8Lma48AMrr80pI0feAshPf7GDZ//0NQA7Mw59w/YuCR6xB/4T75pVUr9bi2f/KnSA/3ofeur6Bx18PR+uEvYdsvTkNqYEvO60p9P0MGgCIX1kwtGvVK2uhopAWnnXQMfnPH/RUFxO2cguNNHzgLoX0/ii0/+LDtlURERLU0Pdto9qOnhvLuJ4vzRhci1ffuhPZ1JoKvYxcktrpfI+Ue53JfLyu2PZWodpvcRE74FrRAC7puPQ8NC/dBZPU16L79QiQ2/1d+aQ4t2AIoHqRj3XLVpFHsmGnNHcgkRqCPbJerXBV7z2L1U1GxfSpWX4y3fSlSPRtdvrcmfxttV7ec46++sQHz5rYj0Nhg5UjbtLkTK/ddgSsuPRfRSAuikRbstHQRYD4aFmmdZeVVK0/9Dng1fLN3losKUoNRaKGIXFyVYttQrL4YT7gNqm9qr4rsjS6BompycV1Ve9wng3L3odzXy9RQK7Rwm1w8rortQ7H6YrRgFFqwVS6uCbUhlM05bublriYnt+JrzC5+af63XjnuSj2u9gU5YebdUxy+n7yRRWVc85OzfamFWHwYw8PGcaq1THIEiuYzFgYiIiKqi+nZRrMfPTWUen9aKi0YhdY0Wy6e1lR/EJ6W3Hz6snKPc7mvl2nhNqiNzXJxVardJjeKN2Ct/ST6QIqveP9ODdU+7lRrvralBftrnmAEWrCMfVCUop9DsfqpqNg+FasvRgu2Qg0ZTyLnm1rtS91mjsMc9X7ffiuQTKbwmzvux+vrN2Llvitw5AcPwPW/vB1LFy/ACUcbI+PVPNINl5lrE23WYZ/H9r/9xGUUJV/jTodAH4th7K1n5aqKzfrQFzHwl+/JxZZi9cWE9v0YRjf+C6ne8Xl0oh7C+5+Ckdf/htRAJTeUlan2uE8G5e5Dua+XBd5zFFL97xYdCa+nYvvQfOgFGHzi58gkx+Sqkvjn7wEtPBvDrzwsV1VH82LeF/6MwSduxNC/bkdw91WYdeQl2Przk5Ee6pJfXZKWoy6Hb4fdse2mTwIA5l38MIb+dRsG//FL+aVVK3bchY7P/gFjbz6F/oevhX/+Xoie9D303HERxja9mPO68HtPxsgbj+fNKJ8ItRjxrqSNFvlJgwHjBnr9xndw4y13yi/Ls89ee8pFuPa73wYAfPP/fdcq623bH9vmHgH9D2cB5k07ERFRLXR2bpWL6mKi2miwHz0llHp/WqrArkciNbgViXdz71unM0/rAjQsWYnYs3fIVQZFQcuRX0T/X7L3mMVU+7mE9j4BY++8gGTPBrmqIoqqofnQCzDwyA/kqqq1n3YDUoNd6Lv3CngiizD7U79A35++gZHXH5NfmqNhyUpA9WB0/fjkhq5EeOVpGH7lIaQHt8lVAIDGZQdBT41gbOMzcpUjNdCC0N4fxeA/8tNHCdWeO5NRsX0qVl9McPdVSPa+hcSWV+SquqtFG21X1+D4eJqMjXrkuKuw/fEbSg66hvZeDX1sCMMv/0Wuqoiiaoie/EN03/o5ucrSfsZN6Lr5LLm4ZM0fPBdjG/6F0benbj66WYd9HsOv/W3c0sMoqoa2U3+Crt98Vq6aMhSvH9HV30P3bRfIVa7aT7sB3bd+ruTBIll45SeR6n+3aGNfT+1n/AJdt5wFZJy/NiPHXoXtf/85UgOb5aqSBHY5FFp4Nob+dZtcVRW1sRlzzrsLA4/+EPHn70XjToeg9SNfxbZff7riFC6RY6+C1jIXXTefDQCYe/69iL/8MLb/7cfyS6vWfsYv0XXz/8jFeeZ+/gHEX7gf2x+/Ab6OndB26vXovfsrGN2Qmwe9+dALMLru8byg+USoRaNebRtdzkJeIhBuJwLmb739jlX2TH8z7u5sxy6v/gieZMz2aiIiour8+eFH5KK6mAxt9HiYjP3oqaDafrQsvP/JSG/fhuHX/ipXTVv+BXujcclKDDx2vVwFmLNSW466HD1/vFyucjX7zF9j268+JReXrOmgs5HY9AJGN/5LrqqIp7kDTR/8HPru+apcVbXZn74FyS2vou/B70ALt6PjnNsw8ND/If6ScU27Ce7xEUD1IP78PXLVpDHr8Isw8spDGNvyslwFAAjtfSIyydGi+yp425chtM+J6H/warkKEDGak3+ErlvPk6umtGL96PYzbkTXLee4xjeKCb/vdKR63sLIur/LVXVXizbajsHxOmo79SfY/vjPSh79bT74M9BHYxh6+la5qiKeWXMRPen/sPXnJ8tVlrkXPYTOHx9T8UzX1o/8L0Y3/AvDrzwkV00ZkeOuwvBrj2Hk9b/JVXWhNc1G2yk/wdYbVstVU4anZQdEV1+DrTeeIle56vjsnej+3XlID1Y2U3nW4Rci2f8u4v/+o1w1buZccB+2/eIM6MPOM3PaTvkxBp/4ecVB19C+J0Frmo3tf/2RXFUVT3MHZp91K/of/H8YfuVhNCx+LyInfgfdt55fcU69yOproHr86L79QgBAx9m3Yeyd/5Q1s6MUamMzZp/1W3T+6Bi5Ks+8Sx7F4JO3YOipm+FpXYDZZ/4K/Q98K6+TETn2Koy88Xhe+USoRaNeizbaabGvUjm1v4GdD0XL0V/Btl+cXvFgERER0USaLG10vTm141Rctf1oWfOhFyA9uBWxZ/8gV01bgV2PQMOSlej70zfkKgCAd/ZytBx1Obpu/rRc5WruRQ+h8/oTkRmrbHJG64e/hLF3Xyg56FqMb957MOuQ8+oSdO347J0YXf8EBh65Doo/hLnn34uBx64v2l9uOuAMQPVg8B+/kKsmjcjx38Twyw+5Bl2bDjobmcQohtb+Rq5y1LB4JYL7nIjeOy+TqwCzvxw9+YfYesNJctWUVUo/es55d2HbLedAj/XIVSWZdfhFSPW9hdh/7par6q4WbbQdk4HWkRYqLw9SrXOOq6Eo1GAEUJxz/aiNzVBUDVqo8jzOWjBS022eCGooWtbnVC0tFIEWmOX6uUwFWjBSILeUA0WBFphV1XFWgxF4qvj9aimqBtUXLHi+a8EItGAZx0Wihcv7ziiV4jVygetmHm7xX9VfeY5w1R9AxnwfmO+pVPF+brRgBKovAMXrl6tyqH4jt7iVV938Lxzy7qmhCNQCn+NMcNRhH8BOSxcD5szxSMss9A8Myi+rWCY5CpSY95CIiIhoKqlFP1rmmQJ5oGtNCxWOJRSrl6m+IBRVgydc+u/I1HDEiKHUiBaMQA1X3j8sRPUFrD6P6AOpZr+vkKmQc1wLRaAV+Bw9ZcbO1HAEngKvV0NRaIHWKR2jkRXrRyuqBrWxueBxKUYLRaBWEf+YTBgcryMt1GasBFyiWgfGtGDEPOFnyVWAWQ8AWqjyBQCNIFPlF0PzwZ/BvEseLfvHM2ue/FYVMxpd92MQWX1N3t+XfzrOKn22vxYyBixKbXS1YEve35t3yaMI7X2i/NKSRY67Ku/9Zp/5K/llrrSwOLea5CpHYpCmmoCkVuUgRnj/k/P2ed4lj1pB1WK0sLFATqFt0Jraq9pHNdBasJFvOuCMvO2fd8mj8svyqGaAMjMWz/kvqlmQ0xOAnjDfB0AmEYfqqfz93KjmtVms86F4GgBzO+z/dbpBnA6DetXa+PZmrDriQFx95cW49Pwz8dg/n8Hr6zfKL6uYGIBRvMbnQkRERARz4Ny/w4qS+xGTUS360TI1VF5Q1q0fXSrf3F3zfnfeJY+icen75ZfWjRqMFgysacEI1IawXOxKBKHVQOnHUVbrfoJW5oTJcihePzLmQpzI6Mgkx6D4it9713ObasWa6OlCDZc32UkLRqEViFtpZrxCCzjHzrzRJXnXitNPaO8T5F+dMMX60SKOV+i4FKMFC8cvphIGx+tEBMW1sPOJ6KTWo4riJHc7WVVzJK6qiyHcVtUXqxqMQh8ZxNBTN5f0I/KxFxpFLJcWaoPq8oUBcxQ/2fN23raIn8S7L0Jr7pB/zZU4XqWO0IkbhuHX/mr9TVT5uamhKFIDm7P7sOUVK/hbCrFNpc6S9pjbKv5bCU+ouutDDUaRSY5Z+ywe0SrU6NqJv+16PZkNqVt9KYrNGFFDUehjcWsfxCIqRc8/c0Z3JmnOLDD/K4LmlVD9jdnZ2WK2Qh1mjnvMa7PY94xiDnKIoKyY1a748rdJa2ov+XOfrl5fvxHf/+ktuPyqa3H5VddWlE6lEGvmOIPjREREZOONLEL049eiccfxC8LWWi360TItGCmrryT3o0c3GmvsqIHSJueJPkf8hfsw9NTN1qKY43mPrIUj8MyaIxdbxDZ6ivV1TNagRVV9xvKCrsWI99KCtRtIAYxZ8rD162A+OSvKC9HKfQp8AhhBV/dt1Mp8qtwTikDxh6B4nGdRi3PNLS4krvn4S2vy4kH2GE2hwZ7xVqwfbe2zS30p1HBbwfjFVDJNguNF06aPO/FlU87FoYVqe2KJALJbAFNcLOVso53iD0HRfFU1PlooimT/Jgw+eUtJP7Fnf2/9Xi1kBzHcj7saiiLx7nN52yJ+Rtb903idyyijTHzhun3xyqwbl+futv5menBbyb/vxBOKIrHlZev9Rt98EorXD9UhkOhE3LiJRqIYaxS/wnNNzLSv5nP3hKJID22z9jn+3H1AGeeStc8uxz07GFXa+zlRQ23Gd4fL41xaKIr09s7sPrxo5MIr9jfF7GndDFiK/yol3Dy5UX0BKwAKMxha6vlTDmtEu8i5Zs2Ot6V6ySRGoPpzBwBEh6H0zsfka1+mgkyKM8eJiKje2EZXb/yPoZjQUMsA5Hirth+dx3zCtpyJQHI/evglcxJZife44nVDTxm/v/3vPwcymar69uUScQq32eFWTKXMfao0pqJ4/VD9wTL6CcVZ50qNj6uYAJRJ2PpjqZGS+mNaKApPjbenlrL9P/dtVENRqGVMRM0OaDmfG8XOHfE5xv71u7x4kBWjGeqq6blTrWL9aHH9FTrOBSkKtEBLge+c8W9fqjFNguPOgaSJlH3Uyu1EyaX6g1C8fuMEdQmMlUuMALkFMEV9pRewyOXlNhJVCi0cKSv5f2qoF6jhjUixR0lEA5mOGX/XSTpu1JV6HMQXrtsXr0zcOKZtxykd63X9kivKDDSnzWMJ8/1g+1vFiNeJRqKY7Bdvae8v0wItxpdviX/PiRqO5B5D8bmVvc/Or7eu+RLPAydaU7uV+8uJFopY240yzj2ROka30qpUP3Nc8QWs1CUQMxWqSNPiptgoviAC/bp99kRyJC+tivV+Jd8E1Ob7eKYRAyfy8SciIqodttHVG/9jKO4/3fpfU0G1/WiZ2jjLyGFexpO8cj9aL7FfIKjBKJDJID08YBSY/1/q79dCsX5xuZOPsu9X2utloq9ZajC+FFYfskbxC8F6alakyxR9vCL9O9HXVPwhKKomV08Kor/tdi6KSX0iRlAK8V5un22xc01c8+nBLrnKko73usbeJkKxfnR2Mm1l22ylznX9/dI+m8limgTHJx/r4irx4rAu0gJ5jsqVTWXhvA1iG0sNiMqyM6DdF/0sRmvqKBh4lmXGYsjo6ZKPazHW5+TSWIkG0h5UlYk6t0ZdJkbm3L54ZZ6QceOi245TOt5T8ZeYaET0uD3Ybu5Die9pnTt1er1MBDLFYEUltFA051wTN5Plfm5uDZ41O96l8SlGbQhbNyhu54YWikIfcvjciu2DuElKmilH0gkgo1c8c1zx+gFFtVKYwAyOi5u0WhLHothjc9nZE7mpXuRFQrMDNaV3Pqh81tMJnDlORERENmKh+Er7oJNBtf1omXg/RdWg+ENytSO5H50y+wVufRWZJxRFOt4DZLKzO/VYj2s/pOYUpejMcKv/VeJxtia+ufTti7FiA2UEXYvJniuVbZMbMSnJPjEokxgu2le2P6U8WftD2TiT8zHTwu3G/xQMzOay+pQu71kshaoWikIfHUJGT8tVFn2ot+R4yngo1o8uNlG0GOvJenOi71TH4HidWKOWJX4x2y8ity+BclkXuMs2FBupLUZsc6FFPwsRq0nbg76lSA9tq9mXjrUPLkFXUV9oG0WQudQvFWuGcYnHXQ1FoY9sz/kiTg/1VjyLWpxf4gYKthnIpd94lLcP4nVuAzXF2EfaS20AcygKtKAUHE8MI5McK/kpBOtzc/n7VtC1yWysy2Q/lk5/Q4zyp22DGuK8KPa5WWlV7MHssTiUIjML3IjH9eRAtNM1VK3siHeRfbQWHZWC49KjhaLDUE7ng8qXMQdiGBwnIiIiO3HP5hawmQqq7UfL7Pf+4unsQpz60dbEnxL7NsZTtbl93HS8t+g9d62ojc3FJwaZx6XUc6Xc1J8ya9/LCLoWI/rstTpXBFVMALL375LFn+S1b0fpT9KOL6v/5ws4Bl1zrpcSjqs9XuV2fov3dPvctVD+9SJLxXpcf38iFOtHixhLpfFH++9VGpuaTBgcrxNxorgFXWXFAmOVECOBbo2DdbGU2IDKcrbZ5YIrRHwZp2LdclVB+lDtRrRzGgeH4y5mqNsDkjLxaE2pXyri75T6ORtfxLl/X4/3lHxuycQ+67a0KmI2cslpUszRWrcvWlk2mF7aMZLZ/06px81OC8wyZstL51o61l3yNmUbTOfXi4a50qBrbuOSv4/ZQQ1bo2w+UVDsc1N9jUaai4xulWUSwyXlpHOiiJkK8oKcigpoXtsrq5cd0c4/JnYiCK6bQVnx//INor3DUErngyqTSY4BAFQfg+NERESUJe7ZJmtgrhTV9qNl9v56KcFtp350Rk9DH9leUrAQZt/G/kQqzAlhpfaNqmXv0zn17+ypJkvdJqvP6fB+pbD/nVKPYyH24G6p/eaSmYNM9v6YPpY/MUhWj7hTreXGmfL7uTmxgRLODZH+AwX6lNlBDOf300LF0wHr8Z5JNYu6WD+6WB72YqbCuVQOBsfrxH5ROQVdZTmvr/DktLPnkHJrYMXjKpXPdM2+r9vfKESM7Baale3EGJEr/+85yQlIOnxO4hiJXOdOMnoa+uiQ4+/L7AHtUtNvaKFoTp5p2B+bK+FvysTnZn9PPRE3ZlGXcO6pjU3WuVX6KL7xukpzm+WcaxXcSIvPWT6O6VhPyY2Bdb0EjJyAMvtNbSULnOR+B+SfG27XSzrWU/RzU3yBnFnjgDGLvOLguEjHkpNWxfj/St/TkbnIB1C885FdkNMWsHe4QbTf6DodZ6qdTGLEGkghIiIigi04rgVaa5a6YrxV24+W5d6fFr7nRbF+QYmTP1SRVsUmFevJSfVYT8X6d/bFFov1dYTsoEVlaV+L9cfKZf8si01mKpf1ZLBtYhASI3l9H1nOcS/hXJsIxbbRfixLuV5yg+35r7cHtN1iA2qoLS+WIBNrujkF9MddCf1o+4K4lVzzOdeLwzU81TA4XidasBWZsZj1/8WowQgyZnCpkkCzTMyIzIzFXAOoWrDFyBNc4UxXLRTJ7mOo+D7KVPO4yLOii9GrWYxSooUi1mir6rAPWqgVmdSYtZ9ujABl/u/LxGerJ+IlHzMt2Jo/qm/+u5RzSyZ+Jz2Uu5hEOtZd0vuJ12TGYiV/CWqhaPZcqSC3mRpshT46BJifWbm0gPE7aek4podK22fAeIogMxYzHrML5P+OFsieS6UMlMjE72TGYo7bJM4v+Xop5XNTvA1557CeiFec8kKkY9ET2fcUi3NWmqrFibixzYzF4Jk1R67OYeUcTxkzlgEg45A6RrV/bxU5blQdPTla8TlGRERE05O1ILwteDPVaMEWZMZiFfejZVowCt28ly6lj+jWj07Heqx+TyGKtwGqL5DXN9KHjJno9sB0vYg+nVvfR5TpiWHHeidauN36XMSs83Jowdbs51Di3ywkuw/xkmIF5RB9nIxtQU49MVz03lvEhjKpsZLOtYmgBSPW5+A0MKIFjRiN+P9ixHvoibhjP11cT4XONS3Ykne9ydLm9TMZjqvoR+uJYdd+tBpszcYvKrjmc+KBDsd1qmFwvE60UARjW18HUNooihaOID20Del4v+PIablEEHZs6+vQgvk3HeLkTW59DagwvYAaiiCx7Q3z/8vfZmsGc5lpVdLxXiiar0Y3IhEkOl8FXEZztWD+rG0nRmqL4sdABPUTna9BbQjL1XlEfix5VD8d7wNKPLdkxiyBfrkY6Vif40iqTHzWxrlV2nmj+ENlXQ8yLRRFamAL9MSw68hnIWIGhfxZ6vG+km7+FH8Iiuaz9sEpQK+Gotb15NSIF6OFWqGPDCI1uM3xO0B8NmIleiEd7y96/Sn+oJUD2pIYqXgBTTE7XE8Yiy4C2VkLYhZDLYgbC3HcC13zii+YPwCQHM2bya4FI0hsMa55p8+RaieTHOXMcSIiIsphXxC+kn7BRBP9H3F/Wkk/WqaGIkj3bzECxUXu61GgH52O9RbtF8D++3n9CqOPWco2VEsEaRPb3nDcZnGfntz6WkmTq9SAkVM621/Lf89itFAEyW3rrP+vlugTJjpfK7nfXCqrP2YLjmeSxdNmaqEI0tu3Ih3rczzuk4EaiiDRafSrnY6bGoogPdiFdLy0NEAiNpbofM2xn27Fxra9DtVhwM56Cr1IxoP0sBFjKWWb6k30o0V8Qu5Hi4wG2fhF+dusBSNI9m9CJjlWs8mrE2maBMezKyxPFmqgBcmtRuDYvpigGy0YRSrWCz3WXdMvYrEN1oq+JhF8S4jGo4RtlGmhKFKD26AP95cUGJapoSj0MSOdRznE42O1uBHRQlGkBzYbQVeHfdBC+bnYnBgzx/N/Xya+KJPiZsplFE9QQ8aIX06eaWQXXCnl3JJpoahjvqxS0nPAYR/cRlcFT/NcIOf1xf+GTAtHoce6K15B3ROKWPm57dKxnpJmFohzTVxPTjfyWrDFGmipZBs189HGdKzX8TtADUaBTAbp4YGccj3W7bpYiaD6ArmP3MFIg6JUGMh2WpBTpFhRxOIwNSAGrKzrpcA1r/oaodsW44R5gyg/WqiGokgPdZmdj+IDI5OxfZkqMqn8nO9ERES1wza6euN/DO33BpX0CyaamHST7duUf98v04LGGlOpoZ6S3k8NGjM25X50eqjHcWKcTATO5Jnj1szXEt6jWloognS835gY5ND3EedGovN1KF5/0RnR8uS/Ss4tNRhFeqgb6Vh3Sf3iYuz95mL9zXIpvkZj9rRtTSl9zOyPFXiSVw1GkI511yzuVA9aMIJU3yZkEiOOQVfj3OkxnwLPr5eJ/Ux1b3C8vuyDGEB+uiRxvYgnK9yI9c3cMjeMJxEnSnQ6DxZlBwwqj9GooQj0oV7zSXan3x//9qUa0yQ4Xn4+qXoSF5MRdI2XGDSNQI/1GoExxxOrPNZIa+crxr+l9xQXR6Kqma5t1jaXmtvMzhOK5s2CLYXIt+30xVYuNTAL6VivEXR12Ac1FLX+XiHpeK/xWGCR3GZi1nNimzmLusg+iM/JvngmzEd+Ss0RLtPCzrPh9XhP3iCKE+tGRcwEL3J+i0Cy2Gf5XCyFccPYa44Ol//7aqgN+sgAMno6p1yM/hbbJqvx2CZutqTGReSmH9xW8owPmRqKmo2Lc059TyhqzA7J5DYy1j4UCPSqvgAyDoFj67HWcjnk9xaB6UI3Y+XKzigp3vlQvM551RWP31go1KQFW5CK9SI1VOq5VPiaJneZBNOqEBFRPbGNrt4EHENfI1IDmwFbX2cqEZM3rP5cSfeThamhqNXXcZqEI/OE26xZ3naib12oXwCzbwTbTHEhPSxmjhf+/VrQQlHo8R7o8T7jHl/qR1trf/VusF5fiBXfMJ9sL+0+P5dn1hzjc4j1OT5VXi4tZKTLSQ9sAQB4mjvkl1RM8QWRSWaf4gUAPWmmiy0wAcoTiiId7yt51vVEUBuboMd7zG3M/xyy/ebekp4C10JRpAe3IR3rNQZapFnU1jXtMrCihcz4nkMMxU4fiyOjpx2fAh9vIkYj4hfyArPZ68WMB1awzZoZKzMyEDh9DhPQvlRhmgTHJxdxMaXiPdCHnIOuMq1ptvlFXGrApjA1GIU+OoSUlTcs9z1F0ClpjSSV9zfFaLIVsCwSXHSihiJFv2CciFnPxYKyxYhBDF3ciDjsgxZuLymAn471GrmoHd7DTgtHkEmOId2/yfh3keMu6p2OUzrWXdEXrxY0BmJk6aFecxZ1k1yVQwtFoI9st3KWF3tqwLoe+sx9LuF6kKmNzcYgRskBzVxayAiuy8RxLXYcxU1vqvtNwOFzE//Wh8oJuubSQhHjOyPWAy0wK/8GMex8vWSD4+774LogZ4WzvK3H+Gyz0a20KrZHZasljmOqaz1g+xycqL5GZMwbQkHkqrMWfjIbbT3WjXS8tKc9qHJ6coTBcSIiIsqh+gNI9b8LONxTTwXW5A0xy7QG+6AFW5CO9xpra5Xwfm79aKtvU+QeV9TLOZT1ke1GcK/I79eCZu6D6EfL+ec1kf7DWuSw8DaJ42Y96Vvk9TKR8lSP95T8VHgxmvkUespMkVqL9xRUX8DKF22xnuR174+p4exAjNZUu2B9rYgBhEJxJk/zHKPfXOLEOdWMBYi4jvw0shqKQB+LIz3QCSA/NmD1SR3iCbL04NaCE7rGi7XNZvxC7keLmEyq920AgMfhOBejNoTNQYzSMhBMdgyO14E4MfShHqRixR+NEo/YpGPmF3HjrIpWi7UzZpn2QDe/iOUAprhY0rFu6CODLiM97sTMVj1mDAA4zXQtRgtG8h7lKkV6cBtQgxsRK2gb64Y+lJ8zXKza6xRUlVlpTopsk7HP25ASjXyR4ya2Ub5xEWXFgvEykULEaTa8yGvu1ADZaSHjsT/rsaEijbx4Pz3Wg9TA5qKvl2lNRo65dMy4ntRQ/syCYrSg8eiVTBzXUm+2UgOdxqCEfK6IG8y4kRqp3H0EYD6JYaRVgaLknRta0HhsSSb2oVCDpPgCuSlQzFnfcsqRUokZ52IRYeP/zZkKFb6nEzUUQXqoy7a4ifv3lDEA4HyDKAYBst975tMiBY4Z1QCD40RERCRRvQEjEBUvLT/2ZCPuH/VYT0X9aFl28oYRC3CaRS1z60db/YIik5E8wQgyejpvvR4jDWVlaSzLZZ/9K/5tp4UiSMWNp2qB4jNbrf7YUBfS8fLTvmb7CeZkpRr0E7RgBCkzXiL+XSuqL5C3ppToC7k9Hax4/VB9QSPuNGSmF63hxKZaEJ+jHutFeqg3r49rDWLEepEe6rFiNoVoQSN9qVsGAi0UgR43gvHGv/PrkcmUNmmywolytWb1oweNCY3y91Q2nteL1ECn9aRGqaxBjCGRhaF4BoLJjsHxOvCYj3ak430ljWaJlWHT5ugXFCXvS6BcajhqfGEMG6kk8hqbsBGIgxnQK7aNMjGalo73Ih03ZroW+1LKYe5jKYFnmWjIy91mWfZGpA8ph1mk2Ruf4ttYepDVeAQuMxYr6ZEbNRRFRk9DH8nNMw1zu8od4cs2Nk43U+LGpPB7GkHcPiP3dSZT9HPQmqLIJMeMm2CHQYhistdHL/R4aTnCZZqZD0tmrche5DhqoTboo0OA+VnLx8hjfo7i8a+y99Facb7P9VxSzZsrWfbxSfe/qXrzZ1VnEnFAUY20I2VS/MG8QLS1UrrLzVglPOJ60dNm58P9c1J8QSsYLsg3iOKmOh3vM57SKaHzQZXLJMdqmmaHiIiIpj7FHwASI9CHemqSumK8aeE2ayHMSvrRMqtfbT5FbsyiNhaXdFSgHy36eHLwT6aGIkgPbpWLAXM75L5OzZkzxdPx7IQruf+khdrMgKWxT8XW2jLShRgLIuqxnqIDBDKRnkOPGf2EUoKuxWjhNuhmChPY+iI14WvMS5sp+j5u60qJ+Id4SgG2/Z4ssttonBty0NWqN2eWA/k5wmVaUxTpWJ81SJEf92kzjon55IQ88VMLRozFNqX0pk7S8comjtaavR/tFDvTwm1GjCYxbKTXLRBLcKKan4seNwYxSslAMNkxOF4HalAENLebjUvhE82aWWvmG7aXVUozZ/eKEa68iyEYsR4L0UvYRpk1o3mox3ifElKK2InZ8aIxLJc1ql4F8SiJ8cWbH3QVx8QpICkTx7LYMVBtC3ymB7uK3nhoIWOQw+mLOB3rKbsxEzcd4jyzE08ZFPtiVMNRpMzc13q8+M2Tapu1XckjN/aZ59ZjdUWOs53xuc5yfAyqlKAr7NeTeZ3KTwjYF8tMx8wUPWUEXe2DFtmbp+zfEKtJi8/ITixqW2igRHFYrFKkWalk9rjiDQBScNxKq+JyM1YJY0ZJaYN4qq/RSqMiiNns4gbRfv6X1PmgqmSSo1C4ICcRERHZKL4A9OQwUiX0IyYjzVw8ExX2o2XiGKRjRnoCo8z9PQv1o0uevBSKWv0qmTGBpPDvV0tMUEnFerP9aLl/FYogPdRrTbKS62VqOJI7+a/MfRDB95StP1Ys6FqMKp7mHxlERk8X7K+Vyymtiniq1y11ZjbulD3X5H7tRBPbmBrqRSqeH3QVfeS0/amCAnEhMTtej3UjPeScgcCaSGc9OSHXRx0nFzrRY71Vnze1YO9Hp4ac9slYmBXimi9zMMn6nOyDFDU8vycCg+N1YFxcxonmFHSViRM1HTceDYFD41AWMyWDOEnTDvm0xRc1zLQi8sVSjBYyHi1JD/dZM3LLuRjs+1yJVIWLgNplBzEGHYOuIkhcyhehHje+TIsdRy3cbuUc02PdRQP8mks+OZg3UHJjUYw4D5xmGliP3BT6HBUFWqDVmq2civWUNopvHl891lN2bjPrXIllZw4UO852asgIVDulVUGJAXtVDFKYr5cHEIzPyRiMSsd6yg66iv0ROccB86bRqs+OkDsptKJ6Nj+4fPNkzqquIHhpBKKlFCYZ3VgktoYzha3jat7EFewo+J3zqsN2DLLX/ED2ZqrAe1J19ORwRU8mEBER0fSl+oLIJIaNfkGhfsckZQSdRF+o/H60zJq8Ee8tKf1GwX50JmP2Vdx/H2b/yLVv5PCUbK2J7dOHzDzQUj/aSP8RsCYGOQUsZVow229OV5D2Veyzbqa3gdl3qJTa2GwOYhjvlR7qyutDVkPxOqXNLPwkb3ZyoC3uVOBcmwhaOJvyR/S/7deDiD3oMVu/ucC5kU3R2us6i1oNRa0YTdoh778RO3O43hyIdDXyop/jLacf7ZBDP+d6iZc/8VR8JsakM9Gvdv8cpgIGx+tAC9sDz+KCdT/Z1FCbNQtXnKDyY0XlEIv5iS88p3zannDUCnDqFaQXUENRYzXrTMba5nKC1dbF5JArrRTGYiWVHyNYQVsjIGylprA96mRto5njvKBMBunh/oLbpDY25TaQ8eIjdJpLPjnYAqXlfJFZDaJDwD+jp6GPDhVM9aIFWnPPrVhP0cfDjEU/xE2BMfpbTmOhidQyo0PZfS5wnGX2EXInTteHzBMyZ8ubx13xh3Ies1NtjzaK/5aTt8saiBnqsc34yD8X3VL8pAusNm7N3HUJHCsuMwsKcVrgEzAe5atkJroTRdWgNoSz36XxnoKfk1tedSB7g6iFzcVozVkBKPNcovJkkqM1HSwhIiKiqU3xGoPm+tiI8bSl2T+aSjzhqNXHr6QfLVOtNJrGU+cocn9arB+dLmE2uxZud50Apsd7oPoC1mdVD9lUh+bkouGBnG0WqTSs/lUJ+emN2fC2fnaZaV+1UBS6mZK2Fv0E8bv2c6VYv7kcTpOVRA5ytyd5Rf/UyEVtzqIuEo8Yb2ooaqX8sfrVtuMmzoP0UHdJ8RArbZE4N6Sc+qp5nlgT4RziTJpLGiMnVjyvhp91ueR+dNoh7atxvZj7PNRr5aMvlRY2vrcyYzHbOoelxz8mo2kSHM9POTGR7KMw1mhXgVEUTyhi5Qa38hxV8UUsftc+u9f+hSKCk9kviPLTC2i2xzTcFv0sJNsglvYlI0vX4kZEBMoApERwPKdRjlq5wUthjGi7H4PsjUy2kS82i1oNZZ8AkFUyKGG/+XKSFilBXNgfY4L1Obi/HgC08GzrHBG/V+g4ybRQ1JrVLm5Uyrk+7PnxnTjlm89hpgzKNpjmzZI5Cg3zGrauhxJGsGVaSDyJYeQyk2d8iOvFKTUMzHPKbaRWBL/zbp5EypEKgtlOOcwBIJMcrtmCnOJxNHEjohdIV6NoPkBR84Pj5jZmZ47bRsitmynn45Y1udqXqSSTHDXy2ms+uYqIiKgG2EZXb3yPof2JRqufXGaayIkk+tFW36aCfrRMC5npQMw+gDyLWlasH23MyHfv24gBiUJpVYBsgLoexPZl7/O7c55GlgcA0kXW2jKepp5li8EYT/IW6tfKjNn05fYT3Fmz40UfsoJUL4WoZu5+u+x6S879MU8wAj0xjExyzIgJJOJVzY6vBy2YfWLbykef80R1xEpTo48OIaOnCwb4rXPNio3lDrTknWtS1gU50FyMFaMpFF+oM7kfbcV4bP1oNdxmHV/xfVbO4I1qW7dAxGry4xHj275Ua5oEx/ODJRNJDdrySlvBcfcTTRUNokkfqu7xLHGBi5muxuhv0Bo5tS4We+NR5gWshbKLA1qLfpbxxaoFjRzNbjNhi6kkdYVMs+eLc1iYUbXVlyJV5BE0UScebxGP3LiN0Fl5ph3yyUEcA6mxKMYTjFr76qRYgF/8LWsUMtZTcMaHmGFtnStimwscJ5lxfRjbnNHT0IcHyrqxsBo8l89Sj/VAC7Q4Bl0B25MY4lwxz9mcRjVkrIAN+9MiZWyjGjRWyIaZWz4tLYQjPhP3fchfrEQQN0d5gWMrrYrzzVMhij+Yl8Mc5ntWEmx3Yl9BG0WuecVvXEPybHY5rYonZBvkKKHzYXA+L6g4PTEKAFB8DXIVERFRDbCNrt74HkNF9HsSI1ZftZw+6ESz+tG2lJGoch/UYLZf7TSLWlasH52O9cBTMFiY2yeViSBhOX2ZcmkhI3WGPjIAiL6PbZuz/eZsP6DQWlsi8Gc9oV1Bf8xjjw2UEHQtJtt/M8+VoR4rVWYtiNz9dpnkGJDRXZ8Mdoo7lTPBcTxoYVucScRo7JPGpLSz6cGugnEoe7oc47+5aVOsQQxbbEz1B60nJ8Q1L+qLEXGLcs69WsvvR+cO4on4jZggWsn1ogWzM8/FDPL8fvX4ti/VmibB8clDBDTFiSYCXoVGLTXpAk855Agvh/giFrnQrAC9OUvZepzGvAhEfqWyLoZQNi2LSAlTTuPhCUWgjxhB9UqIxrzQF2Exqi2PtJhNnftFGXWdqetELzKLWjxmYp8JCxijdk7kEXWZFdDP+xJyp4Yj1rnpJB3rKRi4tp5KsG48Cu+DuDGzRn+tz839b8iMwHN2m9Px3oKpX2SlzJY3GotWuQqwXS85QVXbkxLWkxjWPpp588rYRk+oLedc06XPwRPM5l5zYi1W0hCWq6zFKPMCx+KxO5ebp0KMBTnz06pkEiOuN2PlEt9j9oWDYTsH7UTe9LwBADOALwL2aritrM4HVUc82slFOYmIiAi2ezI9YZs5Xka/YKJZ/QIxC7WCfrTMY+9Xm/2AgpOVivSj0w4pIO2swLNLHzM787XyfSpGE/1w28Qg+2x30W+2ByyN2eHOa22JPnx2Apfoo5a+D2q4LeeYpAe7quonqCFzEMM6V8zUFeaknmooHj+gqHn9O5h9PNH/k8n96lqs41Zr9pnjYna4/Xrw2GI4MOMLha4XLRw1FnU1+4nWuWZOjLP6nHmBYqNcxJvcJqnJrHXc6nj9FCP3o8W2i/NZ7JsV3xDr7xU4jjItnLtuQarI+mBTQV2D48evOgxXX3kxvvnlz2OnpYvlasD2mquvvBjHrzpMrp5ysgvnGSeKGBEtdHGoti8AmI1AoQBlMVoou1gmbCe9CF6LxtsaPTMvhlIbQKNhas5tPMoM6Ktl5G1yUskioHZikQ97oDgtrZhun2VainSRvHmq+blYgWUryOq8D9n84M7bYJxbgwXPLZkmZii7sD5Ht1nU1rlljvKb7+X2mJsc4K+ksdBCbbnB8SKDEDJNfI7mzZcsO0jh/J5iW8XNb0q6XrKLfEhB1zK2UQ3nPqWQlnOh2R5bcmJd4w7HVQS/3QLHbgu2FKL6GvNmKgDGI7KVLPDpRJ7xX6jzYaWOkWdPpBPG7AlfwHpKI2e2RJHOB1UnkzRnjtfonCAiIpoppms/2prQkBy27u+d7l8nK3Efak3eKLMf7UQNZ2dgwuxfFTomxfrRok7MeJVZE+lcZo5ba3HV8R45b/av9DSyGooYAc0xY4FJ61xx6AfAdvytPqf1+hL3QVGgBVpy+wkVLFJopwVzBzGsAKXLPpRDDDLJ/TtR5rbmjxqKWOcszM/a7ZhOBNVnzNjOiTNJT+ertrXAjPrCkzS1YATpnNfnPo1sTf4zJx5a14+InYlzyyXHv8x9FvX4kfvR4rwW5VaqXCkuVc42a00duTHMWI9rTGiqqFtwfKelizFvbjuuuuZ6/OaO+3H4ISsRaMx9tNr+mquuuR7z5ra7Nv5ThRV4tl08cqArh3lhWrMZzQvPbSZuKVTbYpmwNd7iyz17sZiNh/naUh+pEV8g9mCesahh6ReDVmCF7FJYjUuBL8JCxCCGPWVJzsKMZo6yQjceMuuxOpfPTgtFrJzysH3BujWQ4pwpNEqZjve4/r4T1bZQiZP0kHvqClg3MkY6CtiOn9sooWjIctKijA65vl4mFoOxb7PRQJb2+zCPY6FjKK49t/Q08jUt8tCLxiM7m97eOHS7X/MOtGDuI25pacaHNbvChXU9OP1N8+bIWr3cVF1alYBjWhV9rHZpVewrlcN2/J2Oq3WD6LBN4gbRvlK5YHw3l379UHmyiwLVb0EnIiKi6WY696Oza+GMWHmDne7tJqtsv8AMpJXZj5Y5Td5ID/UUDFgW60dbfVK3vo3oY5qTlmT6WByZ5FhdA11GSobsPoiAvOhHayEpoCn6zS5P5orjbwUDzT53qeeWFmgFFCU3JhPrKRh0LcbYB9s+1jBdTfap2dz+Hcz+kNuTvFq4XYo7FZ4YN96sfPr242bPN28NYtj6c0UGMYzguG2fxZPs5rlhDGLYYjTS4JCcs7wUqaHC21Rvcj/aCvib+yTiHuK7wphZH3eOJTgQKZtzYjTx2i44OxHqFhzfZfkSbN7SheGRUWza3AkAmD9vTs5revsHEA4G88qnMmu2rzQj2S0AIx7pyJ3N2JuTI7xcmm1xQNi+XKyZrubFoo8OGS8wZ5mXejFYo2e2bU4VGgBwoAajOaOW5RIB2nIC8nbWAIFtG+wLM4oc1G4j6k6sma0ux0G1LQYIILtCtMs+WLmiCnwR5wT0ixCz5QsFWa0bE5d8aJ5gNCe4KGZRu+1DdqQ1d3S31G3OBtezf1OP9Vh5wEthNIgF9rlQYFnsg1gs05Qe2mYNSlg3Y7ZzJS3lMivE8UkMa8TaCOiqthz/TqzRYId9EMFv+bE7kVal7GC2ucCi00wFJEbKfz8XajC7UjkAa7FSp+PqllYF5g2+4gs4Duqly3wKgcqjc+Y4ERFR2aZzP1rMaBUTGtJDXY73r5OV1Y8WQcky+9EyMXlD9CNhxg7UxmbXWECxfnR2FqjzNmmhiJVT20061l3XQJcnnD9zHLankTW532w9rey8TWpQSqNpPq3t1G9wIibc5QZdc1O9lMsYxMjfh0on99nZB5lkxpO8+f0xtSEMRdVy4ht6XKSrcZ4YN96sGI38VIF5LopBjJx+81DhdDVqWMrSIGUgkD8nEUcTsRjrmndJ0epEt23zRMjrR5uxM3E9WE9a2GI0epFBOTunRYHTsV7r85mqlHkLFjrnGrBZsnQZ1r32qlxc0Nmnr8ZLr6zD2mdfcPy3sNPSxTjtpGPg9Xrw1DMv4J41j+bUO/nlz38iF2HHJcZIeU9PfkPxm1tvl4vqprN1X7wbPQj7rP8hVD0FAHhr9uEYCO6IPTf8TH454g1z8MqCk7F8891ojm8EAPQ07YKNHR/G7ht/iYakkb6iHC8vPA2+5CCWbbnXKnt2+UVoH/gPFnQ9jjfnHI1YQwdWbPyFVf/KglPhSQ9j+ea7rTI3/aFlWD/3GLznrZvRmDCOd2fre/Fu9APY943vQym2Kq2i4JmlX8DcvrWY1/uUXFuy55Z8Fi3x9Vi07RG5qqje8C7YMCf3GG+OvB9bWt+L/db/AHFfO15ZeCqWbrkPLbH18q87Gva14eVFp2HHzj+hdegNudrxGP9n6ecQGXwVC7v+mvNaAHin/WB0N63APut/KFdZNnYcicHAIqzY8HO5Ks+YrwUvLjoTSzofRGTI+XqON3TglQWnYNmWezArtkGuxn8Xno6GZD+WbrnfKnt2+UWY3f8s5nc/kfNaAHin/VD0hnfGXm9eb5W9Me+jSGs+7PLObTmvdTLYuACvz1+NnTfdgfDIuwCA7uY98Nbsw7HnhhvhTZkDPAX8Z+nnEN3+ChZ0/02uMljn478wr/efci02zj4Sg8HcY/za/JMAADtvugNbW/fBpujB2Gv9T+DRxwDzmu8PLcNeb/7U+h03Y94mvLj4LCze+hdEB18GAGwPLsQb8z5q7bdxjP+D+d2Py78OAMhAwbPLL8IOPf/EnL6nc+q2tuyHTW0HYp9110HN5N4E/3vpBWgfeBHze5zf10lK9eO5pZ/Dgu6/YXb/czl1m6IHo3vWHth7/Y9yyivx2g7mMX73DqvshSXnoDm+EYu2PWx7JdAX3glvzjk65ztJMM7ZAbQOvZ73mi2R92Fz5H2O31v33P9Azr/rZdnOu2DD+nVycVkqaaNr6fFH1gAADj58VU65d/ZytH/yp+i9+ysY3bA2p46IiGiym6g2Wu43y/8WpmI/unvWHnir/XDsteEGeFLDeHX+J6Bm0tjp3T/IL52U3pxzNIYbZmP3jb+0ypz6eKUaCuyA13Y4CTu9+wc0DW8CAHQ37463Zh+BPTbcBH9qMPcXSuhHW/fqXY9j9sC/5Wqsm3scxrzNeM/bt8hVltfmn4QMVOyyqbafP3L6LU9gTt8zAIBhfxteXpjtR7+4+CyERrZgyVbjHjMDBc8u+wLm9T2Jub25fR0A2NBxFGKNO2CPjTdZZa/OPxlqJomd3r0z57VOBkI7Yt3c47Db279FYMyYUb+1ZV9sajsIe6//CTSzj1eO53f8LFpib2Kh2W/RVQ/+vfTzOftdqaHGHfDa/JNy+sjC6/M+Cl315n12I/4o/rvwdCzdcj9aYsb3Wn9oKdbPPTZnvydSb9Ou2NBxFPbY+Av4k0Yw+t3o+9HZYsZo/LPNWMW9mBV70/ydnbGhY5VjPxAOsYqEJ4wXlpyNRdseQdv2F/Hygk/Cmx7G8s13Wb/z76WfR9vgC1jQ9Tg2dKxCLDAXe2zInlvFbOz4ELYHFmDPDTfKVePCqR9txM7exKJtD+Ot9sPRF16OvW0xmtd3WG2cN6XEaIIL8fq8j2KXTb9HaGQzAKBr1p54u/1QrHjz51hzz+/lX6mLWrTRdhMaHN9p6WKccPRhuOm3f8QH9t8be+y2HNf/8nb09GZnaDoRDbidaOi/8MX/T67CW2+/IxfVjW//M6EtOxQjvz3NKvPu9XF49/wYhn/9sby8x9rC/eE/7DKM3HMJMn1vGWVz3gP/h6/C6JoroG81gmXlaDzlV0i/9RQST2aDeY2rfwy9dwPG/nYt/Ku+AUVRMPrA/1r1/sMuhxJqw+i9X7TK3Hh2XQXfyk9j5NYzrEc1PEsPge+gCzBy5+eQKZAbGQCUQASNn/g5Ev+8AanXc4Nc5Wg49rvIjPZj7KFvy1VFeXY/Dr79TsfwLScDqYRRtvOR8B3wGYzcfjbU6BL4D/8SRu//EvTu/EC3E6UhjMZTfo3E2l8i9Up+YK3xEzci/e5/kPhHNmDaeOIPoG/fgrFHr8l5LQD4P3gxlNbFGP3jBXKVxbv3J+Bdsdrx3JJpHbvBv+rrGHvwSqQ7/ytXAwCUQCsaP3EjEk/+DKnXHpKr0XjKr5He+A8knso2Do0f+wn0rjcw9vh1Oa8FAP9hl0FpmoPRuy/Kln3gc1Dn7oGROz6T81on2o4HwX/whTnnlTZ/H/iP+DJG7///oHcX+TL0+BA4/TYkn/0tki+637A2fuJGpDc/j8QT+R0G/5FfgdLQhNH7LrfKfIdcBK1tKUb+8Dl433sGvLt9BMO/+phV793zY/Du/QmjLKNb5U609p3g/8i3MfaXryO92fh+VFvmo+GEHyDx2PeR3vw8Gk+9Gcl/3Yzkf++Tf91ifDb/ROKp3EbYu/fJ8K44MWf7hMaTf4H0O88g8c8b5CpXSqgNjSfdgLF//ATpN3IHdbx7fRzevU7C8C8/mlNeicbVP0a6500kHvu+VdZw7NXIjGzH2MO517xnpyPge/9nMXL7OcgM594U+T/ybSA1Bn3zc/DudwZGfnMaMmZucs/yw+D7wHkYueOzyNge3QSA/v7yByYrUYtGvZI2upbcguOe1vmYfeav0fenb2LkdZfBKSIioklqotpoud8s/xtTuB8t98H8h1wMJVK4vzOZ+Fd9AwAwtuar2bIy+tEyz5IPwHfIRRj94wXQt28BAGg77A3/kV/B6J++BL0rtx9aaj86cOYfkHr5T0j862a5yrifHoth7C/GvjjxH3whlNk7Y/SOc+WqqinhDjR+7CdIPP5DpN40JugoDU1oPOVXVj86cOYfkPrv/Ug8kw3gB075JVJvrc2JcQj+D10BeBsw9qcvZ8sO/SKU5h0wevcXcl7rxLPzh+A74ByM3PY/yJgzhMVnM3LXhcgM5Aagi1IUBD71BySf/wOSz2UDhY2f/A3S6x9DYm12kmIlrP7wvZdC782d0ObU/wYAbd6e8H/oqznnldq2HA3HfAdjD30b6XfzB1LGm3ePE+Hd99ScPrT12dx+NtS2pfAfdjlG77sMeo8RHNc6doV/1Tcw+ueroG95MfcNfUEEPnlLbnxG+mwaT/4F0pv+jcQ/soHi3NjZ1wHVk3NuFePd5xR49zixpBhNPTj3o7+LzEg/xh7+NvyH/39QwrNzzhHfQRdA63hPSTEaEfsb/cN50IfMbAhmXHP0vsvQu258zqVatNF2dUur0t3Tj452Y7p9oLEBPp8X/QO5I5+7LF+Cx/75DHp6+3HPmkfx4stv4AP7753zGidvbtgo/WS/EJ57/sW8n/7+gXH7SXpCSA9155TFet4FFAWDY2re60dgPFo2sGWjVTaw9W0AwEjGn/f6Yj8D24eg+MMY7tmcU54c7EbaG0Z//wAyDc0YG9iWUz86sBVonJX3fk4/Y2oQGT2Nvq3vWmVDXcZIdyzty3u9/BNL+wAAQ9veyasr5ycx2AXd15RXXspPUg1CT8TR391llcW6jEZvKO3Jfi6db+X9rttPX+cmZPQ0xrRAXl3/wHYojS0Y6c39XMa2dyHtsg9pXxOSg9ntc/qJ92w2zy0lr07+icPIVVhon/q2bAQyGYwpjXl1A9uHoDSEMSztQ3J7F1I+49ySf9L+JiSlc224vxMItKB/YHve6+WfMcV4JKx/0zqrbPs24yY9rhe/PoaSXuMz7d6UV2f/SQ52I+1x3gfd34zEwNacstH+TiDYZvyuJ4TUYG59vMcYQR1MefPeT/6J60Y+5u1bs59L32bjKZIRNGIoZexDrDt7vTn9pGI9SHlDeeVjugp9LJ5X3t8/gPRYHImMllde6GdoJGkc/76evLrh7cYiwNvjiby6cn/Q2IrRvi05ZWMD26D7m/Nea24SBrpzP4f+/gGkhoeQVrwYUwPIJMfQ15V9z+z3Vv7nlDX+NzTTRSZhpFVxWxSIiIioOtOzjZ7O/eixtAJkdKsPNtq/FUogkve6yfqTaWjGWL/ULyijHy3/jCjGPVLf5jetsu1mLGDYIRZQaj86NbgVCS2/X9DfP4BMYwtG+zvzyu0/I32ddftcYrqxD4O2fejrfMfqR28f1QFFRUzucw52I+lx2aeG/P7aSN9WKIGWvNc6/YypASO+0ZndpsEus89ZQnxD/tme0ABFQVzqg6ZjPUg69NfK/YmPGYHj7b35sYKx+HZk1PxtHnaIBQx0GpMzh5WGvNdPxM+YFoQ+OoT+vj6rLNZti9FkzH3YYt8H99hZLO0BAMS6bJ9DXz/SwwNIeEJGjKahGSNSnzOx3R47m4XE9tx4RrGfbIzGmHA13j9O/ejEYJfVj9Z9TUhuzz13RvpKj9GMiu+td9dbZYPie8uMbRimVhtdt+D4q29swLy57Qg0Nli50DZt7sTKfVfgikvPRTTSgq1dPdh912XW77RFjbLyTZ68Nloompes38pr5JB3SAtJ+bFsua4qWfVaDRk5zOVtSMV6rDzSWjB/cb90rBdq4yzX3GZ2nlA0bwEPsehnKbmkrdVxC+TSLoUe63VdaKQYNRzNycsOW643T6jNyjNdKN+3E32o2zEXWnaRD+ncKJCPXnX4nGTZcyX/b8qsxVekGbI5zNzaTu+nmQukyPm7C+Vj00LRnBx6MH+/1NxmaihqLYApFMqvLRNrABTKywcrl5nz56CFcvOsw7YPij8ETyj/XLLy5pW0jcZrRP52wLboZzhifQ8UyjkOcT04/D3VF3DMxQ0z36PqsmCLG5FTXDdnX9tZZVXmHbdWKpc+N+N6yd/H7Da55N3zNZrfzfLnZH43u5y/hsnTvkw1Vl57LshJRER1MT3b6Oncj1a9gZz7tVTczBdc5b3jeNGC0bw1qcrpR8u0cBR6YhiZZDZth+gjO93zltqP1odcFpNUFGiB1qJ9zFTc7K81hOWqqmXXa5Lu82M9Rj/cWiwwv8/p1rdSw215/TU93gPFHyrpc9FCUaPfb5vlK/ohTp9DMdkFQvP3oXC/ozQi57hTHy+TGIbikH9bC0XNXOzZbRL7XOk6brXmcex322I0YWMf0sPGhCygcI59Ef+SYzp63FgvT6z/l/c347mxM7lPWox4v0pjVdVw7UfHsv1o43rJ/R7TY6Xnn1dD0bx1C6x9zvkcxrd9qVbdguOvr9+IzVu6cOVl5+G0k47BI4+txfCIMYtMEI+GXX3lxbj6yotzyqYqNZS/+F+hC1YLRXIW4wRgNZBuQdNCnBbLhGhsZs2B6jculpQUIE3HegBFKSkgr4YjeTcFYsXuUn7fWvG3SKNcTKrMhRnt5EU+YN5EAIAabDUWzxweKLhQiRO3IKvTIh8wG123FaK1pva8z1EmAqalnCueYCTv5suJPtTt+H7iiy5vH2I9zp+7ojgOxGSD2w6/I9HCuatLA0B6eMB1YUZZqatL6zHnBSicFssEsiuma6Eo1HA0L3Btraju8J4yNZS7mrSQHtwKNRixvjfkALwsFXP+3BR/ALrDjRNgLOLitGBLISIQ7XQzBnNRmGo7OE6LfMA8rk4LFKm+RmSSo44pbDJjw1B8gbyVymH7nnTsPMwQgcYGXHTu6Th+1WFyVfWs4DhnjhMREZVqWvejfY0595C62Sd17EtMMm5Bp3L60TItGMnvK41sR0ZPOwbWSu1Hp1z6NlqgxTEYKBP9Dqe+RbVE/0gOWKaHuqGGWrMDAHI8Y8h5kUNF1aD6gnnH0eonh41FTwsxJtG4xXDKPwai35z3nkOlLxJaiOi/OfXx9MSI4+KUWihinVtCRk8jPTxQk4B9LagOsTGxaKQabDX6c8N9OYMYmeQY9ETccZKYuAZSTp9DsLV47MwXMK75QpMLHYjvNadrsN7c+tGpWA/UgBH41oKteftUVlzJaRBDWvRzKqpbcBwA7lnzKC6/6lr877d/iNfXG2kC1j77Ar7+3Z9a+dBuvOVOXH7Vtbj8qmtx4y3FF0uY7LRwfkAzO3KUf6KooUheYA0wVu52en0x4mTM/1IxtsHTusCsd2jUS7yAnYJMeiJuzHQt4WLQzGCgPlJdTl/dvBHRzFG9chiDGNIxihsjkFrICEjKAwClcBsNFrPJ5S8RtxWixSi3vI2ycmZROzU2TlIus3OtxiXv3Om1Gg47MXAh70M555oajOT9PWQySMdLu7EQN6nF9tuY8eEQdLVG/eVzxbyeQhF4mufmX09ixkcJQVdPMIq0mavLTo8Z55K1arfDa+zE6+WBFtXrHhzPJIehlJnyQqTIcAqO62NGWbVpNKx9djruDp0P1RdwXK0d4gbRF4Aazh/1L9T5mCmO/OD74fcZj7fWWkZPAxmdwXEiIqIyTdd+tOoLIGPeL8LWRy2lXzDRskGnyvs2MmPCltRPyWSMiTsOfZ1S+9HG05b5feTsZKcifSOzL+MUcKyWFooYAc2xeE650Y+OWP1meRvT8R7raWw7rckIfsuT/8STw04BdZkaiuQ9aVwo6FqMW9A17fKkb7msyUrJ3EEziD6aogKakZpTUB1iODDjEU6T+yaCU5wpL0bjMGFMH3IZDBKxADPALqRjxtP72b6+1Je3YmcLzfr8v1mIiF9MxHF160eL68nXsbNZL/WLzX87HUeZY1wpk0F6eCCvnz6V1DU4PtNYAU3pgtWHjRsYLdSaUw7z5JMvVogv/wpOLCuAKad5MBtdX8dORn3exVL6qL1TYBkA0ts7Swroa8FWY5+rXJwgeyPSIlcVpYUieZ8TAKRj3cZs3WCrY30xxu/nf86izHWETvodEZyWXy+zGguHvynTgq1IOZxrMn2o2/H9xPkrzhXBmkUtBRjFuSCfK2L0t5Tz2zpXJMZobwm/HzJmy7sFhwVxnOXzXxwH+ctfHANP63zAdgysejNNUinXgxpqdWzkUzHjcUgtFMl7bMlJeqjbCBzLAy1ePzLSzaeQGYtbN1elEoFOp2OqJ4y/U20wVHU518S5oAWk4+ptRMb827JMIg7FH4IWiCAdy1+FPT3U5fjdPBPstHQx5s1tx9p/S4vX1FAmMQzFa+QHJCIioplN9QVz0qpYQdgSApgTLRt0cg4qyf2IUhipPnPfD+bfcOoraSHzqdwi/eh0zExXI80gFuk+5LSXsnImYJXLiCU49O9ivdDCs61+c2r71pz6VMyYJKMFcvv+rk83i8lKJfTHtKDzhEW3oGsx2UGMbOpcwD4xrjmnvFyqrzFvcEEQE5jkJ3mdZsfDPE6V7GPNmROg3LZRDRrpRuVZ4KLe+XrJny0P8X6BFnjM7x25z2nFzuYYsTP53CpmItPVWAMCLoN4XjMeKO+Tdb2UsM1OgxgwvzecUgxPFcq8BQsLf7NWuMr2eHv8kTUAgIMPXyVXjRtvdDHaz7gJvfddidF1/8ip6zj7Noy+828M/OV7OeVzz78X8Zcfwva/GauEC60f/hK8c3fBtl+cnlNeTNOBZyO078ew5ftH5pT75u2Otk/8AMOvPIzArkdg2y9OQ2rAWBEbANSGMOZ87h5s/+uPEHvunpzftVO8fsz9/Bpsf/wGxJ79Q05d9KTvQ1GA7t/nrowsi6y+Bqq3Ed23VbcqubdtR7Sf/nPH412I2tiEOefd7bivbadeD31kO3wdO2F03T/Q//C1OfXFhPb7OJoPOgdbfrgqJ31J0/vPROi9J2PLDz6UczPj69gFbaf+GL13fQWjG9da5f5F+yL60avRc9vnMbblZavcyZzP/B4jG/+FgYf+T67KMfus3yKx+b/of/D/yVU5wis/iaYDPoUtP/hQTkPSfNA5CO6zOv/c2mEPtH38++j5/cUYezf7OGfDkpWInPAtdP32XCS32VZaVxTMu+hhDD51C4aeyq5A7mTuRQ8h9szvMfiP3BW9I8deBa1lPrpu/p+cclnrR/4X3ral2ParT8lVOdyOd+Oyg9B67JXouvl/kOwxFpkQ5l3yKEZeeQSNux6Ovj99EyOv/y2nvuOsW5HY/F/0PfidnHLZ7DN/jUTXOvQ/8K2c8uaDP4vQvh/D6Pp/QJu1A7pu/nROvaxxxwPQevw30PXbzyK5Lbtqc/sZNyHVvwl9912V83oAaDniYvh3PABbb1gtV7kK7X0Cmj94Pjp/cjz00aGcOm/7MrSfdgP67r0CI+v/mVNXjvB7T0bTgWdhy/ePzDkHvdFFaD/jF3nXfOTEb0ELRND1289aZYJ4LwAYeOx6xP/9x5z66Mk/BNIJ9NzxxZzy8VKLVbYraaMDjQ0489QT8Mhja9Eyqwkd7VHcs+ZR+WV5PnrCsXIRPv8547jfceddchXu1Y6Ct/tVNL74W7mKiIioIq+89rpcVBcT1UaPt/HsR7d94jroqTH03nkZYOtbDv79Rgw9c7v88kklsOuRaPnw5dh206k5gdtS+9FO5l70EGLP/gGDT9yYU9567JXwRhZh26/OzCkvtR8d2PlQtBz9FWz71ZlI9RkLSwJAcMUxmHX4F7D1ho9Zk6ycKKqGuRc9hMF//BJDT98qV1el7ePfRyajo+eOS3LKRT96+JWH0bD4vei8/sSc+obFKxE5Mb9vae3rL89Aqt9YvBFmcHjOBfdj+99+ith/3J+ssPb1iZsw9K/bcuoiq6+B6gug+3fn55QX03LUZfDP3xNbbzwlp7xx+YFoPeZr6LrlHCS738ypK0fLERejYcn+6PzZx+UqBHb7EFqOuizvPO347B0Ye3NtXnyj5YiL0bD0AHT+tPT+YD2ogRbMOfdODDxyHeIv3JdT13bq9ciMDMI7Z2eMvP43DDxyXU59y4cvh3+HPbH1xpNzyiPHXQWteQ66bjknpzy4+yrMOvISKza2+f9y00tasbOXH0JgtyPzzq1SdHz2Dxh786m8411vrv1oM3Y2/PJfENjtQ3nXkaJqmPuFv2Dwqd9g6KmbrfI8ioK5X/gLYv+6DYP//FVOVeSEb0Frmo2um42+d73Voo2248zxGsqmcMgfWUrHe+GRHm0SC/o5vT4V74HW1CEXF6WFInmLZcI2cuSbvRywjQxZ9ebM1GKP+YjHs5y2OR13zgMm04L5OYoqkR0NLv437azZ9Q6jXelYDzxN7VAbmx3ri7Fms0uftRqK5C3yAds+yI/cWNvoMDIqS9kWVyjESPlT/P10c1Renv2ghaJID+aO4MM2s0D+7F1TmpiLfrotqCKINCdO25yO98BTwmNKmkNueSfWPkij5iItin2xTCEzFoO3w/l6gvnZyZ+rE+vckIj99rQuzD+GDsQMEHnkX/U25jy+aqcnhvNmFRSjiBx3DrMVrNnbVaZVcVrkA/ZjIp07RuoY97Qq1v87nEv6ZJktMc6O/OD7sXlLl/WodqnmzZ2b91OoTtNT0BoCCDeF+cMf/vCHP/ypyQ9NXYo/YK1RA5G6Yiye1++YjKxUGdJTraX2o2XiqXN5hidgpHWQ+yUoox+dfTpZ7s9FrL5YIcas58GSZpGWy0jJkL8Poh/tm73csW8lyvL6AeJzkZ84Feu4FYlPaGGj3+50XCvtJxgza/PfT5RVfVx9jY5P8QJG2kzY+mzGP4yFWPNS+JixhEoXlK2l7Ixnp+PWA62pDWpDOO+JbaO+1zgP5PSiDrmxIZ9rDk8xWLGzAn39YnSXtejqzbUfbe6Dd7aRVkWOL4h0TcVmu4tzxfG4VvikxWTBmeM1FHjPUWj50KXY+rNP5F1krcd8DZ7Weei6+WyrzNM8F7PP+g3613wLw6/+Nef11uzMHx1rpSooRWT1NVA1b97sbUXzYe4XHgRgpD7o/FH+7L/Zn/4tEptfRP+fr5GrLP75eyB60vfR/fuLkHg391H85oPOQXCv47HlusKfwZzP3YPhVx7Omy1fiXmXPIqhp2/F4D9+KVe5ErOEu2/9HBJbX8upm3X4hQiuMI7NwEP/h/hLxnlVKv8OKxD9+LXoueMijG3KHp/oif8Pij/oOMo/75JHMfjkLTkjdOH9T0bTB87KG8V0Ejn2KmjNHej6zWfkKoviD2Hu+feWNKMhe3zOR2Jr9rqPnvQ9ABp67pDOLY8fcy/Mf5og/L4z0HTA6Y770Hbq9dDjfei953/lKov1JMa9V2J0fe6TAeL4bPnBh5FJJ3Lq7GZ/+hYktrxSdLa82/FpOvAshPY+0fGcbj/jl/BGjTxk237xSaQGOnPqW4+5At7o4rwZH3aKtwFzP/8Atj92A2L/zn0SQ8yCAIDh//4Z/X/5bk69TAu2ouOzf0D/w9di+MUHrPI5592FkVcewcBj1+e8HgDCK09D0/s/5fgZuWn6wFkI7ftRbPnBh+UqqIFZmHPuHx1H/MvReuyV8LTMdxx1nnvhGsT+fRcG/3GTVdb+yRuQjvU4nk+Nux6O1g9/CQDyngwAgOYPfg6B3T6Ezh/nfyeOh1qMeFfSRl907unoaM/tLKzf+E5FOUsLtb+FPhsiIqLJbKLa6PFWqB2vNaO/+RL6/3x1tuxTv0SyZyP6/vSNnNdONs0fPB+BXQ5D5/UnyFUl9aNl3uhCtJ/xy7wnIgEgvN8n0HTQ2djyw6Nz8kqX2o/2zJqD2Z/+LfrWfBsjr2afDJx15CVoXPxexxnHsvYzbkR6YAt6771SrqrK3AvXIPafu/Nmy/vn74noScaT0KMb/4Xeu4z7d8GaWfzw9xF/8U9WefMhn0Vg91XO8Y0zf43EtnXoX5P7hK6db9570PaJ69Bzxxcxtum5nLqmD5yF8P4nl9VXAoD2M36BVN/b6Lv/6znlWlM7Os6+raI4g13k+G9CDc5C9635M9obFu6DyOprcvo9op/o9HfFLOqtPz8Z6aH8SZbjpWHxexE58TvouvVcJLfanjqXYjT9f/kuhv/755z60F7Ho/nQC9D5049CH87m4+/4zO0Y2/CvvNnb3ugStJ9hnH+Jra+h+9bP5dTbY2eZxAi2/OgjOfWlaD3+G/CE2hyfbK6nQv3oeZdkvwuczun2025AOtaL3ruNGIQTMQO9756vYuTNJ3PqKoktVKMWbbTdNJk5XjS+Py60UNRYQGM4/xElI5eTNMopFvWIObzeWkAifyGNQjzhNseRrUw6gcxYDHCZPQlzhKzYiLdqzRx3GrHrg+LxQ/GH5CqLompQG8KOI4KVSA9uK2nWtJ2Ywe/0KJl9BMzpcykmm6sp/7PWHf4eAKTj/XkjdFqoLS9HmRsjx1bhY+ARI+IlHHcrb548mz3U5jjanEmNITMWy3syQgtHHc8TlLjNYhTf6T2yo+5F3qOpo6R9zozFzBkfufvgCTlfT4Axe936f4enNYwR7CLbJ/bR4W/kvH+88OwOAMYMEIfcZmpDGHoqf7EWmI09YOR/LJXqD1i/J8u+X3mz0WVaqM31eyod68tb6FTxB3LyV9plEtl9d/os9VgvVH8wb0HZrMnRvtTa9396i7WI190PPIqnnnmhosB4MZnkSNmLvhIREZVmerbR42t8j6HqD1gzW4V0vLfsPu9EcOtno8R+tMzqVzv0Ea0nQm3vWU4/WvRN5P6ZJ9RmLRZYjD5UvC9TLsUfguLxO+6DvW/udEz0kQFk9HTeTHArD7uDkvqcZn3aIYYjZhCrUp7zYjzhqGMsQeSLr/a4qv6g42KcgG1dKH+2P1Yw7lSr2exVEt8Bzjn4s9vtdA1aT0rYj6uiGE9aOLze/uSE0wxoe+zM6fdLoZcQC6iHgv1o83vBKQ4G63opfB6IDAlO6xbkX9fj275Ua5oEx3Mfn5goRsJ/40tbpsd6oDY25TyuIh4JcrrgxIklB7qKUQukkRCpIZyS58P8Yij296zGY3CbXGX93ULpLrSwsZq005dQJUoJQMpU83Gy/Is3d+DAKRBcTHZhRylQ7LLIB8TNVF4g2v1zlKVjvVADhR+Fyj5uVvw9rc9ROq4Fv2hjPXmPQ2qhiOvNVymNhXWuObxHNoDv/h7Wo4oOv+8kPdiVt89qOOK4WCZs2yAC6zI91gvVFygQdC2S4sf2d92u2RyZDNLDfbnnnuYFFNU1rYr12J20WE8hii8A3e39UmNARjcema2C2yIfENeL9LiW4g2476PtkUP5MVjkdD7cOmWTo32ZqvTkKBfkJCKiOmEbXb3xPYaqP5iXCi8d64VnCjyK75YOBGIfivSjZaIf4NjXMfvt9hQF5fSjM3oambFYXn9LDbvfY8tS8Z68vlG1CvfvivR9zP673A8olEZTj/XmTaqRWalAHfp82aBr4fews1LnOsQSxCKd1aaeUHyNyDikuIStf2ef/CQWSXQ6TqJM7suPNy1oTDR1HKSwnQ9On5O4LnOul8AsQFGczzVbzM5pIh5KiJ0Vk471QisSo6mHQv1o8VnrDn1imN87apGUxSJu5TyIIZeNb/tSrWkSHJ8c1EInorhgbaPi4ovd6fEVkWu6nC8psSK1Ux4mIBvszT9pDXqs+Ki9JxhxDQaKi02eIW9njVq6bGO50rH8GfnFaKEI0sPOgxj2ETC341RIJjkGPTGcc4NnrEjd5PrFm3bIZaaGoiUfo2yD5n4csjcixd9THxnMy5sngrxu2+SU91wLRvJWfhZEYyHnBbNTg2ZOPIcbC1EmHzc7MUjjts0yx0GKAoMa4vxwO6bFg66Fb8bsA1BOx8CJPtSTc/MmZnC75aQTnROljJneii9/xo9dJjGcm+OuXGKlcpfjanQ+pBt9h1lIggiOO+Veg61hL3QuTXdrn32hpMU4K5FJjULxcOY4ERHRjKeogOrJmbgA896uWB90MjD6Bc59m1L60TKR/9upj2j1q219k3L70elYT15g2Oiflfb7eswMRBfor5VLDCA4bYPIEY4C/fC0wzpuati935yO9RSNFXiCEbMPnx9sdgq6FqM1tQMuk59g7kM5wXYniq/4ekv2J3mzE+Xyt0kca7l/Nd48oYgRGJfWaIMcoykQ4M/pBxeKf2Qy1mfrfq4Zv+c2IFaMHjfXcSvj3KlakX602Be3de3S8Z6iMZpCgxhuf3eqYHC8hjwh58c2YDtR7AFHLRzJaQTsxGhOOV+chRbLhK3c7QsgFeuB6gsWHN1Sw1HXk14EQgsFaQvNlq9EOlbawox2aijqOJILW6BMLEhQCV2aRV1okQ+Yf1MOLHtC7sdZJl5X6FzRQmbKH5dtkKWHupwbF5fPTReLYNhoLgtgQNwQmY86udFCUaSHB5wbSBHQLHCuZR9VdN4GmXHzlLsPxrni/PviHHKdHW/epBXaRivFz1D+kxgZPW3dpDmNzDpJSfugmuks9CKBY9VbevDSSKvi/H6AWOSz9PeTFVrkA2ajnfPEgKIaj2e63SCa6Vbcridx41PoKQSqXCYxAtXHmeNEREQzndpgpN6U7yP1WLc5mag5p3xSMYNObn2pUvrRMi0UhT6y3XnyhhU7yAaCy+1Hp0Rw2ySOsds9tiwt+muBWXJVxUR/0TU4Z8YTXPtfQ735k5nCs133KR3rMSYQFkghqbqkDoWt/15OP8Hqg7r039KxnoL9w1IoXvf+mPWEr60/poWirvENMYu6UAxnPBR8YjsnRjMoVxvXZSaTc71YkwNdziVR7lafjZ05b1MxYiBNji/UU7F+tBiwcf8eMwL6hSb3FRrEcDuWUwWD4zWkhqPuX4JiNMseuCowciseuSn2WIOdeG/XUUrrYnAZ8RYzXZuMR7acGCPmLvto5jAqFKQVDbTbfpdLj/dY6TNK5XFZPRq2z0l8wVZCHg0uOGopblzsK0SbI4ylHiPxukLHvVDKHyfWTAGTOLfc9iEd64UWNkbJkXPz5fz67KzqItvscq6KpxcK/n6R60GWlh7TM26kAlb+f1mxxkWcS/KggZ0acn8SA8gOkrkdR5kunXvWDO4igWO1jDQoitd9pgLEzPEy3k8mtt/t/E8P9eZ0PsSsd9e0Kma52+dkzQgxr9PIe0/Azpf8Ecsv/B1a9jxKejWVK5McYVoVIiIisu7Z5CcanfrJk0026OR8f1pKP1qmFZrhaU6gsz+NXG4/WpfS1YiZ7W5/UybukWsZNLXu813SOohtc5uhL08EyqbRdH59KcFtrUCqGT1uxAQKTeiSWf3mAgH3ao+pWmDmeHbyU+7Mcdf4hjmBrlC/ejwUfGJbZEBwyLgA28RGe2oj8Tm4XS/iaQO3z16cO271xYi4oDyYU0/F+tHie8ptn0p5oloNR1yf1GjZ/VAAmLL9aAbHK6RoPvh3WJHzU+iCFieob957rNd7W+Yj5dIwAEZ+XG90Ud7fcf1ZsCcA5xQNyGlsCtc3LH5v/nubP57mDteLLWPmNvO2L8/7PfHj7ViOTGIk76aoUuL4NSw7KO9vuf2o4XbH3MMArEUw3b4wSpEe6oHWNDv7N+cbn4sYCZfpsW5AUeDf8X3w77ACjTseACiK6+ckE1/c9nNL/vFGFpW1T+l4Lzyz5mTfY8EKwPaFKkvHeqCoGhoWr4R/hxVo2PH9Zo4v59eLL17/wr3ytlX8eGbNdR3EAID04FZ42pbk/Z71M3c383X5s7KdpId6oPqDaFi4D/w7rEDj0vcb5a77IBoX520U55h/7q7522b+eNsWI+VyvUKM3hY4d2TpoR6ogRb45+8J/w4r4NthdwCA7paTziz3duyct21uP1pjMzIOjx0KemIEWrgt7/dK/lm4D1Dge0qcg43LD4Z/hxVoWLA3gGx+PZkoT7ncTOmJYWQSI/DNXoZZ+5+E6KGfgRKIwNcURfuBn0RgvnEeUWWYc5yIiIgAQDXvB+R+YHrQuLfzLzLuwSfjT8OS/Y1td7vvL6EfLf9os3Zw7WcAxpOlmi0WUG4/Oh3rhdbckd2HRe81ykuc3SnuxRsW1O5z8c5eDt0lvSls/Su3CYd6rBtqY7PV12nc8X1AoX6D2Aezf+f04wnPhj7o3NfK6Gmkhwfgay/Q55R+fKIP6hJvSA/1QAtm+2uV/Chev3t/LKMjkxqDJ7LAer23dWHhcy3WA09r9vUT8aOF292fGDBni7vFoSD2wb7Pc3Y2yuPZxTftspMiXT4ns7zUfrhMBPT9BWI0Nf8p0o8Wk/7cv8fM+MVC93PT0zzP8ZiFdtwXHYedDU1Rpmw/Wpm3YKHD8FGuJUuXYd1rr8rFk8rjj6wBABx8+Cq5qi680SVoP+NGuRgDD/0f4i8Z2yKb+/kH8oIEw688hP4Hr84pEyInfhsNi42GuBxbfvBhZNIJuRiNS9+P1uO+ju5bz0dia/7n6Zk1F7M//Ru5OM/Q2t9i8J+/kosBAO1n3ARvdLFcnCPV9w62/epMubgi/vl7InrS/8nFRQ3+89cYWuu8r7PP+i2SXevQd99VclVJmg48C+H3niwXo/NHxzjezDQsfi8iJ35HLkbvXV/B6Ma1crGjuReugeJxX/gRAEY3rEXv3V+Rix01f/BchPZeLRdj8/8dJhcBABqWfgCR4/KPV88fLsXYO/+Ri6E2hDHnc/fIxXniL9yHgUeuk4sBANGTvg///D3k4hz6cD86f5q/H04COx+KlqPzj0/37Rcisfm/cjHUUBRzPvN7DDz6Q8Sfv1euBgDMueD+nHxvTsY2PoOeu/4/uRgA0HLUZfAv2g9bb/iYXOUosNuH0HLUZXIxun57LpLb3pCL4Zk1B7M//Vu5uKjhFx9A/8PXysUAgMjqa9BgNszV2HrDasebGd8Oe6Dt49+Xi9H3p29g5PXH5GLAPFdGXn3Y9bt59pm/gqd1QU7ZrMY00iOD6Hr8N+h71vnzrYVlO++CDevXycVlmeg2ulD7G155Gpre/ynX7w4iIqLJajq00aUo1I7Xkm/urmg7+UfovfMyjL79b6tcC7ej45zbcl47WXX99rNIbss/J0rtR8sK3VNHT/oe/PP3yikrpx8d3PM4zDrs83Ixtv3600j1viUX59GCLej47J1ycdWSXevR9ZvPyMUAgKaDzkZ4v0+43jcGdj0CLR/O7ze5xTe0ptnoOPt3cnGeoWdux+Df82M7AND+yRvgnb1MLi5ITwyj80fHyMUAgMAeR6PliIvl4rJt/+uPEHvOuT/d8dk7oQVbcspG1v3dNb7ReuyVaFx2kFw87gb/8QsMPe38ec3+9G+R3PY6+v70DbkKABA54VtoWLIypyw92IWtN+bHZQAgvN8n0HTQ2djy4+OQGYvJ1dnY2W0XILHlFbm6JPMuqc+aTsW49aP98/dC9KTvoeePl2PsrWflaqiBWZhz7h/l4jyx5+7B9r/+KKes/ZBPYfYHz8TwqI4GLTll+tF2DI5XSAQ0Bx65Dqnet63yZN/b0IfzcznBvCFQVG9OWTrWjdTAlpwywRNZCK2xvBxfGWSQePdFuRgA4OvYGW2n/gRbbzzZSoEi8+9gzBAuJLW90/WRFm/70oI5vQAj/7HTTUUlFF8jfO3L5eKikgObXUce2z5xHRJd6/Mu+FJpTe3wNM2RizH27gtyEQBj1XZv21K5GMmu9Y4LgzhxOrdk6ZGBnHO1EK1pNjxNHTllhc4txR+Cr21HuRjJrnWOAwIo8VxLD21DavtWuRgA4I0ugtpQODdhJjWGxNbX5GJHakMY3ugSuRiJba8jkxyViwGzweu990qMrv+HXAUA8M3ZBYrmk4tzpEe2u96gNn3gLDQs2gddvz1XrnKkNjbDG1kkFxfch1I+B1mh761SPpdSuF0vircBvtk7ycVI9m50zEFXCu/sZVC9AQQX743oASdB8zVCQwKJga3Y8uCPEVv/L/lXaqYWjfpEt9GF2t/QPh9D8yGfdR0cJCIimqymQxtdikLteC35F+2L6EevdgxkVnI/OhESna86TkJDhfuQjnUhNdApFwMAvNGFUBtyYwHl9KPVQAu80uQPFLjHdlLJPhWjJ+JIdq2XiwEAob1PQHi/T6DzZx+XqwAAamMTvJH8iXiJba85ruOGEvchNdjpGh/xtu0I1W/kyy9VJp1AotP5ulcDs+BtXSgXly3VvwnpeP6iiHDpg6aH+5Dq25RTJnha50MLtMrF4y7V/67rkw1tn7gOiW2vYfvffipXAS6xMz01guTW/AliANC46+FoOeJibLnO+XvPip3ddCrSLvGIYvxzdwNUj1xcd27XuCeyELM/9Ut03fxpJHuc4w+lXC9OMZrm9xyKecdcAq0hZMRgpkg/2m6aBMczePyRB4FxaNQFMeK37aZT806MyUoLtaHjnNuw5Qcfcn2UiYyR0+TWNzD0r6kxg4EmTsdn70TfPV/Nu8GvldBex8O/aL+SZ/xT9XY47jLM2vMo6Mkx9D97Hzofuh6A+4rd1apFoz7RbXShTnVwj49g1hEXYesNH3O9gSciIqpMhm101cavH924/GC0HnMFum7+HyR7SpuwQzNL4/KDEd7v4+i69Ty5ima41mOuQGLr64g983u5qiL+BXtj1hEXY9svPilXAbYnWrZ8/8hpEztT/CHMPf9edF5/QsWTygqZiv1ou2mSc7x+B9yNWJTBLZfUZJSO97iuiE1Z6aFe1zzSRHZ6vMd1dLsWUrEe15xgVB/v3nsNXr36GLx+7Wp0PvTTCWlfphOx6KucUoyIiKh6bKOrN37HUKQadFtIkCgd70Wqjn0rmrrSsd6CedPLlY73uq6nBhiLseojg9MqdpYZiyGTTtQlMI5p0I+eJsHx8ecJRabexZLJuD7CRFl6rMd1MQgiO6NRrd+5osd6rUU5afykR+NIj5aW0ogKE4+4Kt5GuYqIiIhmEMVn3AvoY0yzRs50TgwiF3qst6bnhj7UU3BCZEZPI9FVu1nJk8XYuy/JRTU1lfvRDI5XSA1H6jpjtF5Kzb88k6XiPa4r/BLZJbetq+sAWTrW67gaNNGUIWaOmx1iIiIimpkUc+Z4hmuQkIv0UHfBgCXNXKlYd01njuuJuOsaWoJbvvKpbDruU60wOF4hLRiBPlS7i3O8JLe+LheRRB/qnZKfLY2/RJ2vJz3OFD80tYlFOFWPX64iIiKiGUT1BZBJjQEZXa4iAszZuqnuN+ViIuixPqRrPGks6bJoqpDYNv0mlk7HfaoVBscrpAYjSNX44hwP9Vo4cDpJ9b8LPTE1HwWh8ZWs85MYGT2NZBdHd2nqEmlVUGTmuHf2crmIiIiIphHF18iUKlQU4xXkJNX3VrZfUSPFzrVEZ337+hNhOu5TrTA4XgFF1aAFWqDH++SqSS8d75eLSFLrEUmavsbjehqPv0FUL5nkKABALZJzvGHRPnIRERERTSOqL4hMiotxUmHs+5CTepwXxd5Tr2Eal8liOu5TrTA4XgE1GAEUhekOiIiIChCdYMXbIFfl8ESXQG1slouJiIhouvA1IsOZ40RENAlNk+B4Ri6oKy0YATjqQkQ0A4xv+zLd6ObM8WLBce+sedCaZsvFREREBbCNrt74HUPVF+BinEREM8b4tS+1ME2C44pcUFdq2AiOp+IMjhMRTW/j275MN5mEmDkekKtyaK3z4WlmcJyIiMrBNrp643cMVW8j9CTTqhARzQzj177UQl2D48evOgxXX3kxvvnlz2OnpYvlaqve/nP8qsPkl006WjAKANCHmFaFiIiokExyFIrXJxdb1MZmqL4AtBCD40RERJim/WjFH4Q+FpeLiYiIJlzdguM7LV2MeXPbcdU11+M3d9yPww9ZiUBj7mPV96x5FJdfdS0uv+pafPfHv8LWrh784+n/5LxmMtJCUSCTQXp46i3ISURENJ4yydGCC3J6W3YAAGjNHXIVERHRjDNd+9GKLwCYT5QRERFNJnULju+yfAk2b+nC8MgoNm3uBADMnzdHfpnlA/vvjY1vb0ZPb+EVYycDLRQxAuOZqZVDh4iIaLxlkqNQfO7Bca1lnvHfpna5ioiIaMaZrv1oI60Kc44TEdHkU7fgeFu0BVu7jJzcwyOjSCSSaJnVJL8MABCNtGDxwnmTfrRbUEMR6EPMN05ERFSMnhyF4nEPjnvMmeMeLshJREQ0bfvRiq+RC3ISEdGkpMxbsLDo9OclS5dh3WuvysUFnX36arz0yjqsffYFx3/brdx3BXbfdRluvOVOucrRo3++Ty6Cx+MBAOi6Llfh17f8Ti6qytrIiWhID2HPgYflKiIimgZu/m1t2w03y3beBRvWr5OLy1JJG11Ljz+yBgBw8OGr5CoAQNupP0ZmNI6eP14uVwEAWj/yVTTudAgyYzFs+fFxcjUREdGEmKg2Wu43y/+2myr96LTixd/aT8ey2NNYGP+vXE1ERNPEVOpH29UtOC4WBLlnzaMINDbgzFNPwCOPrcXr6zfKLy3Y4DsRDbidaOiPWHW8XIVUKiUXVaXjvLsx8vrfsP3RH8pVREQ0DTh1EOuhFo16JW10LRULjkdP+h4U1YPu278gVwEA2k+7Ad72ZQCALdetQiY1Jr+EiIho3E1UGz0d+9FqMILZ59yO7Y98H8MvGfcNREQ0/UylfrRd3dKqvPrGBsyb245AY4OVI23T5k6s3HcFrrj0XEQjLQCAQGMDfD4v+gcGpXdwl0qlpJ+kVZdIJPJ+dF2v2U8GChR/CKmhnrw6/vCHP/zhz/T4ySo6fkxF6GPDUDy5C4nZeVrmIx3rNv5/lntOVSIiolzTs42ejv1omAtz62PDeXX84Q9/+MOf6fOTNbXa6LoFx19fvxGbt3ThysvOw2knHYNHHluL4ZFR+WU1osgFdaOFjZyoeqxXriIiomln/NqX6SqTGoPiD8jFAAAt2ALF24DRjc8Y/w53yC8hIiJyMT3b6OnYj1bNhbn1MeYcJyKaGcanfamVugXHYT4KdvlV1+J/v/1D6zGwtc++gK9/96fWatrDI6P4yU23OT4mNhmp4SgAIBXngpxERETFZJKjULzOM8e1WcZinIl3njP+3cxFOYmIiKZbP1rxGoPkepLBcSIimnzqGhyfjjwhIziuDzE4TkREVFRixDU47mmZBwAY63wFmdQYPE0MjhMREU03qvkEWSYxIlcRERFNOAbHy6QGIwCAdJxpVYiIiIrRU6NQzVyjMk/LDsjoaaS3b0V6cBu0ZqZVISIimnbMtCqZRFyuISIimnAMjpdJC0WQ0dPQR0pf+ISIiGiyOfv01bj6yotx9ZUX4/hVh8nVNZNJjgCKCmheuQqeWTsgPbAZAJAe7ILGmeNERETTjuoLAuKegIiIaJJhcLxMaigCfahbLiYiIpoyVu67At09/bj8qmvx3R//CosXzkM00iK/rCbEI9RaQ0iugqdlLpL97wIAUtu3WoteExER0fRhLciZYM5xIiKafBgcL5MnFEU6xnzjREQ0da199gXcs+ZRAECkZRbCoSAiLbPkl9WECH575+4mV8HbuiA7c3xoK7RgCxRVk19GREREU5jiCwAZHZnkmFxFREQ04ZR5CxZm5ELZkqXLsO61V+XiSSSDxx95EABw8OGr5Mqamv3pW5DsWo+++78uVxER0bSTAaDIhTWzbOddsGH9Orm4LJW20TstXYzTTjoGvf0D+Nmv78DwyKj8kjyXfOF8uQjHfsRod5/+17NyFe6570/IqB68s/IqhDvXonXj/VZdyteEzft9CZEN9yDU+TTibSvQs/wTmPufa+Ed4RNaRETk7Mm1/zL/b/q20eNnfPrRzR88H4H3HInOHx0rVxER0bQ0+dtou2kSHAcef2QNUOdGHQDmXvQQ4s/fi+1/+4lcRUREVJZaNOrVttE7LV2ME44+DDf99o/o6e2Xq3OIQLidCJjfetsdchUef+KfAICR91+GjNePwGPfsOrSkeUYOeBiNDz1A3h6XkO6dUeMvP9SNK69Dlp35ftDRETT2+tvVNdulmoytNHjYTz60S0fuhT+hXtj689PlquIiIjKVos22o7B8TIo/hDmnn8vtv/954g983u5moiIqCy1aNRr0UafffpqvPTKOqx99gW5qqhS2t+mD3wa4f1PQedPjoc+OgQACOxxNFqOuBhbbzzZWIwz1IaOz9yO/oevxfCLD8hvQURENK4mSxtdb6W049VqPfZKeFsXYNuvPy1XERERla0WbbQdc46XQQtFAYA5x4mIaEo7ftVhWLnvCgBANNKCSMss9A8Myi+rmcSm5wEAvh2MvwkA3lnzgHQS6cEuAEA63oOMnoaniYtyEhERTSeqNwA9aSzQTURENNkwOF4GTygCANBjvXIVERHRlPHqGxvwvv1W4OorL8al55+J19ZtxOvrN8ovq5nRd19ERk/DPz8bHPe0zEPKXIwTAJDJID3YBU+YwXEiIqLpRPEFoI8Ny8VERESTAoPjZVDN4Hg6zuA4ERFNXa+v34jv//QWXH7Vtbj8qmtxz5pH5ZfUVjqJZOerOcFxbdZ8JPttwXEA6aFt0Jrac8qIiIhoalN8ASDBmeNERDQ5MTheBk0Ex4eMR8CJiIioNGObnoe3bUcovkYAgLdlLtL2meMA0oPboDV35JQRERHR1Kb6GqEnOXOciIgmJwbHy6AGo9ATw8gkx+QqIiIiKmDsHSPveMOCvY3Z4ZoXyf53c16THtwKLdQGRdVyyomIiGjqUnwBZBIMjhMR0eQ0TYLjGbmgLjyhKPONExHNKOPTvswEY5ueAwD45u8Bz6wdAABpKa1KarALUBSo4bacciIionxso6s3PsdQ9QehjzGtChHRzDE+7UutTJPguCIX1IUajjDfOBHRjDI+7ctMMbbpRfh3WAFPyzwAQErOOb59KwDAw7zjRERUFNvo6tX/GCqaD1BUZJJxuYqIiKat+rcvtTRNguPjQwtGoA/1yMVERERUgsS7z8HbvgzetqUAgHSsO6c+PbQNAKCFmXeciIhoOlD8AQBAhgtyEhHRJMXgeKkUBWowglScwXEiIqJKjL3zAgCgcZdDkezZIFcjNdAJAEZOciIiIpryVHMhbp05x4mIaJJicLxEauMsKKrGnONEREQVGut8BUgnofoCSPdvkasBAHqsB1ozZ44TERFNB4rXmDnO4DgREU1WDI67UBub4d9hhfXTsGR/wOERcCIiIipROmkEyAEkB96VawEAycFt8DTNlouJiIhoClJ8RnAcTKtCRESTFIPjLvwL9kb049daPy0fuhQAoMf65JcSERFRicbeeR4AkJYW4xTS27dBY3CciIho3Nz2ukcuqhnF6wc4c5yIiCYxBsddiIVDeu+7Ej2/v9j6SXSvl19KREREJRrbZATHk/3OM8fTg1vhmTVPLiYiIqI6ebFbkYtqRjXTqmSSo3IVERHRpDBNguMZuaBqqvn419jb/8bYuy9YP5nkmPxSIiKatmrfvsx0yS0vA+mk+8zxwW0AAC0YkauIiIhs2EZXzziGo+n6BcfFpDM9ybQqREQzx9Rqo6dJcLz2jblYVTvD3GhERDNY7duXmS6jpzH2zvNIx50XuE4NmcHxZqZWISKiQthGV884hqMpubx2sv1qplUhIpo5plYbXdfg+PGrDsPVV16Mb37589hp6WK5GgAQjbTgikvPxdVXXoyLzj0dgcYG+SUTQvEFmBeNiIioDmIv3CsXWdKDXQAAT1OHXEVERDQjjHc/eiQtl9SOYqZV0UdjchUREdGkULfg+E5LF2Pe3HZcdc31+M0d9+PwQ1bmNdiBxgZ8/ISj8Pu7/4zLr7oWTz3zAvbYbaec10wU1RtAho9+ERER1dzom0/JRZb09q0AADXcJlcRERFNexPRj06kFUCpT2hA8QUAPQVkdLmKiIhoUqhPCwhgl+VLsHlLF4ZHRrFpcycAYP68OTmvmT9vDoaG4nh9/UYAwNpnX8DaZ1/Iec2E8TUiMxaXS4mIiKiOMqkx6MP98DTn3jMQERHNBBPVj1bMNbdqTfUHoI/xiWwiIpq8lHkLFhbNkr5k6TKse+1Vubigs09fjZdeWWc10vK/AWDlviuwfMeFWLRgHoKBRmzt6sHPfn0HhkcKr2Q9b+5cuQi/u+UmAMA5510oV6Gz05iFVo7Go/4XSmMzhu++VK4iIqJpbnBoSC6qi2U774IN69fJxWWppI2upccfWQMAOPjwVXJVxdpPuwHpeB967/qyXEVERDQuJqqNlvvN8r9Rh370KQ/6EXzky1BG+nLqKulHyxo/+AVoHbsidts5chUREU0zU6kfbTehwfHjVx2GPXZbjut/eTt6evsdX+NEBMLtREO/ffugXIWbf3ubXFTUK3M/CgU6dtlyt1xFRETT3B/vds+JXUu1aNQraaNrqR7B8cjx34TWPBtdN58tVxEREY2LiWqj5T6x/G/UoR99yoN+XLFnP+YEclfmrKQfLXt99kcw5m3CHu/+Tq4iIqJpZir1o+3qFhw/ftVhAIB71jyKQGMDzjz1BDzy2Frr0S+YI96777oMN95yZ97vlKvWnfP2036G1OA29N17hVxFRERUE7Vo1Ctpo2up1u0vAMw6/EI07vRBdP7keLmKiIhoXExUGz0R/ehTHvSj+3fnI9FZ3raWInrS96CoXnTfnv+ENxERUSVq0Ubb1S3n+KtvbMC8ue0INDZYOdI2be7Eyn1X4IpLz0U00oL1G99BKBhANNKCQGMDFi+ch61dPfJblaBofL9sij8AJLggJxHRzFb79oWKSw91Q20IQ1E1uYqIiMg0PdvoiepHq3XKOa54A8iwX01ENMNMrTa6bsHx19dvxOYtXbjysvNw2knH4JHH1ublQOvp7cdTz7yAS88/E1dedh5i8eGij4I5U+SCqqneRuhJLhxCRDSz1b59oeLSQ0YHX2vqkKuIiIhM07ONnrB+tK/RXlEzqo/9aiKimWdqtdF1S6sy3mr9WPfcC9cg9p+7MfjEjXIVERFRTdTicbCJbqNr3f4CgH/+Xoie9D303HEJxjY9L1cTERHV3XRoo0sh0qr0//lqDL/8kFxdtTmf+T1G3noGA3/5nlxFRERUkVq00XZ1mzk+pSkqFI8fmQRHuImIiMZbOtYNANDCbXIVERER1UG90qrAx7QqREQ0uTE47kAxbwwyfPyLiIho3GWD41G5ioiIiOpAqVtalQAnnRER0aTG4LgD1W8Ex3WOcBMREY27THIMmbEYtBBnjhMREdWbqgCKNygXV00E3DlznIiIJjMGxx2oohEf4wg3ERHRREgNdUNlWhUiIqK6a/TUZ+a46jXeU0/E5SoiIqJJg8FxB4rXnDnOtCpEREQTIj3UDQ9njhMREdVdo1afnOMiXanOtCpERDSJTZPgeEYuqIq4MWBuNCKima627ctkcvbpq3H1lRfj6isvxsp9V8jVE04f6mbOcSIiKmD6ttHjxziGDZ5MXYPjYFoVIqIZZmq10dMkOK7IBdWxcqMxOE5ENLPVuH2ZJI5fdRi6e/px+VXX4pe33o1D3r8fopEW+WUTKhXrgdo4C4qqyVVERETTto0eX8YxbPRk+8C1lE2rwn41EdHMMrXa6GkSHK8tMWrOBTmJiGg6umfNo7hnzaMAgN7+AYwlEvJLJpw+1A0oCvOOExER1VmjJwPVX/uZ46rfWOST6UqJiGgyU+YtWFh0rvuSpcuw7rVX5eJJ5fFH1gAADj58lVxVttBex6P50AvQ+ZPjoY8OydVEREQ1sWznXbBh/Tq5uCzVttEr912B9+23Aj/79R0YHhmVq3P86PvflYuwx+67AQDefXezXIVbb/+DXFSyodAibFj4cSzdeCuCw+/K1URENEOt+fNDclFdTIY2ejw8/sga/OA5L558+R1s+/Wn5eqqNO5yGFpXfRnbfvUppPo2ydVEREQVqUUbbcfguIPw/qeg6QOfxuZrjwAyulxNRERUE7Vo1Ktpo6ORFpz1yY/i7gcexevrN8rVeUQg3E4EzK/4+rflKrz22htyUema58Fz7PeQfuKHyLz1lFxLREQz1LauLrmoLia6jR4vjz+yBj97yYu/vtqDrT8/Wa6uSnDFMZh1+Bew9YaTkI73ytVEREQVqUUbbcfguIOmA89CaJ+PYssPPixXERER1UwtGvVK2+hopAXn/c8n8NDfnsTaZ1+Qq0tWy/bXTvUHMef8+7D98Z8h9uwdcnWexp0+iJHX/yYXExHROFF9QWQUBZmxmFw1JU1kGz2eHn9kDW5+xYM/vzGCLT8+Tq6uSmi/j6P5oHPQ+aNjmHeciIhqphZttB1zjjtQfY3IjLHxJiKi6UkExl98+Y2qAuP1pI/FkUmOQSsl57iiILx/bWe7ERFRebSWufA0zZaLaQpo9ACKue5WLanmIp8MjBMR0WTG4LgDxRfgYpxERDRtfWD/vREMNOJ9+63A1VdejKuvvBjHrzpMftmESw9uhRYqHhz3z9kV3rYdAdUjVxER0TjxNM1hcHyKatAAKCoUj1+uqorqDTAwTkREk940CY4XzQxTFtUbQIYrahMRUY3bl8ninjWP4vKrrs35uWfNo/LLJlwq1gMtHJWL8/iXrAQAeKOL5CoiIhon2qw50Jra5eI6mp5t9PgyjmGDx/hvzWeP+xqRSXLSGRHRzDO12uhpEhxX5IKqKP4AMhzhJiKiGrcvVB59qBueEtKqNOz4PgCAN7JAriIiyuGNLpaLqEY8zXOhjevMcbbR1TOOYaP54JXqNdKg1IrqDzJdKRHRjDS12uhpEhyvLSOtChtxIiKiiZSOdUMNRgDF/eZKDUWtYJendaFcTUSUwzdvd7mIasSYOT6ewXGqlQYzOK74aztzXPVy0hkREU1+DI47UL2NbMSJiIgmWGqoG1AUI0DuonHHAwAA+sggg+NEVJR/7m5y0YxQ61zSTjzNHeOcVoVqpbFOaVUUXyN0plUhIqJJjsFxB4qfC3ISERFNNH2oGwDgKbAoZ8OOK5HseQtjm16ANzJfribKoQVb5SKaQbRgC7TWeXLxjOCfv5dcVHOeWfOghTvkYpoC6pVWxehXc9IZERFNbgyOO1B8XJCTiIhooqXN4LjW5Lwop+L1o2Hx/hjduBapvrfhidR3Qc7GZQfJRVOS2tgsF80IWrAF/oX7yMU0g2jh9hkbvPW2LYIWbJGLa0akU6nn36D6EQtyqv6gXFUVxdsIMOc4ERFNcgyOO1C9jVw4hIiIaIKlYz0AAM1l5rh/wd4AgNENTyPV9zYAwBOpT2oVb3QJmj7wP3LxlDTrg5+Dompy8bTnnbsbPC0zc9YwGdRwG7RgCxTNJ1dNe2qoDZ62HeXimvE0z83+/yxeZ1NNo2gSfLWdOa76AtA56YyIiCY5BsclircBUFSmVSEiIppg+ugQMskxaCHnmeMNi/dHZiyGxLsvItljBsdb6pNaxTdnZ3ha58O/eD+5akrxtM5H4y6HzchF83wdu0Bj0K5utObJPyPbY36XTIVtrTUt1ApvxFi8uB48s+Zk/38GHt+prsEMjqve2uYcV31Mq0JERJPfNAmOG4+B1YJqjpbribhcRUREM07t2heqTDrWDTXsPHO8YceVGN3wNAAg1bcJAOCNLJBeVRveObsAAML7fVyumlLC7z0FAOCtcwqaycg3Z1d4iwyeNC4/WC6iEoX3/ZhcNOmI7xKteeYNDmnBKLxt9QuO2wccVJcBzdpjG1094xiKtCo1XZBTUQHNiwwnnRERzUBTq42eJsFxRS6omCJGy9mIExFRDdsXqkw61m3N9rTztu0ILdSG0Q1rAQCZdAKp7VvqFvT1zdkNmeQo/PP3gnf2Mrl6StCaOxDY7UigjulnJjNfx07wtOwgF1u0YAsCOx8qF1OJGnc9wjUF0mShhdoBAJ6mmTezWQtF4W1bIhfXjNY8B+l4LwDAU8bgg9oQlovKwDa6esYxVBUgkxyzJorVgtoQAgBkOHOciGgGmlptdF2D48evOgxXX3kxvvnlz2OnpfkzFQKNDbjo3NNx9ZUX4+orL8YVl56LaGRiF3FR/EZwnI9/ERERTbz0UDdUh4Bbw5KVgJlvXEj1vA1Pa+1njqv+ILzRhYg9+3uk430I7XuS/JIpIbzfycgkx6APD8BTpxn2k5W3fSkUrx+KrxFaMCJXAwA8rYvgW2jksa8nbzT/nniqU0NRqL4gGnZ8n1w1qXjCZlqVmRgcb2qHt71+A3ueWXOQ6n0beqwHWlM2xUoxvvkr5KIcwT0+IhfNCBPRj9YTw1BrOHNczELnzHEiIprs6hYc32npYsyb246rrrkev7njfhx+yEoEGhtyXhMIGCPT3/3xr3D5Vdfi69/9KXp6+3NeM97EaHmGC4cQERFNuPRQT04uW6Fhx/dhbNOLOWnQkr1v1yXo6+vYGQAwtuklxP9zFwI7HzrlcharoSiCKz6C2HN3I7HtNXhaZ9bMcZ+ZFgcAPK3Oece90YVQfQH4dthDrqqYN7oEsw6/CNGPfRcd59yGeZc8ivYzbpp2CxZ6o8YTGw07GoNWk5VIq1LOzObpQA1kg6aeOj1d42mei/RAJ5KD26A15Q9oumlYsJdclCO0z2o07nSIXDytTVQ/OpMcrumCnKpXpCtlv5qIiCa3ugXHd1m+BJu3dGF4ZBSbNncCAObPy+/cxuLDGB6ePKPJIq0KF+QkIiKaeOmhbgCAGphllamBWfDN2QWjG56yvRJI9b0NxeOveeBa5BtPbHsNsRfuRyY5htDeq+WXTWrh/T6BTGoMsX/fiVTvO3VJP6N4/fDOXobALocivP8pCO29GsHdV6Fx+cHwL6j/jOxCfHN2RSadAABoLnnHRdCwYdF75aqKeNt2RNsnvo/gio9A8QUx9s5ziD13DwDAU8fczxNBzIZvWLy/sbj9JOVpNvoitf6OmOy0YKv1/746pFZRfI1QG5uR2t75/7N35/FxVmX/x7+zZ2+WydZ0S1cKtGVppWyCFlBbkIIVEKQCUhEEeagCP/WRWhV9EC0uCCgICLIIBQrYokBZZCtQllLWNm26pU3S7Htm/f0xS2fuTPaZZpnP+/XKq51zziSTe2Zyzbnuc19Hvubqfm346xh/hLEpijV3vLIXXC1z6hhj16g1VPNof2d8V46HvpePRWcAgGHOVDJhYq9V0idPnaatn35ibO7RsqVLtPnjrdqwcVPM25LkzMvRFZecp/Tgme+y8l26877V4f7uHHfsMcYm/foXKyRJv/v9rZKkhoypak8JrFrYV1kVNTbM65Hpk6ej2ybMl+/YK2Re+0OppTq6DwCQFHbvqTA2JcS0Q2Zqe9lWY3O/DCRGx9PLz6+TJJ10ykJjV1ykTDlWeYt/qer7vyt3deBYpR16mnK+cr2q7r1Entqd4bH2ohnKv+A21T7+I3WUvxXxXQYn7+wbZcksVPXfL5UkjfniVUqf9RVV/uVc+TqajcOHHXNajoovX62Wdx5V40t3KP3wryj7Sz9U5V+/IW/z4D/rpJTOV/apV8uSGajn3B13dZnq1t4oT90uY1fCFV58rzy1O2WfeJTaPviXGl/+i3GI8s+9RfZxs+Wu3qrq+79r7O4XW/4U5Z+7St72RtX88wfytgRO8khSyQ/Wq+n1v6v5jfui7jOS5Xz5OqUd9iVJUt2an6p92+vGIUPOkp6jou8G5hne1npV3jHwE1zWvEny1O4wNg9bKaXHKO/sX0mSmt98SE2v3mUcIrMjXb7OA1fi9Ictf4oKlv5VdU+tlK1ohjI/d54qfrfAOKwLS3quir77aLdjLWOKVHTpA5Kktk9fUP3aG41DEmqoYrRx3my8rQTNo7/zWODv1Izd/wz3vff+gZ8Zlj9d/sLDjK0yffhE1G1/0Sz5T7pW5vW/kGoGdxwBACPDSJpHRxrS5HikUIB/9sXXux0TEgrgkUKBfsvWMknSQ/sm6LPW3jd4mfneL6Ju1+cdpcoJizT9w1WyuAf2AREAMLI9/8JLxqaEiEdQH0iMjqdEJ8dtBdNUcOEdql3zv+rY9oasY8Yq//w/ydtcrep/XB411mxPU/FVT6vxpTvU8s6jUX2DUXzFE+rY+orqn1slSbKOKVLhpQ+o6dW71fxmIHEznGV9fpky552nyju+Lm9rnezFM5V//q2qeex6de7YaBzeb1mfX6aMIxar9YOn5a7ZIW9DYKVjJFNKpsac/F1ZxxSr8YU/hVdQHwwmR4bGXvmkmv57p1JnnCRvS61q1/yvcZiKv7cmvDlg5R1L5G0dWImCcGK8pUY1j/6wy/cpvOhuuet2qu6plVHtI1nBBbfJ194k+9iZav/s5fB7ZTixFU5XwTdvl6viQ9lLDtfePyyU39NpHNYra94k2Qunq+3jZ41dw1ba7EXKOXW5vC375d6/TbWP/8Q4ROmzT1fGvHPU/Nq9avv0BWN3j1KmnqC8M1eq+h+Xy140Q9mn/I/2/eVc+VpqjEOj2Iqmq+CC21V197fkqd9j7JZjwlFyfv1mdZRvUErpfNU9eYPay14zDkuYoYrRxnmz8bZRvObRP/uvW80eqy4bvy3c989HH48YGVBdskC1BccZmzXtw1tkdbeEbzdnH6I9pV/X5E/ukKPjwAlCAMDoNZLm0ZESlhxfvDCwAmDNuvVKS03RxRecpedf2qDPysqNQ8N6C/w9MU7OC755h7wtNTEnP5KUdtiXlPPl61R55/nyNh1YWZ4x9xyNOeky7f3jQvnd/f/ADABAX8UjqA8kRseTMf7GmzktW8WXP6aG9X9Ux9ZXlP+NP8kvv2oeuqpL0lGSii57WB3lb6vh2d8ZuwbEmjNOhZf8XQ3/+a1aP3wm3J771RVylMzWvtu/FjV+uDGnZKrou4+o9YN1anzhT4E2e7qKr3pKjS/erpZ3e19p2Ju8s2+UJS1P1f/oebW1yZ6qnFOuUerMBeosf1v1/7kp5nMYbymln1Pe2b9WzSPXKG32GbIXTlfV3d+KGhNaVdy66V9Kn3O66v99k9o+6n/yM5QY9zTuU83q6+RrbzIOUe4ZN8jmnKyqey4ydo1YY69ep5Z3H5clq1CO8Ueo8o6vG4cMuZRpJyjvqyvV/PbDypx3XpcrT/oq7bDTZM2dqKZX7jR2xY11zFiZUjPkd7UHSj262qP2V+ivrOOWKvPYb6n94+dlnzBHlX85zzhEOQt/orSZX5QkuWt2qOm/d6qjfINxWEzh+dOtZ8ox9jDlnf0r7X/oKrn2fmwcGiWUVO/uaoP0OWco+5T/UeWd5yv3jBtkySxU/Zofye9qlatur3F43A1VjB6qefTiW16TvWiGqv621DgkSu7CH8s2dqaq7rpQCm6QnXfWjap+4HK5K7eEx4WvUrrrAnkbKyO+AwAAgxOPGB0pYTXHP9myXSVjC5SWmhKukba7Yp/mz50T3k37ywtOCO++7czLUV5Otuobuk4ietc1v2/OcMrbw2qF0EoGS0ZeVLvZnir5fSTGAQAx4wsOLl9bgxSsaez8+s0y2dNUu/r6bpOqnpqdsubFb7NJe/GhkqTOfdHJjZZ3HpM5LVsp006Iah9u0o84UyaLXc1vPRRu87la5W2tky1Om5fa8krlru0+aRPid7Wrbt2vVL/2RtnGHqqs4y42DkkI+9jAc+iq3CJP3R5Zc8YZh4Q3KG37dL28rbVyTJpnHNInYz7/HXnbGrT/kR/GTIxLknt/uay542Wy2I1dI5I1u1gmq0Pu2h3q3PaGLOm5shVONw4bkNQZXzA2DZg1wylJcu3eLEmyZPVcBqg7tsIZ/d7415obu859d7I+f6kKLrhdhRffq+LL/qniq55S8eWrZXJkGIf2iSXdKW9jpVzVZbJk5MtsTzcOUcr42Wr7JFC6xGR1KO/sG5X/jT/16WdaxxTK39kif2eLvM2BRUfWrN7ruluCz4k1N/bxtGaPlSR5m6pU/8z/yZKeo7FLb9eUS2/XuMXXj9oYPWTzaFd7eP+tnpgz8uRrPjDP9rbUSpKs6YHnM8QU3NzTz4acAJCERlaMTlhy/LOyclXsrdaK667Qheecoedf2qC29o6oMeU7K7Tw1BN104rluvbKi/XSa2/3eEa8eybDTZMsadnhQB2LtzV2ctzkSJPPHb+NTQAAI5khvmBIeBr2KX3OGbJkFavm8evlaei+lp2ndqfsfUiO20tmyV4U2GizJ/axM+VztXWpL+yq+FCSZOsmqTNcpM9apI6tr3Ypb+Cp3RGXkwhme5osWYVy1/S9/nLbpy/IXfVZvxOGA2UrPlTu/dvkd3fIW79biki6hcc4A5txemrK1bH9TaWWDmxTTlvxTHXs2Ch/54HSAkaemu2SJKtzYMffnJKp9DlnGJuHjC0vkKDz1OxQx/Y3JUmpU+YbRg1M5rxzjE0DZs7Il9/TKXf1Z1Ifk7ex2ItmyNbP907W579jbOqRrWCq3NVlan7j74Gvtx+WOS1HWccP7ISSOdMpT2tt+CSWtWBKVL9lTJHMGU659mxS26cvqOpv31TjC3+SfeyhyjjyrKixsVizx8nTEFjJ7QlekduXTTlDyXFLTomxSwquoA/97c2ccKhSLG65vCaZ7alKG3eYsmYcb7zLqDBU82ifq28bcloynPJExBRfcF5tNs6rQxtydnT/9xAAMFqNrHl0wpLjCl4Kdv3KVfrfX/0xHKw3bNykn998u2pq6/VZWbluuf0+Xb9yla5fuWpAl4HFYkl3SiZTl4lgJE9zIHFuSTcEcVsaZ7cBABhGfMHNDGufuiHqku1YXHU7ZXJkyJKeE9VuTh2jtENPU+7pP1XxlU8p/7zfK2PeuVFjYrEXz5TLsGo8xNtYGXMVcndMNofsJbOMzQmTUnqMLFkFat281tgld+2ucEJ4MEIrrj01/UvKeOp2yZo3+J/fF/bimXLtDTyH7lByPCc6MW/NmyRva718Hc3qKH9TJkeG7MW9nzyJZM2bJLMjXe59Hxm7oriDyXGbM5BU7q8xX/z+sEqOW0MnFmp3yedqVeeeTUqZfKxxWL9Zs8fKVjhd5mACdbCsmfnyttSErzqxDDA5biuYImt27GRuLGZ7ulKnHNfn1fRmR7qs2SVq3/Kyml6/L/D13zvVunmdMo5cLFvBNONdemVJz5OvpUbu6kAtaZtzclS/I/h3qXPPB+G2lvfWqO2j/yjjqLNlsjkiRndlySoMJ8f9rnb52ptkyez9eQuN6e4koyWnRJ7gHga27CKlpacoxRGYvpodqbL24WeMVEMxj/a52gPPtannFIElI1++1gOL0LxtDZLf33XRmT1V8nkkvy+qHQCA4abnyDdChQKzJ3gWOxZ/Z4v8Pq/MGflR7WZ7qvwD3KkdAADEn6elRvXP/F+fNo/01O6SIpK2Cq4+LFr2kHK+cr1SZ5wsV+WnclV+IsfEoyLu2ZXJ5pCtYJrc+2LXzXU3VMjSx+R4xpGLVXTpA8o59RpjV8KkzV4kb1O1OsrfMnbJU7cr5kmE/rLlBxK8/Vk5Lkmeut0yp2bJnDrG2BVX1rxJMtvT5Ao+h976wFUHxuS4LW+iPHWB38G1811JUkpp/0qrOILJ9N7qLHsa9snv7uySoOyLlCnHKm3mF2XLnyLrmIEld3tjdqQrY965yj7tB7KPm23s7sLqLJWnfo/8XpckqaPsDdkKp3dZgNJfoWRySi/vUyNLN8fFkpkvb3PgRJunbresY3pf2WxkK5gaLofT1+cvZUpgs0PH+COMXTFZ8wOrukOJ7JCm//5V/s4WZZ96dVR7X1gynPK21MnXVi9fe6Ps+dGP3T5utnztjfLUBf5+hjS/9bDMqVlKm316VLuRNXe8PBE1pb3NVd0+D5FCyfHurmKxZo+VN5h0b93+rnxul9IcZplMkt/jUXtF7BOXGJjQAjGzLVAOJRazPU0mmyP6Cm2/X97Wmi4nssz2NPk6WXQGABj+RmVyPBSYfcHV4d3xNlfFOMOdTlkVAACGkaZX/6a2j58zNsfkDq5gjlyVnLPoxzLZHKr71y+190+nq3b1dWp56xGZHek9ruS2Fc6QpPCqYyNv/R7ZellBmjZ7kYov+6fGfPEq+f0+WfMmDrjWcX9Y0vOUOvX4qE1EI3mCyWxrTuwVm31ly5skX2ervM3Vxq4euWsCGyF2V2s4XsIJ68pPpWDZAG9rnay50c+bNW9S+DH5XG3q3P2+HP0srWIbe6h8bfVRScLuuGvL+71y3OTIUPapP5C7MlAWJGXaicYhg2JJz9GYz39HRZc9ojGf/47SZy1U/rm3qGjZg8o64ZIupWhCbM7S8OtJkjq2vyFJcgyytEpohbRjQt+T4zbnZKWMP9LYLAXLqoRep96mviVvjewRq7/7euVFytTAvgSOCXOMXTHZgyVP3NVlUe2+jmY1vHib7EUzlT6rfxsgm9Oyw1fUuqrLZDW89hzjZqtz94FV4yGeul1q3/KKMnu4ysYSXGjkaTywQaanqVqWzECt7J6E7mtOyZQ5JTO6Lz03UMs+lBzftVkVT/5GHVXb1V5Vrn3/uU3t++K3ERcknzuQyA6VQ4klVDrFZyhf6m2p6VJz3MwV2QCAEWJUJsdD9etCdcW742uu6ZIcN9tTOcMNAMAw4u1DsjHE39kib2u9bHmBlcGZx5wve/FMNb58h9o/e1F+V+AEeOfOdyRJKT0kQB3BzThdlbGT4576PTKnZcfc3E6SnF+/WTmnLpe3o1m1j/9ENQ99XwqWOxkok80RTij1JC2YPGvdvM7YJUny1AdX2Pcxwdcdi3OSPLWBpHJ/hFao9ndjw/6yF4dqxh94jJ763VH1zs1p2TKnZkXVle/Y/qbsRTO7JOx64hh7qDp7WTUe4t6/XVbD6t3eZH/hezLZHKp58ga5q7cqddrnjUPCHGMPk805WdbsYpnTcmSy9lwWI/PYpSr67mplzDtXnTs2qvr+72rfrV9V44t/lt/rVuYxF6jw2/fH3JzR5iyVO+LYeer3yNNQodRBllaxFQaT4/1YOZ5S+jlZC6YamyUFNg71BjcR9DRWypLZ/+S4rXCGfB3NUnC1dF84Js6VJNlLel+FL0m2/KnytTfKG1G2IqTto//IVfGhsk5cFvO5iCVU+9sTLE/lqS2XLbg6XcGTItaccXJVdE2OS1LzWw/Ikp7XbUI+dNLEF7lyvKlK1j6cBLRkOOUKnuwxllYJXZXjaTywx0TD5ue19baLte2vl6np01ciRiMugvHR5Og+OW4JJsAja44ruCjNnGm4WsSeGk64AwAwnI3S5Hie/D6vfO0979jtba3tcsmnyZ4W/mAAAABGHk/9LlnzJspWMFVZJ3xbnbs/UMvGR6PG+FytclVs7rF0hr14pjwNFd1+nvAES3RYDKuQQ+wlh6t18zpV//1SdZRvkKexUp663f1ekRwp76s/V8rU3jehS5+1UB3b3uh2/xVva738nS2yxUhO24tmyDG+j4k8Z2m/640r+BnM52qL+fPjyTb20C414711e6JqxduCJXjcEQn0zh2BjSVTJnX/+ohkcmQEVp93U4LHyFOzXZb03D4n31NKj1HaYaep8cU/y9dSo/Yt/5V97KGypOcahyp15gI5v/FHFXzrThV++x8qvny1xl69rsdkevrhX5Zrzwequudi1T61Qu7qrfJ1tqrl3cdVdfe3VL/uRklS6pTjou4XukLDWFanY9vrckw6utekfE/shdPla2+UJT2vz1cYOErndSkZIknmtED5oAMrxytlSe/9pIGRvWi6XPs+krtmZ59OLDkmzZXZka7WD5+R2Z7Wpzr2toIpcld1vyK6/rlVMqdmacyJy4xdMVlDV9QGV/q6q7fJZHPImh1Y2W0f27XeeCR31VZ17tiojM+dZ+ySdKCMjTtio2RPU6VM9tQeE/hme7pMthR17gqUMTI+x9YxgccXKoWExPMFS4v2WFYlmAA3xhZva02XebXZkS4/i84AACPAqE2O+4I1BXviba2V2bCRi8mWxhluAABGME/NDtkLpil30U/kc7Wp/plfG4dIkjrK35KtYFq3dbdtYw/rsX60p36PJMmW3bXuuDVnnEwWu9yG+3fseFspPZSJ6KnMS+7pP5Vj0lzZSw4zdkXpaSPOSO6aHTFr/WbMPUfWvK4JRiNzSqYs6bly1/Y/Oa7g6vHBlnXpicmeGljVbEhYu+t2y5KRH95kMFRiIjLJ767ZKW9ztRx9TI7biw+RpH6sHA8kk0M123tidqQr+0s/UGf522r78N+SpPatr0rdlFbJnHuOPLU71PzG38Nf6uFnme1psmQVqn3rK11qToe0ffKCfB3NSjWcmAmVFvEYXgMdZW/IZLH3uc62kSWrQOaUTLW8t0bqY91xkz1VjvFHxNyw0pIZuNoiVHPc21QVaA+uqu4rW+F0ufZtkad+p6w5Xd87RimTj5Xf1a7m1wLPQV+Oh61gmlw9JMc9tTvV/NbDSp9zuvLOvlHpsxb2eJLFnBE4geINJjPDpaeCq8ft4+fI52rrUsYlUvNbD8iaXaLUGV8wdsmaEzg5GHmFjy94EqKnuviWrMAczFX5qfyezi77N4S+b2ijTyReqLRoT2VVQqVTQu+hEG9LrcypY2QyW8JtZltq+GotAACGs1GSHPdH3bKk54U/APbE21wTWLUQGcTtqdRGAwAERccXjAyhzSatuRPU8Pzvu62H3VH+tiTJMbFrAtSSVSBLek6XVceRPMGVksakjnRgsz7X/uiEU8eOt2SypcSso5w6/STln/d7jfniVTLZUqL6sk/7gVJnnCxva71SetkkMW32Inlba9WxLVD7uTvuul2y5kavfrVkFSp1xsl9qocdSiqHanX3l6d2l2wxkvPxYi8MJKxd+wL1xkM89bslSdbgSQ1b3gR5W+vD5TJCOra/1efkuGNsoASPuypQIqI3oRMKfdnUMevE78hkS1Xds78Nt3nqdslTt7vLVQSO8UfKVjBVTa/fq6bX7wt/eRoquv1ZoRMkvZXH6Sh7TY5J88IbUioiOW5cOd65Z5N8rlblnf0r5Z25st+lhEKbcXaUb5C7ZofsMd4vRqFa4yZ7anhVdIg1lBwPzg88jfskSZZ+bMppLwrsQeCu/Eyemh2yOXt/7aZOPU6dO9+Rt2W/3DU7e02Oh54jt+HvhlHzG/ep8aU7ZE7NVvZpP1Dx99bIec7voq6ICAmXmwwlx4OJ99DPcoyb1W1JlZDO3R/Ite8TZc4/39gla1ZRVL1xSfIEE6fWHk4+mIPloXzN+wMnygxlaqzZY+VpCDxP3SNGD96BYxiaA/eUHDdn5Mnf2SK/zxvVHnp9RW7KabKz6AwAktfIitGjJDluirplzsiPWafPKHR5oSXrwKoGkyNNvk7OcAMA1CW+YGQIJWvbt7ys9k/WG7vD3NVb5W2tlyNGaRV7qN54L2UyPA0VMTfltBUEEk8eQ+LYtWuT1E2t84yjl8jf2aKMIxer8KK7w4m0MSddpvRZC9X03zvVvOEfMmc4u93UM7QRZ9sHPa8aV/CxWdJzokofZBx9tiTJ2s0q40i2YEkN46rhvvLU7ZIlq7DfpS36yj42uBmn4QRHaMV/KJFozSuVpy46uStJneVvypKeI1s3Nawj2YsPk7t6q/zuTmNXTL62BvnaGrpNWEdKnX6i2j78T5cyBu1bXlLKxKOjn79558jTuFftW6LrMXv2l3f7nIZOhLhrthu7onSUvSaTzaGUSYEa2pJkyyuNqtUeqfrvl6p5w/2yFc1Q3tm/UvFl/1TaYacZh8VkDx5zd+UWde56t9eksoIlVUJCq6JDQonYAyvHA6ucrRFzgN6EN+it+lSeuuAJlh7qjtsKpsqSWaD2stckSa4978lecrhxWJTQa62nVdyS5Pd0quWdR7X/ge+p8s7z1fTKnXKMPyLquQkxZzjlc7XJ7+4It3lqd8qeP0UmR4Zs+VPk2vNh1H1iad7wj8CGp5OjN1q15HRNYnsbgyvzgyclYrGGn5Maeer3yGZMjo8ZK29EqZbYiNGDd+AYhkqgmO3dl1WxZDpjLkILzatDZXwUmlez6AwAktTIitGjJDkezZqZJ69hB+1YQht2WkKbh5jMMlns8rsD9dYAABjNli1domVLlxibRzxP3Q55W2tV/+wqY1cXnTveVmqMRHXaYafJ72rvsfavgolWS27X1Zo2Z6k8tTvl97qi2v1elzrK3+pS69xeNEP2sYeq4YU/q+bx/ydZ7HKe8zvln3uLMuaeo5aNj6j57YflqtgsSXKMjZ1kC2/E+eEzxq4u3PWBxL09uHLYbE9X+qzTpYjEd09szknytTfJ21pv7OoTdx8SjINhLz5Unsa98rU3RrUbk+M256SYq987dwdOZDgmBFYk98Q29lC59n5kbO6Ra/+28Or77pjTcmROHROzdE2otEqoDrg1b5JSSj+nlo2PGUYGEt/W7JKYJyJseZPCG9n2pGPnO/J7XVGr1a35pVG12iN5m6rV9Nq9qvzLeap5/P/JXbdL2adeE7NOupGtcIbc+7dJwc1zzY502YsCVwJ0J6X0GHXu2ChFJNdDQkna0Gsh9LtGLpDpja1ourxN1fK1NYRXyluD9epjSQk+Lx3lGyRJnbs2yWRL6bF0kq1wivzuzvBrtC+8TVVqfutheZuqZc3r+nqypju7lJt07d8ma36pHMFkfeeewGu9Jx3bN8hdXabMYy+MardmFclrSI772hvld3f0eHxDK4y9rbXy1O3uUnPckjuuy4p0JFZfyqqY0/PkiTHPDs2rzRF1x02UVQEAjBCjLjluMltkcmTEPKNt5G0OrhwP1k4zO9IliSAOABj1li1doqmliav3PJS8rfWq+9cv5e9sMXZ10VH+pkyOjKjEW+q0zyul9Bg1vXFf1NhYPPV7ZYtRysCaPyVc29eoc8dbsuZNkiXzwOrv9KOXyNfeqLaPn1Vn+duqvvditW95RfZxs9X64TNqfPkvkiT3/m3yudq6XYGaOu14dWzfIG9T7FIykTy1gfrSobIaaXNOl8mWopZ3HpXZkd7t6vQQm7M0ZtK2r0IrjhO1Kae9+BC5KmInrD31e2TNHS9zWrbMqVkxVz/7XK1y15SHE4jdsTknymxPU2cPJXhi8dSWyxZj88hIoVXdnuquq7rd1WXyNlYqdXpgo82Mo78mX0ez2j7qemIktCo8Vo15i3OS3Pu7fn8jv6dTndvfCid9TVaHrNklMU8sGHWWv626J38meVzKOuHbxu4ubAXTwiemQolbx8TuT1JYc8YF6qZve13umnLZ8qOT49bM/HAZpBBP3W5Z+1VW5RC5q7ZIEcezp9du6tTj5NrzQXhD385g6RLH+DmGkQfY8qeGTwr0l7s29tUB5kynvG11UW2emnJZs0uUUjpPfk9nj3srRGp+80HZiw6RI7hC3WRPlTktJ2YS29tc3WNy3JqZL29LIGkfLnUU/FtqTsmU2Z4uT33X74vECZVVMfeQHLem54VXiUfyhObVoUVnwe9DuVIAwEgw6pLjlszAh9w+JceDl1SaMwJBPHSWnMu/AACj3Z33rdYTa7svOTLSufb0XEM3pCO40tQRrIlssqdqzIIr5a4pV8vGRwyju/LU75HJkSFz6phwm9meJuuY4m4Tjh3b35IkpUwO/ExLZoHSDvmiWjc9HR7j62hW3dM/U+3jP1bDfw7UmpYkd8VHso/ruvrUkpEvW8E0dQTLOPTG21Qlv6dT1mCCL/Oos9VR/lZ4RXJvJT9s+ZOjNrHsr/AK7h5W3w6UOS1H5rQcuSuj642HBJLj48Ir5Ltb/eyq2Cx7Sc813m3BVfzGzVd7495fLpMtpcdNC23B8iDdnYRo3/KyUqYcK+uYsUqftVCtm56KWdoltNI5VjI+cJIj9u9v1L7tNZlTs2QvOTz8uunra8DnalXThgeUdviXw79XLJb0PFnSc+SuDiTH/a52uSo+lGPi0cahYaErMTrL35aneptsBV3LqoRKqoR4m6pkGRNdm7w7JptDNmepXFUHXk+exr0xV2or8r24/c1wW2DF+XY5JnRfIsZWMK3XeuPdce8vlz3Ge9aS4ZS3OXpeFPrblDrz1C5lh3rSvuVleer3KOvYb0nBVeOSuqwcV/DKgZ5OsJkzD+wR5a4Lbm4cXD1uDZaq8sZIuiNx/J5Oye/reeV4Zn7MK7RDdcjNwUVnpmBpFhadAQBGglGXHDdnBgKyz/AhMBa/zyufq1WWYHI8VF+N5DgAAMnB39kiV8WH4eRa1vGXyJKep4bnei/JIkmehlCJjgN1x8M1nLtZAeppqJCncV94s8eMIxdLklrff8owMrCy3aiz4gPZnJPDV7yFpEwJ1ALu2N7zRpyRPLU7ZcudpNSZC2TOcKr1ndXyBBNnPW3KGapVbtyIsb88tTsTkhwPJ727qaPtqdstW874A5tRdpPg7az4UObUrC4lHyI5ig+Vr61Bnob+JfLCq7l7OM425yR5GvdF1YuOFKotnnvmzyRJre89YRgR4KnbLb/X1aVcjsmRIUt6bp+fx9Amr6lTjpMtmBh2x1h1352WjY/I11KjrJMuM3aF2QqmSTqwcaQkde56R47xR0ZtBhrJMWmuPA375GncK1d1mSyZBTKnZIb7LZldk+Oexsrwopre2IMr0d2VgZXjCp5wMNbJDkmZGlhd314WONEU0rnr/fB+BkaWrEKZHely9VJvvDvu2nKZ7KlRV6QolBw3LBoKvfbMjnS5+lBSJVLzWw/JPvZQOcYfIUswiR1r5Xjg+HafHLekO+VtCjwub/BEWWhzY2vOWCn4txIHl9/V1m1y3Jw6RiazRb5gCRUjb3PVgXm1LbTojHKlAIDhz1QyYWKvW4hOnjpNWz/t+6qCofDy8+skSV/+3s3KPf1/VXX3t/pUr6/worvl2r9N9WtvlH3socr/xp9Uu/o6dex8xzgUAIC4mnbITG0v67mmdW8GE6Pnz52jWYdO0533rTZ2xfT0E/80NikrM5CA6uzsulr13vseNDYNS7uyjlZ51jzN3v8vfZB/uopbP9b0+v8ah8XUYcnSm8Xn65C6F1XY9pkkaW/6TG3NOUnzK/8hhyd2aZey7BNUmTZD8yv/oTeLzldOxx4dWveccVhMDY6x2pT/Vc2qWavcjkA5Akn60PkVucypOqr68ajxPfk094tqdIyVxdshmcyaWxVYLf9m0QXKclVpZt3zxrtIkhpSxmmT83QdUf2kxri6rhrtq4/yTlObNUfzqrq+tgZjT8Ysbcs+XsfvvUdWX9fXZug5KmgvU729RMft+7txiCSpw5qpN4su0PT6l1XcGvt99nbhuUr1NOnw2q7lTHriM1n1SsmlmtT4piY2v2fsliS9W/A12X2tOrzm38ausA3FF6rTkq7i1k80vf5lY3fYOwVLZPN1aHbNv8JtjY5ivZ9/pubsf0rZnV0TnLFsyv+qOq3pcraVa3fmETppzx3GIT2qTJuhz3K/0OX1G7Iza652ZM3VCRV3yeL3SJGPs+Zfyu7o+vn+lbGXqrjtU01teFX1jhJ9kH+GZu9/WjmdgeTqy+O+qwnN76m08cDJpl2ZR6p8zDE6seIumYM/pzsVGbNUln28jqu4RzZ/4PW0fcwxqsiYpRMr7jIO12bnIrVbs/S5yoei2mtSS/VR3pdiHu/9qaX6OO9LOqrqMWW6oxP5fdFqd2pjwRLNqlmn3I5AySSv2a5Xx16iqQ2vqqQletPN10oukcdkj/lYerOh+JtK8TTL2V6ubdnH6fiKu2X1R++v0NvxfX3sRSpo26qpDYErXd4oXqrcjp2aUf+ydmYdrR1Z87q974P/fNTYlBBDHaMPltA8+qRTFqroOw+pc9d7qv/3b4zDZHNOVsG37lTtUyvUEbzCKFL+ubfI7/Oo5tFrZc0dr8KL71Xdul/1uDE2AAADEY8YHWnUJccXXXe3xnzhcu3948KYl5Ua5S35jcwWm/b/8xo5Js2V82s3af8DV8pVObx/XwDAyBePoD6YGN3f5HgoER4plDD/2nnfNHapuTl2Yni4seZPVfa5f5Lf3Sm/u131DyzrU73yEOeVz6jt7YfU9magRnnGSd+TY8YXVPvX7jc7tU/8nLLOWCnX9tdln3ycGh/7gdz7+laWw2SxK+/yJ6N+psnmUN5la9T21j/U9tYDxrt0K/Xoc5R+7MWSpJb1t6jjk2clSVmLfiZzVqEaHrrccI+AlDmLlXHiZaq98+v9OlZGafO/pbS556nm1q8YuwYl44v/I/vEeaq75wJjlyTJVjJLY876jfzuDnmqP1PjE//POCQs9+IH5N71rprX/87YJZMjQ3nLHlXrG/eq/Z3+J/hzLvybPNVb1fyf/zN2SZLyLn9S7e8+Fn6eY0n//OVKnf1V1T/wHXmDtZtjyVywXLYJR0cdk5RZi5Rx0pWqu+tc+ToCtbF7kzrnTKWf+F15m/ZJ7g7VP3SFcUivss//iyS/Gh78rrFLWQt/Kkv2ONU/GL26PO+yJ9Sx+Sm1vn5PVLt9/JHKOvNXavrXCrl2vCVzSqZyL31Era/eqfb3H5cpdYzyvv2wWl66VR0frg3fzzH9ZGWedn2vx02SMk+9VtaiQ1R//4F66SmHnKKMU36guvsukq+pKtxusqUq77LH1f7uarW+/rdwu4K1tHMvfSTm+zTtmAuVNu/8Qb0XnFc+o7bX71bbu4HksSV3gnLO/4ua1v1Cru2vR40dc/bNso09XLV/WdynOVOk1NlnKP3zV8hbs12mdKfq/naucYgcM76ozFOvVf0/LpU3xgpw55XPqPX1v6n93UD8GbP4/ySLVY2P/VAZp/xA9nFHqO7e6M0/Qzo7oxPxiTLUMfpgiUyOF170N7lrd6vu6cDVKJEcpfPkPPv/up0r5yz6iewFU1V1z8WyFU1XwQW3q27NT9W+Lfq1BwDAYMUjRkcaJWVVDuT3LZlO+Tpb+/whz9daGy7FEi6rEtypGwCQ7Ho9f5xUmpqbu3yF1NTUdfnq7HSNiK/WPR/L11Yvk82hxhf/rI6m/j12T+1OmbKKw7fNORPkrt7WZVzkV0v525Ik++Tj5K4uU8uO97uM6e6ro61Frr0fy1J8aLjNVBioQd6y5dUu43v66qgOlMTwtdWr8f1/Heir3i5r3qQu40Nfpuzx8rXU9PtYGb869gfKmXjTCrr0DebLnDtR7v3bu7SHvtqrAj/XZEtRZ3V5l/6orz0fyDL2wLGO/PLnBWpbt+/6oEtfX77c1dtlzpnYpb2z0yVvWoFMFrs6qsq69EV+tX76ojq2b1BbZc+vuY6qbTKn58ptcoTbTGPGydfeqPbGmi7ju/tq/jSwOt2SVdz7sevmq/Hlv8iaO1HW6ad06bPkT5WrckuX9s49m2QZO6dLu7kksFFnS/k76ux0qb2xVt7maplyA69fryNbktTZUBl1v46aQELcl+rs8j2NX5b8qerc92lUW1tVoPyJP2NsVLt1+qmBx7P1tS7fp72xVu7922Qpnt2lz5xbKnfNwI5n6MtTt0vKHh++7bVlBX73+qouY13VZXLt/VgdLc1d+nr7anzvX/K1NcjinCxP474u/Z2dLnXUBhLivpTcLn3e1EDpDVfEc+Kq3SVL8LGbM4vkadjb5X6hrwOI0YMXfQx9rvbwnNjImpEvSfK2dq05rtC8Ot1YVoVypQCQnEZWjB4lyXFT+H/mjDz5ugnYsXhbasP1Bk32QO1OdtUGAAQciC+jiTMvRzdce7nOWrRAU0sn6KYVyzV/7hzjsKTSsWOjOna+o7ZPXzB29crdUBFVc9xaMEWubjbjDPG7O8Ml3Fq6qRPdE1fFZtmLDgnfTpk8X97W2qg6zX3hqQtsxNhiqHfuCdYktjlj1wO3OUv7XKe6J566QPmH0EZ88WLLK+223rgkeVvrwkkbTy81s117P5R1zFhZ0nOMXXKMPSwwpipQUqe/3DXbZHNG1wEPseUHa3r3cpw7d3+gptdjl4WJFNrUM7LGudUZSMj2h7epOrxZpqebjUJ707F9g1wVm5Ux95zwxn2SZE7NkiWzIGbd7c6d78leNEMmR0ZUu2PS59S5+/2ojf/c1dtkKwjUCQ8n9LpsyFkZ6M/ueVNOsz1N1twJUfXGFazjLilctz4k7fDT5G2s7HZT4M7d78kxfrZMNkdUu61gitwxfu/+cNfuiHo9WTICC4BiJTNd+7ers5vH2Bu/p1Mt7wRWfHe3aaa3MXB8LVld67qbg8+JJ2KPKHf9bplTs2ROyZQlu0TuGKvNuxqdMfrgij6Gvp5qjqfnSX5/t3Ntb0utzI50mWwOmYPfw+dmXg0AyWlkxehRkhw/wJLujPkBsDu+lhqZzBaZHBlsyAkASAo1tfX6+c236/qVq8JfGzb2b1O20aa97FU19nETTiNv/R5ZswMbyVmyCmS2p/eYmA3pLH9bvvYmtX/S/4S8q+JDmayOcILcMWW+OrdtMA7rladut/zuDrVuik6Ohx6/zRlYGW1kzZ0QTrYOhqc2kBy35sUvOW4dM1Ymm0Pu4Kr07oQ2AXTXBk4QdKezIlCr2T42sDo/kq34ULn3b+t2w8zehBLTsTY/tTknS31I3kuSuyo6cRvLgY1WA99X4ZMIvX9/o/ayQJkETy/HricNL9wqa+54Zc0/UDrDVjhdkuSu7nqyoTN4Minr2AMlnCwZ+bI5J6ozeCVGiHt/WfiYmoObQnZJjrfWS5IsWUVR7Ua2wkCS3XgCxO9ql7epOuq1ay86RLb8KWr94OmosZE6dwbqyzvGHh5uM6dkypJZIHd17E18+8q9f0dUst6SkStJ8jZXR4wK8NSUd5vA74vW95+Uz9UqT0PsPQe8LYHjbRnT9fhag0l7X0Ry3FsXeD/aC6fLkp4jbz83uEWcuNq7TY5bMvLka2+Q3+c1dkmSfC2BObgl3SkF59WRJ60AABiuRl9yPDNP3ogPWr3xBHdvt2Q4ZQpe/sXKcQAAkkvH1lflCa507C9PfYVM9lRZ0nMPJDSre0+Od5S/qdYP1srv7X/93M69wYRtySzZCqfLkp6n9u1vGIf1SdNr98rX1hDVFkqYRq4yDrFkFcjsSB9QUtXI7+6Qt7la1tzYK9QHwpofeA56S967g8nx3hK87qqt8rs7ZB8XnRy3Zo9VysSj1bl74CeWXMGV/tYxXVcv25yTB72SOJK3tU6+9qZw0tiSniNzapY8/Vw5ruD7RVKvJyB64q4uU8u7Tyhj3rmy5o6XJNkLpgX6qromid0129Xy7uPKOPrrKrz0H0opPUYppfMkSR07N0aPDb7/bIXTZAmWT/S1N0aNUfDkUO/J8cAJqFgnIDx1u2TLO7BSO33OGZKk1s2BGs6xuCo2S5IyT7hYlmDi3pYfSMAP9vn21G6XyWKXNSdwss6ckS9fW+AkgJGnZodcwb8jA+Fztan13SfkbYydHJckb1OVLMFV4pHMMVa0e+oDJ8ock+cHbpMcHxI+V1u3ZVXMGXnyBufOsYTn1Zl54ZXj/k7m1QCA4W/0JceziuQNnrXui9AZbmtGnkz2tECtcr/POAwAACAmT33g8n9LzjjZ+piYVTCx1vLuY8bmPvG1N8lTu1OOksOVOiWQTOrc9a5xWJ+0vBPYvM/IXVMee0VzXqBtIEnVWNx1u2XNCyRHu2MdU6TcM7puEBdL6DF7anpOenvq9sjX3hgzaWrUufcjOUqik+OZ886TpAE/hwqWnnDXlCvtsC8Zu2TN73/Jk964a7aHy25YcwP/9rZyPhZ3zXZ56nbJ001Jjb5qfu1ueVvrlL3g+1Iwme1pqJDP1WocKklqfPHP2v/w/0h+Ke/sXynr5O/K21rfJakcvvIhf4qsGfndPk5vU5WsY7qW/YhkL5ouT+2OmFcHuOt2hFeOmxwZSp35RbV//Lx87d1vburrbFXtkytkzZ2gwm/dqdTpJ4ZLwLj3Dy45HjphFSrJY81wdpvM9Lna5OuMfZz7quXdx3t8jXoaq2KefLBmOOXraJbfc2CPqNAK9JTJxwRvx37OkFg9lVWxZvR8hbYvlBxPd8ocLFdKWRUAwEgwqpLjbW6TTGaLfK2xPwTGEkqkm9PzZLanUlIFAAD0iydYG9eWM05WZ6k8DRUxE2mxdLeqsy9cFR/KXnKYUiYfq47yN/u8GXlfufeXyxqjHnaobSBJ1Vg8tTtlzem+rIo5LVt5S36j1OknKvNz3zB2d2HLLw2Ui+llRb63frfcfShZIknuvR/KVjgtXB/bnOFU2uxFavvo2XBt5YHqKHtVKdNOkMmWEm4z2RyyZpfIE4fV+ZHcNTvCVwOE6sn3lNzsSdOGfxib+s3nalPTS7fLMeEopU77vGyF07okuo1cFZtV/fdvq2XjozLb09W5M7qkiiR56vfI7+6ULb9U5syCLiVVQjyNlTGTt5Hs4+bIVdm1zIuCJ2DM9nRZ0nOVftipMlnsanl/jXFYFx1lr6r6vu/IXV+h3DN+psxjL5S3uVq+jgObHA9E6HVvzQucpAus9O0+mTlYvvZGufZ9YmwO8zbtkzW76/E1Z+WHy65E8tTukDU7sH+DN3jSEQeX39UusyOQ2DYyZzjla+7+9RQ6oWHOyAv/raSsCgBgJBhVyfH64ByouxUSsYRq8FnCK8dJjgMAgL7zNlfL73XJklMie/4UeQZRaqI/Ois+lDktR7bC6eoYQL3x3nhqtss6pjhqw0RJSimdJ0/tzj6fAOiNp26XzI50WdLzjF0yO9Ll/NpNsmaXqLP8bWWdeKlshYHSG92xOUv7tHLfXb+7z6vfXRUfSZIcxYdKkjLnfV2S1ByHBHF72WuSJMekueG20Op8V03X8iKD4a7ZHjjWmQWyOSfL21orf2eLcViftH+y3tg0IG2fvqDO3e8p+5SrZR0zNmb5EiO/p1ONL9+hmoe+r/aPnzd2S5Lc+7fJlj9VliynfE1dE7FSYFNOc2pWl9d4SOqhp8iSnqu2j541dkmS3MENZa15k5Q+56tyV5f1mCyO5G2s1P4HrlDrO48FyhQZNvwcKE/tTtnyAyewLBl54atkh4Jr78eyZBZ0Ka1iSXfGLIPpCdYd97U3dXv1ABLL726VTGaZLPboDpNJlrQceXp5Pfk7W8LzahadAQBGitGVHO8I7Iba3xUS3tZ6mTOcgeQ4QRwAAPSTp75CNmeprHkT5dof34Rmd1wVBzbT69ge/+R4qJ50ZE1lm3OSHOOPVOvmZyJGDk54U87c6NXjJotdeYt/KVvBVNU9eYNqn7xBnrpdyl34E5msjqixkay5E/pUC9tbXyF38Gf3pnPfx5Ike8nhMqeOUfrsM9T+yfrwVQOD4a7aKm9ztVKnnhBuC5fn6cPv0R+hWvg2Z6kszklxqRsfDw3P/0HmtGxJkquXleOROvd+pI7gRp1G7v1lshdMlXXMWHm6WTnubaqSJFmzYpdWyZx7jtzVZerc/b6xS4ooY5I+53RZcyeo9f0njUN61fDSbap78gZ17hl47fpI7pod4fesJbMgXAd6KIRKPTkmHhXVbsl0yhfjOXHX75YkeRoH/77CwIRWepsc0aVVzOl5kskkby9XaHuaa2VOD6wc97tZNQ4AGBlGSXLcL0Ulx3sO2ka+1hpZ0vNkdqRx6RcADEPz587RTSuW66YVy3XDtZfLmZcTbl+8cIFxeBwF4gvQG299hVJKA7VyQ/WOE83TWClva53c+7eFr4SLJ3dt4PcIbXApSRlHni2/p1OtH8YxOR7ciC9U5iMk9/SfyD5uthr+81u1l70mv9elurU3ypo7Xlmf/07U2BBbaEPHPjwHPlebOrtJrBr5Xe1yV2+VfdwsZRx1tkxWh5refNA4bMDay15X6pRjw7etzsnyd7aEa/jGi7suWJPaWSqbc5K8wyQ57qnbreY3H5AkubspYdJfruoymRwZkhSzhId0YFPWlCnHG7vkmHCUbPlT1PJO9zXl/Z0t8rbWK3X6SfJ3tqhtgKvp28teU8u7jxubB8RTs0PW3AmyZAU2+4z3ayiW7mL03Kn5snta5Bh/RNT4QNK+62ImT10wOV7f/Saf0YjRgxd9DEOrvY2bclozAlf29FRWRZK8rTWyZjhltqexGScADAPdxWjm0dFGSXI8kBSv7zBJfn+/Lx/0ttYGLv+ycfkXAAw3zrwcHTtvjm6+9R5dv3KV/vnEv7XwlBMlSUUFTuPwOAvEF6A3oRWPkuQ5SCvHJcm154OErBqXJG9TtXydrbI5A8lxkyNDqYedqraPnhtwKY5YvK318ne2KPXQU5T1+WVyfu0mFXzrTqVMPUFNr9wVlYh3V5ep6dW/KePIxVFlSELCm3Hu7z05LgVqU/dVZ8VHso89TBlHLlb7lpfl6WO98r7o2PqqTI4MOcYfKQXrprv7+Dv0h9/VLk/jPjkmf05me3qfa64fDM1v/EOuis2Drrsd4qk+8D6MtUpZktxVW9SxfYOyTrhE1tzoTWEz5n5d3tY6tX0cu6RKiCd4wqH1w2eiNpgcKqEa8ikTjpYGsGiov3qL0ZltO+WYFHgskmRJz5Uk+WKcsPAG34/ehr6+L4nRgxd9DENzYZMteuW4JSPweaunDTklyddSK3NGnsw2rsgGgKHWW4xOrJEVoxOaHF+8cIFuWrFcv/zx9zVjamCyEktaaoquuXzpoM9a1HcGNobx+7zGrh75mgPJcTbkBIDhJy8nWw77gdqXn5WV675/PqX5c+fo2HmBr9BZcGdejm649vIuZ8aXnvtVnXvWl8NnzQcbbwCj0OZxfnenPA19XfU4eK6KzerY9oaxOW48NeWyBTfgTJ+9SCaLXa3vx2eFayR37S7Zi2Yqc955suZPlrd5vxpfvFXNbz1kHKrmNx+Uq+JD5Xz5/8mckhnVZ3NOkt/TGd4YLp5cFR/KZLHL5MhQ8xv3G7sHpXP3e/J3tihlWqC0is05uU+r3wfCXVMux7g54f8PF36vS3VPrzQ2D1jk79ZdWRVJqn/uFvld7co57QfhNmveJKWUfk6t7z0RNTYWT3Bj2tb3nzJ2DYlQvf3QyaNYtb3jqbcYfUS+T5b0POWXzpQzL0eXXX65JOncLx/TJUb/5NLTJUlzJgbak9nBnkeHhcqq2GOUVenDyRZvS62s2SUy2VPkYy8vABhSvcVo5tEHJCw5PmNqqUrGFmjlb27T/Y88rVNOnq+01BTjMEnSaV84PuoJG6j6TlOvATsWT0utLFmFXP4FAMPQZ2Xl+nRrua698mJdc/nScCzZsHGT3ng78PXzm29XW1u7zj3ry/rnE//ucmbc4bArKzND169cpZtvvUeHTCvtcbIJ9Jc7WHvafRBXjUtSR/lbfd4AcCDcNeXhleMZc76qzt3vy10TSAbGU/NbD6rm8f+nfbcvUeUdX1ft4z9Wy7vdJybr/3OzLOk5ypx/QVS7LX9Kwupou/YEary3l72WkKRy+7Y3lDr1OFnSc2VOzYp7vfGQyFX1nuCGksOFt7Xe2DRgfk9nOHHdXVkVBcuONL58h+wls5Q+O5CczZz79UD5oE1PG4d34a7dpc4dGxNyQmYgQld8OCYGV4631RmHxFVvMXr/R/+VJHnyDtG5Z31Z/3kz8PfqlfXPdYnRN/z8Jvk7WzS9MCWpY/RQzKNDfMG5sLGsiiXTKb/PK197Q1S7UWgubsksCH8vAMDQ6C1GM48+IGHJ8ZnTJ6tib7Xa2ju0uyKwgmp8SbFxWDj4b3jnwKZSA9XQ0fsmIbGE7mPOcMrPGW4AGHbWrFuv61euUvnOCq247oqYZ6zHlxSruCBfl1xwlm5asVyXXHCW8nKzwx8CNn+8VZJUU1uv2voG5WRnGb4DMHChcgCJKIXRk0Qn5Nw15TKnZil9zhmyjClSSx9W0g5Ex7Y31Fn+tnxtfUuOeur3qO3Dfyvj6K/LElzRKEnW/FJ5EpC4VrCcgLepWs0b4rtqPKS97FVZMguUNmuhFFy1nwihxH4oiTqahTbH9bX1nNBr/eBfclVsVtZJl8lWOE1ph39ZbR/9p08lXjw1O9Ty/hpj85By1+4IX1XR2+8eDz3FaIe7Ud7mamVN/ZyKC/J1zIknS5IuPP34mDHaVbtTnoaKpI7RQzGPDgmt9jbZopPj5vTcQOlSf881ZEPzaktWYXgVOgBg6PQUo0OYR0umkgkTe45wkiZPnaatn/ZvVdKypUu0+eOt2rAxsPO68baCl4FdfMFZev6lDcrJzlJRgVNr1vW+kc03zl1ibNJ3l12i77/oUFbbDs31BnZGD3l+/YtRt41c+Yep5ejvSpJSy55Ratk64xAAwDAxtihfnzvyUL3w6kYdMjWwgd9b730c1d7UHJ3wOeXz87SrokpbtgVWSRpvG23+6GNjU0JMO2SmtpcFPmwM1EBidDy9/HwgZp50SiChl8zGXvUvNb5yp1rff9LYNWLZx81W/rm3BDaHdLer8i/nGYcMGcuYIhVd+oDaPlir+udWyZySqeLvrVHji7er5d3VxuFxkXroKWr/+Hljc1yYbCka+/218ne2yOTI0L4/fVU+V/yT19a8SSq86G/qKH9LtY//yNg9qmTOO09pcxap6q4LjV1dWLNLVPjt+8K3q/62VJ7gFSE9MdvTE/I8DUbOqcuVNnuRvI2Vqrwr+uqKRJsxtVRnLVqgu/7xmE445ihJ0su+uUqfOl/ftKzVvZ+kyDxzofb+4UDMiJwnjvniVTpn3L4u88ahMFQx2jhvNt5WAubRkrTmqbVqM6XpX9Yva573XZX6doTn0c1zr5DflqqsN35nuHc0T/YkNc0PlChy7HpF6R8/YhwCABgizKO7N6TJ8dAZizXr1mv+3Dl9DuqhAB7pG+cu0Tf/7dCR1u06yha9autf6/4dddvInVmimqOvkSRlbXta6btfNg4BAAyRKRNLNK44Xy9veD98e8qkEr30xns6fHrgkq53P9wiu92mk489UjW1DXr3wy1R3+Ok+UeouaVN7364RUUFefrcETP11vufqLI69sZSG995z9iUEPEI6gOJ0fFEcvyAggvvUMMLf5arYrOxa8QyOTI09spAsr/plbti1gAfStkLvq/0I85U1V0XypzpVP65t6jm0WvVuSt6ocRIkbf4l0qZcqy8TVWqvPN8Y3fclPxgvVo2PqLGl/9i7BpVHJPmKvNzF6jmkcDn/N5kHvMNZZ1wqTq2vaHaNf9r7B4xMo5crDFfvEqdez9SzUPfN3bH1fy5czTr0Gm6877ACalQHdO/3PuITvvC8ZKkZ3dalfPl6/Sl9ie10TVZVf5cVf1tafh7LFu6RPtr6rVm3XpNOe4MXXD8OP3ziX/rs7LEXD3RV0MVo43zZuNtJWAeLUkvvvyKOmXTfW0nab59i2ZZd4Xn0fvn/UDW9hrlfPh3w72jeVOyVT0/8N5J3/2isratNQ4BABwkzKP7LmHJ8ciAHXlmO/QhJy01RZdddE6XHVLLyneFP1z1x8vPr9P5zzhU/9wqtX3QvyBsSc9R0XcDP7Ph2d+pdTMrxwFguJgwrlhHzT5Ux84LbCDX2tau2+5+WDW19ZoxtVQXnnOGJOn+R55WbX2DrrjkPKWnBS4HDsWUZUuXKC8nO3wJ2BNr1w/5ijTFKagPJEbHE8nxA3LPuEEN//ndsFtFOlhFlz0sS0a+9t12lnztTcbuIRX6DNf2yQty7f1I2Quu0r7bl/S5PMtwk374V5T9pR+qY/sG1T7xE2N33BRc+Be1vPu42j76j7FrVDGnZWvMyd9T/bobjV3dKrjwL2p88TZ17hn6GDFQjnFz5Dx3ldq3vKy6p39u7I6rvsToFn+K7nd9SZ4379L4Y86U2WLW11I3xIzRHln09NpnkzpGD8U8WqE4bjKrZPlzanrt3qgSUsXfW6O2T9ar8YU/RdyzK5PZorH/8x/JZFLTa/eoecM/jEMAAAdJX2K0kngeHSlhyfEZU0t1ysnzdc8DT2h8SXH4/7MPm6HTvnBc+AkJ6c8Z7678evn5Z3T+Mw7VPvETdWzfYBzQM5NJJdc8J5lMqvvXL9X+Wc9lWEaTl59fpzPOOkdNzS3GLvTR1Vd+V8cfO1/nXHCRsQv98PTj/9RDj6zWgw8/auxCHx028xD96fe/1Re/FNhQDAfEWnXVnd//7v8kSf/zg/8nyS/JZBwSN/EI6gOJ0fFEcvyAtNmL+nWC/qwzT9eySy7SwjO7XuY+nOSd/Wv52upV/+/fGLuGhTEnXaaMuedo6hivyms7tesPgQ/6I5E5NUvFVzyh5jcfUtOrdxm74ybnK/9PLe89Lndl9OqgkB9ec5WOPuoIfePCbxu7RpyMo85Wy7uPG5u7ZR0zVp7G+Nbyf+m5tfrGhZdoX2WVsSshzKljVHzF42p95zE1vHSbsXtIFF56v9z7y2XLmyh35WeqW/ercB8xOtpQzKMVEcfHXr1Ore+tUeN//yqFEt7XPKumV+9S85u9Xz1UfPlqmdNy1Pjin/v13htpmEcPHvPo+GAePXjMo7s3mmN0pIRtyPlZWbkq9lZrxXVX6MJzztDzL21QW3uHcVicHDjg3pbYS/t75PeHNw/xu9iQEwAQkriAjtGno+w1Y9Oo4KndkbCNOOOh+a2H5Xe1q6zRopSOamP3iOJrb1Ln7vflqU3sxq6e2h3y1MauFTnadGzr36KZeCfGh4KvvVG+tgZ5WgcwL0qQzl3vyzHhCFky8uVp2W/sHqDRGaOHah4d4ne1yWRPC9+2ZOZLkrzNfXs9hebjfjbkBIAk1jW+DGcJS44rYlfU//3VH8OXgW3YuEk/v/n2qLPdofaBne2O5gsmufsrFMR9boI4AIw2d963uk9nu4HB8LU1GJtGhdYP/y13VfxWZsSbr70xvAGno31kJ8clqaPsVbn3JzY53l72uvzuRCXbhpfRkOweCHfNdvniloQevM49m2S2p8tkc8jXHP24iNFdDcU8OsTnbpfJnh6+bc4IlG/x9fFkizc4zseiMwAY8ZIlRic0OX6wmU2Sd4ATU18zK8cBAACMPLU7jU3DTsvGR5Vu84+K5Hh72ety1+wwNseVpy45Vo0nM3fNDnlb6ozNQ8a188AmuZ6WgS1mwsHh72yV2R6oOStJlmBy3NPHK7RD82qfm3k1AGBkGFXJ8RyHX/L3WkI9pgNlVUbXJloAAACjna+zVV+e0ClH+/BZKTtQ3qaDU5cao5u7dkd4Be9w4G2tk6ehQpLk62OSFUPD72qXyXGgrIo5I0+S5O3jSY3QvFqdJMcBACNDwjbkPNhefn6dfvaGXT871mXs6pMnt1n0zy1W/WWBS5n2Xg8JAGAUe2/TB8GNRBIrHhuJDHWMDm3ICQw1l9ckv/xyWIw9QPLZ2mDShMzh9X7424dWrd9t0a1fcCk3ZeDzLWJ0fBnj+O/esenjOpMmZQVu72+XmjtNuudLnVHjuvPCbovu+tCq35zg0rjMgT/PAICRZyTF6EijZuX4SacsHHBiXJLOnOLVg1/pJDEOAEA/nHTKQmMTMCTsluGVCASG0rTs4fd++PbhHj34lc5BJcYRf8Y4/oOj3frbqS799JjA1x9PdvU5MS5JXxwfmFeTGAcAjBSjZuU4Bubl59fpjLPOUVNzi7ELfXT1ld/V8cfO1zkXXGTsQj88/fg/9dAjq/Xgw48au9BHh808RH/6/W/1xS+dbuxCP/z+d/8nSSPmjDcxeuQ668zTteySi7TwzCXGLgzAs2uf0G9+90c9/8KLxi700w+vuUpHH3WEvnHht41dGICXnlurb1x4ifZVUjJnsIjRGC6YRw8e8+j4YB49eMyj42OkxehII2TleG/5e/p7Rn/PBtvfm97uT3/P6O8Z/T0b6v5k0NsxoH9wers//T2jv2f094z+no30/mTQ2zGgv2f092yw/b3p7f7094z+ntHfs6HuP7hGSHLcZGwwoL9n9PdssP296e3+9PeM/p7R37Oh7k8GvR0D+gent/vT3zP6e0Z/z+jv2UjvTwa9HQP6e0Z/zwbb35ve7k9/z+jvGf09G+r+g2uEJMcBAAAAAAAAAIgfkuMAAAAAAAAAgKTDhpwAAAyReGwkQowGACD+iNEAAAxP8YjRkVg5DgAAAAAAAABIOiTHAQAAAAAAAABJh+Q4AAAAAAAAACDpjJLkeK9l0wEAGADiS+84RgCAoUD8GTyOIQAgEUZWfBklyXGTsQEAgDggvvSOYwQAGArEn8HjGAIAEmFkxZdRkhwHAAAAAAAAAKDvSI4DAAAAAAAAAJIOyXEAAAAAAAAAQNIxlUyY2GuV9MlTp2nrp58YmzHCzJhaqgvPOUM2m1WV1TX6y72PqK29Q2mpKbrsonNUVOCMakf3QsesfGeF1qxbL0ly5uXoikvOU3paqsrKd+nO+1Yb74YIka/HyOO1eOECHTtvjtxuj+5/5Gl9VlZuvCuCeE8PzrKlSyQp6r06f+4cnbVogSTpibXrtWHjph7bB2vaITO1vWyrsblfiNEjR+TrKPLvHvFj4ELH7tkXXw+/L4kj/Rf5GoyMG7w2+y/ymLW2teu2ux9WTW09sbmfiNEYTvjMHT/MowePefTg8Z4enNESoyNZssZk/8zYaJSTm6e6mhpjM0YQZ16Olnz1VP31vkf11DMvatah01RcmK9Pt5Zr0WknqaGxWbfe9aCKCpyaUjpBn27lD2lPFp12kooKnKqpawgfqwu+frreeHuT7n1ojY6ec6jsNpv27K0y3hUxXo8FzlxZLBY5c3N0xKwZ+v0d92vH7r065eT5+uiTMrk9HuO3SHppqSn62ldP1Zq1L+jhJ56Jeu/ynu7dsqVLNLV0guoaGvXupo+l4Oty0Wmf1+33/FOvv/W+Fp32eZWV71JaWmrM9nh8UMpz5qu+rs7Y3C/E6JFhxtRSnTD/SP3+jvv18mtv67jPHSFJ2rO3ivgxCBd8/XQ57Hbt2L1Xe/ZWacbUUuJIP6Wlpuib55yhp//9kh5+4hlJUmGBk9fmAEUes06XWycdP1fvbvqY2NwPxGgMJ8Z5C/PowWEePTjG1yPz6P5jHj04oylGR6KsSpKoqa3XLbffp5raeknS/prAv2mpKSoZW6BPtmyXJH2yZbtKxhYoLTUl6v44YMbUUpWMLdCGdz4ItznzcpSRnqay8l2SpM0fb9WsQ6dF3AuRppZOUPnOivDr8d/rX9VnZeWaOX2yKvZWq629Q7sr9kmSxpcUG+4NSWpr75DL5dbM6ZOj2nlP982d963WE2sDq1VCppZOUEtrm2pq61VTW6+W1jZNLZ3QbTvQH5+VlevPdz2ktvYOtbV3qKW1TSJ+DMr8uXMkKWrSQhzpv/ElxWpubg2vMNuwcZM2bNzEa3OA9tfUdzlOxOb+IUZjOGEeHT/MowePefTgMY8enNEao0dJcrzXyjCIkJaaotKJJaqsrlFaWqrsNptq6xskSbX1DbLbbEpLSzXeDcFjd8rJ8/X8SxvU0dEZbs/LyZbL7VZbW7skqb6hSXa7jT+k3SgqcMrhsOmXP/6+blqxPHxZTr4zR5XVgdU1oaCVk51luDdCHnj0XyqdWKKbVixX6cQSPfvia7ynB6GowBme8Cg4+SkqyOum3Rm+DWJwfznzcpSXk636hibixwA583J07Lw5XT6cE0f6L3R8brj2ct20YrmuuXyp0lJTeG0OUKhMwE0rluu0LxynJ9auJzbHQexYTIwePGJ4fzCPHjjm0fHBPDo+mEfHV+xYPLJi9ChJjpuMDejBaV84Xi2tbXGr9ZNMTvvC8arYW039rkHKd+ZobFGBfnXLX7XyN7fJbrdpxtRS4zD0IC1YD+2Ntzfp7geeUF5OtmYfNsM4DINGfOkdx6i/zlq0QJ9uLSeWDMJZixbojbc3hVdOYeCKCpyaNKFEt939sK5fuUotrW3Ek0FYtnSJ9tfU6+Zb75EknXDMUcYhiBviz+BxDPuDefTAMY+OD+bRg8c8+mAZWfFllCTH0VeLFy5Q6cQSPfDovyRJbW3tcrndysvJlmKcucUBoZUCx86bo5tWLNdZiwIbXixbuqTLWcWc7Cy5XO641FIajfbX1Kt8Z0W4vEDozHbkmcS01BTZ7TbVNzQZ747gZXK1dQ3asHGTPisr1/2PPK2jjzhUfr+f9/QAVVbXKN+ZE74dWoHRXTswEKEVPqHVpcSP/nPm5ai4MF9nLVqgm1Ys17HzAhv9LF64gDgyAJXVNdpXtT+qZEBRgZPX5gA48wKx4tkXX1NNbb1uu/thlU4sUWqKg9g8SN3F4u7agXhjHj1wzKPjh3n04DGPjr/uYnF37cMRyfEksnjhAs0+bLruf+TpcLBpa+9Qxd7qcL2lyFpViNbW3qFbbr9P169cpetXrtITa9frjbc36c77VnepnzTr0Gna/HH8ds4dbSLrd0WWF4hsD9VIC9VMQ7Ta+gbl5WaHJ+KhD5K1dQ28pweorHyXMtLT5MzLiap/2F070F/Lli5RRnpaeGKtYC1T4kf/1NTW6+c33x6Ox2+8vUlPrF2vNevWE0cGIPJvXGTJAF6b/dfW1i673RZ+7YUm1sTmwesuFnfXDsQT8+jBYR4dP8yjB495dPx1F4u7ax+OTCUTJvZaaGzy1Gna+uknxmaMIM68HF1xyXlKj6iX1NrWrtvuflhtbe267KJzVFTgVGV1jf5y7yP8AeiD+XPnqKjAGV79F3mMy8p36c77VhvvggiLFwZWDEjSG29vCh/HULvb7dH9jzzNpXc9mD83sFpSEe/nmtr68KVivKdji/X38Im167Vh46aoYxpqk+FYR7YP1rRDZmp72eAmAMTokWHG1FJdeM4Zstms4bbQ+zMtLZX4MQiLFy5QZXVN+H1JHOm/yL9xka9BPtv0X+R7PfI1SGzuG2I0hptYr0nm0YPDPHpwmEcPHvPogYn193Akx+hIJMcBABgi8QjqxGgAAOKPGA0AwPAUjxgdibIqAAAAAAAAAICkQ3IcAAAAAAAAAJB0SI4DAAAAAAAAAJIOyXEAAAAAAAAAQNIhOQ4AAAAAAAAASDokxwEAAAAAAAAASYfkOAAAAAAAAAAg6ZAcBwAAAAAAAAAkHZLjAAAAAAAAAICkQ3IcAAAAAAAAAJB0SI4DAAAAAAAAAJJOn5Ljfp9PFovF2AwAAAbIYrHI7/MZm/uNGA0AQHwRowEAGJ7iFaMj9Sk53tTULGdBAYEdAIA4sFgschYUqKmp2djVb8RoAADihxgNAMDwFM8YHclUMmGi39gYS56zQFlZmTKZ+5RPBwAA3fD7fGpqalZtTbWxa0CI0QAAxAcxGgCA4SneMTqkz8lxAAAAAAAAAABGC05fAwAAAAAAAACSDslxAAAAAAAAAEDSITkOAAAAAAAAAEg6JMcBAAAAAAAAAEmH5DgAAAAAAAAAIOmQHAcAAAAAAAAAJB2S4wAAAAAAAACApENyHAAAAAAAAACQdEiOAwAAAAAAAACSDslxAAAAAAAAAEDSITkOAAAAAAAAAEg6JMcBAAAAAAAAAEmH5DgAAAAAAAAAIOmQHAcAAAAAAAAAJB2S4wAAAAAAAACApGMqmTDRb2yMJc9ZoKysTJnM5NMBABgMv8+npqZm1dZUG7sGhBgNAEB8EKMBABie4h2jQ/qUHM9zFshk8qumulper9fYDQAA+sFischZUCC/3zTowE6MBgAgfojRAAAMT/GM0ZH6dPo6KyuTgA4AQJx4vV7VVFcrKyvT2NVvxGgAAOKHGA0AwPAUzxgdqU/JcZPZTEAHACCOvF5vXC6xJkYDABBfxGgAAIaneMXoSPH9bgAAAAAAAAAAjAAkxwEAAAAAAAAASYfkOAAAAAAAAAAg6ZAcBwAAAAAAAAAkHZLjAAAAAAAAAICkQ3IcAAAAAAAAAJB0SI4DAAAAAAAAAJIOyXEAAAAAAAAAQNIhOQ4AAAAAAAAASDokxwEAAAAAAAAASYfkOAAAAAAAAAAg6ZAcBwAAAAAAAAAkHZLjAAAAAAAAAICkQ3IcAAAAAAAAAJB0SI4DAAAAAAAAAJIOyXEAAAAAAAAAQNIhOQ4AAAAAAAAASDokxwEAAAAAAAAASYfkOAAAAAAAAAAg6ZAcBwAAAAAAAAAkHZLjAAAAAAAAAICkQ3IcAAAAAAAAAJB0SI4DAAAAAAAAAJIOyXEAAAAAAAAAQNIhOQ4AAAAAAAAASDokxwEAAAAAAAAASYfkOAAAAAAAAAAg6ZAcBwAAAAAAAAAkHZLjAAAAAAAAAICkQ3IcAAAAAAAAAJB0SI4DAAAAAAAAAJIOyXEAAAAAAAAAQNIhOQ4AAAAAAAAASDokx4Fh7sTjjtGD99ymq6+41NjVb/H8XgCAkSH0t3/1A3fpVz/7kbG7i1/97Ee69y9/0ORJEzV50kTd+5c/9Ol+g9Gfn5mbk6M//e7GbvuTQW/HCACA4eLqKy7V6gfu0uoH7tLZZy4ydkcxxreDMX81/gzjbaNQf2+/i4K/+4P33KYTjzvG2AVgGCE5DiRQKLj3JXB2Jz/fKbvdrsKCfGMXAAA9ys3J0Tlf+6pq6+r1nSuv1Y9/9mvjkGGnZGyR7HabMjMzlJuTY+welU487hj9/a9/ZPIMABhVTjzuGB0z7yi98toGLbngUj3+5FrjkGGH+TeQfEiOAwkUmuAPxuNPrtWSCy4dEQkNAMDw1Nzcorr6emPzsPTK62/q/Iuv0FU/+MmIecyDlZ/vlM1mNTYDADAq7K7YZ2watph/A8nHVDJhot/YaDR56jRt/fQTYzOAHpx43DG6fNm3ZLfbJUkul0u33/l3HXXELE2dUqo3N76nxad/Wfsqq7T23+u19Pwl4bEtLa36+a9XafuOneHv8+bb7+oPt90Vvv3if1/X8fPnKSMjPWp8T4zfS5LOPnORzj/nLCniMb7y+ptR40OP65XXNugPt92lyZMm6oYfLVdGRrokacvWbXx4AAZg2iEztb1sq7G5X4jR6E5uTo5W/u8PVVxUKEX8jf/KaV9UZmaGVvzyt6qrr9fVV1yqY+YdFf77/6uf/Uhji4v081+vkiTd8KPl2ruvsse/86GflZmREY5HoVjR3NKiW269U9dcuSz8WCTpwUeeCK8g6+1nRsajUMK8pqaux8ek4BVcN/xouT75bKvGlRSruKhQLpdL9z34qBZ9+ZTw7Z5iX+hxGo9nZJ+Cv0NmZob2VOzTvKOPkCLiZk8i47AMnwGuvuJSnXj8/C7tod8rdIxCj9nlckcdw1CcjnwcA32civFY91VWhV9HsfpDx6e7zw1XX3GpjpwzK/x7he4ful/osvqq6v068fj52rJ1mza+90G/H8P4kmKdePz8Ls/XpInjo557IBIxGhgcYzzdV1mlv/39If3P95bpvU2b9Yfb7grHVkla8cvfKntMVsz4Fjl/jSXyM0coJoTuu2Pnbj3z7AtRj6Uv8+3InxkZj3fs2q2xRYVavWZtryvhjZ+xNMD5d3ftQLKKR4yOxMpxIEFeef1N3X7n3+VyufTgI0/o/IuvCAe94qJCHTpjmpZccKmu+sFPNGPaZK1eEzhD/Yc/3ym73aZLLzrf+C2jHD9/nn7+61W67ie/kCSdsfBU45BeRU5Cl1xwqXbs3K1vf+v8cM3Xb3/rfO3YuVtLLrhU37nyWtXWN2hy6SRdc9V31NzSou9cea2+c+W12vjeB5o8aaLx2wMAhlBdfb1W/PK32ldZpS1bt0XFoXirq6/Xi/99XRkZ6TpizuFSxNVTL/73dZUUF2p/TW04nuyrrNJXF57Wp9hhjEf3P7haGemBJGtfzZl1qB557Cld95NfyOVya+n5X4+6/ZXTvihF/Kw3335XSy64VA8+8kT4cR42c3qvv0NxUaE6Ojq05IJL9cprG3TknFm9/o6PP7lWDz7yhFwul/7w5zt10WVXhxPjx8w7Sn/48536zpXXqrmlRddc9Z0upWYij89Fl12thsYmXXPVd7R3X2X4c8VRR8zWiRElWwbyOCXp8ENn6A9/vjN8bIqLCnXhN74mxfhMcd1PfqH9+2uiEvmhY/fMsy90+T26M33aFEkKr+IbyGO4/6HHtK+ySnOPnC0FT+ZkZmZox87dCXtPAECyM86Hr/rBT9TU1GwcFhfbd+zUe5s2Ky83R4fNnFMeJZIAAG25SURBVC4Fr8qSpGeefUFHHTGr3/PtkLPPXBQ+wbrkgku1e3dFOEndX8Y41Zf59xGzD4/Z3tc4CqB3JMeBIeByufTMsy+Eb//htrvCZ50/+mSLauvqe621+t6mzdq+Y6caGpvU3NLS75pouTk5+sLnj9O+yiq99N/XpeAHB7vdpjMWnhr+vmOLizR50kTV1dfrHw+t1vbyHWpubgl/8Kirr9fjT67tddU6AGB0e3/Th2ppadX4kmJJ0lFHzJLL5db7mz7UK6+/GV7RXFdfr7Jt5bLbbSoZW2T4Ll2dsfBU2e22cNwMxcn+CCVBQ7Gttq5eH32yJXw7FHNDJ5qfXvecFPydJOmIOYf36XdoaWkN33d3xb4u/X01edJEHTlnVvhxh04+FBcV6uTPHxceZ3fYwyesf/uHOyRJJ3/+OOXl5kQdr6bmZh11xKzw/Qb6OH/+61XhZHLo+S4syI/5mWL7jp165fU3uzx/dfX14d+pLyIfqwb4GELPV+gzzWEzpysvN0cb3/sg/H0BACPbu+9vliKS4nOPnB2O9wOZb6ubOfO772+Wy+UyDu1VrO/Vl/n3rt0VMdv7GkcB9I7kODBMnH3mIq1+4C799daboy7ZTpTsMVnKzMiIqkNbsbdSLpdbhQX5qquv1y1/+qsk6Tc3/jRql+3f/uEO1dbV6+rvLevTruMAgNFv+46d2ruvUlOnlGrypImaOqVUe/dVhk+eTg5uUr36gbvClyYPN4UF+crISNdvbvypVj9wl35z40/DpUB0EH+H0Kr7qur94bb9+2vkcrnCJx8kadKE8SouKlRmRoayx2RJksaXFMtut4djdLw/V1x9xaVdjk2szxQhhQX5crncqthbGdU+GP19DAomM+x2m46Yc3jUiRsAwOgQSnrPPXK2Jk+aqLHFRSrbVh6OCQd7vm0UK071Zf7dXTuA+CE5DgwDv/rZj7Rk8aLwpdP7KquMQ+LOuFpOMSbj23fs1EWXXR24dKuuXud87avKzclRXX29rvrBT7Tkgku1Zeu2LpeVAwCS08b3PlBebo4WfOHEqJW5Z5+5SL+58ad6b9PmcCmP4aiqer9aWlp13U9+oSUXXBr+evzJtQf1d4icLIfk5ztlt9ujNjULXaouKXx5+O6KfeESLZG/w2Brk+bm5OhPv7tRR86Zpet+8gtd95NfqKWlVermM0VIVfX+Pq9M781AH4MikibHzZ+rqVNKw1fgAQBGh8irhBZ84UTZ7bbwavKhmG8bxYpTfZ1/d9cOID5IjgMHQeQqL6PcYN3L0CVfoUt9E60uxiXaXznti3K53Hp63XPKzcnR9cuvDCfDm5tbwivTrrvme+FkeDwnvQCAxKuq3h/+ex4q3xEv72/6UC6XW6UTx0etzB1fUiyXy6V339+s3JwcTZ1Sarxrt0IT21Bd8ETGyVD5jsg6pEcGa6gP5nfoC7vdHr4UPFQ7ddLE8TrxuGNiXoqtYLmYx59cq/c2bdb0aVN09pmL9NJ/X+8ycZ48aeKgJ9GhFW+hqwGOmHN4eNV2KCER+Zki9DONz19uTk74M0RkSZfQ79iTgT6GUP+L/31dkyaMV17ugccFADh4jCVBT/78cXFdxf3u+5tlMpk0Y/qU8Px6MPPtWLHlqCNmDajm+EDn3xPHl8RsD10xBmDwSI4DCfTK62/qzbff1YnHz++2/EhkkPzrrTfrnK99VZs2f2wcFhehVVMnHj9fZ5+5KLwJ2PnnnKXVD9ylSRPH629/f1Dbd+zUyZ8/TvOOPkJ/vfXmqL6SsUU6YvZh4UvOTzx+vlavWcuGVgAwQoQSwL+58ae64UfL9dqGt6P6N773gTIy0nXNVd9RQ2OT9u6r1PRpU3T1FZdGjYslVFpl+rQpUSVVnl73nFwut67+3jLduupGffDhJ3K7PeH7Rf7MrKzMiO8YiKWr16zV9GlTtPqBu3TO176qvQla8bV9x079/NerNLa4SKsfuEurH7hL1/7PFTrxuGN6/R0G4/En1wY2TT3nrPDl0n+47S69+fa7uvp7y/TXW29WZkaGbvnTX8OXYkcKbTi5ZPEiHTZzulb88reSFI7hv7nxp1G1ygcilLAPPQ9zj5ytLVu3hfv/cNtdeuW1DeHPFL+58af64dXfDW/INmni+PDl7Df8aLkmT5oYTuRHHtOe6rgO9DGEhGqUhxIkAICDKzT37e7veOTniKuvuLTL/LU3oX02Jk0YHy6p0tt8u7ef8Yfb7grH6NUP3KUxY7LCVy31JnQiNrTp5kDm36WlE2O2c/UTED+mkgkT/cZGo8lTp2nrp58YmwEAwCBMO2SmtpdtNTb3CzEaAPomNydHK//3hyrbVj7oMjMY/YjRAAAMT/GI0ZFIjgOjyNlnLtL555xlbJYkPfjIE+EdugEMD/EI6sRoHCyhxGKsy5/3VVZpxS9/G3NVcyJNnjRRN/xoedSmmSFbtm7Tj3/2a2PzQTccj1t3rr7i0pgbjbpcLt1+599H/FViZ5+5SEsWLxoVvwsSjxgNDC/DMeYz/waGRjxidCSS4wAADJF4BHViNAD0LDKhQrICfUWMBgBgeIpHjI5EzXEAAAAAo9b2HTt10WVXa8kFl5IYBwAAQBSS4wAAAAAAAACApENyHAAAAAAAAACQdEiOAwAAAAAAAACSDslxAAAAAAAAAEDSITkOAAAAAAAAAEg6IyQ57jc2AABwEBB/Bo9jCABIBOLL4HEMAQCJMLLiywhJjpuMDQAAHATEn8HjGAIAEoH4MngcQwBAIoys+DJCkuMAAAAAAAAAAMQPyXEAAAAAAAAAQNIhOQ4AAAAAAAAASDokxwEAAAAAAAAASYfkOAAAAAAAAAAg6YyI5PjLz6/Ty8+vMzZ3y150iEp+sF6O0nnGLgAAcJD1N44DAICDgxgNAEh2IyI53l/2cbMkSWZrqrELAIB+8Bsb0G8cQwBAIhBfBo9jCABIhJEVX0ZlctyaPU6SZLKnGLsAAOgHk7EB/cYxBAAkAvFl8DiGAIBEGFnxZXQmx3ODyXFbmrELAAAAAAAAAIBRmhzPKZEkmW2sHAcAAAAAAAAAdDX6kuMWmywZ+RJlVQAAAAAAAAAA3Rh1yXFbzvjw/02sHAcAAAAAAAAAxDDqkuOWnLHh/5usJMcBAIglLTVF11y+VIsXLjB2SRH9N61YrptWLNcN114uZ16OcRgAAAAAACPWqEuOh1aOexr3ymxLNXYDAJD00lJTdNlF56iowGnsCktLC8TQm2+9R9evXKWf33y7amrrjcMAAMAQWLZ0SfgE9vy5c4zdAACgj0ZdctyaM06ehgr5O1slO8lxAMBg+I0No0Jbe4duuf0+vfH2JmNXlJbWNrW1tRub+2l0HkMAwFBL3viyeOEC7a+p1/UrV+nuB57QycfPG+DVXcl7DAEAiTSy4oupZMLEXh/x5KnTtPXTT4zNB83Lz6+TJJ10ykJjVxf55/1ePle7zPZU+Twu1a6+zjgEAIBhYdohM7W9bKuxuV8GE6NDJVXWrFtv7JIzL0dXXHKe0oMryMvKd+nO+1Ybh3Vx7123G5tUOmmiJKm2ts7YpfseeNjYBABAt9Y89S9jU0IMdYzuK2deji485wzd/8jTA7rCqz9zbQAAhoN4xOhIoy45XvTd1Wr/7CXZcsbJlJKh/Q9eaRwCAMCwEI+gPpgY3VNyPFIoUf7si69rw8aeV5uHEuGRQgnz7y+/3tilXbt2G5sAAOhWfUODsSkhhjpG99X8uXN07Lw5+su9j6itvcPYHeVnP/2RsUlfOOlESdJHH3d9nI+sXmNsAgCgWy/99xVjU0LEI0ZHGlXJcbM9TcVXPa2G9X+SY/wRsuaOU/XfLzUOAwBgWIhHUB9MjO5rclzB2qabP97aa3I8lr7GcQAAhouhjtF94czL0aXf/JqeWLten5WVG7u7CCXCI4US5rfdcZexS29tfMfYBABAt8p37DQ2JUQ8YnSkUZUctxVNV8EFt6vmseuVNnOB7CWzVHXXN43DAAAYFuIR1AcTo43J8flz5+i0Lxyn2+5+WHOPOEzlOyv0WVl5vyffRn2N4wAADBdDHaN705+runpCjAYAjDTxiNGRRtWGnLaccZIkb/0e+V3tMttSjEMAAEh6M6aW6pc//r6OnRe4FPuXP/6+ZkwtjRpTvrNCC089UTetWK5rr7xYL7329oAS4wAAIL5CifEPPtoyqMQ4AAAYZSvHM4/9ljLnX6C9t5ymMZ//jtKPWKy9f+z5PgAADJV4nPEe6hjdF32N4wAADBfDOUYvXrhAx86bE9X2xtub+lQmzYgYDQAYaeIRoyONqpXj1pxx8tbvkST53B0y2RzGIQAAAAAAjFhr1q3X9StXRX0NJDEOAABGXXK8RO6GCkmS390uSTLZUw2jAADoq14vrkKvOIYAgEQgvgwexxAAkAgjK76MruR47vjwynG/K5Acp+44AGDgTMYG9BvHEACQCMSXweMYAgASYWTFl1GTHDenZctsT5M7VFbF0yFJMllZOQ4AAAAAAAAAiDZqkuPWnHGSJG9daOV4MDnOynEAAAAAAAAAgMHoSY5nl0hSuOa4gjXHzdQcBwAAAAAAAAAYjJ7keM54yeuWr6VGkuQLJsdFchwAAAAAAAAAYDB6kuO5JXLX7QrfpqwKAAAAAAAAAKA7oyc5njNOnuBmnJLk9wTLqthYOQ4AAAAAAAAAiJaw5HhaaoquuXypblqxXDetWK4brr1czrwc47C4seWMl6c+WG9ckt/NynEAwGD5jQ3oN44hACARiC+DxzEEACTCyIoviUuOpwVWbN986z26fuUq/fzm21VTW28cFheWjHzJYpOnfne4zecKrBw3sXIcADBgJmMD+o1jCABIBOLL4HEMAQCJMLLiS8KS45LU0tqmtrbgxpgJZM0pkSR5Y64cJzkOAAAAAAAAAIiW0OR4cWG+Vlx3hW5asVzLli4xdseNJZgcd0fUHJckv6tdZpsjqg0AAAAAAAAAAFPJhIm9FoKZPHWatn76ibG5z5x5ObrikvP07Iuva8PGTcbuKE899rCxSWPGZEmSOjoCq8Ej3Xv/g9o+5jjtyzhUx1fcFdW3YexFcrZv19T6/0a1AwDQk4f+udrYlBDTDpmp7WVbjc39MtgYfTC8/Pw6SdJJpyw0dgEAMCwRowEAGJ7iEaMjHZTkuCQtW7pEmz/e2mtyPJQIjxRKmH/9G98ydqmpqUmZi26QOT1XjY/8T1Rf9oV3y1P5kVqe+11UOwAAPeno7DQ2JUQ8gno8YnSiMfEGAIw0xGgAAIaneMToSAlLjn95wQkq31mhz8rK5czL0aXf/JqeWLten5WVG4f2qreAXXjxPXJVlal+3Y1R7QXfukve+grVPrUiqh0AgOEgHkF9IDH6YOstjgMAMNwQowEAGJ7iEaMjJazmePnOCi089UTdtGK5rr3yYr302tsDSoz3hSW7RN6G3cZm+V3tMtlSjM0AAAAAAAAAgCSXsOT4Z2XluuX2+3T9ylW6fuWqXsupDJQ1u1gms0Uew2ackuRzkxwHAAxGrxdXoVccQwBAIhBfBo9jCABIhJEVXxKWHD9YLNklkiRPfYWxS3K3y2RPNbYCANBHJmMD+o1jCABIBOLL4HEMAQCJMLLiy4hPjttyxkmSPHUxyqq4O1k5DgAAAAAAAADoYsQnxy054+Vrb5TP1Wbsks/VLpMtzdgMAAAAAAAAAEhyIz45bssZJ3eMeuOS5Pe0y2RzGJsBAAAAAAAAAEluxCfHLdkl8saqNy7J7+6Q2c7KcQAAAAAAAABAtBGdHDeZLbJmF8vT3cpxV4ckyWRl9TgAAAAAAAAA4IARnRy3ZJdIkjwNsVeO+9zB5Lg91dgFAAAAAAAAAEhiIzo5bssZJ0ndrxx3BzbpNNlSjF0AAPSB39iAfuMYAgASgfgyeBxDAEAijKz4MqKT45acwMpxd+1OY5cUUVbFTHIcADAgJmMD+o1jCABIBOLL4HEMAQCJMLLiy4hJjr9V2fWhWrPHydtaK3ndxi5Jki+0ctxKWRUAAAAAAAAAwAFdM87D1K2bbDLZojfWtOaOk7c+dr1xSfJ7XBI1xwEAAAAAAAAABiMmOe7xSSml86PabDnj5O6m3rgk+V3tEmVVAAAAAAAAAAAGIyY5nmGTUqcef6DBYpM5w9nzynF3IDluspMcBwAAAAAAAAAcMGKS40cV+OSYPF8ms0WSZMsZL0lyN/S+clw2yqoAAAAAAAAAAA4YMcnxuYVemR3pspfMliRZc8ZJkrw9lVVxd0iSzGzICQAAAAAAAACIMGKS47Odfvk9nUoJllax5pZIktw9lFXxUVYFADAofmMD+o1jCABIBOLL4HEMAQCJMLLiy4hJjtstfnXs2KjUGSdJkqw54+Vtqpa8buPQA/w+yeuWibIqAIABMRkb0G8cQwBAIhBfBo9jCABIhJEVX0ZMclySOspelSU9VzbnZFmzS+Tpod54iM/VLpONleMAAAAAAAAAgANGVnJ8+wZJUsrU42XNGSdPDyVVQvzuDpntrBwHAAAAAAAAABwwopLjvvYmde5+X2mHnSpzWrY8dbuMQ7rwudplsjqMzQAAAAAAAACAJDaikuOS1L7tdVmzA5txehr2Gru78Hs6ZLKnGZsBAAAAABh20lJTdM3lS7V44QJjlxTRf9OK5bppxXLdcO3lcublGIcBAIA+GHHJ8Y6y18L/9zT0paxKu8zUHAcAAAAADHNpqSm67KJzVFTgNHaFpaUFyobefOs9un7lKv385ttVU1tvHAYAAPpgxCXHvY2Vcu/fJr/PK29fVo67O2SyUXMcAAAAADC8tbV36Jbb79Mbb28ydkVpaW1TW1u7sRkAAPTTiEuOS1JH2avyNlfJ7/Mau7rwudpkYuU4AGBA/MYG9BvHEACQCMkdX4oL87Xiuit004rlWrZ0ibG7j5L7GAIAEmVkxRdTyYSJvT7iyVOnaeunnxibD5qXn18nSTrplIWSJFvBVI054VLVPP7/DCO7yj7tB0ot/Zz2/eVcYxcAAENq2iEztb1sq7G5X4Y6RveFMY4DADDcDXWMDtUbX7NuvbErijMvR1dccp6effF1bdjY82rzf/7jHmOTiooKJUlNzc3GLt13/0PGJgAAuvXo42uMTQkRjxgdaUQmxyUpY+7X1bLx0YhRsY35wveUfthp2nvrmcYuAACGVDyC+lDH6L6IFccBABjOhjpG9zU5LknLli7R5o+39pocLyoMJMIj/fOBQML8ku9cYexSVfV+YxMAAN1qaWk1NiVEPGJ0pBGbHDfb0+RztUWMii3rhEuUecwFqvhd7J2+AQAYKvEI6kMdo/siVhwHAGA4G+oYbUyOz587R6d94TjddvfDmnvEYSrfWaHPysrlzMvRpd/8mp5Yu16flZUbvkvviNEAgJEmHjE60oisOa5gLfG+8LuDm5SYrcYuAAAAAACGjRlTS/XLH39fx86bo2PnzdEvf/x9zZhaGjWmfGeFFp56om5asVzXXnmxXnrt7QElxgEAwAheOd5XGUedpTFfuFL7/rxYvo6uddQAABgq8TjjPdQxui8GE8cBABgKxGgAAIaneMToSAlfOZ6WmqJrLl8avizsYPO7OyVJJluqsQsAAAAAAAAAkKQSnhw/7QvHy2G3G5sPGp8rUFbFZCc5DgAAAAAAAAAISGhyfMbUUpWMLdCGdz4wdh00oZrjJpvD2AUAQC96rTyGXnEMAQCJQHwZPI4hACARRlZ8SVjN8bTUFF18wVl6/qUNysnOUlGBM7zTdk/mzD7c2KQ/rvqNJGnFL35t7NInn35mbIpiKjxUllN/Ku9zv5C/6mNjNwAAXVRVVRubEiIetdIGEqMPNuqZAgBGGmI0AADDUzxidKSEJcdDNcbXrFuv+XPn9Dk5HkqERwolzHfvqTB26YGHHjE2RWlPLdbWKd/SpJ2PKqt5m7EbAIAunvnPc8amhIhHUB9IjD7YmHgDAEYaYjQAAMNTPGJ0pIQlx6+5fKmKCpxRbWXlu3Tnfauj2vpiMAHbmjdRhRfdrbp//VLtn71o7AYAYMjEI6gPJEYfbIOJ4wAADAViNAAAw1M8YnSkhNUcv+X2+3T9ylW6fuUqPbF2vd54e9OAEuODFao5bmZDTgAA+m3Z0iVatnSJsRkAAAAAgBEvYcnx4cLvYkNOAAAGYtnSJZpaOsHYDAAAAADAqHBQkuMbNm7qU73xRPC5OyRJJhsrxwEA6I8771utJ9YOTfwGAAAAACDRElZzPJ4GWwetZPlzan7rYTW9+jdjFwAAQyYetdISHaPnz52jWYdO63NptLS0riejn3nqMUnSV88+z9iltvbAFV4AAPSF2+02NiXESIjR8TDYuTYAAAdbPGJ0pKRIjhdf9ZTaPnxWjS/eauwCAKAHfkkmY2PcxCOoJzpG9zc5HkqERwolzGMlNO6970FjEwAA3frHQ/8M/o8YPXh+vfz8M9Ig5toAAHQ1/GN0pORIjl/2T7WXv6WGZ39n7AIAYMjEI6gnOkb3Nzkey2DjOAAAB9tIiNHxQIwGAIw08YjRkQ5KzfGh5nN3yGzvepk3AAAAAAAAACA5JUVy3O9qZ0NOAAD6wZmXoxuuvVxnLVqgqaUTdNOK5Zo/d45xGAAAAAAAI1ZyJMfd7TKxchwAgD6rqa3Xz2++XdevXBX+2rBxk3EYAAAAAAAjVlIkx33uDpmsKcZmAAAAAAAAAECSSorkuN/TIbON5DgAAAAAAAAAICA5kuPUHAcAAAAAAAAAREiO5Dg1xwEAA+I3NqDfOIYAgEQgvgwexxAAkAgjK74kRXLc56KsCgBgIEzGBvQbxxAAkAjEl8HjGAIAEmFkxZekSI773R2SxSaZkuLXBQAAAAAAAAD0IimyxX5XuyTJTN1xAAAAAAAAAECyJMd9nkByXNQdBwAAAAAAAAAkS3Jc7tDKceqOAwAAAAAAAACSJDnud3dKkkysHAcAAAAAAAAAJE9yvEOSZKLmOAAAAAAAAAAgWZLjPlebRFkVAEC/+Y0N6DeOIQAgEYgvg8cxBAAkwsiKL0mRHA+vHLeSHAcA9IfJ2IB+4xgCABKB+DJ4HEMAQCKMrPiSJMnxwIac1BwHAAAAAAAAAChZkuO+4MpxvyuQJAcAAAAAAAAAJLekSI77O5olv1+2gsnGLgAAAAAAAABAEkqO5LjPK29bg8wZTmMXAAAAAAAAACAJJUVyXJJ8Lftlzcg3NgMAAAAAAAAAklDSJMc9LTWsHAcAAAAAAAAASMmUHPe11MiaSXIcANAffmMD+o1jCPSm4OSLdNhPn9VhP31WBSdfZOwGEBPxZfA4hkBviNHAQIys+JI0yXFvc41MjgyZzBZjFwAA3TAZG9BvHEOgJ1mHHC/nsefIbHXIbHXIeew5yjrkeOMwAF0QXwaPYwj0hBgNDNTIii/JkxxvqZEkWbIKjV0AAADAkEgpmiZLSnr4tiUlXSlF06LGAACAg48YDSSHpEmO+0LJcUqrAAAAYJjoqNwqb0dr+La3o1UdlVujxgAAgIOPGA0kh4Qmx5ctXaKbVizXTSuWa/HCBcbug8rTUitJsrApJwAAAIaJpk9fU80bj8jn6ZTP06maNx5R06evGYcBQBfLli7RsqVLjM0A4oQYDSSHhCXH58+do/019bp+5SrdfOs9Kp1YImdejnHYQeNr3i9JMmfkG7sAAACAIVP90r366Ben6aNfnKbql+41dgNAF8uWLtHU0gnGZgBxRowGRr+EJcc3bNykNevWS5LycrKVmZGuvJxs47CDxudqld/dycpxAAAAAMCIdud9q/XE2sB8GwAADJypZMJEv7HRaPLUadr66SfG5l7NmFqqC885Q7X1DfrLvY+orb3DOKSLq674jrFJS85eLEl69bU3jF166l/rjE3dqpx3nWyt+5T38f3GLgAAwt58+x1jU0JMO2SmtpcNrm7hQGP0wfTy84FYfdIpC41dAAAMSyMhRs+fO0ezDp2mO+9bbeyKKXvMGGOTnnzsIUnSORd8y9ilxsYmYxMAAN3q6Og0NiVEPGJ0pIQmx0NmTC3VWYsW6K5/PKaa2npjd5RQIjxSKGH+6GNrjF164aX/Gpu61XrM1ZLZpvQ3fmvsAgAg7ONPPg3+zy/JZOiNn3gE9cHG6MTz6+Xnn5FIjgMA4ooY3d/keCgRHimUMG/v6LqQ7e/3PWhsAgCgWw89EopHwz9GRzooyXEFa6Jt/nirNmzcZOzqVbxWnOV+5Ueyj5utyju/YewCAOCgi0dQj0eMTrR4xXEAAA6WkRCj+5scj4UYDQAYaeIRoyMlrOb44oULNH/uHEmSMy9HeTnZqm8Y2suyPC37Zc7Ik0yJO3sBAAAAAAAAABj+EpYc/2TLdh07b45uWrFc1155sT7dWq7PysqNww4qX0uNTGaLLGlDtzEoAAAAAAAD5czL0Q3XXq6zFi3Q1NIJumnF8vDCNAAA0D8JS45/VlauW26/T9evXKXrV67SmnVDv5O2p6VGkmTOcBq7AAAAAAAY9mpq6/Xzm28Pz7WvX7lqQOVLAQBAApPjw5GvOZAct5AcBwAAAAAAAICkllTJ8dDKcZLjAAAAAAAAAJDckio57mutlfx+kuMAAAAAAAAAkOSSKjkuv1/etjqS4wCAPvIbG9BvHEMAQCIQXwaPYwgASISRFV+SKzkuydtcI3NmvrEZAIAYTMYG9BvHEACQCMSXweMYAgASYWTFl6RLjvta9suakWdsBgAAAAAAAAAkkaRLjntbWDkOAAAAAAAAAMkuOZPj9nSZbA5jFwAAAAAAAAAgSSRfcry5VpJkyWD1OAAAAAAAAAAkq+RLjrfUSJIsGU5jFwAAAAAAAAAgSSRtctycSXIcAAAAAAAAAJJV8iXHm6skSVZWjgMAeuU3NqDfOIYAgEQgvgwexxAAkAgjK74kXXLc7+6Uz9UmMzXHAQC9Mhkb0G8cQwBAIhBfBo9jCABIhJEVX5IuOS5JvpYaVo4DAAAAAAAAQBJLyuS4t6VG5sw8YzMAAAAAAAAAIEkkbXLcwspxAAAAAAAAAEhayZkcb66VJd0pmUZWDRwAAAAAAAAAQHwkZ3K8pUYymWRJyzF2AQAAAAAAAACSQPImxyWZMymtAgAAAAAAAADJKCmT476W/ZIka0a+sQsAgAh+YwP6jWMIAEgE4svgcQwBAIkwsuJLUibHvc3BleNsygkA6BF7UwwexxAAkAjEl8HjGAIAEmFkxZfkTI631Ul+vywkxwEAAAAAAAAgKSVlclx+vzyNe2WypRp7AABICosXLtBNK5brlz/+vmZMLTV2Ky01RddcvlQ3rVium1Ys1w3XXi5nHhtZAwAAAABGj+RMjkvq2Pqq0md9RSarw9gFAMCoNmNqqUrGFmjlb27T/Y88rVNOnq+01JSoMWlpgRPIN996j65fuUo/v/l21dTWR40BAAAAAGAkS9rkePuWl2WypShl8nxjFzCkHONnG5sAIK5mTp+sir3Vamvv0O6KfZKk8SXFxmFqaW1TW1u7sRkAAAAAgFHBVDJhYq9biE6eOk1bP/3E2HzQvPz8OknSSacsNHYNStGyh+Su2qLap1YYu4Ahk3X8RWp67V5jM4BRaNohM7W9bKuxuV8GEqOXLV2izR9v1YaNm2LeliRnXo6uuOQ8pQdXkJeV79Kd960O93fnc3OPMjbp5v/7pSTp/26+xdilDzZ/aGwCAKBbFXsDJ3UTbahi9MGWqLk2AACJEo8YHSmpk+NjPv8dpR+9RJV/Xiyfq83YDQyJ3NP/Vw0v/Fm+NsoXAKNdPIL6QGK0MRluvG0USpQ/++Lr3Y4JCSXCI4US5tvLdxi79NA/e0+4AwAQ8uzzLxibEmKoYvTBlqi5NgAAiRKPGB0pqZPjtqLpKrjgdtU982u1f/y8sRsYEvnn36rGF/4sV+XQvecAhPglmYyNcROPoD6QGL144QJJ0pp165WWmqKLLzhLz7+0QZ+VlRuHhvWWQO+eXy8//4yUgDgOAEhmozNGH1zEaABAIgz/GB0poTXHly1doptWLNdNK5Zr/tw5xu4h567cIm9TtdJmfMHYBQwZS1aRLGOKjM0AhkTiAvpQ+mTLdpWMLVBaakq41vjuin2aP3eObrj2cjnzcvTlBSdoxtRSKbhyPC8nW/UNTYbv1Bej8xgCAIYa8WXwOIYAgEQYWfElYcnxxQsXaH9Nva5fuUp3P/CETj5+npx5OcZhQ67t0xeUMnm+TI4MYxcwJCzpObKOKTQ2A0DcfFZWroq91Vpx3RW68Jwz9PxLG9TW3hE1pnxnhRaeeqJuWrFc1155sV567e0eV5YDAAAAADDSJCw5vmbdeq1Zt16SVFvfoE6XyzhkWGjf8rIkKW3aicYu4KCzZpdIkixZgZWcAJAoa9at1/UrV+l/f/XHcNJ7w8ZN+vnNt6umtl6flZXrltvv0/UrV+n6lasGUE4FAAAAAIDhLWHJ8UhTSydIktra2o1dQ85dFSitknIIpVUw9KzBciqhf7tjyWJlOQAAAAAAADAYCd+Q05mXo0u/+TU9sXZ9ny7HfvShvxubVJCfL0lqaWk1dunv9z9obOq3nTnHak/WkTpm999k9XUau4GDpirzUJXlfVEp7gYdXfEPY3dYVeZMFTYP7D0JoHePPPaEsSkh4rGRyGBi9MGSqI21AQBIFGI0AADDUzxidKSEJsedeTm64pLz9OyLr/f5cuxQIjxSKGH+rW9fZuzS/ppaY1O/WZxTlLnk92p/5XZ1fhT4cAAMhZR531TK0efK7/Oq8a+Ljd2SJFNqthyzv6qON+8zdgGIk9bWNmNTQsQjqA80Rh9MTLwBACMNMRoAgOEpHjE6UsKS46HE+AcfbQnXHh+ogxGwC7/9D3ka96p29XXGLuCgyfnK9Uo79DRJUuUdX5e3tc44RI5xc5Q2c4Hqn1tl7AIwwsQjqA8kRh9sByOOAwAQT8RoAACGp3jE6EgJqzl+wjFHKT0tVcfOm6ObVizXTSuWa/HCBcZhw0b7lpflGHuYsRk4qCyZB2qNd1dX3OoslTltjLEZQEL0ev4YveIYAgASgfgyeBxDAEAijKz4krDk+Jp163X9ylVRX4NdQZ5I7qpPZbKlyJY/xdgFHDTWrAK5Kj8L/D+72NgtSbI5J8qUlmNsBpAQJmMD+o1jCABIBOLL4HEMAQCJMLLiS8KS4yNN597A5W624kOMXcBBYxlTJNeeD4L/H2vsliTZ8ibJkpJlbAYAAAAAAADQDyTHg3wtNfK21slePNPYBRwUlswCSZK7fre8rbW9lFXJNjYDAAAAGAUWL1ygm1Ys1y9//H3NmFpq7FZaaoquuXxpuHzpDddeLmceV5YCADAQJMcjuCo+koPk+IhlLznc2DSiWMYE6o37GivlaayUNXg7kjktW+aUTJlTMo1dAAAAAEa4GVNLVTK2QCt/c5vuf+RpnXLyfKWlpkSNSUtLlSTdfOs9un7lKv385ttVU1sfNQYAAPQNyfEI7spPZc2bJLMj3dgVFzbnJI05+bvGZsRJ6rQTjE0jijW4UtzTXC1vU5UsWV1rjtvyJoX/b0lndQgAAAAwmsycPlkVe6vV1t6h3RX7JEnjS7rOC1pa29TW1m5sBgAA/WQqmTCx1y1EJ0+dpq2fBmpyD4WXn18nSTrplIXGrriyj5ut/HNvUe3q69Sx8x1j96CYLHYVXHi7/H6fqv++zNiNOCj41t3a/8Dl8ns6jV0jQub8byrr+Iu19w8LlTn/AmUec4Eqfrcgakz6EYuVveAqSVLVvd+Wp3ZHVD+AkWXaITO1vWyrsblfhjpG98XBiuMAAMTLUMXoZUuXaPPHW7Vh46aYtyXJmZejKy45T+nBFeRl5bt0532rw/3dOfaYecYm/d+NKyVJN9/yR2OX3t+02dgEAEC39uypMDYlRDxidCSS4xFMthSN/f5aNb16t5rffMDYPShjvniVMo5cLEnae+uZ8ne2GIdgkMZ+f51qHvmBXJVD91odjJxTl8sx5ThV3rFE6bMWKvu0H6jyr9+Qt7k6PCb7lKuVPuerkqSaR65R5+7A5p29Madly9fWYGwGMMTiEdSHOkb3xcGK4wAAxMtQxWhjMtx42yiUKH/2xde7HRMSSoRHCiXMy8q2G7v08COPGZsAAOjWcy+8aGxKiHjE6Egkxw0Klv5V3qZq1a75X2PXgKWUHqO8s38l196PZR97qGqfXKGOsleNwzAI5tQxKr7icdU/t0ptH6w1do8Izq/dJFNKuvY/cKVSJh6tvCW/0f6H/0euigMrNpzn3CJb4RSZ7emqe/pnat/yStT36E7Oop+ofu2NxmYAvfJLMhkb4yYeQX2oY3Tv/Hr5+WekgxTHAQDJYnTG6MULA1eOrlm3XmmpKbr4grP0/Esb9FlZuXFoWG8J9O4RowEAiTD8Y3Qkao4buPd9KnscN+W0pOco5yvXy12zUzWPXSe/1yXH+COMwzBIoc0rHYUzjF0jhmVMkbyNVZIkT0PgUhTrmOj6grb8UnXuDnzoNadmR/V1x5JZoLRDvqiUiUcbuwD0KnEBPXlwDAEAiTA648snW7arZGyB0lJTwrXGd1fs0/y5c3TDtZfLmZejLy84QTOmlkrBleN5Odmqb2gyfKe+GJ3HEAAw1EZWfCE5btC572OZ07Jlze666clAZH/lRzKnjlHdv1bK72qXa/cHckyYYxyGQbJkBZLj1oKpxq4Rw5ozTp6mSkmSpzHwrzU78HtJkjktR+aUTLn2BFaSm1PHhPt6kj7ry5IkR2nXGoMYHlJKjzE2AQAAIAl9Vlauir3VWnHdFbrwnDP0/Esb1NbeETWmfGeFFp56om5asVzXXnmxXnrt7R5XlgMAgO6RHDdw7ftUkmQvGvzq8fSjv6aUiUer/rlV8tTulCR17n5fNudkmVMyjcMxCJasQim4snq4s2TkG5tkSc+RJPma94fbvE1VsmQdOEljy50gSfLs3yZ/Z0ufk+Nps0+XJKVM+pyxa9iz5k0yNo1KGUedLWvOOGMzhkD2rAWadvnfNHXZHRpzyPHGbgAAgIRbs269rl+5Sv/7qz+Gk94bNm7Sz2++XTW19fqsrFy33H6frl+5StevXDWAcioAACCE5LiBp3aHfK422eJQWmXMsUvVuWNjVA3szt3vS5Ls41g9Hk/WMYHkuMliH9YJVZMjQ84lNxmbZckskCJWjAf+XxVeES9JVmcg8e+uKZe3vbFPZVVSpxwnS3qeOsrfkjVvYvjnjBTZp3zf2DQqWbIKlTn3HGMzDrK0CbNUcub1SimaKkfhZBV+6XtKKZpmHAYAAAAAAEYJkuMxuCs/lX3s4JLj9nGzZXJkqO2T9VHtrn2fyO/ukGM8yfF4sowpkq+zVZJkK5hi7B42xpz8XVnzJspWGJ1ws2QGkvveYFmV0P9DSX9JsuVNkM/VKm9rnbxtDbKkZoX7upM2Z5G8TVVqfOFWSVJK6chZPW4vmiHHuDmyOYfvyY54seaOV9rsReErCDA0MiYfJbPVLpfbJ5NJsljtShs/uFgAAAAAAACGL5LjMbj2fTLosiqpk+dLkjrK3zR2yVXxIcnxOLNkFsu15wP53Z2yF003dg8LjvFHKv3wr0iSUiZEb45pCW4o6mkKbMgpSd6mfeFyMZJkzSuVu2aHJMnX3ihzWs9lVSxZBUopna/Wzc/I01AhT8M+OUZQcjwjuJLamjf8S+UMRmRCPP3Is6L6hhvbCK7p3xfuhip5O9vU1uGX3y95Otvkaao1DgMAAAAAAKMEyfEYXPs+kSTZiw4xdvVZyrQT5KrYLF97o7ErUHc8fwp1x+PIOqZQnsZ9cld9Jlv+8EvgmawO5Xzph/I0VMhds0P2iUdF9VvHFMrX3iS/qz3c5mkIrCIPJc5tzknh2vW+tgaZ03ouq5I+a6EkqW3zuv/f3p2HR1XefQP/zr5mmWTISgiBQABlkUXAXXEFrWBxqxUtrc9jW9u3tbX2fdq3ap+ntdZqtdXaFvd9e4pLwRXcUBAQBWRNQiBk3ybrrGdm3j/OnJM5JzOTyZ6Q7+e6vC647zNIzjK3/u77fG8gMlFjnqT8945W+rQcWErOASIr5sc6U4IYJSk6J9jeAPu8y6ExmNWHjBqW6edAozepm08Yrq/ehvvYHoTCYYQDXnirD6L90Kfqw4iIiIiIiIjoBMHieAzyppy9RKtoDLGLRHrHROjT8+Et36buAkZB7rjOlqluGtO0ljRoDGYI7XXwNx6BcRSubk09/TvQpeXA9c6f4D2yFebCBdDojHK/Li0HwY7uVeMAILTVAgD0KdnQWtOhtaQi0CytHG/vdUNO6+xL4Sn/DMEuceWrr2I7NEYLTAWnqA8ddWwLrkRY8CHY5RqVK8fN085QNyVkmXGeukmmTxM3XW398GFoTHZ5UmM0MhXOU7zNcCKqeucRAEDZuu/j+PrfAwirD6E+4zkkIqKhwPFl4HgOiYhoKIyt8YXF8RhCbheC7fUw5M5Sd8k0BjMmfOuhmAVK89SlAABP+WfqLkDKHQ/6YSqYp+7qlTH/ZGhMdnVz0nS2DDhW/F9185imi+RyB9vqITSUQWOyj6oCnjGnBPaFV8K9ZwP8VXvgO7ZLbM8/WT5Gl5INob0h6lNAMBKxok/PgyGyyWgwKlZFozNCY7QoPiMxTzsDOpsD7t1Rm8FWfin2TRnd0SpigfgSdO19C4GafaMuc9yYNwvG7BJ1c0KWaacrJkOiSfevt3QLfBU7YD/1GvUho4LWaIUxZ6b89z1RGdLzAQD+lupIi0bRT/3Bc0hEREOB48vA8RwSEdFQGFvjC4vjcfhr98OU1128VHNc9HMYnFOQsnSNugvmqUvFjOeWSnWXzH98D0wFc9TNCWkMJjgu/iUsJWeru5JmnDgHpoJT+rzyNRF95mSknramxz/xCrfJ0BjMSFl6g7o5Jn2KFEtRB3/dIQDoseHlSEq/6DYEu1rQ+vE/gUjmPACYCrtzx3UpWXIxXBLsEIvluvRc6CPFcb8Uq+JpBSKr5mOxz74Uoc4meCu6314IB/3wHvsCpsmLFceONvZTVkKjN6Hri1cQaD4KfUaB+pARZZ6yBPp0cbV3MrRWB7RWB/SOieouAIAuJQehziYAQMf2F6CzZcIyc5n6sBFnmiS+caCPxMCMZdZZF8SNh9H24doSERERERER0djG4ngc7r1vQZeaBcclt6u7YJt7GSwl5yLkaYf9lJWKVcoakx2miXPhjbNqXNKf3PH0c34IfXoubLMuVHclzZg/GwCQft4tcWNh+so+7zKkLL2hxz+m/L4V/6PZ5l4GS/Fp6uaY5M0s2+oQaDoCAKMmWsU+/woYnEVo3fQgwr5OIFKk9h3dCXMkd1xjskNrskFoFzPGowltNdCn5sCQOQkhX5dcRA25xSx7XYziuC4tB6aiRejcI2aNR/NV7IDBWQidfYK6q0+0Jhv06Xnq5kFhP2UlPKUfQ2irkzPWR9PqcfOUJdClJf+zG7KmAkDcIr8+LQdCm3jtfVW7Eag7hJRFV6sPG3HGSF69LiVL3TXmWGZdAIMzdlyPIT1PflaJiIiIiIiI6MTG4ngc3mNfoHXTX2CddSFSz1grtxuyipF+/k8QqDuExud/AABIjVo9bolEVnjKeimORyIuks0dNxedCuucFRCaj8KYf3LclasaowXWBPnGpvyTIbQch84+ASmLr1d394tl+jnwHP4I1fctk/8J+bvklaZ9pdGbYF94NQxZxdCabOruHvRp2Qj5uuSCVqChdNRsymmZdiYCdYfgLd2iaPdW7oIhezq0llToI8X9YJty5bjYVgddajb0mUWKNxESrRyXNn/0HNyk7oK34nMAgLlokbqrTwxZ05F1w6Owzf2GumtArHNWQGt1oHP7SwCAQFMFAECfUag6cmRo7U4YJkyFwSFGbyTDGLkX4xXHdanZircG2rc/D8OEqTBHvVkwGkhZ9fpRFFnUHzpbBsyFC+IWx/XpExFwSZEqRERERERERHQiY3E8ga6vXkfnrvVIWXwdbLOXQ2u0IuMbdyDs60Tzm3dCaK1F55evwXryxdBnTAIAmKYsRdjXCX/VHvUfp+CvO4iQ3w1TQXdxXGOyx1whqzHZkX7RLxBoOoKmV34BRGIBYrHPWwnLrPPVzUBkta8hqxhdezega+9GpCy+Nm7BLlmmiXOhtabDc+gjRbuv8qt+ZaoDgG32JdDZHAAAY4JoG4kuLQfBqFXX/vpSebXuSNIabTBOnKOINpH4jn0BRAqOukhMRfTPIBHa6qBPy4HBOVkuFCOSOQ4AWkt61NEifSQTWnBVqbsgtFQi2N4Ac9HAolWMuTOg0ZuQfv7/Qeaq30Fr7fn36I+UBVfCX/01/HXiprjSz2xwjo7iuGXKEiDyTCab/S9F/Bgi3xFq+owCxVsD3tItEFqrYV94leK4vrJMP1Pd1G86m0O+BqMpzz8WrTUdOluGullmmSFG1ujjvF2ic+RBaGVxnIiIiIiIiGg8YHG8F20fPARvxTakX/gzOK++H/q0PLRsvBvByOaJnZ8/i3DQj9TTbwQAmIsWw1vesxgai796D6wnXwTnVX9Czs2vIu+W15F1w2PIuPTXcnEYADIuug06mwOuDb9HsKsZ3iPbYJnZM1pFa7TCvvAqmIsWx8zTNeSJG4z6q75Gx6ePI+z3IH3Zj9WH9Yml5GwxyzqyIlnir9wFQ/a0PsXGSOynXgPvsS8QDnhhnNh7NIsuJVeOpQCAQEMZdClZ0FpSFccNNylT3Htkh7oLgYYyhNytMBcugD5VjDgJdjSqD0OwtQZauxNaSyqEJjFiBACCUnHc2nPluC41t0d+eTRvxXYYI5Eu/WXMmYFAfSla3rwTpvyTkX3DYwMuuJunLIE+owAdX7yiaBdajkMfZ5XvcJM22wUQ9+0NNak4HmsiSnrOg1H3LwB07f43TJMXQpfa/wiT1NPXxs057yspUiXQWC6/6ZAM64zzYB/miBhDRiHsp16rbpZZZ4nFceOEKeouAIA+LQ/B1hp1MxERERERERGdgFgcT0LLm/+NQGM5DFnT0LH9RXiPdBe/g10udH35GizTz4Z94ZXQmmzwHNmq+Hw8vsqvEPZ0IBwKwXPwfXRsfQod256BKX82stY+JeZuz1wG87Qz0L7lMXkVrXv/+9Cn58r54RLb/CvkgrAUgRDNlD8bYcEHf90BBLtcaN/6NEyT5sMy7Sz1oUmzTD8b3iPbEA54Fe2+418BAIxRK+OTYZu9HDr7BHR8+gR8NftgSqI4rk9TxlIIDWUAAEP29KijetIarUmv/u0PU9EihLwd8NcdUHcBkWgV0+SF0KVkIxzwyqvBo0X/XIGWo/Kvw34PECdWRZeaAyFGRIvEe3QHtEarHL/SH4a8WfDXHYLn8Ceof+omCC2VyLzi9wMqkEtvUagjaITmY3FXXQ8njd4EU+F8+I7uBADoU3svjmsMZujTxQgWvSNGcVx+a0B5vdwHNwMArAk25jTmzFQ3ybQmG/QZk2BfcKW6q1/Mk+Yj7OuEp3QLtHanulvBmDsTjgtuRe4tb8Cx4ldIXXI9NDqj+rAho88shC0Sz6OmzyyEIWsagl0tMMQojks5+lw5TkRERERERDQ+sDiehHDAi+Z//Qqew5+g/ZN16m50bH8R4YAPaWffDADwVWxXHxJT585XUPfodWh+9Rdo+/DvaP/sabR/+iTqnrgR7q/fQfr5P0HG8v+Cv+4QOj5/Xv6ct+xThPxuWGd2x6dojVakLLwS/qo9CPm6YJ4qxj9EM+XPhr+2u1DbufNlCG01SD/vh/3anLM7UuVjdRcCTUcR8rTB3Mfccfvib8F3dCf8tQfgr9oLY96shH83rSUNGoNZEUvhbxSL41LWczzm4tORfq6YGz8UzFOWJLwX/Md2QZeaDdOkeXGL2UJbbfevo1aOA0Cosyl2cTxlQsyIFom/chcAwDylf4VsnS0DOlsGAvWHAADBjgY0vvRThAUfTJP7n2VuyCySN1SNFmg+Cn1mz7ih4WYqmAeNzojOXesBAPokcseNE8R4H8/hj6AxWqCzZSr69WligT36OiNybX1Hd8J60sWKdonGZEfGyrvUzTJDlrha3Tb30kGJvDEVzof32JcQ2sQV1dImuGoZK/8bE771EKxzVsB3bBe6vnodGqMF5qn9u9f6Q59ZCI3eFHNTU+usCxAO+tG5/SVoTPYeK/N1kWsqKFaOh6N+Tf3Dc0hEREOB48vA8RwSEdFQGFvjC4vjSQp2NqLlzTvVzUAk/7kzEgXhPfYFQn63+pA+Cfs9aPvgYTQ8+334aw/A9dbdyv6gH97ST2CZea7cZpt/BTQmO9o+/id8R7fHLHwaJ86Bv3qvoq1t08PQ2p3I+/FG5P7oTUy4+s9IO/cWWIpPVxwXixypEmelvK9yV59yxy2zzoc+LRft254BADm33ZgjxsHEoovka0dvZhkO+CA0H4O+l9xxy6wLYD3pIpgikRGDyTBhKnS2DHiOxi+OeyMrkA1Z0xDsUBZHJVKRO+R3I9ipjF0JultjFsf16bkItsf+8xD5s3zHv4SpqOcESjIMuZF4nqiJFgAI1B2CKb/3jPh49M5CCI3dueoSoVmcFIiVO26dcR5MkxcOSgG4N+apSxDydcFbsQ3BLpdc2E5EyrWWVoJLexNIpPxuZTFW5N73DvSOiTDm9lwhnnra9dDZMuUiuJohp0T+tf2UVYq+vtKn50GXkgVf5Rfyc6ZPiZ07bsqfDU/px6j96zfQ8uadaN30FwS7XLCUdH9XDTVDpniObfO+0WP1uHXmMngOb4G/5msgxgSaIbLKP6hYOa6J+jX1D88hERENBY4vA8dzSEREQ2FsjS8sjg+Sjp2viEXH8s/UXf0WqD+MxudvgdByXN0Fz4FN0BptsEw7S1417q3YDn/tAXiObIMuJQuGqJxmU95JAABftVgUkngrtqH5X79C+5bH4S3fBo3RAvv8Vci4/LfI+/EGOC65HeaiUxWfkVimnw1v+ec9IlUkvuO7oc+crMhPTyR18XXwVe6CP/J3lDZlNBUo42Oi6VNib2bpbyyXV+3GorNlwBzJBHdc9POEq9P7QzpnUgRHLMHORvnaqjOnJcEuFwBAaFGuGkckd1xdFNbZxfzyeCvRJd4jn8PgLIQupe+Z1sacEoQDPsUGoQDgq94LQ/Y0aIwWRXsytEYbdClZPf5MRN5CAAC9Q1kc1xqtcKz4FZzfvAe53/9f5Nz8CjKv+D0sCaJIBsI8ZQl8leJGqsHWauiSyBw3TpiKYFcL/FXipJQ+UriV6FJzEOpsUrRJPKVbEPJ39Vg9rk/LgX3+agCAMfJcqxlzZ0BoOQ7P4Y9gm3f5gO5vafLId2yXPEETa+W41pwCrTkF/ur9CPm75HbPoQ9gnroUGoNZcfxQ0WdOhr96r7h6fGF3rIypYA50KVnwHHhPvs/0qmgVXXo+wn6P/NwRERERERER0YmNxfFBEvZ1onPHy/AMYnE8Ee+xLxDscsF68kWwLVgNjcmO9k+fAAD4joibY5qndK8MNk4UC8z+mn1ym8RbsQ0dnz8H18bfoeGZm1F93zI0/+u/4N73NkwF85B5xd3Iuu5vinxuU8E8MVLl8EeKPyualDseK/9czTL9bOgzJqEjsmocgJiPXv11wk05pSJd9IacABCoLxXjFeIU5CwzxAJqyxt3QZeajdQz1qoPGRDT5FPhrzuEkLtV3aXgPRYptrb33IxTIrQclwvE0UKeNuhUK8el8xGv2C7xRuJeYr1h0BtDTokcqRLNF3krIV7BNhGDU4xNiV0cF6NW1JtySvd3y1t3o/n1O+DeuwH61BykLl2jOG4wGJxF0KVkwVsuviUhtNbIWeKJ6LOKxc1XPW0IeTt6rBzXp+X0uHcl4aAfnkMfwTrjHEV76pk3AQBCbheM+bHPtTFrOgL1h9Gx/QVozSmwnXyJ+pCkmQrnixM5rdXyfSVlpUeTcuHVk3meg5uh0RlhmXqaon0oaEx26GwZ8FZ8Dve+d2Cbt1J+u8Iy8wKE3C54K7YjLPggtFb3yB3XO/KYN05EREREREQ0jrA4Pog6tj2DYHuDunnIeA68D/OUJUhZeBU85Z8hUH8YAMRNIKu/VhbH82cjUF8qb+TYG2/F52jd9FfU/fNauDb8DoacEky48k9ygdxSIhbsvBXdm5OqCS3HEexqhrGX3HGN3gTHhbfCX7UHvuNilIrEV/01jJEYj1j0adkI+boQ9nUq2gP1pUBU5rOaddb5CNQfhqf0Y3Rsewb2+athjIqiGAityQZTwRz4KsRJikT8UnG8I/59I7TVyNEi0ULuNujUK8elmJnO+H8eIlElwfZ6mOK8FZCIMXcm/HU9i+OBanHipT/RKroExXEAEFxVclyGxDL9bAittfDsfx/esi1o//RJdO76F/SOifIK+sEiZfhLkwpCW60ciZKIYUIRAg3lAIBASyUMjomKfl2qcjNZNfe+d6Ex2eVNc405M2ApOQcdn78Ab+WX8hsh0bSWNOjScuCvO4hAfSl8lbtgX3iV+rCkmQrmwXdMzKkHxM1DdSk9N+XURX42wVWpaPfXHkCwvR7myHfGUJLuEaG5Eh3bnoXGYJJ/dkvJ2XAf/EA+NtBQBkMk9kaiT8uH0Bo/koiIiIiIiIiITiwsjo9h7oObAAAaowUdnz6p6PNWfA5j3knQGm1AJG/cF2PVeDLcBzej+Y07YMiehglX3QetJQ2WknPgLd3Sa7HdV7kbpl6K4/aFV4p56VseU3fBXyXGIxjjFFx1aTkIdvRcde1vEIvj+hiZzPrMQhiyiuHeL56/9q3PQmitRvpFt0Oj1akP7zPTJDGuJVGkisRbuQsIhxUbiqoF2xsgNCsLjgAQ8raLkxWa7iwnfWouEA4nNUnjrfgc5kkLAK1e3RWXPrMQWqNVnoiJFvK7EWgshzF/rrqrVwbnFIQD3riF4kDzMUVMkEZvgnnqEnhKlW8u+Cq/BACYJy9UtA+Uecpp8NcdlN8EkDam1KuK3dEMzkJodEYEGsXieNBV1TNWJT0PQoKJEX/1XghttbDOFqNV0s79IULeDnTueAGB2v3QpWb32OTTmDND/Gxkgqhjx0vQpWbDOuM8xXHJMGRPg9aSJp9XRCZy9Ol5iuMQiYwJh4Ixr6Hn8EcwT1kCrdGq7hpU0tsFgZZKCK01cO9/F/b5q2CbvRxaow2eA+/LxwYaK6BPz1dEzujS8yC0ceU4ERERERER0XjB4vgYFqgvhdB8DJ7Dn8gFOIm3fCug0cA8dTEMzsnQGq3wH9+tOKYvvKVb0PLGXTBkFSPrhkehNackjFSR+Ct3QZ+WG3eVrdaSCvuiq+Et3ypnjUfz14hRHab82LnjupTcmDEIYV8nAk1HYJ11vroL1lkXAAA8h8TiOEICXBvvhsFZCPuia5QH94OpaBHCvs6kJiPCAS98tfsRbIu/WlVorYm5ojrkFnORo1eP61KzEOpqRjgUjDoyNm/559AYTDAXJF/MNmZPBwD4a/eruwAAvqq9MOb2fQW+wVkY82eUCM1Hoc/szhw3T1kCaPXwHFLeg0JrNYIdDb1OyPSF1pwCY94sOVIFAIIu8Z5LlDtuiLy1EIhM1AjNldClZEGjF4uxOpsDGq0OwRibcUZzf/02zEWLYZt7GYx5s9Dx2ZMI+brk/QPUE0eGyDWSJjB8R3ci0FAGe1T+drKkSCTfse6JnmB7A3SpPbPqDekTEXRVxbz33Ac3Q6PVwZzERr9q+rS8pCJsAMDgKACiol06tj4Ljd6E9At/BsFVpXjjQYh8ZxoyxYK6LjVbvB6Ra0tEREREREREJ74hL47ftGY1blojbh5Hg8994H10bFWuGkckniLY0QBT0VIY88XMbqnQ3F+e0o/FjG5bBgDAeyR+pIrEe1xccWoqmKfuAgCkLv42tEYr2resU3cBAEK+LgQayuTMdDV9WvxYitb3/wJj7kzYF12taLfOXAZfxQ7Fpnv+2gPo3LUe9oVXwpDdc7V5X1iKToUnEr+RDN+RbQk3ABSaj8aMXQm524BIjIYkUYa1mk+6NlOSj1Yx5MxAyNMe99/hr9ojrvTPmanuSsjgnAKhUcwWj0WQNuWMFMgtJWdDaKuNuYLde+wLGCObSA4GUySX3RvJ8kckVgWRwm08hgnFCAd8EFxVAAChRVz9r88QC7hSbne8+1fi3v8eACD9/J9AaK1G55evAZHJsXDAB2O+MnbImDsDgaYjCAs+ua1zx0swZE+HaWLyEyEAYJp0inj/Rd2fQntdzJ9bnzERgcjPqhaoL4XQWg2LKj89Ea3VgbTzfoTs7z0D2ykr1d0x6TOVkyxCazU8B8RJMOk8SvyNZQAAfZY4iSEV4AUWx4mIiIiIiIjGjSEtjt+0ZjWKi5QxAjS4Oj5/PuZmjYisHrdMORWmgjkQ2moSFmCTJRXIvaVbEPK71d09BNvqEOxogDlGsVKXmg3bgm/Cve8dBJp6ZmpLfFV7YYyxclxrSYPGYI4bSeKv3ouu3f9G2ln/IRckTRPnQpeSha4DykIZALR//E8Emo7AedV98urbvjI4p0Brd8JXsUPdFVfXvnfVTQq+OCv+Q14x4kNr7i6O95ZhHS0s+OCt2A7z5OQ35TTmzoC/7qC6WeavFjPjjRNjx+DEorWmQ2tJQ6A5/srxQCRz3ZBRKK52n7o07psL/spd0NkcMDi7V5oPhLloMYJdzfIKcAAIuVsR8ruhT4u/clyfVax4oyMgFccjq5ulz0qF9niC7fVyFn/bx/9U9PnrDsCYp145XtIjE959cDNCnU2wnbJK0d4b08Q58FaKG+tK5E05bQ5Fuz5zMgSXcjPOaJ6Dm2EuWqLY2DcWrdGK1NNvRM73noP9lJUIdjTAOuNc9WExGTILITQrvw/bI5v8RkeqILICPuTrkvclkKJihB4r+cOq31Pf8RwSEdFQ4PgycDyHREQ0FMbW+DKkxfF1T7+K9Rsi0RU07LxHtomb+ZWcC39Vz8iS/vKUfoyWt+5WN8flPfYFjIU9Yy5ST/8OAKB9yxPqLgV/1R5ojVYYVPnh8uaTbfGLwW2frEOwywXHJbcDACyzzheLwmWfqg9FOOhH8/pfQWipgvOqPyVVILfMOh/2+athm70clpJzYI+scPUeTb44HupsUjcpRK8AjhbyxFg5np4fd7IgFl/F59BnFECfJq5i7o0xZwYCdQfUzbJglwtCW03cTTljbZRpyBCL2IHG2JM8AOQis945GeaiU6HRGeMWx6V8bFOMCZm+0tqdsBSfDl95z7ckgm210MXI3pYYs4oRiKxOBsRNRaFYOS7evz2LsT25970Nf81+eEu3KNr9NftgzJnRHdVinwCdzYFAjA1T3aVbYC5apG6OyzRpPjQGM/yV3ZtxApAz0qWV7wCgj8TLBFtirxwHIG+GaZ12prpLprNlIPt7zyFlyfXwVmxH/WNr4Hr3PmitDph6yZHXGMzQpWYj0Kws0Astx9G66a8x33YQGsvlLHu9Q1w5HuxU72HQnelP/cVzSEREQ4Hjy8DxHBIR0VAYW+OLJn9SYa/l/CnF01B6MH5BLJElC+di9qxpWPf0q+qumGaU9CxI/uPhBwAAt//XHeoulJXHj2IgwPTtZwG9EcJnf0fw8GZ197DQTj0ThjN/BP/6nyAc2chQ4yiE8fJ7Efz63xB2Pq3+iILGkgbj1esgbH8Kwf0b5HZd4RLoz70VgTd/gZBqtWg06Tjhy5egP/kyBCt3QvjkIfVhMo3JDv0lv4XWlgH/279FuDn2PaYxWmC4eh00OqOiPdx8BP43f6loGwryedn6KIKH3oXGkg7j1f+E8Ok/ECxNblJKY8+CcfVDELY9juDBt9XdChrnVBgvvRuB9/+AUJWyYBrNcMYPoClYAP8L31W06+Z+ExqtHsKXLynbZ14M/eK18L14E+AVC/6xGK94EOHI6nLNhOnwv/oD9SEyw8r7Ee6og7Dpj+quPtGfeQt0U8+C/9VbEO5URtvoz/0ZtKm58L/+c0U7AGgsDhiv/gcCn/0TocPdK5aNqx5AqKUCwkcPQr/0P6ArmA/fyzcrPhuTwQxt2kSEmrqL7QCgnTgfhvN/Cf9bdyJcvx/awlNhOPfn8P/7/yLcpNyHQJs3B4YLf93r9ZMYLv0dNCk58L/6QyDglds1afkwrvozhI8eRLBCnGSS/h6Bt/4fQvU9C/MS4+V/QtjTisC7/6PuAuR7ZyGE936HUNTf33TNOgSrdyd+bjOnwHjZHyB8cD+Cx3pOZsSiX7wW2qlnw//8DTCc93NoUvPgf+1WAEBTc7P68CExbcZMHCnrfiuhPwYyRg+Xj97fCAA4+/zl6i4iIqJRiWM0ERHR6DQYY3S0UVcclwrh0aSCeV1dzxXCzz7/srqJopQXrEKbfSpOOvI4TL4Wdfew8Ovt+HqaWADUhvywehsQ0Nsg6Kw4uXwddMHuwls8+6ashcXfjClVr8ttDRkLUZV9DuYefqjXP6Os4Aq026cAAIqPv4rUzvjFdAAI6G04VHgtgnoLZlY8A6NfjDCJ1uSYi8qcCzCp7j2Yo86tXuiC2T8853rXzJ8jt/FT5DZtRZclF4cmX4dpla8gpSt+TI3avilrYQ64MPX4enWXQqPjFBzPWYY5pX+DXogfqdOcPhvHci/CrPLH5fPgMTlxYMqNMPldOKn8McXxlTkXoDV1OuYcfljRrnZk4uXwmJwQ9HY4XV8hvyH2ynEAqMo5D01pJ2Peob8o2sMaPWonLEVewyeK9lg85mwcKLoe2c07Yv67qrPOQqPjFMw79KC6C+32KSgruAIzKp6B1dv9vVU+cSX8hhTMrHgGZZNWI6gxoOTYC4rP9oWgNWFPyY+Q3/Axspu3oybrTNRlLsb8A39SHwoA2D39R3C0H8Skup6xQtFcqSWoyL8Mk+reg9OljPUJafT4asZPkNfwCXKaxRz2howFqMo+t9d7oz7zVFRnnYXpx16E3a1cZe42Z+Ng0fWYWL8ZWS3K4n1V9rloTp+D2YcfhjYsKPokLWmzcDRvOWYdeQJmX3KF7ab0OajMvRAnlz+KsokrYQq0yc/BmxvfUh8+JAZjUB/IGD1c+D/eREQ01nCMJiIiGp0GY4yONuqK47FwwO4/65wVSDvju6j92xXqrmGltTpgyC6GMWs6jNnToc+aCvfeDej4PLnCYPqFP4Ol+HTFz5F27g9hm70cNX9ZoTg2Fp19ArLXPoVwwI3aR5LbIFafloOsGx+HZ//7cL13v7obWd9+BBqTDfWPrVF3DZvcH74G94FNaNv8V1hnnAfHil+h/rE1EFqT31Qw7ZybYV9wJWoeuAThoF/dLXNcfDtMBXNRt+5b6i4FvWMistc+hdZ370PXXvHZzbphHQxOcXKi4dmbEajv/hKbcM2DCIcCaHq55wrsaKlnrEXK4usAAI3P3QJ/gngX89SlyFz5P2h8/hb4a7uPSzvrP2BfdDXqH70eQuQthnicV98PQ0Yh6h+7Pma+vm3OpUi/4Keo+/vqHnn+KYu/hdQzvovq+5Yp2lPPvAn2+atQ8+ByZH/nSQTqD6Nl4+8Vx/RV9o2PQ2itQfNrv0bm6j9CZ7Kj4bnYq+ozLvsNjPkno+7vV6m7FHK+9xxCAS8anlKu/pfk3PwqvKUfoXXTX4HIZqHWGeei5qHL1Yf2kHXDo9CZU1D35HcR9nXK7c5r/wKdNT3m82TImY6s6x6Ba8Pv4D4Y+w2Y1DO+h5TF1/Y454kYc2ZgwnUPo+X138Bx6a/R9dXraPvw7+rDhtRgDOoDGaOHC8dxIiIaazhGExERjU6DMUZHG9LMcRp5vvJt8FfvVTcPu5DbBV/FDnR8/hya37gD9Y9+O+nCOAB4Sz+B1pIm55QjktksJMgbjxbsbETbp4/BrdqULxGhrQ5dezbAOmdFj80HDROmwpA9HV17umNeRkLI0watJRWIyrAO9pJhruY9sh0AYJw0V92lYMydAX+CyAyJ4KpCyO2SN1FNWXoDDM4paH5DjEWyzlAWL/UTihLmjUuEyMazwY6GhIVxRHLqAcBUuEBuM+RMh33R1QAA+8LEEySWqafBNHEu2j59PGZhHJHMcQDQp/XMHTdkFSPQ1HODUcF1HBq9CbqULOgzCvqUDx+Pr2YfjHknAQBMOSXw1x9WHyLzlm2BzpaZME/fvuBK6NJy0P7h39RdslBnI3RROfX6jAIEWuJvxhmt5Y07oTGlIOOS7ughS8k5MOWd1GPDUUmg7jCE1mpYZsYvfOszJ0FI8u8gka6RuWgxNDojBFfiCRMiIiIiIiIiOrEMWXHcmenAb277PlatWIbiokm4545bsWRh4uIbDb5gVzM6d72mbh5zvBXb0bH9RaQs+TasM84DIiu7gx1igTIZXV/8Lzp3/UvdnFDnzlcAALZ54kabEutscWWF++vEOd1DLeRulTfk1KXmINjliruBZzy+yl0I+z2wFsffKFFrskGfMQn+2oPqrph8VV/DOPFkGLKKkXraGnR99Tq8pVvgPbINlhnnyMdp7U5ojTYEIlniiQSaxaiYeBtxRgv5uuCvPQBTYfemnI6LfolgVwu8ZVtgm3c5tNZ0xWeipZ71Hwg0HYU7weRHILI6XxvZjDKaIasYgQZlPjgABCPFW2PBHPH3MTaJ7KtAzX5oLaligddkj7kZp8QTmQixFJ+m7gIAaC2pSDntenjLt8J77At1t0xoq4cupfvn1mcUJF2YFlxVaN38F5inLoVt3uXQ6IxIO+s/4a/a02PD0Wjufe/BPGWJPBmkZsgshBC5R5IVFnwQWqthLj4dABDswxsXRERERERERDT2DVlxvKnZhd/e+whuv+t++Z9tO5XZtTQ8fMe/VDeNSe2frIO3fCscK34FY85MsRjcx+JisF25qWJvgh0NcO9/TyziGUwAAI3OCNus8+E+uBkhT/wNJIdD0NMGXaTIK04W9O18SDp3vw7rnBUwT1mi7gIAGLLElcaBXlZsS3w1e6FPy0PGZXci2N6Atk/WAQA8BzdBZ58gryo3OCcDAITG2JueRgs0ihs0eg71XhxHpOhvmjgXGoMJqaetgcFZiNb37kfbJ2Lmuf0U5YSHxDbvcugzCtD2QeIMdOneM6QrV45rjBbo0/MRaFBuiAkAgZZKAIBl8qkAgGB7cm8+JOKr+RoAYFvwTQCAvy7+BEbY1wlf1e641zl18behNdrQ9lHiaJFgex30aeKbClqjFTpbJgRXcsVxRCaV3Ac3I33Zj5F+0W3QpWah9cNH1IcpeA6IOemWknPVXUAkzifQ0rfiOAAEGsrkiZK+xBERERERERER0dg3ZMVxoqHQsvF3CDQdg3P1H6A12ZKOVRmIzh0vQGtOge3kSwAAlulnQGOyJ1xVPFxCnjbo5JXj2X2eLJC0f7wOvuNfwbHiV9A7Jir6NCY7UpaKOdD+uviRHdH8VWKUjz49F663/4iw3wMA8JRvRTjohzWyetzgLAKApFf8+o7vUWSIJ+I7Kq58ts35BlKW3gD3wc3wlm+F0FIJT+nHsM1bKU94SPSZhUhf9mN4y7fCV6ncFDIWobUaOlWsijGSrR5r5XjI24GQp12OexEi0SwDIbQcR8jbAXPhAoQFX8w4l2jesq0wZE2DLjVL0a5Py4NtwTfRuetfEFzKzTLVgh310BjM0Jjs0DnygajCf7La3vszhLZaWGeeB/f+9xBIEAcDAAunZSNX24qZF16P39z2fTgzxaijJQvn4qJV1wAAhObe43nUAlETM0LM56fXbTmoVzyHREQnsiUL5+KeO27FPXfc2mOMXrk8fiTawHF8GTieQyKiExnH6OSwOE5jStjvQfNr/4VwKAQMUixFbwJNx+At3wr7QnETQ+vs5RBaq+E7/pX60GEX8rRBa3cCAHQpWQOaLGh587cI+zqReflvoTFaAAD69DxkXfcwTAVz0PrOnxAOeNUfiylQfxjhgBddu/+teHMh7PfAW/YpLNO7i+PB9vq4ud5qHZ89qW6Ky1e1G2HBh7RzbkbI3Yq2zeLmkQDQse15ccJjdvdmrjqbA84r7kbI04a2Dx6S2xMJttZCn6aMVZEiOvwNsTeHEJqPRq1UHpyMa3/NPgBQbHQaj7dcjC4xT1mqaE875z8R8nag/bOnFO2xCO2NQORtBUNGAQAg2EtBXS3kd8P17/9BOOBD2yePqrsVnJkOLF00F8c/exW1QQdefGcnlp8vxgDlZDnhMYnPQKC5bwV6RL21EH/VuEbdQH3Gc0hEdKKSxuh7H3oCt991P15a/7ZijB5aHF8GjueQiOhExTE6eSyO05gTbKuTN3cU+hkj0led21+ALjUbKadeC1PBKeja/ab6kBERcouxLvq0HGgMJgQHsMFjyNOG5td/A31mITIu/iVME+ci69uPQGt1oOnln6Pr67fUH0nIfegDtH3cM57DffBDaK3pMBcugD5zcq8rnaP5qvoWzeSrFiNHWjf/FSFPu9weaCiFt2I77AuuBCJRKJlX3A2tJQ1N/3t7nBXEPQmt1dCliyunAYgF93kr0bX7TYR9nYpjJYFIETnUx41TE/FHolUSbcYpEVprITQfk4v4AOC45HaYi89Ayxu/ifv3jibdZ7rUHPlNg0Bkw9S+8NcdRMOzN/d6LjId6TAZjQhVfAYAqE8/BU+/9AaWLJyLpYvmwlkkbkiahg55vwv1zPiaq7+Bq1ddLM+aS7Pk/kZxhb/gilccJyIionikMVpyqKxCMUYvXTRXHo/7OkYTERFR/3GMTh6L4zQm+av2wPX2H/ucId5fvpp98NXsQ+qZ3wMAuPe9oz5kREiZ54acGQAAYQDFcURWHrveuRfmaWfAefX9CPm60PjCj/qVW9/6zp/kOJVo3rItCPm7YJlxHgx9LI73lb9yFzxln8Jz6EN1Fzq2vwBdahassy5E5mV3wpA1DS2v/yap1dcSobUWOpsDGoMZAGA75QpoDCZ07HhRfahM2rgy2QJ8MqSV44nyxqN5yrfCXLgAWqMVqaetgXXWhXC9dQ98x/eoD41J+rvr0rKhcxQMKB5GSCKO5VBZBQ6WVuDnN30TBcJR2OathC4tB9t27sbWHbtR2hSE0FoLd0cbrl51MV5a/3aPmXGTyYjUFDtuv+t+3PvQE5gxrQglxUUItjcg5OsatFX8RERE44k0Rt92y3fw0++vgdUi/jeRNEZv3bEbv733Ebjdnj6P0URERNR/HKOTx+I4jVnufe8g5G5VNw+Zzs+fB4DIRpzdq5BHUsgj/vzGnBIAQHAAsSoS99dvo2v3m/DXHUDDcz9IOg+8L7yHP4H15IuhMZiGtDjuPbIVbe//Wd0MRCZY/NVfw3HJ7TBNXoiWf/8PvMfEnPJkSUVhfVoONEYL7PNXwb3v3YRxP1IxeDA245T46w4BkTibZPjKxRXY6Rf9AilLb0DHtmfh3v+u+rC4wr5OhANe6FOzYMgoQHAYVl2/tnETbr/rfmRUvAGjUYdp37pb7vOYnBBajqEgPxe5WROw9rpVuOeOW7H2ulXIzEiX/yNg735x4qOp2YVmVysc6akAAKGxHMHWvsXCEBERkUgaoyuOVeOOX/wg5qqy/o7RRERE1H8co5PD4jhRkrxHtiHQdAzuPaMjUgWKleOR4ninmAU9UK3vP4CmF28dsskHz8HN8q+FxqErjgeajiHY5VI3y9o/fxYA0Lb5r/Ac+kDd3SupoKpLnwjbnEuhNaegY7s4iRKPVBwf6Cr/aOGAD76q3fKq9N74avYh5GmHZfqZ8Bz6EO2fPqE+pFdCWz30KTnQZ0xCIMl/72DY+Mbr0O56Bh3WScg+/VsAAI9pAgKRzTg7u9xyptrtd92PPz/yNNyexFn5/sYjEFxcOU5ERDQQr23chMefW48Z04rk17Gj9WeMJiIiooHjGJ0Yi+NEfdC2+YGkoyeGQ1AqjmdNQ8jTHjPGpL/CQb+6adB4j30hF94DTeKGiCPBV7EDrnfuReeXr6m7kiKtHDdkFsC+8Gp4Dn3Ya4Faiu9ItLq8Pzq/+Je6KSFv+Wfw1x6A66171F1JCXbUwpB3EjR6EwRX4p95oJYsnIub1qyWf5/Vvhc5wRroFnwbbXbxlS6huRLHq2vh8/txxuL5UZ/uJm06UlJchNzsCXC1im+ABJqOQGhjcZyIiKiv1GO0Iz0VPr8fbrfyv0n7O0YTERFR/3CMTp4mf1JhWN2oNqV4GkoPHlA3D5uP3t8IADj7/OXqLqJxTWO0IO9H/wYikRoNz35ffciolXbej2CedArqn1yr7hpTcm5+FRqNBlprOhqeuimpYn/2jY+j7YOH+xzjMpiM+SdDaDkuv33QV+nLfgzbvMsBAE2v3AZf5S71IYNm0sRczJ8zC0sXzQUAdLk9eOSl92G4/M/QasIIG6z4pvFjvPPK02h2teIHa6+BzWoBAJRVVGLd06/ipjWrkelIl18BW79hE7btFDd4NeaUyNE0w23ajJk4UpZ8zn0sIz1GJ4PjOBHRiSnWGP23x19EU7MLJcVFuP6qywAAz7z8Zr/G6JHEMZqIiMYyjtHJY3H8BLfq8ktx09obsfzy7tki6r93N6zHH+/7C97f3PcIjqGS95O3oNEZ4Tn8CVrevFPdPWrd+NM70JCxABv/3zfUXWPKhGsehDH/ZHjLt6L5tV+ru2PK/MZdaPv4H4O6CeSH723AtdevRW3d4GWZJ5Jy6rXyBrV1/7hm0CJ9+sI6ZwUcF9wKAKj962UI+d3qQ2Q3rVmNvftLkxrIH7jvDwCAn/zslwDCADTqQwbNYAzqIz1G9y6Mj95/C+A4Pqoo73MaDXhNRh9ek+HBMXokcYwejfjdM/rwmow+vCbD40Qeo6MxVoVojJNW/gYHMcN6ODjRghmpgxcDM1KkAnfHNjG/PBmBluODWhgfCdKGomHBNyKFcQBw79kA3/GvEOxsTFgYH5ihG9DHD55DIiIaChxfBo7nkIiIhsLYGl9YHCca46Ts7rFWHAeARRmd6qYxR2irhffYF/DXHVR3xeWr+krdNOZIeevSBqMjxfX2HxFIIhJl3dOvJjXbTUpLFs7FPXfcinvuuBVLFoqv4xEREQ0mjtH9wzGaiIiG2ngZo1kcJxrjQm5x5bgwyBs8UnKE1mp0fp78qnEA8I+iTV37S+gQV4sLrip117AKttej9f0H1c00CJyZDixdNBf3PvQE7n3oCSxdNDfmzuZEREQ0vDhGExERDR4Wx4nGuKBH3ClYirmg4eU7uhO+Pha7w0G/umnMCXU2AQCEluPqrmEX7GpRN9EgKC6ahM4uN5qaXWhqdqGzy43ioknqw4iIiGiYcYwmIiIaPGNqQ04i6ump/Xq8c0yHdRf4YdP3+jgTDZr/85ERV04L4oy8oLprzPty955h2dxlMDYSGaoxeuXyZQCA1zZuivn7eG5cc526Cd+J0UZERNQfHKN7jsnq38fDMZqIiIbSWBqjo42JlePcOZsovhtmCXj+Eh8L4zTsHjzbf0IWxmnw1dbxzRYiIqLRiGM0ERGNd2Ni5Tj136rLL8VNa2/E8stXq7uoH97dsB5/vO8veH/zB+ou6qOf//RHWDB/Hq69/rvqLuqHD9/bgGuvX8v/wRkED9z3BwAYMzPeQzVGL1k4F7NnTcO6p18FANy0ZjX27i/t14Ysw3lOKTm8JqMPr8now2sy+gznNeEYTSOF12T04TUZfXhNRp/hvCaDMUZHGxMrx4He6vfsH5jePs/+xNifGPsTY39iY71/7CqrqITdZoUz0wFnpgN2mxVlFZXqw5I4B+xPjP2JsT8x9ic20P7e9PZ59ic20v1jF8doCfsTY39i7E9stPf3prfPsz+xke4fXmOkOK5RN6iwf2B6+zz7E2N/YuxPjP2JjfX+saup2YWtO3bjtlu+g9tu+Q627tiNpmaX+rAkzgH7E2N/YuxPjP2JDbS/N719nv2JjXT/2MUxWsL+xNifGPsTG+39vent8+xPbKT7h9cYKY4TERHRcNu2czduv+t+3H7X/f16VZuIiIiGBsdoIiKiwcHiOBERERERERERERGNO9yQk4iIaIQMxkYiHKOJiIgGH8doIiKi0WkwxuhoXDlOREREREREREREROMOi+NERERERERERERENO6wOE5ERERERERERERE484YKY73GotOREQ0BDj+DBzPIRERDQWOLwPHc0hERENhbI0vY6Q4rlE3EBERDQOOPwPHc0hEREOB48vA8RwSEdFQGFvjyxgpjhMRERERERERERERDR4Wx4mIiIiIiIiIiIho3GFxnIiIiIiIiIiIiIjGHU3+pMJeU9KnFE9D6cED6mYahZYsnItVK5YBAMoqKrHu6VcBAM5MB36w9hrYrBZFO/VOOnfvfvAZtu3cDQBYuXwZli6ai0BAwDMvv4lDZRXqj5FK9D1Y19CEfzz5MtweL+/Nfog+Z11uD/72+ItoanbBajHjP2+8CjlZTsU5pthuWrMaABT3XPR36PoNm+RnPl77QE2bMRNHykrVzX0y2sfooTp3lLzo7wYAiu8NXp/hNxq+e0hJfU34zIysm9asRnHRJCDJ5yFe+0BxjKbhwO+b0UU9HiDBcxKvnQaX+prwmRlZJ9IYHU2XmpZ+p7pRzZGRiZamJnUzjTIlxUU4Y8kpeODvz+CjT3fgtFPnAQCqaupx3ZWXYuuO3XjyhdewYO4sGA0GVNXUq/8IiuG6Ky+FyWjE0eM1qKqpR0lxEebNLsEDf38GR4/X4PxzlmDfgTIEBEH9UYqwWsz49lWX4c23P8SL698CAGRnOXlv9lP0OfP5Azj79IXYtXs/Vlx4NlrbOvDQo88jJ8uJqUWTcLCUEzexSIN6S2sbdu3eD0QmHVZceBYeeeIlfLb9K6y48CyUVVTCarXEbB+MiYdM5wS4WlrUzX0ymsfoeOd0MM4dJS8tLQVzTyrBI0+8hDfe+gAffbZTnpzk9Rleo+W7h7rFuiZ8ZkbOyuXL4HZ78dCjz+N4dR0uWXYGDpZVxH0e4rUPxjXhGE3Dgd83o0es8SDedRjK7x7qFuua8JkZOSfaGB2NsSonkENlFXj40Rfg9njh9njR2eUGIl/odpsVZRWVAIC9+0sxe9Y01acpliUL5wKAosA4c/oUVNc0wO3x4nh1LQCgID9X7qeeCvJz0dHRJa+w37ZzN7bt3M17s58am1w9zpPVYkZ+XhYOHD4CADhw+Ajy87JgtZgVx5Fo3dOvYv2GTYq24qJJ6Oxyo6nZhaZmFzq73CgumhS3nXrHczd6dHa54XZ7FG28PsOP3z2jT6xrAj4zI+a1jZvw2kbxejS7WuHz+4EE5z5eO/WO52704PfN6BBrPIh3HeK10+CKdU3AZ2bEnMhj9Bgpjvea/EIqzkwHMh3pcLW2I9ORDn8gIH95uFrbYTQaWDTrhTPTgaWL5vb4Mp7gdKCuQVwB4vZ44fcH4EhPVRxDStL5+c1t38c9d9yKn35/DawWM+/NfpIGpHvuuBUXnnsa1m/YBKvVAqPBgGZXKxAZrIwGA6xWi+rTFE9OlhONTS75941NLuRkZcZpF1/jo8TEc9c9o89zN3Jysyfgjl/8APfccav8eirv7dEh3nWI107Dg8/MyJP+B9rt9sQ59xyjB4Jj9OjB75vRK951iNdOw4PPzMg70cboMVIc16gbqBerVizDwdIKZmEPwKoVy7B1x240NXc/zNQ/OVlOTJ6Uj789/iJuv+t+dHa5MeekEvVhlKSb1qxGY5ML9z70BADgjMXz1YfQoOH4M3A8hyOtqdmF3977CG6/637c+9ATyM2eAOnNKCLqic/MyHNmOnDO6Yuw8b1PErx+zfFl4HgORxq/b4j6hs/MyDsRx+gxUhynvpBmzqJfd4heQepIT4XfH0hwE5Mz04Hc7AlYtWIZ7rnjVixdJG4isHL5MsVsl9VihtFogKu1Xf1HUJS6hibU1jfKEw3SOeS92XfOTAcA4N0PPkVTswt/e/xFFBXmw2I2wR8IINORDgA9VuVT7+oamjDBKZ5fRL0lEq+desdzN/o0NbtQW98I8PqMGvGuQ7x2Gl58ZoafM7Lx+Ief7pAX+sQ79/HaqXc8d6MPv29Gn3jXIV47DS8+M8PvRB2jWRw/wdy0ZjXsNiuee+Xfcps622f2rGnYu3/wdnU9EUXPRt5+1/3YumM31m8Q85Wis5ylrHEpe5xiK6uohN1mhTPTAavFjKLCfNQ1NPHe7Ae32wOj0SDfe1IRvLmlFdU1DZg5fQqgysan5ETfp9F5+PHaqXc8d6PDxcvOQElxEaCKXeP1GR3iXYd47TT0+MyMHGfkf7r37DuMbTt3y+3xzn28duodz93owO+b0S3edYjXTkOPz8zIcZ7AY7Qmf1Jhr4HeU4qnofTgAXUzjTIlxUW4/qrLYDDo5ba6hib848mXYbVa8IO118BmtaCsohLrnn5V8VlKbOXyZahraJK/AFYuX4ali+YiEBDwzMtvMr4mCUsWiqvvEfnylO5B6QuW92byop/16HvQajHjP2+8CjlZTvnZZ3G8p+h7TrJ+wyZs27lbcZ9KbVDdv9HtAzVtxkwcKRvYhNBoH6OH6txR8kqKi7D8gjPlt56G496mnkbTdw+J4l0TV2s7n5kRIv03drStO3bjtY2b4p77eO0DxTGahgPH6NEh3njAMXrkxLsmHKNHzok2RkdjcZyIiGiEDMagzjGaiIho8HGMJiIiGp0GY4yOxlgVIiIiIiIiIiIiIhp3WBwnIiIiIiIiIiIionGHxXEiIiIiIiIiIiIiGndYHCciIiIiIiIiIiKicYfFcSIiIiIiIiIiIiIad1gcJyIiIiIiIiIiIqJxh8VxIiIiIiIiIiIiIhp3WBwnIiIiIiIiIiIionGHxXEiIiIiIiIiIiIiGndYHCciIiIiIiIiIiKicYfFcSIiIiIiIiIiIiIad5IqjodDIeh0OnUzERER9ZNOp0M4FFI39xnHaCIiosHFMZqIiGh0GqwxOlpSxfH29g44s7I4sBMREQ0CnU4HZ1YW2ts71F19xjGaiIho8HCMJiIiGp0Gc4yOpsmfVBhWN8aS6cxCamoKNNqk6ulEREQURzgUQnt7B5qbGtRd/cIxmoiIaHBwjCYiIhqdBnuMliRdHCciIiIiIiIiIiIiOlFw+pqIiIiIiIiIiIiIxh0Wx4mIiIiIiIiIiIho3GFxnIiIiIiIiIiIiIjGHRbHiYiIiIiIiIiIiGjcYXGciIiIiIiIiIiIiMYdFseJiIiIiIiIiIiIaNxhcZyIiIiIiIiIiIiIxh0Wx4mIiIiIiIiIiIho3GFxnIiIiIiIiIiIiIjGHRbHiYiIiIiIiIiIiGjcYXGciIiIiIiIiIiIiMYdFseJiIiIiIiIiIiIaNxhcZyIiIiIiIiIiIiIxh0Wx4mIiIiIiIiIiIho3GFxnIiIiIiIiIiIiIjGHRbHiYiIiIiIiIiIiGjcYXGciIiIiIiIiIiIiMYdFseJiIiIiIiIiIiIaNxhcZyIiIiIiIiIiIiIxh0Wx4mIiIiIiIiIiIho3Pn/GBUmkxL9j7IAAAAASUVORK5CYII=" - } - }, "cell_type": "markdown", "id": "12bed33f-be31-4d7c-8651-3f267c529304", "metadata": {}, "source": [ "You can find the entire fine-tuning process in the **Fine-tuning** dashboard on OpenAI.\n", "\n", - "![Fine-tuning Process](https://github.com/lisekarimi/lexo/blob/main/assets/09_ft_gpt4omini.png?raw=true)\n", - "\n", - "\n", - "and on wandb: \n", - "\n", - "![image.png](attachment:image.png)" + "![Fine-tuning Process](https://github.com/lisekarimi/lexo/blob/main/assets/09_ft_gpt4omini.png?raw=true)" ] }, { @@ -461,17 +451,18 @@ ] }, { - "attachments": { - "image.png": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAAGDCAYAAACC34UnAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAALATSURBVHhe7N15nI3l/8fx15l93xdjxtgL2aISSaWUUr4qpSLSQpIQZclW2qhUCmlPQkoliha0W6KypsEMs+/7fpb798fN+ZljbcHg/Xw8zoO5r+u+zzmznDnvua7rc1kMwzAQERERERER2S8sLAw314MiIiIiIiIiCosiIiIiIiJyCIVFEZG/KTExkZEjR3LppZdy0UUXcffdd/Pjjz+6djui+fPns2XLFtfDNbRp06bG7ZJLLoH99/3666+7dq9h6tSph5zfpk0b126n3OjRo10PUVRUxLRp07jpppto164dq1atcrbZ7Xa+/vprBg4cSJcuXbjhhhtYsmQJdrvd2ScnJ4cRI0bQqVMnevfuza+//upsc1VRUcGzzz7LjTfeSNu2bVm5cqVrF7Kzs3nkkUfo0KEDV199NZ988olrF6fLL7+cNm3a0LZtW66++mreeOMNDl7pMXv2bNq0acNXX31V47x58+bRtm1bpk+fDoBhGGzcuJEBAwbQsWNHrrrqKkaPHk1SUhIAX331FaNHj6aioqLGdQDuvvvuQ77ud911l2u3YyoqKmLChAl06tSJPn36sHPnTtcuToZhMG/ePK688kouv/xy5syZQ3V1tWs3ioqK6N27Nz179iQvL8+1GYDt27dz3XXXkZKSUuP4lClTmDFjBgBJSUncfffdVFdXY7fbWbZsGX/88UeN/v/WunXruPPOO+nUqRNdu3Zl6tSp5OfnO9snTJhQ43PcpUuXIz6GvXv3MmnSJLp168bll1/O448/XuP579y5k5tuuomePXvWeF2wWq2MGTOGxMRE5zERkZNNYVFE5Dg5HA6++OILLr/8cqxWK48//jivvvoq5513Hg899BCpqamupxzWY489ViMEHU5eXh6TJk1i/vz5zJ8/nzfeeAOA3377jWHDhrl2ryE1NZX4+HjnuQduh3O4ZesOh8P10FEd7hpHU1payo4dO9i8eTN//PEHSUlJzsCXn5/Pt99+S2xsLJmZmRQVFTnPq6qq4ttvv6VNmzY888wz3HbbbYwbN4533nkHwzAoLCzknnvuIS0tjSeffJKWLVty6623smnTpoPu/f+VlpayZs0aGjduzF9//UVhYWGN9tzcXG666SZsNhuvvPIKI0eOJDAwsEafg2VnZzNu3Djee+89brjhBsaOHcvLL7/sbM/MzCQzM5Pnn38em80G+x/D8uXLyc7OJj09HYA9e/YwcOBAWrVqxYwZMxg5ciSVlZUkJycDUFhYSHJy8mG/TomJiXTq1KnG133SpEmu3Y6qqqqKyZMn8/vvv/P000/TsmVLunTpQkJCgmtXHA4HM2fOZMKECQwaNIiHHnqI2bNnM3fu3BqPz+FwsHDhQpKSkvjrr7+cz99VeXk5O3fupKqqqsbx1NRUMjMzAahbty4TJkzA09MTm83Gyy+/zDfffFOj/79VWVnJpZdeynPPPceYMWNYs2YN48ePdz6u1NRUzjvvPOfn+LXXXuOcc85xvQwAv/zyC9nZ2YwePZqpU6eyZcsWRowYAUBZWRn3338/nTt35tprr+WWW26hqqoKwzD48MMPqaqqIjY21vWSIiInjyEiIsclNzfX6NKli/Hqq68adru9RltKSopRXl5uGIZhfPTRR8arr75qfPrpp8aoUaOMF154wcjKyjIMwzA+/fRTIzAw0Lj00kuNYcOGGbNnz65xnQMaNmxo/PHHHzWO5eXlGQMHDjTc3d2NYcOGGcOGDTPy8/Nr9DEMwxg0aJDRr18/18OGYRhGVlaWMWLECOO7774zpk+fbowZM8ZYu3atMX78eGPr1q3G448/bjz77LOG1Wo1Vq1aZYwfP94YM2aM8dFHHxk2m815nalTpxqrVq0yHn/8cWPOnDlGRUVFjfs5kvLycuOOO+4wbrjhBqNp06bGgw8+aIwcOdIoKioyDMMwHA6HYRiGkZ2dbbRu3dpYsmSJ81yHw2FUV1c7PzYMw3jxxReNAQMGGJWVlcb69euN1q1bG6Wlpc7+11xzjTF58uRDvl4HKy0tNUJCQoyFCxfWOD5ixAijR48eRllZWY3jR9K6dWvj119/NQzDMGw2m3HNNdcYV111lbN94sSJxn333WfUr1/f+O233wzDMIxt27YZN9xwg3HdddcZw4cPNwzDMN555x3j5ptvdj6PAw58bhYtWmTccssth7QbhmFcdtllxqRJk1wP/y0pKSnGxRdfbCQlJRmGYRhWq9Xo2rWrMWXKFNeuRn5+vtG1a1fjzTffdB5bsmSJcckll9R4fHv37jVuvfVW4+WXXzbOOeccIzMz09l2sA0bNhgNGzY0du3aVeP4PffcYzzyyCOGYRhGZmam8fLLLxtWq9VYs2aNUa9ePeOSSy4xhg0bZrzxxhuGzWYzfvnlF2PSpEnGqFGjjGeffdbYvXt3jev9XWvXrjUuv/xyo6CgwDAMwxgwYIDx4IMPunY7rMrKyhofb9q0yTjnnHMMY//npX379obdbjfKysqMyMhIIykpyfjjjz+Mtm3bGnv27KlxrojIyRQaGmpoZFFE5Djl5eWRmprKLbfcgptbzZfPuLg4fH19Afjhhx+YMGECy5cvp3PnzqxZs4Z+/foB0LJlS/z8/GjZsiW9evWiU6dONa5zMLvdjs1mw2azYRgGfn5+NG/eHDc3N3r16kWvXr2c9+nKMAznuTabzTnKU1hYyJw5cxg1ahQ+Pj506tSJlJQU5s6dywMPPECDBg1o0aIFX331Ff379yc0NJT69eszfPhwJk+e7Lz+s88+y8iRI2nYsCEtW7bEzc2txuN1vR24/507d7Jo0SJmzJhB69atefHFF3n22WedI3YWi8V5H64sFguenp41jiUmJhISEoK7uzsVFRX4+Pjg7+/v7F+vXj127NiB1Wqtcd6xlJaW8s0339CkSRNuueUWwsLCuOOOO0hLS3PtelgWi4WKigoiIyNrHI+OjqZXr17OqairVq3iwgsvxMPDw9nnnHPO4eeff2b+/Pk1pj4e7XNzsCN97XH5nnK9HeiXn5+Pl5cX4eHhAHh4eNCjRw8SEhKorKx0Xov9U3nLyspo2rSp81j9+vXZtm2bcyqqYRgMHjyYbt260aBBg4POPjLXx3nw6HVBQQGffPIJNpuNBg0aEBkZ6fx56tChA3v27GHIkCGEhYVx2WWXYRgGO3bsgP0jnK7P+8Dt4OnMB9hsNpKTk3n22Wfp2LEjAQEBzrbFixcTGRlJ+/bt+eyzz2qcdzBvb+8aH5eWluLl5QUHKg26ufHxxx+zevVqvL29CQ4O5umnn+b555+nUaNGNc4VETnZFBZFRI5TXl4eAQEBNQLLV199xeLFi1m8eLFzTRlAo0aNePzxx+nVqxcvvPACe/bsYdWqVTRp0gRvb2+aNm1K165dj7iWMDMzkyFDhtC9e3e6d+/OvHnz8PHxoWHDhlgsFrp27UrXrl3x8fFxPRX2h5AD53bv3p3hw4fXaB8wYADDhg2jZ8+e+Pn5YbVaef755+nfvz833HAD8+bN49FHH2X06NEMGTKEN954g48++ojdu3cD4Obmxosvvsidd95J586d8fLy4rbbbqtxnwffXnvtNdg/hbBJkybMnz+fnJwcEhMTsdvtxx2EDrDZbHz00UesXLmSPn364OHhQXR0NJWVlXz//feUl5eze/du1qxZQ1lZ2WGnbB5NSUkJVVVVfPLJJ9x8882sXr0af39/5/TBw6moqOCbb75h0aJFjBo1iurq6sNOAb3vvvvYsGEDOTk5fP7553Tp0qXG82/fvj2jR4/m/fffp0OHDlx44YVMnTrVOQ3zWObPn1/jcz9z5kzYP3Xy7rvvPuRrc+B2YMpsUVERvr6+Nf4gEh4eTkVFBTaX6aOhoaE0bNiQefPmkZ+fT2FhIQsXLqSsrAzDMLDb7cyePRs3Nzf69u1b49wjyczMZODAgTUe2+HWkwLExMQQGhpK48aN6dq1K61ataKsrIzAwEDnGsqxY8dyww03ALB06dJDnveB20033URWVlaN61933XXcdtttZGZm0qNHD+fn5I477mDJkiV8++233HPPPTz88MN8+OGHx5ySnZKSwlNPPcV9990HQGBgIK+88goffvgh77zzDh988AE//PADsbGxXHLJJXz33XesWLHiuKe4i4j81xQWRUSOU2BgIJWVlTWCR05ODklJSTz88MOsWbPGeTw6OpqYmBgAGjRoQEhICJs3b3a2H0tUVBQzZsxgyZIlLFmyhD59+rh2OaouXbo4z12yZAnPPPNMjfa2bdvW+NjLy4v27ds7P05JSeH88893fnzVVVdRVlZGdnY2uDy/A9544w1ncHa9HSiyEh0dzaeffkpwcDDp6ek8+OCDDB069JD1gkdjGAbLli3jiSeeYObMmXTo0AH2B/ShQ4cyePBgevbsyf3330/Lli3x9/c/ZCT4WDw9PXF3d6d169b079+ftm3bMmTIEP744w+Ki4tdu8P+Uavc3FxSUlLYuXMnpaWlh4wqsX/kzd3dnXfeeYeqqqoan2f2j0SNHDmSJUuW8PHHHzNq1CheeuklXnzxxcOOfrm69dZba3ztBw8eDPuD+syZMw/52hy4DRo0CAA/Pz+qq6trBJ8Do2Hu7u7OYwC+vr48+uijbNu2jZ49e3LjjTeyb98+YmNjsVgsJCQk8Omnn/Liiy/icDioqqrC4XBQUVFxxGAVFRXFrFmzajyHK6+80rXbETVq1IjLL7+cBx54gBtvvJFJkyY5175ee+21hzzvA7d33333kJHgxYsX88knnzB8+HCeeOIJ53WuvvpqOnfuTJs2bXjggQe4/fbbWb169WEL+xywZ88e+vXrR7NmzRgwYIDzeIcOHVi0aBELFiygXbt2vPvuu/Tv358ZM2awYsUKMjIyePDBB8nJyalxPRGRk+Hv/fYUETmLhYeH4+npWaMyZL9+/XjggQeIioqq0beystJZDKO8vByr1UpwcDAc53RCNzc3AgICCA4OJjg4+IgjiEfi5eXlPDc4OLjG9LkD7Qfz8PCoEQS8vLwoLy93fpyXl4ebm5sz/Li7ux8SwDp06EDjxo0Pe3vyySed/Vq0aMHIkSNp27YtS5YsIScn54gFeFw5HA42bdrEmDFjeOmll+jevbvzcXh5eTFo0CC2bt3Ka6+9xvLly4mNjaVFixaHTF89lrCwMCIiIvD19XV+Xg5MFT1SYPP39+f222/nkUceYeHChXh7ezNmzJhDRuP8/f3p1KkTTzzxBL179yYoKKhGu2EYuLm5ER0dTZs2bbjtttvo168f27dvr/E1OZIDUxkP3A5MVU5KSuLKK6885Gtz4PbYY4/BQaOIB6acGobBhg0biImJOez34fnnn8/atWtZsGABH330EY888ggNGzbEy8uLrKwstm/fTocOHYiNjeWuu+4iMTGRDh06UFJS4nop2P+9HxgYWOM5uH6/Hk1wcDBTp07lhx9+4JlnnuHrr792BuH33nvvkOd94Na2bdtDphmHhIRQp04dLr/8cvLy8o74+Q8NDT0kYB8sOzub4cOH07RpU1566SXna8EBnp6eeHh4MHr0aC688ELatm3Lq6++St++fbn77rvx9vZm+/btNc4RETkZFBZFRI5TREQE9957L0OHDmXx4sXs2rWL5ORkfvvtN4qLi2u8od21axdLliwhKSmJ999/H7vdTvfu3QGoU6cOu3btIjU1lYKCgoPu4dhCQkJwc3Nj06ZNZGZmHjG4VFRUkJ6eXuN2pL6Hc8011zBnzhx+//13tm3bxtixY2nbtm2NtWmuvvvuO7Zu3XrY26OPPgpAWloan3/+OSkpKVitVlJTU7Hb7c51hgAJCQns2bOHqqoq0tPTSUhIcK4p+/zzz7n++usZPHgwTZs2JT09nby8POeUx61bt5KcnIxhGCxcuJBff/2VXr164ebmRkFBAe+8806NQJCYmMiuXbuw2+1kZGQ478vNzY1hw4bx+++/s3LlShITE/nkk09o1qwZoaGhzvOPJCQkhBdeeIENGzawdu3aGm0Wi4XevXszd+7cw07N3LBhA4sXL2bnzp0kJyfz/fff8/XXX9OsWTNn8CspKWHXrl0kJCQ4bwdGtUpLS2t83Q+MBtevX5/ly5cf8rU5cDuwJjU8PJyGDRvy2muvsXv3blasWMHKlSvp2bMnFouFwsJC3njjDWeY3LdvH9u2bcNut7Nt2zamTp3KHXfcga+vLx06dOCXX35h06ZNbNq0iRdffNH5OFz/gPFPeHp6EhQUxPbt20lNTaWwsJD09HS+/vpr9uzZQ0hICI0bN3YG0759+x7yvA/c1q5dS926dXE4HPz0009s3LiRpKQktm/fzptvvkl0dDQBAQEUFxezevVqduzYQVJSEl9++SXvvvsul1xyCd7e3pSVlbFw4ULnOsnk5GTuu+8+/Pz8GDt2LBkZGYf8PBqGwddff01ycrKz2nFcXBy//vormzdvJiUl5ZCAKSJyUrhWvRERkSMrLy83li9fbvTs2dM477zzjHPPPdfo3r278eKLLzoreg4bNsy45JJLjOHDhxvnnnuu0alTJ2PVqlXOa6xatcpo27at0bhxY2PgwIEHXf3/Ha4aqmEYRklJidGvXz+jadOmRqNGjYy0tDTXLsagQYOMgIAAo2HDhjVu6enpxl9//WV4e3sb69atc/Zfvny5UadOnRrXyMvLM8aOHWu0bNnSaN68udG/f38jJSXF2X7uuecaO3furHHO8UhJSTHuv/9+o2PHjkZwcLBx/vnnGyNHjnRWmTQMw6hXr55Rt25dw9PT04iIiDDq1atnZGVlGQUFBUb37t0NNzc3Iz4+3vm8+vXrZ5SVlRnV1dXG1KlTjTZt2hgtWrQw+vTpY2zZssVZCfWvv/4yWrRoYfz444/O+2rfvr0RFxdnuLm5GeHh4Ua9evWcn9Pq6mrjrbfeMi644AKjadOmxu23325s377dea6rg6uhGoZh2O12Y9CgQcbQoUMNu91uTJw40ZgwYUKNcw743//+56yG+ttvvxm33367834vuOACY/z48UZubq5h7K+G6ufnZ8TFxRn16tVz3nbv3m1cdtllRmhoaI2ve9euXV3u7egcDoeRkJBg3HLLLUazZs2Mjh07Gp9++qlhtVoNwzCMhIQEo0GDBkZeXp5hGIbxzTffGJdcconRrFkzo0uXLsa8efOclYFdLV269F9XQ/3zzz+Nyy67zFmB99tvvzVat25tNGnSxLj//vuN7du3Gz169DBatGhhtGrVyrjzzjudlV2Ph91uN+bMmWN06tTJOOecc4xWrVoZAwYMMLZv3244HA4jOzvbGDJkiNGqVSujadOmRseOHY3XXnvNWTU3PT3d6NSpk/Hee+8ZhmEYM2bMMNzc3IzIyMgaX5fU1FTnfebn5xv9+vUz/vzzT+exjRs3GpdddpnRpk0b44UXXjikErCIyIkWGhpqWIwjzZkQEZF/5MCei0fbwF3glltu4aOPPnI9LCIiIrVAWFiYpqGKiMip0a5dO9dDIiIiUotoZFFE5D92oNDF4Sphyv+z2+2HVNcUERGR2kEjiyIiJ4CXl5eC4nFQUBQREandFBZFRERERETkEGfkNFTDMEhPT6esrOyQfcBERERERETOdna7neDgYOrUqePaBPunoZ6RYdFut/Poo4+Sm5tLWFiYa7OIyIlXUgJbtkCTJhAd7doqIiIiclLkW2FPJRTb/v+YhwX8CjO4+vwWTJgw4bADbGdsWHQ4HIwbN44BAwbQrFkz12YRkRPPaoWiIggIAB8f11YRERGREyqrCr4pgB1lUGIHqwHuFugQBJeFwJ5N6/j1p+8ZO3YsFovF9fQzPywOHDhQYVFERERERM54dsMcPUyugp+KYGspGICvG0R6QWt/MyQGeZj9161bx5o1a44aFg8dbxQREREREZHTgsOAv8phSQ7MToPX02FLKQR7wOUhcHcMDIuFGyL+Pyger7NuZNEwDGw2G3a7vcZxkX/K3d0dDw+Pw/5FRkRERETkRLAbsLkEluZBttUMjQDhnnBdmDnd1MMNjvQO9XhGFs+qsFhVVUV2djZ2u/2wizhF/gmHw4G7uztRUVHaW09ERERETphKByRXws5y2FgCWdVmGIzyggY+0D4QmvuB13FEHYVFl7CYm5uL3W4nPDxcYVH+Mw6Hg/z8fNzc3IiIiHBtFhERERH5V0ptsKEENu0PiKV2sFigsQ9cEgINfSDC06xyeryOJyyeVYnJMAy8vb3x8PDAzc1NN93+k5uHhwfe3t6cgX93EREREZFTpNoBmdXwUQ48lgQfZkNiJTiAdoEwNh5Gx0PHIKjj9feC4vE6q8LiP6UQICIiIiIiJ0NWNXxXCG9mwLRk+DbfPN7SH26OgEfi4d66UP8k7MylsHgUdoed4qpiVu9dzebMzRiGgYGC4/fff8+CBQtcD580K1as4LPPPnM9LCIiIiJyWjKAvRXwZjq8kAIfZcPmUrOtayg8Us8MiFeFQYzXyQtxJ+t+Tjtl1jJmb5xN45mNuWreVZz/+vlcv/B6/sr9618HxqKiIvr160fHjh2xWq2uzf+Zo42I5ubm4uHhwb59+1ybjsrhcDB//nyaN2/u2nRER3sc/0TTpk35/PPPsdlsrk0iIiIiIqcFuwG5VrNQzYspMD0Ffi0BmwFx3tA7Eh5vAH2iIM7H3C/xZDsFd3l6WPbXMsZ8M4bc8lzYH3i+3PUlo74eZUb/fyE5OZm4uDi8vb1Zv36983hOTg4zZ85k6NChPPPMM1itVgzD4KeffuKRRx7h4YcfZuXKlZSWljJz5kxn0NyzZw+jR48GYPXq1bz88svMmTOHQYMGUVhYyNtvv83w4cN5/PHHSUxMBOCTTz5xFgJ64oknAEhJSeGZZ55h+PDhLFy40Pm4DrZ161bS09OdYTE/P5+XXnqJ4cOHs3jxYkaMGEFVVRW7du1i5MiRLF26lGHDhpGfn8+WLVt47LHHGDVqFKtWrXJeMzU1laeeeoqRI0fy/vvvO5/XY489xpIlSxgzZgxPPvkkqampANSvX5/q6mp++eUX5zVERERERE4HVQ7YWgofZMGrqfBWOiSUmwVquofBfTEwoh50C/v7+yL+1xQWD6PCWsEXu76gwlbh2sSKXSvYkrXF9fDfsnLlStq0acOjjz7KBx98AIDVamXixIn8+eefDB48mLi4OAA2bNjAsGHDuOSSS7j99tspLS2loqKCr776yrlXZFZWlvM627dvZ9q0aVgsFoYMGUJxcTFBQUEMHjyYoKAg+vTpg8Ph4Morr8RisTB8+HAGDx5MaWkpjz32GGFhYdx1110sXLiQ999//6BHbVq6dCktW7bEx8ecJP3OO++wYcMGBgwYwJdffsmrr76K1WolIyOD2bNn88MPP3DfffdRWFjI+PHjufjii+nVqxfjx49nz5495Ofn06dPHyIjI+nbty9vvfUWs2fPBuCDDz7g7bff5uabbyY3N5fZs2djt9vx9PSkbdu2fPjhhy6PTkRERESkdrIZ8HMhPLkPZqfBz0WQUQ2RXnBPDEyoD70iobn/qRlFPJxa8jBqF6vDSoX10KAIYGBQUFnwj6dWlpWVsWLFCi666CK6d+9OTk4O+/bto6ysjJSUFCZNmkTr1q2588478fT0ZPXq1dx777306tWLCy+8kN69e7te8hDNmzfnnnvuoV27dtStW5dzzjmHhIQEIiIiSE5OZufOnQQHB2OxWKhTpw7R0dFkZ2eTkpKCr68vCQkJNG/enOeee8710uzdu5fo6GjYPyV106ZNjB07lnbt2jFo0CACAwNr9H/sscdo06YNv//+O56enpSVlZGenk7Dhg2ZNWsW69atw9/fn+DgYPbs2cPVV1/NF198QVVVFe7u7tx1111cdNFFDBkyhNTUVOeoY1RUFHv27KlxXyIiIiIitUmpHf4sh49zYGISzMuCfCvEeEPnYBgRB5MbwIVB5t6IJ6Cg6b+isHgYAV4BnBd1Hm6WQz89Uf5RtK/b/rB7kRyPzz77jI0bNzJ48GCuvfZafv31VzZv3ozD4cDLy8s5YndAYWEh8fHxNY653rfD4ajxcUxMDJ6engCsX7+eSZMmkZaW5uyXn7+/pNJBCgsLsdls2O12bDYbrVq1YsKECa7d8PHxobq62vmx3W7H19cXgNDQUNzd3Z1t/v7+hIWFwf4prl5eXs7rX3/99dx4440UFxfj4eGBzWbDZrMRHx/PqFGjnNtShIeHA+Du7o7D4XCGdKvV6rxfEREREZHaJN8KX+bBrDR4PR2+yYciG7Tyh4F1YEgs9I02RxHd/1msOCkOTUOCxWLhjlZ30Ci0Ee6Wg8KPlz+PX/44fp5+NfofL6vVyuuvv86cOXOYNWsWM2fO5Mknn+Tbb7/F09MTwzDIyMjAarVSXl6OYRg0bdqU9evXU1lZidVqpaKiAi8vLzw8PEhPT6e6upotW2pOi3Vz+/8v644dO+jQoQODBw+mQ4cOuLu7YxgGXl5eWCwWqqqqcDgcxMTEEBYWRrdu3ejTpw+9e/fmuuuuq3FdgIsuuoiEhAQMw8BiseDn5+d8zLt27aKqqsrZ9+Dg2Lp1awICAujRowd9+vThxhtv5MILL6Ru3brO8HjrrbfSu3dvOnfu7Ay7rsH4QFhMSEigU6dONdpERERERE4FA6h0QEYVzMuEyXthaS4kV4I70CkYJtaHB+PggiCI9AS3WhwSD1BYPAwLFs4JP4cv7viCSZdN4tbzbmVg24G81+s9+rfpXyNA/h2bNm2iqqqKW265hXPPPZdzzz2Xyy67jB07dlBaWsqNN97I1KlTGTt2LBMnTsRqtXLNNdeQmZnJyJEjeeyxx1iwYAEBAQFcf/31PPTQQ0yaNIlNmza53pVTq1at+OWXXxg/fjzvvfcelZWVAAQGBtKzZ0+eeeYZZs2aRXh4OFdeeSUTJ05k7NixjB8/nsWLF7tejuuvv56MjAxycnKwWCz07t2bl156ifHjx/PFF1/gcDjw8Dh0Je6FF15IVFQUY8aMYfz48UyYMIHffvuNCy64gEsvvZQHH3yQcePG8dhjj/HRRx+5nl5DUVERu3fvpk+fPq5NIiIiIiInjcOA1CpzL8S56TB1n7kW0csC5wfCrVEwrj4MqGNOPT3dWIx/uviuFjtQ5XPgwIE0a9bMeTwnJwdPT09CQkJq9D8ah+Gg3FqOh5sHPh7/bufLsrIyiouLiYmJcR5zOBxkZmYSERGBxWIhNzeXiooKvL29qVu3LhaLheLiYufU0ZCQEEJCQqiuriYrKwuHw0FQUBBFRUU0aNCAoqIiqqqqiIqKgv3TRHNycqioqCAoKIjS0lKio6Px8fFxXtfDw4O4uDiqq6vJzc2lsrIST09PwsLC8Pf3dz7WA6ZNm0arVq247rrrsNls5OTkUFlZyY4dOxgxYgQJCQlUVVWRmZlJgwYNnOeVl5eTl5eHzWbD29ubiIgIvLy8qK6uJicnh+rqajw8PAgNDSUgIIDk5GQiIyPx9fXFarVSUFBAZGQk69evZ9myZTz11FM1HtepVFRURHV1NZGRka5NIiIiInKGMQzYVQHfFkBSBZQ5zK0wfNzgylC4KAhCPcC7Fg/NrVu3jjVr1jB27NhDZvMBhIWFKSzK35ednU1WVhatWrVi27ZtrFu3Dj8/P5YuXUqHDh14+OGHXU/5T/3111/4+flRr14916ZTRmFRRERE5MxW7YB8G+wuhx+KYF+lWZAm0APqeMFFgXBxEHjW4oB4sOMJi6fJU5HaJCoqilatWgEQHR1NeHg4NpuNwYMHM3ToUNfu/7lzzz23VgVFERERETlzVTlgYwnM378v4vwsMyjGesP14TCoLgyNhUtDTp+geLzOsKcjJ1tkZCQ33ngj/fv3p2vXrnh7n4aTsUVEREREXFgdZhXTcYnwZjqsL4YcK8T7mFteTGwA10dAU19z+umZ6Ax9WiIiIiIiIn9PkQ02l8IHmTAm0dwfscphBsSrQmFMPIyNN7e8OHTi5plHYVFERERERM5qOdXwSQ68kgrvZJhrEisdcEEg3F/XvN0cCY18T48tL/4rCosiIiIiInJWMYByu1msZm46TNwLX+VDZjX4uZujiE81hPvqQqsACDtN9kX8ryksHo3hAHslFO+E8tT931a1Q15eHk899RRWq5XExEReffVV1y6npYqKCj788EOsVqtr0ylltVpZvnw5FRUVrk0iIiIicpowgKRK+DIPZqXBS6nwWwkEukOHIOhXBx6Jh1uiINTT9eyzj8LiERmQ/RN8exl8ezl8dTH8/ihUF7p2/FtmzJhB+/btWbt2rfPYBx98QLNmzVi2bFmNvkeTl5fH1KlTqa6uJjw8nMsuu8y1y2lpzpw5JCUl4eHh4dp0Snl4eJCYmMjcuXNdm0RERESklrMbsKUUnks2p5ouz4XdFRDkDr0jYXy8GRQv3r8/opgUFo8k+0f44QbI2wCVWVCRBn++ANueMEcc/6GCggJKS0v58ccfcTgcVFRUsHTpUry9vSkrKwOgurqarVu38uOPP7Jjxw6qq6th/6jb77//zs8//0xmZiYHtsg8cB2AxMREEhMTnfe3c+dOSkpKsFqtbN++nd27d/Pzzz+TkJCA3W5n8+bNrF27lsLCw4fg4uJiNm7cyE8//URSUhIOh4Pq6mo2b95MXl4ev/zyC1lZWWzcuJHdu3fzyy+/kJSURElJCb/++is//fQTe/bscV5v06ZNJCYm8uuvv7J9+/Ya91VUVMTs2bO54447sFgsGIZBcnIyP/30Exs2bHA+xuLiYv7880927drFunXrKC8vJykpiV9++YW1a9eSlpaGYRg4HA527txJeno669evZ+PGjVRWVgJgGAYJCQn89NNP/PXXX/z555/k5+cDUF5ezh9//MGPP/7o/DxZLBZ69OjB888/T2lpaY3HLSIiIiK1T7UDUqvMiqZP7jNHEvdUgJcFWvjDvTEwuSF0CzNHEb3Owmmmx+I+ZcqUKa4HT3eGYbBq1SrOP/98IiIinMfLy8txd3fHx8enRv9DOKph50uQ85NrCxRuhYZ3glewa8txWbNmDe7u7lRXV9OtWzdnUPH09KRly5a0bNmSN998ky+++IKKigqWL1+Ow+Hg3HPPZdGiRbz++us4HA6+/fZb/vjjD8aNG8f69eu59957GTZsGNOmTWPjxo1069YNgFGjRtG4cWN8fX25/fbbyczMJDMzk9dff52MjAx27drFypUrWb16NT169MDNrebfD5588km2bt1KXl4eixYtokWLFhiGwX333ceWLVsoLS0lNjaW3r17s3v3bmw2G56ensyfP5/vvvuOvLw85s6dS4sWLahbty69evXixx9/xGaz4ebmRrNmzZz3tXbtWjZu3MjIkSMByMrK4qGHHqK0tNQZ9i699FL++OMP7r//fvLz86moqHB+bpKTk/nrr7/46KOPaN++Pf7+/jzyyCN8++23VFdX8/HHH5OSksIll1zChg0bGDJkCOzfkPTFF1+kadOmNG3alJkzZ/LTTz9RXFzMxx9/THh4OA0aNCA0NJR33nmHli1b0qhRI+fjBqiqqsJut+Pv71/juIiIiIicXKV2c1/EFflmUPy9FMoc0NDXXIt4dTh0DYF6PuBxFgfE1NRU9u7dS+fOnbFYDv1ETJs2TSOLh2Utg7J9h1+jaCuDou2wf1Tvn4iJicHNzY3du3c7A9ABFRUVzJkzh4kTJ/Lwww8zaNAgPv30U8rLy1m2bBnTp09nzJgx/O9//zvsF/VovLy8GDVqFBMmTKBhw4Zs27aNsWPH8uKLL7Js2TIyMjJq9N+zZw8JCQlMnTqVRx99lG7duvHWW2/B/tHPIUOG8Mgjj3Deeefh7u7O//73P0aNGkVMTAxbtmzhrbfeYsqUKfTs2ZNJkyY5r3vhhRcyduxYevXqddC9QXJyMk2aNHF+/OKLL9KmTRsef/xxHn/8cTZv3kxxcbGzffr06TzwwAOEh4fz8MMPM3r0aCZNmkR8fLxz1NJms9GnTx9GjRrFgw8+yCuvvALArFmz6Nu3L48//jjTp093juqWlZXx7bffMmnSJEaPHs1tt93GG2+8AYDFYuG8885j9+7dzscgIiIiIrVDiR2W5sKERHgvE/4ohUIbNPOD0fXg0Xi4Kgwa+ICnUtBx0afpcDz9wb8+h909xcMfgs+DvxnUDubh4UH37t2ZPn0669evp23bts62PXv2sG/fPh566CH69u3LjBkzCA0NxW634+HhgZ+fHwANGzY8ZBSQ/YHmYAemqgJER0fj5eWFxWIhMDCQNm3aABAWFobD4ThkeuWmTZvYuHEjAwcOpG/fvqxcuZLw8HDYHzxbtWrl7Ovj40NsbCwApaWl1KlTx9nWunVr9u3b53wszZs3d7YdzDCMGs9p165dzhE8Pz8/wsPDSU9PB+Ccc85x9isvL2fUqFHccccd9O3bl6VLl1JUVASAp6cn8fHxAAQFBZGbm4vVaiUnJ4d27doB1Bjh3LlzJ1u3buX++++nb9++zJs3j+joaOd9ubu71/icioiIiMipYQB5VthYDG9nwOQks3CNA2jiC9eGwWP14aF60Nj3sO/s5RgOTRsCbl4Q3xs8A10aLNBkMPiZoejfuOKKK9iwYQPV1dU0btzYeTwmJobo6Ggef/xx3nzzTd566y2mT5+Ou7s7drudqqoqADIyMg4bWoKCgpxBCXCGK/YHyQNh0mKx4O7u7mzDJVgCNGnShObNm/Pyyy/z5ptv8vbbbzNq1CjYH3gPDqYWi8VZlMbX19e5/o/9AbhOnTrO/kcqXhMbG1tjfWNcXJzz8VdWVlJcXOycVuzp+f/lqTZv3szXX3/NjBkzeOONN2jXrh0Oh7mu9ODnfICHhwchISHs2rUL9q/5TE5OBqBevXo0bNiQadOmOZ/z008/7Tx3+/btNGzY0PmxiIiIiJxcBpBSCYuyzWI172bC+mIzJHYOhgdiYVBd6BVpTjVV4Pnn9Lk7kqhLocsyCL8IfKLBNxaaj4KWE8FSM2T9EwEBAWzcuJG5c+fi5eXlPB4eHk6vXr14/vnnWbduHZ9//jkLFizAz8+P9u3bM3HiRL788kveffddbDZbjWsCdOvWjV9++YUlS5YwefJkUlNTXbsct3bt2uHv78+sWbPYsGED8+fP56uvvnLtdogDayTHjRvHxx9/zKxZs3jkkUdcux2ibdu27Nmzh9zcXAAefvhhli9fzkcffcRrr71GUFAQYWFhrqcRHR2N1Wpl9erVzJ8/n++//961Sw0Wi4V+/frxzDPP8PHHHzNp0iSKioqwWCxERUXRqlUrXn75ZdavX8/HH3/MokWLYH/wTk5O5qKLLnK9pIiIiIicQA7DXIu4s8wMiM8kw3cFkGeDYA+4PhwebwB31jGnnQYffmxC/iYVuDkiC/jXg4b9od6NcM5QiL8J3H1dO/4tbm5uNGzYkMaNG+Pl5eUcZXNzc6Nly5ZERUXRsWNH2D9i5nA46NChAzExMZx33nlYrVb27dtHjx49OOecc+jSpQvu7u6Eh4dz0UUXUbduXeLj40lISOCCCy7g8ssvp3nz5gQGBuLt7U2LFi3w9PTEYrHQuHFj4uLinPffqVMn5zTXAzp37kx2djZ//vknAQEBXHLJJYSEhODj40Pr1q2d/SwWCxdccAFBQUF4eXlx8cUXk5mZSVZWFv369ePqq6+G/ffTrl27Gl+XA/z9/SkvL2fHjh107NiR4OBgzjnnHLZu3UpgYCCDBw8mIiICi8VCSEgI5557LgChoaG0aNGCnTt3EhYWRp8+fWjSpAnR0dG4u7vTrFkz/P39ndNvL730Upo2bUqDBg1ISEjg/PPPZ9euXVx55ZXUr1+fiy++mPLycrZt24aHhwedO3cmPDycDz74gHbt2jmfy8FU4EZERETkv1ftMLe4+KkIvsiDr/IhxwphntA+0KxkemMktAwAHw2D/S3HU+DGYrjOPTwDOBwOxo0bx8CBA2tU28zJycHT05OQkJAa/aX2qKys5MMPP+TWW2/F1/ffBfOjycvLY/Xq1Zx//vksWbKEDz/8kJUrVxIVFeXaFfaHwWXLlnHdddcdEqjZv+1HdXU1kZGRrk0iIiIi8jfZDPitBNYUQkYVVDrM6aeRnnBNGLQKgAD3s7ua6b+1bt061qxZw9ixYw8bFsPCwjQNVWoXHx8fBgwYcEKDIvvXLX733XeMHDmSxMREFi9efMSgCODt7U3v3r0PGxRFRERE5N+rsENypTmCOCkJ3sqAfZXg7w5tAmBoLDzREC4NgRAPBcWTQWFRzkrBwcHMmjWLZcuWMXfu3BpbdoiIiIjIyVNogzUF8GYGzEyFz3P/f8uLWyNhyP6CNa0DwE0B8aRSWBQRERERkZPKAEptsDALJiaZlU23lZlFbM4PgIn1YWQ9uDwU4rzBXSHxlFBYFBERERGRE85hQFY1/FIEc9NgTCJ8VwgemKOIvSLMaab3x0KMt+vZciooLIqIiIiIyAljGJBYAfMy4dVUWJAFv5eaaw6vCoUH4+C+utA9HKL+f0c5qQUUFo/GMMDhgJISqKx0bf3PVVdXOzeHP5qsrCzKy8tdD59ypaWl5Ofnux7+W1JSUigrK8MwDPbt23fYvSRFREREpHazG1BsMyuaTk+BacmwrhiK7WYgvCUKnmts/tvY16xsqpmmtY/C4pEYBuzaBU8+CffeCw88AEuWwL8MaatWrWLFihXOj8vKynjjjTeorKykoKCAjz/+uEb/wxk9ejQ//PCD6+FTym63M3fuXL7//nvXpr+lV69efPPNNxiGwWOPPcaqVatcu4iIiIhILVXtgG2l8HEOvJgKr6ebo4rRXnBFKNwbA6PrmSOKXkoitZ6+RIdjGJCQANddB088AYsXwzvvwIABMG8e2O2uZxy37777jm+++cb5cXl5Oe+++y5VVVVER0czYsSIGv1PNPtBz8XhcHA8224ahoHD4ahxrKCggISEBLp06VLjOPCPRgfd3NyYNGkSixcvpqqqyrVZRERERGqRagd8XwhP7oPXM8zqpulVUM/HrGQ6Jh56R5r7I/q5u54ttdUJC4tFRUVs2rSJNWvWsGHDBkpLS51tW7Zs4ZtvvuGbb75hzZo15OTkwP4QkpyczHfffcfatWspKSlxnmO1Wtm4cSNr1qzhr7/+OiSs/KccDliwAJKSagbDsjKYPPlfjy4eyfbt2znvvPMAKC4uZsiQIXTp0oW77rqL2267jZdeegn2h69PP/2Unj170q1bN7766iuXK5lTQqdNm0aPHj249tprGTVqFHl5eQDExcUxdOhQrrrqKl555RUuvfRSpkyZQvfu3cnIyGDu3LlcddVVXH755Tz66KMUFBRQUFDAzTffzIQJE7j++usPuc+0tDQ8PDwICAgAYMSIEdx3333ceeedjBkzhrS0NB5++GGuvPJKevXqxcKFC53nDRgwgMsuu4yHHnqIoqIi5zXj4+OpqqoiKyvLeUxEREREaocyO+yugCU58FiSuRYx12rugXhxEDxcD8bFQ/tAc69EVTQ9/ZywsPjjjz/y4Ycf8vvvv/P2228zbNgwrFYrANOmTWPBggXs2rWL3bt3U1ZWBsCePXsYOXIk33//Pe+99x5jxoxxjnRNmzaNF154gbVr1/LQQw/x888/17i//1RZGWzfboZGV9nZsGmTOfr4D3399dfcc8893HPPPYwYMYLdu3e7dmHp0qXs27ePBQsWMGHCBLZt2+Zsq6yspG7dusybN49BgwaxaNGiGucCfP7552zbto033niDefPmYbfb+fTTT53nd+7cmc8++4xOnTqRnZ3NxRdfzIcffkhRURHvvvsuL774Ih9//DGlpaWsXr0a9v8BoGHDhsyfP58rr7yyxv398ccfREVF4eX1/6uSd+7cyVNPPcWUKVOYO3cujRo1YsmSJTzxxBPMmzeP6upqPv30U2JiYliyZAm33nprjTWP7u7ueHl51fijgYiIiIicWnlWWJkHc9Nhdhp8nQ/ldnMfxP7R8EAs3FkHzvXTvoinuxMWFq+//nqmT5/Oww8/zHPPPceCBQvYs2cP7A8BV1xxBYMGDeKee+6hQYMGAKxZs4aWLVsyefJknnvuOVauXMmGDRtIT09n0qRJPPXUU4wfP54hQ4awePFiZ/j8z3l6gq+v61GTxQKhoea//9BFF13E+PHjGT9+PCNGjCAuLs61C1u3buWmm24iLi6OJk2acPnllzvb/P39ufDCCwkJCaFx48aHLSqzdu1aPv30U1q0aEHTpk158803SUxMxDAMwsPDueiiiwgICMDb25uoqCi6d+9OaGgo69evp379+rRq1YqIiAg6d+7M5s2bAQgKCuLaa68lNDS0RigEKCwsxMfHB8tBn5cePXoQHx9PYGAgixYtYty4cTRo0IAuXbrw3XffsXv3bnbs2EGvXr2c9xUREeE832Kx4Obm9o+msYqIiIjIf8dhQEYVvJVujiJ+mgsJ5WAzoHMwTG0IQ2Ph4mCo46VRxDPFCQuLB9uxYwdRUVFER0cDEBsby4oVK7jnnnu499572blzJwB//fUXHTp0ACAwMJDzzz+f3377jT///JPo6GgaNWoEQPv27cnOzqbSpULp8uXLmTlzJq+88gqbNm2q0fa3+PpCjx6HD4zXXgutW7se/VsOhLzGjRvToEEDfHx8XLvg6+vrnDYKkJub6/z/gRB1wOGm5Pr5+fHggw+SkJBAQkICiYmJjB8/HovFgru7Ox4eHs6+B99/UFAQZWVlzoBWUlLinFrq5eVV434P1qBBAwoLC2s8Fj8/P+f/4+LieP31152PZ9++fTRt2hRfX18KCwth/4jnwV9Th8OBzWY77OdHRERERE4sA0irMtcivpIGT++DDSXg7wYt/c1KppMbQL86EObperacCQ7/zv8/lJ6ezrRp03jrrbcIDQ2F/dU8586dy8svv0z79u2ZN28ehmFQWVmJ70EBzd/fn/LycioqKggKCnIed3NzO2yRlbi4OJo3b07z5s0JDw+v0fa33XADTJsGB0a6LBYzQL7wgmvPE6JLly68+eab/Pzzzyxfvpwff/zRtctR3XDDDXzwwQds2LCB8vJyfv/9d/7880/Xboe46qqryMrKYunSpezYsYOlS5fSqVMn126HaNmyJfn5+YcE+APuvPNOPvnkE7KysigsLGTFihV4enpy0UUXMWvWLHbs2MG7775LcXGx8xy73U5lZaXz+0ZERERETjy7ATvKYE4azEqDD7PNjwPcoUc4DI8zq5peGQrhntry4kx2QsNiXl4eDz/8MDfccAPdunVzHg8PDycoKIiQkBAuvPBCsrKyMAyDsLAwsrOzYf+oUkZGBnXq1CEiIoKMjAzntNPy8nI8PT1rjI4BtG3blm7dunHVVVc5p7b+Y/7+5nYZe/bAqlXw+++wbBmce+6/moIaERFBZGSk82MPDw/q1auHm5sbXl5ezsd95ZVX8sgjjzBy5EiWLl3Kdddd5xxhq1OnDv7+/rB/VDA2NtZ5vQM6d+7MokWLmDVrFjfddBMffPCBM4g3aNAAT0/zzz/e3t41zg8KCmLmzJnMnTuXfv360bt3bzp06IC7uzsxMTG4ux++fFVUVBSenp7OEdDIyEhCQkKc7XfccQddu3blnnvuYcCAASQmJgLwv//9j4suuog77riDtLQ0LrnkEudI5ldffUWTJk1qTE0VERERkf+ezYACK/xSBM8kw8upsLkUKhwQ5w3968DkhtAzAuJ9wPfwbwnlDGMxjmevhH9g165djBo1iksvvZSBAwfi7e2Nn58fDoeD7777jlatWlFVVcXLL79MWFgYjz32GF988QXz5s3j2WefJTExkYceeohvvvmG4OBgLrjgAsaOHUvXrl157rnniI+PZ9SoUYedFulwOBg3bhwDBw6kWbNmzuM5OTl4enrWCDHHxTD+VUD8J+x2O+vXr6dJkybs3buXgQMH8tprr3HppZe6dq0VDMNgxYoVGIZBjx49XJv/NofDwahRoxg6dChNmjRxba51ioqKqK6urvGHABEREZHarswOf5XD9jLz31yr+bY31sucatrMHxr5aE/EM9G6detYs2YNY8eOrVF35ICwsLATN7L4+eef8+WXXzJ9+nRatmxJ06ZN2bBhAw6HgxdeeIFOnTrRo0cPPD09uf/++7FYLFx11VW0a9eObt26MXbsWGbPnk1sbCwBAQF8+eWXvP/++3Tp0gWbzcZ999132KB4Qhzmk3eiHfg8dezYkfvvv5/x48fTsWNH1261hsVi4ZprruGqq65ybfpH3NzcmDp1Ko0bN3ZtEhEREZF/qcxuVjR9JhneyYCfisyg2NQPhtY1t73oGQnN/BQUz2YnbGTxVPrPRxZFjkEjiyIiIlKbGUCJzaxouqkUNpaYgdHTApFe0NgXOgdBfV+tQTxbnNKRRZGzyRn4NxcRERE5AxhAehUsy4XX0mFWulnd1G7AhYFwV4y55UXfaGigoCguzqqw6O7uTmVlpd7Yy3/qQCXfIxX/ERERETmZjP0VTdOqYHYqPLkPvsiDpAqzvVsoPN4A7q0LFwRChCqayhGcVdNQq6uryczMxN3dHU9Pz8MOt4r8HYZhYLVasdvt1KlTBy8vL9cuIiIiIieF1TBHERPK4Y9S2F1hhsBgD2jkC+f5Q9sAcwsMkeOZhnpWhUUAm81GZWUldru9xnGRf8rd3R0fH59DtnIRERERORnsBmwpNYvUpFZBsQ0cmHsgXh5ihsQIT/A+q+YUyrEoLB4mLIqIiIiInO6qHVBiN0PiqgLIsZrry/zcIcYLrgiFdgGnpKi/nCaOJyzq7wsiIiIiIqeJEhusK4b5WTA9GRZlQ57V3Avx+nB4IBZG1IP2gQqK8u8pLIqIiIiI1HKlNvgkB6bug/czYX0xFNqglT+Mjofh9eDaCHMLDA+FRPmPKCyKiIiIiNQyhgEFVnOa6TsZMCYRvsqHSgfEesPVYWZF0wfjzIDo46Y39vLf0/eUiIiIiEgtYRiwrxI+zoE56fBGhjnt1MMCnYPh3hgYEgs3RUIdb9ezRf5bCosiIiIiIqeQsX/bi51l8HwKPL0Pvi0wK5v6uUHPCJjeCO6sA60DINRD+yLKyaGwKCIiIiJyCtgM2FUBX+bBc/vg5VRzb8QIT+gQBAPrwKQG0CMcvLU3opwCCosiIiIiIidRlQPWFsELKfB6OizPheQqqOsNfaNheBz0i4YLg8BfIVFOIYVFEREREZETrMoBGVXwRS5MSoJ3M2FvhTmdtGUADIuF8fWhSwhEeYGX3qVLLaBvQxERERGRE6TACj8UmuFwRgp8ngeldmjmZxapeTAW7q8L5wWAuxYiSi2jsCgiIiIi8h/LroYPssx9ERdlw28lUOGAiwJhbDwMjYWrwiDeRyFRai+FRRERERGRf8kAcqywqQTmpMHUveaIosOA+j5wQzhMbgD31IV6PuY0U2VEqe0UFkVERERE/iG7AQnlMD/TDIlvZcAfpeDnDleGwuC68EAsXB8BkV6uZ4vUbgqLIiIiIiJ/g7G/YM0fJTAt2VyL+FMRZFVDsAfcFgWPN4Rbo6C5PwSqoqmcphQWRURERESOQ4UD/iyHz3LgmX3wWjqkVEG0F3QOhkF1YUoDuCIUfPQuW84A+jYWERERETmKcjusKYCXU+CNdFiZDxnV0MgX7qoDD8XBHdHQJgC89e5aziD6dhYREREROYgBVNghvQqW5MDEJLOiaUoVeFmgXQA8Wg8eiYcOQRDuqYqmcmZSWBQRERER2R8Ss6phVT68mWGuR/w6H6wGtA4w1yAOj4NBsdDYT9VM5cynsCgiIiIiZ72sang7HZ7dB0tyYVsZVBtwWQg8Vt9cj9glBGK8FRLl7KGwKCIiIiJnHZsBmdWwtshcizgpCTaUmNNJm/pC70iY3shcixjtBZ4WhUQ5+ygsioiIiMhZw26Yo4bv798XcV4W7CiHUE+4NszcF3FwXegWBoEermeLnF0UFkVERETkjOYwoNJhjiJO3guvpML6YsizQh1PuDsGnmkIvSKhqR/4a19EEVBYFBEREZEzVZkdtpTCR9nwxF54NxNyqyHO29wLcWgsjK9vVjS1aI6pyCEUFkVERETkjFJqhxV58EIKvJ0Bawoh3wrN/WFILDwYZ65JbO4Pnno3LHJE+vEQERERkdOasT8g7qmAD7Jg3B74LBeyqyHAHToHw8QGMCIO2gRAqIf2RRQ5HgqLIiIiInJaMgxIqzJHEV9Ph5mp8EMhuFnggkCzkunwOLijDsR6u54tIseisCgiIiIipxUDSKwwC9U8mwzLcuGvcnO0sHsYPNEQBsZAp2CI9NIbXpF/Sj87IiIiIlLr2Q1IrYTvCuC5ZHguBbaXg68btPCHvtHweEO4MRKCPcBD00xF/jWFRRERERGptaocsKkE5qbDnHT4MMccVYz2hJsi4IFYuK8udAmBQG15IfKfUlgUERERkVrFbkCxDVYVwJS95nrELaVQbIcGPmZF04kN4Jpw82MfvaMVOSH0oyUiIiIitUKRDTYWw4IseGofLM42Q2MjH7gmzCxWM6qeWdFU1UxFTjyFRRERERE5pXKt8EmOuS/ivCz4qQjK7NAuEB6MNUcSe0VCE1+tRRQ5mRQWRUREROSkMjBHDBPK4a0MeGIvfJUPhTYI8YArQ81ppoPrQnN/CPIAZUSRk09hUUREREROCrsBSRXwWQ68lg4vp8KGYvB2g05B0D8aHq4Ht0ZBtJfr2SJysiksioiIiMgJZRiwsxxeTDGnmn6VD3sqwNsCN0XCxPpwZx24IMgcWRSR2kFhUURERET+c1UO2FsJX+ebxWpeTDEDYpCHWaDmnhh4prFZuCbIA9w0z1Sk1lFYFBEREZH/TIUdfikyt7uYkwZLciClCur7wC1RZrGae2PgoiBz+qmI1F76ERURERGRf8VqQIkNvsiDCUnwXibsKINKBzTzM9chjq8PXUOhnjd46h2oyGlBP6oiIiIi8rcZQJ4V1haZ4XBiEnyeC9UOOMcXro8w90QcUQ/O9XM9W0ROBwqLIiIiIvK35FTDwiyYkQILsuDXYqgyzIqmI+vB/bFwXTjE+2jLC5HTmcKiiIiIiByV3YACG2wphVmp5lTT7wuhzG5ucdEjHKY1ggEx0MgX/N0VEkXOBAqLIiIiInJYDgP+KjeL1MxOg7npsKUMgj3g8hAYGAMPxUHPCLOiqYicWRQWRURERKQGhwG/lcATe+HlVFhdAMmVZkjsFw1PNYQ+0eYWGAqJImcuhUURERERodIBuyrMIjWTk8xRxMxqCPc0t7kYEgtTGsClIWY1U72JFDnz6edcRERE5CxWajdHDmelmXsjfpkHOVZo6gv968ADsXBnHWgbAF565yhyVjlhP/JWq5X8/HyysrLIy8vDZrM52wzDoKCggKysLIqKinA4HM628vJysrOzyc3NrXGOw+FwXq+4uBjDMJxtIiIiInL8qh2QWQUfZcP4PfBhNuyuMAvZtAs090QcHQ+dgiHGCzxVrUbkrGQxTlDq+uqrr/j0009xd3ensLCQpk2bMnHiRNzd3fnmm294/fXXCQsLo7CwkIcffpgOHTqQlpbG5MmTMQyDsrIyWrduzbhx47BYLMybN4/PPvuM8PBw8vLymDJlCq1bt3a9W9gfLMeNG8fAgQNp1qyZa7OIiIjIWSmrGnaWw44ySCiHcgd4u5mjiM38oKU/RHufwNEEEak11q1bx5o1axg7diwWy6F/EQoLCztxYbGkpASbzYafnx9ZWVk0b96cLVu20KhRI9q3b8+UKVO4+uqrWblyJatWrWLmzJnMnz+f33//nSeffJK8vDyuuOIKPvnkE2JiYmjUqBGrV6+mZcuWzJ8/n127dvH000/j4XHoqmqFRRERERGTAeyrgG8LYVe5Oe3UZpjbW3QIhEuCIdwLfJUQRc4qxxMWT9jLQmBgIKGhoXh7e1NWVoaPjw+BgYGkpqaSmppKhw4d8PHxoVmzZmRnZ+NwONi6dStdu3bFz8+PevXqcd5557Fu3Tq2b9+Oj48PF154Ib6+vnTv3p19+/ZRWVlZ4z43b97Mt99+y6pVq9i7d2+NNhEREZGzhd2AXCv8WgwvpcC0FPP/VgPivOHmSLNYTZ9oiPNRUBSRwzvhLw25ublMnz6d5557jqioKEpKSnBzc8PPzw8ADw8P59rE8vJy/P39necGBwdTUlJCaWkpYWFhzuNubm4YhoHdbnceA0hOTmb79u1s376d3NzcGm0iIiIiZ7oqB2wthQVZ8GoqvJ1p7pMY6QnXhMG9MTA8Dq4O05YXInJsJzwsjho1itatW3PXXXcBEBoaisPhoLS0FPYXwvHy8oL9o5HFxcXOc/Py8ggNDSU4OJjs7GzncbvdjsViwd3d3XkM4IYbbmD48OE89NBDtG/fvkabiIiIyJnK6oCfC+HJfTA7HX4qgoxqiPaEe2JgQn24MRJa+INfzbdPIiJHdMLCYkZGBgMGDCAyMpIBAwZQXV2Nw+EgJiaGVq1asXLlSgoKCvjxxx+pX78+bm5utG/fnmXLlpGVlcXvv//O7t276dKlCy1btsTPz4/ly5eTm5vLvHnzaNGiBb6+vq5363S4ebciIiIiZ4pSO/xZBh/nwKQkmJcF+VazeuklwTAiDiY0gAuDzC0v9M5IRP6uExYWP/30UxYvXsxPP/3ETTfdRPfu3dm6dSsAL774IsuWLePGG2/k+++/Z+DAgVgsFq688krCw8O57bbbePTRR5k4cSKNGzcmNDSUBQsWMHv2bG655RYSEhIYOHDgISOLIiIiIme6fCusyNu/L2IGfJMPxXazkuldMTAkFvpFQ3N/8FBCFJF/4YRVQz2VVA1VREREzhTG/n0R863wbQH8WmKuTfSwgI8btPY31yDGeLueKSJyZKe0GqqIiIiI/HN2A1KrYFU+vJZurkf8qQg8LXB+ANwaBePrw4AYBUUROTEUFkVERERqEcMw90N8PR1eToVPcmFHmRkSe4TD6HgYGAOXhUC4p+vZIiL/HYVFERERkVPMakBWNfxcBM8kw/MpsLnUnIPa0Mdcgzi9MfSMMAvYeOsdnIicBHqpERERETlFKh2wqQTmZ8IrqfB+JuyrhFhvcxTxvrrwUBxcGmJWNBUROZn0siMiIiJyktkN+DYfJiTCG+mwrhhyrFDPB4bHmlte3BAB5/hpFFFETh29/IiIiIicBEU22FIKH2TBI7vhoxyocEC8D1wZCmPizYI1LQL0Bk1Eage9FomIiIicQLlW+CzH3Bfx7Qz4odAMiRcEwuC6cH9d6B0JjXzh0OL1IiKnjsKiiIiIyH/IwAyDeyrMiqYTEmFFPqRXga+bOYr4bGNzPWLrAAjzBDelRBGphRQWRURERP4DDgOSKmFFHsxKhRkpZvGaQHe4KAj6RsOj8eb+iMEermeLiNQ+CosiIiIi/4LdMNcizkiBV1NhWS7sqoAgD3N66bj6cGc0dAyGUO2LKCKnEYVFERERkb+p2gFpVWZF0yf3mesRd1eAhwVa+MO9deHxBtAtzJxmqm0vROR0pJcuERERkeNUZodfisxCNa+mwsc5kFkFDX3gpki4P9YsWnNhoAKiiJz+9DImIiIicgwldvg8F8YnwnuZ8HspFNqguT88Em9ue3F1mBkaFRJF5EyhlzMRERGRw8izmgVq3smAyUnwRZ5Z6bSxL3QPM/dEHBa7f8sLVTMVkTOQwqKIiIjIfgaQUgULs8xppu9mwLpi83jnYHhg/zTTGyOhno+2vBCRM5vCooiIiJzVHIa5FnFnGbySCs/sg+8KIdcGgR5wfThMaQB31oFmftr2QkTOHgqLIiIiclaqdkBCubkW8eVUeDkNdpRBqIc5ijgg2pxqekOEAqKInJ0UFkVEROSsYnXAhmJ4MQXmpMHKfNhXCZGecEc0jK4Ht0fDBUEQ4O56tojI2UNhUURERM54FQ5IroQv82DKXngrA/ZVga87tA6AobEwuQF0CYFQT3O/RBGRs53CooiIiJyxCm2wpgDeSoeZqbA0Fwps5trDWyPNgjX31zUDo7sCoohIDccdFg3DwDAM18MiIiIitU6ZHRZlwaQkWJQNW8vMvRLbBsJj9WFkPbg8FOK8VdFURORIjhkWq6urWbhwIXfffTf33XcfFRUVvPXWW/zyyy+uXUVEREROCYcBWdWwtgjmpsEje2BNIbgD5/rB/yJgakMYUhdivV3PFhGRwzlmWExJSeHHH3/kkUceIS8vD8MwqFOnDj/++KNrVxEREZGTyjAgsQLmZ8GsNPPf30rB0wJXhsLQOBhUF64Nhygv17NFRORojhkWS0pKqFu3Ls2aNcNiMedphISEUFJS4tpVRERE5ISzG+aU0j9KYHoKTEuGX4qgyGZWNL0lCp5vDLdGQRNfs6KpZpqKiPx9xwyLQUFBpKSksG/fPmw2G7t27WL27Nm0atXKtauIiIjICVPtgO1lsCQHZqTAa+nmqGK0F1weAvfEwJj6cFUoeB7zHY6IiBzLMV9K69evT9euXbnqqqv49ttvufbaa2nYsCG9evVy7SoiIiLyn7M64PtCeDoZXk+H1QWQXmUWp7kvBh6NN0cTWweA7zHf2YiIyPE65kuq1WrlyiuvZMeOHfz+++9s27aNSZMmUVRU5NpVRERE5D9RZoc9FfBJDoxLhAVZkF0NwR7QIQgergfj68MFQeY0U217ISLy3ztmWNy9ezcff/wxXl5enHvuuYSFhZGWlsa7777r2lVERETkX8m3wlf58EY6zE4z/1/ugNb+0C/a3Bexfx2zwqm2vBARObGOGhaLiorIzs4mPT2d/Px88vPzyc3N5csvv6S6utq1u4iIiMjfZgCZ1fB2BoxPNEcTd5aD1YDOwfBUQ7OqaadgqOOlUUQRkZPFYhiG4XrwgAcffJAtW7aQk5NDkyZNAHBzcyMyMpJRo0bRvHlz11NqBYfDwbhx4xg4cCDNmjVzbRYREZFTzMBcd7inAv4ohYT94TDAHRr4QAt/aBsA4Z6uZ4qIyH9h3bp1rFmzhrFjxzp3vThYWFjY0cNiaWkpBQUF5Ofn06BBAwAsFgs+Pj54edXezYoUFkVERGonuwF/lcMPRZBSCQU281ioJ3QKMgNihCf4ubueKSIi/6XjCYtHnYYaEBBAXFwc9evXJyUlhbVr1/LDDz/w9ddf8+eff7p2FxERETmEzYACq7kX4tP74OVU+L3EXIsY522uQZzSAHpGQLyPgqKISG1x1LAIkJ+fz2OPPcasWbN46KGHWLBgAffffz9btmxx7SoiIiLiVG43Q+GiLJiRCvMyzamn9bzhmjAYXBdG1YNLgsHnmO9IRETkZDvmS3N6ejpBQUHMmDGDFi1a8MorrzBlyhRKSkpcu4qIiIhQaoeVeeYo4tuZ8GMR5FRDUz+zmunIetArApr5gfcx34mIiMipcsyXaMMwCAgIwNvbGy8vL0pLS6lTpw7JycmuXUVEROQsVWwzi9QszILJSfBpLhTazPWHnYNhTDyMjINWAeDvrm0vREROB8cMixEREYSGhuJwODj33HMZPHgwTzzxBB07dnTtKiIiImeRAxVNP8+FuekwKw2+KzQL1lwQCHfFwNBYuLMONPRVQBQROd0ctRqqK7vdTmJiIuHh4YSFhbk21xqqhioiInLiOAxIq4JlebCtzAyHFsDLDboEw1WhEKItL0REarV/XQ31gNzcXH7++WdWr17N3r172bRpEwkJCa7dRERE5AxlNWBfJXxbADNSzPWIW0oh0B3OD4C+0fBUQ+gdpaAoInKmOGZYzMrK4oEHHmD69OnMmzeP999/n/fff5/ffvvNtauIiIicYWwOs6Lp6+kwJw0+zoZdFRDmCTdGwENxMDAGLg2BQA/Xs0VE5HR2zLCYmZlJfHw8n3zyCe+//z7z5s1j3rx53Hbbba5dRURE5AxQ7YA8K6wpgCl74bV02FZqji429oVBdeGJhnBNOMR6q6KpiMiZ6pgv7yEhIQQEBFBVVeXaJCIiImeQYhusL4YPsmB6MizKhjwbNPKFHhHmthcP14P2geB+6PIWERE5wxwzLMbGxhISEkKbNm3o2rUr3bp1o1u3brzxxhuuXUVEROQ0VG6HT3PMdYjvZ8K6YnPbi1b+MKoeDI+D68LNUUWFRBGRs8cxw2JiYiLLly9n6NCh3H333dx1113cddddtG/f3rWriIiInAYcQIENtpbCOxnwyB5YmQ/lDojxhm6h8HgDeDAOmviCj9txvGEQEZEzzjFf+6uqqrjssst46KGH6NevH3379qVv3760a9fOtauIiIjUYoYByZXwSQ68lgavZ5ijiO4WuCQY7okxp5reHAV1vF3PFhGRs80xw2K9evUoLCxk69atVFZWOm9Wq9W1q4iIiNQyBmAzIKEcnk+Bp/bBN/mQXGWOGP4vHF5oDP3rQJsACPUw90wUERE5ZljMzc1lx44djBo1iptvvplbbrmFW265hfnz57t2FRERkVrCasDuCvgyD6Ylm3sj7q6AcE/oEAQD68CUBnBdBHge892AiIicjSyGYRiuBw9ms9koLCx0PYyvry/+/v6uh2sFh8PBuHHjGDhwIM2aNXNtFhEROWNZHbCxBH4qhuxqKLWZaxRjveHyEDjXzxw99FJAFBE5q61bt441a9YwduxYLJZD55SEhYUdeWQxMzOT0tJSqqqqSEpKOuSWn5/veoqIiIicAlUOyKg2RxEfS4J3MyGx3Gw7zx8eioUJ9aFLCER7KSiKiMjxOeKvi+3bt5ORkUFeXh5vv/32Ibdff/3V9RQRERE5iQqs8GMhvJthTjNdmguldmjmBzdGwLBYuD8WzgsAt0P/aCwiInJURwyLV1xxBU2aNCE6OpqnnnqKmTNnOm8zZszg8ssvdz2lhrS0NIYNG0bz5s0ZM2YMDocDgNmzZxMdHe28jRo1ynnOr7/+SpcuXTj33HN57733sNvtAJSXl/Pggw/SpEkTbr/9dkpKSpzniIiInG2yq+GDLJi6DxZmw2+lUGGHi4JgXLxZ0bRbOMT7gIdCooiI/ENHDItubm5YLBa2b9/O66+/joeHB56ennh6erJ3716mT5/uekoN7u7udO7cmZEjR9YId+Xl5XTr1o2dO3eyc+dOpk6dCvvXRk6ePJmHHnqIxYsXs3jxYrZs2YLdbueZZ56hoKCA5cuX07BhQ/r27Ut1dfVB9yYiInLmMoBcK2wqMbe8mLoXfigEhwH1veH6cJjcwNz6op4PeLupoqmIiPx7RwyLAJ9//jnLly/nt99+Y968ebz33nu8++67vPLKK0RERLh2r6FOnTr06dOHVq1auTbxxx9/MH78eN5//30O1NfZtm0bXl5eXHvttbRu3Zorr7yS5cuXU1hYyKZNm5g5cybNmjVj7NixbNmyhaSkJNfLUl1dTUVFBRUVFdraQ0RETnt2A3ZVwAeZMCcN3s6A30vBzx26hsKguuYo4g0REOnleraIiMi/c9SwuGLFCr7++mu2bt3KokWLWLRoEUuWLCEwMJCBAwe6dj8uF198MS+++CL9+/dn5cqV3HvvvdhsNv78809CQ0Px9/fHYrEQFRXF3r17KSsrg/3VeACCgoIICwsjJyenxnUNw+DOO+8kIiKCqKgoXn311RrtIiIipwMDqHbA5hKYngzPJ8OPRWYBm2APuC0KHm8IfaKghT8EerheQURE5L9x1LA4Z84cPv/8cz766CNWrFjBF198weuvv8748eMJDw937X5cOnfuTLdu3ejYsSOLFy8mISGBxMRE/Pz8sNlszrWNVqsVHx8f3N3dnaOPB1RVVeHp6VnjmMVi4f333ycvL4+cnByGDRtWo11ERKQ2q7DDzjJYmgNP74M56ZBcBXW84JJgcxRxcgO4IhR8jvrbW0RE5L9xzF83FRUVfP/999hsNn788UduuOEGevTowe7du127/m2GYWCz2TAMg4suuoisrCwKCgpwOBwkJSXRqlUrgoKC8Pb2Zvv27QAkJSVRXFxMfHy86+Xw8vLCx8cHHx8fPDz0p1YREan9yuywpgBeToU3MmBFPmRWQyNfGBANw+KgbzS0DTDXIoqIiJwsx/y1k5ubS35+Pm5ubqxYsYJp06bRv39/PvvsM9euNZSXl/Pll1+yZs0a9uzZw5IlS0hISGDmzJksXryYzz77jH79+tGxY0caN25MTEwMcXFxvPrqq7z//vts3LiRnj17EhgYSK9evbjnnntYtGgRo0aNYsCAAcTExLjepYiIyGmhwgHpVfBJDkxOgkXZkFIFnhY4PwBGx5u3i4MhwhPcVa1GREROgWOGRYvFQmVlJVVVVezbt49zzjmH1q1bU1xc7Nq1BrvdTlpaGt7e3lx99dUkJydTXl7O+eefT25uLmlpadx3333MmDHDOQr45JNPUr9+fUpLS3nmmWeoU6cOAH379mXKlCnk5OTQr18/Jk2a5HJvIiIitZsBZFXDqgJ4K91cj/hVPlgNaO0Pt0TC8DhzX8QmvsfxC1pEROQEsxiuCwJdZGVlceedd7Jr1y569erFCy+8wMyZM/Hy8uKBBx5w7V4rOBwOxo0bx8CBA2nWrJlrs4iIyEmVVQ1f5MG2MnNU0WGYo4Wdg+GKEIjwMvdD1ACiiIicLOvWrWPNmjWMHTsWi+XQ30BhYWHH/sNldHQ0CxYsYOHChUybNg03Nzc6d+5M7969XbuKiIgIYDPMdYfrisy1iJOTYEOxOVrYxAdujoRnG8Ed0RDjbU4/PfTXtIiIyKl11LD47LPPUl5eTkREBNu2bcNmswEQExPDN99849pdRETkrGY3zNHD9/fvi/heFuwogxBP6B4Gg+vCkFi4OgyCVIdNRERquaOGxYULF1JZWQnAxIkTKSkpAaCoqIjNmze79BYRETn7OAyocsC6YpiyF15JhfXFkGuFSE8YGANPN4RekdDUD/zcXa8gIiJSOx01LB7MdWnj4ea1ioiInC3K7LClFD7Kgcf3wjsZZkCM8zbXIQ6NhUkN4OIgcNOvTBEROQ0dMyweHAoVEEVE5GxXZocv82BGCrydYe6RmGeF5n5wfww8GAe9o6CFv1m0RkRE5HR11LAYHh7O//73P6644go8PT25+eabueKKK7j33nsJCAhw7S4iInLGMfYHxMQK+CALxiTC0lyzwmmAO1wSbI4gjqgHbQIh1EP7IoqIyJnhqFtnbNmyhfLyctfDANStW5f4+HjXw7WCts4QEZH/QnoVbC6FneWwtxIqHeDtBi394Tx/OMcPIjxVyVRERE4/x7N1xlHD4ulKYVFERP4pA9hbAcvzYFcFWB3gAPzd4dJg6Bpq/l9TTEVE5HR2PGHxqNNQRUREzgY2A1Kr4LsCeC4ZpiebW2D4uEFzf+gbDU80hBsjIdhDQVFERM4OCosiInLWqnbAphJ4I93cF/HDHHNtYrQX9Iow90QcVBe6hJjrE0VERM4mRwyLdrudqqqqI95sNpvrKSIiIrWe3YASG6wugEl74fV0c11isQ0a+JgBcWIDuDYcGvqYo4siIiJnoyOuWfzqq69YuHCh62Gna6+9lj59+rgerhW0ZlFERFwV28w1iH+WwdYyKLSZVUvjvc1CNa0DzLCoKaYiInI2OJ41i0cMi/n5+WRlZbkedgoPDycqKsr1cK2gsCgiIgfkVsOPRfB7qRkQqxzgaYFW/ub00lhvCHSHw/yeFBEROWMdT1g84uSasLAwmjdvTvPmzYmOjqasrIzCwkLOOeccAgMD8fPzcz1FRETklDP2jyImlMPbGfDEPliZDwU2CHaHK0NhQgMYHGsWrwnyUFAUERE5nCOGxQMKCgqYOnUq8+fP59lnn6WqqoqPP/6Yzz77zLWriIjIKWM3IKkClubAa+nwciqsLwZvC3QKhgHR8HA9uDUK6ni5ni0iIiKujhkW09LSCAgIYPr06bi7m6XgOnbsSEJCgmtXERGRk84w4M9yeCkFZqSYo4h7KsDXDW6MMEcR+0XDBUEQ6ul6toiIiBzJMcOiw+EAcAZFgN27d+Pr63tQLxERkZOnygH7KuHbfHhqH7ycArsrINDDXIt4dww81Qi6h5v7IrprmqmIiMjfdsywWLduXdLS0pg1axZpaWm88MILzJgxg+7du7t2FREROaHK7fBLEbyRYe6L+FEOpFZBvA/cErV/X8RY6BAE3sf8DSciIiJHc8xfpRERETz99NMkJibi4eHBn3/+ycKFCzn//PNdu4qIHL/DF2IWOYRt/76IX+TCpCR4LxO2l0K5A871g5H1YFx96BoK9bzNSqciIiLy7x1x6wy73Y7dbnc97OTu7l5jamptoq0zRGoxw4BvvoGNG6F7d2jXzrWHCAaQbzX3RdxeBtv2h0MvCzTwNUNia39zRFFERET+vn+1dcb8+fNp167dEW8vvfSS6ykiIseWnQ2jR8OECTBjBthsrj3kLJddDQuz4MUU+CATNhRDpQEdg2B4HAyuCz3CFRRFREROtCOGxWuvvZZ58+Yxa9Ys2rRpw7333svs2bN59NFHCQsL48ILL3Q9RUTk2Pz9oW5diIyEevW0wZ1gN6DQZo4ezk6DiUnwfSGU2iHSywyGzzaCu2KgiR8EuIO+a0RERE68I4bFqKgo2rVrR3h4OE2bNmXYsGF06dKF/v37M27cOH7++WfXU0REji0gAN5+GxYtMkcYa+l0djnx7AYklMMnOWZInJ0Om0vN6qWXhZjhcGQc9Iwwj4mIiMjJdcSweIDFYmH79u011i9+/fXXuLkd81QRkcOrWxeuuALCw11b5Czxewk8vQ9eToVVBeY2GMHu5n6ITzaE26KhbYC5FYaIiIicGsdMfA0bNqRdu3Zcf/319O/fnxtuuIGcnBz69evn2lVEROSwKhzmPojLc2FCIryWDunVEOYJFwaZW1480QguDQEvt+P45SQiIiIn3BGroR7MarWSlJRESUkJPj4+NG7cGB+f2ltZQNVQRURqh3I7rC+GP0rNcFhiMyudNvWFjsHQyBciPLXdhYiIyMn2r6qhHmAYBgUFBSxZsoTZs2ezYMECMjMzcTgcrl1FRESoNiCrCj7OhjGJsCgbEirMNYrtAmFiAxhVDy4JhhgvBUUREZHa6phhMTs7mxEjRlBVVcVll11GWFgY/fv358cff3TtKiIiZ7GsavihEN5Kh2eT4ZsCs2rpef5wUwSMrgf3xkCct4rgioiInA6OGRYzMjKIj49n4sSJ9O/fn1GjRvHoo4+yevVq164iInKWMTCL07yZYe6L+GG2OeUUC3QNhUfjzYB4VRjU9QY3hUQREZHTxjHDoqenJ0VFReTm5lJdXU1RURG7du0iMDDQtauIiJwFHAbkWeHXYjMgPrvP/H+1YY4a3hwJjzeAPlHmx37aF1FEROS0dMywGB8fT2RkJAMHDuS+++5jwIABrF+/nptuusm1q4iInMGqHbCtDBZkwatp8E6muU9ihBdcHWaOIA6PM/8fpC0vRERETnvHVQ3VbrdTVFTEnj17qFOnDnXq1MHT09O1W62haqgiIv+dagf8WgIr880RRfv+3xp1veC6cGgTAJ5uGj0UERE5nfzraqhbt25lw4YNbNq0id27d2MYBhkZGfz++++kpKS4dhcRkTNEqR12lsGSbJiyF+ZlmkEx2gs6BcOIOHisgblHopeCooiIyBnpqCOL3bp1o6ysjLi4ONcmevbsSb9+/VwP1woaWRQR+WfyrbC+BLaUmtVNy+zgYYFmfnBxENT3MfdFVKEaERGR09u/Hlns0aMHxcXFhIeHM3nyZN566y0WLVrE4sWLa21QFBGR42cAVQ7IqIb3M81RxM9yzAqnAB2D4LH68GCcOYoY5aWgKCIicrY4algcMWIE69at47rrruOtt95i/PjxPP/881itVteuIiJyGrEbkFoFqwrgtXR4ai/8VASeFmgbYFYyfaw+3BVjbnmhfCgiInL2OWpYBAgICOCGG25g5MiRlJWV8eqrr1JdXe3aTURETgOGYVYwfSMdZqbCkhzYUWauO7wuHEbVg4ExcFkIhNfeOmYiIiJyEhw1LKampvL1118zbNgw7rjjDtq1a8cff/yBv7+/a1cREamlrAZkV8MvRfBsMryQAn+UmvslNvCGvtHwTCP4X4Q5iuhz1N8MIiIicrY46luCYcOGMWTIEPLy8rjxxhtxd3fnww8/ZM6cOaxdu9a1u4iI1CIVdthUAvMz4ZVUeC8T9lZCrDf0CIdBdWFEPegSAt5H/W0gIiIiZ6Ojvj1o3rw5l156Kd7e3s5tNA7ckpOTXbuL/DeWLYNBgyA/37VFRI6D3YBv8s1iNW+mw7piyLZCvA8MjzPXIl4fAef4KSSKiIjIkR1164zTlbbOOM2Fh0NhIfTuDR9+6NoqIi4MoNgGyZWwtQw2lphbXnhaIMYbmvjChYHQ0AcOUxlbREREzkL/eusMkVPi0kvB0xOuvda1RURc5Frh81yYnQZvZcD3hVDugPaBcF8M3F8XbomERr4KiiIiIvL3KCxK7fPJJ1BcDHfd5doictYzgAoHJFbA6+nwWCJ8mQdpVWZhmitDYVojcz1im0Czoqn2RRQREZF/QmFRah83N/Dycj0qclZzGJBUASvzYFaqWdF0UwkEuptTTO+IhjHxcGsUBHu4ni0iIiLy9yksiojUYgawtRReSoVX0+DzPNhVYYbEmyNhXH3oXwc6BUOo9kUUERGR/5DCoohILVPtgPQqWFUAU5LMkJhQDh4WaO4H98TAEw3h6jBzmqmXXslFRETkBNBbDBGRWqLcDmuL4N1MeCUNPsqGrGqziumNkWaxmvvrwkVBCogiIiJy4unthojIKVZiNyuajkuE9zLNtYiFNmjuD4/Gm7drwqChr0KiiIiInDx62yEicgrkW+G3EngnAyYnwRd54MAMhN3DYFw8DIs1t7xQNVMRERE5FU5YWMzJyWHatGncdNNNvPzyyzgcDgAMw+D111+nV69ePPjgg2RmZjrP2b59O/fccw833ngjy5Ytw263A1BZWcmzzz5Lz549GTduHOXl5c5zREROFwaQUgkLs8x1iO9kwrpi8/glwfDA/mmmvSIh3kchUURERE6tExYWKyoq8PPz49JLL+Wvv/5yHn/vvfeYOXMmY8aMISgoiIEDB1JRUYHD4WDMmDF07NiRRx55hBdeeIE9e/ZgGAYvvfQSK1asYPLkyWRlZXHfffc5w6eISG1mAGV2+LMMXk2Fp/fBd4WQU21WNO0RDlMamBVNm/ub214oI4qIiEhtcMLCYnx8PMOGDePiiy92Hquuruajjz7i2WefpWPHjkydOpXKykp27NjBrl27ALj11lu5+OKLueaaa1i6dCmFhYX89NNPzJ8/n/bt2zNt2jR++ukn9u7de9C9maxWK1VVVVRVVWGz2VybRUROGqvDrGD6eQ7MTDUL1mwvM7e3uCQYBsTA+PrQM0L7IoqIiEjtdMLC4uGUlJSQl5dHu3btAHB3dycuLo7c3Fy2bNlCREQEgYGBuLm5ERcXR0JCAqWlpTgcDuLi4gCIjIwkNDSUjIyMGtc2DIOhQ4fSrFkzWrRowVtvvVWjXUTkZLAasL4YZqTAnHRYkQ97KyHSE+6Ihkfqmf9eEAgB7q5ni4iIiNQeJzUsWizm5KqDp5A6HA4sFgtubm4YhlHjuJubm/Ocgx1oO5jFYuGVV15h27ZtbNmyhYEDB9ZoP21UV0NhIWiarchpo8JhrkVckQePJ8HbGbCvCnzdoGUADI2FiQ2gS4g5suhx6MuaiIiISK1zUsNiYGAgUVFRrF+/HgC73U5ycjKRkZGcf/755OTkUFRUhMPhICUlhebNmxMYGIi7uztJSUkApKenU1hYSGxsrMvVwdvbG39/f/z9/fHy8nJtrv1KSmDcOOjbF1atcm0VkVqm0GquP3wrHWamwWe5UGCDc/3glkgYEmsWrWkdoIAoIiIip58TFharq6udaxFzc3P5448/KC4upm/fvowePZrvv/+e4cOHExwcTMuWLWnUqBHu7u68//77fP/993z55ZfcdNNNBAcHc8UVV3DTTTexbt06hg8fTrdu3YiPj3e9y9Pfzp2wcCF8+SUsXQr7q8GKSO1SYoMPs2HyXrOy6dYyKLZB2wAYHw8j68EVoVDPWxVNRURE5PR1wsJiSUkJb775JqtXr8bPz4+ZM2eyZcsW+vTpw7PPPsuHH35IVFQU77zzDp6engDMmDGDjIwMPvroI5588knnOsWhQ4cyZMgQ3n33XS6++GJeffVVl3s7QzRtCtdfD126wNVXg8tUWxE5NRwGZFWbaxHnpsPYRFhdYL6AnusH/4uAJxqaI4mxPqpmKiIiImcGi3HwQsEzhMPhYNy4cQwcOJBmzZq5NtduZWVQWgrh4eChEokip5IBJFXAT0WwuwLyrGAzwNcdOgXB+QEQ4w3+7gqIIiIicnpZt24da9asYezYsYetExMWFnbiRhblH/L3h+hoBUWRU8RuQIkd/iiB6ckwLRl+KYIiG4R7mmsRpzWCW6OgqZ9Z0fTQl1cRERGR05/CoogIUOUw90H8JOf/t71IrIBoL7g8BO7evy/iVWHgrVdOEREROQvoLY+InNXsBnxfaI4gvp4OqwogvcosTnNvDDwSD72joE0A+OgVU0RERM4ieusjImedMjvsqTBHER/ZAwuyzAI2QR5wURA8XA8eqw8XBkGgu7a9EBERkbOTwqKInDXyrPB1PryRDrPT4Kt8KHdAK3+4IxoeiIUBdcwKp4dZ5y0iIiJyVlFYFJEzmgFkVcHbGTA+EZbkwJ/lUO2ATsFmsZoH4+CSYIjxAneFRBERERFQWBSRM5HDMNcd/lAIr6TC1H3mHon+7nCev1nJdEpDcxQxWIWHRURERA5LYVFEzhgOA/4sgzcyYFYafJhtVjgNcIce4TA8zixac2WouQ2GiIiIiByZwqKInNZsBhTaYG0RPLUPXkqF30qg3A6x3tA/Gh5vCD0joL4P+Lm7XkFEREREDkdhUUROSxV2+L3UHD18IQXey4S0KojzhmvCYFAsjKoHl4RoX0QRERGRf0JvoUTktFJqN6uYPrUP3skw1yXmVkNTXxgaCyPrQa8IaO6nkCgiIiLyb+itlIjUesU2+KscFmbB5CRzf8RCG4R5QOdgeDTeDImtAsz1iW6qaCoiIiLyryksikitZGBWNP08F+bu3xfxu0KwG3BBoFnJdGgc9KsDDX0VEEVERET+awqLIlKrOAxIqYQ5afDkPvgiD/ZUmOGxWyhMaQD31YULgyDSE5QRRURERE4MhUUROeWsBuyrhFX5MCMFnkmGLaUQ6A5tA6BvNDzZEHpHQYi2vBARERE5KRQWReSUsRrwewm8nm6OJH6UA7sqzLWIvSJhWBzcHQOXhkCQh+vZIiIiInIiKSyKyD+SVpLGA188wBPfP0GVrcq1+YisBuRb4bsCeCIJXkuHbaVQbUADHxgUA1MaQvcwcxsMVTQVEREROTX0NkxE/pEvd33JnI1zmPzdZDamb3RtPkSxDTYUwweZMD0ZFmZDng0a+cJ14fBALDwSD+2DwEMLEUVEREROOYVFEflH2tVpR7R/NE3CmtAisoVrs1OZHT7NgWeTYV4mrC2GAhu08ocRcfBQHPSIgCa+4K6QKCIiIlJrKCyKyD/Svm57koYn8deDfxHqG+o87sAMg9tK4d0MeHQPrMyHUjvU8YKr9lc0fTAOzvEDXze9EImIiIjURnqPJiL/mK+nL26W/38ZSa40RxHnppl7I64tNqeUXhJsFqoZGmtWNI3xrnEZEREREamFFBZF5B8zALsBCeXwXDI8tQ++zje3wfByg54R8Fxj6F/H3AIjVPsiioiIiJw2FBZF5G+rdsCeCliRZ65FnJECuysg3BMuCoKBMTC1IfQIN0OjiIiIiJx+9DZORI6bzYB1xfDK/mmmy3LNqad1veGOaLNYzZ3RZmD0c3c9W0REREROJwqLZyqHA3btgl9/hfJy19bDy86Gn36CrCzXFjmLVTkgs9ocRRy7B97JMEcRDQNa+JsBcWJ9uCzELGDzX40kVlgr+DXtV3bn78YwDNdmERERETnB/qO3dVLrJCRAp05w2WXw8ceurYeqqIBx48z+994LxcWuPeQsU2iFnwrhvUx4IQU+y4UyB5zrB70iYFicuTfief5gOQELET/a8RFd3u1Cx7c6sqdgj2uziIiIiJxgCotnKqsVCguhstIMgsdiGFBSYv4/N9e1Vc4iOdWwIAum7oOF2bCpBCrs5tTSx+LNiqZXh0G8z4ndF7HCWkGVvYrc8lzsDrtrs4iIiIicYAqLZ6pWrWDlSnj3XbjtNtfWQ/n5wVNPwYsvwnvvQVCQaw85QxkG5FrhtxJ4LQ0e3wvfF5pVTut5w/XhMKkB3BMDcT7g7WZWNK2yVbGnYA8V1uP4Y8Q/cEerO3j3f++yZsAazo0417VZRERERE4wi3EGLgZyOByMGzeOgQMH0qxZM9dmEQEcBuyphA1FkFhprku0GRDsAe0DoZU/xHlDkIfrmaYZa2cwb/M8OsR1YO71c12bRURERKQWW7duHWvWrGHs2LFYDrOmKCwsTCOLImcTY/+2F5tLzS0vnk+GH4ogvdoMibdFmVte9Ikyi9ccKSgCfLzjYzZnbebt39/GbmiaqIiIiMiZRmFR5CxQ6YCd5fB5DjyTDHPSIKUSor3gkmAYXNecanpFqDnN9HhMuXwKfVv15a2eb+Fu0T4ZIiIiImea43xbKCKnozI7rCmAl1PhjXT4Mh8yqqCRLwyoA8Nizf0R2waAz998NejWqBtv9nyTO9vc6dokIiIiImeAv/n2UERquwoHpFfBpzkweS8syoZ9leBhMUPhqHgYXQ8uDoZIL/P4P2GxWPDx8MHCP7yAiIiIiNRqCosiZwADyK6G1QXwdjpMT4aV+WB1mIVqbomEEXEwJBaa+oLbSc5327K3MX/LfIoqi1ybRERERKSWUlgUOc1lVME7GWbBmo9zYEsZWA24LATGxMOgunB5KMR4u5558vT7pB+Dlw1m6JdDXZtEREREpJZSWBQ5zdgMyKqGDcXmWsQn9pn/twANfeDmSHimkbkWsa43eO3fF/FUslgsVNmr8HA7SnlVEREREalVFBZFThM2A7aXwvxMmJ0G72TCjjII9YBrwsyKpkNj4eqwo295cSq81+s9PrzlQ6ZdNc21SURERERqKYVFkVrMsX9fxPXF8MRemJkG64oh1woRnjAwxtwX8cZIOMcP/GrpDhato1tzc/ObiQ6Idm0SERERkVpKYVGkFiq1w9ZS+DgbpuyFtzMgxwpx3nB5iDmCOKUBXBwE7qd6jqmIiIiInJEUFkVqkQoHrMiDl1PMgLiqAPKs0NwPBsXAg7FwSxS08FdIFBEREZETS2HxTLZrFzRpAv/7H1RXu7aePpYsAS8vOOccyMx0ba0VPtjyAXWer8O4b8fhMByuzUdkAGV22FsBC7Jg1G74LBcyqsHXHS4JhkkNYEQ9OD8QQj0VEkVERETk5FBYPJN98gkkJsLnn0N6umvr6ePNN8FqNcPv9u2urbXCkj+XkFOWwwtrX6DafnzBPL0KvsqHN9JhRip8X2gGwfYBcHu0uS/inXUg9hRueSEiIiIiZy+FxTPZ4MFw3XUwZgzEx7u2nj6efhqioqBrV7jwQtfWWmFkx5F0qteJd/73Dt4eR093SRXwSqq5L+LSHPiz3PxBvDYMnmoId9c1RxSjvE79lhciIiIicvayGIZhuB483TkcDsaNG8fAgQNp1qyZa7PIcUkvScfbw5sw3zAs/yK2HdgXcXeFWdU0scKcfhrsYRasaRsA7QPBv5ZWMhURERGRM8+6detYs2YNY8eOxWI59L1uWFiYRhZFDueXlF+46cObuGfpPWSXZbs2HxebA34rgbcyYE4aLMqGPRUQ7QW9ImBIXbivLnQJUVAUERERkdpHYVHkML7e8zXr09azLGHZ3wqLdgNKbLC6AMYlwtx0+L0ECm3QwAceiIXJDeDacGjoC776CRQRERGRWkpvVUUO4/aWt3Nby9sY3mE49YLquTYfothmjiIuzIKn9sGH2VDmgIY+cHWYWc10VD1oEwBuh47yi4iIiIjUOgqLIodxbsS5vNXzLZ6+8mlCfEJcm51yrfBpDryQAu9lwo9FUGqH8wPgoVgYEgu9IqGJL3goJIqIiIjIaURhUeQI/Dz98PHwqXHMAErskFAOb2fA43thZT7k2yDIA7qGwoT6cH8sNPM3i9joh0xERERETkcnvRrqxo0b+eCDD5wfn3feedx7770YhsH8+fPZvn07TZs2pU+fPgQEBGAYBhs3buSzzz7D19eXPn360LRp0xrXdKVqqPJfsxuQUgWbSyChAvZVgtUwA+J5ftDCH5r6Qqin65kiIiIiIrVPrayG+ueff7JhwwaGDBnCkCFDuO666wB45ZVXWLBgAVdffTXLly9nzpw5OBwOkpKSeOSRR7jooosIDg7m7rvvxuFwuF5W5IRwGPxfe/cdV2X5PnD8cwbzMGQLKLhQcIsjNbO00qZmqWmWtuyXlpVlZWZlWZaVZTbUvrbLhqVZlpo5c5DbwlRE2SCg7H3G/fvjNpSjlSsTuN6vFy/wuZ9xODzguc5139fFH6XwRjrMSIWleboFhocRBgXqLOJtDaGbjwSKQgghhBCibjnvwSJARUUFSUlJ5Ofn4+/vT2VlJVOnTuWJJ56gb9++zJo1i82bN1NUVMT27dvp3r07AwcO5J577sFisbBkyRLnUwJgt9ux2WzYbDYJKE9XYSHk58P5TTRfkCodkFoBK/NhWgrMStfTTr3M0NYCd4bC1KZwVYCeZmo68Y0YIYQQQgghar3zHiw2atSIa6+9loSEBF566SWeffZZ0tLSyM/PJyYmBgCLxYLRaKSiooJ9+/bRsmVLANzc3GjVqhU7duxwOisopZg2bRoDBw5k0KBBLFy40HkX8VfS0uCmm2D4cP11PVVmh42FMC8L3smAr3IgvRIi3GFIsO6L+H/hcJEPuEtfRCGEEEIIUced92CxT58+PPfcc4wbN4758+fz888/Ex8fD4DZbHbeHZvNhsl07JW52WzGarXW2AfAYDAwYcIEvvjiC+bPn8/111/vvIv4K2vXwurV8NNPsGWL82idZjvaF/HHI/BMsq5o+nsJlDn0GsTxjWBiBFzup4NGF8kiCiGEEEKIeuK8B4vHc3V1xdvbG29vbywWCwcPHoSj01QdDgeurq40bdqU1NRUOBo4JiUl0bp1a6czaR4eHtXnc3Nzcx4Wf6VvXxg6VGcWe/RwHq1zFHDECr8WwceHdJC4+LCefhrlAdcG6J6IjzSGVhbpiyiEEEIIIeqn8x4sfvPNN+zYsYPExESefvpprFYrHTt25N5772XmzJnEx8czbdo0WrVqhY+PD507d2bNmjXExcXx7bffkp6eLlnDcy0sDN57D+bOhdBQ59E6JbsKvsiGmenw6SEdMFY4oKcvjAvXLS+uC4RIdzhJUSghhBBCCCHqjfMeLBYWFvLYY49x1113UVxczJdffklAQAAvvfQSERER3Hvvvbi6uvLwww9jNpuJiYlh/PjxTJo0iY8//pi33noLb29v59OKs+XpCV5edS5CsisosMHuUr0O8ZkkWFMARTYIdNFZxGnNYFRDiPIELxPUrWdACCGEEEKIM3Pe+yyeD9JnUdgVHCiH30p1JdO0St0Go4EZOnhBjCe08ADvE5fJCiGEEEIIUeddkH0Whfg3KQU7iuHFVN0b8ec8SKkAXxOMCIFnm8KwYOjkLYGiEEIIIYQQf0eCRVHrlTt0FnHJYXgqCeZkQkYF+LtAVx+4Nwyebwq9G4C7UQrWCCGEEEIIcSokWBS1VpkdVufD3AyYkwFLjkCuVa89HBGi+yKObKiziGa504UQQgghhDgt8hJa1BoKsCrIqYKvc2DCAfgiB/aV636JHb3gqSYwoTH0agBhbtIXUQghhBBCiDMlwaKoFXKqYH0BvJcJ01JgRT6YDNDaAoMC4dEI+L9waCTtNYUQQgghhDgnJFgUpyfjB1jeA5I+dR45K1/Gf8nF71/MqqRVNbanVsD7WfB6us4i7ijR2/v4weONYXQoXOmvs4h1IomY/AX8MhjydzmPnB+HDkH//vD447pakBBCCCGEqLckWBSnTjlg20Nw5FdIeNN59KyMXz6eTWmbGL98AkessLUIXk/TWcRfi6DCobOGNwXB1KMVTRu5g2dd6otYlQcbh0PaQtg7w3n0/HjnHVixAl5+GQ4edB4VQgghhBD1iASL4tQZDND8TvCJhvDrnUfPyp2x99A49GrCWzzCWxnw/iHYWwZBLnClH9wdCg80gn7+dbjlhckCEUPAIwyCLnEePT+uvhpiY+Gmm6BhQ+dRIYQQQghRj0iwKE6DAZrfBa4NdBbsHKhywIZCcEQ8Rb9LFtGo8S1kVkKIC0RVrWXLpoFEOX6jjQUsJuejzzFrEWwaBVsfgqp859F/n8kNen4GA/br5/m/0L07bNgAn38OFovzqBBCCCGEqEckWBSnJ+FtPQ1178wzDqhK7TpruDAXpiTDx4egwG6ikbsrF/saeLARPNKogknfXsmKxCW88Mvzzqf4d6QugJQvIPEdOLLZefT8MLqAyQMM/9GvpsEAbm7g4uI8IoQQQggh6pn/6BWpqLUaDQCfGGg0EMxezqMn2Ji2kft+vI9N6ZvIs8KyPHg7A97NhOV5UGSDtha4oyGMCYfbQnSFUw+TCyM7jKSBRwOuaHaF82n/HX6x4B6qvz/PCOdRcS7t3q2nus6eDQ6H86gQQgghhLgAGJSqeyUPHQ4HTzzxBHfccQfR0dHOw+I8sSs718y/gRWp22kQOphhPWZgx4zJAO4GaO8N/fx0JVNRzwwcCN9/D/7+kJYGHh7OewghhBBCiH9RXFwcq1evZuLEiRgMJ5aM9Pf3l8yiOPfsCjIqYXW+kbLAkbg0fYag0EG4GY109IKhQTCpCdzeUALFeuv666FlS7jqKjDX1YpFQgghhBC1mwSL9ZG9EtIWQerCc9pLz6EgoQz+lwlvpMM3hw20aDyQke2G8XzHnkyIMHJHKFzmB4EXwpK4Q6vh4IdgK3UeEf+222+Hn3+Gt9+W9ZFCCCGEEBcoCRbro8MbYOMtsH4wZP7oPHparApyrbCpEKanwmtpsLNEB44RbnB7mCtvRvswJMSVcDdwv1DuuMI9sOpyiLsTUhY4j4p/m9kMjRqBr6/ziBBCCCGEuEBcKC/dxflkdNUVN43mUypSczLlDtheDJ8dglnp8OEhSKmAcDe4JgDuCYNHGsOlDcD93255cSZM7uDmrz+7eDuPCiGEEEIIUe9JsFgfBfaEfnFwXSKE9HYe/Vs2B6zIg2eT4H9ZsKkIcqogwh3uD4eJkXB9ILT0BNcL+e7yagrX74dr46HxDc6jQgghhBBC1HsX8st58W8xGMGnJXhFACdWPjqeAgptsDA1gcFrvmbY9mS+zoUSO4S7Qp8G8FgETIqAtl7gYvinM15AXP3AqxkYLsTUpxBCCCGEEP8tCRb/SXY2lJU5b73wKAcU7oaytJrbC+Ihd0PNbafosBW+OwzvZMCYbdv4JvMIPyWvp7M33B2q+yIODYbmHrqX+1/JLskmpzTHebMQQgghhBDiAibB4t/54gsIDYUBA5xHzr2zrUp6+FdYGgvft4LSVL2tqhD1U09Y0QvSFjsfcQIFVDgguUJXNH3yIPx4BNIroaVfEwIqdzHSZw/3hEFHbwhwAaNTkKio+X1szthMl3c70/adtsSlx9UY+9ed7XMqzp3/4mfxX1xTCCGEEKIOkWDx7/z8s/68bdu/98LTaoXFi+Gll2DfPufRU1eeAcoGDitU6CxefOavTM8pJq7CCLZi5yOq2ZUOEJcfgbfS4eVU2FhQRXzWJjIzF3N9gyIW9ujCrwMn8PrlU5wPB8Cu7KxKWsW0X6ax69Cu6u1lhQkMd81hoFsJKXkJNY4BoCoP9s/RH1UFzqNnpqwM5s+HGTMgM9N5VJxvmzbByy/Dzp3OI/+O4mJ4912YPRsOH3YeFUIIIYQQp0iCxb8zdSo88gj8739/P8/ybBw4AJMnw5NPwjvv6ODxTIRdDRd9AJcsAr+OAAz78WEmHYEHSsIhYrDzEQD8XqKrmb6VDouPwP5y8DaBZ+FS4jbdwIpNI3Et3UqQmwvN/ZvhYjp5T7yC8gKeWf0MT616ismrJ1NpqwQUF6sMXvS38UZDd64NCHE+DLJWwPZHYMdjkPWT8+iZ+e03ePRRmDgRPvjAefT8qKpy3lI/VVbCsGEwaRI884zz6L9j1Sp4/HEYPx5+Okf3lBBCCCFEPSTB4t8JDYVXXoHBJw+0zgl3d/Dx0f3mQkLAeIY/ErMFmo2ERtfplhhA66DWBFmCaR5+sW4RAVQ5ILMSVuXD00nwVgbsK9PTSaM94a5QeL4pDAhyp6GbmTBLAN5u/9xawmwyE+4Tjr+7D+HuXpiNRsCAi0cYJvcQPL0j8bI0cj5MF5lxDwG3AN3K4lzw9obwcAgK0s9rYaHzHv+u117TP9Nbb5Wg0WyGZs0gIAAiI51HT195OeTn/32m399f/y41bAgNGjiPnh/FxVBR4bxVCCGEEKJWMSj1d6+6aieHw8ETTzzBHXfcQXR0tPPwheWXX+D++/XUyaVLoUUL5z3OWGFFIduyttE6qDW+Hg3ZVQK/l0JSBeRZ9RrFpu7QyRuiPKCR27F2F3aHnbiMOFxNrnQI6YCrydX59DUoFKlZG0lYO4rYBqEEdHkFAruDrRTytoFrA/Btd2KGtjwTNoyAylzo9i4E9aw5fibsdti9W09/XLoUbDYYMwauvdZ5z3/HiBHw+ef6zYbff9fBS32WkwPx8dCunQ7gz1RZGYwdq883dSp07uy8h2a3w/btOksfG6vfkDmftm+HF1/Ub1hMmgTBwc57CCGEEEL85+Li4li9ejUTJ07E4PwaHfD395fM4n9u9Wo9bTIrC1JSnEfPiq+7L10b92VzRUMmHoQPD8HWYsi36izixAjd9qK/PzTzqNkX0WQ0cXHji+ka1vUfA0UAAwYi7XlcacolIG895G7UA2YLBPeGBu1PDBQBCv/QVVwLd8Ohn3RV17NlMkH79hAXp9eD/vCDfvF+vjz8sJ56+f77EiiCDpb69j27QBH0GwAffaTfAPj6a+fRY0wm6NoVevY8/4EiwKJF8M038OGH+ndbCCGEEKKWMk2ZMuXkFUtqMaUUK1eupFOnTgQGBjoPX1hUNhR+B80tcPckqDwIifNAWcHSFAwGdufsZuGehew8tJNVSasItgTj7/HXQUieFXaXOnhj/z5e3HeANbmHMRuNxHh7kp+zjPzUuTRWe0k9vJNyWxkvb3iZpYlLySjKYPqG6VTaK2kd1Bqj4TTfS3D10607vJpCs9uhOBF2TgJrPvjHOu+tGV2h5IA+tsmt4H2SzGpJCcybB1u2QJs24HKSdZP5+fDss/DZZzpQ9PPTU0B37dJBytixOsv0T8rKYO5c2LFDZ8LMekrvaQkLg5tu0lniqipdaGXmTP2YmjZ13lucKn9/SE7WGdsHHtCfL1QHDujM5803/3dTYYUQQggh/kZ6ejrJycn06tXrpJnF6dOnyzTU/9y2h2Hf62B0gx4fQ+IcyF4NAV3hyl8os9u5bdFtLNyzEKPBiEM5GN52OPNvml/jNArIqID1hbpIzb6iPL78YxE2WzEUb6eFaz6rh33OlR92Y+/hPRgwoFCEe4eTXZqN0WDE38Of7JJsYkNjWTpiKUGWM8gE2cvBUQUuPvDzZZCzDlz9YfAR5z2PqcrXx7mHgMHkPArffqvXjRqNsGyZzlI527EDLrpITz185RWYMEFPR0xI0MdFRZ3aetDFi3WgZzTqari9ezvvcXqSk6FXL8jIgNtv19nGk/wyilNUUaHXLTZocOE+jw4HHDqks5qSWRZCCCHEBUqmoV4IlB2sRTqAqsiFkoNgrzw27t0MTJ56TZ9nGHhHgUsDsDQDjBgNRuwOO54unni5euHr7ktj38b61ECZHfaUwpvp8EIKrC6A7CoIcnMnuHIr3lmv4lOwmI4+7oR7WujRqDsBHgH4uvvi7epN2+C2tAlqQzO/Zlzd4mqCLcH0bNzzbzOXf8vkAS6+gAGaj9YBYOQwPWaz6Y/jlZdDlQt4hJ08UARo0kQHBwEB0Fh/7zXYbDqDFxWli5r8GUyaTBATA61anVqgCLoYi1I60DzbaZMczTJ2764/9+p14QY4tYW7u87QXsjPo9Gof94SKAohhBCilpPM4r8t5UvYPxsatIMjWyBvK3R4AVo/rsethbp9hHsIBF8C9grI266nY7oH89OBn3hp/UsUVxXzfJ/ncTO70SW8B1lWN/aUwe5SSKsEhwJ/F2jlCW0s0MoDisoy+CP3DwB6Nu6JxdWCzWHjYP5BCioKyCjK4PJml2O1WzEbzXi6eJJblkuIJQST8S8Ct9NVkQuuvlBYqquEVlTothbBwTpQvOceyM2F6dOhQwfno4/Zu1cHcScL/BYsgFGjIDBQrwFt3rzm+OnIydEBqdWqH+9DDznvcfpsNt3vLyhIB7BCCCGEEEL8xySzeCFIW6inYu6fA6VHC9gUJx4bd/HVPRCDL9H/NrnriqDuuoLiN3u+YXXyahLzEgnzjcTT/zLeznRjdib8eASSKyDYBW4JhgmN4ZYQ6OIN3mYI9wnnyuZXcmXzK7G4WgAwG820DGhJt/BuDIoZhI+bDwGeOtPoYnIhzDvs3AWKAO5Bel3ijh3w0kvw+uvw/fd6LDNTrzFcseLYtr8SHa2zhM6BIkBqqu7nl5ur22acDV9fXcXSaIS2bZ1Hz4zZrDOeEigKIYQQQoha5CSvvMU51eQW3UIi5hHo+SnWts+wMfBG4tLjsDvsznufoHeTfli8WlLqdQkP/pHHi4k5/F5UTH7ZIXJyV3ORYRv9XLbQwaMQfxdwOfFNgRMV7dPrIq1n0X+wqkq3CNizR2fh/kmjRnoqqd2ui384HBARAbfdpqdn3nKL8xGn7v77YcYMmD9fT1U9G25uupDOwYNwxRXOo0IIIYQQQtQbMg3136YU2Et1CwkM/HzgZwZ9NQgXowsrR62kU8NOzkcAUGCFXaWw/nA+b/2+hEPlZbgYDaiyRCLN+QQZC/n1wDf4uvtgc9gY0W4Ec66b43yaEyk7/NAWivdDzKPQ8QxbSnz/vS7Y4uOji8K0b++8R025uTBwoO59eOml8OOP4Ompg06H479pcSCEEEIIIUQ9JdNQz8aRI1BQ4Lz19BkMYPbSBV+ASnslJVUlFFYWYjzJ019kgy+zYUoyfJ4NKfYGNA3sQKAjncjCz7GlvUrF4aXYypJQOCioKKC0qpQdWTucT/UXjHodoVK6CumZSkuDwkJd5bO42Hn0RP7+MHKkLiAzfrwOFAFcXWtfoJibq1tsCCGEEEIIUYedGK0I3fy7XTtd0XDdOudRnZ07MA++jYCtD4D15MGSQzmotB1X+RS4JuoaFt28iO+GfUfbkLY4FORUweYimJsJTx6EVQU6xozyhIGBBhZd1J7cW6ey5KY5PNb9IbzdvEkqSALAxeTCrU27sSqkBFb0htLkYxezV8LaAfBjB11ch6PBa+9F4N0W0pfoAjxnYtQomDYN5syBjh2dR09kMsG99+opqAMHHtu+cqVeGzhggA48T8fbb+sKqJMn19y+bp0ulnPVVZCVVXPsbH3yiV7T2K2bXicphBBCCCFEHSXB4smUlurMYnAFZH0LlXmQ8wtkr4XyLEieDylf6Qb0OWugMhcK90DmMt0vECiuLGbUt6MYsmAI8Tnx1ac2GAzcEH0D/VpcxReJW5iemM5T+w7x3L4UthY5MBugl3cV7Wzr6eOWwLUBEOKqp7O2Kv2dqYYt9LXuJb88j/7N+vN6v9d5PXYoltK9kPsLlBwNFqsK4MAHkPE9FMZD6vc6MJs7FzYmwaxMeCED9i7VWUaOTpldvx5++klPD/2TUrBhA/z2m54yCmCxwGOPwZ136q/PhFKwdasOzuPiIPG4wj+n4n//02sLP/645vbt2/VjXb8e9u2rOXa2EhP1usvk5GPPhRBCCCGEEHVQ/QwW7XYdEP7Vcs0OHeCrh+B5I9hfh40j4OfesOYqWNIGNo2C0lTwbUtV5AjyywtgaXtYc40OIoG49DgW7lnI9wnf89OBnwCwKyiyOdhWaOWOrbsZufU3nt62nPd/X8SyvZ8TUraOF5uBpXAJ93x1GRfPbUNqzk7dTqM8Ew68i+vh9TwS6M7wpj35+Pp3uK/bWAJajYbwgRBxM/jEQO4h+PVh2Hqf7nsY3AcOd4J+/XR2b9Ao+Pkw7AQSo4/1rPvlF53hGzQIvvvu2PPx9de6CE2fPrB/v95ms0F+/tll1wwGfb1+/WDIEN0Wo9Cp6I7dDiUlJ/ZnBJg9G3r00MVtjnfttfrj1luhZ8+aY2fr6af19X74ATw8jm23WvU9VRtVVenHLsGvEEIIIYQ4Tv0MFl99VQcSy5Y5j2guRggtBOPRaqVHNuvP9gqw5gMKKjIh5FLeyKtk4OfXUWyzoQxGlEMHT62DWtO/eX8ujbyUDqEX8UcpfJ1j59bN27lp/Up+zjqIo+oQtryfsWXOxZH8LGW53+FisFNSVYLBYGCsrx2/jUNh64N6OunhjQA0827Ip61jCd71kG7L4eINsa+B0QTbJ8E1l8H8zwEH+HWCHh+BzR1cXPT3YTLprx1A3nGVTO3HVWc9PpAuKdGf8/JgzBg9tfPDD3VANmPG2a3fi4mB5cvhgQd0RdQbb9RTVTn6GBYt0ttnzjyx6mqPHjp7OGRIze1RUbBkiZ4i6+pac+xsmUy69+Kllx7b5nDAlCl6au6Wo9N9a4viYpg0Sa8n3bTJeVQIIYQQQtRj9S9YtNt1dujbb3UAcjK20mM9EeHkhWCsxZDwDit3zWZDfhY90+CBsqZkB/QFdI/D9wd+xPj+i1ivuvNuJizOLmVNVgIpORsoTHkNQ/prcPhrKN2FclRwMP8gpdZSBsUMYsGQBUwJC8a7bL9eH5m/XT8u0FNhD36op5gmfaq3ZS0/Oj32fajYB59WgOfj0P198AiFvn11Nuztt2H69GPZxISEY4Fhr166yumiRXDddXobwPDhcM89+uvVq2HbNr3Ppk36eTxy5Ni+Z+r33/W516zR5+do9nL+fP2Y5syBnBznoy4M+fnw8suwcKHOdtYme/fCu+/qx/5PvS6FEEIIIUS9YpoyZcoU5421nVKKlStX0qlTJwIDA2sOGo06Q1ZZqbNZbdrUHAcwuujArDJHN5UP7InNbGF2di75dkWl2Y8ChyKu3MF6tzZ4uvmSWFZEfEUFq9J38GtuOvNTM3klKY/Fmem4uwUQ5OZKWtZS0g/MwK90Dbe0uhSrrYQQV1c6utjxMtgZHDOInk2uxH3vy0SnvY+bW4BeDxl+nQ7oXP3A0gT8eoFXS53lCrgZXvoIFiyBFiYIagdxftCiAzw1Vz9+hc4kNmsGsbE6ANu+Xfc9vOMO6NJFf98mk+592Lz5sSwkR5vKx8ZCUpIOKMeN00F3ZqaesnrllWffcD4gQJ8vOhoeflj3OzQadeYrLU1PVb3xRr3tQuPhobOhZjM8/jhERjrvceHy9tbrO7299frTFi2c9xBCCCGEEHVQeno6ycnJ9OrV66StM6ZPn15P+yxarbotRkDAXwcfyqGb1turwNWX8qoiAl5rgt1eQf+ml3O4YB/b89OICenIvOvn0Xf+YIpcW4Bna3CLBJNFn6NsN4+0u4J72lxO73dbkVNyiBtjbuSLwV9wqOQQtszlhO56mMNVpYQEd8Uc0A0S58LR6awY3aDNk9BkODiscMQKT70IPu7w0hTYkQRDh0LeEXjqEXjyaThcol/8u7nBk0/q9WjTpumeiPn5xxrXjxypp5OeKrtdP18Ggw5eCwv1dc42UPzT8ef/k9UKhw9DYGDNAPZCU1Ghp+s6vzlRG1RUQFGRfux/9fsghBBCCCHqFOmz+FdcXCAo6O9fGBuMOpPnEQImd1zc/Lm1/a0EeoXyVN9pRIT2pFJBoG8MO+hESfiTEDgYPFtjNHtiKd9Fk/x3aVSymJsjwonwcKFrWGcUiiGth2A2mmnk04gm4b1x82pEuMmO+UgcJMyChn3BpYHuzeiohD2vgHcL8I2Bb5bDF1/BnA9hX7Ze8xcdDT6+0P9G3dOxYUNdoXT9ej098p13dDYRwM9PF7lp3FivszsdJtOxQM5g0JnJcxUo4nT+P7m4QGjohR0ogu4VWRsDRY4+9uDgv/99EEIIIYQQ9U79zCz+jfzyfCavnky5tZypfaZiMBjwdfPF4qrbQzgUHKqCPSVVrMrNI98Ygl0ZiM/aTEHhTvo3DOehtpfhaShnwe4FLD+wnNs73s4N0TdQZi2jpKqEYEtwzYtWFUDRXl3IxmCAnh+Dd0vY9yYkfQKBPaDLGxAfrxvar12ri7t89x34+uoCK3b7iQFVdraeullZCe+/D+3b1xwXQgghhBBC1EunklmUYNHJssRlXP3Z1QA8dNFDrEpeRZewLswb8B57S+GXQkitgHwb2BQ0MENPX2jraQdrDo0s/riZ3SiuKqbZG804UnaEa6KuYcktS5wvpadyFuwCS1Nw8YHydJ1N9Gx0dNwB5Rk6w2n2gtdeg0cfBS8veO89GDzY+YwnyszUhWIiIpxHhBBCCCGEEPXUqQSL9WfeWepCWN4TVvWDhLfBcVzTeSC5IJlrPruGN+LewGQwYTKY+Oi3z/jtSCofJ+3nuWSYmQ7bihXfHVjF3I1PsXn7/TzcMJ+BgdDM08i2tF+IejOK8YuG4bnxVm4NCKCxdyjXt7z+2IXytsPKvrDnNdj+MCztBBuH60IuU9+BNz7RGcTrr4c774JrR8KPq/SxYWG6mIrVCi+8oFtExMTAT7qP40mtXq3XJi5eDM89p4PNP1thHDgAV12l218opSuS9uuni7T8uc+54nDoapvDhsG6dX/d43LrVrj8cpg713lECCGEEEIIcR7Vj8yiUrDAF2zFegf3EOizDPw6Vh8zZskY5m6bi0KB0R08W4FHa4KDLqVJcFc6NYwl3A1CjfmM/vJiqDgIjko+HvQxt7W/jUpbJVd/djWrk1cT5QIbGkOgCfIuW02DhpdgMpr0+sN1gyBzmc4eWppC7jqwtATrC8f6BQ4fDp9/rr82GHRPv5UrYerUk68zvOEG3criZLp21a0oLBbdD1Ep+OAD3RPw9tvhk090Fc+iIl0EZ+pUHZR+9dXZN7S32fSHu7uuQDt4sG6Ncdllegqtl5fzEbrFx9q1EB4OqanOo0IIIYQQQohzQDKLqV+DUvx08Ceez3NQZIcjNnT7Cc8I4tLjuPHLG3l42cN88tsnYPIiIOwWiJiMoeHdmP2voMrkQ6Ahn8x9T3KZeTs3Bhno1sAbHJUEmIx47ZwI64fhWrSXd73S+KUR3BLQAB9LGAZLcwLiJ2NafhHsXAoXdYX3VoEdcO0KwVPgB3+YmAKrVukiIxERugl9SIgOsjw9dTBoNMIll+jtfn56u9Go1yn27w87dsCYMXD33fDppzowfO45/Ty4u+t2Dv7++hg/P8jIgD17dKA4YoRuXn/ppbpSart20LKl87OpFRXpFguzZh3btmuXbkMSF3dsW3Y2dO4M3brpoHTrVmjSRAerkZE6Q3oy48bpCqunMsX27+Tm6vWdCxbogPVsWa26H+HAgbBvn/OoECcqKNA9TV9/Xa8pFkIIIYSoZep2ZjHwZSwDP+SmtW+zJXMLAOO7juG1q9/EgYGoWVEkFR8G14Yo71gaBF6BxaMhmUUpGG15OEr3oYrWQ0UKoGgV0Iq88jxyy3KrrxXrBovDoJG7N9iKUYDB0gTaPQtbxoC9TO842QxJR4OWx4EljcElAHbu1NtCQuCPP3S2LTdX9y/csgUGDNBZPjc3vZ9SOttYUKArmpaW6gBx0SI4ckSPN26sj3v3Xb2vw6EDpj/fMbjiCujUCV59VVeF/fFH3Ufx+PP/laef1lNgDQbdhsNo1H0W4+J00PrVVzrY+/JLHfQ6HPo4i0UHoqmpujjPkiU6eD2Zf3oMp+L++2H2bB18r1ype0yejQMH4JprYP9+Pa33gw/O/jGKum3BAj3t2mzWv5/XXOO8hxBCCCHEf0Yyi+4hWHxbEe4dDkBsw1hubHsLymAiq8qAZ+jNqNDRqLCx4HsZ3u5+9A8OwO3wlzjSZ6FyPsNQmUKgRwAGgwGTwUSZtQyDwYAB/YRGmsHLaILg3qDL04BnY/BpBR4N9eOwoquWGo0QaIE4H2jbXb+Q9PHRaw+nTNEZP1dXva1jRx1gXXKJfrH5pz9/kK6uOuAzm3UgdOmlx8ZCQnRGz91dt9Fo3Vq3pQgP14Fc//7Qvbv+unVrHTA6n/+v9O6tz3/xxTqAdXHRVVaNRmja9FhF1l699LTamBj9GLt0OdbwPThYP7a/8k+P4VS0b6/P07ixfh7PVoMGOuPq6am/NyH+SUiI/t3y84NGR4tWCSGEEELUInU6s2hvb2NTZRzjLxrP/Pj57M9LJKPCyJDeH1Hp3pIl+3/kSNlhvZawcD09vUr4+qb3eGT5I3wR/wUKxVtXv8W9Xe6ltKoUs8nMm7++idVhZWyXsZgNJrxNBgxGVzC7Q1URKJuuXmow6Gqm/S+FNevB01dnpfz9oaoKnn9er9+bP19PyzxTBQU6uDQYdIsMm+3YFFWrVWf2XF11wRovr3MTiJ1MSYkOypzPr5SeEmux6Kl42dl6TeT5UF6ug9fjg20hzqfycv37dy77kQohhBBCnAOnklmsVcHixo0bOXDgAEFBQfTq1QuvkxVIOS5YfLn0ZQg242FpTrkpDLxjwb0Zvh7+tPJtyJakr6HkNyjZhcFRwpOXPMkzlz3DrkO7GPLVEA4WHKRrWFe+G/4dDb2OZglP1+zZuohMr156/ZLBoNcK9u6ti7489JCuRiqEEEIIIYQQ58mpBIu1ZhrqqlWreO6556isrOTTTz9l3rx52P+paISlLYTeQ3nQKAgeCh5RYDvCwADFuEYGvI98RQvTIa6IvIgrm13JXZ3uwmQw0T6kPfd1u48G7g24otkV+Ln7OZ/51N15J3z9tc4k/vlDCA7WwWNwMFx7rfMRQlzYHA7IypKiLUIIIYQQdVytyCwqpYiNjeWxxx5j+PDhZGZmcv/99/Pee+/h53cskFNKoZTC4XAwadIkXgn0gLCGBLl7Ya/KxlCwghe63czo2NsBqLJXYTaaMRpqTcwsxH/L4YCZM+HJJ3WbkwUL9LRnIYQQQghRq8TFxbF27dq/zSzWimCxrKwMb29vfvvtN9q0aUN+fj733nsvM2fOJDQ0FI4Gih999BF//PEHSinWrl3LFk8XDF7udPEPwstxGLPBSOvg1riaXJ0vIYQ4FXa7rp67d68u2jRkiC7gIoQQQgghapXMzExatmzJ5MmTMRpPTJ7VmmCxoKAAf39/EhISaNGiBYWFhYwePZqZM2cSdlyxlPT0dEpKSnA4HMyYMYNBgwbR4s8KnEKcJqUU77zzDr1796Zdu3bOw0KcktzcXGbNmsWUKVMwSaEbcYaKi4uZMmUK06dPxyxFu8QZKikp4dFHH+XNN9+U+0icsZKSEu677z7mzZuHy59V8EWtZLfb8fPzqxFPHa/WBIt2u52goCC+/fZbevfuzeHDhxk7dixvvfUWwcHBzrsf67N4xx1ER0c7DwtxSpRSTJ06lauvvpquXbs6DwtxSrKzs5k8eTJz5syRYFGcsaKiIv7v//6PTz75RF7kizNWXFzMLbfcwqJFi+Q+EmesuLiYgQMHsnz5cgkW67haU+DGZDLx4IMP8uGHH5KYmMj8+fMJCAjAx8fHeVchhBBCCCGEEOdArQgWAZ555hksFgvdunVj6dKlPPHEE7j/RWN3g8HAlVdeSWBgoPOQEKflsssuIzw83HmzEKfMYrEwcODAk64FEOJUubm5MWTIELmPxFlxc3NjxIgRch+Js+Lm5sbtt98us2XqiVoxDVUIIYQQQgghxPlTa6ahCiGEEEIIIYQ4vyRYFEIIIYQQQghxgjo5DXXNmjVs2LABb29vbr75ZkJCQpx3EYJly5bxyy+/AGA0Grnhhhvo3Lkz2dnZLFy4kJycHC699FJ69eqF2WzG4XCwdOlStm/fTnBwMLfccgve3t7OpxX1QFpaGsuWLSM9PZ1hw4YRExMDQGlpKQsWLCA5OZnY2Fj69euHu7s7DoeD9evXs27dOnx9fRk2bBhBQUFwtKrc/Pnzyc7Oplu3blxxxRVSpbCeSE9Pr76PBg8eTNu2bQH4/PPPiY+PB8DV1ZWbb76Z6OholFJs2rSJVatW4e3tzdChQ6t7DZeXl/Ppp5+SlZVF586d6d+/v9xH9UBGRgbLly8nPT2dwMBABg0aVH1P2Gw2vvrqKxISEmjdujXXXXcdnp6eKKXYvHkzK1aswMvLi8GDB9OoUSMAKioq+Oyzz8jIyKBDhw5cc801Uu2yHjh06BDLli0jJSWFwMBABgwYQOPGjQH4+uuv2bFjBwBms5kBAwbQuXNnlFJs376dpUuX4unpyY033kiTJk3g6H30+eefk5aWRps2bRgwYIDcR7VUnZyGun79ekaPHk2LFi1ISUlh7NixlJWVOe8mBGvXrqWyspKhQ4cyZMgQmjZtCsDUqVNJSUmha9euTJ06lb179wKwePFiHn74Ydq3b8+WLVu48847qYPvtYhTkJiYSFZWFsuXL2f//v3V22fMmMHatWvp1asXc+bMYfny5QBs3ryZRx55hNatW5OVlcXNN9+Mw+EAYPTo0ezcuZPY2Fiee+45fv755+rzibotKSmJ9PR01qxZw759+6q3//jjj3h5eTF06FBuvPHG6v5XO3bsYMKECcTExJCfn8+IESOq76O77rqLuLg4YmNjmTp1KkuWLKk+n6i7duzYQXZ2Nr179yY7O5vrr7+eyspKAGbNmsXChQvp0aMHn376KV988QVKKf744w8effRRoqOjKS0tZeTIkdX30dixY1mzZg2xsbE8//zzfPPNN05XFHXR7t27SU9P59JLLyU/P58bb7yx+j5asmQJDoeDoUOHctNNN1W/VkpMTOTRRx+lVatW2O127rzzzur7aPz48SxbtozY2FimTZvGZ599VuN6opZRdYjD4VAjRoxQM2bMqN7Wv39/9euvv9bYTwillJo4caK677771Nq1a9XevXuV1WpVpaWl6rLLLlOpqalKKaXefvtt9fjjj6vKyko1cuRI9eOPPyqllCosLFSNGzdWu3btcjqrqE+GDx+uFi9erJRSqry8XLVq1ar6nvj555/V6NGjlcPhUNOmTVNvv/22Ukqp0tJS1aRJE7Vu3Tq1b98+5evrqw4dOqSUUmrx4sVq/Pjxymq1HncVUdfdc8896uuvv67+94gRI9TkyZPVunXr1IEDB5TdbldKKTVz5kz16quvKqWUKisrU23atFGrVq1S+/fvV2azWWVmZiqllFqxYoW69957VWVlZfU5Rd1XWFioGjRooPbu3asqKipUaGio2rRpk1JKqV27dqkRI0aoiooKNW/ePDV16lSljv7d6tq1q1q+fLk6ePCg8vb2Vunp6UoppTZs2KBGjhypysrKalxH1G1FRUUqPDxc7d69Wyml1KhRo9SDDz6o1q5dq/bt26dsNptSSqn58+erSZMmKaWUqqioUH369FE//PCDSklJUcHBwdWvo3bs2KEGDx6siouLj7uKqC38/PxUncosVlVVcfDgQXr06FG9rWnTpuTm5tbYTwiAVq1aERwczMaNG5kwYQLLly8nISEBT09PAgICAIiMjCQhIYGSkhJyc3O5+OKLAfDx8SEqKorU1FSns4r6KiUlBZvNRkREBABBQUHk5eXhcDhISUmhU6dOAHh6etK2bVv27NlDQkICYWFh1VPlo6KiyM3NxW631zi3qF86deqEh4cHa9eu5cEHH2TTpk1wNBPZvn17ADw8PGjTpg27d+/mwIEDhIaGVk8/bNWqFfn5+dWZAVE/bNy4kcaNG9OoUSMyMjIoKSkhKioKgAYNGlBVVYXdbicxMZE2bdoA4O7uTuvWrfntt99ISkoiODi4ul1Uq1atKC4upry8vMZ1RN22ZcsWgoODiYyMBKBDhw4EBgayfv16HnzwQX766ScAEhISiI6OhqOtNKKjo9mxYwepqan4+/tXT2ONjo6moqKCkpKS464iapM6FSza7XYcDgdubm7V20wmU3VaXIjj3X777Tz99NNMnDiRJ598ki+++IKSkhJMJlN17yCTyYTVakUphcPhwNXVtfp4FxcXeVEvqlVVVWEwGKrXiRmNxuq/PTabrcZ6DVdXV2w2G1VVVTX+XhmNRpRSMr25nnvkkUeYNGkSkydPZvTo0dXTB202W411iK6urlRVVWG1Wmv0HTYYDHIf1TOpqam88sorfPnll1gsFqxWKxz9fwqne8Jqtdb4e+Ti4oLVasVms9X4e2QwGADkNVQ9kp2dzfTp05k3bx4WiwWOTimdPHkykyZN4plnnmH+/PmUl5djtVpr/D06/j46/rUSR+8luY9qrzoVLHp4eBASElJdGICji3YbNGhQYz8hnHl5eWGz2WjWrBmlpaUUFhbC0T+ckZGReHh44OvrW31vVVZWkpKSQsOGDZ3OJOqrP99FPXToEAAFBQX4+vpiMBgIDQ0lMTERjgaV+/fvp0mTJjRp0oT09HSKi4urj/Xx8ZFGx6Kan59fdWYnLCyMgwcPAmC1WklMTKR58+Y0btyY9PR0ioqK4OjfLYvFIgUl6omdO3fy4IMP8uCDD1ZnekJDQ3FzcyMtLQ2OFt9ycXHBZDLRuHFjkpOT4eh9dPDgQaKioggPDycrK6vG/39ubm413ogQddfvv//O//3f/zF69Gg6duzoPAxH/x5ZrVYcDgeRkZHVs6tsNhtJSUm0atWK0NBQcnNzKSgoACAnJweTyYSnp6fT2URtUaeCRYPBwK233srrr7/O5s2bmTt3Lvn5+bRu3dp5VyGYPXs2+/btY+/evbz88stERUXRsGFDgoODWbBgAbt37+abb77hpptuwsPDgz59+jB+/Hh27drFa6+9hp+fX/WUMFG/VFRUkJCQQHFxMZmZmSQnJ2OxWOjTpw8ffPAB+/fvZ968eVx88cUYjUZ69uzJ3Llz2b59Ox999BF2u51LLrmEtm3bEhUVxTvvvEN8fDyvvPIKPXv2lCqW9cSf91FhYSGZmZkkJSVRXFzMu+++y4EDB9i1axczZsygQ4cOGAwGevTowWeffca2bduYP38+paWl9O3bl5iYGDp06MAbb7xBfHw8U6ZMoUePHvIivx7Yvn07Y8aMYfjw4XTv3p28vDysVis+Pj7cfPPNzJ49m7179zJr1iw6dOiAq6sr3bp1Y9GiRWzbto0FCxaQn59Pv379aNmyJR07duSVV14hPj6exx9/nB49elRnmETdFR8fz9ixYxk6dCiXXHIJ+fn5WK1WqqqqePPNN9m/fz/x8fE8/fTTREdH4+7uTpcuXVixYgVbt27l22+/JSsri2uuuYZmzZrRqVMnpk2bRnx8POPGjaN79+74+Pg4X1bUFs4LGeuCOXPmqIsuukgNGDBA7du3z3lYCKWUUuPGjVNdu3ZVF198sXr++edVQUGBUkqphIQENWTIEBUbG6tmz55dXSTCarWqF198UXXp0kUNGzZMZWdnO51R1Bfbt29X0dHR1R9XXXWVSklJUUeOHFF333236tChg5oyZUr1gn6bzab+97//qW7duqkBAwaoAwcOVJ8rJydHDR8+XHXu3Fm98sorUpSkHtm1a1eN++iKK65Qu3fvViNHjlSdO3dWvXv3VrNmzaouMGK329VHH32kunXrpq699lr1xx9/VJ+roKBA3Xrrrapz587qhRdeUBUVFcddSdRVn3zySY17KDo6urqoTUVFhRo3bpzq2LGjmjBhgsrPz1fq6H30+eefq27duqmrr75a7dy5s/p8hYWFatSoUapz587qmWeekfuonli4cOEJ99Evv/yiqqqq1J133qm6dOmievXqpV566aXq/9fsdrv65ptv1EUXXaT69eunNm/eXH2+wsJCdeedd6rOnTurJ554QpWXlx93NVGb+Pn5qTrZZ1EIIYQQQgghxJmrk30WhRBCCCGEEEKcPQkWhRBCCCGEEEKcQIJFIYQQQgghhBAnkGBRCCGEEEIIIcQJJFgUQgghhBBCCHECCRaFEEKI86isrIynnnqKQ4cOOQ+dUzNnzmTu3LnOm4UQQohTJsGiEEKIesHhcPDHH39wxx130KVLF7p06cItt9zCmjVrOJ9dpOx2OwcOHKCysrLG9nHjxhEdHU2LFi3w8fEhKiqK6Oho5s2bV2O/v/Lqq6/y3nvvVf87LS2NjIyMGvsIIYQQp0P6LAohhKgXDhw4wF133cWIESPo378/np6eZGZmUlpaykUXXcSePXvYt28f+fn5VFZWcttttxEXF8f69evx9PRkyJAhNGvWjMzMTNatW8fgwYMxGo0sXLiQdu3aER4ezocffkifPn347rvv8PDwYNSoUfj5+QHw1VdfER8fT3R0NN999x3Tp08nMjKy+vFVVlZis9nIzs7m0Ucf5c0336SqqorVq1cTGRnJhg0buO222/joo48YM2YMwcHBJCUlsXPnTgYNGsRll12Gu7s7sbGx3HTTTcyfPx+r1UqbNm3IyspiwIABdOrUCYPBcNyzIoQQQpyc9FkUQghRb2zdupXQ0FDuvvtuIiIiCAwMpH379vTo0QOj0cj+/fsZM2YMDoeDSy65hF9//ZUHHniAjh07YjAYGDduHHl5eWRnZ7N06VJsNhtKKZYvX05SUhLl5eV8+umnPP7443Tr1o3169czZcoUAL7//nvefPNNevXqxebNm9m8ebPzw8PNzQ2LxYKHhwcmkwmLxUJVVRVvvPEGn3zyCZdffjl+fn68/fbb5OXlAZCRkcGKFSsA6Nq1K7169eK2226jefPmAKxcuRIfHx9atmzJU089RW5ubo1rCiGEEH9HgkUhhBD1Qnp6OhEREdWZtYcffpg+ffpw3XXXUV5eDkDfvn0ZPXo07dq1Y+7cuYwZM4ZBgwbx2GOP4evry969e53OeqKpU6dy+eWXM2HCBDZu3EhVVRXPPvss9913H/369ePpp58mPDzc+bC/5OXlxdy5c+nZsye+vr7Ow9VCQkIIDQ0lJiaGBg0aANC9e3eGDRvGsGHD8PHx4ciRI86HCSGEEH9JgkUhhBD1gp+fX3VGDuCFF15g1qxZ+Pj4VK9ZjIiIqB7Pzs6mWbNm1f8OCAigvLwco9FYvb9SCofDUb0PQNOmTQHw9fXFZrNRWVlJeno6YWFhAJjNZoKCgmoc83caNmyIi4tL9b8NBkON6//dapKwsLDq4NhsNmOz2Zx3EUIIIf6SBItCCCHqhXbt2rFp0yYOHz6M3W7Hzc0NV1fXGvsYjcf+W2zZsiVbtmzBbrdTVVVFRkYGvr6+BAYGUlJSQkVFBUVFRWRnZ9c4x5/B2fFrA9u3b8+ePXuw2+2UlJSQmpp63BF/7/jHxNE1JAUFBdjtdhITE7FarXA0GLRarTWCR1mfKIQQ4mxIsCiEEKJe6NChA/fffz+33norTzzxBFOnTuWtt96iZcuWmM1m59157LHH2LJlCxMnTmTs2LG0bNmSmJgY/Pz88Pb25vnnn2fWrFmkpaU5H3qCl19+me+++46nnnqKadOmnRAAno477riDWbNm8eKLL7JixYrqxx4TE8PKlSt59dVXiY+Pdz5MCCGEOG1SDVUIIUS9YbfbycjIID8/H4fDgZeXF2FhYVgsFgoKCigtLa2xnjArK4ucnBxMJhORkZF4e3ujlCI3N5esrCwsFgsGg4GgoCA8PT1JTEwkKioKk8lERUUFSUlJtGzZEpPJRHJyMgUFBfj5+WG322nUqNEJmU0Aq9VKWloakZGRWK1WMjMza0yHLS8v5+DBgyilCAoKorKykoiICCoqKkhJSaGsrIyIiIjqKbN/Tn9NTk4mJCQEDw+P464mhBBCnJy/v78Ei0IIIYQQQgghapLWGUIIIYQQQgghTkqCRSGEEEIIIYQQJ/h/zpg+/zX6xUIAAAAASUVORK5CYII=" - } - }, + "cell_type": "markdown", + "id": "37439666", + "metadata": {}, + "source": [ + "Gpt Ft Error=$129.16 RMSLE=0.94 Hits=35.2%" + ] + }, + { "cell_type": "markdown", "id": "5487da30-e1a8-4db5-bf17-80bc4f109524", "metadata": {}, "source": [ - "![image.png](attachment:image.png)\n", - "\n", "**Fine-tuning GPT-4o Mini led to worse performance than both its zero-shot and RAG-enhanced versions.**\n", "\n", "⚠️ When Fine-Tuning Isn’t Needed:\n",